In-class 1

Explain what does this statement do: lapply(lapply(search(), ls), length)

lapply(lapply(search(), ls), length)
## [[1]]
## [1] 0
## 
## [[2]]
## [1] 449
## 
## [[3]]
## [1] 87
## 
## [[4]]
## [1] 113
## 
## [[5]]
## [1] 247
## 
## [[6]]
## [1] 104
## 
## [[7]]
## [1] 203
## 
## [[8]]
## [1] 0
## 
## [[9]]
## [1] 1255

#以下語法可看出有細部所有的功能 lapply(search(), ls) 若列出太多,此為備註

說明:

lapply(lapply(search(), ls), length) 循環操作的函數:lapply()代表輸入資料結構為一個列表(list)或是data.frame,返回值為list,可針對列表進行計算求和。 求lapply(search(), ls的長度length。

函數架構 lapply(X, FUN, …) X為數據資料, FUN自己定義要使用的函數 …其他參數

**與apply不同,apply按行、列運算均值、求和、眾數等可做簡單運算, lapply則是list模式。

In-class 2

Convert the R script in the NZ schools example into a rmarkdown file and provide comments to each code chunk indicated by ‘##’. Give alternative code to perform the same calculation where appropriate.

a case study

keep the school names with white spaces

#讀檔
dta <- read.csv("nzSchools.csv", as.is=2)
#看資料架構
str(dta)
## 'data.frame':    2571 obs. of  6 variables:
##  $ ID  : int  1015 1052 1062 1092 1130 1018 1029 1030 1588 1154 ...
##  $ Name: chr  "Hora Hora School" "Morningside School" "Onerahi School" "Raurimu Avenue School" ...
##  $ City: Factor w/ 541 levels "Ahaura","Ahipara",..: 533 533 533 533 533 533 533 533 533 533 ...
##  $ Auth: Factor w/ 4 levels "Other","Private",..: 3 3 3 3 3 3 3 3 4 3 ...
##  $ Dec : int  2 3 4 2 4 8 5 5 6 1 ...
##  $ Roll: int  318 200 455 86 577 329 637 395 438 201 ...
head(dta)
##     ID                  Name      City  Auth Dec Roll
## 1 1015      Hora Hora School Whangarei State   2  318
## 2 1052    Morningside School Whangarei State   3  200
## 3 1062        Onerahi School Whangarei State   4  455
## 4 1092 Raurimu Avenue School Whangarei State   2   86
## 5 1130      Whangarei School Whangarei State   4  577
## 6 1018       Hurupaki School Whangarei State   8  329
# length of input data is the numbers of “rows” and “columns”.
dim(dta)
## [1] 2571    6

2.1 Binning

#建立size變項,ifelse()邏輯判斷,Roll值大於Roll的中位數 size填入Large,其餘的為Small
dta$Size <- ifelse(dta$Roll > median(dta$Roll), "Large", "Small")
summary(dta)
##        ID           Name                     City                    Auth     
##  Min.   :   1   Length:2571        Auckland    : 439   Other           :   1  
##  1st Qu.:1244   Class :character   Christchurch: 157   Private         :  99  
##  Median :1968   Mode  :character   Wellington  :  87   State           :2144  
##  Mean   :2072                      Dunedin     :  72   State Integrated: 327  
##  3rd Qu.:2992                      Hamilton    :  65                          
##  Max.   :6978                      Lower Hutt  :  53                          
##                                    (Other)     :1698                          
##       Dec              Roll            Size          
##  Min.   : 1.000   Min.   :   5.0   Length:2571       
##  1st Qu.: 3.000   1st Qu.:  79.0   Class :character  
##  Median : 5.000   Median : 193.0   Mode  :character  
##  Mean   : 5.508   Mean   : 295.5                     
##  3rd Qu.: 8.000   3rd Qu.: 383.5                     
##  Max.   :10.000   Max.   :5546.0                     
##  NA's   :21
head(dta)
##     ID                  Name      City  Auth Dec Roll  Size
## 1 1015      Hora Hora School Whangarei State   2  318 Large
## 2 1052    Morningside School Whangarei State   3  200 Large
## 3 1062        Onerahi School Whangarei State   4  455 Large
## 4 1092 Raurimu Avenue School Whangarei State   2   86 Small
## 5 1130      Whangarei School Whangarei State   4  577 Large
## 6 1018       Hurupaki School Whangarei State   8  329 Large
#將Size放入空值
dta$Size <- NULL
#size已經不見了
head(dta)
##     ID                  Name      City  Auth Dec Roll
## 1 1015      Hora Hora School Whangarei State   2  318
## 2 1052    Morningside School Whangarei State   3  200
## 3 1062        Onerahi School Whangarei State   4  455
## 4 1092 Raurimu Avenue School Whangarei State   2   86
## 5 1130      Whangarei School Whangarei State   4  577
## 6 1018       Hurupaki School Whangarei State   8  329
#新增變項size,切成三等份,給予名稱"Small", "Mediam", "Large"
dta$Size <- cut(dta$Roll, 3, labels=c("Small", "Mediam", "Large"))

Note: cut(num_vector, # Numeric input vector breaks, # Number or vector of breaks labels = NULL, # Labels for each group include.lowest = FALSE, # Whether to include the lowest ‘break’ or not right = TRUE, # Whether the right interval is closed (and the left open) or vice versa dig.lab = 3, # Number of digits of the groups if labels = NULL ordered_result = FALSE, # Whether to order the factor result or not …)

#看Size列連表的頻率,這裡只有Size這個變項
table(dta$Size)
## 
##  Small Mediam  Large 
##   2555     15      1

2.2 Sorting

#排序Roll欄位後放置RollOrd這個欄位中,decreasing=T由大到小排序
dta$RollOrd <- order(dta$Roll, decreasing=T)
#看RollOrd變項排序的資料
head(dta[dta$RollOrd, ])
##       ID                  Name         City  Auth Dec Roll   Size RollOrd
## 1726 498 Correspondence School   Wellington State  NA 5546  Large     753
## 301   28     Rangitoto College     Auckland State  10 3022 Mediam     353
## 376   78      Avondale College     Auckland State   4 2613 Mediam     712
## 2307 319  Burnside High School Christchurch State   8 2588 Mediam     709
## 615   41      Macleans College     Auckland State  10 2476 Mediam    1915
## 199   43    Massey High School     Auckland State   5 2452 Mediam    1683
#看RollOrd最後6筆資料
tail(dta[dta$RollOrd, ])
##        ID                    Name                  City    Auth Dec Roll  Size
## 2401 1641  Amana Christian School               Dunedin Private   9    7 Small
## 1590 2461       Tangimoana School              Manawatu   State   4    6 Small
## 1996 3598         Woodbank School              Kaikoura   State   4    6 Small
## 2112 3386     Jacobs River School          Jacobs River   State   5    6 Small
## 1514 2407     Ngamatapouri School Sth Taranaki District   State   9    5 Small
## 1575 2420 Papanui Junction School               Taihape   State   5    5 Small
##      RollOrd
## 2401    2562
## 1590     266
## 1996    2478
## 2112    1501
## 1514    2377
## 1575    1542
#看City、Roll排名前面的資料,很好奇為什麼下decreasing=T ,Roll為何沒有排序?
head(dta[order(dta$City, dta$Roll, decreasing=T), ])
##        ID                      Name      City  Auth Dec Roll  Size RollOrd
## 2548  401           Menzies College   Wyndham State   4  356 Small     859
## 2549 4054            Wyndham School   Wyndham State   5   94 Small    1163
## 1611 2742          Woodville School Woodville State   3  147 Small     726
## 1630 2640           Papatawa School Woodville State   7   27 Small    2273
## 2041 3600            Woodend School   Woodend State   9  375 Small    1401
## 1601  399 Central Southland College    Winton State   7  549 Small     450
#看City、Roll排名最後的資料
tail(dta[order(dta$City, dta$Roll, decreasing=T), ])
##        ID                         Name    City  Auth Dec Roll  Size RollOrd
## 2169 3273                Albury School  Albury State   8   30 Small    1010
## 2018  350           Akaroa Area School  Akaroa State   8  125 Small    1051
## 2023 3332           Duvauchelle School  Akaroa State   9   41 Small     749
## 335  1200                Ahuroa School  Ahuroa State   7   22 Small     193
## 99   1000               Ahipara School Ahipara State   3  241 Small    1963
## 2117 2105 Awahono School - Grey Valley  Ahaura State   4  119 Small     364

2.3 Counting

#顯示Auth變項的個數
table(dta$Auth)
## 
##            Other          Private            State State Integrated 
##                1               99             2144              327
#將以上Auth資料存入authtbl中

authtbl <- table(dta$Auth); authtbl
## 
##            Other          Private            State State Integrated 
##                1               99             2144              327
#確認authtbl類別
class(authtbl)
## [1] "table"
#秀出Auth變項中為Other的資料
dta[dta$Auth == "Other", ]
##       ID            Name         City  Auth Dec Roll  Size RollOrd
## 2315 518 Kingslea School Christchurch Other   1   51 Small    1579
#秀出Auth + Dec的交叉表
xtabs(~ Auth + Dec, data=dta)
##                   Dec
## Auth                 1   2   3   4   5   6   7   8   9  10
##   Other              1   0   0   0   0   0   0   0   0   0
##   Private            0   0   2   6   2   2   6  11  12  38
##   State            259 230 208 219 214 215 188 200 205 205
##   State Integrated  12  22  35  28  38  34  45  45  37  31

