BMMB582 R Assignment
2025-10-06
Setup
animals <- read.csv("https://www.dropbox.com/scl/fi/rb0fftw8qgwcldlabfnxp/bmmb582-dataset.csv?rlkey=4c8r6j2dletmwhrj97hkn51cs&st=8a218oq9&dl=1")Display first 10 rows
head(animals,10)## Species Habitat Weight_kg Height_cm Age_yrs
## 1 Giraffe Forest 213.8 89.1 4
## 2 Zebra Forest 245.7 109.8 5
## 3 Elephant Grassland 209.3 140.9 1
## 4 Zebra Savannah 264.8 121.3 3
## 5 Zebra Grassland 211.2 163.5 13
## 6 Tiger Savannah 125.8 143.0 7
## 7 Elephant Savannah 272.6 139.8 6
## 8 Elephant Grassland 152.6 71.7 6
## 9 Elephant Savannah 262.7 111.4 2
## 10 Zebra Forest 195.5 88.1 16Report number of rows and columns
colnames(animals)## [1] "Species" "Habitat" "Weight_kg" "Height_cm" "Age_yrs"5 columns
rownames(animals)## [1] "1" "2" "3" "4" "5" "6" "7" "8" "9"
## [10] "10" "11" "12" "13" "14" "15" "16" "17" "18"
## [19] "19" "20" "21" "22" "23" "24" "25" "26" "27"
## [28] "28" "29" "30" "31" "32" "33" "34" "35" "36"
## [37] "37" "38" "39" "40" "41" "42" "43" "44" "45"
## [46] "46" "47" "48" "49" "50" "51" "52" "53" "54"
## [55] "55" "56" "57" "58" "59" "60" "61" "62" "63"
## [64] "64" "65" "66" "67" "68" "69" "70" "71" "72"
## [73] "73" "74" "75" "76" "77" "78" "79" "80" "81"
## [82] "82" "83" "84" "85" "86" "87" "88" "89" "90"
## [91] "91" "92" "93" "94" "95" "96" "97" "98" "99"
## [100] "100" "101" "102" "103" "104" "105" "106" "107" "108"
## [109] "109" "110" "111" "112" "113" "114" "115" "116" "117"
## [118] "118" "119" "120" "121" "122" "123" "124" "125" "126"
## [127] "127" "128" "129" "130" "131" "132" "133" "134" "135"
## [136] "136" "137" "138" "139" "140" "141" "142" "143" "144"
## [145] "145" "146" "147" "148" "149" "150" "151" "152" "153"
## [154] "154" "155" "156" "157" "158" "159" "160" "161" "162"
## [163] "163" "164" "165" "166" "167" "168" "169" "170" "171"
## [172] "172" "173" "174" "175" "176" "177" "178" "179" "180"
## [181] "181" "182" "183" "184" "185" "186" "187" "188" "189"
## [190] "190" "191" "192" "193" "194" "195" "196" "197" "198"
## [199] "199" "200" "201" "202" "203" "204" "205" "206" "207"
## [208] "208" "209" "210" "211" "212" "213" "214" "215" "216"
## [217] "217" "218" "219" "220" "221" "222" "223" "224" "225"
## [226] "226" "227" "228" "229" "230" "231" "232" "233" "234"
## [235] "235" "236" "237" "238" "239" "240" "241" "242" "243"
## [244] "244" "245" "246" "247" "248" "249" "250" "251" "252"
## [253] "253" "254" "255" "256" "257" "258" "259" "260" "261"
## [262] "262" "263" "264" "265" "266" "267" "268" "269" "270"
## [271] "271" "272" "273" "274" "275" "276" "277" "278" "279"
## [280] "280" "281" "282" "283" "284" "285" "286" "287" "288"
## [289] "289" "290" "291" "292" "293" "294" "295" "296" "297"
## [298] "298" "299" "300" "301" "302" "303" "304" "305" "306"
## [307] "307" "308" "309" "310" "311" "312" "313" "314" "315"
## [316] "316" "317" "318" "319" "320" "321" "322" "323" "324"
## [325] "325" "326" "327" "328" "329" "330" "331" "332" "333"
## [334] "334" "335" "336" "337" "338" "339" "340" "341" "342"
## [343] "343" "344" "345" "346" "347" "348" "349" "350" "351"
## [352] "352" "353" "354" "355" "356" "357" "358" "359" "360"
## [361] "361" "362" "363" "364" "365" "366" "367" "368" "369"
## [370] "370" "371" "372" "373" "374" "375" "376" "377" "378"
## [379] "379" "380" "381" "382" "383" "384" "385" "386" "387"
## [388] "388" "389" "390" "391" "392" "393" "394" "395" "396"
## [397] "397" "398" "399" "400" "401" "402" "403" "404" "405"
## [406] "406" "407" "408" "409" "410" "411" "412" "413" "414"
## [415] "415" "416" "417" "418" "419" "420" "421" "422" "423"
## [424] "424" "425" "426" "427" "428" "429" "430" "431" "432"
## [433] "433" "434" "435" "436" "437" "438" "439" "440" "441"
## [442] "442" "443" "444" "445" "446" "447" "448" "449" "450"
## [451] "451" "452" "453" "454" "455" "456" "457" "458" "459"
## [460] "460" "461" "462" "463" "464" "465" "466" "467" "468"
## [469] "469" "470" "471" "472" "473" "474" "475" "476" "477"
## [478] "478" "479" "480" "481" "482" "483" "484" "485" "486"
## [487] "487" "488" "489" "490" "491" "492" "493" "494" "495"
## [496] "496" "497" "498" "499" "500" "501" "502" "503" "504"
## [505] "505" "506" "507" "508" "509" "510" "511" "512" "513"
## [514] "514" "515" "516" "517" "518" "519" "520" "521" "522"
## [523] "523" "524" "525" "526" "527" "528" "529" "530" "531"
## [532] "532" "533" "534" "535" "536" "537" "538" "539" "540"
## [541] "541" "542" "543" "544" "545" "546" "547" "548" "549"
## [550] "550" "551" "552" "553" "554" "555" "556" "557" "558"
## [559] "559" "560" "561" "562" "563" "564" "565" "566" "567"
## [568] "568" "569" "570" "571" "572" "573" "574" "575" "576"
## [577] "577" "578" "579" "580" "581" "582" "583" "584" "585"
## [586] "586" "587" "588" "589" "590" "591" "592" "593" "594"
## [595] "595" "596" "597" "598" "599" "600" "601" "602" "603"
## [604] "604" "605" "606" "607" "608" "609" "610" "611" "612"
## [613] "613" "614" "615" "616" "617" "618" "619" "620" "621"
## [622] "622" "623" "624" "625" "626" "627" "628" "629" "630"
## [631] "631" "632" "633" "634" "635" "636" "637" "638" "639"
## [640] "640" "641" "642" "643" "644" "645" "646" "647" "648"
## [649] "649" "650" "651" "652" "653" "654" "655" "656" "657"
## [658] "658" "659" "660" "661" "662" "663" "664" "665" "666"
## [667] "667" "668" "669" "670" "671" "672" "673" "674" "675"
## [676] "676" "677" "678" "679" "680" "681" "682" "683" "684"
## [685] "685" "686" "687" "688" "689" "690" "691" "692" "693"
## [694] "694" "695" "696" "697" "698" "699" "700" "701" "702"
## [703] "703" "704" "705" "706" "707" "708" "709" "710" "711"
## [712] "712" "713" "714" "715" "716" "717" "718" "719" "720"
## [721] "721" "722" "723" "724" "725" "726" "727" "728" "729"
## [730] "730" "731" "732" "733" "734" "735" "736" "737" "738"
## [739] "739" "740" "741" "742" "743" "744" "745" "746" "747"
## [748] "748" "749" "750" "751" "752" "753" "754" "755" "756"
## [757] "757" "758" "759" "760" "761" "762" "763" "764" "765"
## [766] "766" "767" "768" "769" "770" "771" "772" "773" "774"
## [775] "775" "776" "777" "778" "779" "780" "781" "782" "783"
## [784] "784" "785" "786" "787" "788" "789" "790" "791" "792"
## [793] "793" "794" "795" "796" "797" "798" "799" "800" "801"
## [802] "802" "803" "804" "805" "806" "807" "808" "809" "810"
## [811] "811" "812" "813" "814" "815" "816" "817" "818" "819"
## [820] "820" "821" "822" "823" "824" "825" "826" "827" "828"
## [829] "829" "830" "831" "832" "833" "834" "835" "836" "837"
## [838] "838" "839" "840" "841" "842" "843" "844" "845" "846"
## [847] "847" "848" "849" "850" "851" "852" "853" "854" "855"
## [856] "856" "857" "858" "859" "860" "861" "862" "863" "864"
## [865] "865" "866" "867" "868" "869" "870" "871" "872" "873"
## [874] "874" "875" "876" "877" "878" "879" "880" "881" "882"
## [883] "883" "884" "885" "886" "887" "888" "889" "890" "891"
## [892] "892" "893" "894" "895" "896" "897" "898" "899" "900"
## [901] "901" "902" "903" "904" "905" "906" "907" "908" "909"
## [910] "910" "911" "912" "913" "914" "915" "916" "917" "918"
## [919] "919" "920" "921" "922" "923" "924" "925" "926" "927"
## [928] "928" "929" "930" "931" "932" "933" "934" "935" "936"
## [937] "937" "938" "939" "940" "941" "942" "943" "944" "945"
## [946] "946" "947" "948" "949" "950" "951" "952" "953" "954"
## [955] "955" "956" "957" "958" "959" "960" "961" "962" "963"
## [964] "964" "965" "966" "967" "968" "969" "970" "971" "972"
## [973] "973" "974" "975" "976" "977" "978" "979" "980" "981"
## [982] "982" "983" "984" "985" "986" "987" "988" "989" "990"
## [991] "991" "992" "993" "994" "995" "996" "997" "998" "999"
## [1000] "1000" "1001" "1002" "1003" "1004" "1005" "1006" "1007" "1008"
## [1009] "1009" "1010" "1011" "1012" "1013" "1014" "1015" "1016" "1017"
## [1018] "1018" "1019" "1020" "1021" "1022" "1023" "1024" "1025" "1026"
## [1027] "1027" "1028" "1029" "1030" "1031" "1032" "1033" "1034" "1035"
## [1036] "1036" "1037" "1038" "1039" "1040" "1041" "1042" "1043" "1044"
## [1045] "1045" "1046" "1047" "1048" "1049" "1050" "1051" "1052" "1053"
## [1054] "1054" "1055" "1056" "1057" "1058" "1059" "1060" "1061" "1062"
## [1063] "1063" "1064" "1065" "1066" "1067" "1068" "1069" "1070" "1071"
## [1072] "1072" "1073" "1074" "1075" "1076" "1077" "1078" "1079" "1080"
## [1081] "1081" "1082" "1083" "1084" "1085" "1086" "1087" "1088" "1089"
## [1090] "1090" "1091" "1092" "1093" "1094" "1095" "1096" "1097" "1098"
## [1099] "1099" "1100" "1101" "1102" "1103" "1104" "1105" "1106" "1107"
## [1108] "1108" "1109" "1110" "1111" "1112" "1113" "1114" "1115" "1116"
## [1117] "1117" "1118" "1119" "1120" "1121" "1122" "1123" "1124" "1125"
## [1126] "1126" "1127" "1128" "1129" "1130" "1131" "1132" "1133" "1134"
## [1135] "1135" "1136" "1137" "1138" "1139" "1140" "1141" "1142" "1143"
## [1144] "1144" "1145" "1146" "1147" "1148" "1149" "1150" "1151" "1152"
## [1153] "1153" "1154" "1155" "1156" "1157" "1158" "1159" "1160" "1161"
## [1162] "1162" "1163" "1164" "1165" "1166" "1167" "1168" "1169" "1170"
## [1171] "1171" "1172" "1173" "1174" "1175" "1176" "1177" "1178" "1179"
## [1180] "1180" "1181" "1182" "1183" "1184" "1185" "1186" "1187" "1188"
## [1189] "1189" "1190" "1191" "1192" "1193" "1194" "1195" "1196" "1197"
## [1198] "1198" "1199" "1200" "1201" "1202" "1203" "1204" "1205" "1206"
## [1207] "1207" "1208" "1209" "1210" "1211" "1212" "1213" "1214" "1215"
## [1216] "1216" "1217" "1218" "1219" "1220" "1221" "1222" "1223" "1224"
## [1225] "1225" "1226" "1227" "1228" "1229" "1230" "1231" "1232" "1233"
## [1234] "1234" "1235" "1236" "1237" "1238" "1239" "1240" "1241" "1242"
## [1243] "1243" "1244" "1245" "1246" "1247" "1248" "1249" "1250" "1251"
## [1252] "1252" "1253" "1254" "1255" "1256" "1257" "1258" "1259" "1260"
## [1261] "1261" "1262" "1263" "1264" "1265" "1266" "1267" "1268" "1269"
## [1270] "1270" "1271" "1272" "1273" "1274" "1275" "1276" "1277" "1278"
## [1279] "1279" "1280" "1281" "1282" "1283" "1284" "1285" "1286" "1287"
## [1288] "1288" "1289" "1290" "1291" "1292" "1293" "1294" "1295" "1296"
## [1297] "1297" "1298" "1299" "1300" "1301" "1302" "1303" "1304" "1305"
## [1306] "1306" "1307" "1308" "1309" "1310" "1311" "1312" "1313" "1314"
## [1315] "1315" "1316" "1317" "1318" "1319" "1320" "1321" "1322" "1323"
## [1324] "1324" "1325" "1326" "1327" "1328" "1329" "1330" "1331" "1332"
## [1333] "1333" "1334" "1335" "1336" "1337" "1338" "1339" "1340" "1341"
## [1342] "1342" "1343" "1344" "1345" "1346" "1347" "1348" "1349" "1350"
## [1351] "1351" "1352" "1353" "1354" "1355" "1356" "1357" "1358" "1359"
## [1360] "1360" "1361" "1362" "1363" "1364" "1365" "1366" "1367" "1368"
## [1369] "1369" "1370" "1371" "1372" "1373" "1374" "1375" "1376" "1377"
## [1378] "1378" "1379" "1380" "1381" "1382" "1383" "1384" "1385" "1386"
## [1387] "1387" "1388" "1389" "1390" "1391" "1392" "1393" "1394" "1395"
## [1396] "1396" "1397" "1398" "1399" "1400" "1401" "1402" "1403" "1404"
## [1405] "1405" "1406" "1407" "1408" "1409" "1410" "1411" "1412" "1413"
## [1414] "1414" "1415" "1416" "1417" "1418" "1419" "1420" "1421" "1422"
## [1423] "1423" "1424" "1425" "1426" "1427" "1428" "1429" "1430" "1431"
## [1432] "1432" "1433" "1434" "1435" "1436" "1437" "1438" "1439" "1440"
## [1441] "1441" "1442" "1443" "1444" "1445" "1446" "1447" "1448" "1449"
## [1450] "1450" "1451" "1452" "1453" "1454" "1455" "1456" "1457" "1458"
## [1459] "1459" "1460" "1461" "1462" "1463" "1464" "1465" "1466" "1467"
## [1468] "1468" "1469" "1470" "1471" "1472" "1473" "1474" "1475" "1476"
## [1477] "1477" "1478" "1479" "1480" "1481" "1482" "1483" "1484" "1485"
## [1486] "1486" "1487" "1488" "1489" "1490" "1491" "1492" "1493" "1494"
## [1495] "1495" "1496" "1497" "1498" "1499" "1500" "1501" "1502" "1503"
## [1504] "1504" "1505" "1506" "1507" "1508" "1509" "1510" "1511" "1512"
## [1513] "1513" "1514" "1515" "1516" "1517" "1518" "1519" "1520" "1521"
## [1522] "1522" "1523" "1524" "1525" "1526" "1527" "1528" "1529" "1530"
## [1531] "1531" "1532" "1533" "1534" "1535" "1536" "1537" "1538" "1539"
## [1540] "1540" "1541" "1542" "1543" "1544" "1545" "1546" "1547" "1548"
## [1549] "1549" "1550" "1551" "1552" "1553" "1554" "1555" "1556" "1557"
## [1558] "1558" "1559" "1560" "1561" "1562" "1563" "1564" "1565" "1566"
## [1567] "1567" "1568" "1569" "1570" "1571" "1572" "1573" "1574" "1575"
## [1576] "1576" "1577" "1578" "1579" "1580" "1581" "1582" "1583" "1584"
## [1585] "1585" "1586" "1587" "1588" "1589" "1590" "1591" "1592" "1593"
## [1594] "1594" "1595" "1596" "1597" "1598" "1599" "1600" "1601" "1602"
## [1603] "1603" "1604" "1605" "1606" "1607" "1608" "1609" "1610" "1611"
## [1612] "1612" "1613" "1614" "1615" "1616" "1617" "1618" "1619" "1620"
## [1621] "1621" "1622" "1623" "1624" "1625" "1626" "1627" "1628" "1629"
## [1630] "1630" "1631" "1632" "1633" "1634" "1635" "1636" "1637" "1638"
## [1639] "1639" "1640" "1641" "1642" "1643" "1644" "1645" "1646" "1647"
## [1648] "1648" "1649" "1650" "1651" "1652" "1653" "1654" "1655" "1656"
## [1657] "1657" "1658" "1659" "1660" "1661" "1662" "1663" "1664" "1665"
## [1666] "1666" "1667" "1668" "1669" "1670" "1671" "1672" "1673" "1674"
## [1675] "1675" "1676" "1677" "1678" "1679" "1680" "1681" "1682" "1683"
## [1684] "1684" "1685" "1686" "1687" "1688" "1689" "1690" "1691" "1692"
## [1693] "1693" "1694" "1695" "1696" "1697" "1698" "1699" "1700" "1701"
## [1702] "1702" "1703" "1704" "1705" "1706" "1707" "1708" "1709" "1710"
## [1711] "1711" "1712" "1713" "1714" "1715" "1716" "1717" "1718" "1719"
## [1720] "1720" "1721" "1722" "1723" "1724" "1725" "1726" "1727" "1728"
## [1729] "1729" "1730" "1731" "1732" "1733" "1734" "1735" "1736" "1737"
## [1738] "1738" "1739" "1740" "1741" "1742" "1743" "1744" "1745" "1746"
## [1747] "1747" "1748" "1749" "1750" "1751" "1752" "1753" "1754" "1755"
## [1756] "1756" "1757" "1758" "1759" "1760" "1761" "1762" "1763" "1764"
## [1765] "1765" "1766" "1767" "1768" "1769" "1770" "1771" "1772" "1773"
## [1774] "1774" "1775" "1776" "1777" "1778" "1779" "1780" "1781" "1782"
## [1783] "1783" "1784" "1785" "1786" "1787" "1788" "1789" "1790" "1791"
## [1792] "1792" "1793" "1794" "1795" "1796" "1797" "1798" "1799" "1800"
## [1801] "1801" "1802" "1803" "1804" "1805" "1806" "1807" "1808" "1809"
## [1810] "1810" "1811" "1812" "1813" "1814" "1815" "1816" "1817" "1818"
## [1819] "1819" "1820" "1821" "1822" "1823" "1824" "1825" "1826" "1827"
## [1828] "1828" "1829" "1830" "1831" "1832" "1833" "1834" "1835" "1836"
## [1837] "1837" "1838" "1839" "1840" "1841" "1842" "1843" "1844" "1845"
## [1846] "1846" "1847" "1848" "1849" "1850" "1851" "1852" "1853" "1854"
## [1855] "1855" "1856" "1857" "1858" "1859" "1860" "1861" "1862" "1863"
## [1864] "1864" "1865" "1866" "1867" "1868" "1869" "1870" "1871" "1872"
## [1873] "1873" "1874" "1875" "1876" "1877" "1878" "1879" "1880" "1881"
## [1882] "1882" "1883" "1884" "1885" "1886" "1887" "1888" "1889" "1890"
## [1891] "1891" "1892" "1893" "1894" "1895" "1896" "1897" "1898" "1899"
## [1900] "1900" "1901" "1902" "1903" "1904" "1905" "1906" "1907" "1908"
## [1909] "1909" "1910" "1911" "1912" "1913" "1914" "1915" "1916" "1917"
## [1918] "1918" "1919" "1920" "1921" "1922" "1923" "1924" "1925" "1926"
## [1927] "1927" "1928" "1929" "1930" "1931" "1932" "1933" "1934" "1935"
## [1936] "1936" "1937" "1938" "1939" "1940" "1941" "1942" "1943" "1944"
## [1945] "1945" "1946" "1947" "1948" "1949" "1950" "1951" "1952" "1953"
## [1954] "1954" "1955" "1956" "1957" "1958" "1959" "1960" "1961" "1962"
## [1963] "1963" "1964" "1965" "1966" "1967" "1968" "1969" "1970" "1971"
## [1972] "1972" "1973" "1974" "1975" "1976" "1977" "1978" "1979" "1980"
## [1981] "1981" "1982" "1983" "1984" "1985" "1986" "1987" "1988" "1989"
## [1990] "1990" "1991" "1992" "1993" "1994" "1995" "1996" "1997" "1998"
## [1999] "1999" "2000" "2001" "2002" "2003" "2004" "2005" "2006" "2007"
## [2008] "2008" "2009" "2010" "2011" "2012" "2013" "2014" "2015" "2016"
## [2017] "2017" "2018" "2019" "2020" "2021" "2022" "2023" "2024" "2025"
## [2026] "2026" "2027" "2028" "2029" "2030" "2031" "2032" "2033" "2034"
## [2035] "2035" "2036" "2037" "2038" "2039" "2040" "2041" "2042" "2043"
## [2044] "2044" "2045" "2046" "2047" "2048" "2049" "2050" "2051" "2052"
## [2053] "2053" "2054" "2055" "2056" "2057" "2058" "2059" "2060" "2061"
## [2062] "2062" "2063" "2064" "2065" "2066" "2067" "2068" "2069" "2070"
## [2071] "2071" "2072" "2073" "2074" "2075" "2076" "2077" "2078" "2079"
## [2080] "2080" "2081" "2082" "2083" "2084" "2085" "2086" "2087" "2088"
## [2089] "2089" "2090" "2091" "2092" "2093" "2094" "2095" "2096" "2097"
## [2098] "2098" "2099" "2100" "2101" "2102" "2103" "2104" "2105" "2106"
## [2107] "2107" "2108" "2109" "2110" "2111" "2112" "2113" "2114" "2115"
## [2116] "2116" "2117" "2118" "2119" "2120" "2121" "2122" "2123" "2124"
## [2125] "2125" "2126" "2127" "2128" "2129" "2130" "2131" "2132" "2133"
## [2134] "2134" "2135" "2136" "2137" "2138" "2139" "2140" "2141" "2142"
## [2143] "2143" "2144" "2145" "2146" "2147" "2148" "2149" "2150" "2151"
## [2152] "2152" "2153" "2154" "2155" "2156" "2157" "2158" "2159" "2160"
## [2161] "2161" "2162" "2163" "2164" "2165" "2166" "2167" "2168" "2169"
## [2170] "2170" "2171" "2172" "2173" "2174" "2175" "2176" "2177" "2178"
## [2179] "2179" "2180" "2181" "2182" "2183" "2184" "2185" "2186" "2187"
## [2188] "2188" "2189" "2190" "2191" "2192" "2193" "2194" "2195" "2196"
## [2197] "2197" "2198" "2199" "2200" "2201" "2202" "2203" "2204" "2205"