2.4 Aggregating

##Roll的平均值
mean(dta$Roll)
## [1] 295.4737
dta
##        ID                                     Name
## 1    1015                         Hora Hora School
## 2    1052                       Morningside School
## 3    1062                           Onerahi School
## 4    1092                    Raurimu Avenue School
## 5    1130                         Whangarei School
## 6    1018                          Hurupaki School
## 7    1029                        Kamo Intermediate
## 8    1030                              Kamo School
## 9    1588     St Francis Xavier School (Whangarei)
## 10   1154                    TKKM o Te Rawhiti Roa
## 11   1113                 Tikipunga Primary School
## 12   1028                      Totara Grove School
## 13   4154     Whangarei Adventist Christian School
## 14   1129                   Whangarei Intermediate
## 15   1131                       Whau Valley School
## 16   1007 Blomfield Special School & Resource Ctre
## 17     18                   Mangakahia Area School
## 18   1048                      Maungatapere School
## 19     15              Whangarei Boys' High School
## 20     16             Whangarei Girls' High School
## 21    429                   Kamo Christian College
## 22     13                         Kamo High School
## 23   1050                             Maunu School
## 24     17              Pompallier Catholic College
## 25     14                    Tikipunga High School
## 26   1069                      Te Kura o Otangarei
## 27     20                        Bream Bay College
## 28   1019                              Kaeo School
## 29   1047                     Maungakaramea School
## 30     12                     Tauraroa Area School
## 31   1648                       Manaia View School
## 32   1138                 Christian Renewal School
## 33   2757     He Mataariki School for Teen Parents
## 34   1014                         Hikurangi School
## 35   1094                           Ruakaka School
## 36   1068                     Otaika Valley School
## 37   1061                    One Tree Point School
## 38   1075                           Pakotai School
## 39   1011                        Glenbervie School
## 40   1056                          Ngunguru School
## 41   1080                         Parua Bay School
## 42   1128                   Whangarei Heads School
## 43   1089                             Purua School
## 44   1110               Te Horo School (Whangarei)
## 45   1084                          Portland School
## 46   1036                            Kokopu School
## 47   1083                            Poroti School
## 48   1127                         Whananaki School
## 49   1017               Hukerenui School Years 1-8
## 50   1667                        Whangaruru School
## 51   1032                       Kaurihohore School
## 52   1043                           Matarau School
## 53   1124                          Waiotira School
## 54   1063                              Opua School
## 55   1072                            Paihia School
## 56   1096          Russell School (Bay Of Islands)
## 57   1033                  Kawakawa Primary School
## 58   2103                           Moerewa School
## 59   1594                         Riverview School
## 60      8                   Bay of Islands College
## 61   2104                         TKKM o Taumarere
## 62      5                     Kerikeri High School
## 63   1034                  Kerikeri Primary School
## 64    436                        Springbank School
## 65   2102                          Maromaku School
## 66   1053                           Motatau School
## 67   1031                            Karetu School
## 68   1666                        Te Kura o Waikare
## 69   1112                            Te Tii School
## 70     19                   Dargaville High School
## 71   1008                  Dargaville Intermediate
## 72   1097                       Selwyn Park School
## 73   1098          St Joseph's School (Dargaville)
## 74   1009                Dargaville Primary School
## 75   1111                         Te Kopuru School
## 76   1002                          Arapohue School
## 77   1105                       Tangowahine School
## 78   1020                      Kaihu Valley School
## 79   1001                            Aranga School
## 80   1104                      Tangiteroria School
## 81   1085                             Pouto School
## 82   1021                      Kaikohe East School
## 83   1025                     Kaitaia Intermediate
## 84   1026                           Kaitaia School
## 85   1082                        Pompallier School
## 86      2                        Taipa Area School
## 87   1175                 Kaikohe Christian School
## 88   1022                     Kaikohe Intermediate
## 89   1023                      Kaikohe West School
## 90      9                        Northland College
## 91     11                      Opononi Area School
## 92   4227                           TKKM o Kaikohe
## 93    238             Kaitaia Abundant Life School
## 94      3                          Kaitaia College
## 95   3114                          TKKM o Pukemiro
## 96   1093                            Rawene School
## 97   3539            St Patrick's School (Waimate)
## 98      4                        Whangaroa College
## 99   1000                           Ahipara School
## 100  1004                            Awanui School
## 101  1039                          Mangonui School
## 102  1035                          Kohukohu School
## 103     6                    Broadwood Area School
## 104  1058                          Ohaeawai School
## 105  1065                          Oromahoe School
## 106  1073                          Pakaraka School
## 107  1060                           Omanaia School
## 108  3117               TKKM o Te Tonga o Hokianga
## 109  1122                             Waima School
## 110  2101                           Tautoro School
## 111  1016                            Horeke School
## 112     7                          Okaihau College
## 113  1059                           Okaihau School
## 114  1037                         Mangamuka School
## 115  1119                           Umawera School
## 116  1044                       Matauri Bay School
## 117  3106                         TKKM o Whangaroa
## 118  1100          Te Kura o Hato Hohepa Te Kamura
## 119  1116                      Totara North School
## 120  1013                          Herekino School
## 121  1087                          Pukepoto School
## 122  1071                             Oturu School
## 123  1076                         Pamapuria School
## 124  1081                             Peria School
## 125  1147                       Te Rangi Aniwaniwa
## 126  1024               Kaingaroa School (Kaitaia)
## 127  1141                        TKKM o Rangiawhia
## 128  1055                           Ngataki School
## 129  1086                 Pukenui School (Kaitaia)
## 130  1109                          Te Hapua School
## 131     1                            Te Kao School
## 132  1120                         Waiharara School
## 133  1078                          Paparore School
## 134  1046                        Matihetihe School
## 135    10                Te Kura Taumata o Panguru
## 136  1066                           Oruaiti School
## 137  1102         Te Kura o Hata Maria (Pawarenga)
## 138  1038                   Mangawhai Beach School
## 139  1125                             Waipu School
## 140  1049                      Maungaturoto School
## 141   283                Otamatea Christian School
## 142  1095                            Ruawai School
## 143  1077                           Paparoa School
## 144    21                     Otamatea High School
## 145    22                           Ruawai College
## 146  1114                           Tinopai School
## 147  1042                          Matakohe School
## 148  1206                            Arahoe School
## 149  1232              Blockhouse Bay Intermediate
## 150  1233                    Blockhouse Bay School
## 151  1243                           Chaucer School
## 152  1281                    Fruitvale Road School
## 153  1290                          Glenavon School
## 154   459                Immanuel Christian School
## 155  1389                          New Lynn School
## 156  1390                       New Windsor School
## 157  1397                   Oaklynn Special School
## 158  1487     St Dominic's School (Blockhouse Bay)
## 159  1209                  Arohanui Special School
## 160  1285                         Glen Eden School
## 161  1293                          Glendene School
## 162  1330                     Kelston Intermediate
## 163  1331                           Kelston School
## 164  1335                 Konini School (Auckland)
## 165  1447                          Prospect School
## 166  1284                   Glen Eden Intermediate
## 167    42                    Green Bay High School
## 168  1328                        Kaurilands School
## 169  1338                         Laingholm School
## 170  1404                            Oratia School
## 171  1537                         Titirangi School
## 172  1266                          Edmonton School
## 173  1276                     Flanshaw Road School
## 174  1280                Freyberg Community School
## 175  1307                   Henderson Intermediate
## 176  1308                   Henderson North School
## 177    46                           Liston College
## 178  1365                       Matipo Road School
## 179  1626        Nga Kakano Christian Reo Rua Kura
## 180  1531                 Peninsula Primary School
## 181  1444                      Pomaria Road School
## 182    40                       Rutherford College
## 183  1478                        Rutherford School
## 184   571            Sunderland School and College
## 185  1530                    Te Atatu Intermediate
## 186  1536                         Tirimoana School
## 187  1227                          Birdwood School
## 188  1238               Bruce McLaren Intermediate
## 189  1309                         Henderson School
## 190  1311                  Henderson Valley School
## 191  1316            Holy Cross School (Henderson)
## 192  1458                             Ranui School
## 193  6937                       Summerland Primary
## 194  1519                         Sunnyvale School
## 195  1521                           Swanson School
## 196  1567        Western Heights School (Auckland)
## 197  1254                           Colwill School
## 198  1262                          Don Buck School
## 199    43                       Massey High School
## 200  1363                    Massey Primary School
## 201  1476                        Royal Road School
## 202  1557                         Waitakere School
## 203  1314                       Hobsonville School
## 204  1592                       Marina View School
## 205  4146               Timatanga Community School
## 206  1566                      West Harbour School
## 207  1572                         Whenuapai School
## 208  1242                     Campbells Bay School
## 209  1278                      Forrest Hill School
## 210  1375                Milford School (Auckland)
## 211  1518                         Sunnynook School
## 212  1555                      Wairau Intermediate
## 213    37               Westlake Boys' High School
## 214  1221                         Bayswater School
## 215  1226                Belmont School (Auckland)
## 216  1304                           Hauraki School
## 217    39                          Rosmini College
## 218  1498            St Joseph's School (Takapuna)
## 219  1524             Takapuna Normal Intermediate
## 220  1525                          Takapuna School
## 221  1637               AppleTree Education Centre
## 222  1260                         Devonport School
## 223  1395              Northcote School (Auckland)
## 224  1512                       Stanley Bay School
## 225  1541                          Vauxhall School
## 226  1574                            Wilson School
## 227  1223                       Beach Haven School
## 228  1228                    Birkdale Intermediate
## 229  1229                    Birkdale North School
## 230  1230                  Birkdale Primary School
## 231  1231                        Birkenhead School
## 232  1244                           Chelsea School
## 233  1327                        Kauri Park School
## 234  1543                    Verran Primary School
## 235  1225                     Belmont Intermediate
## 236    33                      Hato Petera College
## 237    32                        Northcote College
## 238  1505             St Mary's School (Northcote)
## 239  1516                  Sunnybrae Normal School
## 240  1556                     Wairau Valley School
## 241    38              Westlake Girls' High School
## 242  1573                        Willowpark School
## 243  1222                           Bayview School
## 244  1295                   Glenfield Intermediate
## 245  1296                 Glenfield Primary School
## 246  1350                    Manuka Primary School
## 247  1361                       Marlborough School
## 248  1528                       Target Road School
## 249  1575                       Windy Ridge School
## 250  1237                        Browns Bay School
## 251  1283                         Glamorgan School
## 252  1342                          Long Bay School
## 253  1343                      Mairangi Bay School
## 254  1386                 Murrays Bay Intermediate
## 255  1396                  Northcross Intermediate
## 256  1481               Sherwood School (Auckland)
## 257  1492          St John's School (Mairangi Bay)
## 258  1538                            Torbay School
## 259  1202                            Albany School
## 260  1299                        Greenhithe School
## 261  6946                      Oteha Valley School
## 262  6932                          Pinehill School
## 263  1433                         Ridgeview School
## 264  6955             Upper Harbour Primary School
## 265    83                Kelston Boys' High School
## 266   503            Kelston Deaf Education Centre
## 267    84                   Kelston Girls' College
## 268   279                     TKKM o Hoani Waititi
## 269  4151                   Waitakere S D A School
## 270  1595          Titirangi Rudolf Steiner School
## 271  1578                    Woodlands Park School
## 272  1298                 Green Bay Primary School
## 273  4142                          Hill Top School
## 274  1499                  St Leonards Road School
## 275  4152              West City Christian College
## 276    45                    Henderson High School
## 277  1310                   Henderson South School
## 278    47         St Dominic's College (Henderson)
## 279  3104                         TKKM o Te Kotuku
## 280    44                        Waitakere College
## 281  1457                   Rangeview Intermediate
## 282  1341                   Lincoln Heights School
## 283  4157            Westbridge Residential School
## 284  1643                St Paul's School (Massey)
## 285  4206           TKKM Pumau Ki Te Reo o Ngapuhi
## 286    36                  Takapuna Grammar School
## 287    35                           Carmel College
## 288    27                         Long Bay College
## 289  1500               St Leos School (Devonport)
## 290   344             Westminster Christian School
## 291    31                       Birkenhead College
## 292    30                        Glenfield College
## 293  1394                   Northcote Intermediate
## 294  1400                           Onepoto School
## 295  1584                 TKKM o Te Raki Paewhenua
## 296  6948                Albany Junior High School
## 297   440                         Pinehurst School
## 298    29                           Kristin School
## 299  1640                       The Corelli School
## 300   481                City Impact Church School
## 301    28                        Rangitoto College
## 302  1387                       Murrays Bay School
## 303  1663              Stella Maris Primary School
## 304  1529                           Taupaki School
## 305  1252                       Coatesville School
## 306  1258                        Dairy Flat School
## 307  1306                       Helensville School
## 308    26                          Kaipara College
## 309   475                 Tau Te Arohanoa Akoranga
## 310  1550                          Waimauku School
## 311  1464                         Riverhead School
## 312  1432                           Parakai School
## 313  4204                      Hare Krishna School
## 314  1552                            Wainui School
## 315  1558                           Waitoki School
## 316  1326                       Kaukapakapa School
## 317  1553                          Waioneke School
## 318  1577                          Woodhill School
## 319    23                           Rodney College
## 320  1126                         Wellsford School
## 321  1561                         Warkworth School
## 322  6920                      Gulf Harbour School
## 323  1406                       Orewa North School
## 324  1407                             Orewa School
## 325   432                          Kingsway School
## 326  1194                         Red Beach School
## 327  1513                      Stanmore Bay School
## 328    25                            Orewa College
## 329   484                        Wentworth College
## 330  6763                     Whangaparaoa College
## 331  1074                            Pakiri School
## 332  1115                          Tomarata School
## 333  1027                           Kaiwaka School
## 334  1106                            Tapora School
## 335  1200                            Ahuroa School
## 336  1324                     Kaipara Flats School
## 337  1107                            Tauhoa School
## 338  1340                             Leigh School
## 339  1364                          Matakana School
## 340  1593                  Kaitoke School (Claris)
## 341  1385                    Mulberry Grove School
## 342  1398                             Okiwi School
## 343  1220                          Bayfield School
## 344  1279                      Freemans Bay School
## 345  1360                Marist School (Herne Bay)
## 346  1445                    Ponsonby Intermediate
## 347  1446                  Ponsonby Primary School
## 348  1301                         Grey Lynn School
## 349  1392                    Newton Central School
## 350  1463                     Richmond Road School
## 351    51             St Paul's College (Ponsonby)
## 352  1437                    Pasadena Intermediate
## 353  1440                      Pt Chevalier School
## 354    48                  Western Springs College
## 355   506                   Drury Christian School
## 356    64              Epsom Girls' Grammar School
## 357  1270                      Epsom Normal School
## 358  6939                     Kohia Terrace School
## 359  1391                         Newmarket School
## 360  1475                         Royal Oak School
## 361    62               St Peter's College (Epsom)
## 362  1211             Auckland Normal Intermediate
## 363  1219               Balmoral School (Auckland)
## 364   523          Carlson School (Cerebral Palsy)
## 365  1337                      Kowhai Intermediate
## 366  1367                        Maungawhau School
## 367  1378                    Mt Eden Normal School
## 368  1535                       Three Kings School
## 369  1265               Edendale School (Auckland)
## 370  1282              Gladstone School (Auckland)
## 371    70                           Marist College
## 372  1359                Marist School (Mt Albert)
## 373    69                 Mt Albert Grammar School
## 374  1381                         Mt Albert School
## 375  1412                 Owairaka District School
## 376    78                         Avondale College
## 377  1212                    Avondale Intermediate
## 378  1213       Avondale Primary School (Auckland)
## 379  1471               Rosebank School (Auckland)
## 380  1563                         Waterview School
## 381  1245      Christ The King School (Mt Roskill)
## 382  1261                     Dominion Road School
## 383  1297          Good Shepherd School (Balmoral)
## 384  1305                          Hay Park School
## 385    75                         Lynfield College
## 386  1362                    Marshall Laing School
## 387  1368                          May Road School
## 388  1376        Monte Cecilia School (Mt Roskill)
## 389    74                       Mt Roskill Grammar
## 390  1383                  Mt Roskill Intermediate
## 391  1384                Mt Roskill Primary School
## 392  1509          St Therese School (Three Kings)
## 393  1548                   Waikowhai Intermediate
## 394  1549                         Waikowhai School
## 395  1564                      Wesley Intermediate
## 396  1565                            Wesley School
## 397  1302                      Halsey Drive School
## 398  1313                      Hillsborough School
## 399  1517                 Sunnydene Special School
## 400  4116                   Kings School (Remuera)
## 401  1370                        Meadowbank School
## 402  1461                     Remuera Intermediate
## 403  1462                           Remuera School
## 404  1506            St Michael's School (Remuera)
## 405  1544                   Victoria Avenue School
## 406  6922                   Waiheke Primary School
## 407  1571           Whangaparaoa School (Auckland)
## 408  1256                     Cornwall Park School
## 409    67                Diocesan School For Girls
## 410  1268                         Ellerslie School
## 411  1436                           Parnell School
## 412  1216                       Bailey Road School
## 413  1522                       Sylvia Park School
## 414    86                     Onehunga High School
## 415  1399                  Onehunga Primary School
## 416  1403                            Oranga School
## 417  1351            Royal Oak Intermediate School
## 418  1494            St Joseph's School (Onehunga)
## 419  1534                         Te Papapa School
## 420  1271                          Fairburn School
## 421  1320                   Huapai District School
## 422  1418                       Panama Road School
## 423  1496             St Joseph's School (Otahuhu)
## 424    65                        Glendowie College
## 425  1294                         Glendowie School
## 426  1334                        Kohimarama School
## 427    49                           Selwyn College
## 428  1490          St Ignatius School (St Heliers)
## 429  1495              St Joseph's School (Orakei)
## 430  1510              St Thomas School (Auckland)
## 431   460                            Carey College
## 432  1289                       Glen Taylor School
## 433  1291                  Glenbrae Primary School
## 434  1382            Mt Carmel School (Meadowbank)
## 435  1419                    Panmure Bridge School
## 436  1441                        Pt England School
## 437  1477                         Ruapotaka School
## 438    59          Sacred Heart College (Auckland)
## 439  1484                       Sommerville School
## 440  1507            St Patrick's School (Panmure)
## 441  1508            St Pius X School (Glen Innes)
## 442  1177                         Te Huruhi School
## 443   530                      Waiheke High School
## 444   473           Auckland International College
## 445  1234                            Bombay School
## 446  1132               Living Way Learning Centre
## 447  1156               Mahurangi Christian School
## 448    24                        Mahurangi College
## 449  1414                           Paerata School
## 450   456                Pukekohe Christian School
## 451   103                     Pukekohe High School
## 452  1452                    Pukekohe Intermediate
## 453  6944                     Randwick Park School
## 454  1482                        Silverdale School
## 455  3102                            TKKM o Waiuku
## 456   106                           Tuakau College
## 457  1540                            Valley School
## 458   105                           Waiuku College
## 459   104                           Wesley College
## 460  1606    ACG New Zealand International College
## 461  1605                       ACG Senior College
## 462   425          Odyssey House School (Auckland)
## 463    50             St Mary's College (Ponsonby)
## 464    53           Auckland Girls' Grammar School
## 465   453                          Kadimah College
## 466  2085                      ACG Parnell College
## 467    54                         Auckland Grammar
## 468  1210                   Northern Health School
## 469  1935                            Ficino School
## 470   575       Auckland Montessori Primary School
## 471  1493           St Joseph's School (Grey Lynn)
## 472  1488         St Francis School (Pt.Chevalier)
## 473  1568               Westmere School (Auckland)
## 474  4100                    Balmoral S D A School
## 475    68            St Cuthbert's College (Epsom)
## 476    63                        Marcellin College
## 477   547                                MindAlive
## 478  1411     Our Lady Sacred Heart School (Epsom)
## 479  2760                              Eden Campus
## 480    73      Hebron Christian College (Auckland)
## 481  4207                   TKKM o Nga Maungarongo
## 482    61                         Baradene College
## 483    60                            Corran School
## 484    66                          Dilworth School
## 485  4133    St Kentigern Primary School (Remuera)
## 486   424                      Michael Park School
## 487  1504             St Mary's School (Ellerslie)
## 488   487                  Mt Hobson Middle School
## 489  1511                     Stanhope Road School
## 490    85                      Penrose High School
## 491    89                            Kings College
## 492    90                      McAuley High School
## 493  1379                       Mt Richmond School
## 494    88                          Otahuhu College
## 495  1408                     Otahuhu Intermediate
## 496  1409                           Otahuhu School
## 497   472                         Westmount School
## 498  1246                    Churchill Park School
## 499  1489                        St Heliers School
## 500  1420                  Panmure District School
## 501  1527                      Tamaki Intermediate
## 502  1526                            Tamaki School
## 503  1287                        Glen Innes School
## 504    57                           Tamaki College
## 505  4228         Te KKM o Puau Te Moananui-a-Kiwa
## 506   560           Montessori College of Auckland
## 507  1402                            Orakei School
## 508  1503              St Mary's School (Avondale)
## 509  1204                    Anchorage Park School
## 510  1235                      Botany Downs School
## 511    79                        Edgewater College
## 512  1269                          Elm Park School
## 513  1318                      Howick Intermediate
## 514  1417                   Pakuranga Intermediate
## 515  1465                        Riverhills School
## 516  1466                          Riverina School
## 517  1515                       Sunny Hills School
## 518  1240             Bucklands Beach Intermediate
## 519  1241           Bucklands Beach Primary School
## 520  1272                   Farm Cove Intermediate
## 521    80                        Pakuranga College
## 522  1439                   Pigeon Mountain School
## 523  1551             Waimokoia Residential School
## 524  1514          Star of the Sea School (Howick)
## 525  1253                        Cockle Bay School
## 526  1388                  Macleans Primary School
## 527  1371                       Mellons Bay School
## 528  1413                           Owairoa School
## 529  1480                       Shelly Park School
## 530  6760           Somerville Intermediate School
## 531   474                       The Bridge Academy
## 532  6960                   Baverstock Oaks School
## 533  6930           Botany Downs Secondary College
## 534    52            Tyndale Park Christian School
## 535  6959               Willowbank School (Howick)
## 536  1224                        Beachlands School
## 537  1357                    Maraetai Beach School
## 538  1322                       Jean Batten School
## 539  1347                   Mangere Central School
## 540  1380                     Mountain View School
## 541  1393                           Nga Iwi School
## 542  1215    Sir Douglas Bader Intermediate School
## 543  1546                          Viscount School
## 544  1562                   Waterlea Public School
## 545  1218        Bairds Mainfreight Primary School
## 546  1581                      Chapel Downs School
## 547  1250                Clover Park Middle School
## 548  1277                         Flat Bush School
## 549  1369               Mayfield School (Auckland)
## 550  1460                     Redoubt North School
## 551  1468                          Rongomai School
## 552  1273                            Favona School
## 553   576       Global Indian International School
## 554  1333                         Kingsford School
## 555  1336                              Koru School
## 556  1633                    Mary MacKillop School
## 557  1429                  Papatoetoe North School
## 558  1467                    Robertson Road School
## 559  1483                    Sir Keith Park School
## 560  1520                       Sutton Park School
## 561  1428                  Papatoetoe Intermediate
## 562  1430                  Papatoetoe South School
## 563  1431                   Papatoetoe West School
## 564  1579                    Wymondley Road School
## 565  1247                      Clayton Park School
## 566  1248                      Clendon Park School
## 567  1275                    Finlayson Park School
## 568  1312                          Hillpark School
## 569  1317                             Homai School
## 570  1339                           Leabank School
## 571  1354                  Manurewa Central School
## 572  1352                     Manurewa East School
## 573  1355                    Manurewa South School
## 574  1356                     Manurewa West School
## 575  1474                         Rowandale School
## 576  1470                         Roscommon School
## 577  6741                            Te Matauranga
## 578  1570                          Weymouth School
## 579  1448                           Puhinui School
## 580  1164                         Everglade School
## 581  6947                       The Gardens School
## 582  1257                          Cosgrove School
## 583  1332                       Kelvin Road School
## 584  1422                    Mansell Senior School
## 585  1421                  Papakura Central School
## 586  1423                   Papakura Normal School
## 587  1255                     Conifer Grove School
## 588  1523                          Takanini School
## 589  1263                             Drury School
## 590  1401                           Opaheke School
## 591  1434                       Park Estate School
## 592  1473                    Rosehill Intermediate
## 593  1472                          Rosehill School
## 594  1502              St Mary's School (Papakura)
## 595  1435                          Parkside School
## 596  1451                     Pukekohe Hill School
## 597  1453                    Pukekohe North School
## 598  1497            St Joseph's School (Pukekohe)
## 599  1303                       Harrisville School
## 600  1539                            Tuakau School
## 601  1479                     Sandspit Road School
## 602  1545                         View Road School
## 603  1559                    Waiuku Primary School
## 604  1655                           Destiny School
## 605  1416                 Pakuranga Heights School
## 606    81         St Kentigern College (Pakuranga)
## 607  1264                       East Tamaki School
## 608  1190                   Elim Christian College
## 609  1274                    Ferguson Intermediate
## 610  1259                            Dawson School
## 611   491                     Sancta Maria College
## 612  1319                    Howick Primary School
## 613  1501             St Mark's School (Pakuranga)
## 614    87                           Howick College
## 615    41                         Macleans College
## 616  6921                        Point View School
## 617  1560                        Wakaaranga School
## 618  1249                          Clevedon School
## 619  1632                   Felix Donnelly College
## 620   462    Ambury Park Centre for Riding Therapy
## 621    93       Auckland Seventh-Day Adventist H S
## 622  1346                    Mangere Bridge School
## 623   345                 Pacific Christian School
## 624   544                        Al-Madinah School
## 625    91                          Mangere College
## 626   452                    Southern Cross Campus
## 627  4208                           TKKM o Mangere
## 628   471                  Zayed College for Girls
## 629    96                           Aorere College
## 630  1315           Holy Cross School (Papatoetoe)
## 631  1329                     Kedgley Intermediate
## 632  1426                Papatoetoe Central School
## 633    95                   Papatoetoe High School
## 634  4140              South Auckland S D A School
## 635   556                    Te Whanau o Tupuranga
## 636  1580                          Yendarra School
## 637  1427                   Papatoetoe East School
## 638    94                      De La Salle College
## 639  1348                      Mangere East School
## 640  1251 Sir Edmund Hillary Collegiate Junior Sch
## 641  1217 Sir Edmund Hillary Collegiate Middle Sch
## 642    97 Sir Edmund Hillary Collegiate Senior Sch
## 643  1491    St John The Evangelist School (Otara)
## 644  4205                             TKKM o Otara
## 645    58                         Tangaroa College
## 646   555        Tangaroa College Teen Parent Unit
## 647  1486              St Anne's School (Manurewa)
## 648  1576                      Wiri Central School
## 649  1353                    Manurewa Intermediate
## 650  4229                          TKKM o Manurewa
## 651  3113                  Te Wharekura o Manurewa
## 652  1569                    Weymouth Intermediate
## 653  6929                        Alfriston College
## 654  4156 Blind and Low Vision Education Network N
## 655  2762                 Clendon Teen Parent Unit
## 656  1300                Greenmeadows Intermediate
## 657   100                   James Cook High School
## 658   466                 Manukau Christian School
## 659    99                     Manurewa High School
## 660  6978                 Reremoana Primary School
## 661  1267                    Edmund Hillary School
## 662   101                     Papakura High School
## 663  1424                    Papakura South School
## 664   102                         Rosehill College
## 665  1619                Te Kura Akonga O Manurewa
## 666  1459                           Redhill School
## 667  1214                   Awhitu District School
## 668  1345                      Mangatawhiri School
## 669  1358                         Maramarua School
## 670  1442                            Pokeno School
## 671  1323                            Kaiaua School
## 672  1344                        Mangatangi School
## 673  1372                            Mercer School
## 674  1373                          Meremere School
## 675  1203                         Alfriston School
## 676  1236                           Brookby School
## 677  1207                           Ararimu School
## 678  1456                          Ramarama School
## 679   441                          ACG Strathallan
## 680  1325                            Karaka School
## 681  1532                           Te Hihi School
## 682  1208                           Ardmore School
## 683  1321                             Hunua School
## 684  1425                          Paparimu School
## 685  1405                             Orere School
## 686  1239                          Buckland School
## 687  1450                     Pukekohe East School
## 688  1366                             Mauku School
## 689  1455                              Puni School
## 690  1438                 Patumahoe Primary School
## 691  1547                          Waiau Pa School
## 692  1292                         Glenbrook School
## 693  1454                         Pukeoware School
## 694  1201                           Aka Aka School
## 695  1410                             Otaua School
## 696  1554                           Waipipi School
## 697  1533                        Te Kohanga School
## 698  1151                 TKK o Te Puaha o Waikato
## 699  2052                         Waikaretu School
## 700  1449                          Pukekawa School
## 701   108                     Onewhero Area School
## 702  1798                   Manaia School (Thames)
## 703  1724                         Glenholme School
## 704  1766                      Kawaha Point School
## 705  1791                   Lynmore Primary School
## 706  1832                      Mokoia Intermediate
## 707  1881                            Owhata School
## 708  1933                     Rotorua Intermediate
## 709  4129                     Rotorua S D A School
## 710  1761                      Kaitao Intermediate
## 711  1772             Kea Street Specialist School
## 712  1875                       Otonga Road School
## 713   153               Rotorua Girls' High School
## 714  1939                            Selwyn School
## 715  2077                         Westbrook School
## 716  2078         Western Heights School (Rotorua)
## 717  1797                            Mamaku School
## 718  1934                           Rotorua School
## 719  1958      St Mary's Catholic School (Rotorua)
## 720  1970                    Sunset Primary School
## 721  1165                           TKKM o Ruamata
## 722  1153                          TKKM o Te Koutu
## 723   151              Western Heights High School
## 724  1852                        Ngongotaha School
## 725   154                Rotorua Lakes High School
## 726  2081               Te Kura o Te Whakarewarewa
## 727   532                        John Paul College
## 728  1796                           Malfroy School
## 729  3103                    TKKM o Hurungaterangi
## 730   152                Rotorua Boys' High School
## 731  2753         Rotorua School for Young Parents
## 732   545      Te Kura Toitu o Te Whaiti-nui-a-Toi
## 733  1683                 Aorangi School (Rotorua)
## 734  1960   St Michael's Catholic School (Rotorua)
## 735   164                          Reporoa College
## 736  1923                           Reporoa School
## 737  1839                          Murupara School
## 738   165                        Rangitahi College
## 739   463                  TKK Motuhake o Tawhiuau
## 740  1748                           TKKM o Huiarau
## 741  1756                           Kaharoa School
## 742  1759                  Kaingaroa Forest School
## 743  1787                Lake Rerewhakaaitu School
## 744  1788                       Lake Rotoma School
## 745  1931                          Rotokawa School
## 746  1929                           TKKM o Rotoiti
## 747  2083                      Whangamarino School
## 748  1745                          Horohoro School
## 749  1846                           Ngakuru School
## 750  2055                    Waikite Valley School
## 751  2032                         Tirohanga School
## 752  2044                    Upper Atiamuri School
## 753  1722                           Galatea School
## 754  1698                        Broadlands School
## 755  1826                              Mihi School
## 756  1694               Bellevue School (Tauranga)
## 757  1697                         Bethlehem School
## 758  1820                             Matua School
## 759  1878                   Otumoetai Intermediate
## 760  1894                     Pillans Point School
## 761  1991                          Tauranga School
## 762  1992                           Gate Pa School
## 763  1729              Greenpark School (Tauranga)
## 764  1762               Kaka Street Special School
## 765  1825                          Merivale School
## 766  6945                      Selwyn Ridge School
## 767  1959     St Mary's Catholic School (Tauranga)
## 768   121                   Tauranga Boys' College
## 769   122                  Tauranga Girls' College
## 770  2076                       Welcome Bay School
## 771  1862                    Omokoroa Point School
## 772  1686                           Arataki School
## 773   118                     Mt Maunganui College
## 774  1837                Mt Maunganui Intermediate
## 775  1838                      Mt Maunganui School
## 776  1860                             Omanu School
## 777  1636           St Thomas More Catholic School
## 778  1885                           Papamoa School
## 779  1717                         Fairhaven School
## 780  2015                     Te Puke Intermediate
## 781  2016                   Te Puke Primary School
## 782  1684                            Apanui School
## 783  1711                         Edgecumbe School
## 784  1638            Rangitaiki Independent School
## 785   143                      Trident High School
## 786  2082                   Whakatane Intermediate
## 787  1857                       Ohope Beach School
## 788  1689                          Ashbrook School
## 789  1866                           Opotiki School
## 790  1950    St Joseph's Catholic School (Opotiki)
## 791  1978                          Taneatua School
## 792   149                          Kawerau College
## 793  2758                 Kawerau Teen Parent Unit
## 794  1915                          Putauaki School
## 795   117                         Katikati College
## 796  1765                  Katikati Primary School
## 797  1990                    Tauranga Intermediate
## 798   558                           Te Kura Kokiri
## 799  1135                   Wickham Private School
## 800  1730                  Greerton Village School
## 801    77                        Bethlehem College
## 802  2751        Te Whakatipuranga (Otumoetai TPU)
## 803   120                        Otumoetai College
## 804  1699                        Brookfield School
## 805  1879                         Otumoetai School
## 806  4144                Tauranga Adventist School
## 807  1821                        Maungatapu School
## 808  6742                     Tahatai Coast School
## 809  6940        Te Akau ki Papamoa Primary School
## 810  1187         Rudolf Steiner School (Tauranga)
## 811  2011                          TKKM o Te Matai
## 812   123                      Te Puke High School
## 813   221                   Te Wharekura o Ruatoki
## 814   144                    Whakatane High School
## 815  1681                         Allandale School
## 816  1755                      James Street School
## 817  1955  St Joseph's Catholic School (Whakatane)
## 818  1170                   Whakatane S D A School
## 819   145                        Edgecumbe College
## 820  1859                             Omaio School
## 821   148                          Opotiki College
## 822  1645                         Te Kura o Torere
## 823  2023                        Te Kura o Te Teko
## 824  1767                   Kawerau Central School
## 825  1768                     Kawerau Intermediate
## 826  1769                     Kawerau North School
## 827  1770                     Kawerau South School
## 828  1758                            Kaimai School
## 829  1994                           Tauriko School
## 830  1863                          Omokoroa School
## 831  1811          Te Kura o Te Moutere O Matakana
## 832   482                          Aquinas College
## 833  1870                             Oropi School
## 834  1916                      Pyes Pa Road School
## 835  1873                            TKKM o Otepou
## 836  1815                       Te Kura o Matapihi
## 837  1884                            Pahoia School
## 838  2017                           Te Puna School
## 839  2079                       Whakamarama School
## 840  1185                      Matahui Road School
## 841  1872                        Otamarakau School
## 842  1899                         Pongakawa School
## 843  1904                          Pukehina School
## 844  1921                          Rangiuru School
## 845  2019                          Te Ranga School
## 846  1794                            Maketu School
## 847  1882                         Paengaroa School
## 848  1888                 Paroa School (Whakatane)
## 849  1996                  Tawera Bilingual School
## 850  1691                           Awakeri School
## 851  2062           Te Kura Maori-a-Rohe o Waiohau
## 852  2009                          Te Mahoe School
## 853  1871                           Otakiri School
## 854  2028                          Thornton School
## 855  1799                          Manawahe School
## 856  1818                            Matata School
## 857  1948     St Joseph's Catholic School (Matata)
## 858  1854                     Nukuhou North School
## 859  1809              Te Kura Mana Maori o Matahi
## 860  2057                           Waimana School
## 861  1861                         Omarumutu School
## 862  2061                          TKKM o Waioweka
## 863  1786                          Kutarere School
## 864  2063                   Waiotahe Valley School
## 865  2092               Woodlands School (Opotiki)
## 866  2649                            Potaka School
## 867  1922                         Raukokore School
## 868  1806              Te Kura Mana Maori Maraenui
## 869   147           Te Whanau-A-Apanui Area School
## 870  2084            Whangaparaoa School (Opotiki)
## 871  2096                          Crawshaw School
## 872  1792                      Maeroa Intermediate
## 873  1841                            Nawton School
## 874  1908                            Pukete School
## 875  1964   St Peter Chanel Catholic Sch (Te Rapa)
## 876  2045                            Vardon School
## 877  2091                          Whitiora School
## 878  1721                          Frankton School
## 879  1733                     Hamilton West School
## 880  1710                          Deanwell School
## 881  1725               Glenview School (Hamilton)
## 882  1823                    Melville Intermediate
## 883  1824                  Melville Primary School
## 884  1966     St Pius X Catholic School (Melville)
## 885  1753                     Insoll Avenue School
## 886  1946  St Joseph's Catholic School (Fairfield)
## 887  2093                         Woodstock School
## 888  1695             Berkley Normal Middle School
## 889  1731                     Hamilton East School
## 890  1781                   Knighton Normal School
## 891  1940                 Silverdale Normal School
## 892   128            Church College Of New Zealand
## 893   131               Hamilton Boys' High School
## 894   132              Hamilton Girls' High School
## 895   137                     Melville High School
## 896  1891                   Patricia Avenue School
## 897  1892                  Peachgrove Intermediate
## 898   130          St Paul's Collegiate (Hamilton)
## 899   140        Waikato Diocesan School For Girls
## 900  1732                    Hamilton North School
## 901  1942     St Andrew's Middle School (Hamilton)
## 902  2020                           Te Rapa School
## 903  1944  St Columba's Catholic School (Frankton)
## 904  1680                          Aberdeen School
## 905   135            Hamilton's Fraser High School
## 906  2759        Hamilton's Fraser High School TPU
## 907  1924                      Rhode Street School
## 908   486          Cambridge International College
## 909  4125              South City Christian School
## 910   282                        TKKM o Whakawatea
## 911  2094        Marian Catholic School (Hamilton)
## 912   139        Sacred Heart Girls' College (Ham)
## 913  1693                          Bankwood School
## 914   129                        Fairfield College
## 915  1715                   Fairfield Intermediate
## 916  1716                 Fairfield Primary School
## 917  1749                           Hukanui School
## 918   539 Waikato Waldorf School ( Rudolf Steiner)
## 919   138                    Hillcrest High School
## 920  1739                  Hillcrest Normal School
## 921   136            St John's College (Hillcrest)
## 922  4141                         Southwell School
## 923  1718                       TKKM o Te Ara Rima
## 924  1589                TKKM o Toku Mapihi Maurea
## 925  6976                  Rototuna Primary School
## 926  1720                       Forest Lake School
## 927  1814                           Matangi School
## 928   125                       Raglan Area School
## 929  2024                            Te Uku School
## 930  1728                         Gordonton School
## 931   451                Hamilton Christian School
## 932  1747                     Horsham Downs School
## 933  1907                          Puketaha School
## 934  4105    Hamilton Seventh-Day Adventist School
## 935  1976            Tamahere Model Country School
## 936  1843                    Newstead Model School
## 937  1995                          Tauwhare School
## 938  2013                           Te Pahu School
## 939  1746                           Horotiu School
## 940  2007                         Te Kowhai School
## 941   488                    Nga Taiatea Wharekura
## 942  1930                         Rotokauri School
## 943  2087                        Whatawhata School
## 944  1784                         Koromatua School
## 945  2071                         Waitetuna School
## 946  2010                  Te Mata School (Raglan)
## 947  1709                      David Street School
## 948  1833                Morrinsville Intermediate
## 949  1834                      Morrinsville School
## 950  1949  St Joseph's Catholic Sch (Morrinsville)
## 951  2072                            Waitoa School
## 952  1952   St Joseph's Catholic School (Te Aroha)
## 953  1967                    Stanley Avenue School
## 954  1999                  Te Aroha Primary School
## 955  1740                           Hilltop School
## 956  1139              Lake Taupo Christian School
## 957  1836                         Mountview School
## 958  1750     St Patrick's Catholic School (Taupo)
## 959  1984                           Tauhara School
## 960  1988                       Taupo Intermediate
## 961  1989                             Taupo School
## 962  2065                         Waipahihi School
## 963  2066                          Wairakei School
## 964   497                        Te Kura o Hirangi
## 965   476                         Tongariro School
## 966   126                     Morrinsville College
## 967   116                         Te Aroha College
## 968  4230  TKKM o Whakarewa I Te Reo Ki Tuwharetoa
## 969   166                          Tauhara College
## 970   167                  Taupo-nui-a-Tia College
## 971  1774                           Kereone School
## 972  1780                          Kiwitahi School
## 973  1835                         Motumaoho School
## 974  1757                           Kaihere School
## 975  1972                            Tahuna School
## 976  1983                          Tatuanui School
## 977  1985                   Tauhei Combined School
## 978  2068                     Te Kura o Waitahanui
## 979  1754                        Rangitaiki School
## 980  1941                        Springdale School
## 981  1785                           Kuratau School
## 982  1800                          Manawaru School
## 983  1713            Elstow-Waihou Combined School
## 984  1719                             Firth School
## 985  1186                Matamata Christian School
## 986  1812                    Matamata Intermediate
## 987  2031                     Tirau Primary School
## 988  1957     St Mary's Catholic School (Putaruru)
## 989   567   Te Wharekura o Te Kaokaoroa o Patetere
## 990  1682                         Amisfield School
## 991  1704                 Cargill Open Plan School
## 992  1708                       David Henry School
## 993  1968                        Strathmore School
## 994  3100                        TKKM o Te Hiringa
## 995  1974               Tainui Full Primary School
## 996  2036                      Tokoroa East School
## 997  2038                     Tokoroa North School
## 998  1789                        Leamington School
## 999  1700                    Cambridge East School
## 1000 1701                  Cambridge Middle School
## 1001 1702                         Cambridge School
## 1002 1965   St Peter's Catholic School (Cambridge)
## 1003  124                         Matamata College
## 1004 1813                  Matamata Primary School
## 1005 1947   St Joseph's Catholic School (Matamata)
## 1006 3115              Te Wharekura o Te Rau Aroha
## 1007 2047                        Te Kura o Waharoa
## 1008  494                         Putaruru College
## 1009 1658                  Putaruru Primary School
## 1010 1607     Bishop Edward Gaines Catholic School
## 1011  159                  Forest View High School
## 1012 2035                   Tokoroa Central School
## 1013  158                      Tokoroa High School
## 1014 2037                     Tokoroa Intermediate
## 1015  329                    Mangakino Area School
## 1016  142                    Cambridge High School
## 1017  141            St Peter's School (Cambridge)
## 1018 1741                           Hinuera School
## 1019 2014                            Te Poi School
## 1020 2075                           Wairere School
## 1021 2074                            Walton School
## 1022 2025                          Te Waotu School
## 1023 1790                         Lichfield School
## 1024 1858                   Kuranui Primary School
## 1025 1808                          Marotiri School
## 1026 2080                         Whakamaru School
## 1027 1727                          Goodwood School
## 1028 1735                           Hautapu School
## 1029 1851                        Ngati Haua School
## 1030 1744                          Horahora School
## 1031 1822                     Maungatautari School
## 1032 1927                      Roto-O-Rangi School
## 1033 1764                          Karapiro School
## 1034 2012                           Te Miro School
## 1035 2089                         Whitehall School
## 1036 1829                       Moanataiari School
## 1037 1886                           Parawai School
## 1038 1945               St Francis School (Thames)
## 1039 2027                      Thames South School
## 1040 1975                            Tairua School
## 1041  110                  Mercury Bay Area School
## 1042  111                       Thames High School
## 1043  112                   Hauraki Plains College
## 1044 1850                            Ngatea School
## 1045  109                   Coromandel Area School
## 1046 1782                         Kopuarahi School
## 1047 2043                     Turua Primary School
## 1048 1980                              Tapu School
## 1049 1912                           Te Puru School
## 1050 2069                       Waitakaruru School
## 1051 1819                          Matatoki School
## 1052 1911                            Puriri School
## 1053 1737                            Hikuai School
## 1054 2021                        Te Rerenga School
## 1055 1773                        TKKM o Harataunga
## 1056 1706                          Colville School
## 1057 1707                          Coroglen School
## 1058 2088                        Whenuakite School
## 1059 1726               Goldfields School (Paeroa)
## 1060 1827                     Miller Avenue School
## 1061 1883                    Paeroa Central School
## 1062 1951     St Joseph's Catholic School (Paeroa)
## 1063 1954      St Joseph's Catholic School (Waihi)
## 1064 2050                     Waihi Central School
## 1065 2049                        Waihi East School
## 1066 2048                       Waihi Beach School
## 1067 1169                  Paeroa Christian School
## 1068  113                           Paeroa College
## 1069  114                            Waihi College
## 1070  428                   Whangamata Area School
## 1071 1775                          Kerepehi School
## 1072 1842                         Netherton School
## 1073 2033                           Tirohia School
## 1074 1738                          Hikutaia School
## 1075 1763                       Karangahake School
## 1076 2054                           Waikino School
## 1077 2058                           Waimata School
## 1078 1867                          Opoutere School
## 1079 1752                       Huntly West School
## 1080 1943    St Anthony's Catholic School (Huntly)
## 1081 1917           Te Wharekura o Rakaumangamanga
## 1082 2064                             Waipa School
## 1083 1987                           Taupiri School
## 1084  119                           Huntly College
## 1085 1751                            Huntly School
## 1086 1777                           Kimihia School
## 1087 1849                       Ngaruawahia School
## 1088  115                      Te Kauwhata College
## 1089 2005               Te Kauwhata Primary School
## 1090  127                  Ngaruawahia High School
## 1091 1963  St Paul's Catholic School (Ngaruawahia)
## 1092 1856                          Ohinewai School
## 1093 1905                          Pukemiro School
## 1094 1937                  Ruawaro Combined School
## 1095 2046                          Waerenga School
## 1096 1919                         Rangiriri School
## 1097 2070                         Waiterimu School
## 1098 1696                 TKKM o Bernard Fergusson
## 1099 1869                    Orini Combined School
## 1100 2090                         Whitikahu School
## 1101 1723                       Glen Massey School
## 1102 1998                           Te Akau School
## 1103 2060                          Waingaro School
## 1104  266                  Bethel Christian School
## 1105 1776                          Kihikihi School
## 1106 1962   St Patrick's Catholic Sch (Te Awamutu)
## 1107 2002                Te Awamutu Primary School
## 1108 1897                          Pirongia School
## 1109 1893                           Pekerau School
## 1110  146                       Te Awamutu College
## 1111 2001                  Te Awamutu Intermediate
## 1112 1771                            Kawhia School
## 1113 1887                          Parawera School
## 1114 1783                         Korakonui School
## 1115 1898                            Pokuru School
## 1116 1853                          Ngutunui School
## 1117 1688                           Arohena School
## 1118 2086                   Wharepapa South School
## 1119 1902                            Puahue School
## 1120 1903                          Pukeatua School
## 1121 1760                           Kaipaki School
## 1122 1855                            Ohaupo School
## 1123 1844                      Ngahinapouri School
## 1124 1938                           Rukuhia School
## 1125 1889                         Paterangi School
## 1126 1736                           Hauturu School
## 1127 1877                  Otorohanga South School
## 1128 1880   St Mary's Catholic School (Otorohanga)
## 1129 1705                   Centennial Park School
## 1130 1906                Pukenui School (Te Kuiti)
## 1131  162                           Piopio College
## 1132 1895                    Piopio Primary School
## 1133 1961   St Patrick's Catholic Sch (Taumarunui)
## 1134 1982                       Tarrangower School
## 1135 1986                Taumarunui Primary School
## 1136 2040                            Turaki School
## 1137 2393                           Manunui School
## 1138  176                     Ohura Valley Primary
## 1139  157                       Otorohanga College
## 1140 1876                        Otorohanga School
## 1141 1953   St Joseph's Catholic School (Te Kuiti)
## 1142  160                     Te Kuiti High School
## 1143 2008                  Te Kuiti Primary School
## 1144 1971                       Te Kura o Tahaaroa
## 1145 2073                     Waitomo Caves School
## 1146  169                   Taumarunui High School
## 1147 3118   Te Kura o Nga Iwi e Toru ki Taumarunui
## 1148 2405                     National Park School
## 1149 1793                          Maihiihi School
## 1150 1779                           Kio Kio School
## 1151 1874                             Otewa School
## 1152 1687                              Aria School
## 1153 1920                         Rangitoto School
## 1154 1805                             Mapiu School
## 1155 1865                           TKKM o Oparure
## 1156 1734                 Hangatiki Primary School
## 1157  161                        Benneydale School
## 1158 1778                          Kinohaku School
## 1159 1896                         Piri Piri School
## 1160 2417                           Owhango School
## 1161 2371                          Kaitieke School
## 1162 2253                          Tokirima School
## 1163 2380                           Kirikau School
## 1164 2373                            Kakahi School
## 1165 1845                   Ngakonui Valley School
## 1166 1847                           Ngapuke School
## 1167 2195                           Matiere School
## 1168 2215                           Ongarue School
## 1169 2544                Awapuni School (Gisborne)
## 1170 2550                            Cobham School
## 1171 2555                             Elgin School
## 1172 2564                  Gisborne Central School
## 1173 2566                    Gisborne Intermediate
## 1174 2593                          Makaraka School
## 1175 2597                         Mangapapa School
## 1176 2667              Riverdale School (Gisborne)
## 1177 1149                 Sonrise Christian School
## 1178 1672                    TKKM o Nga Uri A Maui
## 1179 2692                         Te Hapara School
## 1180 2701              Te Wharau School (Gisborne)
## 1181 2719                    Waimata Valley School
## 1182 2721                      Wainui Beach School
## 1183 2695                         Te Karaka School
## 1184 1673             TKKM o Te Waiu o Ngati Porou
## 1185  211                          Campion College
## 1186  209               Gisborne Boys' High School
## 1187  210              Gisborne Girls' High School
## 1188 2706                            Hatea-A-Rangi
## 1189 2581                   Ilminster Intermediate
## 1190  208                       Lytton High School
## 1191 2611                           Matawai School
## 1192 2616                              Motu School
## 1193 1136                New Life Christian School
## 1194  206                   Ngata Memorial College
## 1195 2680     St Mary's Catholic School (Gisborne)
## 1196 3119              TKKM o Kawakawa mai Tawhiti
## 1197 4218                          TKKM o Tokomaru
## 1198  550           Te Waha O Rerekohu Area School
## 1199 2749  Te Whare Whai Hua Teenage Parent Centre
## 1200 2703                          Tikitiki School
## 1201 2705                          Tiniroto School
## 1202  207                          Waikohu College
## 1203 2584                             Kaiti School
## 1204 2715                       Waikirikiri School
## 1205 2722                   Waipaoa Station School
## 1206 2664                              Rere School
## 1207 2595                           Makauri School
## 1208 2631                            Ormond School
## 1209 2602                          Manutuke School
## 1210 2617                           Muriwai School
## 1211 2621                           Ngatapa School
## 1212 2643                          Patutahi School
## 1213 2712                   Waerenga-O-Kuri School
## 1214 2736                          Whangara School
## 1215 2600                         TKKM o Mangatuna
## 1216  212                   Tolaga Bay Area School
## 1217 2609                              Mata School
## 1218 2724                           TKKM o Waipiro
## 1219 2699                   Te Puia Springs School
## 1220 2578                        Hiruharama School
## 1221 2594                          Makarika School
## 1222 2659             TKKM o Tapere-Nui-A-Whatonga
## 1223 2739                         Whatatutu School
## 1224 2549                             Clive School
## 1225  214                           Wairoa College
## 1226 2747   Hawke's Bay School for Teenage Parents
## 1227 2574                        Henry Hill School
## 1228 2604       Maraenui Bilingual School (Napier)
## 1229 2606                            Marewa School
## 1230  216                 Napier Boys' High School
## 1231 2618                    Napier Central School
## 1232  217                Napier Girls' High School
## 1233 2619                      Napier Intermediate
## 1234 2620                       Nelson Park School
## 1235 2628                           Onekawa School
## 1236 2648                      Port Ahuriri School
## 1237 2665                 Richmond School (Napier)
## 1238  219            Sacred Heart College (Napier)
## 1239 2691                            Te Awa School
## 1240 2733                         Westshore School
## 1241  220                  William Colenso College
## 1242 2543                     Arthur Miller School
## 1243 2613                           Meeanee School
## 1244 2647                           Porritt School
## 1245 3107                        TKKM o Te Ara Hou
## 1246 2685                     Tamatea Intermediate
## 1247 2686                           Tamatea School
## 1248 2687                    Taradale Intermediate
## 1249 2548                         Camberley School
## 1250 2554                       Ebbett Park School
## 1251  134                         Flaxmere College
## 1252 2560                  Flaxmere Primary School
## 1253 2563                           Frimley School
## 1254 2575                  Heretaunga Intermediate
## 1255 2582                          Irongate School
## 1256 2746                Kimi Ora Community School
## 1257 2644                         Peterhead School
## 1258 2662                           Raureka School
## 1259 2681              St Mary's School (Hastings)
## 1260 2569                  Hastings Central School
## 1261  443                Hastings Christian School
## 1262 2570                    Hastings Intermediate
## 1263 2612                           Mayfair School
## 1264 2641                          Parkvale School
## 1265 2668                         Riverslea School
## 1266 2677            St Joseph's School (Hastings)
## 1267 2572              Havelock North Intermediate
## 1268 2573            Havelock North Primary School
## 1269  224                             Iona College
## 1270 2590                           Lucknow School
## 1271 2697          Te Mata School (Havelock North)
## 1272 2588                            Kowhai School
## 1273 1608   St Matthew's Primary School (Hastings)
## 1274 2546                         Bledisloe School
## 1275 2558                Fairhaven School (Napier)
## 1276 4109              Hohepa Home School (Napier)
## 1277  215                     Taradale High School
## 1278 2688                          Taradale School
## 1279  222         St Joseph's Maori Girls' College
## 1280  232                          Te Aute College
## 1281 2745             St Patrick's School (Napier)
## 1282 2567                      Greenmeadows School
## 1283 4107          Parkside Christian S D A School
## 1284 2663               Reignier School (Taradale)
## 1285  218                      Tamatea High School
## 1286  228              Hastings Girls' High School
## 1287  230                      Lindisfarne College
## 1288 2592                            Mahora School
## 1289  227               Hastings Boys' High School
## 1290  229                       Karamu High School
## 1291 1674 TKK o Te Wananga Whare Tapere o Takitimu
## 1292  231            Taikura Rudolf Steiner School
## 1293  223               Havelock North High School
## 1294 4108                         Hereworth School
## 1295  225                           Woodford House
## 1296  226             St John's College (Hastings)
## 1297 2679              St Joseph's School (Wairoa)
## 1298 1616       TKKM o Ngati Kahungunu o Te Wairoa
## 1299 1676                          Te Mahia School
## 1300 1669                     Tiaho Primary School
## 1301 1668                    Wairoa Primary School
## 1302 2599                     Mangateretere School
## 1303 2710                            Tutira School
## 1304 2624                            Nuhaka School
## 1305 2585                            Kereru School
## 1306  566                       Maraekakaho School
## 1307 2571                          Haumoana School
## 1308 2547                         Bridge Pa School
## 1309 2626                             Omahu School
## 1310 2445     TKKM o Ngati Kahungunu Ki Heretaunga
## 1311 2711                           Twyford School
## 1312 2637                         Paki Paki School
## 1313 2650                           Poukawa School
## 1314 2694                          Te Hauke School
## 1315 2551                       Crownthorpe School
## 1316 2651                      Pukehamoamoa School
## 1317 2672           Sherenden and Districts School
## 1318 2689                            Tareha School
## 1319 2557                           Eskdale School
## 1320  435                                 Hukarere
## 1321 2698                          Te Pohue School
## 1322 2638                          Pakowhai School
## 1323 2666                        Rissington School
## 1324 2642                            Patoka School
## 1325 2654             Puketapu School (Hawkes Bay)
## 1326 2587                         Kotemaori School
## 1327 2658                          Putorino School
## 1328 1677                            Mohaka School
## 1329 2657                            Putere School
## 1330 2562                        Frasertown School
## 1331 2625                             Ohuka School
## 1332 1675                         Ruakituri School
## 1333 1678                   Te Kura o Waikaremoana
## 1334 2702          The Terrace School (Waipukurau)
## 1335 2634                             Otane School
## 1336 1142                           TKKM o Takapau
## 1337 2684                           Takapau School
## 1338 2723                           Waipawa School
## 1339  233               Central Hawkes Bay College
## 1340 2678          St Joseph's School (Waipukurau)
## 1341 2725                        Waipukurau School
## 1342 2627                           Omakere School
## 1343 2704                          Tikokino School
## 1344 2542                       Argyll East School
## 1345 2652                           Pukehou School
## 1346 2556                         Elsthorpe School
## 1347 2629                          Ongaonga School
## 1348 2561           Flemington School (Waipukurau)
## 1349 2636                            Oueroa School
## 1350 2673             Sherwood School (Hawkes Bay)
## 1351 2596                        Mangaorapa School
## 1352 2646                        Porangahau School
## 1353 2718                         Waimarama School
## 1354 2160                           Central School
## 1355 2161                       Devon Intermediate
## 1356 2172                   Highlands Intermediate
## 1357 2192                           Marfell School
## 1358 2203                           Moturoa School
## 1359 2232                 Spotswood Primary School
## 1360 2236        St Joseph's School (New Plymouth)
## 1361 2242          St Pius X School (New Plymouth)
## 1362 2258                         Vogeltown School
## 1363 2265           West End School (New Plymouth)
## 1364 2268                         Woodleigh School
## 1365 2157                        Bell Block School
## 1366 2189                          Mangorei School
## 1367 2197                        Merrilands School
## 1368 2223           Puketapu School (New Plymouth)
## 1369 2233      St John Bosco School (New Plymouth)
## 1370 2264                          Welbourn School
## 1371 2208                            Oakura School
## 1372 2190                  Manukorihi Intermediate
## 1373 2239             St Joseph's School (Waitara)
## 1374 2165                            Eltham School
## 1375 2241          St Patrick's School (Inglewood)
## 1376 2153                              Avon School
## 1377 2238           St Joseph's School (Stratford)
## 1378 2244                         Stratford School
## 1379 2167                           Fitzroy School
## 1380  174 Sacred Heart Girls' College (N Plymouth)
## 1381  171           New Plymouth Boys' High School
## 1382  172          New Plymouth Girls' High School
## 1383  175         Francis Douglas Memorial College
## 1384 2266                           Westown School
## 1385  173                        Spotswood College
## 1386 4145      Te Pi'ipi'inga Kakano Mai Rangiatea
## 1387 2260                   Waitara Central School
## 1388 2261                      Waitara East School
## 1389  170                      Waitara High School
## 1390  177                    Inglewood High School
## 1391 2177                         Inglewood School
## 1392  551                  Coastal Taranaki School
## 1393 2256                            Urenui School
## 1394 2200                             Mokau School
## 1395 2267                        Whareorino School
## 1396  180    St Mary's Diocesan School (Stratford)
## 1397  179                    Stratford High School
## 1398 2754   Stratford High School Teen Parent Unit
## 1399 2168                          Frankley School
## 1400 4123                New Plymouth S D A School
## 1401 2175                          Huirangi School
## 1402 2182                         Lepperton School
## 1403 2214                             Omata School
## 1404 2199                              Mimi School
## 1405 2150                           Ahititi School
## 1406 2257                             Uruti School
## 1407 2251                         Tikorangi School
## 1408 2164                    Egmont Village School
## 1409 2178                           Kaimata School
## 1410 2206                           Norfolk School
## 1411 2262                         Waitoriki School
## 1412 2227                          Ratapiko School
## 1413 2185                            Makahu School
## 1414 2254                              Toko School
## 1415 2205                            Ngaere School
## 1416 2198                          Midhirst School
## 1417 2220                          Pembroke School
## 1418 2173                          Huiakama School
## 1419 2191                             Marco School
## 1420 2228                        Rawhitiroa School
## 1421 2418                    Central Normal School
## 1422 2353             College Street Normal School
## 1423 2365                         Hokowhitu School
## 1424  465                            Mana Tamariki
## 1425 4126 Palmerston North Adventist Christian Sch
## 1426  203      Palmerston North Girls' High School
## 1427 2419            Palmerston North Intermediate
## 1428 2424                          Parkland School
## 1429 2449                St James School (P North)
## 1430 2484              Winchester School (P North)
## 1431 2339                 Awapuni School (P.North)
## 1432  198                          Awatapu College
## 1433 2350                         Cloverlea School
## 1434 2402                      Monrad Intermediate
## 1435 2363                 Somerset Crescent School
## 1436 2460                            Takaro School
## 1437 2479                West End School (P North)
## 1438 4101                           Carncot School
## 1439 1172             Cornerstone Christian School
## 1440  200                     Freyberg High School
## 1441 2400                            Milson School
## 1442 2439                            Roslyn School
## 1443 2440                        Ross Intermediate
## 1444 2441                    Russell Street School
## 1445 2457               St Mary's School (P North)
## 1446  204    St Peter's College (Palmerston North)
## 1447 4209                          TKKM o Manawatu
## 1448 2756            Whakatipuria Teen Parent Unit
## 1449 2466                       Terrace End School
## 1450  202       Palmerston North Boys' High School
## 1451  201                  Queen Elizabeth College
## 1452 2416     Our Lady of Lourdes School (P North)
## 1453 2437               Riverdale School (P North)
## 1454 2364                           Hiwinui School
## 1455 2481                        Whakarongo School
## 1456 2332                         Aokautere School
## 1457 2360                        Glen Oroua School
## 1458 2387                    Linton Country School
## 1459 2937                             Opiki School
## 1460 2467                           Tiritea School
## 1461 2370                          Kairanga School
## 1462 2406                           Newbury School
## 1463 2385                            Kopane School
## 1464 2341                          Bainesse School
## 1465 2344                       Bunnythorpe School
## 1466 2348                           Churton School
## 1467 2355                        Durie Hill School
## 1468 2378                      Keith Street School
## 1469 2447              St Anne's School (Wanganui)
## 1470 2454              St Mary's School (Wanganui)
## 1471 2476                     Wanganui East School
## 1472 2477                    Wanganui Intermediate
## 1473 2334                          Arahunga School
## 1474 2336                 Aranui School (Wanganui)
## 1475 2345                           Carlton School
## 1476 2346                       Castlecliff School
## 1477  422                            Faith Academy
## 1478 2361                          Gonville School
## 1479 2384                          Kokohuia School
## 1480 2403                           Mosston School
## 1481 2442                  Rutherford Intermediate
## 1482 4130           St George's Preparatory School
## 1483 2450                    St John's Hill School
## 1484 2395           St Marcellin School (Wanganui)
## 1485 2377                            TKKM o Tupoho
## 1486 2465                           Tawhero School
## 1487 2478                  Waverley Primary School
## 1488 2452               St Joseph's School (Patea)
## 1489 4160          TKKM o Te Atihaunui-A-Paparangi
## 1490  192               Wanganui Collegiate School
## 1491  188                  Wanganui Girls' College
## 1492 1585           St Anthony's School (Wanganui)
## 1493  454                     St Dominic's College
## 1494  187                    Wanganui City College
## 1495  189                     Wanganui High School
## 1496 2335                           Aramoho School
## 1497  190                        Cullinane College
## 1498  185                        Patea Area School
## 1499 2436                         Te Kura o Ratana
## 1500 2342                         Brunswick School
## 1501 2357                           Fordell School
## 1502 2372                Kaitoke School (Wanganui)
## 1503 2330                         Aberfeldy School
## 1504 2375                          Kakatahi School
## 1505 2469                        Upokongaro School
## 1506 2369                           Kai Iwi School
## 1507 2480               Westmere School (Wanganui)
## 1508  559                     Whanganui Awa School
## 1509 2468                          Turakina School
## 1510 2482                         Whangaehu School
## 1511 2412                             Okoia School
## 1512 2408                          Ngamatea School
## 1513 2391                 Mangamahu Primary School
## 1514 2407                      Ngamatapouri School
## 1515 2474                         Waitotara School
## 1516 2483                        Whenuakura School
## 1517 2367                       Hurleyville School
## 1518 2374                         Kakaramea School
## 1519 2170                      Hawera Intermediate
## 1520 2171                    Hawera Primary School
## 1521 2235              St Joseph's School (Hawera)
## 1522 2248                           Tawhiti School
## 1523 2255                          Turuturu School
## 1524 2097                 Manaia School (Taranaki)
## 1525 2207                          Normanby School
## 1526 2410                           Ohakune School
## 1527  183                          Ruapehu College
## 1528 1184                Belmont Christian Academy
## 1529  182                       Hawera High School
## 1530 2226                           Ramanui School
## 1531 2383                      TKKM o Ngati Ruanui
## 1532  181                      Opunake High School
## 1533 2216                           Opunake School
## 1534 2237             St Joseph's School (Opunake)
## 1535 4223                         TKKM o Tamarongo
## 1536 2429                   Raetihi Primary School
## 1537 1617                       TKKM o Ngati Rangi
## 1538 2201                            Mokoia School
## 1539 2211                           Ohangai School
## 1540 2098                            Matapu School
## 1541 2152                             Auroa School
## 1542 2095                           Kaponga School
## 1543 2240            St Patrick's School (Kaponga)
## 1544 1679                            Rahotu School
## 1545 2413                          Orautoha School
## 1546  197                     Feilding High School
## 1547 2356                    Feilding Intermediate
## 1548 2389                     Lytton Street School
## 1549 2390                 Manchester Street School
## 1550 2409                      North Street School
## 1551 2451            St Joseph's School (Feilding)
## 1552 2368                        James Cook School
## 1553 2397                            Marton School
## 1554  195                       Rangitikei College
## 1555 2366          Hunterville Consolidated School
## 1556  194            Turakina Maori Girls' College
## 1557  196     Wellington Diocesan School For Girls
## 1558 2453             St Joseph's School (Taihape)
## 1559  549                      Taihape Area School
## 1560 2379                         Kimbolton School
## 1561 2392                         Mangaweka School
## 1562 2333                             Apiti School
## 1563 2435                        Rangiwahia School
## 1564 2354                           Colyton School
## 1565 2462                            Taonui School
## 1566 2347                        Cheltenham School
## 1567  199                       Hato Paora College
## 1568 2382                           Kiwitea School
## 1569 2362                  Halcombe Primary School
## 1570 2404                       Mount Biggs School
## 1571 2475                      Waituna West School
## 1572 2415                            Otairi School
## 1573 2446                  South Makirikiri School
## 1574 2398                           Mataroa School
## 1575 2420                  Papanui Junction School
## 1576 2434                         Rangiwaea School
## 1577 2401                         Moawhango School
## 1578 2428                         Pukeokahu School
## 1579 2463                            Taoroa School
## 1580 2337                          Ashhurst School
## 1581 2352                      Coley Street School
## 1582 2359                            Foxton School
## 1583 2455                St Mary's School (Foxton)
## 1584 2358                      Foxton Beach School
## 1585 2443                            Sanson School
## 1586 2343                             Bulls School
## 1587 2349                   Clifton School (Bulls)
## 1588 2386                       Linton Camp School
## 1589 2989                           Shannon School
## 1590 2461                        Tangimoana School
## 1591 2472                           Waiouru School
## 1592  371                   East Otago High School
## 1593  205                         Manawatu College
## 1594 4111                           Huntley School
## 1595 2396                   Marton Junction School
## 1596 2456             St Matthew's School (Marton)
## 1597 3046                          Tokomaru School
## 1598 2438                          Rongotea School
## 1599  191               Longburn Adventist College
## 1600 2388                          Longburn School
## 1601  399                Central Southland College
## 1602 3772                            Milton School
## 1603 4023                St Thomas School (Winton)
## 1604 4052                            Winton School
## 1605 2338                            Awahou School
## 1606 2414                       Oroua Downs School
## 1607 2835                         Eketahuna School
## 1608 2856              Hillcrest School (Pahiatua)
## 1609 2945                          Pahiatua School
## 1610 2998           St Anthony's School (Pahiatua)
## 1611 2742                         Woodville School
## 1612 2553                  Dannevirke South School
## 1613 1662                        Huia Range School
## 1614 2676          St Joseph's School (Dannevirke)
## 1615 4226                  TKKM o Tamaki Nui A Rua
## 1616  235                          Tararua College
## 1617  234                   Dannevirke High School
## 1618  439   Totara College of Accelerated Learning
## 1619 2622           Norsewood and Districts School
## 1620 2962                          Pongaroa School
## 1621 2732                             Weber School
## 1622 2669                           Ruahine School
## 1623 2900                      Mangatainoka School
## 1624 2805                          Ballance School
## 1625 2897                Mangamaire Country School
## 1626 2895                            Makuri School
## 1627 2800                            Akitio School
## 1628 2801                         Alfredton School
## 1629 3042                          Tiraumea School
## 1630 2640                          Papatawa School
## 1631 2807              Belmont School (Lower Hutt)
## 1632 2834                      Eastern Hutt School
## 1633 2848                        Gracefield School
## 1634 2862                      Hutt Central School
## 1635 2877                            Kelson School
## 1636 2968                        Maungaraki School
## 1637 2930                        Normandale School
## 1638 2941     Our Lady of Rosary School (Waiwhetu)
## 1639 2969                          Randwick School
## 1640  133 Raphael House Rudolf Steiner Area School
## 1641  262        Sacred Heart College (Lower Hutt)
## 1642  260                     St Bernard's College
## 1643 3021       Sts Peter and Paul School (L.Hutt)
## 1644 3031                      Avalon Intermediate
## 1645 2803                            Avalon School
## 1646 2833                       Dyer Street School
## 1647 2836                             Epuni School
## 1648 2863                        Hutt Intermediate
## 1649 2921                      Naenae Intermediate
## 1650 2922                            Naenae School
## 1651 2961                            Pomare School
## 1652 2973                       Rata Street School
## 1653 3001          St Bernadette's School (Naenae)
## 1654 3015              St Michael's School (Taita)
## 1655 3030                     Taita Central School
## 1656 1189                 Wa Ora Montessori School
## 1657 3068                          Waterloo School
## 1658 2883                          Korokoro School
## 1659 2955                    Petone Central School
## 1660 3072                           Wilford School
## 1661 2920                           Muritai School
## 1662 2842                           Fernlea School
## 1663 1647      Konini Primary School (Wainuiomata)
## 1664 2846    Pukeatua Primary School (Wainuiomata)
## 1665 3018              St Claudine Thevenet School
## 1666 2810                        Birchville School
## 1667 2841                   Fergusson Intermediate
## 1668 2844                   Fraser Crescent School
## 1669  251                       Heretaunga College
## 1670 2893                   Maidstone Intermediate
## 1671 2902                         Maoribank School
## 1672 2943                   Oxford Crescent School
## 1673 2959                           Plateau School
## 1674 2755                          Titiro Whakamua
## 1675 3048                       Totara Park School
## 1676 2099                          Trentham School
## 1677  250                       Upper Hutt College
## 1678 3053                        Upper Hutt School
## 1679 2100                          Koraunui School
## 1680 2957                         Pinehaven School
## 1681 2990                      Silverstream School
## 1682 3004         St Brendan's School (Heretaunga)
## 1683  258                            Taita College
## 1684 3036                            Tawhai School
## 1685 3051                          Tui Glen School
## 1686 2872                         Kapi-Mana School
## 1687 2928                         Ngati Toa School
## 1688 2964                           Porirua School
## 1689 3043                  Titahi Bay Intermediate
## 1690 3044                  Titahi Bay North School
## 1691 3045                        Titahi Bay School
## 1692 1195                         Adventure School
## 1693 2814                     Brandon Intermediate
## 1694 2818                     Cannons Creek School
## 1695 2828                           Corinna School
## 1696 2832                         Discovery School
## 1697 2859             Holy Family School (Porirua)
## 1698 2903                          Maraeroa School
## 1699 2923                       Natone Park School
## 1700 2946                        Papakowhai School
## 1701 2950                          Paremata School
## 1702 2963                      Porirua East School
## 1703 2966                          Postgate School
## 1704 2970                         Rangikura School
## 1705 2983            Russell School (Porirua East)
## 1706 3029                          Tairangi School
## 1707 1634                  Te Kura Maori o Porirua
## 1708 3074                           Windley School
## 1709 2960                        Plimmerton School
## 1710 2967                       Pukerua Bay School
## 1711 3025         St Theresa's School (Plimmerton)
## 1712 2849                        Greenacres School
## 1713 2852                      Hampton Hill School
## 1714 3007          St Francis Xavier School (Tawa)
## 1715 3034                        Tawa Intermediate
## 1716 3035                              Tawa School
## 1717 2949                       Paraparaumu School
## 1718 1613                             Te Ra School
## 1719 3056                          Waikanae School
## 1720  263                  Chilton St James School
## 1721  261                  Hutt Valley High School
## 1722 1179               Maranatha Christian School
## 1723  259                           Naenae College
## 1724  265                        St Oran's College
## 1725 1670                     TKKM o Te Ara Whanui
## 1726  498                    Correspondence School
## 1727 2984             Sacred Heart School (Petone)
## 1728 2986          San Antonio School (Eastbourne)
## 1729 4149                        Wellesley College
## 1730 2802                           Arakura School
## 1731 4103             Hutt Valley Christian School
## 1732  478                  Wainuiomata High School
## 1733 1646                 Wainuiomata Intermediate
## 1734 3059               Wainuiomata Primary School
## 1735 3011          St Joseph's School (Upper Hutt)
## 1736  252      St Patrick's College (Silverstream)
## 1737 4158          Hutt International Boys' School
## 1738 4139            Silverstream Christian School
## 1739  253                            Aotea College
## 1740  256                     Bishop Viard College
## 1741  254                             Mana College
## 1742 3022            St Pius X School (Titahi Bay)
## 1743 2847           Glenview School (Porirua East)
## 1744  255                          Porirua College
## 1745  546 Samuel Marsden Collegiate School - Whitb
## 1746 2752                      He Huarahi Tamariki
## 1747 2890                            Linden School
## 1748 2976                    Redwood School (Tawa)
## 1749  257                             Tawa College
## 1750 4150                  Wellington S D A School
## 1751 2878                          Kenakena School
## 1752 2948                 Paraparaumu Beach School
## 1753 2871                           Kapanui School
## 1754 4115                  Kapiti Christian School
## 1755 2873                            Kapiti School
## 1756  248                      Paraparaumu College
## 1757  541                       Reikorangi College
## 1758 3017        St Patrick's School (Paraparaumu)
## 1759  247                           Kapiti College
## 1760 2974                     Raumati Beach School
## 1761 2975                     Raumati South School
## 1762 2944                       Paekakariki School
## 1763 2899                          Mangaroa School
## 1764 2953                       Pauatahanui School
## 1765 2838                 Fairfield School (Levin)
## 1766 2886                        Levin East School
## 1767 2887                       Levin Intermediate
## 1768 2888                       Levin North School
## 1769 2889                             Levin School
## 1770 3032                           Taitoko School
## 1771 2939                             Otaki School
## 1772 3020           St Peter Chanel School (Otaki)
## 1773 3065                           Waitohu School
## 1774  236                       Horowhenua College
## 1775 3008               St Joseph's School (Levin)
## 1776  237                         Waiopehu College
## 1777  240                            Otaki College
## 1778 4211                           TKKM o Te Rito
## 1779 3101  Te Kura-a-iwi o Whakatupuranga Rua Mano
## 1780 2933                              Ohau School
## 1781 2965                       Poroutawhao School
## 1782 2896                           Manakau School
## 1783 2882                         Koputaroa School
## 1784 3038                   Te Horo School (Otaki)
## 1785 2906                     Martinborough School
## 1786 2850                          Greytown School
## 1787  249                          Kuranui College
## 1788  528                Ponatahi Christian School
## 1789 2992                         South End School
## 1790 3013             St Mary's School (Carterton)
## 1791 2840                       Featherston School
## 1792 3023         St Teresa's School (Featherston)
## 1793 2820                         Carterton School
## 1794 2831                         Dalefield School
## 1795 2868                          Kahutara School
## 1796 2993                 South Featherston School
## 1797 2958                           Pirinoa School
## 1798 3052                        Tuturumuri School
## 1799 4104                Hadlow Preparatory School
## 1800  239               Homeleigh Christian School
## 1801 2991                            Solway School
## 1802  246      St Matthew's Collegiate (Masterton)
## 1803 1651                         TKKM o Wairarapa
## 1804  244                           Chanel College
## 1805 1661                      Douglas Park School
## 1806 1659                          Lakeview School
## 1807  243                          Makoura College
## 1808 2909                   Masterton Intermediate
## 1809  242                           Solway College
## 1810  241                        Wairarapa College
## 1811 2750               Wairarapa Teen Parent Unit
## 1812 1660                 Masterton Primary School
## 1813 3016          St Patrick's School (Masterton)
## 1814 2936                             Opaki School
## 1815  245                        Rathkeale College
## 1816 3070                          Whareama School
## 1817 2911                      Mauriceville School
## 1818 2845             Gladstone School (Masterton)
## 1819 2843                         Fernridge School
## 1820 3041                             Tinui School
## 1821 3060                         Wainuioru School
## 1822 2813                          Boulcott School
## 1823 2827                        Clyde Quay School
## 1824  514                          Kimi Ora School
## 1825 2918              Mt Cook School (Wellington)
## 1826 2982                         Roseneath School
## 1827 2985           Sacred Heart School (Thorndon)
## 1828  286           St Mary's College (Wellington)
## 1829 3037                            Te Aro School
## 1830 3040                          Thorndon School
## 1831  274           Wellington East Girls' College
## 1832  272                Wellington Girls' College
## 1833 2819        Cardinal McKeefry School (Wilton)
## 1834 2826             Clifton Terrace Model School
## 1835 2874                     Karori Normal School
## 1836 2875                Karori West Normal School
## 1837 2876                    Kelburn Normal School
## 1838 2931                         Northland School
## 1839 3073                             Otari School
## 1840 3024              St Teresa's School (Karori)
## 1841 3055                         Wadestown School
## 1842 2816             Brooklyn School (Wellington)
## 1843 2854                          Hataitai School
## 1844 2926                           Newtown School
## 1845 2980                           Ridgway School
## 1846 2997                St Annes School (Newtown)
## 1847 3002           St Bernard's School (Brooklyn)
## 1848 2904              Holy Cross School (Miramar)
## 1849 2892                         Lyall Bay School
## 1850 4119                 Miramar Christian School
## 1851 2916                     Miramar North School
## 1852 2917                     Miramar South School
## 1853 2987                           Seatoun School
## 1854 2999            St Anthony's School (Seatoun)
## 1855 3027              Strathmore Community School
## 1856 1143                      TKKM o Nga Mokopuna
## 1857 3077                        Worser Bay School
## 1858 2808                        Berhampore School
## 1859 2861                   Houghton Valley School
## 1860 2865                        Island Bay School
## 1861 2942                        Owhiro Bay School
## 1862 2994            South Wellington Intermediate
## 1863 3006      St Francis De Sales School (Is.Bay)
## 1864 2821                   Cashmere Avenue School
## 1865 2823                         Chartwell School
## 1866 2879                        Khandallah School
## 1867 2927                             Ngaio School
## 1868 3000        St Benedict's School (Khandallah)
## 1869 2806               Bellevue School (Newlands)
## 1870 2824                      Churton Park School
## 1871 2866                      Johnsonville School
## 1872 2924                    Newlands Intermediate
## 1873 2947                         Paparangi School
## 1874 2979                         Rewa Rewa School
## 1875 3005         St Brigids School (Johnsonville)
## 1876 2867                         West Park School
## 1877  273   Wellington High School & Com Ed Centre
## 1878 1630           Central Regional Health School
## 1879 1174                           Moriah College
## 1880  278                   Queen Margaret College
## 1881  280         Samuel Marsden Collegiate School
## 1882  479                Athena Montessori College
## 1883 2837                   Evans Bay Intermediate
## 1884 2880                         Kilbirnie School
## 1885  277                         Rongotai College
## 1886  284        St Catherines College (Kilbirnie)
## 1887  276         St Patrick's College (Kilbirnie)
## 1888 3019          St Patrick's School (Kilbirnie)
## 1889 4134    St Mark's Church School (Mt Victoria)
## 1890  569 St Mark's Church School (Sec Dept) (Mt V
## 1891  275                       Wellington College
## 1892 2915                   Miramar Central School
## 1893  281                            Scots College
## 1894  269                           Onslow College
## 1895 2972                Raroa Normal Intermediate
## 1896  268                         Newlands College
## 1897 2925                          Newlands School
## 1898 2894                      Makara Model School
## 1899 3203                             Mapua School
## 1900  299                    Murchison Area School
## 1901 3181                    Auckland Point School
## 1902 3187                   Clifton Terrace School
## 1903 3193                    Hampden Street School
## 1904 3202                            Maitai School
## 1905 3209                    Nelson Central School
## 1906 3210                      Nelson Intermediate
## 1907 3221              St Joseph's School (Nelson)
## 1908 3231                   Victory Primary School
## 1909 3182                         Birchwood School
## 1910 3184                  Broadgreen Intermediate
## 1911 3189                       Enner Glynn School
## 1912  293                          Nayland College
## 1913 3208                   Nayland Primary School
## 1914 3224                         Tahunanui School
## 1915 6975                            Garin College
## 1916 3194                   Henley School (Nelson)
## 1917 3216                 Richmond School (Nelson)
## 1918  296                           Waimea College
## 1919 3233                      Waimea Intermediate
## 1920 3183                       Brightwater School
## 1921 3234                         Wakefield School
## 1922 1628                Independent Middle School
## 1923  295                 Nelson College For Girls
## 1924 4121     Nelson College For Girls Prep School
## 1925 1148                 Nelson Christian Academy
## 1926 3223                             Stoke School
## 1927  294                           Nelson College
## 1928 4122              Nelson College (Prep.Dept.)
## 1929  525                Salisbury School (Nelson)
## 1930 1627              St Paul's School (Richmond)
## 1931 3204                            Maruia School
## 1932 3229                     Upper Moutere School
## 1933  290                  Collingwood Area School
## 1934 3195                              Hira School
## 1935 3199                      Lake Rotoiti School
## 1936 3180                           Appleby School
## 1937 3196                              Hope School
## 1938 3214                            Ranzau School
## 1939 3188                          Dovedale School
## 1940  297                     Tapawera Area School
## 1941 2855                          Havelock School
## 1942  292                   Golden Bay High School
## 1943 3226                    Takaka Primary School
## 1944 3213                         Parklands School
## 1945 3222         St Peter Chanel School (Motueka)
## 1946  298                      Motueka High School
## 1947 1654            Motueka Rudolf Steiner School
## 1948 3206                     Motueka South School
## 1949 3201                            Mahana School
## 1950 1178              Tasman Bay Christian School
## 1951 3228                            Tasman School
## 1952 3200                     Lower Moutere School
## 1953 3186                        Canvastown School
## 1954 3225                    Central Takaka School
## 1955 3207                          Motupipi School
## 1956  291                   Rai Valley Area School
## 1957 1176                   Mountain Valley School
## 1958 3212                         Ngatimoti School
## 1959 3185                Brooklyn School (Motueka)
## 1960 3217                            Riwaka School
## 1961 2812                     Bohally Intermediate
## 1962  288                Marlborough Boys' College
## 1963  289               Marlborough Girls' College
## 1964 2912               Mayfield School (Blenheim)
## 1965 2977                       Redwoodtown School
## 1966  421                     Richmond View School
## 1967 2996                       Springlands School
## 1968 3012              St Mary's School (Blenheim)
## 1969 3071                    Whitney Street School
## 1970 3075                         Witherlea School
## 1971 2851                         Grovetown School
## 1972 2995                      Spring Creek School
## 1973 2978                           Renwick School
## 1974 2988                            Seddon School
## 1975 2956                            Picton School
## 1976 3009              St Joseph's School (Picton)
## 1977 3057                       Waikawa Bay School
## 1978 2811                          Blenheim School
## 1979  287                  Queen Charlotte College
## 1980 3050                        Tua Marina School
## 1981 3067                              Ward School
## 1982 3062          Wairau Valley School (Blenheim)
## 1983 2839                          Fairhall School
## 1984 2884                          Koromiko School
## 1985 2971                           Rapaura School
## 1986 2981                        Riverlands School
## 1987 2891                         Linkwater School
## 1988 3064                      Waitaria Bay School
## 1989 3391                  Kaikoura Primary School
## 1990 3530            St Joseph's School (Kaikoura)
## 1991 3566                             Waiau School
## 1992 3368                    Hanmer Springs School
## 1993  309                      Cheviot Area School
## 1994 3369                            Hapuku School
## 1995 3392                 Kaikoura Suburban School
## 1996 3598                          Woodbank School
## 1997 3422                      Lynton Downs School
## 1998 3490                         Rotherham School
## 1999 3359                      Greta Valley School
## 2000 3284                          Ashgrove School
## 2001  312                     Rangiora High School
## 2002  418                 Rangiora New Life School
## 2003 3276                          Amberley School
## 2004 3569                           Waikari School
## 2005  310                       Oxford Area School
## 2006 3340                          Fernside School
## 2007 3547                         Swannanoa School
## 2008 3586                      West Eyreton School
## 2009 3419                            Loburn School
## 2010 3447                      North Loburn School
## 2011 3570                           Waikuku School
## 2012 3411                        Leithfield School
## 2013 3303                        Broomfield School
## 2014 3454                             Omihi School
## 2015 3565                         View Hill School
## 2016 3502            Sheffield Contributing School
## 2017 3326                          Darfield School
## 2018  350                       Akaroa Area School
## 2019 3352                        Glentunnel School
## 2020 3397                      Kirwee Model School
## 2021 3381                          Hororata School
## 2022 3597                       Windwhistle School
## 2023 3332                       Duvauchelle School
## 2024 3408                       Le Bons Bay School
## 2025 3452                        Okains Bay School
## 2026 3418                      Little River School
## 2027 3304                           Burnham School
## 2028 3509                       Southbridge School
## 2029 3478                        Prebbleton School
## 2030  347                      Lincoln High School
## 2031 3412                   Lincoln Primary School
## 2032 3488                         Rolleston School
## 2033 3516                        Springston School
## 2034 3388                   Kaiapoi Borough School
## 2035  314                      Kaiapoi High School
## 2036 3389                     Kaiapoi North School
## 2037 2748        Karanga Mai Young Parents College
## 2038 3540            St Patrick's School (Kaiapoi)
## 2039 3410                           Leeston School
## 2040  349                        Ellesmere College
## 2041 3600                           Woodend School
## 2042  346                     Darfield High School
## 2043 3285                            Ashley School
## 2044  308                        Amuri Area School
## 2045 3325                              Cust School
## 2046  311                          Hurunui College
## 2047  307                     Kaikoura High School
## 2048 3481                  Rangiora Borough School
## 2049 3501                            Sefton School
## 2050 4132            St Joseph's School (Rangiora)
## 2051 3576                           Waipara School
## 2052 3357                         Greendale School
## 2053 3549                          Tai Tapu School
## 2054 3358          Greenpark School (Christchurch)
## 2055 3402                         Ladbrooks School
## 2056 3554                  Waitaha Learning Centre
## 2057 3585                           Weedons School
## 2058 3301                        Broadfield School
## 2059 3433              McKenzie Residential School
## 2060 3587                       West Melton School
## 2061 3602                   Yaldhurst Model School
## 2062 3515                       Springfield School
## 2063 3331                         Dunsandel School
## 2064 3563                           Tuahiwi School
## 2065 3321                        Clarkville School
## 2066 3451                             Ohoka School
## 2067 3274                          Allenton School
## 2068 3281                 Ashburton Borough School
## 2069 3282                   Ashburton Intermediate
## 2070 3283                Ashburton Netherby School
## 2071 3367                         Hampstead School
## 2072 3527           St Joseph's School (Ashburton)
## 2073 3480                            Rakaia School
## 2074 3436                           Methven School
## 2075 3462       Our Lady of Snows School (Methven)
## 2076  351                        Ashburton College
## 2077 3561                           Tinwald School
## 2078  348                       Mount Hutt College
## 2079 3441              Mt Somers Springburn School
## 2080 3313                          Chertsey School
## 2081 3336                           Fairton School
## 2082 3407                         Lauriston School
## 2083 3594                         Longbeach School
## 2084 3420                         Lowcliffe School
## 2085 3308                 Carew Peel Forest School
## 2086 3375                             Hinds School
## 2087 3432         Mayfield School (Mid-Canterbury)
## 2088 3580                           Wakanui School
## 2089 3329                             Dorie School
## 2090 3322                            Cobden School
## 2091 3495                           Runanga School
## 2092 3295                         Blaketown School
## 2093 3361                    Greymouth Main School
## 2094 3394                            Karoro School
## 2095 2106                     Paparoa Range School
## 2096 3472                 Paroa School (Greymouth)
## 2097 3538          St Patrick's School (Greymouth)
## 2098 3376                          Hokitika School
## 2099 3393                           Kaniere School
## 2100 3536              St Mary's School (Hokitika)
## 2101 3489                              Ross School
## 2102 3192                           Granity School
## 2103 3220             St Canices School (Westport)
## 2104 3235                    Westport North School
## 2105 3236                    Westport South School
## 2106  496                      Reefton Area School
## 2107 3219            Sacred Heart School (Reefton)
## 2108 3401                            Kumara School
## 2109 3343               Franz Josef Glacier School
## 2110 1587    Gloriavale Christian Community School
## 2111  303                    Greymouth High School
## 2112 3386                      Jacobs River School
## 2113  304                 John Paul II High School
## 2114 2123                      Lake Brunner School
## 2115  305                     Westland High School
## 2116 3592                          Whataroa School
## 2117 2105             Awahono School - Grey Valley
## 2118 3342                       Fox Glacier School
## 2119 3363                             Haast School
## 2120  300                      Karamea Area School
## 2121  301                       Buller High School
## 2122 3198                Inangahua Junction School
## 2123 3232                       Waimangaroa School
## 2124 3290                         Barrytown School
## 2125 3398             Kokatahi-Kowhitirangi School
## 2126  306               South Westland Area School
## 2127  527                       Twizel Area School
## 2128 3477            Pleasant Point Primary School
## 2129 3528      St Joseph's School (Pleasant Point)
## 2130 2113                         Bluestone School
## 2131  357                Craighead Diocesan School
## 2132 3347                           Gleniti School
## 2133 2111                    Grantlea Downs School
## 2134 3373                         Highfield School
## 2135 2110                 Oceanview Heights School
## 2136 3498             Sacred Heart School (Timaru)
## 2137 3533              St Joseph's School (Timaru)
## 2138 1611                  Timaru Christian School
## 2139 2115                      Timaru South School
## 2140 3572                       Waimataitai School
## 2141 3280                   Arowhenua Maori School
## 2142  354                            Opihi College
## 2143 3532              St Joseph's School (Temuka)
## 2144 2109                    Temuka Primary School
## 2145 3573                Waimate Centennial School
## 2146  362                      Waimate High School
## 2147 3574                      Waimate Main School
## 2148 3335                           Fairlie School
## 2149  353                        Mackenzie College
## 2150 3529             St Joseph's School (Fairlie)
## 2151  352                    Geraldine High School
## 2152 2107                 Geraldine Primary School
## 2153 3442                 Aoraki Mount Cook School
## 2154  359                 Mountainview High School
## 2155  358                         Roncalli College
## 2156  360                 Timaru Boys' High School
## 2157  361                Timaru Girls' High School
## 2158 2108                  Winchester Rural School
## 2159 3406                       Lake Tekapo School
## 2160 4147                             Waihi School
## 2161 2112                      Barton Rural School
## 2162 2114                      Beaconsfield School
## 2163 3567                      Waihao Downs School
## 2164 3568                       Waihaorunga School
## 2165 3426                          Makikihi School
## 2166 3579                     Waituna Creek School
## 2167 3348                           Glenavy School
## 2168 3440                            Morven School
## 2169 3273                            Albury School
## 2170 3307                        Cannington School
## 2171 3519              St Andrew's School (Timaru)
## 2172 3599                          Woodbury School
## 2173 3317                 Christchurch East School
## 2174  328          Christchurch Girls' High School
## 2175 3474                      Phillipstown School
## 2176  520                   Hammersley Park School
## 2177 2126            Jean Seabrook Memorial School
## 2178 3504                           Shirley School
## 2179 3535          St Mary's School (Christchurch)
## 2180 3334                    Elmwood Normal School
## 2181  325                 Rangi Ruru Girls' School
## 2182 3517 St Albans Catholic School (Christchurch)
## 2183 3518                         St Albans School
## 2184 3310                  Cashmere Primary School
## 2185 3371                  Heathcote Valley School
## 2186  341                Hillview Christian School
## 2187 3534                       St Martin's School
## 2188 3557                       Thorrington School
## 2189 3288                           Bamford School
## 2190 3291                         Beckenham School
## 2191 3455                             Opawa School
## 2192 3510                        Southbrook School
## 2193 4135          St Mark's School (Christchurch)
## 2194 3542            St Peter's School (Beckenham)
## 2195 4212                           TKKM o Waitaha
## 2196 3581                           Waltham School
## 2197 3601                          Woolston School
## 2198 3271                         Addington School
## 2199  340                     Cashmere High School
## 2200 3318          Christchurch South Intermediate
## 2201 3588                     West Spreydon School
## 2202   82             Canterbury Christian College
## 2203  522             Halswell Residential College
## 2204 3366                          Halswell School
## 2205 3379                          Hoon Hay School
## 2206 3427                     Manning Intermediate
## 2207 3450                          Oaklands School
## 2208 3461     Our Lady of Assumption School (Chch)
## 2209 3492                     Rowley Avenue School
## 2210 3512                          Spreydon School
## 2211 3384                              Ilam School
## 2212  335                  Middleton Grange School
## 2213 3543           St Teresa's School (Riccarton)
## 2214  326                      Villa Maria College
## 2215 3589                          Westburn School
## 2216 3591                          Wharenui School
## 2217 3287                          Avonhead School
## 2218 3298                    Branston Intermediate
## 2219 3346                      Gilberthorpe School
## 2220  338                       Hornby High School
## 2221 3380                    Hornby Primary School
## 2222 3434                            Merrin School
## 2223  334                    Riccarton High School
## 2224 3485                         Riccarton School
## 2225 3496                           Russley School
## 2226 3505                          Sockburn School
## 2227 3507                      South Hornby School
## 2228 3521          St Bernadette's School (Hornby)
## 2229 3555                         Templeton School
## 2230 3292                           Belfast School
## 2231 3299                      Breens Intermediate
## 2232 3309                   Casebrook Intermediate
## 2233 3370                          Harewood School
## 2234 3429                         Marshland School
## 2235 3449          Northcote School (Christchurch)
## 2236 3484            Redwood School (Christchurch)
## 2237 3350                          Glenmoor School
## 2238  320                     Mairehau High School
## 2239 3460         Our Lady of Fatima School (Chch)
## 2240 3466                           Papanui School
## 2241  318       St Andrew's College (Christchurch)
## 2242 3531             St Joseph's School (Papanui)