## [2206] "2206" "2207" "2208" "2209" "2210" "2211" "2212" "2213" "2214"
## [2215] "2215" "2216" "2217" "2218" "2219" "2220" "2221" "2222" "2223"
## [2224] "2224" "2225" "2226" "2227" "2228" "2229" "2230" "2231" "2232"
## [2233] "2233" "2234" "2235" "2236" "2237" "2238" "2239" "2240" "2241"
## [2242] "2242" "2243" "2244" "2245" "2246" "2247" "2248" "2249" "2250"
## [2251] "2251" "2252" "2253" "2254" "2255" "2256" "2257" "2258" "2259"
## [2260] "2260" "2261" "2262" "2263" "2264" "2265" "2266" "2267" "2268"
## [2269] "2269" "2270" "2271" "2272" "2273" "2274" "2275" "2276" "2277"
## [2278] "2278" "2279" "2280" "2281" "2282" "2283" "2284" "2285" "2286"
## [2287] "2287" "2288" "2289" "2290" "2291" "2292" "2293" "2294" "2295"
## [2296] "2296" "2297" "2298" "2299" "2300" "2301" "2302" "2303" "2304"
## [2305] "2305" "2306" "2307" "2308" "2309" "2310" "2311" "2312" "2313"
## [2314] "2314" "2315" "2316" "2317" "2318" "2319" "2320" "2321" "2322"
## [2323] "2323" "2324" "2325" "2326" "2327" "2328" "2329" "2330" "2331"
## [2332] "2332" "2333" "2334" "2335" "2336" "2337" "2338" "2339" "2340"
## [2341] "2341" "2342" "2343" "2344" "2345" "2346" "2347" "2348" "2349"
## [2350] "2350" "2351" "2352" "2353" "2354" "2355" "2356" "2357" "2358"
## [2359] "2359" "2360" "2361" "2362" "2363" "2364" "2365" "2366" "2367"
## [2368] "2368" "2369" "2370" "2371" "2372" "2373" "2374" "2375" "2376"
## [2377] "2377" "2378" "2379" "2380" "2381" "2382" "2383" "2384" "2385"
## [2386] "2386" "2387" "2388" "2389" "2390" "2391" "2392" "2393" "2394"
## [2395] "2395" "2396" "2397" "2398" "2399" "2400" "2401" "2402" "2403"
## [2404] "2404" "2405" "2406" "2407" "2408" "2409" "2410" "2411" "2412"
## [2413] "2413" "2414" "2415" "2416" "2417" "2418" "2419" "2420" "2421"
## [2422] "2422" "2423" "2424" "2425" "2426" "2427" "2428" "2429" "2430"
## [2431] "2431" "2432" "2433" "2434" "2435" "2436" "2437" "2438" "2439"
## [2440] "2440" "2441" "2442" "2443" "2444" "2445" "2446" "2447" "2448"
## [2449] "2449" "2450" "2451" "2452" "2453" "2454" "2455" "2456" "2457"
## [2458] "2458" "2459" "2460" "2461" "2462" "2463" "2464" "2465" "2466"
## [2467] "2467" "2468" "2469" "2470" "2471" "2472" "2473" "2474" "2475"
## [2476] "2476" "2477" "2478" "2479" "2480" "2481" "2482" "2483" "2484"
## [2485] "2485" "2486" "2487" "2488" "2489" "2490" "2491" "2492" "2493"
## [2494] "2494" "2495" "2496" "2497" "2498" "2499" "2500" "2501" "2502"
## [2503] "2503" "2504" "2505" "2506" "2507" "2508" "2509" "2510" "2511"
## [2512] "2512" "2513" "2514" "2515" "2516" "2517" "2518" "2519" "2520"
## [2521] "2521" "2522" "2523" "2524" "2525" "2526" "2527" "2528" "2529"
## [2530] "2530" "2531" "2532" "2533" "2534" "2535" "2536" "2537" "2538"
## [2539] "2539" "2540" "2541" "2542" "2543" "2544" "2545" "2546" "2547"
## [2548] "2548" "2549" "2550" "2551" "2552" "2553" "2554" "2555" "2556"
## [2557] "2557" "2558" "2559" "2560" "2561" "2562" "2563" "2564" "2565"
## [2566] "2566" "2567" "2568" "2569" "2570" "2571" "2572" "2573" "2574"
## [2575] "2575" "2576" "2577" "2578" "2579" "2580" "2581" "2582" "2583"
## [2584] "2584" "2585" "2586" "2587" "2588" "2589" "2590" "2591" "2592"
## [2593] "2593" "2594" "2595" "2596" "2597" "2598" "2599" "2600" "2601"
## [2602] "2602" "2603" "2604" "2605" "2606" "2607" "2608" "2609" "2610"
## [2611] "2611" "2612" "2613" "2614" "2615" "2616" "2617" "2618" "2619"
## [2620] "2620" "2621" "2622" "2623" "2624" "2625" "2626" "2627" "2628"
## [2629] "2629" "2630" "2631" "2632" "2633" "2634" "2635" "2636" "2637"
## [2638] "2638" "2639" "2640" "2641" "2642" "2643" "2644" "2645" "2646"
## [2647] "2647" "2648" "2649" "2650" "2651" "2652" "2653" "2654" "2655"
## [2656] "2656" "2657" "2658" "2659" "2660" "2661" "2662" "2663" "2664"
## [2665] "2665" "2666" "2667" "2668" "2669" "2670" "2671" "2672" "2673"
## [2674] "2674" "2675" "2676" "2677" "2678" "2679" "2680" "2681" "2682"
## [2683] "2683" "2684" "2685" "2686" "2687" "2688" "2689" "2690" "2691"
## [2692] "2692" "2693" "2694" "2695" "2696" "2697" "2698" "2699" "2700"
## [2701] "2701" "2702" "2703" "2704" "2705" "2706" "2707" "2708" "2709"
## [2710] "2710" "2711" "2712" "2713" "2714" "2715" "2716" "2717" "2718"
## [2719] "2719" "2720" "2721" "2722" "2723" "2724" "2725" "2726" "2727"
## [2728] "2728" "2729" "2730" "2731" "2732" "2733" "2734" "2735" "2736"
## [2737] "2737" "2738" "2739" "2740" "2741" "2742" "2743" "2744" "2745"
## [2746] "2746" "2747" "2748" "2749" "2750" "2751" "2752" "2753" "2754"
## [2755] "2755" "2756" "2757" "2758" "2759" "2760" "2761" "2762" "2763"
## [2764] "2764" "2765" "2766" "2767" "2768" "2769" "2770" "2771" "2772"
## [2773] "2773" "2774" "2775" "2776" "2777" "2778" "2779" "2780" "2781"
## [2782] "2782" "2783" "2784" "2785" "2786" "2787" "2788" "2789" "2790"
## [2791] "2791" "2792" "2793" "2794" "2795" "2796" "2797" "2798" "2799"
## [2800] "2800" "2801" "2802" "2803" "2804" "2805" "2806" "2807" "2808"
## [2809] "2809" "2810" "2811" "2812" "2813" "2814" "2815" "2816" "2817"
## [2818] "2818" "2819" "2820" "2821" "2822" "2823" "2824" "2825" "2826"
## [2827] "2827" "2828" "2829" "2830" "2831" "2832" "2833" "2834" "2835"
## [2836] "2836" "2837" "2838" "2839" "2840" "2841" "2842" "2843" "2844"
## [2845] "2845" "2846" "2847" "2848" "2849" "2850" "2851" "2852" "2853"
## [2854] "2854" "2855" "2856" "2857" "2858" "2859" "2860" "2861" "2862"
## [2863] "2863" "2864" "2865" "2866" "2867" "2868" "2869" "2870" "2871"
## [2872] "2872" "2873" "2874" "2875" "2876" "2877" "2878" "2879" "2880"
## [2881] "2881" "2882" "2883" "2884" "2885" "2886" "2887" "2888" "2889"
## [2890] "2890" "2891" "2892" "2893" "2894" "2895" "2896" "2897" "2898"
## [2899] "2899" "2900" "2901" "2902" "2903" "2904" "2905" "2906" "2907"
## [2908] "2908" "2909" "2910" "2911" "2912" "2913" "2914" "2915" "2916"
## [2917] "2917" "2918" "2919" "2920" "2921" "2922" "2923" "2924" "2925"
## [2926] "2926" "2927" "2928" "2929" "2930" "2931" "2932" "2933" "2934"
## [2935] "2935" "2936" "2937" "2938" "2939" "2940" "2941" "2942" "2943"
## [2944] "2944" "2945" "2946" "2947" "2948" "2949" "2950" "2951" "2952"
## [2953] "2953" "2954" "2955" "2956" "2957" "2958" "2959" "2960" "2961"
## [2962] "2962" "2963" "2964" "2965" "2966" "2967" "2968" "2969" "2970"
## [2971] "2971" "2972" "2973" "2974" "2975" "2976" "2977" "2978" "2979"
## [2980] "2980" "2981" "2982" "2983" "2984" "2985" "2986" "2987" "2988"
## [2989] "2989" "2990" "2991" "2992" "2993" "2994" "2995" "2996" "2997"
## [2998] "2998" "2999" "3000" "3001" "3002" "3003" "3004" "3005" "3006"
## [3007] "3007" "3008" "3009" "3010" "3011" "3012" "3013" "3014" "3015"
## [3016] "3016" "3017" "3018" "3019" "3020" "3021" "3022" "3023" "3024"
## [3025] "3025" "3026" "3027" "3028" "3029" "3030" "3031" "3032" "3033"
## [3034] "3034" "3035" "3036" "3037" "3038" "3039" "3040" "3041" "3042"
## [3043] "3043" "3044" "3045" "3046" "3047" "3048" "3049" "3050" "3051"
## [3052] "3052" "3053" "3054" "3055" "3056" "3057" "3058" "3059" "3060"
## [3061] "3061" "3062" "3063" "3064" "3065" "3066" "3067" "3068" "3069"
## [3070] "3070" "3071" "3072" "3073" "3074" "3075" "3076" "3077" "3078"
## [3079] "3079" "3080" "3081" "3082" "3083" "3084" "3085" "3086" "3087"
## [3088] "3088" "3089" "3090" "3091" "3092" "3093" "3094" "3095" "3096"
## [3097] "3097" "3098" "3099" "3100" "3101" "3102" "3103" "3104" "3105"
## [3106] "3106" "3107" "3108" "3109" "3110" "3111" "3112" "3113" "3114"
## [3115] "3115" "3116" "3117" "3118" "3119" "3120" "3121" "3122" "3123"
## [3124] "3124" "3125" "3126" "3127" "3128" "3129" "3130" "3131" "3132"
## [3133] "3133" "3134" "3135" "3136" "3137" "3138" "3139" "3140" "3141"
## [3142] "3142" "3143" "3144" "3145" "3146" "3147" "3148" "3149" "3150"
## [3151] "3151" "3152" "3153" "3154" "3155" "3156" "3157" "3158" "3159"
## [3160] "3160" "3161" "3162" "3163" "3164" "3165" "3166" "3167" "3168"
## [3169] "3169" "3170" "3171" "3172" "3173" "3174" "3175" "3176" "3177"
## [3178] "3178" "3179" "3180" "3181" "3182" "3183" "3184" "3185" "3186"
## [3187] "3187" "3188" "3189" "3190" "3191" "3192" "3193" "3194" "3195"
## [3196] "3196" "3197" "3198" "3199" "3200" "3201" "3202" "3203" "3204"
## [3205] "3205" "3206" "3207" "3208" "3209" "3210" "3211" "3212" "3213"
## [3214] "3214" "3215" "3216" "3217" "3218" "3219" "3220" "3221" "3222"
## [3223] "3223" "3224" "3225" "3226" "3227" "3228" "3229" "3230" "3231"
## [3232] "3232" "3233" "3234" "3235" "3236" "3237" "3238" "3239" "3240"
## [3241] "3241" "3242" "3243" "3244" "3245" "3246" "3247" "3248" "3249"
## [3250] "3250" "3251" "3252" "3253" "3254" "3255" "3256" "3257" "3258"
## [3259] "3259" "3260" "3261" "3262" "3263" "3264" "3265" "3266" "3267"
## [3268] "3268" "3269" "3270" "3271" "3272" "3273" "3274" "3275" "3276"
## [3277] "3277" "3278" "3279" "3280" "3281" "3282" "3283" "3284" "3285"
## [3286] "3286" "3287" "3288" "3289" "3290" "3291" "3292" "3293" "3294"
## [3295] "3295" "3296" "3297" "3298" "3299" "3300" "3301" "3302" "3303"
## [3304] "3304" "3305" "3306" "3307" "3308" "3309" "3310" "3311" "3312"
## [3313] "3313" "3314" "3315" "3316" "3317" "3318" "3319" "3320" "3321"
## [3322] "3322" "3323" "3324" "3325" "3326" "3327" "3328" "3329" "3330"
## [3331] "3331" "3332" "3333" "3334" "3335" "3336" "3337" "3338" "3339"
## [3340] "3340" "3341" "3342" "3343" "3344" "3345" "3346" "3347" "3348"
## [3349] "3349" "3350" "3351" "3352" "3353" "3354" "3355" "3356" "3357"
## [3358] "3358" "3359" "3360" "3361" "3362" "3363" "3364" "3365" "3366"
## [3367] "3367" "3368" "3369" "3370" "3371" "3372" "3373" "3374" "3375"
## [3376] "3376" "3377" "3378" "3379" "3380" "3381" "3382" "3383" "3384"
## [3385] "3385" "3386" "3387" "3388" "3389" "3390" "3391" "3392" "3393"
## [3394] "3394" "3395" "3396" "3397" "3398" "3399" "3400" "3401" "3402"
## [3403] "3403" "3404" "3405" "3406" "3407" "3408" "3409" "3410" "3411"
## [3412] "3412" "3413" "3414" "3415" "3416" "3417" "3418" "3419" "3420"
## [3421] "3421" "3422" "3423" "3424" "3425" "3426" "3427" "3428" "3429"
## [3430] "3430" "3431" "3432" "3433" "3434" "3435" "3436" "3437" "3438"
## [3439] "3439" "3440" "3441" "3442" "3443" "3444" "3445" "3446" "3447"
## [3448] "3448" "3449" "3450" "3451" "3452" "3453" "3454" "3455" "3456"
## [3457] "3457" "3458" "3459" "3460" "3461" "3462" "3463" "3464" "3465"
## [3466] "3466" "3467" "3468" "3469" "3470" "3471" "3472" "3473" "3474"
## [3475] "3475" "3476" "3477" "3478" "3479" "3480" "3481" "3482" "3483"
## [3484] "3484" "3485" "3486" "3487" "3488" "3489" "3490" "3491" "3492"
## [3493] "3493" "3494" "3495" "3496" "3497" "3498" "3499" "3500" "3501"
## [3502] "3502" "3503" "3504" "3505" "3506" "3507" "3508" "3509" "3510"
## [3511] "3511" "3512" "3513" "3514" "3515" "3516" "3517" "3518" "3519"
## [3520] "3520" "3521" "3522" "3523" "3524" "3525" "3526" "3527" "3528"
## [3529] "3529" "3530" "3531" "3532" "3533" "3534" "3535" "3536" "3537"
## [3538] "3538" "3539" "3540" "3541" "3542" "3543" "3544" "3545" "3546"
## [3547] "3547" "3548" "3549" "3550" "3551" "3552" "3553" "3554" "3555"
## [3556] "3556" "3557" "3558" "3559" "3560" "3561" "3562" "3563" "3564"
## [3565] "3565" "3566" "3567" "3568" "3569" "3570" "3571" "3572" "3573"
## [3574] "3574" "3575" "3576" "3577" "3578" "3579" "3580" "3581" "3582"
## [3583] "3583" "3584" "3585" "3586" "3587" "3588" "3589" "3590" "3591"
## [3592] "3592" "3593" "3594" "3595" "3596" "3597" "3598" "3599" "3600"
## [3601] "3601" "3602" "3603" "3604" "3605" "3606" "3607" "3608" "3609"
## [3610] "3610" "3611" "3612" "3613" "3614" "3615" "3616" "3617" "3618"
## [3619] "3619" "3620" "3621" "3622" "3623" "3624" "3625" "3626" "3627"
## [3628] "3628" "3629" "3630" "3631" "3632" "3633" "3634" "3635" "3636"
## [3637] "3637" "3638" "3639" "3640" "3641" "3642" "3643" "3644" "3645"
## [3646] "3646" "3647" "3648" "3649" "3650" "3651" "3652" "3653" "3654"
## [3655] "3655" "3656" "3657" "3658" "3659" "3660" "3661" "3662" "3663"
## [3664] "3664" "3665" "3666" "3667" "3668" "3669" "3670" "3671" "3672"
## [3673] "3673" "3674" "3675" "3676" "3677" "3678" "3679" "3680" "3681"
## [3682] "3682" "3683" "3684" "3685" "3686" "3687" "3688" "3689" "3690"
## [3691] "3691" "3692" "3693" "3694" "3695" "3696" "3697" "3698" "3699"
## [3700] "3700" "3701" "3702" "3703" "3704" "3705" "3706" "3707" "3708"
## [3709] "3709" "3710" "3711" "3712" "3713" "3714" "3715" "3716" "3717"
## [3718] "3718" "3719" "3720" "3721" "3722" "3723" "3724" "3725" "3726"
## [3727] "3727" "3728" "3729" "3730" "3731" "3732" "3733" "3734" "3735"
## [3736] "3736" "3737" "3738" "3739" "3740" "3741" "3742" "3743" "3744"
## [3745] "3745" "3746" "3747" "3748" "3749" "3750" "3751" "3752" "3753"
## [3754] "3754" "3755" "3756" "3757" "3758" "3759" "3760" "3761" "3762"
## [3763] "3763" "3764" "3765" "3766" "3767" "3768" "3769" "3770" "3771"
## [3772] "3772" "3773" "3774" "3775" "3776" "3777" "3778" "3779" "3780"
## [3781] "3781" "3782" "3783" "3784" "3785" "3786" "3787" "3788" "3789"
## [3790] "3790" "3791" "3792" "3793" "3794" "3795" "3796" "3797" "3798"
## [3799] "3799" "3800" "3801" "3802" "3803" "3804" "3805" "3806" "3807"
## [3808] "3808" "3809" "3810" "3811" "3812" "3813" "3814" "3815" "3816"
## [3817] "3817" "3818" "3819" "3820" "3821" "3822" "3823" "3824" "3825"
## [3826] "3826" "3827" "3828" "3829" "3830" "3831" "3832" "3833" "3834"
## [3835] "3835" "3836" "3837" "3838" "3839" "3840" "3841" "3842" "3843"
## [3844] "3844" "3845" "3846" "3847" "3848" "3849" "3850" "3851" "3852"
## [3853] "3853" "3854" "3855" "3856" "3857" "3858" "3859" "3860" "3861"
## [3862] "3862" "3863" "3864" "3865" "3866" "3867" "3868" "3869" "3870"
## [3871] "3871" "3872" "3873" "3874" "3875" "3876" "3877" "3878" "3879"
## [3880] "3880" "3881" "3882" "3883" "3884" "3885" "3886" "3887" "3888"
## [3889] "3889" "3890" "3891" "3892" "3893" "3894" "3895" "3896" "3897"
## [3898] "3898" "3899" "3900" "3901" "3902" "3903" "3904" "3905" "3906"
## [3907] "3907" "3908" "3909" "3910" "3911" "3912" "3913" "3914" "3915"
## [3916] "3916" "3917" "3918" "3919" "3920" "3921" "3922" "3923" "3924"
## [3925] "3925" "3926" "3927" "3928" "3929" "3930" "3931" "3932" "3933"
## [3934] "3934" "3935" "3936" "3937" "3938" "3939" "3940" "3941" "3942"
## [3943] "3943" "3944" "3945" "3946" "3947" "3948" "3949" "3950" "3951"
## [3952] "3952" "3953" "3954" "3955" "3956" "3957" "3958" "3959" "3960"
## [3961] "3961" "3962" "3963" "3964" "3965" "3966" "3967" "3968" "3969"
## [3970] "3970" "3971" "3972" "3973" "3974" "3975" "3976" "3977" "3978"
## [3979] "3979" "3980" "3981" "3982" "3983" "3984" "3985" "3986" "3987"
## [3988] "3988" "3989" "3990" "3991" "3992" "3993" "3994" "3995" "3996"
## [3997] "3997" "3998" "3999" "4000" "4001" "4002" "4003" "4004" "4005"
## [4006] "4006" "4007" "4008" "4009" "4010" "4011" "4012" "4013" "4014"
## [4015] "4015" "4016" "4017" "4018" "4019" "4020" "4021" "4022" "4023"
## [4024] "4024" "4025" "4026" "4027" "4028" "4029" "4030" "4031" "4032"
## [4033] "4033" "4034" "4035" "4036" "4037" "4038" "4039" "4040" "4041"
## [4042] "4042" "4043" "4044" "4045" "4046" "4047" "4048" "4049" "4050"
## [4051] "4051" "4052" "4053" "4054" "4055" "4056" "4057" "4058" "4059"
## [4060] "4060" "4061" "4062" "4063" "4064" "4065" "4066" "4067" "4068"
## [4069] "4069" "4070" "4071" "4072" "4073" "4074" "4075" "4076" "4077"
## [4078] "4078" "4079" "4080" "4081" "4082" "4083" "4084" "4085" "4086"
## [4087] "4087" "4088" "4089" "4090" "4091" "4092" "4093" "4094" "4095"
## [4096] "4096" "4097" "4098" "4099" "4100" "4101" "4102" "4103" "4104"
## [4105] "4105" "4106" "4107" "4108" "4109" "4110" "4111" "4112" "4113"
## [4114] "4114" "4115" "4116" "4117" "4118" "4119" "4120" "4121" "4122"
## [4123] "4123" "4124" "4125" "4126" "4127" "4128" "4129" "4130" "4131"
## [4132] "4132" "4133" "4134" "4135" "4136" "4137" "4138" "4139" "4140"
## [4141] "4141" "4142" "4143" "4144" "4145" "4146" "4147" "4148" "4149"
## [4150] "4150" "4151" "4152" "4153" "4154" "4155" "4156" "4157" "4158"
## [4159] "4159" "4160" "4161" "4162" "4163" "4164" "4165" "4166" "4167"
## [4168] "4168" "4169" "4170" "4171" "4172" "4173" "4174" "4175" "4176"
## [4177] "4177" "4178" "4179" "4180" "4181" "4182" "4183" "4184" "4185"
## [4186] "4186" "4187" "4188" "4189" "4190" "4191" "4192" "4193" "4194"
## [4195] "4195" "4196" "4197" "4198" "4199" "4200" "4201" "4202" "4203"
## [4204] "4204" "4205" "4206" "4207" "4208" "4209" "4210" "4211" "4212"
## [4213] "4213" "4214" "4215" "4216" "4217" "4218" "4219" "4220" "4221"
## [4222] "4222" "4223" "4224" "4225" "4226" "4227" "4228" "4229" "4230"
## [4231] "4231" "4232" "4233" "4234" "4235" "4236" "4237" "4238" "4239"
## [4240] "4240" "4241" "4242" "4243" "4244" "4245" "4246" "4247" "4248"
## [4249] "4249" "4250" "4251" "4252" "4253" "4254" "4255" "4256" "4257"
## [4258] "4258" "4259" "4260" "4261" "4262" "4263" "4264" "4265" "4266"
## [4267] "4267" "4268" "4269" "4270" "4271" "4272" "4273" "4274" "4275"
## [4276] "4276" "4277" "4278" "4279" "4280" "4281" "4282" "4283" "4284"
## [4285] "4285" "4286" "4287" "4288" "4289" "4290" "4291" "4292" "4293"
## [4294] "4294" "4295" "4296" "4297" "4298" "4299" "4300" "4301" "4302"
## [4303] "4303" "4304" "4305" "4306" "4307" "4308" "4309" "4310" "4311"
## [4312] "4312" "4313" "4314" "4315" "4316" "4317" "4318" "4319" "4320"
## [4321] "4321" "4322" "4323" "4324" "4325" "4326" "4327" "4328" "4329"
## [4330] "4330" "4331" "4332" "4333" "4334" "4335" "4336" "4337" "4338"
## [4339] "4339" "4340" "4341" "4342" "4343" "4344" "4345" "4346" "4347"
## [4348] "4348" "4349" "4350" "4351" "4352" "4353" "4354" "4355" "4356"