## 2243 3571                          Waimairi School
## 2244 3275   Allenvale Special School & Res. Centre
## 2245 3278            Aorangi School (Christchurch)
## 2246 3293                        Bishopdale School
## 2247 3305                  Burnside Primary School
## 2248 3316        Christ The King School (Burnside)
## 2249 3324                          Cotswold School
## 2250 1168                Emmanuel Christian School
## 2251 3338                Fendalton Open Air School
## 2252 3385                         Isleworth School
## 2253 3395                            Kendal School
## 2254 3467                    Paparoa Street School
## 2255 3493                          Roydvale School
## 2256 3577           Wairakei School (Christchurch)
## 2257 3286           Avondale School (Christchurch)
## 2258  324              Avonside Girls' High School
## 2259 3289                      Banks Avenue School
## 2260 3314                Chisnallwood Intermediate
## 2261 1582                   Nova Montessori School
## 2262 3523                 St James School (Aranui)
## 2263 3541            St Paul's School (Dallington)
## 2264 3575                           Wainoni School
## 2265 3302                           Bromley School
## 2266 3413                    Linwood Avenue School
## 2267 3414                     Linwood Intermediate
## 2268 3415                     Linwood North School
## 2269 3508                South New Brighton School
## 2270 3443                       Mt Pleasant School
## 2271 3483                         Redcliffs School
## 2272  519           Van Asch Deaf Education Centre
## 2273 3423                    Lyttelton Main School
## 2274 3424                    Lyttelton West School
## 2275 3525           St Joseph's School (Lyttelton)
## 2276 3306                           Burwood School
## 2277 3344                         Freeville School
## 2278 3445      New Brighton Catholic School (Chch)
## 2279 3448                North New Brighton School
## 2280 3464                     Ouruhia Model School
## 2281 3479                        Queenspark School
## 2282 3596            Windsor School (Christchurch)
## 2283  330                         Christ's College
## 2284 1635                     Discovery One School
## 2285  336                 Hagley Community College
## 2286 1631          Southern Regional Health School
## 2287 4136               St Michael's Church School
## 2288  368             The Cathedral Grammar School
## 2289  483                 Unlimited Paenga Tawhiti
## 2290 4138                      Selwyn House School
## 2291  333                    St Margaret's College
## 2292  531               Catholic Cathedral College
## 2293 3339           Ferndale School (Christchurch)
## 2294 3537            St Patrick's School (Bryndwr)
## 2295 3486           Richmond School (Christchurch)
## 2296  419             Rudolf Steiner School (Chch)
## 2297 3520              St Anne's School (Woolston)
## 2298 4143                          Tamariki School
## 2299 3270       Sacred Heart School (Christchurch)
## 2300  339                   Hillmorton High School
## 2301 3506                        Somerfield School
## 2302 1618                    TKKM o Te Whanau Tahi
## 2303  327           Christchurch Boys' High School
## 2304 3463                    Our Lady of Victories
## 2305  331          St Thomas of Canterbury College
## 2306 3323                      Cobham Intermediate
## 2307  319                     Burnside High School
## 2308 3396                    Kirkwood Intermediate
## 2309 4118               Medbury Preparatory School
## 2310  317            Christchurch Adventist School
## 2311 3372               Heaton Normal Intermediate
## 2312  316                      Papanui High School
## 2313  315                         St Bedes College
## 2314 3425                          Mairehau School
## 2315  518                          Kingslea School
## 2316  343                           Marian College
## 2317  321                Shirley Boys' High School
## 2318 3503                     Shirley Intermediate
## 2319 3311              Central New Brighton School
## 2320 2761                 Kimihia Parents' College
## 2321  337                          Linwood College
## 2322  323                       Aranui High School
## 2323 3279             Aranui School (Christchurch)
## 2324 3544    Star of the Sea School (Christchurch)
## 2325 3546                            Sumner School
## 2326 3470                          Parkview School
## 2327 3387       Kaingaroa School (Chatham Islands)
## 2328 3476                       Pitt Island School
## 2329 3553                            Te One School
## 2330 3327                   Diamond Harbour School
## 2331 3354                     Governors Bay School
## 2332 3711                  Balmacewen Intermediate
## 2333  387                   John McGlashan College
## 2334 3753                          Kaikorai School
## 2335 3768                        Maori Hill School
## 2336 3783          North East Valley Normal School
## 2337 3790                             Opoho School
## 2338 3801                         Pine Hill School
## 2339 3815            Sacred Heart School (Dunedin)
## 2340 3830               St Mary's School (Dunedin)
## 2341 3859                            Wakari School
## 2342 3709                         Balaclava School
## 2343 3716                          Bradford School
## 2344 3719                        Brockville School
## 2345  381                  Kaikorai Valley College
## 2346 3776                        Mornington School
## 2347 3822    St Francis Xavier School (Mornington)
## 2348 3810                       Calton Hill School
## 2349 3722                         Caversham School
## 2350 3726                    College Street School
## 2351 3728                      Corstorphine School
## 2352  526                           Forbury School
## 2353  383              Kings High School (Dunedin)
## 2354 3763                   Macandrew Intermediate
## 2355  384                       Queens High School
## 2356 3816                        Sara Cohen School
## 2357 3819         St Bernadette's School (Forbury)
## 2358 3835                          St Clair School
## 2359 3833            St Patrick's School (Dunedin)
## 2360 3839               Tahuna Normal Intermediate
## 2361 3703                     Andersons Bay School
## 2362  382                     Bayfield High School
## 2363 3742                      Grants Braes School
## 2364 3779                       Musselburgh School
## 2365 3813                       Rotary Park School
## 2366 3820               St Brigids School (Tainui)
## 2367 3841                            Tainui School
## 2368 3846                          Tomahawk School
## 2369 3718                         Broad Bay School
## 2370 3762                     Macandrew Bay School
## 2371 3805                        Portobello School
## 2372 3706                     Arthur Street School
## 2373 3740              George Street Normal School
## 2374 3750                       High Street School
## 2375  378                 Otago Girls' High School
## 2376  380                     St Hildas Collegiate
## 2377 3827             St Joseph's Cathedral School
## 2378 3700                        Abbotsford School
## 2379 3727                           Concord School
## 2380 3736               Fairfield School (Dunedin)
## 2381 3743                      Green Island School
## 2382 2351                           TKKM o Otepoti
## 2383 3850                  Waihola District School
## 2384 3860                      Waldronville School
## 2385 1192            Dunedin Rudolf Steiner School
## 2386 3808                      Ravensbourne School
## 2387 3829            St Leonard's School (Dunedin)
## 2388 3803                     Port Chalmers School
## 2389 3817                       Sawyers Bay School
## 2390 3828       St Joseph's School (Port Chalmers)
## 2391 3733                       East Taieri School
## 2392 3778                          Elmgrove School
## 2393 1657      Silverstream (South) Primary School
## 2394 3832               St Mary's School (Mosgiel)
## 2395 3717                          Brighton School
## 2396 3787                        Ocean View School
## 2397 3731               Dunedin North Intermediate
## 2398 3745                      Halfway Bush School
## 2399 1795          Southern Lakes Christian School
## 2400 3834    St Peter Chanel School (Green Island)
## 2401 1641                   Amana Christian School
## 2402  495                           Taieri College
## 2403  386                          Columba College
## 2404  557              Holy Family School (Wanaka)
## 2405  536                         Kavanagh College
## 2406  376                   Logan Park High School
## 2407 3788                            Omakau School
## 2408  377                  Otago Boys' High School
## 2409 3795                            Outram School
## 2410 4117                Liberton Christian School
## 2411 3761                        Lee Stream School
## 2412 3807                         Purakanui School
## 2413 3857                           Waitati School
## 2414 3840                      Taieri Beach School
## 2415 3754                        Kaitangata School
## 2416 3831                St Mary's School (Milton)
## 2417 3845                           Tokoiti School
## 2418  392                  Tokomairiro High School
## 2419 3710                         Balclutha School
## 2420 3812              Rosebank School (Balclutha)
## 2421  393                  South Otago High School
## 2422 3826           St Joseph's School (Balclutha)
## 2423 3836                          Stirling School
## 2424 3811                          Romahapa School
## 2425 3861                            Warepa School
## 2426 3724                     Clutha Valley School
## 2427 4005                        Queenstown School
## 2428 4016          St Joseph's School (Queenstown)
## 2429  533                      Mt Aspiring College
## 2430 1167                    Wanaka Primary School
## 2431  373                         Cromwell College
## 2432 3729                  Cromwell Primary School
## 2433 3741             Goldfields School (Cromwell)
## 2434 3701                         Alexandra School
## 2435  372                      Dunstan High School
## 2436 3844           The Terrace School (Alexandra)
## 2437 3725                             Clyde School
## 2438  370                    Maniototo Area School
## 2439 3824              St John's School (Ranfurly)
## 2440 3823           St Gerard's School (Alexandra)
## 2441 3843                            Tarras School
## 2442  374                     Wakatipu High School
## 2443 3955                         Glenorchy School
## 2444 3930                         Arrowtown School
## 2445 3747                        Hawea Flat School
## 2446 3767                  Makarora Primary School
## 2447 3802                          Poolburn School
## 2448 3796                            Paerau School
## 2449 3707                           Fenwick School
## 2450 3784                      Oamaru Intermediate
## 2451 3785                      Oamaru North School
## 2452 3737                 Pembroke School (Oamaru)
## 2453 3825              St Joseph's School (Oamaru)
## 2454 3864                            Weston School
## 2455 3746                           Hampden School
## 2456 3789                           Omarama School
## 2457 3797                        Palmerston School
## 2458  363                    Waitaki Valley School
## 2459  369               St Kevins College (Oamaru)
## 2460  365                Waitaki Boys' High School
## 2461  366               Waitaki Girls' High School
## 2462 3756                          Karitane School
## 2463 3862                        Warrington School
## 2464 3739                         Flagswamp School
## 2465 3764                 Macraes Moonlight School
## 2466 3738                        Five Forks School
## 2467 3704                          Ardgowan School
## 2468 3732                          Duntroon School
## 2469 3798                          Papakaio School
## 2470 3755                           Kakanui School
## 2471 3765                            Maheno School
## 2472 3793                           Otepopo School
## 2473 3847                            Totara School
## 2474  375                     Roxburgh Area School
## 2475 3852                        Waikouaiti School
## 2476 3842                           Tapanui School
## 2477  390                     Lawrence Area School
## 2478 3723                           Clinton School
## 2479  394                  The Catlins Area School
## 2480 3771                      Millers Flat School
## 2481 3858                     Waiwera South School
## 2482 3838                          Tahakopa School
## 2483  391                    Blue Mountain College
## 2484 3749                            Heriot School
## 2485 3855                         Waitahuna School
## 2486 3837                     Strath Taieri School
## 2487 4001                           Otautau School
## 2488  402              Tuatapere Community College
## 2489 4019          St Patrick's School (Nightcaps)
## 2490  398                  Takitimu Primary School
## 2491 3984                           Mararoa School
## 2492 3933                        Blackmount School
## 2493 1650   Central Southland Rural Primary School
## 2494 3969                         Isla Bank School
## 2495 3938            Hauroko Valley Primary School
## 2496 3946                         East Gore School
## 2497 3956                         Gore Main School
## 2498 3979                    Longford Intermediate
## 2499  397                St Peter's College (Gore)
## 2500 4050                         West Gore School
## 2501 3986                           Mataura School
## 2502 3980                           Lumsden School
## 2503  396                         Gore High School
## 2504 4018                  St Mary's School (Gore)
## 2505 3932                           Balfour School
## 2506 3953                           Garston School
## 2507 3990                          Mossburn School
## 2508 3851                         Waikoikoi School
## 2509 3970                           Kaiwera School
## 2510 4003                           Pukerau School
## 2511 3973                          Knapdale School
## 2512 3997                             Otama School
## 2513 3981                        Willowbank School
## 2514 4027                          Te Tipua School
## 2515 4032                   Tuturau Primary School
## 2516 4037                           Waikaka School
## 2517 3935                  Hillside Primary School
## 2518 3977                           Lochiel School
## 2519 3963                       Heddon Bush School
## 2520 3975                         Limehills School
## 2521 3943                            Dipton School
## 2522 1625                   Ascot Community School
## 2523 2119                   Donovan Primary School
## 2524 3966               Invercargill Middle School
## 2525  552                    James Hargest College
## 2526 4011                      Ruru Special School
## 2527 4013            Sacred Heart School (Waikiwi)
## 2528 4014                           Salford School
## 2529 4131   St John's Girls' School (Invercargill)
## 2530 4022       St Theresa's School (Invercargill)
## 2531 4035                          Waihopai School
## 2532 4047                     Waverley Park School
## 2533 3967                     Windsor North School
## 2534 2117                 Fernworth Primary School
## 2535 2116                        New River Primary
## 2536 2118                     Newfield Park School
## 2537  405             Southland Girls' High School
## 2538 4017        St Joseph's School (Invercargill)
## 2539 4020       St Patrick's School (Invercargill)
## 2540 4217                 Te Wharekura o Arowhenua
## 2541 4029                           Tisbury School
## 2542 2120                   Bluff Community School
## 2543 4021               St Teresa's School (Bluff)
## 2544 4046                       Wallacetown School
## 2545  409                          Aparima College
## 2546 4008                          Riverton School
## 2547 3947              Edendale School (Southland)
## 2548  401                          Menzies College
## 2549 4054                           Wyndham School
## 2550  548                           Aurora College
## 2551  400                        Fiordland College
## 2552 3961                      Halfmoon Bay School
## 2553  395               Northern Southland College
## 2554 4007                        Riversdale School
## 2555  404              Southland Boys' High School
## 2556 4026                           Te Anau School
## 2557  408                           Verdon College
## 2558 4036                           Waikaia School
## 2559 4112     Southland Adventist Christian School
## 2560 4006                              Rimu School
## 2561 4053            Woodlands Full Primary School
## 2562 3964                         Hedgehope School
## 2563 3991                       Myross Bush School
## 2564 4034                          Waianiwa School
## 2565 3957                        Gorge Road School
## 2566 4040                         Waimahaka School
## 2567 3982                          Makarewa School
## 2568 4000                           Otatara School
## 2569 4028                         Thornbury School
## 2570 4030                           Tokanui School
## 2571 3954                           Glenham School
##                                City             Auth Dec Roll   Size RollOrd
## 1                         Whangarei            State   2  318  Small    1726
## 2                         Whangarei            State   3  200  Small     301
## 3                         Whangarei            State   4  455  Small     376
## 4                         Whangarei            State   2   86  Small    2307
## 5                         Whangarei            State   4  577  Small     615
## 6                         Whangarei            State   8  329  Small     199
## 7                         Whangarei            State   5  637  Small     467
## 8                         Whangarei            State   5  395  Small     373
## 9                         Whangarei State Integrated   6  438  Small     389
## 10                        Whangarei            State   1  201  Small     241
## 11                        Whangarei            State   2  267  Small     213
## 12                        Whangarei            State   2  194  Small     521
## 13                        Whangarei State Integrated   4   26  Small     659
## 14                        Whangarei            State   4  639  Small     356
## 15                        Whangarei            State   2  212  Small     614
## 16                        Whangarei            State   3   68  Small     803
## 17                        Whangarei            State   3  157  Small     385
## 18                     Maungatapere            State   9  193  Small    2525
## 19                        Whangarei            State   5 1060  Small     633
## 20                        Whangarei            State   5 1127  Small     893
## 21                        Whangarei State Integrated   5  191  Small     664
## 22                        Whangarei            State   5 1333  Small     626
## 23                        Whangarei            State   9  324  Small     905
## 24                        Whangarei State Integrated   7  560  Small    1721
## 25                        Whangarei            State   2  437  Small    1495
## 26                        Whangarei            State   1  177  Small     328
## 27                          Ruakaka            State   4  457  Small     606
## 28                             Kaeo            State   3   90  Small    2199
## 29                    Maungakaramea            State   9  103  Small     298
## 30                        Whangarei            State   7  393  Small     769
## 31                        Whangarei            State   1  289  Small    1450
## 32                        Whangarei State Integrated   5  151  Small     288
## 33                        Whangarei            State   1   24  Small     286
## 34                        Hikurangi            State   1  198  Small     451
## 35                          Ruakaka            State   4  127  Small     409
## 36                        Whangarei            State   4   77  Small     768
## 37                   One Tree Point            State   4  181  Small    2001
## 38                        Whangarei            State   2   24  Small     414
## 39                       Glenbervie            State   7  231  Small     919
## 40                         Ngunguru            State   7  196  Small    1891
## 41                        Whangarei            State   9  191  Small    1912
## 42                  Whangarei Heads            State   9  107  Small     801
## 43                        Whangarei            State   5   19  Small    2312
## 44                        Whangarei            State   2   44  Small     475
## 45                         Portland            State   2   56  Small     894
## 46                        Whangarei            State   9   95  Small    2285
## 47                        Whangarei            State   6   37  Small    2317
## 48                        Whangarei            State   5   43  Small     494
## 49                        Whangarei            State   5  142  Small    1918
## 50                        Hikurangi            State   1   52  Small     497
## 51                        Whangarei            State   6  141  Small    2030
## 52                        Whangarei            State   9  204  Small    2241
## 53                        Whangarei            State   7   32  Small    1749
## 54                             Opua            State   7   95  Small    2303
## 55                           Paihia            State   4  168  Small    1756
## 56                          Russell            State   6  115  Small      22
## 57                         Kawakawa            State   1  310  Small     773
## 58                          Moerewa            State   1  228  Small     464
## 59                         Kerikeri            State   8  381  Small     533
## 60                         Kawakawa            State   1  422  Small     629
## 61                          Moerewa            State   1   49  Small     237
## 62                         Kerikeri            State   7 1302  Small    1546
## 63                         Kerikeri            State   7  547  Small      62
## 64                         Kerikeri          Private   8  255  Small     657
## 65                         Kawakawa            State   3   54  Small    1677
## 66                         Kawakawa            State   2   28  Small     723
## 67                         Kawakawa            State   3   52  Small    2258
## 68                          Waikare            State   1   38  Small    1381
## 69                          Purerua            State   3   21  Small    1382
## 70                       Dargaville            State   3  528  Small    1832
## 71                       Dargaville            State   3  166  Small    1426
## 72                       Dargaville            State   1  128  Small    1440
## 73                       Dargaville State Integrated   3  114  Small     662
## 74                       Dargaville            State   4  401  Small    2212
## 75                        Te Kopuru            State   2  160  Small    1016
## 76                       Dargaville            State   6   40  Small     182
## 77                       Dargaville            State   4   46  Small    2537
## 78                       Dargaville            State   2   24  Small    1894
## 79                           Aranga            State   4   52  Small     797
## 80                     Tangiteroria            State   5   39  Small     361
## 81                        Te Kopuru            State   4   18  Small     330
## 82                          Kaikohe            State   1  228  Small    1810
## 83                          Kaitaia            State   2  253  Small     914
## 84                          Kaitaia            State   1  277  Small      20
## 85                          Kaitaia State Integrated   3  126  Small     280
## 86             Mangonui (Northland)            State   3  464  Small    2174
## 87                          Kaikohe State Integrated   4  171  Small     645
## 88                          Kaikohe            State   1  199  Small    2076
## 89                          Kaikohe            State   1  367  Small     448
## 90                          Kaikohe            State   1  454  Small    2555
## 91                          Kaikohe            State   2  269  Small     438
## 92                          Kaikohe            State   1  222  Small    1230
## 93                          Kaitaia State Integrated   2  211  Small     255
## 94                          Kaitaia            State   2  862  Small     265
## 95                          Kaitaia            State   1   66  Small      19
## 96                           Rawene            State   2   80  Small    1110
## 97                          Waimate State Integrated   3   57  Small    1293
## 98                             Kaeo            State   2  154  Small    2402
## 99                          Ahipara            State   3  241  Small    1963
## 100                       Northland            State   2   74  Small    1877
## 101              Far North District            State   3  151  Small     785
## 102                        Kohukohu            State   2   45  Small    1017
## 103                        Hokianga            State   1  135  Small     167
## 104                         Kaikohe            State   2  119  Small    1923
## 105                         Kaikohe            State   6   60  Small    1962
## 106                         Kaikohe            State   2   57  Small     166
## 107                         Kaikohe            State   3   27  Small     713
## 108                         Kaikohe            State   2   57  Small     727
## 109                         Kaikohe            State   1   62  Small     217
## 110                         Kaikohe            State   1   77  Small     287
## 111              Far North District            State   1   23  Small    1759
## 112                  Bay Of Islands            State   2  392  Small     292
## 113                         Okaihau            State   4  125  Small    1385
## 114                         Okaihau            State   1   24  Small     325
## 115                         Umawera            State   2   40  Small     427
## 116                     Matauri Bay            State   2   38  Small     679
## 117                           Tapui            State   2   35  Small     730
## 118                            Kaeo State Integrated   1   18  Small    1277
## 119                    Totara North            State   3   39  Small     276
## 120                        Herekino            State   2   61  Small    1739
## 121                        Pukepoto            State   2   77  Small    1927
## 122                         Kaitaia            State   1   63  Small     482
## 123                         Kaitaia            State   2  163  Small     424
## 124                           Peria            State   2   78  Small    1896
## 125                          Awanui            State   1  137  Small     354
## 126                         Kaitaia            State   3  159  Small     491
## 127                         Kaitaia            State   2   47  Small    1831
## 128                         Kaitaia            State   2   19  Small    2223
## 129                         Kaitaia            State   3   75  Small     795
## 130              Far North District            State   1   33  Small     812
## 131                         Kaitaia            State   2   24  Small     267
## 132                         Kaitaia            State   3   27  Small    2321
## 133                    Waipapakauri            State   3  117  Small     653
## 134                        Kohukohu            State   1   38  Small     530
## 135                        Hokianga            State   2   86  Small     970
## 136                        Mangonui            State   4   93  Small     402
## 137                       Pawarenga State Integrated   2   26  Small     511
## 138                       Mangawhai            State   6  285  Small     296
## 139                           Waipu            State   7  206  Small     281
## 140                    Maungaturoto            State   6  206  Small     561
## 141                    Maungaturoto          Private   6   39  Small    1732
## 142                          Ruawai            State   5  128  Small    2345
## 143                         Paparoa            State   4   72  Small     278
## 144                    Maungaturoto            State   6  528  Small     638
## 145                          Ruawai            State   5  171  Small     291
## 146                        Matakohe            State   1   27  Small    1232
## 147                        Matakohe            State   5   84  Small    2405
## 148                      Dargaville            State   5  603  Small     814
## 149                        Auckland            State   6  713  Small      94
## 150                        Auckland            State   8  618  Small     567
## 151                        Auckland            State   4  204  Small     254
## 152                        Auckland            State   4  248  Small    1003
## 153                        Auckland            State   3  246  Small    1190
## 154                        Auckland          Private   8  154  Small     912
## 155                        Auckland            State   4  296  Small    1187
## 156                        Auckland            State   5  540  Small     759
## 157                        Auckland            State   4  108  Small    1069
## 158                        Auckland State Integrated   6  225  Small    2260
## 159                        Auckland            State   5  143  Small    2375
## 160                        Auckland            State   4  334  Small    1432
## 161                        Auckland            State   3  145  Small     458
## 162                        Auckland            State   3  345  Small    2313
## 163                        Auckland            State   3  401  Small     915
## 164                        Auckland            State   6  400  Small     463
## 165                        Auckland            State   3  467  Small    1641
## 166                        Auckland            State   8 1002  Small    2442
## 167                        Auckland            State   8 1011  Small    2214
## 168                        Auckland            State   8  729  Small    1529
## 169                        Auckland            State  10  333  Small     616
## 170                        Auckland            State   9  528  Small     390
## 171                        Auckland            State  10  500  Small    1286
## 172                        Auckland            State   4  242  Small     543
## 173                        Auckland            State   5  294  Small     535
## 174                        Auckland            State   6  335  Small     563
## 175                        Auckland            State   3  544  Small    1723
## 176                        Auckland            State   3  393  Small     453
## 177                        Auckland State Integrated   5  751  Small    1383
## 178                        Auckland            State   6  386  Small    2408
## 179                        Auckland          Private   3   73  Small     518
## 180                        Auckland            State   5  369  Small    1041
## 181                        Auckland            State   2  435  Small     371
## 182                        Auckland            State   6 1183  Small     363
## 183                        Auckland            State   5  240  Small    1446
## 184                        Auckland          Private   9   83  Small     177
## 185                        Auckland            State   5  297  Small    2322
## 186                        Auckland            State   6  539  Small     611
## 187                        Auckland            State   1  255  Small     649
## 188                        Auckland            State   3  417  Small    2291
## 189                        Auckland            State   3  187  Small    2300
## 190                        Auckland            State   5  381  Small     391
## 191                        Auckland State Integrated   4  472  Small     476
## 192                        Auckland            State   2  505  Small     370
## 193                        Auckland            State   7  569  Small     490
## 194                        Auckland            State   4  447  Small     557
## 195                         Swanson            State   5  500  Small     456
## 196                        Auckland            State   7  585  Small    1186
## 197                        Auckland            State   4  349  Small     168
## 198                        Auckland            State   3  254  Small     297
## 199                        Auckland            State   5 2452 Mediam    1683
## 200                        Auckland            State   4  460  Small    2306
## 201                        Auckland            State   2  379  Small    2362
## 202                        Auckland            State   8  422  Small    1774
## 203                     Hobsonville            State   9  594  Small     528
## 204                        Auckland            State   9  684  Small     149
## 205                  Waitakere City State Integrated   7   20  Small    1290
## 206                        Auckland            State   3  466  Small     631
## 207                        Auckland            State  10  377  Small     420
## 208                        Auckland            State  10  652  Small    1835
## 209                        Auckland            State   9  388  Small     808
## 210                        Auckland            State  10  466  Small    1669
## 211                        Auckland            State   7  405  Small    2042
## 212                        Auckland            State   8  341  Small    1893
## 213                        Auckland            State   9 2065 Mediam    2353
## 214                        Auckland            State   9  140  Small    1736
## 215                        Auckland            State  10  310  Small     832
## 216                        Auckland            State  10  344  Small    2181
## 217                        Auckland State Integrated   9  978  Small     525
## 218                        Auckland State Integrated   9  341  Small     632
## 219                        Auckland            State   9  625  Small    1380
## 220                        Auckland            State   9  268  Small     204
## 221                        Auckland          Private  NA   25  Small    1356
## 222                        Auckland            State  10  306  Small    1670
## 223                        Auckland            State   9  373  Small    1885
## 224                        Auckland            State  10  299  Small     966
## 225                        Auckland            State  10  273  Small    2156
## 226                        Auckland            State   9   69  Small     322
## 227                        Auckland            State   4  327  Small     925
## 228                        Auckland            State   6  515  Small    1881
## 229                North Shore City            State   4  163  Small     504
## 230                        Auckland            State   5  291  Small    1720
## 231                     North Shore            State  10  349  Small    1427
## 232                        Auckland            State  10  360  Small     921
## 233                        Auckland            State   7  347  Small    1880
## 234                        Auckland            State   7  240  Small     715
## 235                        Auckland            State  10  531  Small     400
## 236                        Auckland State Integrated   2  135  Small    1887
## 237                        Auckland            State   9 1312  Small    2035
## 238                        Auckland State Integrated   7  401  Small     625
## 239                        Auckland            State   6  341  Small    2283
## 240                        Auckland            State   9   92  Small     904
## 241                        Auckland            State   9 2170 Mediam     401
## 242                        Auckland            State   9  594  Small     546
## 243                        Auckland            State   7  334  Small     763
## 244                        Auckland            State   6  542  Small    2111
## 245                        Auckland            State   6  370  Small    2204
## 246                        Auckland            State   6  329  Small     208
## 247                        Auckland            State   7  278  Small     708
## 248                        Auckland            State   6  383  Small     308
## 249                        Auckland            State   7  204  Small    1042
## 250                        Auckland            State  10  481  Small    1225
## 251                        Auckland            State  10  523  Small    1737
## 252                        Auckland            State  10  386  Small     259
## 253                        Auckland            State  10  379  Small    2503
## 254                        Auckland            State  10  844  Small     326
## 255                        Auckland            State  10 1069  Small    1289
## 256                        Auckland            State  10  483  Small     492
## 257                        Auckland State Integrated  10  310  Small    2259
## 258                        Auckland            State  10  419  Small     555
## 259                        Auckland            State  10  644  Small    1011
## 260                        Auckland            State  10  482  Small      14
## 261                     North Shore            State   9  226  Small       7
## 262                        Auckland            State  10  552  Small    1241
## 263                        Auckland            State  10   97  Small     586
## 264                        Auckland            State  10  204  Small    1339
## 265                        Auckland            State   4 1068  Small     362
## 266                        Auckland            State   3  132  Small     899
## 267                        Auckland            State   3  932  Small    1828
## 268                        Auckland            State   4  269  Small     366
## 269                        Auckland State Integrated   5   34  Small    1648
## 270                        Auckland          Private   9   95  Small     219
## 271                        Auckland            State  10  188  Small     310
## 272                        Auckland            State   7  453  Small     452
## 273                        Auckland          Private   8   85  Small     890
## 274                        Auckland            State   3  454  Small     407
## 275                        Auckland          Private   7   94  Small     408
## 276                        Auckland            State   4  957  Small     617
## 277                        Auckland            State   2  230  Small     872
## 278                        Auckland State Integrated   6  903  Small     512
## 279                        Auckland            State   3   23  Small     150
## 280                        Auckland            State   3 1105  Small     911
## 281                        Auckland            State   5  911  Small    1043
## 282                        Auckland            State   3  556  Small    1267
## 283                        Auckland            State   3   30  Small     898
## 284                        Auckland State Integrated   5  356  Small    1760
## 285                        Auckland            State   3   18  Small     321
## 286                        Auckland            State  10 1605  Small     888
## 287                        Auckland State Integrated  10  973  Small     922
## 288                        Auckland            State  10 1611  Small    2429
## 289                        Auckland State Integrated  10  119  Small     367
## 290                        Auckland State Integrated   9  172  Small    2282
## 291                        Auckland            State   6  896  Small     425
## 292                        Auckland            State   7  972  Small    2151
## 293                        Auckland            State   7  213  Small     430
## 294                        Auckland            State   1  114  Small    1632
## 295                        Auckland            State   5   46  Small    1776
## 296                        Auckland            State  10  912  Small    2557
## 297                        Auckland          Private  10  729  Small    1919
## 298                        Auckland          Private  10 1624  Small    2281
## 299                        Auckland          Private  NA   71  Small     148
## 300                        Auckland          Private  NA   39  Small     513
## 301                        Auckland            State  10 3022 Mediam     353
## 302                        Auckland            State  10  516  Small     360
## 303                      Silverdale State Integrated  10  288  Small    2427
## 304                        Auckland            State  10  248  Small     705
## 305                        Auckland            State  10  287  Small     520
## 306                      Dairy Flat            State  10  219  Small    1946
## 307                     Helensville            State   5  336  Small     917
## 308                     Helensville            State   7  650  Small     203
## 309                     Helensville          Private   7   44  Small     242
## 310                        Waimauku            State  10  624  Small    2254
## 311                        Auckland            State   8  252  Small     652
## 312                     Helensville            State   3  181  Small    1744
## 313                       Riverhead State Integrated   5   72  Small     417
## 314                     Kaukapakapa            State  10  218  Small     630
## 315                 Via Helensville            State  10   95  Small    1752
## 316                     Kaukapakapa            State   8  263  Small    1916
## 317                     Helensville            State   7   81  Small     550
## 318                     Helensville            State   7  141  Small    2238
## 319                       Wellsford            State   5  350  Small     196
## 320                       Wellsford            State   4  343  Small     895
## 321                       Warkworth            State   8  611  Small     532
## 322                  Hibiscus Coast            State  10  677  Small     796
## 323                           Orewa            State   8  320  Small    2355
## 324                           Orewa            State   8  214  Small    2311
## 325                           Orewa State Integrated  10  968  Small     725
## 326                       Red Beach            State   9  643  Small       5
## 327                    Whangaparaoa            State   8  453  Small     403
## 328                           Orewa            State   9 1696  Small    2406
## 329                    Whangaparaoa          Private  10  236  Small     590
## 330                    Stanmore Bay            State   9 1158  Small     357
## 331                       Wellsford            State   5   20  Small    1248
## 332                       Wellsford            State   7  120  Small    1472
## 333                         Kaiwaka            State   4   90  Small    2187
## 334                          Tapora            State   6   54  Small     579
## 335                          Ahuroa            State   7   22  Small     193
## 336                       Warkworth            State   9   84  Small    1777
## 337                       Warkworth            State   7   53  Small    2403
## 338                       Warkworth            State   5   62  Small     379
## 339                        Matakana            State   9  382  Small     642
## 340            Great Barrier Island            State   3   37  Small    2435
## 341                        Tryphena            State   3   26  Small      24
## 342                           Okiwi            State   6   15  Small     778
## 343                        Auckland            State  10  335  Small     369
## 344                        Auckland            State   6  377  Small    2032
## 345                        Auckland State Integrated   7  161  Small    1271
## 346                        Auckland            State   9  552  Small     282
## 347                        Auckland            State  10  349  Small    2034
## 348                        Auckland            State   7  303  Small    2421
## 349                        Auckland            State   7  258  Small     821
## 350                        Auckland            State   8  335  Small     466
## 351                        Auckland State Integrated   3  251  Small     262
## 352                        Auckland            State   6  222  Small     346
## 353                        Auckland            State   8  602  Small     560
## 354                        Auckland            State   8  946  Small    1146
## 355                        Auckland          Private   7   19  Small    2040
## 356                        Auckland            State   9 1975 Mediam     571
## 357                        Auckland            State   9  573  Small     965
## 358                        Auckland            State  10  356  Small    1601
## 359                        Auckland            State   8  223  Small     562
## 360                        Auckland            State   8  602  Small    1173
## 361                        Auckland State Integrated   8 1159  Small      63
## 362                        Auckland            State   9  633  Small    2154
## 363                        Auckland            State   9  753  Small     774
## 364                        Auckland            State   3   53  Small     805
## 365                        Auckland            State   6  377  Small     175
## 366                        Auckland            State  10  627  Small     244
## 367                        Auckland            State  10  609  Small     878
## 368                        Auckland            State   7  429  Small     156
## 369                        Auckland            State   5  558  Small     647
## 370                        Auckland            State   8  734  Small    1442
## 371                        Auckland State Integrated   7  757  Small     186
## 372                        Auckland State Integrated   7  289  Small     596
## 373                        Auckland            State   7 2315 Mediam    2460
## 374                        Auckland            State   6  166  Small     524
## 375                        Auckland            State   2  349  Small     517
## 376                        Auckland            State   4 2613 Mediam     712
## 377                        Auckland            State   3  479  Small     892
## 378                        Auckland            State   3  356  Small     897
## 379                        Auckland            State   2  568  Small     499
## 380                        Auckland            State   2  140  Small     587
## 381                        Auckland State Integrated   3  128  Small     608
## 382                        Auckland            State   3  305  Small    1253
## 383                        Auckland State Integrated   8  194  Small    1422
## 384                        Auckland            State   2  170  Small    1189
## 385                        Auckland            State   7 1821  Small     235
## 386                        Auckland            State   6  449  Small     527
## 387                        Auckland            State   2  244  Small     714
## 388                        Auckland State Integrated   6  195  Small    2180
## 389                        Auckland            State   4 2266 Mediam      70
## 390                        Auckland            State   4  779  Small     144
## 391                        Auckland            State   4  737  Small     170
## 392                        Auckland State Integrated   2  126  Small     710
## 393                        Auckland            State   6  398  Small    1550
## 394                        Auckland            State   3  207  Small    1008
## 395                        Auckland            State   1  159  Small     251
## 396                        Auckland            State   1  213  Small    1910
## 397                        Auckland            State   9  485  Small    1490
## 398                        Auckland            State   9  367  Small     639
## 399                        Auckland            State   5   60  Small    1895
## 400                        Auckland          Private  10  660  Small    2000
## 401                        Auckland            State  10  655  Small     302
## 402                        Auckland            State   9  922  Small     538
## 403                        Auckland            State  10  577  Small    1397
## 404                        Auckland State Integrated  10  259  Small    2078
## 405                        Auckland            State  10  486  Small     228
## 406                   Auckland City            State   5  212  Small     960
## 407                        Auckland            State   9  622  Small    2217
## 408                        Auckland            State  10  622  Small    1185
## 409                        Auckland          Private  10 1565  Small    2249
## 410                        Auckland            State   7  477  Small    1657
## 411                        Auckland            State  10  413  Small    1741
## 412                        Auckland            State   3  418  Small    2257
## 413                        Auckland            State   2  258  Small     580
## 414                        Auckland            State   4 1527  Small    1751
## 415                        Auckland            State   4  331  Small     484
## 416                        Auckland            State   3  339  Small     786
## 417                        Auckland            State   4  589  Small     766
## 418                        Auckland State Integrated   3  289  Small     192
## 419                        Auckland            State   2  217  Small     582
## 420                        Auckland            State   2  710  Small    2048
## 421                          Huapai            State   9  359  Small    2207
## 422                        Auckland            State   1  278  Small    2251
## 423                        Auckland State Integrated   2  314  Small     648
## 424                        Auckland            State   9  949  Small     902
## 425                        Auckland            State   9  607  Small    1257
## 426                        Auckland            State  10  434  Small     171
## 427                        Auckland            State   4  966  Small     195
## 428                        Auckland State Integrated  10  187  Small     577
## 429                        Auckland State Integrated   5   81  Small     807
## 430                        Auckland            State  10  605  Small    1421
## 431                        Auckland          Private   6   41  Small    1753
## 432                        Auckland            State   1  269  Small     576
## 433                        Auckland            State   1  139  Small    1000
## 434                        Auckland State Integrated   9  229  Small     637
## 435                        Auckland            State   1  199  Small    2333
## 436                        Auckland            State   1  432  Small    2005
## 437                        Auckland            State   1  227  Small    2155
## 438                        Auckland State Integrated   8 1080  Small    1252
## 439                        Auckland            State   5  163  Small     881
## 440                        Auckland State Integrated   2  136  Small     489
## 441                        Auckland State Integrated   1  152  Small    2211
## 442                  Waiheke Island            State   6  386  Small     558
## 443                  Waiheke Island            State   6  402  Small     920
## 444                        Auckland          Private   9  242  Small    2360
## 445                          Bombay            State   9  331  Small    2130
## 446                       Wellsford          Private   5   34  Small    1617
## 447                    Snells Beach State Integrated   8  109  Small    2036
## 448                       Warkworth            State   8 1095  Small    2183
## 449                        Pukekohe            State   4  145  Small    2200
## 450                  South Auckland          Private  NA  130  Small     461
## 451                        Pukekohe            State   6 1574  Small    1715
## 452                        Pukekohe            State   6  624  Small     405
## 453                        Auckland            State   1  768  Small    1494
## 454                      Silverdale            State   9  166  Small    1719
## 455                  South Auckland            State   5   17  Small    2305
## 456                          Tuakau            State   4  730  Small     397
## 457                        Pukekohe            State   8  381  Small     565
## 458                          Waiuku            State   7  796  Small     873
## 459                        Pukekohe State Integrated   2  342  Small    2215
## 460                        Auckland          Private   7  311  Small    2550
## 461                        Auckland          Private  10  488  Small     256
## 462                        Auckland          Private  NA   26  Small     485
## 463                        Auckland State Integrated   7  787  Small     260
## 464                        Auckland            State   5 1328  Small    1287
## 465                        Auckland          Private  NA  135  Small     250
## 466                        Auckland          Private  10  553  Small     549
## 467                        Auckland            State  10 2417 Mediam    1180
## 468                        Auckland            State   1   14  Small     776
## 469                        Auckland          Private   9  109  Small     377
## 470                        Auckland          Private  NA    9  Small    2115
## 471                        Auckland State Integrated   4  104  Small    1740
## 472                        Auckland State Integrated   7  214  Small     410
## 473                        Auckland            State  10  430  Small     568
## 474                        Auckland State Integrated   5  117  Small    1642
## 475                        Auckland          Private  10 1456  Small    1088
## 476                        Auckland State Integrated   3  735  Small    2461
## 477                        Auckland          Private  NA   45  Small     191
## 478                        Auckland State Integrated  10  226  Small     609
## 479                        Auckland            State   1   24  Small    2157
## 480                        Auckland          Private   8  311  Small     496
## 481                        Auckland            State   3   91  Small    1766
## 482                        Auckland State Integrated   9  951  Small    1264
## 483                        Auckland          Private  10  346  Small    1806
## 484                        Auckland          Private   4  509  Small     165
## 485                        Auckland          Private  10  483  Small     206
## 486                        Auckland State Integrated   9  403  Small     210
## 487                        Auckland State Integrated   6  240  Small     522
## 488                        Auckland          Private  10   60  Small    2186
## 489                        Auckland            State   4  493  Small      86
## 490                        Auckland            State   3  732  Small     758
## 491                        Auckland          Private  10  945  Small     879
## 492                        Auckland State Integrated   1  642  Small    1014
## 493                        Auckland            State   2  133  Small    2184
## 494                        Auckland            State   1 1402  Small     200
## 495                        Auckland            State   2  423  Small    2140
## 496                        Auckland            State   1  469  Small    1268
## 497                        Auckland          Private   8 1369  Small      27
## 498                        Auckland            State  10  446  Small     578
## 499                        Auckland            State   8  534  Small    1681
## 500                        Auckland            State   3  175  Small    1870
## 501                        Auckland            State   1  278  Small     779
## 502                        Auckland            State   1  162  Small       3
## 503                        Auckland            State   1  196  Small     510
## 504                        Auckland            State   1  673  Small    1107
## 505                        Auckland            State   2   46  Small      90
## 506                        Auckland          Private  10   24  Small     274
## 507                        Auckland            State   3  142  Small     541
## 508                        Auckland State Integrated   3  276  Small     272
## 509                        Auckland            State   4  193  Small     327
## 510                        Auckland            State  10  455  Small    1748
## 511                        Auckland            State   4  919  Small    2191
## 512                        Auckland            State   6  620  Small    1676
## 513                        Auckland            State   5  603  Small     772
## 514                        Auckland            State   4  390  Small    2243
## 515                        Auckland            State   7  102  Small    2269
## 516                        Auckland            State   3  284  Small     955
## 517                        Auckland            State  10  536  Small    2220
## 518                        Auckland            State   9  759  Small     386
## 519                        Auckland            State  10  316  Small     640
## 520                        Auckland            State   8  600  Small    1643
## 521                        Auckland            State   8 2037 Mediam    1709
## 522                        Auckland            State   9  466  Small    2225
## 523                        Auckland            State   1   40  Small    2534
## 524                        Auckland State Integrated   9  537  Small     566
## 525                        Auckland            State  10  693  Small     581
## 526                        Auckland            State   8  312  Small     194
## 527                        Auckland            State  10  531  Small     610
## 528                        Auckland            State   9  714  Small     498
## 529                        Auckland            State  10  420  Small    1787
## 530                        Auckland            State  10  927  Small    2188
## 531                        Auckland          Private   9   14  Small     570
## 532                        Auckland            State  10  582  Small    1296
## 533                        Auckland            State  10 1327  Small    1111
## 534                        Auckland          Private  NA  118  Small    1883
## 535                        