## [4357] "4357" "4358" "4359" "4360" "4361" "4362" "4363" "4364" "4365"
## [4366] "4366" "4367" "4368" "4369" "4370" "4371" "4372" "4373" "4374"
## [4375] "4375" "4376" "4377" "4378" "4379" "4380" "4381" "4382" "4383"
## [4384] "4384" "4385" "4386" "4387" "4388" "4389" "4390" "4391" "4392"
## [4393] "4393" "4394" "4395" "4396" "4397" "4398" "4399" "4400" "4401"
## [4402] "4402" "4403" "4404" "4405" "4406" "4407" "4408" "4409" "4410"
## [4411] "4411" "4412" "4413" "4414" "4415" "4416" "4417" "4418" "4419"
## [4420] "4420" "4421" "4422" "4423" "4424" "4425" "4426" "4427" "4428"
## [4429] "4429" "4430" "4431" "4432" "4433" "4434" "4435" "4436" "4437"
## [4438] "4438" "4439" "4440" "4441" "4442" "4443" "4444" "4445" "4446"
## [4447] "4447" "4448" "4449" "4450" "4451" "4452" "4453" "4454" "4455"
## [4456] "4456" "4457" "4458" "4459" "4460" "4461" "4462" "4463" "4464"
## [4465] "4465" "4466" "4467" "4468" "4469" "4470" "4471" "4472" "4473"
## [4474] "4474" "4475" "4476" "4477" "4478" "4479" "4480" "4481" "4482"
## [4483] "4483" "4484" "4485" "4486" "4487" "4488" "4489" "4490" "4491"
## [4492] "4492" "4493" "4494" "4495" "4496" "4497" "4498" "4499" "4500"
## [4501] "4501" "4502" "4503" "4504" "4505" "4506" "4507" "4508" "4509"
## [4510] "4510" "4511" "4512" "4513" "4514" "4515" "4516" "4517" "4518"
## [4519] "4519" "4520" "4521" "4522" "4523" "4524" "4525" "4526" "4527"
## [4528] "4528" "4529" "4530" "4531" "4532" "4533" "4534" "4535" "4536"
## [4537] "4537" "4538" "4539" "4540" "4541" "4542" "4543" "4544" "4545"
## [4546] "4546" "4547" "4548" "4549" "4550" "4551" "4552" "4553" "4554"
## [4555] "4555" "4556" "4557" "4558" "4559" "4560" "4561" "4562" "4563"
## [4564] "4564" "4565" "4566" "4567" "4568" "4569" "4570" "4571" "4572"
## [4573] "4573" "4574" "4575" "4576" "4577" "4578" "4579" "4580" "4581"
## [4582] "4582" "4583" "4584" "4585" "4586" "4587" "4588" "4589" "4590"
## [4591] "4591" "4592" "4593" "4594" "4595" "4596" "4597" "4598" "4599"
## [4600] "4600" "4601" "4602" "4603" "4604" "4605" "4606" "4607" "4608"
## [4609] "4609" "4610" "4611" "4612" "4613" "4614" "4615" "4616" "4617"
## [4618] "4618" "4619" "4620" "4621" "4622" "4623" "4624" "4625" "4626"
## [4627] "4627" "4628" "4629" "4630" "4631" "4632" "4633" "4634" "4635"
## [4636] "4636" "4637" "4638" "4639" "4640" "4641" "4642" "4643" "4644"
## [4645] "4645" "4646" "4647" "4648" "4649" "4650" "4651" "4652" "4653"
## [4654] "4654" "4655" "4656" "4657" "4658" "4659" "4660" "4661" "4662"
## [4663] "4663" "4664" "4665" "4666" "4667" "4668" "4669" "4670" "4671"
## [4672] "4672" "4673" "4674" "4675" "4676" "4677" "4678" "4679" "4680"
## [4681] "4681" "4682" "4683" "4684" "4685" "4686" "4687" "4688" "4689"
## [4690] "4690" "4691" "4692" "4693" "4694" "4695" "4696" "4697" "4698"
## [4699] "4699" "4700" "4701" "4702" "4703" "4704" "4705" "4706" "4707"
## [4708] "4708" "4709" "4710" "4711" "4712" "4713" "4714" "4715" "4716"
## [4717] "4717" "4718" "4719" "4720" "4721" "4722" "4723" "4724" "4725"
## [4726] "4726" "4727" "4728" "4729" "4730" "4731" "4732" "4733" "4734"
## [4735] "4735" "4736" "4737" "4738" "4739" "4740" "4741" "4742" "4743"
## [4744] "4744" "4745" "4746" "4747" "4748" "4749" "4750" "4751" "4752"
## [4753] "4753" "4754" "4755" "4756" "4757" "4758" "4759" "4760" "4761"
## [4762] "4762" "4763" "4764" "4765" "4766" "4767" "4768" "4769" "4770"
## [4771] "4771" "4772" "4773" "4774" "4775" "4776" "4777" "4778" "4779"
## [4780] "4780" "4781" "4782" "4783" "4784" "4785" "4786" "4787" "4788"
## [4789] "4789" "4790" "4791" "4792" "4793" "4794" "4795" "4796" "4797"
## [4798] "4798" "4799" "4800" "4801" "4802" "4803" "4804" "4805" "4806"
## [4807] "4807" "4808" "4809" "4810" "4811" "4812" "4813" "4814" "4815"
## [4816] "4816" "4817" "4818" "4819" "4820" "4821" "4822" "4823" "4824"
## [4825] "4825" "4826" "4827" "4828" "4829" "4830" "4831" "4832" "4833"
## [4834] "4834" "4835" "4836" "4837" "4838" "4839" "4840" "4841" "4842"
## [4843] "4843" "4844" "4845" "4846" "4847" "4848" "4849" "4850" "4851"
## [4852] "4852" "4853" "4854" "4855" "4856" "4857" "4858" "4859" "4860"
## [4861] "4861" "4862" "4863" "4864" "4865" "4866" "4867" "4868" "4869"
## [4870] "4870" "4871" "4872" "4873" "4874" "4875" "4876" "4877" "4878"
## [4879] "4879" "4880" "4881" "4882" "4883" "4884" "4885" "4886" "4887"
## [4888] "4888" "4889" "4890" "4891" "4892" "4893" "4894" "4895" "4896"
## [4897] "4897" "4898" "4899" "4900" "4901" "4902" "4903" "4904" "4905"
## [4906] "4906" "4907" "4908" "4909" "4910" "4911" "4912" "4913" "4914"
## [4915] "4915" "4916" "4917" "4918" "4919" "4920" "4921" "4922" "4923"
## [4924] "4924" "4925" "4926" "4927" "4928" "4929" "4930" "4931" "4932"
## [4933] "4933" "4934" "4935" "4936" "4937" "4938" "4939" "4940" "4941"
## [4942] "4942" "4943" "4944" "4945" "4946" "4947" "4948" "4949" "4950"
## [4951] "4951" "4952" "4953" "4954" "4955" "4956" "4957" "4958" "4959"
## [4960] "4960" "4961" "4962" "4963" "4964" "4965" "4966" "4967" "4968"
## [4969] "4969" "4970" "4971" "4972" "4973" "4974" "4975" "4976" "4977"
## [4978] "4978" "4979" "4980" "4981" "4982" "4983" "4984" "4985" "4986"
## [4987] "4987" "4988" "4989" "4990" "4991" "4992" "4993" "4994" "4995"
## [4996] "4996" "4997" "4998" "4999" "5000" "5001" "5002" "5003" "5004"
## [5005] "5005" "5006" "5007" "5008" "5009" "5010" "5011" "5012" "5013"
## [5014] "5014" "5015" "5016" "5017" "5018" "5019" "5020" "5021" "5022"
## [5023] "5023" "5024" "5025" "5026" "5027" "5028" "5029" "5030" "5031"
## [5032] "5032" "5033" "5034" "5035" "5036" "5037" "5038" "5039" "5040"
## [5041] "5041" "5042" "5043" "5044" "5045" "5046" "5047" "5048" "5049"
## [5050] "5050" "5051" "5052" "5053" "5054" "5055" "5056" "5057" "5058"
## [5059] "5059" "5060" "5061" "5062" "5063" "5064" "5065" "5066" "5067"
## [5068] "5068" "5069" "5070" "5071" "5072" "5073" "5074" "5075" "5076"
## [5077] "5077" "5078" "5079" "5080" "5081" "5082" "5083" "5084" "5085"
## [5086] "5086" "5087" "5088" "5089" "5090" "5091" "5092" "5093" "5094"
## [5095] "5095" "5096" "5097" "5098" "5099" "5100" "5101" "5102" "5103"
## [5104] "5104" "5105" "5106" "5107" "5108" "5109" "5110" "5111" "5112"
## [5113] "5113" "5114" "5115" "5116" "5117" "5118" "5119" "5120" "5121"
## [5122] "5122" "5123" "5124" "5125" "5126" "5127" "5128" "5129" "5130"
## [5131] "5131" "5132" "5133" "5134" "5135" "5136" "5137" "5138" "5139"
## [5140] "5140" "5141" "5142" "5143" "5144" "5145" "5146" "5147" "5148"
## [5149] "5149" "5150" "5151" "5152" "5153" "5154" "5155" "5156" "5157"
## [5158] "5158" "5159" "5160" "5161" "5162" "5163" "5164" "5165" "5166"
## [5167] "5167" "5168" "5169" "5170" "5171" "5172" "5173" "5174" "5175"
## [5176] "5176" "5177" "5178" "5179" "5180" "5181" "5182" "5183" "5184"
## [5185] "5185" "5186" "5187" "5188" "5189" "5190" "5191" "5192" "5193"
## [5194] "5194" "5195" "5196" "5197" "5198" "5199" "5200" "5201" "5202"
## [5203] "5203" "5204" "5205" "5206" "5207" "5208" "5209" "5210" "5211"
## [5212] "5212" "5213" "5214" "5215" "5216" "5217" "5218" "5219" "5220"
## [5221] "5221" "5222" "5223" "5224" "5225" "5226" "5227" "5228" "5229"
## [5230] "5230" "5231" "5232" "5233" "5234" "5235" "5236" "5237" "5238"
## [5239] "5239" "5240" "5241" "5242" "5243" "5244" "5245" "5246" "5247"
## [5248] "5248" "5249" "5250" "5251" "5252" "5253" "5254" "5255" "5256"
## [5257] "5257" "5258" "5259" "5260" "5261" "5262" "5263" "5264" "5265"
## [5266] "5266" "5267" "5268" "5269" "5270" "5271" "5272" "5273" "5274"
## [5275] "5275" "5276" "5277" "5278" "5279" "5280" "5281" "5282" "5283"
## [5284] "5284" "5285" "5286" "5287" "5288" "5289" "5290" "5291" "5292"
## [5293] "5293" "5294" "5295" "5296" "5297" "5298" "5299" "5300" "5301"
## [5302] "5302" "5303" "5304" "5305" "5306" "5307" "5308" "5309" "5310"
## [5311] "5311" "5312" "5313" "5314" "5315" "5316" "5317" "5318" "5319"
## [5320] "5320" "5321" "5322" "5323" "5324" "5325" "5326" "5327" "5328"
## [5329] "5329" "5330" "5331" "5332" "5333" "5334" "5335" "5336" "5337"
## [5338] "5338" "5339" "5340" "5341" "5342" "5343" "5344" "5345" "5346"
## [5347] "5347" "5348" "5349" "5350" "5351" "5352" "5353" "5354" "5355"
## [5356] "5356" "5357" "5358" "5359" "5360" "5361" "5362" "5363" "5364"
## [5365] "5365" "5366" "5367" "5368" "5369" "5370" "5371" "5372" "5373"
## [5374] "5374" "5375" "5376" "5377" "5378" "5379" "5380" "5381" "5382"
## [5383] "5383" "5384" "5385" "5386" "5387" "5388" "5389" "5390" "5391"
## [5392] "5392" "5393" "5394" "5395" "5396" "5397" "5398" "5399" "5400"
## [5401] "5401" "5402" "5403" "5404" "5405" "5406" "5407" "5408" "5409"
## [5410] "5410" "5411" "5412" "5413" "5414" "5415" "5416" "5417" "5418"
## [5419] "5419" "5420" "5421" "5422" "5423" "5424" "5425" "5426" "5427"
## [5428] "5428" "5429" "5430" "5431" "5432" "5433" "5434" "5435" "5436"
## [5437] "5437" "5438" "5439" "5440" "5441" "5442" "5443" "5444" "5445"
## [5446] "5446" "5447" "5448" "5449" "5450" "5451" "5452" "5453" "5454"
## [5455] "5455" "5456" "5457" "5458" "5459" "5460" "5461" "5462" "5463"
## [5464] "5464" "5465" "5466" "5467" "5468" "5469" "5470" "5471" "5472"
## [5473] "5473" "5474" "5475" "5476" "5477" "5478" "5479" "5480" "5481"
## [5482] "5482" "5483" "5484" "5485" "5486" "5487" "5488" "5489" "5490"
## [5491] "5491" "5492" "5493" "5494" "5495" "5496" "5497" "5498" "5499"
## [5500] "5500" "5501" "5502" "5503" "5504" "5505" "5506" "5507" "5508"
## [5509] "5509" "5510" "5511" "5512" "5513" "5514" "5515" "5516" "5517"
## [5518] "5518" "5519" "5520" "5521" "5522" "5523" "5524" "5525" "5526"
## [5527] "5527" "5528" "5529" "5530" "5531" "5532" "5533" "5534" "5535"
## [5536] "5536" "5537" "5538" "5539" "5540" "5541" "5542" "5543" "5544"
## [5545] "5545" "5546" "5547" "5548" "5549" "5550" "5551" "5552" "5553"
## [5554] "5554" "5555" "5556" "5557" "5558" "5559" "5560" "5561" "5562"
## [5563] "5563" "5564" "5565" "5566" "5567" "5568" "5569" "5570" "5571"
## [5572] "5572" "5573" "5574" "5575" "5576" "5577" "5578" "5579" "5580"
## [5581] "5581" "5582" "5583" "5584" "5585" "5586" "5587" "5588" "5589"
## [5590] "5590" "5591" "5592" "5593" "5594" "5595" "5596" "5597" "5598"
## [5599] "5599" "5600" "5601" "5602" "5603" "5604" "5605" "5606" "5607"
## [5608] "5608" "5609" "5610" "5611" "5612" "5613" "5614" "5615" "5616"
## [5617] "5617" "5618" "5619" "5620" "5621" "5622" "5623" "5624" "5625"
## [5626] "5626" "5627" "5628" "5629" "5630" "5631" "5632" "5633" "5634"
## [5635] "5635" "5636" "5637" "5638" "5639" "5640" "5641" "5642" "5643"
## [5644] "5644" "5645" "5646" "5647" "5648" "5649" "5650" "5651" "5652"
## [5653] "5653" "5654" "5655" "5656" "5657" "5658" "5659" "5660" "5661"
## [5662] "5662" "5663" "5664" "5665" "5666" "5667" "5668" "5669" "5670"
## [5671] "5671" "5672" "5673" "5674" "5675" "5676" "5677" "5678" "5679"
## [5680] "5680" "5681" "5682" "5683" "5684" "5685" "5686" "5687" "5688"
## [5689] "5689" "5690" "5691" "5692" "5693" "5694" "5695" "5696" "5697"
## [5698] "5698" "5699" "5700" "5701" "5702" "5703" "5704" "5705" "5706"
## [5707] "5707" "5708" "5709" "5710" "5711" "5712" "5713" "5714" "5715"
## [5716] "5716" "5717" "5718" "5719" "5720" "5721" "5722" "5723" "5724"
## [5725] "5725" "5726" "5727" "5728" "5729" "5730" "5731" "5732" "5733"
## [5734] "5734" "5735" "5736" "5737" "5738" "5739" "5740" "5741" "5742"
## [5743] "5743" "5744" "5745" "5746" "5747" "5748" "5749" "5750" "5751"
## [5752] "5752" "5753" "5754" "5755" "5756" "5757" "5758" "5759" "5760"
## [5761] "5761" "5762" "5763" "5764" "5765" "5766" "5767" "5768" "5769"
## [5770] "5770" "5771" "5772" "5773" "5774" "5775" "5776" "5777" "5778"
## [5779] "5779" "5780" "5781" "5782" "5783" "5784" "5785" "5786" "5787"
## [5788] "5788" "5789" "5790" "5791" "5792" "5793" "5794" "5795" "5796"
## [5797] "5797" "5798" "5799" "5800" "5801" "5802" "5803" "5804" "5805"
## [5806] "5806" "5807" "5808" "5809" "5810" "5811" "5812" "5813" "5814"
## [5815] "5815" "5816" "5817" "5818" "5819" "5820" "5821" "5822" "5823"
## [5824] "5824" "5825" "5826" "5827" "5828" "5829" "5830" "5831" "5832"
## [5833] "5833" "5834" "5835" "5836" "5837" "5838" "5839" "5840" "5841"
## [5842] "5842" "5843" "5844" "5845" "5846" "5847" "5848" "5849" "5850"
## [5851] "5851" "5852" "5853" "5854" "5855" "5856" "5857" "5858" "5859"
## [5860] "5860" "5861" "5862" "5863" "5864" "5865" "5866" "5867" "5868"
## [5869] "5869" "5870" "5871" "5872" "5873" "5874" "5875" "5876" "5877"
## [5878] "5878" "5879" "5880" "5881" "5882" "5883" "5884" "5885" "5886"
## [5887] "5887" "5888" "5889" "5890" "5891" "5892" "5893" "5894" "5895"
## [5896] "5896" "5897" "5898" "5899" "5900" "5901" "5902" "5903" "5904"
## [5905] "5905" "5906" "5907" "5908" "5909" "5910" "5911" "5912" "5913"
## [5914] "5914" "5915" "5916" "5917" "5918" "5919" "5920" "5921" "5922"
## [5923] "5923" "5924" "5925" "5926" "5927" "5928" "5929" "5930" "5931"
## [5932] "5932" "5933" "5934" "5935" "5936" "5937" "5938" "5939" "5940"
## [5941] "5941" "5942" "5943" "5944" "5945" "5946" "5947" "5948" "5949"
## [5950] "5950" "5951" "5952" "5953" "5954" "5955" "5956" "5957" "5958"
## [5959] "5959" "5960" "5961" "5962" "5963" "5964" "5965" "5966" "5967"
## [5968] "5968" "5969" "5970" "5971" "5972" "5973" "5974" "5975" "5976"
## [5977] "5977" "5978" "5979" "5980" "5981" "5982" "5983" "5984" "5985"
## [5986] "5986" "5987" "5988" "5989" "5990" "5991" "5992" "5993" "5994"
## [5995] "5995" "5996" "5997" "5998" "5999" "6000" "6001" "6002" "6003"
## [6004] "6004" "6005" "6006" "6007" "6008" "6009" "6010" "6011" "6012"
## [6013] "6013" "6014" "6015" "6016" "6017" "6018" "6019" "6020" "6021"
## [6022] "6022" "6023" "6024" "6025" "6026" "6027" "6028" "6029" "6030"
## [6031] "6031" "6032" "6033" "6034" "6035" "6036" "6037" "6038" "6039"
## [6040] "6040" "6041" "6042" "6043" "6044" "6045" "6046" "6047" "6048"
## [6049] "6049" "6050" "6051" "6052" "6053" "6054" "6055" "6056" "6057"
## [6058] "6058" "6059" "6060" "6061" "6062" "6063" "6064" "6065" "6066"
## [6067] "6067" "6068" "6069" "6070" "6071" "6072" "6073" "6074" "6075"
## [6076] "6076" "6077" "6078" "6079" "6080" "6081" "6082" "6083" "6084"
## [6085] "6085" "6086" "6087" "6088" "6089" "6090" "6091" "6092" "6093"
## [6094] "6094" "6095" "6096" "6097" "6098" "6099" "6100" "6101" "6102"
## [6103] "6103" "6104" "6105" "6106" "6107" "6108" "6109" "6110" "6111"
## [6112] "6112" "6113" "6114" "6115" "6116" "6117" "6118" "6119" "6120"
## [6121] "6121" "6122" "6123" "6124" "6125" "6126" "6127" "6128" "6129"
## [6130] "6130" "6131" "6132" "6133" "6134" "6135" "6136" "6137" "6138"
## [6139] "6139" "6140" "6141" "6142" "6143" "6144" "6145" "6146" "6147"
## [6148] "6148" "6149" "6150" "6151" "6152" "6153" "6154" "6155" "6156"
## [6157] "6157" "6158" "6159" "6160" "6161" "6162" "6163" "6164" "6165"
## [6166] "6166" "6167" "6168" "6169" "6170" "6171" "6172" "6173" "6174"
## [6175] "6175" "6176" "6177" "6178" "6179" "6180" "6181" "6182" "6183"
## [6184] "6184" "6185" "6186" "6187" "6188" "6189" "6190" "6191" "6192"
## [6193] "6193" "6194" "6195" "6196" "6197" "6198" "6199" "6200" "6201"
## [6202] "6202" "6203" "6204" "6205" "6206" "6207" "6208" "6209" "6210"
## [6211] "6211" "6212" "6213" "6214" "6215" "6216" "6217" "6218" "6219"
## [6220] "6220" "6221" "6222" "6223" "6224" "6225" "6226" "6227" "6228"
## [6229] "6229" "6230" "6231" "6232" "6233" "6234" "6235" "6236" "6237"
## [6238] "6238" "6239" "6240" "6241" "6242" "6243" "6244" "6245" "6246"
## [6247] "6247" "6248" "6249" "6250" "6251" "6252" "6253" "6254" "6255"
## [6256] "6256" "6257" "6258" "6259" "6260" "6261" "6262" "6263" "6264"
## [6265] "6265" "6266" "6267" "6268" "6269" "6270" "6271" "6272" "6273"
## [6274] "6274" "6275" "6276" "6277" "6278" "6279" "6280" "6281" "6282"
## [6283] "6283" "6284" "6285" "6286" "6287" "6288" "6289" "6290" "6291"
## [6292] "6292" "6293" "6294" "6295" "6296" "6297" "6298" "6299" "6300"
## [6301] "6301" "6302" "6303" "6304" "6305" "6306" "6307" "6308" "6309"
## [6310] "6310" "6311" "6312" "6313" "6314" "6315" "6316" "6317" "6318"
## [6319] "6319" "6320" "6321" "6322" "6323" "6324" "6325" "6326" "6327"
## [6328] "6328" "6329" "6330" "6331" "6332" "6333" "6334" "6335" "6336"
## [6337] "6337" "6338" "6339" "6340" "6341" "6342" "6343" "6344" "6345"
## [6346] "6346" "6347" "6348" "6349" "6350" "6351" "6352" "6353" "6354"
## [6355] "6355" "6356" "6357" "6358" "6359" "6360" "6361" "6362" "6363"
## [6364] "6364" "6365" "6366" "6367" "6368" "6369" "6370" "6371" "6372"
## [6373] "6373" "6374" "6375" "6376" "6377" "6378" "6379" "6380" "6381"
## [6382] "6382" "6383" "6384" "6385" "6386" "6387" "6388" "6389" "6390"
## [6391] "6391" "6392" "6393" "6394" "6395" "6396" "6397" "6398" "6399"
## [6400] "6400" "6401" "6402" "6403" "6404" "6405" "6406" "6407" "6408"
## [6409] "6409" "6410" "6411" "6412" "6413" "6414" "6415" "6416" "6417"
## [6418] "6418" "6419" "6420" "6421" "6422" "6423" "6424" "6425" "6426"
## [6427] "6427" "6428" "6429" "6430" "6431" "6432" "6433" "6434" "6435"
## [6436] "6436" "6437" "6438" "6439" "6440" "6441" "6442" "6443" "6444"
## [6445] "6445" "6446" "6447" "6448" "6449" "6450" "6451" "6452" "6453"
## [6454] "6454" "6455" "6456" "6457" "6458" "6459" "6460" "6461" "6462"
## [6463] "6463" "6464" "6465" "6466" "6467" "6468" "6469" "6470" "6471"
## [6472] "6472" "6473" "6474" "6475" "6476" "6477" "6478" "6479" "6480"
## [6481] "6481" "6482" "6483" "6484" "6485" "6486" "6487" "6488" "6489"
## [6490] "6490" "6491" "6492" "6493" "6494" "6495" "6496" "6497" "6498"
## [6499] "6499" "6500" "6501" "6502" "6503" "6504" "6505" "6506" "6507"