Auckland            State   9  772  Small     575
## 536                        Auckland            State  10  437  Small     969
## 537                  Maraetai Beach            State  10  273  Small    1175
## 538                        Auckland            State   2  516  Small    2190
## 539                        Auckland            State   2  424  Small     624
## 540                        Auckland            State   2  277  Small    2376
## 541                        Auckland            State   1  454  Small       9
## 542                        Auckland            State   1  251  Small      25
## 543                        Auckland            State   1  776  Small     536
## 544                        Auckland            State   6  394  Small     931
## 545                        Auckland            State   1  375  Small    1867
## 546                        Auckland            State   2  655  Small    1004
## 547                        Auckland            State   1  165  Small    1967
## 548                        Auckland            State   1  411  Small     181
## 549                        Auckland            State   1  481  Small     426
## 550                        Auckland            State   2  586  Small    2232
## 551                        Auckland            State   1  154  Small    2316
## 552                        Auckland            State   1  424  Small     605
## 553                        Auckland          Private  NA   53  Small     436
## 554                        Auckland            State   1  420  Small     473
## 555                        Auckland            State   1  641  Small     583
## 556                  South Auckland State Integrated   1  334  Small     780
## 557                        Auckland            State   3  732  Small     874
## 558                        Auckland            State   1  492  Small     368
## 559                        Auckland            State   1   96  Small    1281
## 560                        Auckland            State   1  552  Small    1616
## 561                        Auckland            State   3  910  Small    2459
## 562                        Auckland            State   2  548  Small    1913
## 563                        Auckland            State   3  772  Small    1765
## 564                        Auckland            State   1  196  Small    2236
## 565                        Auckland            State   3  485  Small     539
## 566                        Auckland            State   1  448  Small     552
## 567                        Auckland            State   1  851  Small     495
## 568                        Auckland            State   6  475  Small     957
## 569                        Auckland            State   2  310  Small    1548
## 570                        Auckland            State   2  444  Small    1842
## 571                        Auckland            State   3  551  Small      60
## 572                        Auckland            State   2  330  Small     202
## 573                        Auckland            State   1  315  Small    2222
## 574                        Auckland            State   2  337  Small    2276
## 575                        Auckland            State   1  441  Small     529
## 576                        Auckland            State   1  499  Small     554
## 577                        Auckland            State   1  500  Small     962
## 578                        Auckland            State   2  457  Small    2031
## 579                        Auckland            State   3  570  Small     258
## 580                        Auckland            State   7  511  Small    1649
## 581                    Manukau City            State  10  448  Small     412
## 582                        Papakura            State   2  505  Small     761
## 583                        Papakura            State   1  430  Small     188
## 584                        Auckland            State   1  254  Small     589
## 585                        Auckland            State   5  383  Small     792
## 586                        Auckland            State   3  635  Small    2069
## 587                        Auckland            State   7  534  Small     903
## 588                        Auckland            State   1  396  Small    1169
## 589                           Drury            State   8  417  Small    1661
## 590                        Auckland            State   5  575  Small     411
## 591                        Auckland            State   1  146  Small    2301
## 592                        Auckland            State   4  324  Small    1735
## 593                        Papakura            State   3  107  Small    2271
## 594                        Papakura State Integrated   4  346  Small     548
## 595                        Pukekohe            State   5  110  Small     997
## 596                        Pukekohe            State   6  539  Small     928
## 597                        Pukekohe            State   1  279  Small     809
## 598                        Pukekohe State Integrated   7  352  Small    1013
## 599                          Tuakau            State   5  221  Small    1961
## 600                          Tuakau            State   2  146  Small    2093
## 601                          Waiuku            State   7  323  Small     880
## 602                          Waiuku            State   5  189  Small     211
## 603                          Waiuku            State   7  320  Small     719
## 604                        Auckland          Private   4  103  Small    1378
## 605                        Auckland            State   6  433  Small     967
## 606                        Auckland          Private  10 1663  Small     486
## 607                    Manukau City            State   1  260  Small    1278
## 608                        Auckland State Integrated   9  534  Small     443
## 609                        Auckland            State   1  472  Small    1070
## 610                        Auckland            State   1  447  Small      74
## 611                    Manukau City State Integrated   8  744  Small     163
## 612                        Auckland            State   8  370  Small     238
## 613                        Auckland State Integrated   8  273  Small     164
## 614                        Auckland            State  10 1940 Mediam    1905
## 615                        Auckland            State  10 2476 Mediam    1915
## 616                        Auckland            State  10  780  Small     735
## 617                        Auckland            State   8  622  Small     887
## 618                        Auckland            State  10  349  Small     393
## 619                          Tuakau            State   1   33  Small     588
## 620                        Auckland          Private  NA   13  Small    2205
## 621                        Auckland State Integrated   2  282  Small       8
## 622                        Auckland            State   4  350  Small    1860
## 623                        Auckland          Private  NA   78  Small     544
## 624                        Auckland State Integrated   2  439  Small      30
## 625                        Auckland            State   1  658  Small     176
## 626                        Auckland            State   1 1731  Small    1233
## 627                        Auckland            State   2  226  Small    1853
## 628                        Auckland          Private   3   64  Small     112
## 629                        Auckland            State   2 1326  Small    1580
## 630                        Auckland State Integrated   2  588  Small    2431
## 631                        Auckland            State   2  711  Small     514
## 632                        Auckland            State   4  689  Small     767
## 633                        Auckland            State   3 1786  Small     209
## 634                        Auckland State Integrated   2  306  Small     986
## 635                        Auckland            State   1  174  Small    1652
## 636                        Auckland            State   1  353  Small     178
## 637                        Auckland            State   3  498  Small     252
## 638                        Auckland State Integrated   1  901  Small     442
## 639                        Auckland            State   1  519  Small     757
## 640                        Auckland            State   1  449  Small     794
## 641                        Auckland            State   1  256  Small    2230
## 642                        Auckland            State   1  567  Small    2242
## 643                        Auckland State Integrated   1  300  Small    1234
## 644                        Auckland            State   1  142  Small     248
## 645                        Auckland            State   1 1097  Small     585
## 646                        Auckland            State   1   18  Small    1483
## 647                        Auckland State Integrated   2  540  Small    1804
## 648                        Auckland            State   1  503  Small     339
## 649                        Auckland            State   1  742  Small    1808
## 650                        Auckland            State   1   73  Small    2068
## 651                        Auckland            State   1   28  Small    2325
## 652                        Auckland            State   1  592  Small      59
## 653                        Auckland            State   3  930  Small     190
## 654                        Auckland            State   3   42  Small     457
## 655                        Auckland            State   1   26  Small    1246
## 656                        Auckland            State   3  365  Small    1724
## 657                         Manukau            State   1 1289  Small    1849
## 658                        Auckland          Private  NA  127  Small     201
## 659                        Auckland            State   2 2005 Mediam     253
## 660                        Auckland            State   9  212  Small    1254
## 661                        Auckland            State   1  149  Small    2142
## 662                        Auckland            State   2 1200  Small     207
## 663                        Auckland            State   1  126  Small     344
## 664                        Papakura            State   6 1749  Small     365
## 665                        Auckland State Integrated   2   74  Small    1292
## 666                        Auckland            State   1  246  Small     935
## 667                          Waiuku            State   5  123  Small    1179
## 668                          Pokeno            State   7   81  Small    1696
## 669                          Pokeno            State   4   67  Small    1968
## 670                          Pokeno            State   4  160  Small    2499
## 671                          Pokeno            State   5   55  Small     545
## 672                      Mangatangi            State   6  107  Small     815
## 673                          Mercer            State   2   22  Small    1973
## 674                        Meremere            State   1   38  Small    2041
## 675                       Alfriston            State   9  316  Small    2146
## 676                        Auckland            State   8  106  Small    1906
## 677                           Drury            State  10  132  Small     223
## 678                           Drury            State   8  156  Small    1491
## 679                          Karaka          Private  10  961  Small    1903
## 680                        Papakura            State   8  201  Small    2132
## 681                        Auckland            State   9  217  Small    1355
## 682                        Auckland            State   6  323  Small     245
## 683                        Papakura            State   7  107  Small     612
## 684                        Papakura            State  10   32  Small     180
## 685                        Papakura            State   4   31  Small     703
## 686                        Pukekohe            State   8  225  Small    1434
## 687                        Pukekohe            State   9  167  Small    2358
## 688                           Mauku            State   6   81  Small    1143
## 689                        Pukekohe            State   5  167  Small      89
## 690                       Patumahoe            State   8  273  Small     398
## 691                        Pukekohe            State   9  337  Small     947
## 692                          Waiuku            State   8  196  Small    1139
## 693                          Waiuku            State   8  175  Small    2296
## 694                          Waiuku            State   8   89  Small    2332
## 695                          Waiuku            State   8  125  Small     999
## 696                          Waiuku            State   8  143  Small     656
## 697                          Tuakau            State   3   59  Small     961
## 698               Franklin District            State   1   36  Small    1391
## 699                          Tuakau            State   6   23  Small    1708
## 700                          Tuakau            State   8  150  Small    1889
## 701                          Tuakau            State   7  198  Small    1917
## 702                      Coromandel            State   2   42  Small    2373
## 703                         Rotorua            State   3  369  Small     232
## 704                         Rotorua            State   4  321  Small    1390
## 705                         Rotorua            State   9  601  Small    2430
## 706                         Rotorua            State   5  348  Small    2531
## 707                         Rotorua            State   3  332  Small     421
## 708                         Rotorua            State   4  651  Small    1235
## 709                         Rotorua State Integrated   3   33  Small    2314
## 710                         Rotorua            State   2  526  Small     284
## 711                         Rotorua            State   2   34  Small     358
## 712                         Rotorua            State   9  536  Small     378
## 713                         Rotorua            State   4 1002  Small     762
## 714                         Rotorua            State   2  530  Small    1081
## 715                         Rotorua            State   4  663  Small    1172
## 716                         Rotorua            State   2  346  Small    2444
## 717                         Rotorua            State   3  165  Small    2548
## 718                         Rotorua            State   2  218  Small     760
## 719                         Rotorua State Integrated   5  405  Small    1238
## 720                         Rotorua            State   1  145  Small    1282
## 721                         Rotorua            State   2  143  Small    1734
## 722                         Rotorua            State   3  198  Small     882
## 723                         Rotorua            State   4 1229  Small     636
## 724                         Rotorua            State   3  323  Small    1733
## 725                         Rotorua            State   5  578  Small     598
## 726                         Rotorua            State   2  128  Small    1519
## 727                         Rotorua State Integrated   7  990  Small    1664
## 728                         Rotorua            State   3  320  Small    1701
## 729                         Rotorua            State   1   33  Small     319
## 730                         Rotorua            State   4  961  Small     622
## 731                         Rotorua            State   1   33  Small     197
## 732                       Te Whaiti            State   1   44  Small     231
## 733                         Rotorua            State   2  145  Small     347
## 734                         Rotorua State Integrated   3  148  Small     375
## 735                     Via Rotorua            State   6  399  Small     618
## 736                         Reporoa            State   8  113  Small    1692
## 737                        Murupara            State   1  249  Small    1866
## 738                     Via Rotorua            State   1   91  Small    1979
## 739                        Murupara            State   1  136  Small     706
## 740                         Rotorua            State   1   76  Small    1837
## 741                Rotorua District            State   9  204  Small    2139
## 742                     Via Rotorua            State   1   69  Small     233
## 743                         Rotorua            State   6   94  Small     819
## 744                         Rotorua            State   4   58  Small    1259
## 745                         Rotorua            State   5  186  Small    1612
## 746                Rotorua District            State   2   98  Small    2380
## 747                Rotorua District            State   3   96  Small     483
## 748                Rotorua District            State   3   60  Small     594
## 749                         Rotorua            State   9   63  Small     716
## 750                         Rotorua            State  10   84  Small    1871
## 751                        Atiamuri            State   6   32  Small     162
## 752                     Via Rotorua            State   5   51  Small    2121
## 753                        Murupara            State   5  108  Small     216
## 754                         Reporoa            State   9   76  Small     775
## 755                         Reporoa            State   7   51  Small    1441
## 756                        Tauranga            State   5  301  Small    1704
## 757                        Tauranga            State   8  385  Small     320
## 758                        Tauranga            State  10  464  Small    1805
## 759                        Tauranga            State   7  829  Small     459
## 760                        Tauranga            State   9  355  Small     850
## 761                        Tauranga            State   7  418  Small     212
## 762                        Tauranga            State   2  356  Small     218
## 763                        Tauranga            State   6  655  Small     239
## 764                        Tauranga            State   4   54  Small    2067
## 765                        Tauranga            State   1  162  Small    1227
## 766                        Tauranga            State   6  506  Small     416
## 767                        Tauranga State Integrated   9  390  Small    1970
## 768                        Tauranga            State   6 1563  Small    2229
## 769                        Tauranga            State   6 1619  Small    2277
## 770                        Tauranga            State   4  208  Small    2536
## 771                        Omokoroa            State   9  148  Small     574
## 772                    Mt Maunganui            State   2  451  Small     691
## 773                    Mt Maunganui            State   5 1329  Small    1255
## 774                    Mt Maunganui            State   5  545  Small    1872
## 775                    Mt Maunganui            State   7  344  Small    2131
## 776                    Mt Maunganui            State   6  480  Small     307
## 777                    Mt Maunganui State Integrated   7  182  Small     998
## 778                         Papamoa            State   6  559  Small    1037
## 779                         Te Puke            State   5  456  Small    1640
## 780                         Te Puke            State   4  430  Small    1761
## 781                         Te Puke            State   3  271  Small    2420
## 782                       Whakatane            State   5  313  Small     174
## 783                       Edgecumbe            State   2  187  Small     343
## 784                       Whakatane          Private   8   77  Small     350
## 785                       Whakatane            State   5 1019  Small    1288
## 786                       Whakatane            State   4  509  Small    1430
## 787                       Whakatane            State   9  247  Small    1836
## 788                         Opotiki            State   1  228  Small     160
## 789                         Opotiki            State   1  277  Small     243
## 790                         Opotiki State Integrated   2  195  Small     556
## 791                        Taneatua            State   1  201  Small     876
## 792                         Kawerau            State   1  417  Small    1370
## 793                         Kawerau            State   1   10  Small    1593
## 794                         Kawerau            State   2  385  Small     169
## 795                        Katikati            State   6  943  Small    1768
## 796                        Katikati            State   5  582  Small     707
## 797                        Tauranga            State   5 1168  Small    1767
## 798                     Whakamarama            State   3   20  Small     415
## 799                        Tauranga          Private   8   42  Small     445
## 800                        Tauranga            State   2  311  Small    1258
## 801                        Tauranga State Integrated  10 1475  Small    1802
## 802                      Windermere            State   1   25  Small     572
## 803                        Tauranga            State   8 1888 Mediam       6
## 804                        Tauranga            State   4  220  Small     246
## 805                        Tauranga            State   7  545  Small    1090
## 806                        Tauranga State Integrated   8   91  Small    1678
## 807                        Tauranga            State   5  500  Small     227
## 808                        Tauranga            State   7  709  Small    1443
## 809                        Tauranga            State   4  409  Small    1892
## 810                        Tauranga State Integrated   8  137  Small    2289
## 811                         Te Puke            State   2   40  Small    1244
## 812                         Te Puke            State   5  937  Small    1907
## 813                         Ruatoki            State   1  173  Small      23
## 814                       Whakatane            State   4  880  Small     592
## 815                        Kopeopeo            State   3  375  Small     601
## 816                       Whakatane            State   2  313  Small     682
## 817                       Whakatane State Integrated   6  259  Small     724
## 818                       Whakatane State Integrated   5   41  Small    1142
## 819                       Edgecumbe            State   3  347  Small    1793
## 820                         Opotiki            State   2   34  Small     704
## 821                         Opotiki            State   1  554  Small    1942
## 822                          Torere            State   1   30  Small     323
## 823                         Te Teko            State   1  151  Small     603
## 824                         Kawerau            State   1   91  Small     728
## 825                         Kawerau            State   1  136  Small    1082
## 826                         Kawerau            State   1  159  Small    1389
## 827                         Kawerau            State   1  230  Small    1453
## 828                        Tauranga            State   7   78  Small    2288
## 829                        Tauranga            State   9  281  Small    2309
## 830                        Tauranga            State  10  235  Small     886
## 831                 Matakana Island            State   3   38  Small    1554
## 832                        Tauranga State Integrated   9  699  Small       1
## 833                        Tauranga            State   9  154  Small    1716
## 834                         Pyes Pa            State   9  176  Small    2133
## 835                        Tauranga            State   3   70  Small    1437
## 836                        Tauranga            State   3   45  Small     519
## 837                        Tauranga            State   8  190  Small     675
## 838                         Te Puna            State   8  262  Small    1729
## 839                     Whakamarama            State   8   48  Small    1876
## 840                        Katikati          Private   9   75  Small    1911
## 841  Western Bay Of Plenty District            State   5   37  Small     573
## 842                         Te Puke            State   5  270  Small    1127
## 843           Western Bay Of Plenty            State   3   56  Small    1497
## 844                         Te Puke            State   6   66  Small     423
## 845                         Te Puke            State   5   85  Small    1364
## 846                          Maketu            State   2   99  Small    1786
## 847                       Paengaroa            State   4  215  Small     782
## 848                       Whakatane            State   2  297  Small     816
## 849                       Whakatane            State   3   19  Small     891
## 850                       Whakatane            State   6  342  Small     526
## 851                       Whakatane            State   1   58  Small     916
## 852              Whakatane District            State   1   49  Small    1914
## 853              Whakatane District            State   6  254  Small     460
## 854                       Whakatane            State   5  101  Small     480
## 855                       Whakatane            State   6   20  Small     800
## 856                          Matata            State   5   76  Small    1392
## 857                          Matata State Integrated   2   27  Small    2210
## 858              Whakatane District            State   4   64  Small    2227
## 859                         Waimana            State   1   10  Small      57
## 860                         Waimana            State   1  116  Small     215
## 861                Opotiki District            State   1   57  Small     257
## 862                Opotiki District            State   1   41  Small     569
## 863                         Opotiki            State   2   51  Small    1295
## 864                         Opotiki            State   3   74  Small    1481
## 865                Opotiki District            State   3  167  Small    1086
## 866                       Hicks Bay            State   1   34  Small    1864
## 867                         Opotiki            State   1   37  Small    2290
## 868                         Opotiki            State   1   83  Small    2326
## 869                         Opotiki            State   1  107  Small     913
## 870                         Opotiki            State   1   32  Small    2318
## 871                        Hamilton            State   1  299  Small     949
## 872                        Hamilton            State   4  621  Small    1428
## 873                        Hamilton            State   2  485  Small    1631
## 874                        Hamilton            State   6  430  Small    1875
## 875                        Hamilton State Integrated   8  233  Small     222
## 876                        Hamilton            State   4  334  Small     634
## 877                        Hamilton            State   3  110  Small     382
## 878                        Hamilton            State   3  541  Small    1841
## 879                        Hamilton            State   6  464  Small    2152
## 880                        Hamilton            State   4  406  Small    2341
## 881                        Hamilton            State   5  494  Small    1045
## 882                        Hamilton            State   4  354  Small    1444
## 883                        Hamilton            State   2  242  Small    1599
## 884                        Hamilton State Integrated   4  140  Small     348
## 885                        Hamilton            State   1  275  Small    1109
## 886                        Hamilton State Integrated   8  319  Small    1231
## 887                        Hamilton            State   6  399  Small    1363
## 888                        Hamilton            State   9  610  Small    1547
## 889                        Hamilton            State   4  287  Small    1684
## 890                        Hamilton            State   5  624  Small    2104
## 891                        Hamilton            State   7  313  Small     948
## 892                        Hamilton          Private   5  535  Small    1251
## 893                        Hamilton            State   8 1753  Small    1691
## 894                        Hamilton            State   6 1448  Small    2270
## 895                        Hamilton            State   4  585  Small     756
## 896                        Hamilton            State   5  132  Small    1822
## 897                        Hamilton            State   5  535  Small    2266
## 898                        Hamilton          Private  10  612  Small    2334
## 899                        Hamilton State Integrated  10  632  Small     643
## 900                        Hamilton            State   3   89  Small    2500
## 901                        Hamilton            State   4  212  Small     224
## 902                        Hamilton            State   8  502  Small     871
## 903                        Hamilton State Integrated   6  415  Small    1285
## 904                        Hamilton            State   6  656  Small    1379
## 905                        Hamilton            State   4 1705  Small    2436
## 906                        Hamilton            State   1   25  Small    1284
## 907                        Hamilton            State   3  247  Small    1695
## 908                        Hamilton          Private  NA   12  Small     185
## 909                        Hamilton State Integrated   7  119  Small     848
## 910                        Hamilton            State   4   97  Small    1085
## 911                        Hamilton State Integrated   7  615  Small    1216
## 912                        Hamilton State Integrated   7  833  Small    1365
## 913                        Hamilton            State   2  308  Small     155
## 914                        Hamilton            State   4 1133  Small    1663
## 915                        Hamilton            State   5  788  Small    2265
## 916                        Hamilton            State   1  312  Small    1679
## 917                        Hamilton            State  10  596  Small     173
## 918                        Rototuna State Integrated   7  133  Small    1886
## 919                        Hamilton            State   8 1507  Small    2002
## 920                        Hamilton            State   9  491  Small    2393
## 921                        Hamilton State Integrated   7  666  Small    2134
## 922                        Hamilton          Private  10  610  Small    2248
## 923                        Hamilton            State   1  162  Small     230
## 924                        Hamilton            State   5   84  Small    1359
## 925                         Tokoroa            State  10  677  Small    1084
## 926                        Hamilton            State   3  190  Small      31
## 927                         Matangi            State  10   63  Small     372
## 928                          Raglan            State   4  410  Small     418
## 929                          Te Uku            State   5  139  Small     944
## 930                        Hamilton            State   8  184  Small    1423
## 931                        Hamilton          Private   9  437  Small     303
## 932                   Horsham Downs            State  10  206  Small    2255
## 933                        Hamilton            State   8  250  Small    2279
## 934                        Hamilton State Integrated   7   63  Small     305
## 935                        Hamilton            State  10  376  Small     889
## 936                        Newstead            State  10  102  Small    1108
## 937                        Hamilton            State   7   93  Small    1908
## 938                        Hamilton            State   9  140  Small    1921
## 939                        Hamilton            State   3  183  Small    1755
## 940                       Te Kowhai            State  10  261  Small    1838
## 941                       Rotokauri            State   3  137  Small     138
## 942                        Hamilton            State   8  179  Small    1672
## 943                        Hamilton            State   7   75  Small    2292
## 944                        Hamilton            State   6  289  Small     516
## 945                          Raglan            State   6   34  Small    1475
## 946                          Raglan            State   5   82  Small    1242
## 947                    Morrinsville            State   5  367  Small    2044
## 948                    Morrinsville            State   5  302  Small     621
## 949                    Morrinsville            State   4  307  Small    2392
## 950                    Morrinsville State Integrated   8  191  Small     829
## 951                          Waitoa            State   3   28  Small    1523
## 952                        Te Aroha State Integrated   5  104  Small    1843
## 953                        Te Aroha            State   5  248  Small    2523
## 954                        Te Aroha            State   3  148  Small    1581
## 955                           Taupo            State   8  450  Small    1667
## 956                           Taupo State Integrated   6  101  Small    1862
## 957                           Taupo            State   2  423  Small    2029
## 958                           Taupo State Integrated   7  230  Small     597
## 959                           Taupo            State   3  170  Small     993
## 960                           Taupo            State   6  515  Small    1274
## 961                           Taupo            State   5  365  Small    2391
## 962                           Taupo            State   8  420  Small     247
## 963                           Taupo            State   5  241  Small     422
## 964                         Turangi            State   2  223  Small     501
## 965                         Turangi            State   2  550  Small    1451
## 966                    Morrinsville            State   6  680  Small    1549
## 967                        Te Aroha            State   4  404  Small    1559
## 968                           Taupo            State   2   99  Small    1613
## 969                           Taupo            State   5  440  Small      84
## 970                           Taupo            State   7  924  Small     540
## 971                    Morrinsville            State   8   30  Small     789
## 972                        Kiwitahi            State  10   36  Small    1815
## 973                    Morrinsville            State   7   39  Small    2071
## 974                    Morrinsville            State   7   93  Small    2263
## 975                          Tahuna            State   6   46  Small     508
## 976                        Tatuanui            State   9  112  Small    1009
## 977                          Tauhei            State   7   63  Small    1703
## 978                      Waitahanui            State   2   12  Small     885
## 979                      Rangitaiki            State   4   15  Small    2454
## 980                          Waitoa            State   7   63  Small     225
## 981                         Turangi            State   5   37  Small     537
## 982         Matamata-Piako District            State   6   79  Small     613
## 983                        Te Aroha            State   7  160  Small     690
## 984                        Matamata            State   3  212  Small    1807
## 985                        Matamata State Integrated   6   93  Small    2418
## 986                        Matamata            State   6  388  Small    2192
## 987                           Tirau            State   5   80  Small     781
## 988                        Putaruru State Integrated   4  189  Small    2450
## 989                        Putaruru            State   1   79  Small     842
## 990                         Tokoroa            State   4  184  Small    1634
## 991                         Tokoroa            State   3  149  Small    2361
## 992                         Tokoroa            State   2  178  Small      91
## 993                         Tokoroa            State   1  279  Small     268
## 994                         Tokoroa            State   1   54  Small     432
## 995                         Tokoroa            State   2  172  Small    1044
## 996                         Tokoroa            State   1  105  Small    1646
## 997                         Tokoroa            State   4  411  Small    2144
## 998                       Cambridge            State   7  336  Small     220
## 999                       Cambridge            State   9  366  Small    2378
## 1000                      Cambridge            State   8  499  Small      11
## 1001                      Cambridge            State   8  205  Small    1131
## 1002                      Cambridge State Integrated   9  162  Small    1700
## 1003                       Matamata            State   6  836  Small    2185
## 1004                       Matamata            State   6  436  Small    2568
## 1005                       Matamata State Integrated   3   27  Small    1068
## 1006                         Waitoa            State   1   57  Small    1106
## 1007                        Waharoa            State   1   47  Small    1609
## 1008                       Putaruru            State   3  524  Small    2060
## 1009                       Putaruru            State   2  276  Small    2535
## 1010                        Tokoroa State Integrated   4   47  Small     316
## 1011                        Tokoroa            State   3  641  Small     838
## 1012                        Tokoroa            State   1   85  Small    1270
## 1013                        Tokoroa            State   2  407  Small    1371
## 1014                        Tokoroa            State   2  464  Small    1869
## 1015                      Mangakino            State   1  135  Small     940
## 1016                      Cambridge            State   9 1187  Small    1532
## 1017                      Cambridge          Private  10 1018  Small     607
## 1018                        Hinuera            State   8  148  Small    1682
## 1019                       Matamata            State   9   28  Small    1909
## 1020                        Waharoa            State   8   66  Small    2197
## 1021                         Walton            State   9  107  Small    2397
## 1022                       Putaruru            State   8  118  Small     404
## 1023                       Putaruru            State   7   86  Small     817
## 1024                          Tirau            State   6   90  Small    1868
## 1025                      Mangakino            State   8   88  Small    2308
## 1026                      Mangakino            State   3  119  Small     349
## 1027                      Cambridge            State   9  241  Small     413
## 1028                      Cambridge            State  10  194  Small    1300
## 1029                      Cambridge            State   3   38  Small    1433
## 1030                      Cambridge            State  10   63  Small    1851
## 1031                      Cambridge            State  10   38  Small    2128
## 1032                      Cambridge            State   9  111  Small     641
## 1033                      Cambridge            State   9   63  Small    1469
## 1034                      Cambridge            State  10   25  Small    1482
## 1035                      Cambridge            State  10   24  Small    1666
## 1036                         Thames            State   5  114  Small    2178
## 1037                         Thames            State   6  336  Small      64
## 1038                         Thames State Integrated   7   86  Small     187
## 1039                         Thames            State   3  164  Small     198
## 1040                         Tairua            State   7  102  Small     584
## 1041                      Whitianga            State   6  759  Small     853
## 1042                         Thames            State   6  647  Small    1136
## 1043                         Ngatea            State   6  615  Small    1920
## 1044                 Hauraki Plains            State   6  269  Small      83
## 1045                     Coromandel            State   3  304  Small    1812
## 1046                         Thames            State   7   39  Small    2532
## 1047                         Thames            State   7  135  Small     311
## 1048                   Thames Coast            State   4   28  Small    2017
## 1049                        Te Puru            State   6  181  Small    2206
## 1050                         Thames            State   7   70  Small     351
## 1051                         Thames            State   9   64  Small     542
## 1052                  Thames Valley            State   7   31  Small    2449
## 1053                         Hikuai            State   9   81  Small     933
## 1054                     Te Rerenga            State   5   76  Small    1301
## 1055                    Kennedy Bay            State   2   19  Small    1399
## 1056                       Colville            State   4   35  Small    1521
## 1057                      Whitianga            State   6   41  Small    1557
## 1058                      Whitianga            State   8  131  Small     737
## 1059                         Paeroa            State   3   42  Small    1269
## 1060                         Paeroa            State   2  137  Small    1455
## 1061                         Paeroa            State   1  129  Small    1467
## 1062                         Paeroa State Integrated   4   63  Small    1780
## 1063                          Waihi State Integrated   3   56  Small    1965
## 1064                          Waihi            State   2  225  Small    2530
## 1065                          Waihi            State   3  144  Small    2533
## 1066                    Waihi Beach            State   6  237  Small     152
## 1067                         Paeroa State Integrated   3   51  Small     304
## 1068                         Paeroa            State   2  265  Small     953
## 1069                          Waihi            State   3  827  Small    1384
## 1070                     Whangamata            State   4  402  Small    1969
## 1071                       Kerepehi            State   1   87  Small     787
## 1072                         Paeroa            State   4   86  Small     907
## 1073                        Tirohia            State   3   87  Small    1665
## 1074                         Paeroa            State   4   86  Small    1773
## 1075                     Via Paeroa            State   2   56  Small    2498
## 1076                        Waikino            State   3   53  Small     153
## 1077                          Waihi            State   4   53  Small     666
## 1078                     Whangamata            State   4  100  Small    1262
## 1079                         Huntly            State   1  149  Small    1368
## 1080                         Huntly State Integrated   2   77  Small    1439
## 1081                         Huntly            State   1  356  Small    1468
## 1082                    Ngaruawahia            State   2  320  Small    1675
## 1083                        Taupiri            State   3   60  Small    1863
## 1084                         Huntly            State   1  290  Small    1688
## 1085                         Huntly            State   1  297  Small    2323
## 1086                         Huntly            State   2  309  Small     387
## 1087                    Ngaruawahia            State   1  155  Small    1362
## 1088                    Te Kauwhata            State   5  473  Small    1717
## 1089                    Te Kauwhata            State   5  229  Small    2039
## 1090                    Ngaruawahia            State   2  329  Small    1660
## 1091                    Ngaruawahia State Integrated   3  126  Small    2247
## 1092                         Huntly            State   5   90  Small     172
## 1093                         Huntly            State   2   39  Small     444
## 1094                         Huntly            State   5   46  Small     883
## 1095                    Te Kauwhata            State   8   95  Small    1944
## 1096                      Rangiriri            State   1   19  Small      99
## 1097                      Waiterimu            State   8   24  Small     963
## 1098                    Ngaruawahia            State   2   92  Small    1027
## 1099                        Taupiri            State   8  109  Small    2047
## 1100                        Taupiri            State   9   85  Small    2539
## 1101                    Ngaruawahia            State   5   90  Small     183
## 1102                        Te Akau            State   8   37  Small     234
## 1103                    Ngaruawahia            State   9   32  Small     487
## 1104                     Te Awamutu State Integrated   6   45  Small    2173
## 1105                       Kihikihi            State   3  121  Small    2483
## 1106                     Te Awamutu State Integrated   7  265  Small    1366
## 1107                     Te Awamutu            State   5  455  Small    1638
## 1108                       Pirongia            State   9  287  Small    2106
## 1109                     Te Awamutu            State   4  303  Small    2239
## 1110                     Te Awamutu            State   6 1050  Small    2304
## 1111                     Te Awamutu            State   5  442  Small    1066
## 1112            Otorohanga District            State   1   59  Small    1897
## 1113                     Te Awamutu            State   5   12  Small    2268
## 1114                     Te Awamutu            State   8  115  Small     329
## 1115                         Pokuru            State   6  152  Small    1507
## 1116                     Te Awamutu            State   9   25  Small     830
## 1117                     Te Awamutu            State   6   60  Small    1263
## 1118                     Te Awamutu            State   8   29  Small    1325
## 1119                         Puahue            State   7   88  Small    1830
## 1120                       Pukeatua            State   7   71  Small    2367
## 1121                         Ohaupo            State   9   51  Small    1245
## 1122                         Ohaupo            State   9  151  Small     875
## 1123                   Ngahinapouri            State  10  169  Small    1526
## 1124                         Ohaupo            State   9   69  Small    1266
## 1125                         Ohaupo            State   8  104  Small    1377
## 1126                         Oparau            State   3   33  Small    1848
## 1127                     Otorohanga            State   4  315  Small    2218
## 1128                     Otorohanga State Integrated   5   36  Small      39
## 1129                       Te Kuiti            State   1  100  Small    1813
## 1130                       Te Kuiti            State   2  139  Small    1948
## 1131                         Piopio            State   4  267  Small    2419
## 1132                         Piopio            State   5  187  Small     277
## 1133                     Taumarunui State Integrated   4  110  Small     827
## 1134                     Taumarunui            State   1   88  Small     958
## 1135                     Taumarunui            State   1  180  Small    1827
## 1136                     Taumarunui            State   2  254  Small    2046
## 1137                        Manunui            State   1   98  Small     434
## 1138                          Ohura            State   3   36  Small    1089
## 1139                     Otorohanga            State   4  367  Small    1341
## 1140                     Otorohanga            State   2   56  Small    2066
## 1141                       Te Kuiti State Integrated   4  115  Small    2077
## 1142                       Te Kuiti            State   3  322  Small      58
## 1143                       Te Kuiti            State   2  368  Small      82
## 1144                       Te Kuiti            State   3   39  Small     788
## 1145                  Waitomo Caves            State   5   16  Small    2528
## 1146                     Taumarunui            State   2  552  Small     437
## 1147                     Taumarunui            State   2   21  Small    1644
## 1148                  National Park            State   3   62  Small    1823
## 1149                     Otorohanga            State   7   75  Small     261
## 1150                     Otorohanga            State   7  166  Small     478
## 1151                     Otorohanga            State   8   62  Small     627
## 1152                           Aria            State   5   44  Small    1429
## 1153                      Rangitoto            State   6   33  Small    1940
## 1154                       Te Kuiti            State   4   26  Small     158
## 1155                   via Te Kuiti            State   2   99  Small     686
## 1156                       Te Kuiti            State   4   40  Small    1064
## 1157                     Benneydale            State   1   22  Small    1706
## 1158                       Te Kuiti            State   4   14  Small    2522
## 1159                       Te Kuiti            State   4   14  Small     359
## 1160                 Via Taumarunui            State   5   38  Small     964
## 1161                        Owhango            State   8   11  Small    1844
## 1162                     Taumarunui            State   6   12  Small      92
## 1163                     Taumarunui            State   6   10  Small     352
## 1164                         Kakahi            State   2   27  Small    1294
## 1165                     Taumarunui            State   3  121  Small    1645
## 1166                     Taumarunui            State   1   84  Small    1986
## 1167                        Matiere            State   2   10  Small    2053
## 1168                        Ongarue            State   3   11  Small    2193
## 1169                       Gisborne            State   3  415  Small     599
## 1170                       Gisborne            State   1   88  Small    1279
## 1171                       Gisborne            State   1   62  Small    1659
## 1172                       Gisborne            State   7  356  Small     804
## 1173                       Gisborne            State   4  548  Small    1527
## 1174                       Gisborne            State   5   88  Small    1636
## 1175                       Gisborne            State   5  440  Small    1840
## 1176                       Gisborne            State   1  148  Small    2409
## 1177                       Gisborne State Integrated   4   64  Small    2452
## 1178                       Gisborne            State   1   69  Small     306
## 1179                       Gisborne            State   3  376  Small    1764
## 1180                       Gisborne            State   1  481  Small    1930
## 1181                      East Cape            State   9   11  Small     314
## 1182                       Gisborne            State   7  193  Small     718
## 1183                       Gisborne            State   2   89  Small    1635
## 1184                       Ruatoria            State   1  158  Small    1693
## 1185                       Gisborne State Integrated   6  514  Small     419
## 1186                       Gisborne            State   3  730  Small     681
## 1187                       Gisborne            State   3  832  Small    1884
## 1188                   Tokomaru Bay            State   3   49  Small    2453
## 1189                       Gisborne            State   2  533  Small     847
## 1190                       Gisborne            State   2  835  Small    2006
## 1191                        Matawai            State   4   81  Small    2208
## 1192                           Motu            State   7   15  Small    2231
## 1193                       Gisborne State Integrated   1   77  Small    2432
## 1194                       Ruatoria            State   1  138  Small     324
## 1195                       Gisborne State Integrated   5  210  Small     472
## 1196                      Hicks Bay            State   1   60  Small    1224
## 1197                   Tokomaru Bay            State   3   23  Small    1902
## 1198                      Te Araroa            State   1  136  Small    2137
## 1199                       Gisborne            State   1   15  Small     293
## 1200                       Tikitiki            State   1   51  Small     396
## 1201                       Tiniroto            State   6   15  Small    1229
## 1202                       Gisborne            State   1   86  Small    2252
## 1203                       Gisborne            State   1  175  Small      15
## 1204                       Gisborne            State   1  192  Small     406
## 1205                      Te Karaka            State   1   14  Small     660
## 1206                       Gisborne            State   9   20  Small     901
## 1207                       Gisborne            State   8  162  Small     984
## 1208                       Gisborne            State   6   76  Small    1354
## 1209                       Gisborne            State   3  202  Small    1697
## 1210                       Gisborne            State   2   40  Small    1983
## 1211                       Gisborne            State   8   12  Small      93
## 1212                   Via Gisborne            State   1   33  Small    1471
## 1213                       Gisborne            State   9   33  Small    2346
## 1214              Gisborne District            State   2   45  Small    1195
## 1215                       Gisborne            State   1   17  Small    1604
## 1216                     Tolaga Bay            State   2  297  Small    1801
## 1217                   Tokomaru Bay            State   1   13  Small    2074
## 1218                       Gisborne            State   2    9  Small    1680
## 1219                Te Puia Springs            State   2   20  Small     770
## 1220                       Ruatoria            State   1  103  Small    1435
## 1221              Gisborne District            State   1   27  Small    1470
## 1222              Gisborne District            State   1   14  Small    2003
## 1223              Gisborne District            State   1   41  Small    2234
## 1224                       Hastings            State   7  214  Small    2256
## 1225                         Wairoa            State   2  647  Small    2551
## 1226                         Napier            State   1   30  Small     394
## 1227                         Napier            State   1  340  Small     139
## 1228                         Napier            State   1  133  Small     140
## 1229                         Napier            State   1  213  Small     932
## 1230                         Napier            State   6 1076  Small    1388
## 1231                         Napier            State   9  303  Small    1001
## 1232                         Napier            State   7  888  Small    1369
## 1233                         Napier            State   3  393  Small    2072
## 1234                         Napier            State   4  384  Small      52
## 1235                         Napier            State   3  358  Small     151
## 1236                         Napier            State   6  186  Small     249
## 1237                         Napier            State   1  203  Small     264
## 1238                         Napier State Integrated   5  355  Small     741
## 1239                         Napier            State   1  169  Small    1334
## 1240                         Napier            State   8  113  Small    1633
## 1241                         Napier            State   2  637  Small    1662
## 1242                         Napier            State   8  283  Small    1237
## 1243                         Napier            State   2   52  Small    1668
## 1244                         Napier            State   4  325  Small    1899
## 1245                         Napier            State   2  234  Small    1209
## 1246                         Napier            State   4  381  Small    1520
## 1247                         Napier            State   3  129  Small    1553
## 1248                         Napier            State   8  572  Small    1639
## 1249                       Hastings            State   1  136  Small    2149
## 1250                       Hastings            State   1  140  Small      10
## 1251                       Hastings            State   1  302  Small     680
## 1252                       Hastings            State   1  496  Small     791
## 1253                       Hastings            State   3  534  Small       2
## 1254                       Hastings            State   2  379  Small    2381
## 1255                       Hastings            State   1  337  Small      88
## 1256                       Hastings            State   1   93  Small     435
## 1257                       Hastings            State   1  501  Small    1567
## 1258                       Hastings            State   2  331  Small    1960
## 1259                       Hastings State Integrated   4  347  Small    2224
## 1260                       Hastings            State   2  171  Small    2342
## 1261                       Hastings State Integrated   7  138  Small    2434
## 1262                       Hastings            State   2  246  Small      34
## 1263                       Hastings            State   2  235  Small     701
## 1264                       Hastings            State   5  468  Small     722
## 1265                       Hastings            State   1   61  Small    1685
## 1266                       Hastings State Integrated   3  232  Small    2287
## 1267                 Havelock North            State   8  613  Small    2198
## 1268                 Havelock North            State  10  459  Small      40
## 1269                 Havelock North State Integrated   9  249  Small     503
## 1270                 Havelock North            State   5  262  Small     564
## 1271                 Havelock North            State  10  557  Small     692
## 1272                       Hastings            State   2   74  Small    1712
## 1273                       Hastings State Integrated   3  119  Small    2007
## 1274                         Napier            State   6  279  Small    2065
## 1275                         Napier            State   3   83  Small    2226
## 1276                         Napier          Private  10   27  Small    2240
## 1277                         Napier            State   8  958  Small    2546
## 1278                         Napier            State  10  403  Small     388
## 1279                         Napier State Integrated   3  221  Small     790
## 1280                        Pukehou State Integrated   3  118  Small    1799
## 1281                         Napier State Integrated   4  428  Small      12
## 1282                         Napier            State   7  355  Small     383
## 1283                         Napier State Integrated   3   45  Small    1028
## 1284                         Napier State Integrated   8  298  Small    1522
## 1285                         Napier            State   3  299  Small    1771
## 1286                       Hastings            State   2  778  Small      18
## 1287                       Hastings State Integrated  10  482  Small     509
## 1288                       Hastings            State   3  335  Small    1182
## 1289                       Hastings            State   2  643  Small    1533
## 1290                       Hastings            State   4  712  Small    1829
## 1291                       Hastings            State   2   29  Small    1846
## 1292                       Hastings State Integrated   6  377  Small    1204
## 1293                 Havelock North            State   9 1034  Small    2335
## 1294                 Havelock North          Private  10  222  Small    2488
## 1295              Hastings District State Integrated   9  310  Small      21
## 1296                       Hastings State Integrated   5  443  Small      41
## 1297                         Wairoa State Integrated   3  117  Small     950
## 1298                         Wairoa            State   1   57  Small    1730
## 1299                          Mahia            State   1   58  Small    2136
## 1300                         Wairoa            State   1  258  Small    2267
## 1301                         Wairoa            State   2  250  Small    2545
## 1302                       Hastings            State   2  111  Small     837
## 1303                         Tutira            State   4   43  Small     926
## 1304                     Hawkes Bay            State   2  110  Small    1555
## 1305              Hastings District            State   8   38  Small    1758
## 1306                       Hastings            State   8  133  Small    2350
## 1307                       Hastings            State   7  171  Small    2474
## 1308                      Bridge Pa            State   2   50  Small     602
## 1309              Hastings District            State   1   46  Small     988
## 1310                       Hastings            State   1  151  Small    1651
## 1311                       Hastings            State   5  175  Small    1993
## 1312                       Hastings            State   1   63  Small     271
## 1313              Hastings District            State   3   87  Small     189
## 1314                       Hastings            State   1   24  Small     428
## 1315                       Hastings            State  10   39  Small     783
## 1316              Hastings District            State   3   51  Small    1132
## 1317                       Hastings            State  10   27  Small    1484
## 1318                         Napier            State   4   35  Small     745
## 1319                         Napier            State   8  176  Small    1236
## 1320                        Eskdale State Integrated   1  108  Small    1374
## 1321                       Te Pohue            State   5   53  Small    1713
## 1322                         Napier            State   6   41  Small    2438
## 1323              Hastings District            State   9   15  Small     930
## 1324                         Napier            State   8   55  Small     990
## 1325                     Hawkes Bay            State   9  235  Small    1367
## 1326                Wairoa District            State   4   24  Small    2033
## 1327                       Putorino            State   4   22  Small    2284
## 1328                Wairoa District            State   1   34  Small     939
## 1329                Wairoa District            State   2   13  Small    1536
## 1330                         Wairoa            State   4   82  Small    1783
## 1331                         Wairoa            State  10   12  Small    1859
## 1332                         Wairoa            State   7   12  Small     777
## 1333                           Tuai            State   2   48  Small    2344
## 1334                     Waipukurau            State   2  204  Small      37
## 1335                          Otane            State   3   66  Small     312
## 1336                        Takapau            State   3   35  Small    1049
## 1337                        Takapau            State   5  103  Small    1372
## 1338                        Waipawa            State   3  135  Small    1478
## 1339                     Waipukurau            State   4  634  Small    1943
## 1340                     Waipukurau State Integrated   5  139  Small    2038
## 1341                     Waipukurau            State   3  229  Small    2278
## 1342    Central Hawkes Bay District            State   8   57  Small    1135
## 1343                       Tikokino            State   7   62  Small    1711
## 1344                          Otane            State   4   59  Small    2310
## 1345                        Pukehou            State   5   94  Small     942
## 1346    Central Hawkes Bay District            State   8   55  Small    1718
## 1347    Central Hawkes Bay District            State   6  120  Small     992
## 1348    Central Hawkes Bay District            State   8   71  Small    1650
## 1349                     Waipukurau            State   6   18  Small    2201
## 1350                        Takapau            State   6   32  Small      26
## 1351                     Porangahau            State   3   32  Small     834
## 1352                     Porangahau            State   4   47  Small    1319
## 1353                 Havelock North            State   4   44  Small    2105
## 1354                   New Plymouth            State   8  212  Small    2233
## 1355                   New Plymouth            State   4  372  Small    2504
## 1356                   New Plymouth            State   7  684  Small     500
## 1357                   New Plymouth            State   1  140  Small     693
## 1358                   New Plymouth            State   3  113  Small    1203
## 1359                   New Plymouth            State   4  291  Small    1311
## 1360                   New Plymouth State Integrated   7  151  Small    1589
## 1361                   New Plymouth State Integrated   8  103  Small    1725
## 1362                   New Plymouth            State   8  244  Small    1858
## 1363                   New Plymouth            State   6  303  Small    1938
## 1364                   New Plymouth            State   7  314  Small     635
## 1365                   New Plymouth            State   5  297  Small    1694
## 1366                   New Plymouth            State  10  238  Small    1762
## 1367                   New Plymouth            State   6  184  Small     813
## 1368                   New Plymouth            State   4  246  Small    1702
## 1369                   New Plymouth State Integrated   8  205  Small     290
## 1370                   New Plymouth            State   8  334  Small     995
## 1371                         Oakura            State  10  262  Small    2096
## 1372                        Waitara            State   2  181  Small    2294
## 1373                        Waitara State Integrated   2  161  Small    2553
## 1374                         Eltham            State   3  186  Small      87
## 1375                      Inglewood State Integrated   5   38  Small     145
## 1376                      Stratford            State   1   59  Small    1260
## 1377                      Stratford State Integrated   6  232  Small    1307
## 1378                      Stratford            State   4  405  Small    1587
## 1379                   New Plymouth            State   8  299  Small    2364
## 1380                   New Plymouth State Integrated   8  688  Small     384
## 1381                   New Plymouth            State   8 1219  Small     959
## 1382                   New Plymouth            State   7 1218  Small    1498
## 1383                   New Plymouth State Integrated   8  766  Small    1845
## 1384                   New Plymouth            State   3  248  Small    2098
## 1385                   New Plymouth            State   5  972  Small    1123
## 1386                   New Plymouth            State   2   58  Small    1239
## 1387                        Waitara            State   2  123  Small    1705
## 1388                        Waitara            State   2  206  Small    2094
## 1389                        Waitara            State   2  320  Small    2103
## 1390                      Inglewood            State   6  360  Small      55
## 1391                      Inglewood            State   5  365  Small    1592
## 1392                       Taranaki            State   5  311  Small    2363
## 1393          New Plymouth District            State   5   86  Small     687
## 1394                          Mokau            State   3   39  Small     689
## 1395                          Mokau            State   5    7  Small     865
## 1396                      Stratford State Integrated   6  159  Small    1486
## 1397                      Stratford            State   4  516  Small    1622
## 1398                      Stratford            State   1   16  Small      71
## 1399                   New Plymouth            State  10  250  Small     374
## 1400                   New Plymouth State Integrated   6   34  Small     454
## 1401          New Plymouth District            State   2   62  Small    1150
## 1402               Via New Plymouth            State   9  137  Small    1544
## 1403                   New Plymouth            State   8  147  Small    1588
## 1404                   New Plymouth            State   4   27  Small    2433
## 1405          New Plymouth District            State   5   40  Small     547
## 1406          New Plymouth District            State   3   13  Small     717
## 1407                        Waitara            State   4  136  Small    1655
## 1408                      Inglewood            State   9   75  Small    2479
## 1409                      Inglewood            State   6   53  Small    1039
## 1410          New Plymouth District            State   8  132  Small    1541
## 1411                      Inglewood            State   4   21  Small    1594
## 1412                      Inglewood            State   9   27  Small    1710
## 1413             Stratford District            State   6   14  Small    2451
## 1414             Stratford District            State   8   97  Small     123
## 1415             Stratford District            State   8  138  Small     229
## 1416                      Stratford            State   6   84  Small     439
## 1417                      Stratford            State   6   43  Small    1462
## 1418             Stratford District            State   6   19  Small     502
## 1419                      Stratford            State   8    9  Small     765
## 1420                         Eltham            State   6   49  Small     923
## 1421               Palmerston North            State   4  500  Small    1002
## 1422               Palmerston North            State   9  534  Small    1207
## 1423               Palmerston North            State   8  289  Small    1452
## 1424               Palmerston North            State   7   31  Small    1785
## 1425               Palmerston North State Integrated   5  107  Small    1814
## 1426               Palmerston North            State   9 1209  Small    1819
## 1427               Palmerston North            State   9  670  Small    1825
## 1428               Palmerston North            State   7  307  Small    2319
## 1429               Palmerston North State Integrated  10  226  Small     345
## 1430               Palmerston North            State   9  335  Small    1373
## 1431               Palmerston North            State   2  131  Small    2354
## 1432               Palmerston North            State   5  805  Small      75
## 1433               Palmerston North            State   4  258  Small     670
## 1434               Palmerston North            State   3  369  Small     983
## 1435               Palmerston North            State   1  208  Small    1524
## 1436               Palmerston North            State   1  158  Small     126
## 1437               Palmerston North            State   5  317  Small     395
## 1438               Palmerston North          Private  NA  144  Small     826
## 1439               Palmerston North State Integrated   7  246  Small    1396
## 1440               Palmerston North            State   6 1209  Small    1707
## 1441               Palmerston North            State   5  344  Small    2043
## 1442               Palmerston North            State   3  540  Small    1184
## 1443               Palmerston North            State   6  327  Small    1436
## 1444               Palmerston North            State   9  304  Small    1690
## 1445               Palmerston North State Integrated   6  157  Small    2228
## 1446               Palmerston North State Integrated   7  752  Small    2394
## 1447               Palmerston North            State   4  135  Small    2520
## 1448               Palmerston North            State   1   25  Small    2556
## 1449               Palmerston North            State   4  104  Small      17
## 1450               Palmerston North            State   9 1619  Small    1445
## 1451               Palmerston North            State   3  278  Small    1952
## 1452               Palmerston North State Integrated   4  162  Small    2246
## 1453               Palmerston North            State   9  320  Small    2264
## 1454               Palmerston North            State  10   63  Small    2524
## 1455               Palmerston North            State   9  249  Small    2527
## 1456               Palmerston North            State  10   81  Small     678
## 1457               Palmerston North            State   9   43  Small    1769
## 1458               Palmerston North            State   9   35  Small    1775
## 1459               Palmerston North            State   6  100  Small    1900
## 1460                        Tiritea            State  10  116  Small    2008
## 1461              Manawatu District            State   8  139  Small    2216
## 1462               Palmerston North            State   9  163  Small    1087
## 1463              Manawatu District            State   8   41  Small    1714
## 1464              Manawatu District            State   4   43  Small    1727
## 1465           Via Palmerston North            State   5   55  Small    1985
## 1466                       Wanganui            State   3  134  Small    2127
## 1467                       Wanganui            State   6  249  Small      98
## 1468                       Wanganui            State   2  246  Small     154
## 1469                       Wanganui State Integrated   6  256  Small     551
## 1470                       Wanganui State Integrated   4  208  Small     833
## 1471                       Wanganui            State   2  211  Small    1770
## 1472                       Wanganui            State   4  571  Small    2221
## 1473                       Wanganui            State   4   30  Small    2235
## 1474                       Wanganui            State   1  119  Small    2563
## 1475                       Wanganui            State   2  284  Small    2372
## 1476                       Wanganui            State   1  125  Small     441
## 1477                       Wanganui State Integrated   4  136  Small    1115
## 1478                       Wanganui            State   2  181  Small      32
## 1479                      Whanganui            State   1  125  Small     101
## 1480                       Wanganui            State   5  134  Small     823
## 1481                       Wanganui            State   2  310  Small    1122
## 1482                       Wanganui          Private   9  256  Small    1310
## 1483                       Wanganui            State  10  383  Small    1360
## 1484                       Wanganui State Integrated   3  187  Small    2428
## 1485                       Wanganui            State   1  118  Small     700
## 1486                       Wanganui            State   1  167  Small    1551
## 1487                       Taranaki            State   3  128  Small    1654
## 1488                 South Taranaki State Integrated   1   34  Small     661
## 1489                       Wanganui            State   2   70  Small     991
## 1490                       Wanganui          Private  10  520  Small    1079
## 1491                       Wanganui            State   3  373  Small    1873
## 1492                       Wanganui          Private   4   85  Small    2057
## 1493                       Wanganui          Private   4   41  Small    2487
## 1494                       Wanganui            State   2  486  Small     734
## 1495                       Wanganui            State   5 1699  Small     771
## 1496                       Wanganui            State   1   75  Small     954
## 1497                       Wanganui State Integrated   3  315  Small    1018
## 1498                          Patea            State   1  170  Small    1176
## 1499                       Wanganui            State   1   74  Small    2554
## 1500              Wanganui District            State   7   59  Small    1403
## 1501                        Fordell            State   6   54  Small    1611
## 1502                       Wanganui            State   7  102  Small    1722
## 1503                       Wanganui            State   2   21  Small    1839
## 1504                       Wanganui            State   3    7  Small     591
## 1505              Wanganui District            State   5   36  Small     600
## 1506                       Wanganui            State   5   89  Small    1926
## 1507              Wanganui District            State   6  236  Small    2196
## 1508                         Ranana            State   3   23  Small     161
## 1509                       Wanganui            State   4   64  Small     449
## 1510            Rangitikei District            State   7   23  Small     720
## 1511                       Wanganui            State   1   36  Small     733
## 1512              Wanganui District            State   6   12  Small    1614
## 1513                   Via Wanganui            State   5   24  Small    2028
## 1514          Sth Taranaki District            State   9    5  Small    2377
## 1515                      Waitotara            State   2   22  Small    1065
## 1516                          Patea            State   4   33  Small    1438
## 1517                          Patea            State   4   13  Small    1673
## 1518                          Patea            State   5   52  Small     159
## 1519                         Hawera            State   5  352  Small     696
## 1520                         Hawera            State   4  202  Small     721
## 1521                         Hawera State Integrated   6  250  Small    1698
## 1522                         Hawera            State   4  194  Small    2437
## 1523                         Hawera            State   6  281  Small      49
## 1524                         Manaia            State   4  160  Small     507
## 1525                       Normanby            State   4  130  Small     644
## 1526                        Ohakune            State   5  233  Small    1573
## 1527                        Ohakune            State   3  220  Small    2090
## 1528                         Hawera State Integrated   6   35  Small    2202
## 1529                         Hawera            State   5  782  Small      51
## 1530                         Hawera            State   2   80  Small     318
## 1531                         Hawera            State   1   61  Small    1647
## 1532                        Opunake            State   4  261  Small    1857
## 1533                        Opunake            State   4  193  Small    1925
## 1534                        Opunake State Integrated   6  107  Small     214
## 1535                        Opunake            State   4   24  Small     380
## 1536                        Raetihi            State   1  183  Small     884
## 1537                        Ohakune            State   1   22  Small     938
## 1538                         Hawera            State   7   17  Small    1250
## 1539                         Hawera            State   7   14  Small    1357
## 1540                         Hawera            State   7   75  Small    2297
## 1541        South Taranaki District            State   8  164  Small     433
## 1542                         Hawera            State   4  135  Small     929
## 1543                        Kaponga State Integrated   5   41  Small    1130
## 1544                       Taranaki            State   6  166  Small    1340
## 1545                        Raetihi            State   8   15  Small    1461
## 1546                       Feilding            State   5 1311  Small    1586
## 1547                       Feilding            State   5  303  Small    1194
## 1548                       Feilding            State   3  423  Small    1261
## 1549                       Feilding            State   6  278  Small    1415
## 1550                       Feilding            State   4  525  Small    1658
## 1551                       Feilding State Integrated   6  150  Small    2113
## 1552                         Marton            State   2   86  Small     125
## 1553                         Marton            State   3  202  Small     810
## 1554                         Marton            State   3  319  Small     941
## 1555                    Hunterville            State   7  190  Small    1060
## 1556                         Marton State Integrated   3  116  Small    1402
## 1557                         Marton State Integrated   9  250  Small    2388
## 1558                        Taihape State Integrated   5  102  Small     440
## 1559                        Taihape            State   4  278  Small     739
## 1560                      Kimbolton            State   7   59  Small     825
## 1561                      Mangaweka            State   7   34  Small    1198
## 1562                          Apiti            State   9   19  Small    1249
## 1563                     Rangiwahia            State   9   26  Small    1407
## 1564              Manawatu District            State   9  121  Small    1477
## 1565              Manawatu District            State   5   43  Small    1671
## 1566              Manawatu District            State   6   14  Small    1689
## 1567                       Feilding State Integrated   3  199  Small    1818
## 1568              Manawatu District            State  10   43  Small     103
## 1569                       Feilding            State   7  134  Small     236
## 1570              Manawatu District            State   8   71  Small     465
## 1571              Manawatu District            State   7   61  Small    1015
## 1572            Rangitikei District            State   7   17  Small    1047
## 1573            Rangitikei District            State   6  142  Small    1338
## 1574                        Mataroa            State   5   70  Small    1447
## 1575                        Taihape            State   5    5  Small    1542
## 1576            Rangitikei District            State   6   34  Small    2061
## 1577                      Moawhango            State   6   34  Small    2097
## 1578                      Pukeokahu            State   9   12  Small    1466
## 1579            Rangitikei District            State   5   33  Small    1480
## 1580                       Ashhurst            State   7  392  Small    1569
## 1581                         Foxton            State   2  280  Small    1591
## 1582                         Foxton            State   2   91  Small    1975
## 1583                         Foxton State Integrated   3   56  Small    2175
## 1584                   Foxton Beach            State   3  104  Small    2379
## 1585                         Sanson            State   5   70  Small     493
## 1586                          Bulls            State   6  139  Small     918
## 1587                          Bulls            State   6  171  Small    1228
## 1588                    Linton Camp            State  10  166  Small    1306
## 1589                     Horowhenua            State   1  175  Small    2244
## 1590                       Manawatu            State   4    6  Small     266
## 1591                        Waiouru            State   9  134  Small     677
## 1592                          Otago            State   5  168  Small     896
## 1593                         Foxton            State   2  334  Small    1410
## 1594                         Marton          Private   8  164  Small    1602
## 1595                         Marton            State   1  112  Small    2050
## 1596                         Marton State Integrated   4   78  Small    2250
## 1597                       Tokomaru            State   7   58  Small    2501
## 1598                       Rongotea            State   6   90  Small    1058
## 1599                       Longburn State Integrated   6  304  Small    1431
## 1600               Palmerston North            State   5  105  Small    2213
## 1601                         Winton            State   7  549  Small     450
## 1602                         Milton            State   4  132  Small    1525
## 1603                         Winton State Integrated   8   79  Small    1061
## 1604                         Winton            State   7  210  Small    1247
## 1605                       Ashhurst            State  10   53  Small    1763
## 1606              Manawatu District            State   5  108  Small    1809
## 1607                      Eketahuna            State   5  116  Small    2176
## 1608                       Pahiatua            State   2   51  Small      72
## 1609                       Pahiatua            State   3  265  Small     142
## 1610                       Pahiatua State Integrated   6  109  Small     381
## 1611                      Woodville            State   3  147  Small     726
## 1612                     Dannevirke            State   5  347  Small    1487
## 1613                     Dannevirke            State   3  278  Small      35
## 1614                     Dannevirke State Integrated   5  145  Small     658
## 1615                     Dannevirke            State   2  102  Small    2110
## 1616                       Pahiatua            State   4  428  Small    2195
## 1617                     Dannevirke            State   4  489  Small      85
## 1618                     Dannevirke State Integrated   3   67  Small     392
## 1619                      Norsewood            State   6  103  Small     663
## 1620                       Pongaroa            State   6   49  Small    1091
## 1621                 Via Dannevirke            State   7   54  Small    1933
## 1622                     Dannevirke            State   6  167  Small    2009
## 1623               Tararua District            State   5   30  Small    2135
## 1624                       Pahiatua            State   6   25  Small    2161
## 1625                       Pahiatua            State   9   50  Small     113
## 1626               Tararua District            State   5   11  Small     695
## 1627                     Dannevirke            State  10   13  Small    1476
## 1628               Tararua District            State   9   31  Small    1479
## 1629               Tararua District            State   6   21  Small    2018
## 1630                      Woodville            State   7   27  Small    2273
## 1631                     Lower Hutt            State   8  307  Small    2477
## 1632                     Lower Hutt            State  10  605  Small    2415
## 1633                     Lower Hutt            State   4  204  Small     667
## 1634                     Lower Hutt            State   8  270  Small    1387
## 1635                     Lower Hutt            State  10  218  Small    2086
## 1636                     Lower Hutt            State  10  220  Small    2560
## 1637                     Lower Hutt            State  10  119  Small    1826
## 1638                     Lower Hutt State Integrated   6  238  Small    1852
## 1639                     Lower Hutt            State   3  202  Small    2370
## 1640                     Lower Hutt State Integrated  10  336  Small    2496
## 1641                     Lower Hutt State Integrated   7  785  Small    2567
## 1642                     Lower Hutt State Integrated   5  475  Small    1105
## 1643                     Lower Hutt State Integrated   8  449  Small    1165
## 1644                     Lower Hutt            State   2  227  Small    1564
## 1645                     Lower Hutt            State   2  222  Small    1856
## 1646                     Lower Hutt            State   3  269  Small    2095
## 1647                     Lower Hutt            State   2  141  Small    2194
## 1648                     Lower Hutt            State   8  627  Small     332
## 1649                     Lower Hutt            State   2  419  Small    1347
## 1650                     Lower Hutt            State   1  178  Small    1932
## 1651                     Lower Hutt            State   1  189  Small    2027
## 1652                     Lower Hutt            State   1  387  Small    2158
## 1653                     Lower Hutt State Integrated   2  116  Small     104
## 1654                     Lower Hutt State Integrated   1  150  Small     289
## 1655                     Lower Hutt            State   1  165  Small     909
## 1656                     Lower Hutt State Integrated   8  100  Small    1026
## 1657                     Lower Hutt            State   9  512  Small    1273
## 1658                     Lower Hutt            State  10  138  Small    1474
## 1659                     Lower Hutt            State   5  221  Small    1637
## 1660                     Lower Hutt            State   6  243  Small    2117
## 1661                     Wellington            State  10  414  Small    2189
## 1662                     Lower Hutt            State   5  204  Small    2336
## 1663                     Lower Hutt            State   4  296  Small    2426
## 1664                     Lower Hutt            State   2  352  Small     534
## 1665                     Lower Hutt State Integrated   4  247  Small    1022
## 1666                     Upper Hutt            State   6  256  Small    1280
## 1667                     Upper Hutt            State   6  280  Small    1485
## 1668                     Upper Hutt            State   5  203  Small    2440
## 1669                     Upper Hutt            State   6  708  Small    2497
## 1670                     Upper Hutt            State   7  682  Small    2529
## 1671                     Upper Hutt            State   4  136  Small     133
## 1672                     Upper Hutt            State   6  285  Small     474
## 1673                     Upper Hutt            State   9  144  Small    1297
## 1674                     Upper Hutt            State   1   27  Small    1784
## 1675                     Upper Hutt            State   7  246  Small    1791
## 1676                     Upper Hutt            State   4  452  Small     860
## 1677                     Upper Hutt            State   7 1240  Small    1460
## 1678                     Upper Hutt            State   6  328  Small    1556
## 1679                     Lower Hutt            State   4  295  Small    1607
## 1680                     Upper Hutt            State  10  209  Small    1653
## 1681                     Upper Hutt            State  10  457  Small    1781
## 1682                     Upper Hutt State Integrated   8  260  Small    2162
## 1683                     Lower Hutt            State   3  728  Small      56
## 1684                     Lower Hutt            State   6  303  Small    1114
## 1685                     Lower Hutt            State   2  198  Small    1141
## 1686                        Porirua            State   4   58  Small    1742
## 1687                        Porirua            State   2  111  Small    1865
## 1688                        Porirua            State   2  245  Small    2099
## 1689                     Titahi Bay            State   2  136  Small    2209
## 1690                        Porirua            State   2  158  Small    2253
## 1691                     Titahi Bay            State   3  302  Small    2457
## 1692                        Porirua            State  10  349  Small      73
## 1693                        Porirua            State   1  218  Small     294
## 1694                   Porirua East            State   1  174  Small    1036
## 1695                   Porirua East            State   1  298  Small    2299
## 1696                        Porirua            State  10  376  Small    2330
## 1697                        Porirua State Integrated   1  212  Small     736
## 1698                   Porirua East            State   1  143  Small    1240
## 1699                   Porirua East            State   1  100  Small    1358
## 1700                        Porirua            State   9  266  Small    1792
## 1701                       Paremata            State   9  352  Small     976
## 1702                   Porirua East            State   2  173  Small    1595
## 1703                        Porirua            State   4  276  Small    2148
## 1704                   Porirua East            State   2  344  Small    2540
## 1705                        Porirua            State   1  169  Small    1032
## 1706                   Porirua East            State   1  225  Small    1302
## 1707                        Porirua            State   3  159  Small    1687
## 1708                   Porirua East            State   1  365  Small    1854
## 1709                        Porirua            State  10  449  Small    2020
## 1710                    Pukerua Bay            State  10  164  Small    2063
## 1711                     Plimmerton State Integrated  10  180  Small    2126
## 1712                     Wellington            State   9  196  Small    2337
## 1713                     Wellington            State   6  186  Small     595
## 1714                     Wellington State Integrated   9  155  Small     877
## 1715                     Wellington            State   8  487  Small    1133
## 1716                     Wellington            State   8  318  Small    1304
## 1717                    Paraparaumu            State   6  244  Small    1964
## 1718                         Kapiti State Integrated   9  179  Small    1974
## 1719                       Waikanae            State   8  486  Small    2324
## 1720                     Lower Hutt          Private  10  673  Small     447
## 1721                     Lower Hutt            State   8 1700  Small     469
## 1722                     Lower Hutt State Integrated   7  147  Small    1099
## 1723                     Lower Hutt            State   2  771  Small    1610
## 1724                     Lower Hutt State Integrated  10  380  Small    2145
## 1725                     Lower Hutt            State   3  175  Small     157
## 1726                     Wellington            State  NA 5546  Large     753
## 1727                     Lower Hutt State Integrated   6  155  Small    1320
## 1728                     Lower Hutt State Integrated  10   31  Small    1606
## 1729                     Lower Hutt          Private  10  316  Small    2100
## 1730                     Lower Hutt            State   3  191  Small      42
## 1731                     Lower Hutt          Private  NA   69  Small     593
## 1732                     Lower Hutt            State   4  905  Small     672
## 1733                     Lower Hutt            State   4  353  Small     683
## 1734                     Lower Hutt            State   4  355  Small     869
## 1735                     Upper Hutt State Integrated   7  412  Small    1021
## 1736                     Upper Hutt State Integrated   9  701  Small    1425
## 1737                     Upper Hutt State Integrated  10  646  Small    1534
## 1738                     Upper Hutt          Private  NA   31  Small    1833
## 1739                        Porirua            State   5  955  Small    2045
## 1740                        Porirua State Integrated   2  478  Small     676
## 1741                        Porirua            State   2  512  Small    2295
## 1742                        Porirua State Integrated   4  115  Small    2469
## 1743                   Porirua East            State   1   94  Small    2542
## 1744                        Porirua            State   1  591  Small     996
## 1745                        Porirua          Private  10   98  Small    1600
## 1746                     Wellington            State   1   42  Small    1936
## 1747                     Wellington            State   4  101  Small    1989
## 1748                     Wellington            State  10  453  Small    2293
## 1749                     Wellington            State   9 1346  Small    2343
## 1750                        Porirua State Integrated   2   57  Small     471
## 1751              Paraparaumu Beach            State   8  511  Small     952
## 1752              Paraparaumu Beach            State   9  588  Small    1125
## 1753                       Waikanae            State   8  500  Small    1449
## 1754                       Waikanae          Private   8   26  Small    1584
## 1755                    Paraparaumu            State   5  286  Small    2070
## 1756                    Paraparaumu            State   8 1336  Small    2547
## 1757                       Waikanae          Private   7   37  Small      29
## 1758                    Paraparaumu State Integrated   8  190  Small     604
## 1759                  Raumati Beach            State   8  973  Small    1220
## 1760                  Raumati Beach            State   9  612  Small    1337
## 1761                  Raumati South            State   8  336  Small    1361
## 1762                    Paekakariki            State   7  174  Small    1619
## 1763                Upper Hutt City            State  10  129  Small    2013
## 1764                        Porirua            State  10  219  Small    2083
## 1765                          Levin            State   4  426  Small    2091
## 1766                          Levin            State   2  469  Small    2147
## 1767                          Levin            State   2  332  Small    2352
## 1768                          Levin            State   3  333  Small     515
## 1769                          Levin            State   1  156  Small     936
## 1770                          Levin            State   1  154  Small    1040
## 1771                          Otaki            State   3  194  Small    1502
## 1772                          Otaki State Integrated   3   62  Small    1558
## 1773                          Otaki            State   4  247  Small    1615
## 1774                          Levin            State   3  723  Small    1803
## 1775                          Levin State Integrated   2  156  Small    1888
## 1776                          Levin            State   2  605  Small    2219
## 1777                          Otaki            State   4  569  Small    2357
## 1778                          Otaki            State   3   67  Small    2458
## 1779                          Otaki            State   3   75  Small     854
## 1780                          Levin            State   6  249  Small     956
## 1781                          Levin            State   5  116  Small    1747
## 1782                          Levin            State   5   36  Small    1990
## 1783            Horowhenua District            State   6  183  Small    2280
## 1784          Kapiti Coast District            State   9  117  Small    2366
## 1785                  Martinborough            State   7  162  Small    1078
## 1786                       Greytown            State   6  314  Small    1129
## 1787                       Greytown            State   5  446  Small    1459
## 1788                      Carterton State Integrated   7   77  Small    1656
## 1789                      Carterton            State   5   90  Small    1699
## 1790                      Carterton State Integrated   6   89  Small    1928
## 1791                South Wairarapa            State   3  117  Small    2021
## 1792                    Featherston State Integrated   5  113  Small    2347
## 1793                      Carterton            State   4  322  Small     846
## 1794             Carterton District            State   5   53  Small     968
## 1795       South Wairarapa Distirct            State   7   73  Small    1155
## 1796       South Wairarapa District            State   5   65  Small    1874
## 1797       South Wairarapa District            State   6   33  Small    2049
## 1798       South Wairarapa District            State   7   25  Small    2245
## 1799                      Masterton State Integrated   8  195  Small    2475
## 1800                      Masterton          Private  NA    7  Small     746
## 1801                      Masterton            State   6  210  Small    1137
## 1802                      Masterton State Integrated   9  331  Small    1745
## 1803                      Masterton            State   2  102  Small    1966
## 1804                      Masterton State Integrated   5  383  Small    2160
## 1805                      Masterton            State   4  343  Small     263
## 1806                      Masterton            State   2  468  Small     910
## 1807                      Masterton            State   3  273  Small    1414
## 1808                      Masterton            State   5  382  Small    1861
## 1809                      Masterton State Integrated   8  129  Small     559
## 1810                      Masterton            State   6 1134  Small     747
## 1811                      Masterton            State   1   25  Small    2182
## 1812                      Masterton            State   3  253  Small    2262
## 1813                      Masterton State Integrated   5  231  Small      46
## 1814                      Masterton            State  10  162  Small      54
## 1815                      Masterton State Integrated   9  277  Small     270
## 1816             Masterton District            State  10   29  Small     315
## 1817             Masterton District            State   5   25  Small    1095
## 1818             Carterton District            State   7  136  Small    2179
## 1819             Masterton District            State   4  162  Small    2476
## 1820                          Tinui            State   6   62  Small    2570
## 1821                 Masterton Dist            State   9   49  Small     275
## 1822                     Lower Hutt            State  10  301  Small     743
## 1823                     Wellington            State   8  227  Small    1345
## 1824                     Wellington            State   8   34  Small    1743
## 1825                     Wellington            State   5  162  Small    1956
## 1826                     Wellington            State  10  122  Small    2389
## 1827                     Wellington State Integrated   9  230  Small    2490
## 1828                     Wellington State Integrated   9  629  Small    2549
## 1829                     Wellington            State   6  193  Small     136
## 1830                     Wellington            State  10  235  Small     937
## 1831                     Wellington            State   8  945  Small     974
## 1832                     Wellington            State  10 1210  Small     985
## 1833                     Wellington State Integrated  10  107  Small    1256
## 1834                     Wellington            State  10   49  Small    2120
## 1835                     Wellington            State  10  710  Small     240
## 1836                     Wellington            State   8  335  Small    1098
## 1837                     Wellington            State  10  348  Small    1901
## 1838                     Wellington            State  10  286  Small    1924
## 1839                     Wellington            State  10  147  Small    2171
## 1840                     Wellington State Integrated  10  220  Small    2445
## 1841                     Wellington            State  10  305  Small     481
## 1842                     Wellington            State  10  423  Small     738
## 1843                     Wellington            State  10  281  Small     806
## 1844                     Wellington            State   4  223  Small     824
## 1845                     Wellington            State   9  170  Small    1582
## 1846                     Wellington State Integrated   4  193  Small    1934
## 1847                     Wellington State Integrated   9   57  Small    2516
## 1848                     Wellington State Integrated   5  232  Small      28
## 1849                     Wellington            State   7  380  Small     333
## 1850                     Wellington State Integrated   7   60  Small    1024
## 1851                     Wellington            State   8  258  Small    1092
## 1852                     Wellington            State   2  122  Small    1101
## 1853                     Wellington            State  10  393  Small    1598
## 1854                     Wellington State Integrated   8  111  Small    1789
## 1855                     Wellington            State   2   51  Small    2541
## 1856                     Wellington            State   8  121  Small     694
## 1857                     Wellington            State  10  141  Small     900
## 1858                     Wellington            State   4  175  Small    1183
## 1859                     Wellington            State   9  183  Small    1506
## 1860                     Wellington            State  10  395  Small    1790
## 1861                     Wellington            State   9   97  Small    1025
## 1862                     Wellington            State   7  280  Small    1119
## 1863                     Wellington State Integrated   9  246  Small    1134
## 1864                     Wellington            State  10  309  Small    1170
## 1865                     Wellington            State  10  115  Small    1174
## 1866                     Wellington            State  10  349  Small    1937
## 1867                     Wellington            State  10  437  Small    2073
## 1868                     Wellington State Integrated  10  259  Small    2374
## 1869                     Wellington            State   8  262  Small    1071
## 1870                     Wellington            State  10  457  Small    1073
## 1871                     Wellington            State   9  346  Small    1313
## 1872                     Wellington            State   9  337  Small    2010
## 1873                     Wellington            State   9  149  Small    2371
## 1874                     Wellington            State   8   99  Small    2561
## 1875                     Wellington State Integrated   9  307  Small       4
## 1876                     Wellington            State   9  316  Small     135
## 1877                     Wellington            State   9 1027  Small    1023
## 1878                     Wellington            State   1   15  Small    1038
## 1879                     Wellington State Integrated   9   42  Small    1072
## 1880                     Wellington          Private  10  664  Small    1074
## 1881                     Wellington          Private  10  674  Small    1202
## 1882                     Wellington          Private  10   79  Small    1393
## 1883                     Wellington            State   7  442  Small    1552
## 1884                     Wellington            State  10  217  Small    1941
## 1885                     Wellington            State   6  681  Small    1977
## 1886                     Wellington State Integrated   6  294  Small    1980
## 1887                     Wellington State Integrated   8  660  Small     273
## 1888                     Wellington State Integrated   5  102  Small     845
## 1889                     Wellington          Private  10  365  Small    1012
## 1890                     Wellington          Private  NA   23  Small    1100
## 1891                     Wellington            State  10 1496  Small    1492
## 1892                     Wellington            State   6  326  Small    2012
## 1893                     Wellington          Private  10  706  Small    2055
## 1894                     Wellington            State  10 1175  Small    2064
## 1895                     Wellington            State  10  518  Small     147
## 1896                     Wellington            State   9  949  Small     336
## 1897                     Wellington            State   8  237  Small     750
## 1898                     Wellington            State   7   29  Small     924
## 1899                         Nelson            State   9  203  Small    1166
## 1900                         Nelson            State   4  156  Small    1416
## 1901                         Nelson            State   5   92  Small    2331
## 1902                         Nelson            State   8  214  Small    2349
## 1903                         Nelson            State   7  373  Small    2493
## 1904                         Nelson            State   6   35  Small     184
## 1905                         Nelson            State   7  400  Small     868
## 1906                         Nelson            State   6  374  Small    1275
## 1907                         Nelson State Integrated   8  325  Small    2129
## 1908                         Nelson            State   3  287  Small    2400
## 1909                         Nelson            State   7  260  Small     946
## 1910                         Nelson            State   6  522  Small    1330
## 1911                         Nelson            State   7  316  Small    1951
## 1912                         Nelson            State   6 1493  Small    2143
## 1913                         Nelson            State   7  427  Small    2302
## 1914                         Nelson            State   5  312  Small    2502
## 1915                         Nelson State Integrated   8  400  Small     317
## 1916                       Richmond            State   9  588  Small     429
## 1917                       Richmond            State   6  365  Small     668
## 1918                       Richmond            State   8 1372  Small     688
## 1919                       Richmond            State   8  604  Small    1053
## 1920                    Brightwater            State   9  254  Small    1191
## 1921                         Nelson            State   7  287  Small    1456
## 1922                         Nelson          Private   7   35  Small    1978
## 1923                         Nelson            State   7 1011  Small    2082
## 1924                         Nelson          Private  10   92  Small      96
## 1925                         Nelson State Integrated   7  141  Small     987
## 1926                         Nelson            State   4  146  Small    1530
## 1927                         Nelson            State   7  953  Small    1955
## 1928                         Nelson          Private   9  100  Small     982
## 1929                       Richmond            State   4   79  Small     989
## 1930                       Richmond State Integrated   9  219  Small    1603
## 1931                         Nelson            State   9   14  Small    1882
## 1932                         Nelson            State   7  120  Small    1929
## 1933                    Collingwood            State   6  126  Small    2416
## 1934                         Nelson            State  10   91  Small     124
## 1935                Tasman District            State  10   29  Small     623
## 1936                Tasman District            State  10  105  Small     828
## 1937                         Nelson            State  10   88  Small    1596
## 1938                         Nelson            State   9  175  Small    2087
## 1939                Tasman District            State   4   44  Small    2365
## 1940                Tasman District            State   4  226  Small      36
## 1941                    Marlborough            State   7   86  Small     110
## 1942                         Nelson            State   6  321  Small     121
## 1943                         Nelson            State   6  181  Small     784
## 1944                        Motueka            State   3  242  Small    1080
## 1945                        Motueka State Integrated   5   73  Small    1193
## 1946                        Motueka            State   4  598  Small    1788
## 1947                        Motueka          Private   4   58  Small     740
## 1948                        Motueka            State   3  231  Small     754
## 1949                         Mahana            State  10   53  Small     856
## 1950                  Upper Moutere State Integrated   5   55  Small    1054
## 1951                Tasman District            State   7   82  Small    1208
## 1952                Tasman District            State   4  157  Small    2079
## 1953                     Canvastown            State   5   29  Small     129
## 1954                         Tasman            State   6   58  Small     840
## 1955                         Takaka            State   6   80  Small     943
## 1956                     Rai Valley            State   6   94  Small    1149
## 1957                       Pokororo          Private   4   12  Small    1408
## 1958                Tasman District            State   4   69  Small    1496
## 1959                Tasman District            State   5   75  Small    1540
## 1960                         Riwaka            State   6  199  Small    1779
## 1961                       Blenheim            State   6  407  Small    1959
## 1962                       Blenheim            State   7 1006  Small    2203
## 1963                       Blenheim            State   7 1029  Small    2484
## 1964                       Blenheim            State   2  110  Small     100
## 1965                       Blenheim            State   6  249  Small     665
## 1966                       Blenheim State Integrated   6   98  Small     864
## 1967                       Blenheim            State   7  436  Small    1272
## 1968                       Blenheim State Integrated   8  376  Small    1499
## 1969                       Blenheim            State   5  248  Small    2092
## 1970                       Blenheim            State   9  339  Small     179
## 1971                       Blenheim            State   7   49  Small     650
## 1972                    Marlborough            State   4   56  Small    1795
## 1973                    Marlborough            State   8  375  Small    1945
## 1974                    Marlborough            State   5  110  Small    2026
## 1975                         Picton            State   3  134  Small     143
## 1976                         Picton State Integrated   5   30  Small     313
## 1977                         Picton            State   5   86  Small    2507
## 1978                       Blenheim            State   3   81  Small     299
## 1979                         Picton            State   4  349  Small    1120
## 1980                    Marlborough            State   7   86  Small    1348
## 1981                    Marlborough            State   6   58  Small    1570
## 1982           Marlborough District            State   5   66  Small     835
## 1983                       Blenheim            State  10  212  Small    1050
## 1984           Marlborough District            State   4   30  Small    1489
## 1985           Marlborough District            State  10  155  Small    1574
## 1986                       Auckland            State   5  222  Small    1585
## 1987                      Linkwater            State   8   42  Small    1992
## 1988           Marlborough District            State  10   20  Small    2521
## 1989                       Kaikoura            State   5  105  Small     226
## 1990                       Kaikoura State Integrated   5  101  Small     742
## 1991                          Waiau            State   6   47  Small    1124
## 1992                 Hanmer Springs            State   9   70  Small    1178
## 1993                        Cheviot            State   7  189  Small    1731
## 1994              Kaikoura District            State   4   28  Small    1958
## 1995                       Kaikoura            State   7   32  Small    2413
## 1996                       Kaikoura            State   4    6  Small    2478
## 1997                       Kaikoura            State   9   10  Small    2564
## 1998               Hurunui District            State  10   25  Small      16
## 1999               Hurunui District            State   9   58  Small    2058
## 2000                       Rangiora            State   9  517  Small    2274
## 2001                       Rangiora            State   8 1542  Small     669
## 2002                       Rangiora State Integrated   8  294  Small    1618
## 2003                       Amberley            State   7  208  Small    1778
## 2004                        Waikari            State   4   31  Small    2114
## 2005                         Oxford            State   7  497  Small    2518
## 2006           Waimakariri District            State  10  215  Small      95
## 2007           Waimakariri District            State  10  196  Small     844
## 2008                       Rangiora            State  10  156  Small    1020
## 2009                       Rangiora            State  10  126  Small    1335
## 2010           Waimakariri District            State   9   87  Small    1982
## 2011           Waimakariri District            State   7   65  Small    2526
## 2012                       Amberley            State   8   85  Small    1796
## 2013                       Amberley            State   9  103  Small    2011
## 2014                        Hurunui            State   8   17  Small    2339
## 2015           Waimakariri District            State   7   41  Small    2348
## 2016                      Sheffield            State   7   60  Small     628
## 2017                       Darfield            State   7  252  Small     858
## 2018                         Akaroa            State   8  125  Small    1051
## 2019                     Glentunnel            State   4   58  Small    1177
## 2020                         Kirwee            State  10  111  Small    1509
## 2021                Selwyn District            State   8  100  Small    2473
## 2022                Selwyn District            State   9   23  Small     122
## 2023                         Akaroa            State   9   41  Small     749
## 2024       Banks Peninsula District            State   4   11  Small     927
## 2025       Banks Peninsula District            State   3   23  Small     934
## 2026                   Little River            State   5   73  Small     977
## 2027                        Burnham            State   9  120  Small     980
## 2028                    Southbridge            State   9  145  Small    1030
## 2029                     Prebbleton            State  10  280  Small    1033
## 2030                        Lincoln            State   9 1363  Small    1062
## 2031                        Lincoln            State  10  420  Small    1312
## 2032                           Chch            State   9  558  Small    1454
## 2033                Selwyn District            State  10  184  Small    2351
## 2034                        Kaiapoi            State   6  556  Small    2538
## 2035                        Kaiapoi            State   5  659  Small     109
## 2036                        Kaiapoi            State   5  489  Small     338
## 2037                        Kaiapoi            State   1   27  Small    1148
## 2038                        Kaiapoi State Integrated   8  181  Small    1151
## 2039                        Leeston            State   8  244  Small    1171
## 2040                        Leeston            State   8  552  Small    1343
## 2041                        Woodend            State   9  375  Small    1401
## 2042                       Darfield            State   8  708  Small    1772
## 2043                   via Rangiora            State   9  159  Small    1820
## 2044                      Culverden            State   8  283  Small    2167
## 2045                           Cust            State  10  107  Small    2410
## 2046                       Hawarden            State   7  230  Small     120
## 2047                       Kaikoura            State   4  241  Small    1265
## 2048                       Rangiora            State   7  505  Small    1531
## 2049                         Sefton            State   7   99  Small    1571
## 