## [6508] "6508" "6509" "6510" "6511" "6512" "6513" "6514" "6515" "6516"
## [6517] "6517" "6518" "6519" "6520" "6521" "6522" "6523" "6524" "6525"
## [6526] "6526" "6527" "6528" "6529" "6530" "6531" "6532" "6533" "6534"
## [6535] "6535" "6536" "6537" "6538" "6539" "6540" "6541" "6542" "6543"
## [6544] "6544" "6545" "6546" "6547" "6548" "6549" "6550" "6551" "6552"
## [6553] "6553" "6554" "6555" "6556" "6557" "6558" "6559" "6560" "6561"
## [6562] "6562" "6563" "6564" "6565" "6566" "6567" "6568" "6569" "6570"
## [6571] "6571" "6572" "6573" "6574" "6575" "6576" "6577" "6578" "6579"
## [6580] "6580" "6581" "6582" "6583" "6584" "6585" "6586" "6587" "6588"
## [6589] "6589" "6590" "6591" "6592" "6593" "6594" "6595" "6596" "6597"
## [6598] "6598" "6599" "6600" "6601" "6602" "6603" "6604" "6605" "6606"
## [6607] "6607" "6608" "6609" "6610" "6611" "6612" "6613" "6614" "6615"
## [6616] "6616" "6617" "6618" "6619" "6620" "6621" "6622" "6623" "6624"
## [6625] "6625" "6626" "6627" "6628" "6629" "6630" "6631" "6632" "6633"
## [6634] "6634" "6635" "6636" "6637" "6638" "6639" "6640" "6641" "6642"
## [6643] "6643" "6644" "6645" "6646" "6647" "6648" "6649" "6650" "6651"
## [6652] "6652" "6653" "6654" "6655" "6656" "6657" "6658" "6659" "6660"
## [6661] "6661" "6662" "6663" "6664" "6665" "6666" "6667" "6668" "6669"
## [6670] "6670" "6671" "6672" "6673" "6674" "6675" "6676" "6677" "6678"
## [6679] "6679" "6680" "6681" "6682" "6683" "6684" "6685" "6686" "6687"
## [6688] "6688" "6689" "6690" "6691" "6692" "6693" "6694" "6695" "6696"
## [6697] "6697" "6698" "6699" "6700" "6701" "6702" "6703" "6704" "6705"
## [6706] "6706" "6707" "6708" "6709" "6710" "6711" "6712" "6713" "6714"
## [6715] "6715" "6716" "6717" "6718" "6719" "6720" "6721" "6722" "6723"
## [6724] "6724" "6725" "6726" "6727" "6728" "6729" "6730" "6731" "6732"
## [6733] "6733" "6734" "6735" "6736" "6737" "6738" "6739" "6740" "6741"
## [6742] "6742" "6743" "6744" "6745" "6746" "6747" "6748" "6749" "6750"
## [6751] "6751" "6752" "6753" "6754" "6755" "6756" "6757" "6758" "6759"
## [6760] "6760" "6761" "6762" "6763" "6764" "6765" "6766" "6767" "6768"
## [6769] "6769" "6770" "6771" "6772" "6773" "6774" "6775" "6776" "6777"
## [6778] "6778" "6779" "6780" "6781" "6782" "6783" "6784" "6785" "6786"
## [6787] "6787" "6788" "6789" "6790" "6791" "6792" "6793" "6794" "6795"
## [6796] "6796" "6797" "6798" "6799" "6800" "6801" "6802" "6803" "6804"
## [6805] "6805" "6806" "6807" "6808" "6809" "6810" "6811" "6812" "6813"
## [6814] "6814" "6815" "6816" "6817" "6818" "6819" "6820" "6821" "6822"
## [6823] "6823" "6824" "6825" "6826" "6827" "6828" "6829" "6830" "6831"
## [6832] "6832" "6833" "6834" "6835" "6836" "6837" "6838" "6839" "6840"
## [6841] "6841" "6842" "6843" "6844" "6845" "6846" "6847" "6848" "6849"
## [6850] "6850" "6851" "6852" "6853" "6854" "6855" "6856" "6857" "6858"
## [6859] "6859" "6860" "6861" "6862" "6863" "6864" "6865" "6866" "6867"
## [6868] "6868" "6869" "6870" "6871" "6872" "6873" "6874" "6875" "6876"
## [6877] "6877" "6878" "6879" "6880" "6881" "6882" "6883" "6884" "6885"
## [6886] "6886" "6887" "6888" "6889" "6890" "6891" "6892" "6893" "6894"
## [6895] "6895" "6896" "6897" "6898" "6899" "6900" "6901" "6902" "6903"
## [6904] "6904" "6905" "6906" "6907" "6908" "6909" "6910" "6911" "6912"
## [6913] "6913" "6914" "6915" "6916" "6917" "6918" "6919" "6920" "6921"
## [6922] "6922" "6923" "6924" "6925" "6926" "6927" "6928" "6929" "6930"
## [6931] "6931" "6932" "6933" "6934" "6935" "6936" "6937" "6938" "6939"
## [6940] "6940" "6941" "6942" "6943" "6944" "6945" "6946" "6947" "6948"
## [6949] "6949" "6950" "6951" "6952" "6953" "6954" "6955" "6956" "6957"
## [6958] "6958" "6959" "6960" "6961" "6962" "6963" "6964" "6965" "6966"
## [6967] "6967" "6968" "6969" "6970" "6971" "6972" "6973" "6974" "6975"
## [6976] "6976" "6977" "6978" "6979" "6980" "6981" "6982" "6983" "6984"
## [6985] "6985" "6986" "6987" "6988" "6989" "6990" "6991" "6992" "6993"
## [6994] "6994" "6995" "6996" "6997" "6998" "6999" "7000" "7001" "7002"
## [7003] "7003" "7004" "7005" "7006" "7007" "7008" "7009" "7010" "7011"
## [7012] "7012" "7013" "7014" "7015" "7016" "7017" "7018" "7019" "7020"
## [7021] "7021" "7022" "7023" "7024" "7025" "7026" "7027" "7028" "7029"
## [7030] "7030" "7031" "7032" "7033" "7034" "7035" "7036" "7037" "7038"
## [7039] "7039" "7040" "7041" "7042" "7043" "7044" "7045" "7046" "7047"
## [7048] "7048" "7049" "7050" "7051" "7052" "7053" "7054" "7055" "7056"
## [7057] "7057" "7058" "7059" "7060" "7061" "7062" "7063" "7064" "7065"
## [7066] "7066" "7067" "7068" "7069" "7070" "7071" "7072" "7073" "7074"
## [7075] "7075" "7076" "7077" "7078" "7079" "7080" "7081" "7082" "7083"
## [7084] "7084" "7085" "7086" "7087" "7088" "7089" "7090" "7091" "7092"
## [7093] "7093" "7094" "7095" "7096" "7097" "7098" "7099" "7100" "7101"
## [7102] "7102" "7103" "7104" "7105" "7106" "7107" "7108" "7109" "7110"
## [7111] "7111" "7112" "7113" "7114" "7115" "7116" "7117" "7118" "7119"
## [7120] "7120" "7121" "7122" "7123" "7124" "7125" "7126" "7127" "7128"
## [7129] "7129" "7130" "7131" "7132" "7133" "7134" "7135" "7136" "7137"
## [7138] "7138" "7139" "7140" "7141" "7142" "7143" "7144" "7145" "7146"
## [7147] "7147" "7148" "7149" "7150" "7151" "7152" "7153" "7154" "7155"
## [7156] "7156" "7157" "7158" "7159" "7160" "7161" "7162" "7163" "7164"
## [7165] "7165" "7166" "7167" "7168" "7169" "7170" "7171" "7172" "7173"
## [7174] "7174" "7175" "7176" "7177" "7178" "7179" "7180" "7181" "7182"
## [7183] "7183" "7184" "7185" "7186" "7187" "7188" "7189" "7190" "7191"
## [7192] "7192" "7193" "7194" "7195" "7196" "7197" "7198" "7199" "7200"
## [7201] "7201" "7202" "7203" "7204" "7205" "7206" "7207" "7208" "7209"
## [7210] "7210" "7211" "7212" "7213" "7214" "7215" "7216" "7217" "7218"
## [7219] "7219" "7220" "7221" "7222" "7223" "7224" "7225" "7226" "7227"
## [7228] "7228" "7229" "7230" "7231" "7232" "7233" "7234" "7235" "7236"
## [7237] "7237" "7238" "7239" "7240" "7241" "7242" "7243" "7244" "7245"
## [7246] "7246" "7247" "7248" "7249" "7250" "7251" "7252" "7253" "7254"
## [7255] "7255" "7256" "7257" "7258" "7259" "7260" "7261" "7262" "7263"
## [7264] "7264" "7265" "7266" "7267" "7268" "7269" "7270" "7271" "7272"
## [7273] "7273" "7274" "7275" "7276" "7277" "7278" "7279" "7280" "7281"
## [7282] "7282" "7283" "7284" "7285" "7286" "7287" "7288" "7289" "7290"
## [7291] "7291" "7292" "7293" "7294" "7295" "7296" "7297" "7298" "7299"
## [7300] "7300" "7301" "7302" "7303" "7304" "7305" "7306" "7307" "7308"
## [7309] "7309" "7310" "7311" "7312" "7313" "7314" "7315" "7316" "7317"
## [7318] "7318" "7319" "7320" "7321" "7322" "7323" "7324" "7325" "7326"
## [7327] "7327" "7328" "7329" "7330" "7331" "7332" "7333" "7334" "7335"
## [7336] "7336" "7337" "7338" "7339" "7340" "7341" "7342" "7343" "7344"
## [7345] "7345" "7346" "7347" "7348" "7349" "7350" "7351" "7352" "7353"
## [7354] "7354" "7355" "7356" "7357" "7358" "7359" "7360" "7361" "7362"
## [7363] "7363" "7364" "7365" "7366" "7367" "7368" "7369" "7370" "7371"
## [7372] "7372" "7373" "7374" "7375" "7376" "7377" "7378" "7379" "7380"
## [7381] "7381" "7382" "7383" "7384" "7385" "7386" "7387" "7388" "7389"
## [7390] "7390" "7391" "7392" "7393" "7394" "7395" "7396" "7397" "7398"
## [7399] "7399" "7400" "7401" "7402" "7403" "7404" "7405" "7406" "7407"
## [7408] "7408" "7409" "7410" "7411" "7412" "7413" "7414" "7415" "7416"
## [7417] "7417" "7418" "7419" "7420" "7421" "7422" "7423" "7424" "7425"
## [7426] "7426" "7427" "7428" "7429" "7430" "7431" "7432" "7433" "7434"
## [7435] "7435" "7436" "7437" "7438" "7439" "7440" "7441" "7442" "7443"
## [7444] "7444" "7445" "7446" "7447" "7448" "7449" "7450" "7451" "7452"
## [7453] "7453" "7454" "7455" "7456" "7457" "7458" "7459" "7460" "7461"
## [7462] "7462" "7463" "7464" "7465" "7466" "7467" "7468" "7469" "7470"
## [7471] "7471" "7472" "7473" "7474" "7475" "7476" "7477" "7478" "7479"
## [7480] "7480" "7481" "7482" "7483" "7484" "7485" "7486" "7487" "7488"
## [7489] "7489" "7490" "7491" "7492" "7493" "7494" "7495" "7496" "7497"
## [7498] "7498" "7499" "7500" "7501" "7502" "7503" "7504" "7505" "7506"
## [7507] "7507" "7508" "7509" "7510" "7511" "7512" "7513" "7514" "7515"
## [7516] "7516" "7517" "7518" "7519" "7520" "7521" "7522" "7523" "7524"
## [7525] "7525" "7526" "7527" "7528" "7529" "7530" "7531" "7532" "7533"
## [7534] "7534" "7535" "7536" "7537" "7538" "7539" "7540" "7541" "7542"
## [7543] "7543" "7544" "7545" "7546" "7547" "7548" "7549" "7550" "7551"
## [7552] "7552" "7553" "7554" "7555" "7556" "7557" "7558" "7559" "7560"
## [7561] "7561" "7562" "7563" "7564" "7565" "7566" "7567" "7568" "7569"
## [7570] "7570" "7571" "7572" "7573" "7574" "7575" "7576" "7577" "7578"