2050                       Rangiora State Integrated   9  132  Small    2468
## 2051                        Waipara            State   6   40  Small    2486
## 2052                   Christchurch            State   9   40  Small    2519
## 2053                   Christchurch            State   9  222  Small     105
## 2054                         Selwyn            State   7   32  Small     399
## 2055                   Christchurch            State  10   85  Small     488
## 2056                   Christchurch            State   5   16  Small     748
## 2057                Selwyn District            State  10  149  Small    1083
## 2058                         Selwyn            State  10   68  Small    1117
## 2059                   Christchurch            State   2   29  Small    1196
## 2060                Selwyn District            State  10  265  Small    1850
## 2061                   Christchurch            State   7  135  Small    2016
## 2062                    Springfield            State   6   29  Small    2166
## 2063                        Leeston            State   9  111  Small    2398
## 2064                        Kaiapoi            State   7   85  Small    2467
## 2065           Waimakariri District            State   9  196  Small     697
## 2066                        Kaiapoi            State  10  229  Small    1112
## 2067                      Ashburton            State   8  341  Small    1344
## 2068                      Ashburton            State   7  382  Small    1376
## 2069                      Ashburton            State   6  416  Small    1500
## 2070                      Ashburton            State   3  104  Small    1560
## 2071                      Ashburton            State   4  277  Small     744
## 2072                      Ashburton State Integrated   8  205  Small     851
## 2073                         Rakaia            State   4   88  Small    1299
## 2074                        Methven            State   9  210  Small    1386
## 2075                        Methven State Integrated  10   30  Small    1597
## 2076                      Ashburton            State   7 1096  Small    1686
## 2077                      Ashburton            State   6  229  Small    1947
## 2078                        Methven            State   8  516  Small    1954
## 2079             Ashburton District            State  10   76  Small    1981
## 2080       Ashburton/Mid Canterbury            State   6   43  Small    1999
## 2081                      Ashburton            State   6   32  Small    2019
## 2082                      Ashburton            State   9   81  Small    2481
## 2083                 Ashburton Dist            State   9  103  Small      97
## 2084                      Ashburton            State  10   22  Small     106
## 2085                          Carew            State  10   52  Small     108
## 2086             Ashburton District            State   9  123  Small     861
## 2087                       Mayfield            State   9   78  Small    1006
## 2088                      Ashburton            State   8   46  Small    1298
## 2089             Ashburton District            State   9   45  Small    1342
## 2090                      Greymouth            State   2  142  Small    1750
## 2091                  Via Greymouth            State   3  103  Small    1847
## 2092                      Greymouth            State   2   74  Small    2237
## 2093                      Greymouth            State   5  407  Small    2338
## 2094                      Greymouth            State   8  169  Small    2565
## 2095                         Dobson            State   3  121  Small      45
## 2096                      Greymouth            State   6  172  Small     843
## 2097                      Greymouth State Integrated   5  135  Small    1063
## 2098                       Hokitika            State   4  170  Small    1075
## 2099                       Hokitika            State   7  115  Small    1140
## 2100                       Hokitika State Integrated   5  108  Small    1583
## 2101                           Ross            State   6   24  Small    1972
## 2102                   Via Westport            State   3   47  Small     671
## 2103                       Westport State Integrated   4  169  Small    1324
## 2104                       Westport            State   4  303  Small    1346
## 2105                       Westport            State   4  176  Small    1465
## 2106                        Reefton            State   3  238  Small    1950
## 2107                        Reefton State Integrated   4   47  Small    2387
## 2108                         Kumara            State   5   26  Small      65
## 2109                   Via Hokitika            State   9   23  Small     334
## 2110                  Grey District          Private  NA  127  Small     764
## 2111                      Greymouth            State   4  655  Small     994
## 2112                   Jacobs River            State   5    6  Small    1501
## 2113                      Greymouth State Integrated   4  138  Small    1621
## 2114                          Moana            State   7   67  Small    2359
## 2115                       Hokitika            State   6  479  Small    2489
## 2116                   Via Hokitika            State   7   38  Small     337
## 2117                         Ahaura            State   4  119  Small     364
## 2118                    Fox Glacier            State   8   17  Small     553
## 2119                          Haast            State   3   21  Small    1076
## 2120                   Via Westport            State   5   93  Small    1077
## 2121                       Westport            State   3  345  Small    1321
## 2122             Inangahua Junction            State   6    9  Small    1409
## 2123                   Via Westport            State   2   38  Small    1605
## 2124                  Grey District            State   4   13  Small    1794
## 2125              Westland District            State   8   23  Small    1949
## 2126                      Hari Hari            State   4  111  Small    2138
## 2127                         Twizel            State   8  155  Small    2404
## 2128                 Pleasant Point            State   8  258  Small    2417
## 2129                 Pleasant Point State Integrated   7   83  Small    2422
## 2130                         Timaru            State   5  490  Small      50
## 2131                         Timaru State Integrated   9  337  Small      67
## 2132                         Timaru            State  10  373  Small      79
## 2133                         Timaru            State   4  318  Small    1243
## 2134                         Timaru            State   7  292  Small    1518
## 2135                         Timaru            State   2  126  Small    2085
## 2136                         Timaru State Integrated   5  191  Small    2298
## 2137                         Timaru State Integrated   7  214  Small    2569
## 2138                         Timaru State Integrated   6   53  Small     752
## 2139                         Timaru            State   3  348  Small     755
## 2140                         Timaru            State   7  460  Small     863
## 2141                         Temuka            State   4   26  Small    1067
## 2142                         Temuka            State   5  379  Small    1121
## 2143                         Temuka State Integrated   5   82  Small    1200
## 2144                         Temuka            State   5  269  Small    1316
## 2145                        Waimate            State   3  109  Small    1608
## 2146                        Waimate            State   4  375  Small    1855
## 2147                        Waimate            State   2  103  Small    2315
## 2148                        Fairlie            State   7  112  Small    2329
## 2149                        Fairlie            State   7  202  Small    2491
## 2150                        Fairlie State Integrated   7   38  Small    2505
## 2151                      Geraldine            State   8  606  Small    1308
## 2152                      Geraldine            State   8  305  Small    1625
## 2153                        Mt Cook            State  10   13  Small    2463
## 2154                         Timaru            State   6  547  Small      61
## 2155                         Timaru State Integrated   6  497  Small     852
## 2156                         Timaru            State   7  678  Small    1188
## 2157                         Timaru            State   5  472  Small    1420
## 2158                     Winchester            State   5  120  Small    1620
## 2159                    Lake Tekapo            State   7   22  Small    1821
## 2160                     Winchester          Private   9   98  Small    1834
## 2161                Timaru District            State   8  126  Small    1971
## 2162                         Timaru            State   8  116  Small     839
## 2163               Waimate District            State   8   32  Small    1333
## 2164               Waimate District            State   7   16  Small    2340
## 2165                       Makikihi            State   7   31  Small    2395
## 2166               Waimate District            State   5   60  Small    2543
## 2167                        Waimate            State   9   62  Small     127
## 2168               Waimate District            State   5   21  Small    1007
## 2169                         Albury            State   8   30  Small    1010
## 2170                     Cannington            State   9   35  Small    1352
## 2171                         Timaru            State   5   92  Small    1991
## 2172                         Timaru            State   9   46  Small    2102
## 2173                   Christchurch            State   3  240  Small    2107
## 2174                   Christchurch            State   9 1100  Small    2261
## 2175                   Christchurch            State   1  134  Small    2369
## 2176                   Christchurch            State   1  129  Small      77
## 2177                   Christchurch          Private   8   24  Small     295
## 2178                   Christchurch            State   3  256  Small     505
## 2179                   Christchurch State Integrated   4   95  Small     975
## 2180                   Christchurch            State  10  529  Small    1094
## 2181                   Christchurch          Private  10  699  Small    1309
## 2182                   Christchurch State Integrated  10   96  Small    2088
## 2183                   Christchurch            State   7  489  Small    2172
## 2184                   Christchurch            State  10  461  Small     102
## 2185                   Christchurch            State   9  266  Small     477
## 2186                   Christchurch State Integrated   6  466  Small     836
## 2187                   Christchurch            State   9  571  Small    1104
## 2188                   Christchurch            State  10  446  Small    1214
## 2189                   Christchurch            State   2  119  Small    1283
## 2190                   Christchurch            State   7  440  Small    2089
## 2191                   Christchurch            State   5  453  Small      44
## 2192                       Rangiora            State   7  272  Small     309
## 2193                   Christchurch State Integrated  10  222  Small     732
## 2194                   Christchurch State Integrated   9  121  Small    1152
## 2195                   Christchurch            State   2  127  Small    1353
## 2196                   Christchurch            State   2  146  Small    1939
## 2197                   Christchurch            State   2  260  Small    2470
## 2198                   Christchurch            State   3  197  Small    2480
## 2199                   Christchurch            State   8 1663  Small      48
## 2200                   Christchurch            State   6  489  Small    1303
## 2201                   Christchurch            State   4  178  Small    1417
## 2202                   Christchurch State Integrated   7  142  Small    1457
## 2203                   Christchurch            State   2   75  Small    1464
## 2204                   Christchurch            State  10  653  Small    1565
## 2205                   Christchurch            State   7  396  Small    1568
## 2206                   Christchurch            State   4  252  Small    2080
## 2207                   Christchurch            State   9  505  Small    2386
## 2208                   Christchurch State Integrated   8  215  Small    2407
## 2209                   Christchurch            State   1  115  Small    2544
## 2210                   Christchurch            State   4  311  Small     654
## 2211                   Christchurch            State   7  493  Small     702
## 2212                   Christchurch State Integrated   9 1194  Small     799
## 2213                   Christchurch State Integrated   7  131  Small    1059
## 2214                   Christchurch State Integrated   9  783  Small    1746
## 2215                 Christchurch 4            State   9  484  Small    1879
## 2216                   Christchurch            State   2  156  Small    1987
## 2217                   Christchurch            State   9  515  Small     431
## 2218                   Christchurch            State   3  232  Small     818
## 2219                   Christchurch            State   2  102  Small     862
## 2220                   Christchurch            State   3  450  Small    1057
## 2221                   Christchurch            State   2  154  Small    1223
## 2222                   Christchurch            State   9  422  Small    1322
## 2223                   Christchurch            State   7  944  Small    1463
## 2224                   Christchurch            State   2  199  Small    1493
## 2225                   Christchurch            State   9  449  Small    1543
## 2226                   Christchurch            State   3  196  Small    2015
## 2227                   Christchurch            State   3  311  Small    2023
## 2228                   Christchurch State Integrated   3  158  Small      76
## 2229                   Christchurch            State   7  339  Small     115
## 2230                        Belfast            State   6  385  Small     523
## 2231                   Christchurch            State   6  215  Small     811
## 2232                   Christchurch            State   5  434  Small    1156
## 2233                   Christchurch            State   8  176  Small    1210
## 2234                   Christchurch            State   8  208  Small    1405
## 2235                   Christchurch            State   2  154  Small    2051
## 2236                   Christchurch            State   8  425  Small    2052
## 2237                   Christchurch            State   3   57  Small    2425
## 2238                   Christchurch            State   4  586  Small    2559
## 2239                   Christchurch State Integrated   7  238  Small      80
## 2240                   Christchurch            State   5  196  Small     119
## 2241                   Christchurch          Private  10 1347  Small     141
## 2242                   Christchurch State Integrated   9  385  Small     300
## 2243                   Christchurch            State   9  451  Small     973
## 2244                   Christchurch            State   5  133  Small    1046
## 2245                   Christchurch            State   3   99  Small    1093
## 2246                   Christchurch            State   2  157  Small    1144
## 2247                   Christchurch            State   5  243  Small    1315
## 2248                   Christchurch State Integrated   9  292  Small    1394
## 2249                   Christchurch            State   8  513  Small      68
## 2250                   Christchurch State Integrated   9  132  Small     116
## 2251                   Christchurch            State  10  504  Small     134
## 2252                   Christchurch            State   6  213  Small     674
## 2253                   Christchurch            State   6  115  Small     831
## 2254                   Christchurch            State  10  593  Small    1029
## 2255                   Christchurch            State   9  288  Small    1031
## 2256                   Christchurch            State   6  208  Small    1160
## 2257                   Christchurch            State   2  512  Small    1305
## 2258                   Christchurch            State   6 1220  Small    1375
## 2259                   Christchurch            State   5  642  Small    2116
## 2260                   Christchurch            State   5  810  Small    2123
## 2261                   Christchurch          Private   8   47  Small    2150
## 2262                   Christchurch State Integrated   1   96  Small    2383
## 2263                   Christchurch State Integrated   7  277  Small    2439
## 2264                   Christchurch            State   1  157  Small    2485
## 2265                   Christchurch            State   2  296  Small      47
## 2266                   Christchurch            State   2  301  Small     340
## 2267                   Christchurch            State   2  191  Small     841
## 2268                   Christchurch            State   2  237  Small     867
## 2269                   Christchurch            State   5  451  Small     981
## 2270                   Christchurch            State  10  302  Small    1102
## 2271                   Christchurch            State  10  412  Small    1757
## 2272                   Christchurch            State   4   26  Small     698
## 2273                      Lyttelton            State   8  125  Small     972
## 2274                      Lyttelton            State   9   68  Small    1128
## 2275                   Christchurch State Integrated   8   28  Small    1138
## 2276                   Christchurch            State   7  422  Small    1505
## 2277              Christchurch 8009            State   4  339  Small    1511
## 2278                   Christchurch State Integrated   5  181  Small    1782
## 2279                   Christchurch            State   4  288  Small    2423
## 2280                   Christchurch            State   8  101  Small    2424
## 2281                   Christchurch            State   8  604  Small     117
## 2282                   Christchurch            State   9  609  Small    1056
## 2283                   Christchurch          Private  10  658  Small    1318
## 2284                   Christchurch            State   6  184  Small    1336
## 2285                   Christchurch            State   5 1439  Small    1458
## 2286                   Christchurch            State   1   12  Small    1528
## 2287                   Christchurch          Private   9  198  Small    1904
## 2288                   Christchurch          Private  10  320  Small    1922
## 2289                   Christchurch            State   6  326  Small    2170
## 2290                   Christchurch          Private  10  309  Small     269
## 2291                   Christchurch          Private  10  742  Small     446
## 2292                   Christchurch State Integrated   3  285  Small     711
## 2293                   Christchurch            State   5  105  Small     820
## 2294                   Christchurch State Integrated  10  172  Small     866
## 2295                   Christchurch            State   2  106  Small     945
## 2296                   Christchurch State Integrated   8  367  Small    1328
## 2297                   Christchurch State Integrated   3  140  Small    1400
## 2298                   Christchurch State Integrated   4   52  Small    1488
## 2299                   Christchurch State Integrated   3  114  Small    1561
## 2300                   Christchurch            State   5  739  Small    1576
## 2301                   Christchurch            State   6  413  Small    1577
## 2302                   Christchurch            State   3   82  Small    1824
## 2303                   Christchurch            State   9 1338  Small    2356
## 2304                   Christchurch State Integrated   8  238  Small    2456
## 2305                   Christchurch State Integrated   8  486  Small     130
## 2306                   Christchurch            State   8  727  Small     619
## 2307                   Christchurch            State   8 2588 Mediam     709
## 2308                   Christchurch            State   7  259  Small     729
## 2309                   Christchurch          Private  10  320  Small     731
## 2310                   Christchurch State Integrated   6  180  Small    1126
## 2311                   Christchurch            State   9  581  Small    1153
## 2312                   Christchurch            State   6 1461  Small    1212
## 2313                   Christchurch State Integrated   9  790  Small    1213
## 2314                   Christchurch            State   4  357  Small    1516
## 2315                   Christchurch            Other   1   51  Small    1579
## 2316                   Christchurch State Integrated   7  434  Small    1797
## 2317                   Christchurch            State   6 1417  Small    2447
## 2318                   Christchurch            State   4  308  Small    2466
## 2319                   Christchurch            State   2  162  Small    2495
## 2320                   Christchurch            State   1   24  Small      53
## 2321                   Christchurch            State   2  931  Small     684
## 2322                   Christchurch            State   2  751  Small     751
## 2323                   Christchurch            State   1  245  Small     870
## 2324                   Christchurch State Integrated  10  110  Small    1103
## 2325                   Christchurch            State  10  382  Small    1350
## 2326                   Christchurch            State   5  309  Small    1351
## 2327                   Christchurch            State   5    9  Small    1995
## 2328                   Christchurch            State   6    9  Small    2054
## 2329                   Christchurch            State   6   51  Small    2081
## 2330                Diamond Harbour            State   9  114  Small    2163
## 2331                  Governors Bay            State  10   84  Small    2511
## 2332                        Dunedin            State   9  367  Small    2515
## 2333                        Dunedin State Integrated  10  498  Small     685
## 2334                        Dunedin            State   9  301  Small    1052
## 2335                        Dunedin            State  10  192  Small    1424
## 2336                        Dunedin            State   6  119  Small    1628
## 2337                        Dunedin            State   9  111  Small    1728
## 2338                        Dunedin            State   3   57  Small    1738
## 2339                        Dunedin State Integrated   7   65  Small    2004
## 2340                        Dunedin State Integrated   6   48  Small    2165
## 2341                        Dunedin            State   8  305  Small    2414
## 2342                        Dunedin            State   8  199  Small    2471
## 2343                        Dunedin            State   4  105  Small    2514
## 2344                        Dunedin            State   2  182  Small     283
## 2345                        Dunedin            State   5  904  Small     822
## 2346                        Dunedin            State   8  211  Small     971
## 2347                        Dunedin State Integrated   8  100  Small    1226
## 2348                        Dunedin            State   2   65  Small    1473
## 2349                        Dunedin            State   2   84  Small    1623
## 2350                        Dunedin            State   3  190  Small    1976
## 2351                        Dunedin            State   1   63  Small    1984
## 2352                        Dunedin            State   2  103  Small    2075
## 2353                        Dunedin            State   6  706  Small    2169
## 2354                        Dunedin            State   3  161  Small    2558
## 2355                        Dunedin            State   5  582  Small    1118
## 2356                        Dunedin            State   6   34  Small    1291
## 2357                        Dunedin State Integrated   5  102  Small    1816
## 2358                        Dunedin            State   6  369  Small    1898
## 2359                        Dunedin State Integrated   3   54  Small    1935
## 2360                        Dunedin            State   8  491  Small    1953
## 2361                        Dunedin            State  10  270  Small    2059
## 2362                        Dunedin            State   8  727  Small    2062
## 2363                        Dunedin            State  10  168  Small    2396
## 2364                        Dunedin            State   5  171  Small      66
## 2365                        Dunedin            State  10   78  Small     651
## 2366                        Dunedin State Integrated  10  101  Small     951
## 2367                        Dunedin            State   8  235  Small    1019
## 2368                        Dunedin            State   5   25  Small    1048
## 2369                        Dunedin            State   9   47  Small    1994
## 2370                        Dunedin            State  10  122  Small    2275
## 2371                        Dunedin            State   8   87  Small    2390
## 2372                        Dunedin            State   8  153  Small     107
## 2373                        Dunedin            State   9  364  Small     132
## 2374                        Dunedin            State   7   88  Small     146
## 2375                        Dunedin            State   9  809  Small     857
## 2376                        Dunedin State Integrated  10  439  Small    1005
## 2377                        Dunedin State Integrated   8  145  Small    1164
## 2378                        Dunedin            State   7  268  Small    1221
## 2379                        Dunedin            State   3  134  Small    1276
## 2380                        Dunedin            State  10  347  Small    1317
## 2381                        Dunedin            State   4  200  Small    1404
## 2382                        Dunedin            State   3   24  Small    1412
## 2383                        Waihola            State   6   38  Small    1630
## 2384                        Dunedin            State   8   23  Small    1674
## 2385                           Maia State Integrated   7   24  Small    2037
## 2386                        Dunedin            State   6   43  Small    2411
## 2387                        Dunedin            State  10   55  Small    2512
## 2388                  Port Chalmers            State   5  137  Small      13
## 2389                        Dunedin            State   7   94  Small     137
## 2390                        Dunedin State Integrated   7   28  Small     341
## 2391                        Dunedin            State   9  279  Small     462
## 2392                        Dunedin            State   6  282  Small     655
## 2393                        Dunedin            State   4  294  Small    1154
## 2394                        Dunedin State Integrated   8  158  Small    1563
## 2395                        Dunedin            State   5   48  Small    1754
## 2396                        Dunedin            State   6   29  Small    2108
## 2397                        Dunedin            State   6  260  Small    2141
## 2398                        Dunedin            State   4   60  Small    2272
## 2399                       Frankton          Private  10   23  Small    2506
## 2400                        Dunedin State Integrated   8   83  Small    2510
## 2401                        Dunedin          Private   9    7  Small    2562
## 2402                        Dunedin            State   6 1033  Small     221
## 2403                        Dunedin State Integrated  10  569  Small     802
## 2404                         Wanaka State Integrated  10   53  Small     906
## 2405                        Dunedin State Integrated   8  886  Small    1034
## 2406                        Dunedin            State   7  577  Small    1116
## 2407                         Omakau            State   8   43  Small    1448
## 2408                        Dunedin            State   9  761  Small    1624
## 2409                         Outram            State   9  220  Small    1798
## 2410                        Dunedin State Integrated   8   62  Small    1811
## 2411                   Dunedin City            State   6   27  Small    1817
## 2412                      Purakanui            State   6   18  Small    1998
## 2413                    Via Dunedin            State   9   69  Small    2368
## 2414                          Otago            State   5   31  Small    2455
## 2415                     Kaitangata            State   4  124  Small      33
## 2416                         Milton State Integrated   4   79  Small      38
## 2417                         Milton            State   4   53  Small      78
## 2418                         Milton            State   5  273  Small     114
## 2419                      Balclutha            State   5  231  Small     131
## 2420                    South Otago            State   6  336  Small     479
## 2421                      Balclutha            State   6  556  Small     506
## 2422                      Balclutha State Integrated   7   53  Small    1035
## 2423                       Stirling            State   7   36  Small    1097
## 2424                Clutha District            State   4   36  Small    1314
## 2425                      Balclutha            State   9   40  Small    1326
## 2426                Clutha District            State   9  119  Small    1513
## 2427                     Queenstown            State  10  602  Small    1535
## 2428                     Queenstown State Integrated  10  151  Small    2101
## 2429                         Wanaka            State  10  610  Small    2177
## 2430                         Wanaka            State  10  360  Small    2320
## 2431                       Cromwell            State   8  392  Small    2382
## 2432                       Cromwell            State   8  215  Small    2385
## 2433                       Cromwell            State   7  166  Small     111
## 2434                      Alexandra            State   8  199  Small     279
## 2435                      Alexandra            State   9  565  Small     699
## 2436                      Alexandra            State   8  299  Small    1197
## 2437                          Clyde            State   9  143  Small    1508
## 2438                       Ranfurly            State   7  186  Small    1510
## 2439                       Ranfurly State Integrated   7   38  Small    1890
## 2440                      Alexandra State Integrated   9  118  Small    2022
## 2441                         Tarras            State  10   11  Small    2025
## 2442                     Queenstown            State  10  784  Small    2109
## 2443                 Via Queenstown            State   9   18  Small    2125
## 2444                      Arrowtown            State  10  356  Small    2384
## 2445                         Wanaka            State  10   92  Small    2399
## 2446                     Via Wanaka            State   7    9  Small     335
## 2447                       Oturehua            State  10   33  Small     673
## 2448         Central Otago District            State  10   10  Small    1157
## 2449                         Oamaru            State   6  251  Small    1327
## 2450                         Oamaru            State   5  271  Small    1515
## 2451                         Oamaru            State   4  164  Small    1537
## 2452                         Oamaru            State   3  220  Small    2084
## 2453                         Oamaru State Integrated   6  217  Small    2159
## 2454                         Weston            State   7  275  Small    2472
## 2455                        Hampden            State   5   25  Small      69
## 2456                        Omarama            State   6   34  Small    1147
## 2457                          Otago            State   6  115  Small    1411
## 2458                    North Otago            State  10  102  Small    1503
## 2459                         Oamaru State Integrated   7  428  Small    1629
## 2460                         Oamaru            State   6  538  Small    2119
## 2461                         Oamaru            State   6  473  Small    2168
## 2462                       Karitane            State   8   19  Small     205
## 2463                     Warrington            State   9   50  Small     331
## 2464               Waitaki District            State   7    9  Small     798
## 2465               Waitaki District            State   7   18  Small     855
## 2466                        Waitaki            State  10   33  Small    1206
## 2467                         Oamaru            State   7   60  Small    1219
## 2468                       Duntroon            State   5   61  Small    1988
## 2469               Waitaki District            State   8  106  Small      43
## 2470                        Kakanui            State   4   44  Small     128
## 2471               Waitaki District            State   5   31  Small     355
## 2472                        Herbert            State   7   22  Small     849
## 2473                           Alma            State   6   64  Small    1055
## 2474                       Roxburgh            State   4  190  Small    1096
## 2475                     Waikouaiti            State   7   99  Small    1418
## 2476                        Tapanui            State   7   95  Small    1562
## 2477                       Lawrence            State   6  125  Small    2462
## 2478                        Clinton            State   4   69  Small    2508
## 2479                          Owaka            State   6  165  Small    2517
## 2480                   Millers Flat            State   7   44  Small      81
## 2481                Clutha District            State   7   58  Small     118
## 2482                Clutha District            State   9   10  Small     285
## 2483                     West Otago            State   7  240  Small     646
## 2484                     West Otago            State   8   75  Small    1349
## 2485                      Waitahuna            State   7   38  Small    2412
## 2486                    Middlemarch            State   6   61  Small    2443
## 2487                        Otautau            State   5  149  Small    2465
## 2488                      Tuatapere            State   5  192  Small     455
## 2489                      Nightcaps State Integrated   2   54  Small    1215
## 2490                      Nightcaps            State   4   94  Small    1538
## 2491                        Te Anau            State   8   51  Small    1572
## 2492             Southland District            State   9   17  Small    2014
## 2493                      Southland            State   9   84  Small    2118
## 2494                        Otautau            State   8   14  Small    2492
## 2495                      Tuatapere            State   8   33  Small    2513
## 2496                           Gore            State   3  122  Small    2571
## 2497                           Gore            State   6  118  Small    1145
## 2498                           Gore            State   5  247  Small    1398
## 2499                           Gore State Integrated   8  376  Small    2056
## 2500                           Gore            State   6  300  Small    2164
## 2501                        Mataura            State   1  132  Small    2552
## 2502                        Lumsden            State   5   82  Small     342
## 2503                           Gore            State   6  644  Small     979
## 2504                           Gore State Integrated   7  176  Small    1192
## 2505                        Balfour            State   7   51  Small    1199
## 2506                        Garston            State   8   26  Small    1201
## 2507                       Mossburn            State   8   72  Small    1323
## 2508                      Waikoikoi            State   8   19  Small    1545
## 2509                  Gore District            State   8    8  Small    1878
## 2510                  Gore District            State   8   26  Small     468
## 2511                  Gore District            State   7   32  Small     531
## 2512                  Gore District            State   9   27  Small    1158
## 2513                  Gore District            State   8   17  Small    1159
## 2514             Southland District            State   8   31  Small    1205
## 2515             Southland District            State   4   32  Small    1222
## 2516                        Waikaka            State   8   91  Small    1413
## 2517                         Browns            State   8   19  Small    1539
## 2518             Southland District            State   9   67  Small    1566
## 2519             Southland District            State   8   61  Small    1931
## 2520                      Limehills            State   9  158  Small    2494
## 2521                         Dipton            State   8   70  Small     620
## 2522                   Invercargill            State   3  225  Small    1217
## 2523                   Invercargill            State   5  281  Small    1329
## 2524                   Invercargill            State   3  157  Small    1406
## 2525                   Invercargill            State   8 1799  Small    1517
## 2526                   Invercargill            State   4   66  Small    1627
## 2527                   Invercargill State Integrated   9  157  Small    2124
## 2528                   Invercargill            State   9  228  Small    2153
## 2529                   Invercargill State Integrated   8  118  Small    2566
## 2530                   Invercargill State Integrated   8  249  Small     908
## 2531                   Invercargill            State   9  360  Small     978
## 2532                   Invercargill            State   5  253  Small    1113
## 2533                   Invercargill            State   8  249  Small    1162
## 2534                   Invercargill            State   2  449  Small    1211
## 2535                   Invercargill            State   2  265  Small    1331
## 2536                   Invercargill            State   2  338  Small    1332
## 2537                   Invercargill            State   5 1179  Small    1512
## 2538                   Invercargill State Integrated   3   63  Small    1578
## 2539                   Invercargill State Integrated   3  241  Small    1957
## 2540                   Invercargill            State   2  112  Small    2286
## 2541                   Invercargill            State   4   90  Small    1161
## 2542                          Bluff            State   2  106  Small    1168
## 2543                          Bluff State Integrated   3   48  Small    1181
## 2544               Via Invercargill            State   6   43  Small    1626
## 2545                       Riverton            State   5  191  Small    2024
## 2546                       Riverton            State   5  196  Small    2441
## 2547                       Edendale            State   9  104  Small     793
## 2548                        Wyndham            State   4  356  Small     859
## 2549                        Wyndham            State   5   94  Small    1163
## 2550                   Invercargill            State   2  484  Small    1167
## 2551                        Te Anau            State   8  208  Small    1997
## 2552                 Stewart Island            State   4   16  Small    2448
## 2553                        Lumsden            State   7  172  Small    2482
## 2554                      Southland            State   8  148  Small     470
## 2555                   Invercargill            State   5 1082  Small    1218
## 2556                        Te Anau            State   8  158  Small    1419
## 2557                   Invercargill State Integrated   5  605  Small    2122
## 2558                        Waikaia            State   9   30  Small    2327
## 2559                   Invercargill State Integrated   4   40  Small    2328
## 2560             Southland District            State   7  123  Small    2446
## 2561             Southland District            State   9   87  Small    2464
## 2562             Southland District            State   8   26  Small    2509
## 2563                   Invercargill            State  10  154  Small    1395
## 2564             Southland District            State   8   69  Small    1504
## 2565             Southland District            State   8   57  Small    1800
## 2566                      Waimahaka            State   7   13  Small    2401
## 2567                   Invercargill            State   8  122  Small    1590
## 2568                   Invercargill            State  10  266  Small    1996
## 2569                      Thornbury            State   5   52  Small    2112
## 2570                      Southland            State   6   95  Small    1514
## 2571             Southland District            State   7   17  Small    1575
#在Roll中的Auth變項為Private的平均值
mean(dta$Roll[dta$Auth == "Private"])
## [1] 308.798
#以Auth變項分類計算Roll的平均值
aggregate(dta["Roll"], by=list(dta$Auth), FUN=mean)
##            Group.1     Roll
## 1            Other  51.0000
## 2          Private 308.7980
## 3            State 300.6301
## 4 State Integrated 258.3792
##變項Dec 大於 5放入Rich變項中
dta$Rich <- dta$Dec > 5; dta$Rich
##    [1] FALSE FALSE FALSE FALSE FALSE  TRUE FALSE FALSE  TRUE FALSE FALSE FALSE
##   [13] FALSE FALSE FALSE FALSE FALSE  TRUE FALSE FALSE FALSE FALSE  TRUE  TRUE
##   [25] FALSE FALSE FALSE FALSE  TRUE  TRUE FALSE FALSE FALSE FALSE FALSE FALSE
##   [37] FALSE FALSE  TRUE  TRUE  TRUE  TRUE FALSE FALSE FALSE  TRUE  TRUE FALSE
##   [49] FALSE FALSE  TRUE  TRUE  TRUE  TRUE FALSE  TRUE FALSE FALSE  TRUE FALSE
##   [61] FALSE  TRUE  TRUE  TRUE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
##   [73] FALSE FALSE FALSE  TRUE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
##   [85] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
##   [97] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE  TRUE FALSE FALSE FALSE
##  [109] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
##  [121] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
##  [133] FALSE FALSE FALSE FALSE FALSE  TRUE  TRUE  TRUE  TRUE FALSE FALSE  TRUE
##  [145] FALSE FALSE FALSE FALSE  TRUE  TRUE FALSE FALSE FALSE  TRUE FALSE FALSE
##  [157] FALSE  TRUE FALSE FALSE FALSE FALSE FALSE  TRUE FALSE  TRUE  TRUE  TRUE
##  [169]  TRUE  TRUE  TRUE FALSE FALSE  TRUE FALSE FALSE FALSE  TRUE FALSE FALSE
##  [181] FALSE  TRUE FALSE  TRUE FALSE  TRUE FALSE FALSE FALSE FALSE FALSE FALSE
##  [193]  TRUE FALSE FALSE  TRUE FALSE FALSE FALSE FALSE FALSE  TRUE  TRUE  TRUE
##  [205]  TRUE FALSE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE
##  [217]  TRUE  TRUE  TRUE  TRUE    NA  TRUE  TRUE  TRUE  TRUE  TRUE FALSE  TRUE
##  [229] FALSE FALSE  TRUE  TRUE  TRUE  TRUE  TRUE FALSE  TRUE  TRUE  TRUE  TRUE
##  [241]  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE
##  [253]  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE
##  [265] FALSE FALSE FALSE FALSE FALSE  TRUE  TRUE  TRUE  TRUE FALSE  TRUE FALSE
##  [277] FALSE  TRUE FALSE FALSE FALSE FALSE FALSE FALSE FALSE  TRUE  TRUE  TRUE
##  [289]  TRUE  TRUE  TRUE  TRUE  TRUE FALSE FALSE  TRUE  TRUE  TRUE    NA    NA
##  [301]  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE FALSE  TRUE  TRUE  TRUE  TRUE FALSE
##  [313] FALSE  TRUE  TRUE  TRUE  TRUE  TRUE FALSE FALSE  TRUE  TRUE  TRUE  TRUE
##  [325]  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE FALSE  TRUE FALSE  TRUE  TRUE  TRUE
##  [337]  TRUE FALSE  TRUE FALSE FALSE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE
##  [349]  TRUE  TRUE FALSE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE
##  [361]  TRUE  TRUE  TRUE FALSE  TRUE  TRUE  TRUE  TRUE FALSE  TRUE  TRUE  TRUE
##  [373]  TRUE  TRUE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE  TRUE FALSE
##  [385]  TRUE  TRUE FALSE  TRUE FALSE FALSE FALSE FALSE  TRUE FALSE FALSE FALSE
##  [397]  TRUE  TRUE FALSE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE FALSE  TRUE  TRUE
##  [409]  TRUE  TRUE  TRUE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
##  [421]  TRUE FALSE FALSE  TRUE  TRUE  TRUE FALSE  TRUE FALSE  TRUE  TRUE FALSE
##  [433] FALSE  TRUE FALSE FALSE FALSE  TRUE FALSE FALSE FALSE  TRUE  TRUE  TRUE
##  [445]  TRUE FALSE  TRUE  TRUE FALSE    NA  TRUE  TRUE FALSE  TRUE FALSE FALSE
##  [457]  TRUE  TRUE FALSE  TRUE  TRUE    NA  TRUE FALSE    NA  TRUE  TRUE FALSE
##  [469]  TRUE    NA FALSE  TRUE  TRUE FALSE  TRUE FALSE    NA  TRUE FALSE  TRUE
##  [481] FALSE  TRUE  TRUE FALSE  TRUE  TRUE  TRUE  TRUE FALSE FALSE  TRUE FALSE
##  [493] FALSE FALSE FALSE FALSE  TRUE  TRUE  TRUE FALSE FALSE FALSE FALSE FALSE
##  [505] FALSE  TRUE FALSE FALSE FALSE  TRUE FALSE  TRUE FALSE FALSE  TRUE FALSE
##  [517]  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE FALSE  TRUE  TRUE  TRUE  TRUE  TRUE
##  [529]  TRUE  TRUE  TRUE  TRUE  TRUE    NA  TRUE  TRUE  TRUE FALSE FALSE FALSE
##  [541] FALSE FALSE FALSE  TRUE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
##  [553]    NA FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
##  [565] FALSE FALSE FALSE  TRUE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
##  [577] FALSE FALSE FALSE  TRUE  TRUE FALSE FALSE FALSE FALSE FALSE  TRUE FALSE
##  [589]  TRUE FALSE FALSE FALSE FALSE FALSE FALSE  TRUE FALSE  TRUE FALSE FALSE
##  [601]  TRUE FALSE  TRUE FALSE  TRUE  TRUE FALSE  TRUE FALSE FALSE  TRUE  TRUE
##  [613]  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE FALSE    NA FALSE FALSE    NA FALSE
##  [625] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
##  [637] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
##  [649] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE    NA FALSE  TRUE
##  [661] FALSE FALSE FALSE  TRUE FALSE FALSE FALSE  TRUE FALSE FALSE FALSE  TRUE
##  [673] FALSE FALSE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE
##  [685] FALSE  TRUE  TRUE  TRUE FALSE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE
##  [697] FALSE FALSE  TRUE  TRUE  TRUE FALSE FALSE FALSE  TRUE FALSE FALSE FALSE
##  [709] FALSE FALSE FALSE  TRUE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
##  [721] FALSE FALSE FALSE FALSE FALSE FALSE  TRUE FALSE FALSE FALSE FALSE FALSE
##  [733] FALSE FALSE  TRUE  TRUE FALSE FALSE FALSE FALSE  TRUE FALSE  TRUE FALSE
##  [745] FALSE FALSE FALSE FALSE  TRUE  TRUE  TRUE FALSE FALSE  TRUE  TRUE FALSE
##  [757]  TRUE  TRUE  TRUE  TRUE  TRUE FALSE  TRUE FALSE FALSE  TRUE  TRUE  TRUE
##  [769]  TRUE FALSE  TRUE FALSE FALSE FALSE  TRUE  TRUE  TRUE  TRUE FALSE FALSE
##  [781] FALSE FALSE FALSE  TRUE FALSE FALSE  TRUE FALSE FALSE FALSE FALSE FALSE
##  [793] FALSE FALSE  TRUE FALSE FALSE FALSE  TRUE FALSE  TRUE FALSE  TRUE FALSE
##  [805]  TRUE  TRUE FALSE  TRUE FALSE  TRUE FALSE FALSE FALSE FALSE FALSE FALSE
##  [817]  TRUE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE  TRUE
##  [829]  TRUE  TRUE FALSE  TRUE  TRUE  TRUE FALSE FALSE  TRUE  TRUE  TRUE  TRUE
##  [841] FALSE FALSE FALSE  TRUE FALSE FALSE FALSE FALSE FALSE  TRUE FALSE FALSE
##  [853]  TRUE FALSE  TRUE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
##  [865] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE  TRUE  TRUE FALSE
##  [877] FALSE FALSE  TRUE FALSE FALSE FALSE FALSE FALSE FALSE  TRUE  TRUE  TRUE
##  [889] FALSE FALSE  TRUE FALSE  TRUE  TRUE FALSE FALSE FALSE  TRUE  TRUE FALSE
##  [901] FALSE  TRUE  TRUE  TRUE FALSE FALSE FALSE    NA  TRUE FALSE  TRUE  TRUE
##  [913] FALSE FALSE FALSE FALSE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE FALSE FALSE
##  [925]  TRUE FALSE  TRUE FALSE FALSE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE
##  [937]  TRUE  TRUE FALSE  TRUE FALSE  TRUE  TRUE  TRUE  TRUE FALSE FALSE FALSE
##  [949] FALSE  TRUE FALSE FALSE FALSE FALSE  TRUE  TRUE FALSE  TRUE FALSE  TRUE
##  [961] FALSE  TRUE FALSE FALSE FALSE  TRUE FALSE FALSE FALSE  TRUE  TRUE  TRUE
##  [973]  TRUE  TRUE  TRUE  TRUE  TRUE FALSE FALSE  TRUE FALSE  TRUE  TRUE FALSE
##  [985]  TRUE  TRUE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
##  [997] FALSE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE FALSE FALSE FALSE FALSE
## [1009] FALSE FALSE FALSE FALSE FALSE FALSE FALSE  TRUE  TRUE  TRUE  TRUE  TRUE
## [1021]  TRUE  TRUE  TRUE  TRUE  TRUE FALSE  TRUE  TRUE FALSE  TRUE  TRUE  TRUE
## [1033]  TRUE  TRUE  TRUE FALSE  TRUE  TRUE FALSE  TRUE  TRUE  TRUE  TRUE  TRUE
## [1045] FALSE  TRUE  TRUE FALSE  TRUE  TRUE  TRUE  TRUE  TRUE FALSE FALSE FALSE
## [1057]  TRUE  TRUE FALSE FALSE FALSE FALSE FALSE FALSE FALSE  TRUE FALSE FALSE
## [1069] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [1081] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [1093] FALSE FALSE  TRUE FALSE  TRUE FALSE  TRUE  TRUE FALSE  TRUE  TRUE  TRUE
## [1105] FALSE  TRUE FALSE  TRUE FALSE  TRUE FALSE FALSE FALSE  TRUE  TRUE  TRUE
## [1117]  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE FALSE FALSE FALSE
## [1129] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [1141] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE  TRUE  TRUE  TRUE FALSE
## [1153]  TRUE FALSE FALSE FALSE FALSE FALSE FALSE FALSE  TRUE  TRUE  TRUE FALSE
## [1165] FALSE FALSE FALSE FALSE FALSE FALSE FALSE  TRUE FALSE FALSE FALSE FALSE
## [1177] FALSE FALSE FALSE FALSE  TRUE  TRUE FALSE FALSE  TRUE FALSE FALSE FALSE
## [1189] FALSE FALSE FALSE  TRUE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [1201]  TRUE FALSE FALSE FALSE FALSE  TRUE  TRUE  TRUE FALSE FALSE  TRUE FALSE
## [1213]  TRUE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE  TRUE
## [1225] FALSE FALSE FALSE FALSE FALSE  TRUE  TRUE  TRUE FALSE FALSE FALSE  TRUE
## [1237] FALSE FALSE FALSE  TRUE FALSE  TRUE FALSE FALSE FALSE FALSE FALSE  TRUE
## [1249] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [1261]  TRUE FALSE FALSE FALSE FALSE FALSE  TRUE  TRUE  TRUE FALSE  TRUE FALSE
## [1273] FALSE  TRUE FALSE  TRUE  TRUE  TRUE FALSE FALSE FALSE  TRUE FALSE  TRUE
## [1285] FALSE FALSE  TRUE FALSE FALSE FALSE FALSE  TRUE  TRUE  TRUE  TRUE FALSE
## [1297] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE  TRUE  TRUE  TRUE FALSE
## [1309] FALSE FALSE FALSE FALSE FALSE FALSE  TRUE FALSE  TRUE FALSE  TRUE FALSE
## [1321] FALSE  TRUE  TRUE  TRUE  TRUE FALSE FALSE FALSE FALSE FALSE  TRUE  TRUE
## [1333] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE  TRUE  TRUE FALSE
## [1345] FALSE  TRUE  TRUE  TRUE  TRUE  TRUE FALSE FALSE FALSE  TRUE FALSE  TRUE
## [1357] FALSE FALSE FALSE  TRUE  TRUE  TRUE  TRUE  TRUE FALSE  TRUE  TRUE FALSE
## [1369]  TRUE  TRUE  TRUE FALSE FALSE FALSE FALSE FALSE  TRUE FALSE  TRUE  TRUE
## [1381]  TRUE  TRUE  TRUE FALSE FALSE FALSE FALSE FALSE FALSE  TRUE FALSE FALSE
## [1393] FALSE FALSE FALSE  TRUE FALSE FALSE  TRUE  TRUE FALSE  TRUE  TRUE FALSE
## [1405] FALSE FALSE FALSE  TRUE  TRUE  TRUE FALSE  TRUE  TRUE  TRUE  TRUE  TRUE
## [1417]  TRUE  TRUE  TRUE  TRUE FALSE  TRUE  TRUE  TRUE FALSE  TRUE  TRUE  TRUE
## [1429]  TRUE  TRUE FALSE FALSE FALSE FALSE FALSE FALSE FALSE    NA  TRUE  TRUE
## [1441] FALSE FALSE  TRUE  TRUE  TRUE  TRUE FALSE FALSE FALSE  TRUE FALSE FALSE
## [1453]  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE FALSE
## [1465] FALSE FALSE  TRUE FALSE  TRUE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [1477] FALSE FALSE FALSE FALSE FALSE  TRUE  TRUE FALSE FALSE FALSE FALSE FALSE
## [1489] FALSE  TRUE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE  TRUE
## [1501]  TRUE  TRUE FALSE FALSE FALSE FALSE  TRUE FALSE FALSE  TRUE FALSE  TRUE
## [1513] FALSE  TRUE FALSE FALSE FALSE FALSE FALSE FALSE  TRUE FALSE  TRUE FALSE
## [1525] FALSE FALSE FALSE  TRUE FALSE FALSE FALSE FALSE FALSE  TRUE FALSE FALSE
## [1537] FALSE  TRUE  TRUE  TRUE  TRUE FALSE FALSE  TRUE  TRUE FALSE FALSE FALSE
## [1549]  TRUE FALSE  TRUE FALSE FALSE FALSE  TRUE FALSE  TRUE FALSE FALSE  TRUE
## [1561]  TRUE  TRUE  TRUE  TRUE FALSE  TRUE FALSE  TRUE  TRUE  TRUE  TRUE  TRUE
## [1573]  TRUE FALSE FALSE  TRUE  TRUE  TRUE FALSE  TRUE FALSE FALSE FALSE FALSE
## [1585] FALSE  TRUE  TRUE  TRUE FALSE FALSE  TRUE FALSE FALSE  TRUE FALSE FALSE
## [1597]  TRUE  TRUE  TRUE FALSE  TRUE FALSE  TRUE  TRUE  TRUE FALSE FALSE FALSE
## [1609] FALSE  TRUE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE  TRUE  TRUE
## [1621]  TRUE  TRUE FALSE  TRUE  TRUE FALSE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE
## [1633] FALSE  TRUE  TRUE  TRUE  TRUE  TRUE FALSE  TRUE  TRUE FALSE  TRUE FALSE
## [1645] FALSE FALSE FALSE  TRUE FALSE FALSE FALSE FALSE FALSE FALSE FALSE  TRUE
## [1657]  TRUE  TRUE FALSE  TRUE  TRUE FALSE FALSE FALSE FALSE  TRUE  TRUE FALSE
## [1669]  TRUE  TRUE FALSE  TRUE  TRUE FALSE  TRUE FALSE  TRUE  TRUE FALSE  TRUE
## [1681]  TRUE  TRUE FALSE  TRUE FALSE FALSE FALSE FALSE FALSE FALSE FALSE  TRUE
## [1693] FALSE FALSE FALSE  TRUE FALSE FALSE FALSE  TRUE  TRUE FALSE FALSE FALSE
## [1705] FALSE FALSE FALSE FALSE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE
## [1717]  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE FALSE  TRUE FALSE    NA  TRUE  TRUE
## [1729]  TRUE FALSE    NA FALSE FALSE FALSE  TRUE  TRUE  TRUE    NA FALSE FALSE
## [1741] FALSE FALSE FALSE FALSE  TRUE FALSE FALSE  TRUE  TRUE FALSE  TRUE  TRUE
## [1753]  TRUE  TRUE FALSE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE
## [1765] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [1777] FALSE FALSE FALSE  TRUE FALSE FALSE  TRUE  TRUE  TRUE  TRUE FALSE  TRUE
## [1789] FALSE  TRUE FALSE FALSE FALSE FALSE  TRUE FALSE  TRUE  TRUE  TRUE    NA
## [1801]  TRUE  TRUE FALSE FALSE FALSE FALSE FALSE FALSE  TRUE  TRUE FALSE FALSE
## [1813] FALSE  TRUE  TRUE  TRUE FALSE  TRUE FALSE  TRUE  TRUE  TRUE  TRUE  TRUE
## [1825] FALSE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE
## [1837]  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE FALSE  TRUE FALSE  TRUE FALSE
## [1849]  TRUE  TRUE  TRUE FALSE  TRUE  TRUE FALSE  TRUE  TRUE FALSE  TRUE  TRUE
## [1861]  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE
## [1873]  TRUE  TRUE  TRUE  TRUE  TRUE FALSE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE
## [1885]  TRUE  TRUE  TRUE FALSE  TRUE    NA  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE
## [1897]  TRUE  TRUE  TRUE FALSE FALSE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE FALSE
## [1909]  TRUE  TRUE  TRUE  TRUE  TRUE FALSE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE
## [1921]  TRUE  TRUE  TRUE  TRUE  TRUE FALSE  TRUE  TRUE FALSE  TRUE  TRUE  TRUE
## [1933]  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE FALSE FALSE  TRUE  TRUE  TRUE FALSE
## [1945] FALSE FALSE FALSE FALSE  TRUE FALSE  TRUE FALSE FALSE  TRUE  TRUE  TRUE
## [1957] FALSE FALSE FALSE  TRUE  TRUE  TRUE  TRUE FALSE  TRUE  TRUE  TRUE  TRUE
## [1969] FALSE  TRUE  TRUE FALSE  TRUE FALSE FALSE FALSE FALSE FALSE FALSE  TRUE
## [1981]  TRUE FALSE  TRUE FALSE  TRUE FALSE  TRUE  TRUE FALSE FALSE  TRUE  TRUE
## [1993]  TRUE FALSE  TRUE FALSE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE FALSE
## [2005]  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE
## [2017]  TRUE  TRUE FALSE  TRUE  TRUE  TRUE  TRUE FALSE FALSE FALSE  TRUE  TRUE
## [2029]  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE FALSE FALSE FALSE  TRUE  TRUE  TRUE
## [2041]  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE FALSE  TRUE  TRUE  TRUE  TRUE  TRUE
## [2053]  TRUE  TRUE  TRUE FALSE  TRUE  TRUE FALSE  TRUE  TRUE  TRUE  TRUE  TRUE
## [2065]  TRUE  TRUE  TRUE  TRUE  TRUE FALSE FALSE  TRUE FALSE  TRUE  TRUE  TRUE
## [2077]  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE
## [2089]  TRUE FALSE FALSE FALSE FALSE  TRUE FALSE  TRUE FALSE FALSE  TRUE FALSE
## [2101]  TRUE FALSE FALSE FALSE FALSE FALSE FALSE FALSE  TRUE    NA FALSE FALSE
## [2113] FALSE  TRUE  TRUE  TRUE FALSE  TRUE FALSE FALSE FALSE  TRUE FALSE FALSE
## [2125]  TRUE FALSE  TRUE  TRUE  TRUE FALSE  TRUE  TRUE FALSE  TRUE FALSE FALSE
## [2137]  TRUE  TRUE FALSE  TRUE FALSE FALSE FALSE FALSE FALSE FALSE FALSE  TRUE
## [2149]  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE FALSE FALSE  TRUE  TRUE
## [2161]  TRUE  TRUE  TRUE  TRUE  TRUE FALSE  TRUE FALSE  TRUE  TRUE FALSE  TRUE
## [2173] FALSE  TRUE FALSE FALSE  TRUE FALSE FALSE  TRUE  TRUE  TRUE  TRUE  TRUE
## [2185]  TRUE  TRUE  TRUE  TRUE FALSE  TRUE FALSE  TRUE  TRUE  TRUE FALSE FALSE
## [2197] FALSE FALSE  TRUE  TRUE FALSE  TRUE FALSE  TRUE  TRUE FALSE  TRUE  TRUE
## [2209] FALSE FALSE  TRUE  TRUE  TRUE  TRUE  TRUE FALSE  TRUE FALSE FALSE FALSE
## [2221] FALSE  TRUE  TRUE FALSE  TRUE FALSE FALSE FALSE  TRUE  TRUE  TRUE FALSE
## [2233]  TRUE  TRUE FALSE  TRUE FALSE FALSE  TRUE FALSE  TRUE  TRUE  TRUE FALSE
## [2245] FALSE FALSE FALSE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE
## [2257] FALSE  TRUE FALSE FALSE  TRUE FALSE  TRUE FALSE FALSE FALSE FALSE FALSE
## [2269] FALSE  TRUE  TRUE FALSE  TRUE  TRUE  TRUE  TRUE FALSE FALSE FALSE  TRUE
## [2281]  TRUE  TRUE  TRUE  TRUE FALSE FALSE  TRUE  TRUE  TRUE  TRUE  TRUE FALSE
## [2293] FALSE  TRUE FALSE  TRUE FALSE FALSE FALSE FALSE  TRUE FALSE  TRUE  TRUE
## [2305]  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE FALSE FALSE  TRUE
## [2317]  TRUE FALSE FALSE FALSE FALSE FALSE FALSE  TRUE  TRUE FALSE FALSE  TRUE
## [2329]  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE FALSE  TRUE  TRUE
## [2341]  TRUE  TRUE FALSE FALSE FALSE  TRUE  TRUE FALSE FALSE FALSE FALSE FALSE
## [2353]  TRUE FALSE FALSE  TRUE FALSE  TRUE FALSE  TRUE  TRUE  TRUE  TRUE FALSE
## [2365]  TRUE  TRUE  TRUE FALSE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE
## [2377]  TRUE  TRUE FALSE  TRUE FALSE FALSE  TRUE  TRUE  TRUE  TRUE  TRUE FALSE
## [2389]  TRUE  TRUE  TRUE  TRUE FALSE  TRUE FALSE  TRUE  TRUE FALSE  TRUE  TRUE
## [2401]  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE
## [2413]  TRUE FALSE FALSE FALSE FALSE FALSE FALSE  TRUE  TRUE  TRUE  TRUE FALSE
## [2425]  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE
## [2437]  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE
## [2449]  TRUE FALSE FALSE FALSE  TRUE  TRUE FALSE  TRUE  TRUE  TRUE  TRUE  TRUE
## [2461]  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE FALSE  TRUE FALSE FALSE  TRUE
## [2473]  TRUE FALSE  TRUE  TRUE  TRUE FALSE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE
## [2485]  TRUE  TRUE FALSE FALSE FALSE FALSE  TRUE  TRUE  TRUE  TRUE  TRUE FALSE
## [2497]  TRUE FALSE  TRUE  TRUE FALSE FALSE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE
## [2509]  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE FALSE  TRUE  TRUE  TRUE  TRUE  TRUE
## [2521]  TRUE FALSE FALSE FALSE  TRUE FALSE  TRUE  TRUE  TRUE  TRUE  TRUE FALSE
## [2533]  TRUE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE  TRUE
## [2545] FALSE FALSE  TRUE FALSE FALSE FALSE  TRUE FALSE  TRUE  TRUE FALSE  TRUE
## [2557] FALSE  TRUE FALSE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE
## [2569] FALSE  TRUE  TRUE
#以Auth及Rich的分類計算Roll平均值
aggregate(dta["Roll"], by=list(dta$Auth, dta$Rich), FUN=mean)
##            Group.1 Group.2     Roll
## 1            Other   FALSE  51.0000
## 2          Private   FALSE 151.4000
## 3            State   FALSE 261.7487
## 4 State Integrated   FALSE 183.2370
## 5          Private    TRUE 402.5362
## 6            State    TRUE 338.8243
## 7 State Integrated    TRUE 311.2135
#依Auth分類列依Roll的全距
by(dta["Roll"], INDICES=list(dta$Auth), FUN=range)
## : Other
## [1] 51 51
## ------------------------------------------------------------ 
## : Private
## [1]    7 1663
## ------------------------------------------------------------ 
## : State
## [1]    5 5546
## ------------------------------------------------------------ 
## : State Integrated
## [1]   18 1475

In-class 3

Split the ChickWeight{datasets} data by individual chicks to extract separate slope estimates of regressing weight onto Time for each chick

data(ChickWeight)
head(ChickWeight)
##   weight Time Chick Diet
## 1     42    0     1    1
## 2     51    2     1    1
## 3     59    4     1    1
## 4     64    6     1    1
## 5     76    8     1    1
## 6     93   10     1    1
#21天中小雞吃不同飲食型態有不同的體重
str(ChickWeight)
## Classes 'nfnGroupedData', 'nfGroupedData', 'groupedData' and 'data.frame':   578 obs. of  4 variables:
##  $ weight: num  42 51 59 64 76 93 106 125 149 171 ...
##  $ Time  : num  0 2 4 6 8 10 12 14 16 18 ...
##  $ Chick : Ord.factor w/ 50 levels "18"<"16"<"15"<..: 15 15 15 15 15 15 15 15 15 15 ...
##  $ Diet  : Factor w/ 4 levels "1","2","3","4": 1 1 1 1 1 1 1 1 1 1 ...
##  - attr(*, "formula")=Class 'formula'  language weight ~ Time | Chick
##   .. ..- attr(*, ".Environment")=<environment: R_EmptyEnv> 
##  - attr(*, "outer")=Class 'formula'  language ~Diet
##   .. ..- attr(*, ".Environment")=<environment: R_EmptyEnv> 
##  - attr(*, "labels")=List of 2
##   ..$ x: chr "Time"
##   ..$ y: chr "Body weight"
##  - attr(*, "units")=List of 2
##   ..$ x: chr "(days)"
##   ..$ y: chr "(gm)"
#summary看資料的樣態
summary(ChickWeight)
##      weight           Time           Chick     Diet   
##  Min.   : 35.0   Min.   : 0.00   13     : 12   1:220  
##  1st Qu.: 63.0   1st Qu.: 4.00   9      : 12   2:120  
##  Median :103.0   Median :10.00   20     : 12   3:120  
##  Mean   :121.8   Mean   :10.72   10     : 12   4:118  
##  3rd Qu.:163.8   3rd Qu.:16.00   17     : 12          
##  Max.   :373.0   Max.   :21.00   19     : 12          
##                                  (Other):506
#隨時間的推移所有小雞的體重
plot( ChickWeight$Time, ChickWeight$weight, col=ChickWeight$Diet)

pacman::p_load(ggplot2)
#看4種飲食每天的體重成長
ggplot( ChickWeight , aes( Time , weight , color  =  Diet )) + geom_point() + facet_wrap( ~ Diet )

#以每個小雞為主,以斜率畫圖
ggplot( ChickWeight , aes( x=Time , y=weight , color=Diet )) + geom_smooth(method=lm, formula=y ~ x , se = FALSE)+ geom_point() +  geom_line(aes( color=Chick )) +facet_wrap( ~Chick)

In-class 4

Convert the script in the NCEA 2007 example into a rmarkdown file and provide comments to each code chunk indicated by ‘##’. Give alternative code to perform the same calculation where appropriate.

a case study - II 學習apply家族函數、apply、lapply、 sapply

4.1 Base apply

#讀檔
dta2 <- read.table("NCEA2007.txt", sep=":", quote="", h=T, as.is=T)
#看維度長度
dim(dta2)
## [1] 88  4
#總覽資料型態
str(dta2)
## 'data.frame':    88 obs. of  4 variables:
##  $ Name  : chr  "Al-Madinah School" "Alfriston College" "Ambury Park Centre for Riding Therapy" "Aorere College" ...
##  $ Level1: num  61.5 53.9 33.3 39.5 71.2 22.1 50.8 57.3 89.3 59.8 ...
##  $ Level2: num  75 44.1 20 50.2 78.9 30.8 34.8 49.8 89.7 65.7 ...
##  $ Level3: num  0 0 0 30.6 55.5 26.3 48.9 44.6 88.6 50.4 ...
#看前6筆
head(dta2)
##                                    Name Level1 Level2 Level3
## 1                     Al-Madinah School   61.5   75.0    0.0
## 2                     Alfriston College   53.9   44.1    0.0
## 3 Ambury Park Centre for Riding Therapy   33.3   20.0    0.0
## 4                        Aorere College   39.5   50.2   30.6
## 5        Auckland Girls' Grammar School   71.2   78.9   55.5
## 6                      Auckland Grammar   22.1   30.8   26.3
#看列的平均值(第一列不要看),apply(X, MARGIN, FUN),X: 矩陣或資料,MARGIN:1,對行應用;2,對列應用;both,對行列應用,FUN: 函數
apply(dta2[, -1], MARGIN=2, FUN=mean)
##   Level1   Level2   Level3 
## 62.26705 61.06818 47.97614
## list apply,lapply(X, FUN),X: 列表或矩陣,FUN: 函數,輸出:列表
lapply(dta2[, -1], FUN=mean)
## $Level1
## [1] 62.26705
## 
## $Level2
## [1] 61.06818
## 
## $Level3
## [1] 47.97614
## simplify the list apply,sapply(X, FUN, …, simplify = TRUE, USE.NAMES = TRUE),X: 列表或矩陣,FUN: 函數,輸出:向量、矩陣、列表
#sapply是lapply的延伸版本,簡化lapply,若列表的值是同樣長度的向量且長度大於1,sapply會回傳一個矩陣
sapply(dta2[, -1], FUN=mean)
##   Level1   Level2   Level3 
## 62.26705 61.06818 47.97614
##用apply看全距
apply(dta2[, -1], MARGIN=2, FUN=range)
##      Level1 Level2 Level3
## [1,]    2.8    0.0    0.0
## [2,]   97.4   95.7   95.7
##用lappl看全距
lapply(dta2[, -1], FUN=range)
## $Level1
## [1]  2.8 97.4
## 
## $Level2
## [1]  0.0 95.7
## 
## $Level3
## [1]  0.0 95.7
##用sapply看全距
sapply(dta2[, -1], FUN=range)
##      Level1 Level2 Level3
## [1,]    2.8    0.0    0.0
## [2,]   97.4   95.7   95.7

4.2 Splitting

##用split把dta中的Roll和Auth,為list的型態,放入rollsByAuth中
rollsByAuth <- split(dta$Roll, dta$Auth)
##rollsByAuth資料結構
str(rollsByAuth)
## List of 4
##  $ Other           : int 51
##  $ Private         : int [1:99] 255 39 154 73 83 25 95 85 94 729 ...
##  $ State           : int [1:2144] 318 200 455 86 577 329 637 395 201 267 ...
##  $ State Integrated: int [1:327] 438 26 191 560 151 114 126 171 211 57 ...
##查看rollsByAuth的類型
class(rollsByAuth)
## [1] "list"
##lapply: 輸出資料結構為一個列表(list),分別看Roll和Auth的平均值
lapply(split(dta$Roll, dta$Auth), mean)
## $Other
## [1] 51
## 
## $Private
## [1] 308.798
## 
## $State
## [1] 300.6301
## 
## $`State Integrated`
## [1] 258.3792
##用矩陣sapply模式看Roll和Auth中的變項其平均值
sapply(split(dta$Roll, dta$Auth), mean)
##            Other          Private            State State Integrated 
##          51.0000         308.7980         300.6301         258.3792

##總結:apply家族函數的應用中,個人覺得以sapply()的輸出較美觀,又可針對list和data.frame運作,若只會一個apply函數,先記起來sapply比較實用。

Exercises 1

The following R script uses Cushings{MASS} to demonstrates several ways to achieve the same objective in R. Explain the advantages or disadvantages of each method.

Cushings example

library(pacman)
pacman::p_load(MASS, tidyverse)
#Cushings只有3個欄位
head(Cushings)
##    Tetrahydrocortisone Pregnanetriol Type
## a1                 3.1         11.70    a
## a2                 3.0          1.30    a
## a3                 1.9          0.10    a
## a4                 3.8          0.04    a
## a5                 4.1          1.10    a
## a6                 1.9          0.40    a

1.1 method 1

#這個方式很直覺,以Type為分類看mean
aggregate( . ~ Type, data = Cushings, mean)
##   Type Tetrahydrocortisone Pregnanetriol
## 1    a            2.966667          2.44
## 2    b            8.180000          1.12
## 3    c           19.720000          5.50
## 4    u           14.016667          1.20

1.2 method 2

#用sapply看,不過sapply還需指定fun,
sapply(split(Cushings[,-3], Cushings$Type), function(x) apply(x, 2, mean))
##                            a    b     c        u
## Tetrahydrocortisone 2.966667 8.18 19.72 14.01667
## Pregnanetriol       2.440000 1.12  5.50  1.20000

1.3 method 3

#這個方式自己合併格式,將type改成列的方式,這個方式很彈性可以自己組合表格,也比較美觀,需先建立y後再看mean。若變項少使用這個方式程式太長,method 2則比較適合變項少。
do.call("rbind", as.list(
  by(Cushings, list(Cushings$Type), function(x) {
    y <- subset(x, select =  -Type)
    apply(y, 2, mean)
  }
)))
##   Tetrahydrocortisone Pregnanetriol
## a            2.966667          2.44
## b            8.180000          1.12
## c           19.720000          5.50
## u           14.016667          1.20

1.4 method 4

#這個跟第一個方法很像,變項名稱變短,使用%>% 管線運算子,若要處理大量且精細的運算,適合用%>% 。這裡是將mean分別計算後再帶入新變項,是否會比較沒效率?

Cushings %>%
 group_by(Type) %>%
 summarize( t_m = mean(Tetrahydrocortisone), p_m = mean(Pregnanetriol))
## # A tibble: 4 x 3
##   Type    t_m   p_m
##   <fct> <dbl> <dbl>
## 1 a      2.97  2.44
## 2 b      8.18  1.12
## 3 c     19.7   5.5 
## 4 u     14.0   1.2

1.5 method 5

#建立ave的平均值後又移出至新變項,有點多此一舉
Cushings %>%
 nest(-Type) %>%
 mutate(avg = map(data, ~ apply(., 2, mean)), 
        res_1 = map_dbl(avg, "Tetrahydrocortisone"), 
        res_2 = map_dbl(avg, "Pregnanetriol")) 
## Warning: All elements of `...` must be named.
## Did you want `data = c(Tetrahydrocortisone, Pregnanetriol)`?
## # A tibble: 4 x 5
##   Type  data              avg       res_1 res_2
##   <fct> <list>            <list>    <dbl> <dbl>
## 1 a     <tibble [6 x 2]>  <dbl [2]>  2.97  2.44
## 2 b     <tibble [10 x 2]> <dbl [2]>  8.18  1.12
## 3 c     <tibble [5 x 2]>  <dbl [2]> 19.7   5.5 
## 4 u     <tibble [6 x 2]>  <dbl [2]> 14.0   1.2

Exercises 2

Use the data in the high schools example to solve the following problems: (a) test if any pairs of the five variables: read, write, math, science, and socst, are different in means. (b) test if the 4 different ethnic groups have the same mean scores for each of the 5 variables (individually): read, write, math, science, and socst. (c) Perform all pairwise simple regressions for these variables: read, write, math, science, and socst.

#讀檔
Edta2 <- read.table("hs0.txt", head=T)
head(Edta2)
##    id female  race    ses schtyp     prog read write math science socst
## 1  70   male white    low public  general   57    52   41      47    57
## 2 121 female white middle public vocation   68    59   53      63    61
## 3  86   male white   high public  general   44    33   54      58    31
## 4 141   male white   high public vocation   63    44   47      53    56
## 5 172   male white middle public academic   47    52   57      53    61
## 6 113   male white middle public academic   44    52   51      63    61
str(Edta2)
## 'data.frame':    200 obs. of  11 variables:
##  $ id     : int  70 121 86 141 172 113 50 11 84 48 ...
##  $ female : chr  "male" "female" "male" "male" ...
##  $ race   : chr  "white" "white" "white" "white" ...
##  $ ses    : chr  "low" "middle" "high" "high" ...
##  $ schtyp : chr  "public" "public" "public" "public" ...
##  $ prog   : chr  "general" "vocation" "general" "vocation" ...
##  $ read   : int  57 68 44 63 47 44 50 34 63 57 ...
##  $ write  : int  52 59 33 44 52 52 59 46 57 55 ...
##  $ math   : int  41 53 54 47 57 51 42 45 54 52 ...
##  $ science: int  47 63 58 53 53 63 53 39 58 NA ...
##  $ socst  : int  57 61 31 56 61 61 61 36 51 51 ...
summary(Edta2)
##        id            female              race               ses           
##  Min.   :  1.00   Length:200         Length:200         Length:200        
##  1st Qu.: 50.75   Class :character   Class :character   Class :character  
##  Median :100.50   Mode  :character   Mode  :character   Mode  :character  
##  Mean   :100.50                                                           
##  3rd Qu.:150.25                                                           
##  Max.   :200.00                                                           
##                                                                           
##     schtyp              prog                read           write      
##  Length:200         Length:200         Min.   :28.00   Min.   :31.00  
##  Class :character   Class :character   1st Qu.:44.00   1st Qu.:45.75  
##  Mode  :character   Mode  :character   Median :50.00   Median :54.00  
##                                        Mean   :52.23   Mean   :52.77  
##                                        3rd Qu.:60.00   3rd Qu.:60.00  
##                                        Max.   :76.00   Max.   :67.00  
##                                                                       
##       math          science          socst      
##  Min.   :33.00   Min.   :29.00   Min.   :26.00  
##  1st Qu.:45.00   1st Qu.:44.00   1st Qu.:46.00  
##  Median :52.00   Median :53.00   Median :52.00  
##  Mean   :52.65   Mean   :51.92   Mean   :52.41  
##  3rd Qu.:59.00   3rd Qu.:58.00   3rd Qu.:61.00  
##  Max.   :75.00   Max.   :74.00   Max.   :71.00  
##                  NA's   :5

2.1

  1. test if any pairs of the five variables: read, write, math, science, and socst, are different in means.

any pairs 自己做配對

#隨機抽樣分成2個檔案做配對用
set.seed(123)
y1<- Edta2[sample(1:nrow(Edta2), 100),]
y2<- Edta2[sample(1:nrow(Edta2), 100),]
head(y1)
##      id female     race    ses  schtyp     prog read write math science socst
## 159 109 female    white middle  public  general   42    39   42      42    41
## 179  64 female    white   high  public vocation   50    52   45      58    36
## 14  104   male    white   high  public academic   54    63   57      55    46
## 195 179 female    white middle private academic   47    65   60      50    56
## 170  98 female    white    low  public vocation   57    60   51      53    37
## 50    7   male hispanic middle  public academic   57    54   59      47    51
head(y2)
##      id female         race    ses schtyp     prog read write math science
## 74  157   male        white middle public  general   68    59   58      74
## 127 105 female        white middle public academic   50    41   45      44
## 174  26 female        asian   high public academic   60    59   62      61
## 17   76   male        white   high public academic   47    52   51      50
## 190  52 female african-amer    low public academic   50    46   53      53
## 46  169   male        white    low public  general   55    59   63      69
##     socst
## 74     66
## 127    56
## 174    51
## 17     56
## 190    66
## 46     46
summary(y1)
##        id            female              race               ses           
##  Min.   :  1.00   Length:100         Length:100         Length:100        
##  1st Qu.: 53.75   Class :character   Class :character   Class :character  
##  Median :104.50   Mode  :character   Mode  :character   Mode  :character  
##  Mean   :101.73                                                           
##  3rd Qu.:149.25                                                           
##  Max.   :200.00                                                           
##                                                                           
##     schtyp              prog                read           write      
##  Length:100         Length:100         Min.   :28.00   Min.   :31.00  
##  Class :character   Class :character   1st Qu.:44.00   1st Qu.:44.00  
##  Mode  :character   Mode  :character   Median :50.00   Median :54.00  
##                                        Mean   :51.25   Mean   :52.16  
##                                        3rd Qu.:57.00   3rd Qu.:60.25  
##                                        Max.   :76.00   Max.   :67.00  
##                                                                       
##       math          science          socst      
##  Min.   :35.00   Min.   :33.00   Min.   :31.00  
##  1st Qu.:45.00   1st Qu.:44.00   1st Qu.:43.75  
##  Median :51.00   Median :53.00   Median :51.00  
##  Mean   :52.43   Mean   :51.77   Mean   :51.71  
##  3rd Qu.:59.00   3rd Qu.:58.00   3rd Qu.:61.00  
##  Max.   :75.00   Max.   :74.00   Max.   :71.00  
##                  NA's   :1
#將隨機抽樣的兩個檔案合併成一個,並建立pair新欄位
y1 <- y1 %>%
    mutate(pair=1)%>%
    mutate(Newid = rep(1:n()))%>%
    select(-id)
    
y2 <- y2 %>%
    mutate(pair=2)%>% 
    mutate(Newid = rep(1:n()))%>%
    select(-id)
    

y12<-rbind(y1 ,y2)

#設定pair為類別
y12$pair<- factor(y12$pair) 
head(y12)
##     female     race    ses  schtyp     prog read write math science socst pair
## 159 female    white middle  public  general   42    39   42      42    41    1
## 179 female    white   high  public vocation   50    52   45      58    36    1
## 14    male    white   high  public academic   54    63   57      55    46    1
## 195 female    white middle private academic   47    65   60      50    56    1
## 170 female    white    low  public vocation   57    60   51      53    37    1
## 50    male hispanic middle  public academic   57    54   59      47    51    1
##     Newid
## 159     1
## 179     2
## 14      3
## 195     4
## 170     5
## 50      6
tail(y12)
##      female         race    ses  schtyp     prog read write math science socst
## 119  female        white    low  public academic   52    57   64      58    56
## 128  female        asian middle  public  general   39    53   54      50    41
## 150  female african-amer    low  public academic   45    55   44      34    41
## 871    male        white   high  public academic   52    41   51      53    56
## 901    male        white   high  public academic   55    49   61      61    56
## 1981 female        white middle private  general   57    41   57      55    52
##      pair Newid
## 119     2    95
## 128     2    96
## 150     2    97
## 871     2    98
## 901     2    99
## 1981    2   100
#做t檢定看 read, write, math, science, and socst
t.test(read~pair,data=y12, var.equal=T)
## 
##  Two Sample t-test
## 
## data:  read by pair
## t = -1.2204, df = 198, p-value = 0.2238
## alternative hypothesis: true difference in means between group 1 and group 2 is not equal to 0
## 95 percent confidence interval:
##  -4.603928  1.083928
## sample estimates:
## mean in group 1 mean in group 2 
##           51.25           53.01
t.test(write~pair,data=y12, var.equal=T)
## 
##  Two Sample t-test
## 
## data:  write by pair
## t = -0.64854, df = 198, p-value = 0.5174
## alternative hypothesis: true difference in means between group 1 and group 2 is not equal to 0
## 95 percent confidence interval:
##  -3.596231  1.816231
## sample estimates:
## mean in group 1 mean in group 2 
##           52.16           53.05
t.test(math~pair,data=y12, var.equal=T)
## 
##  Two Sample t-test
## 
## data:  math by pair
## t = -0.33556, df = 198, p-value = 0.7376
## alternative hypothesis: true difference in means between group 1 and group 2 is not equal to 0
## 95 percent confidence interval:
##  -3.163335  2.243335
## sample estimates:
## mean in group 1 mean in group 2 
##           52.43           52.89
t.test(science~pair,data=y12, var.equal=T)
## 
##  Two Sample t-test
## 
## data:  science by pair
## t = -0.67365, df = 195, p-value = 0.5013
## alternative hypothesis: true difference in means between group 1 and group 2 is not equal to 0
## 95 percent confidence interval:
##  -3.677853  1.805044
## sample estimates:
## mean in group 1 mean in group 2 
##        51.76768        52.70408
t.test(socst~pair,data=y12, var.equal=T)
## 
##  Two Sample t-test
## 
## data:  socst by pair
## t = -0.76294, df = 198, p-value = 0.4464
## alternative hypothesis: true difference in means between group 1 and group 2 is not equal to 0
## 95 percent confidence interval:
##  -4.014919  1.774919
## sample estimates:
## mean in group 1 mean in group 2 
##           51.71           52.83

結果:read, write, math, science, and socst 這5個變項mean沒有差異

#原本想改成長版在畫圖 #small <- y12[, c( “read”, “write”,“math”, “science”, “socst”,“pair”)] #long <- reshape(small, varying=c(“read”, “write”,“math”, “science”, “socst”), new.row.names = (1:800), times = c(“read”, “write”,“math”, “science”, “socst”), v.names=“y”, direction=“long”, timevar=“subject”)

#測試2個圖
p_read <- ggplot(y12, aes(x=pair,y=read ))+geom_point(aes(color=pair))+
  geom_jitter(position=position_jitter(w=0.1, h=0.1)) +
      theme_bw()

p_write <- ggplot(y12, aes(x=pair,y=write))+geom_point(aes(color=pair))+
  geom_jitter(position=position_jitter(w=0.1, h=0.1)) +
      theme_bw()
      
p_read 

p_write 

2.2

  1. test if the 4 different ethnic groups have the same mean scores for each of the 5 variables (individually): read, write, math, science, and socst.

做變異數分析 read, write, math, science, and socst

#在read上white-hispanic 有差異
m_read<- aov(y12$read~y12$race)
TukeyHSD(m_read)
##   Tukey multiple comparisons of means
##     95% family-wise confidence level
## 
## Fit: aov(formula = y12$read ~ y12$race)
## 
## $`y12$race`
##                            diff         lwr       upr     p adj
## asian-african-amer     3.566667  -5.3418617 12.475195 0.7276775
## hispanic-african-amer -2.250000 -10.1953613  5.695361 0.8833983
## white-african-amer     6.012821  -0.3601153 12.385756 0.0721868
## hispanic-asian        -5.816667 -14.2037688  2.570435 0.2778381
## white-asian            2.446154  -4.4696995  9.362007 0.7960630
## white-hispanic         8.262821   2.6417961 13.883845 0.0010637
plot(TukeyHSD(m_read))

#在write上hispanic-asian和 white-hispanic 有差異, asian-african-amer則是在顯著邊緣(P=0.047)
m_write<- aov(y12$write~y12$race)
TukeyHSD(m_write)
##   Tukey multiple comparisons of means
##     95% family-wise confidence level
## 
## Fit: aov(formula = y12$write ~ y12$race)
## 
## $`y12$race`
##                             diff          lwr       upr     p adj
## asian-african-amer      8.477778   0.06447723 16.891078 0.0474901
## hispanic-african-amer  -3.722222 -11.22589847  3.781454 0.5733311
## white-african-amer      3.767288  -2.25137412  9.785951 0.3686825
## hispanic-asian        -12.200000 -20.12086058 -4.279139 0.0005352
## white-asian            -4.710490 -11.24188845  1.820909 0.2449088
## white-hispanic          7.489510   2.18096049 12.798060 0.0018570
plot(TukeyHSD(m_write))

#在math上asian-african-amer  ,hispanic-asian和 white-hispanic 有差異
m_math<- aov(y12$math~y12$race)
TukeyHSD(m_math)
##   Tukey multiple comparisons of means
##     95% family-wise confidence level
## 
## Fit: aov(formula = y12$math ~ y12$race)
## 
## $`y12$race`
##                              diff         lwr       upr     p adj
## asian-african-amer     9.32222222   0.8264446 17.818000 0.0252527
## hispanic-african-amer -0.02777778  -7.6050139  7.549458 0.9999997
## white-african-amer     5.62198912  -0.4556753 11.699654 0.0809998
## hispanic-asian        -9.35000000 -17.3485102 -1.351490 0.0146685
## white-asian           -3.70023310 -10.2956605  2.895194 0.4675533
## white-hispanic         5.64976690   0.2891763 11.010358 0.0345026
plot(TukeyHSD(m_math))

#在science上white-african-amer 和 white-hispanic 有差異
m_science<- aov(y12$science~y12$race)
TukeyHSD(m_science)
##   Tukey multiple comparisons of means
##     95% family-wise confidence level
## 
## Fit: aov(formula = y12$science ~ y12$race)
## 
## $`y12$race`
##                             diff        lwr       upr     p adj
## asian-african-amer     5.6078431  -2.861022 14.076708 0.3181414
## hispanic-african-amer -0.3088235  -7.887305  7.269657 0.9995771
## white-african-amer     8.0830204   1.945191 14.220850 0.0043237
## hispanic-asian        -5.9166667 -13.785337  1.952004 0.2113986
## white-asian            2.4751773  -4.017554  8.967909 0.7564785
## white-hispanic         8.3918440   3.112899 13.670789 0.0003259
plot(TukeyHSD(m_science))

#在socst上white-hispanic 有差異
m_socst<- aov(y12$socst~y12$race)
TukeyHSD(m_socst)
##   Tukey multiple comparisons of means
##     95% family-wise confidence level
## 
## Fit: aov(formula = y12$socst ~ y12$race)
## 
## $`y12$race`
##                            diff        lwr       upr     p adj
## asian-african-amer    -1.111111 -10.325960  8.103738 0.9894025
## hispanic-african-amer -5.944444 -14.163008  2.274119 0.2425312
## white-african-amer     1.336441  -5.255629  7.928511 0.9528846
## hispanic-asian        -4.833333 -13.508827  3.842160 0.4737747
## white-asian            2.447552  -4.706103  9.601208 0.8118498
## white-hispanic         7.280886   1.466582 13.095190 0.0074930
plot(TukeyHSD(m_socst))

總結:white-hispanic不管在哪種測驗上都有差異。

2.3

  1. Perform all pairwise simple regressions for these variables: read, write, math, science, and socst.
#read配對結果沒有差異
lm_read<-lm(y1$read~y2$read)
summary(lm_read)
## 
## Call:
## lm(formula = y1$read ~ y2$read)
## 
## Residuals:
##      Min       1Q   Median       3Q      Max 
## -24.8983  -6.5521  -0.7534   6.2466  22.2767 
## 
## Coefficients:
##             Estimate Std. Error t value Pr(>|t|)    
## (Intercept)  42.5035     5.5194   7.701  1.1e-11 ***
## y2$read       0.1650     0.1023   1.613     0.11    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 10.25 on 98 degrees of freedom
## Multiple R-squared:  0.02585,    Adjusted R-squared:  0.01591 
## F-statistic: 2.601 on 1 and 98 DF,  p-value: 0.11
#write配對結果沒有差異
lm_write<-lm(y1$write~y2$write)
summary(lm_write)
## 
## Call:
## lm(formula = y1$write ~ y2$write)
## 
## Residuals:
##     Min      1Q  Median      3Q     Max 
## -22.781  -7.332   1.390   7.949  15.441 
## 
## Coefficients:
##             Estimate Std. Error t value Pr(>|t|)    
## (Intercept)  57.5168     5.5261  10.408   <2e-16 ***
## y2$write     -0.1010     0.1025  -0.985    0.327    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 9.8 on 98 degrees of freedom
## Multiple R-squared:  0.009803,   Adjusted R-squared:  -0.0003011 
## F-statistic: 0.9702 on 1 and 98 DF,  p-value: 0.3271
#math配對結果沒有差異
lm_math<-lm(y1$math~ y2$math)
summary(lm_math)
## 
## Call:
## lm(formula = y1$math ~ y2$math)
## 
## Residuals:
##     Min      1Q  Median      3Q     Max 
## -17.834  -7.450  -1.322   6.358  22.550 
## 
## Coefficients:
##             Estimate Std. Error t value Pr(>|t|)    
## (Intercept) 51.46340    5.50182   9.354 3.06e-15 ***
## y2$math      0.01828    0.10236   0.179    0.859    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 9.806 on 98 degrees of freedom
## Multiple R-squared:  0.0003252,  Adjusted R-squared:  -0.009876 
## F-statistic: 0.03188 on 1 and 98 DF,  p-value: 0.8587
#science配對結果沒有差異
lm_science<-lm(y1$science~ y2$science)
summary(lm_science)
## 
## Call:
## lm(formula = y1$science ~ y2$science)
## 
## Residuals:
##     Min      1Q  Median      3Q     Max 
## -19.390  -8.434   1.304   6.173  21.740 
## 
## Coefficients:
##             Estimate Std. Error t value Pr(>|t|)    
## (Intercept) 49.52738    5.81421   8.518 2.41e-13 ***
## y2$science   0.04338    0.10854   0.400     0.69    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 10.13 on 95 degrees of freedom
##   (因為不存在,3 個觀察量被刪除了)
## Multiple R-squared:  0.001679,   Adjusted R-squared:  -0.00883 
## F-statistic: 0.1597 on 1 and 95 DF,  p-value: 0.6903
#socst配對結果沒有差異
lm_socst<-lm(y1$socst~ y2$socst)
summary(lm_socst)
## 
## Call:
## lm(formula = y1$socst ~ y2$socst)
## 
## Residuals:
##      Min       1Q   Median       3Q      Max 
## -21.0346  -8.1729  -0.5433   9.1441  19.4120 
## 
## Coefficients:
##             Estimate Std. Error t value Pr(>|t|)    
## (Intercept) 50.76625    5.68007   8.938 2.44e-14 ***
## y2$socst     0.01786    0.10561   0.169    0.866    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 10.66 on 98 degrees of freedom
## Multiple R-squared:  0.0002919,  Adjusted R-squared:  -0.009909 
## F-statistic: 0.02861 on 1 and 98 DF,  p-value: 0.866

Exercises 3

The formula P = L (r/(1-(1+r)^(-M)) describes the payment you have to make per month for M number of months if you take out a loan of L amount today at a monthly interest rate of r. Compute how much you will have to pay per month for 10, 15, 20, 25, or 30 years if you borrow NT$5,000,000, 10,000,000, or 15,000,000 from a bank that charges you 2%, 5%, or 7% for the monthly interest rate.

建立公式

interest <- function(L, r, M) {
  P <- L * (r / (1 - (1 + r)^(-M)))
  return(P)}
data.frame(L = rep(c(5*10^6, 10*10^6, 15*10^6)),#借入的錢
           r = rep(c(2, 5, 7) / 100, each = 5, 3),#利息
           M = rep(c(10, 15, 20, 25, 30)*12, 9)) |> #月利率
  mutate(P = round(mapply(interest, L, r, M), digits = 2))
##          L    r   M         P
## 1  5.0e+06 0.02 120  110240.5
## 2  1.0e+07 0.02 180  205827.4
## 3  1.5e+07 0.02 240  302611.2
## 4  5.0e+06 0.02 300  100263.7
## 5  1.0e+07 0.02 360  200160.4
## 6  1.5e+07 0.05 120  752155.7
## 7  5.0e+06 0.05 180  250038.4
## 8  1.0e+07 0.05 240  500004.1
## 9  1.5e+07 0.05 300  750000.3
## 10 5.0e+06 0.05 360  250000.0
## 11 1.0e+07 0.07 120  700208.5
## 12 1.5e+07 0.07 180 1050005.4
## 13 5.0e+06 0.07 240  350000.0
## 14 1.0e+07 0.07 300  700000.0
## 15 1.5e+07 0.07 360 1050000.0
## 16 5.0e+06 0.02 120  110240.5
## 17 1.0e+07 0.02 180  205827.4
## 18 1.5e+07 0.02 240  302611.2
## 19 5.0e+06 0.02 300  100263.7
## 20 1.0e+07 0.02 360  200160.4
## 21 1.5e+07 0.05 120  752155.7
## 22 5.0e+06 0.05 180  250038.4
## 23 1.0e+07 0.05 240  500004.1
## 24 1.5e+07 0.05 300  750000.3
## 25 5.0e+06 0.05 360  250000.0
## 26 1.0e+07 0.07 120  700208.5
## 27 1.5e+07 0.07 180 1050005.4
## 28 5.0e+06 0.07 240  350000.0
## 29 1.0e+07 0.07 300  700000.0
## 30 1.5e+07 0.07 360 1050000.0
## 31 5.0e+06 0.02 120  110240.5
## 32 1.0e+07 0.02 180  205827.4
## 33 1.5e+07 0.02 240  302611.2
## 34 5.0e+06 0.02 300  100263.7
## 35 1.0e+07 0.02 360  200160.4
## 36 1.5e+07 0.05 120  752155.7
## 37 5.0e+06 0.05 180  250038.4
## 38 1.0e+07 0.05 240  500004.1
## 39 1.5e+07 0.05 300  750000.3
## 40 5.0e+06 0.05 360  250000.0
## 41 1.0e+07 0.07 120  700208.5
## 42 1.5e+07 0.07 180 1050005.4
## 43 5.0e+06 0.07 240  350000.0
## 44 1.0e+07 0.07 300  700000.0
## 45 1.5e+07 0.07 360 1050000.0

Exercises 4

Modify this R script to create a function to compute the c-statistic illustrated with the data set in the article: Tryon, W.W. (1984). A simplified time-series analysis for evaluating treatment interventions. Journal of Applied Behavioral Analysis, 34(4), 230-233.

c-stat example

# read in data 
dta <- read.table("cstat.txt", header=T)
str(dta)
## 'data.frame':    42 obs. of  1 variable:
##  $ nc: int  28 46 39 45 24 20 35 37 36 40 ...
head(dta)
##   nc
## 1 28
## 2 46
## 3 39
## 4 45
## 5 24
## 6 20

plot figure 1

plot(1:42, dta[,1], xlab="Observations", ylab="Number of Children")
lines(1:42, dta[,1])
abline(v=10, lty=2)
abline(v=32, lty=2)
segments(1, mean(dta[1:10,1]),10, mean(dta[1:10,1]),col="red")
segments(11, mean(dta[11:32,1]),32, mean(dta[11:32,1]),col="red")
segments(33, mean(dta[33:42,1]),42, mean(dta[33:42,1]),col="red")

4.1 calculate c-stat for first baseline phase

cden <- 1-(sum(diff(dta[1:10,1])^2)/(2*(10-1)*var(dta[1:10,1]))) #C統計量
sc <- sqrt((10-2)/((10-1)*(10+1))) #error of the C statistic 
pval <- 1-pnorm(cden/sc)  #Z statistic= cden/sc ,計算出Z再去算pval
pval
## [1] 0.2866238

以下試試懶人法

#這三種package可以自動計算
pacman::p_load(Hmisc, survival,pROC)
r.glm <- glm(nc~ ., data=dta)
summary(r.glm )
## 
## Call:
## glm(formula = nc ~ ., data = dta)
## 
## Deviance Residuals: 
##     Min       1Q   Median       3Q      Max  
## -11.571   -7.571   -4.071    3.429   23.429  
## 
## Coefficients:
##             Estimate Std. Error t value Pr(>|t|)    
## (Intercept)   22.571      1.583   14.26   <2e-16 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## (Dispersion parameter for gaussian family taken to be 105.2753)
## 
##     Null deviance: 4316.3  on 41  degrees of freedom
## Residual deviance: 4316.3  on 41  degrees of freedom
## AIC: 317.76
## 
## Number of Fisher Scoring iterations: 2

4.2 calculate c-stat for first baseline plus group tokens

n <- 32
cden <- 1-(sum(diff(dta[1:n,1])^2)/(2*(n-1)*var(dta[1:n,1])))
sc <- sqrt((n-2)/((n-1)*(n+1)))
pval <- 1-pnorm(cden/sc)
list(z=cden/sc,pvalue=pval)
## $z
## [1] 3.879054
## 
## $pvalue
## [1] 5.243167e-05

4.3 calculate c-stat for baseline 2 phases

with the last 10 data points from the intervention plus the first 10 data points

如果看paper中的表2以為只有10個數據點,須看文中才知道共20個數據點,算出來的Z和paper中有些微的落差2.652221 vs 2.693 。

cden2 <- 1-(sum(diff(dta[22:42,1])^2)/(2*(20-1)*var(dta[22:42,1])))
sc2 <- sqrt((20-2)/((20-1)*(20+1)))
pval2 <- 1-pnorm(cden2/sc2)
list(z=cden2/sc2,pvalue=pval2)
## $z
## [1] 2.652221
## 
## $pvalue
## [1] 0.003998209
paper中的計算模式,三段的計算可以在以下圖檔中得知
A caption

A caption

4.4 Note

這是一個時間序列分析方式,利用移動平均的概念,共三段去分析,第二段first baseline plus group tokens會加上前面第一段資料,第三段加上前面10個資料,此文章使用C statistic測試時間趨勢,可看出時間水平的突然變化,在這一系列中逐漸改變的斜率。