## [7579] "7579" "7580" "7581" "7582" "7583" "7584" "7585" "7586" "7587"
## [7588] "7588" "7589" "7590" "7591" "7592" "7593" "7594" "7595" "7596"
## [7597] "7597" "7598" "7599" "7600" "7601" "7602" "7603" "7604" "7605"
## [7606] "7606" "7607" "7608" "7609" "7610" "7611" "7612" "7613" "7614"
## [7615] "7615" "7616" "7617" "7618" "7619" "7620" "7621" "7622" "7623"
## [7624] "7624" "7625" "7626" "7627" "7628" "7629" "7630" "7631" "7632"
## [7633] "7633" "7634" "7635" "7636" "7637" "7638" "7639" "7640" "7641"
## [7642] "7642" "7643" "7644" "7645" "7646" "7647" "7648" "7649" "7650"
## [7651] "7651" "7652" "7653" "7654" "7655" "7656" "7657" "7658" "7659"
## [7660] "7660" "7661" "7662" "7663" "7664" "7665" "7666" "7667" "7668"
## [7669] "7669" "7670" "7671" "7672" "7673" "7674" "7675" "7676" "7677"
## [7678] "7678" "7679" "7680" "7681" "7682" "7683" "7684" "7685" "7686"
## [7687] "7687" "7688" "7689" "7690" "7691" "7692" "7693" "7694" "7695"
## [7696] "7696" "7697" "7698" "7699" "7700" "7701" "7702" "7703" "7704"
## [7705] "7705" "7706" "7707" "7708" "7709" "7710" "7711" "7712" "7713"
## [7714] "7714" "7715" "7716" "7717" "7718" "7719" "7720" "7721" "7722"
## [7723] "7723" "7724" "7725" "7726" "7727" "7728" "7729" "7730" "7731"
## [7732] "7732" "7733" "7734" "7735" "7736" "7737" "7738" "7739" "7740"
## [7741] "7741" "7742" "7743" "7744" "7745" "7746" "7747" "7748" "7749"
## [7750] "7750" "7751" "7752" "7753" "7754" "7755" "7756" "7757" "7758"
## [7759] "7759" "7760" "7761" "7762" "7763" "7764" "7765" "7766" "7767"
## [7768] "7768" "7769" "7770" "7771" "7772" "7773" "7774" "7775" "7776"
## [7777] "7777" "7778" "7779" "7780" "7781" "7782" "7783" "7784" "7785"
## [7786] "7786" "7787" "7788" "7789" "7790" "7791" "7792" "7793" "7794"
## [7795] "7795" "7796" "7797" "7798" "7799" "7800" "7801" "7802" "7803"
## [7804] "7804" "7805" "7806" "7807" "7808" "7809" "7810" "7811" "7812"
## [7813] "7813" "7814" "7815" "7816" "7817" "7818" "7819" "7820" "7821"
## [7822] "7822" "7823" "7824" "7825" "7826" "7827" "7828" "7829" "7830"
## [7831] "7831" "7832" "7833" "7834" "7835" "7836" "7837" "7838" "7839"
## [7840] "7840" "7841" "7842" "7843" "7844" "7845" "7846" "7847" "7848"
## [7849] "7849" "7850" "7851" "7852" "7853" "7854" "7855" "7856" "7857"
## [7858] "7858" "7859" "7860" "7861" "7862" "7863" "7864" "7865" "7866"
## [7867] "7867" "7868" "7869" "7870" "7871" "7872" "7873" "7874" "7875"
## [7876] "7876" "7877" "7878" "7879" "7880" "7881" "7882" "7883" "7884"
## [7885] "7885" "7886" "7887" "7888" "7889" "7890" "7891" "7892" "7893"
## [7894] "7894" "7895" "7896" "7897" "7898" "7899" "7900" "7901" "7902"
## [7903] "7903" "7904" "7905" "7906" "7907" "7908" "7909" "7910" "7911"
## [7912] "7912" "7913" "7914" "7915" "7916" "7917" "7918" "7919" "7920"
## [7921] "7921" "7922" "7923" "7924" "7925" "7926" "7927" "7928" "7929"
## [7930] "7930" "7931" "7932" "7933" "7934" "7935" "7936" "7937" "7938"
## [7939] "7939" "7940" "7941" "7942" "7943" "7944" "7945" "7946" "7947"
## [7948] "7948" "7949" "7950" "7951" "7952" "7953" "7954" "7955" "7956"
## [7957] "7957" "7958" "7959" "7960" "7961" "7962" "7963" "7964" "7965"
## [7966] "7966" "7967" "7968" "7969" "7970" "7971" "7972" "7973" "7974"
## [7975] "7975" "7976" "7977" "7978" "7979" "7980" "7981" "7982" "7983"
## [7984] "7984" "7985" "7986" "7987" "7988" "7989" "7990" "7991" "7992"
## [7993] "7993" "7994" "7995" "7996" "7997" "7998" "7999" "8000" "8001"
## [8002] "8002" "8003" "8004" "8005" "8006" "8007" "8008" "8009" "8010"
## [8011] "8011" "8012" "8013" "8014" "8015" "8016" "8017" "8018" "8019"
## [8020] "8020" "8021" "8022" "8023" "8024" "8025" "8026" "8027" "8028"
## [8029] "8029" "8030" "8031" "8032" "8033" "8034" "8035" "8036" "8037"
## [8038] "8038" "8039" "8040" "8041" "8042" "8043" "8044" "8045" "8046"
## [8047] "8047" "8048" "8049" "8050" "8051" "8052" "8053" "8054" "8055"
## [8056] "8056" "8057" "8058" "8059" "8060" "8061" "8062" "8063" "8064"
## [8065] "8065" "8066" "8067" "8068" "8069" "8070" "8071" "8072" "8073"
## [8074] "8074" "8075" "8076" "8077" "8078" "8079" "8080" "8081" "8082"
## [8083] "8083" "8084" "8085" "8086" "8087" "8088" "8089" "8090" "8091"
## [8092] "8092" "8093" "8094" "8095" "8096" "8097" "8098" "8099" "8100"
## [8101] "8101" "8102" "8103" "8104" "8105" "8106" "8107" "8108" "8109"
## [8110] "8110" "8111" "8112" "8113" "8114" "8115" "8116" "8117" "8118"
## [8119] "8119" "8120" "8121" "8122" "8123" "8124" "8125" "8126" "8127"
## [8128] "8128" "8129" "8130" "8131" "8132" "8133" "8134" "8135" "8136"
## [8137] "8137" "8138" "8139" "8140" "8141" "8142" "8143" "8144" "8145"
## [8146] "8146" "8147" "8148" "8149" "8150" "8151" "8152" "8153" "8154"
## [8155] "8155" "8156" "8157" "8158" "8159" "8160" "8161" "8162" "8163"
## [8164] "8164" "8165" "8166" "8167" "8168" "8169" "8170" "8171" "8172"
## [8173] "8173" "8174" "8175" "8176" "8177" "8178" "8179" "8180" "8181"
## [8182] "8182" "8183" "8184" "8185" "8186" "8187" "8188" "8189" "8190"
## [8191] "8191" "8192" "8193" "8194" "8195" "8196" "8197" "8198" "8199"
## [8200] "8200" "8201" "8202" "8203" "8204" "8205" "8206" "8207" "8208"
## [8209] "8209" "8210" "8211" "8212" "8213" "8214" "8215" "8216" "8217"
## [8218] "8218" "8219" "8220" "8221" "8222" "8223" "8224" "8225" "8226"
## [8227] "8227" "8228" "8229" "8230" "8231" "8232" "8233" "8234" "8235"
## [8236] "8236" "8237" "8238" "8239" "8240" "8241" "8242" "8243" "8244"
## [8245] "8245" "8246" "8247" "8248" "8249" "8250" "8251" "8252" "8253"
## [8254] "8254" "8255" "8256" "8257" "8258" "8259" "8260" "8261" "8262"
## [8263] "8263" "8264" "8265" "8266" "8267" "8268" "8269" "8270" "8271"
## [8272] "8272" "8273" "8274" "8275" "8276" "8277" "8278" "8279" "8280"
## [8281] "8281" "8282" "8283" "8284" "8285" "8286" "8287" "8288" "8289"
## [8290] "8290" "8291" "8292" "8293" "8294" "8295" "8296" "8297" "8298"
## [8299] "8299" "8300" "8301" "8302" "8303" "8304" "8305" "8306" "8307"
## [8308] "8308" "8309" "8310" "8311" "8312" "8313" "8314" "8315" "8316"
## [8317] "8317" "8318" "8319" "8320" "8321" "8322" "8323" "8324" "8325"
## [8326] "8326" "8327" "8328" "8329" "8330" "8331" "8332" "8333" "8334"
## [8335] "8335" "8336" "8337" "8338" "8339" "8340" "8341" "8342" "8343"
## [8344] "8344" "8345" "8346" "8347" "8348" "8349" "8350" "8351" "8352"
## [8353] "8353" "8354" "8355" "8356" "8357" "8358" "8359" "8360" "8361"
## [8362] "8362" "8363" "8364" "8365" "8366" "8367" "8368" "8369" "8370"
## [8371] "8371" "8372" "8373" "8374" "8375" "8376" "8377" "8378" "8379"
## [8380] "8380" "8381" "8382" "8383" "8384" "8385" "8386" "8387" "8388"
## [8389] "8389" "8390" "8391" "8392" "8393" "8394" "8395" "8396" "8397"
## [8398] "8398" "8399" "8400" "8401" "8402" "8403" "8404" "8405" "8406"
## [8407] "8407" "8408" "8409" "8410" "8411" "8412" "8413" "8414" "8415"
## [8416] "8416" "8417" "8418" "8419" "8420" "8421" "8422" "8423" "8424"
## [8425] "8425" "8426" "8427" "8428" "8429" "8430" "8431" "8432" "8433"
## [8434] "8434" "8435" "8436" "8437" "8438" "8439" "8440" "8441" "8442"
## [8443] "8443" "8444" "8445" "8446" "8447" "8448" "8449" "8450" "8451"
## [8452] "8452" "8453" "8454" "8455" "8456" "8457" "8458" "8459" "8460"
## [8461] "8461" "8462" "8463" "8464" "8465" "8466" "8467" "8468" "8469"
## [8470] "8470" "8471" "8472" "8473" "8474" "8475" "8476" "8477" "8478"
## [8479] "8479" "8480" "8481" "8482" "8483" "8484" "8485" "8486" "8487"
## [8488] "8488" "8489" "8490" "8491" "8492" "8493" "8494" "8495" "8496"
## [8497] "8497" "8498" "8499" "8500" "8501" "8502" "8503" "8504" "8505"
## [8506] "8506" "8507" "8508" "8509" "8510" "8511" "8512" "8513" "8514"
## [8515] "8515" "8516" "8517" "8518" "8519" "8520" "8521" "8522" "8523"
## [8524] "8524" "8525" "8526" "8527" "8528" "8529" "8530" "8531" "8532"
## [8533] "8533" "8534" "8535" "8536" "8537" "8538" "8539" "8540" "8541"
## [8542] "8542" "8543" "8544" "8545" "8546" "8547" "8548" "8549" "8550"
## [8551] "8551" "8552" "8553" "8554" "8555" "8556" "8557" "8558" "8559"
## [8560] "8560" "8561" "8562" "8563" "8564" "8565" "8566" "8567" "8568"
## [8569] "8569" "8570" "8571" "8572" "8573" "8574" "8575" "8576" "8577"
## [8578] "8578" "8579" "8580" "8581" "8582" "8583" "8584" "8585" "8586"
## [8587] "8587" "8588" "8589" "8590" "8591" "8592" "8593" "8594" "8595"
## [8596] "8596" "8597" "8598" "8599" "8600" "8601" "8602" "8603" "8604"
## [8605] "8605" "8606" "8607" "8608" "8609" "8610" "8611" "8612" "8613"
## [8614] "8614" "8615" "8616" "8617" "8618" "8619" "8620" "8621" "8622"
## [8623] "8623" "8624" "8625" "8626" "8627" "8628" "8629" "8630" "8631"
## [8632] "8632" "8633" "8634" "8635" "8636" "8637" "8638" "8639" "8640"
## [8641] "8641" "8642" "8643" "8644" "8645" "8646" "8647" "8648" "8649"
## [8650] "8650" "8651" "8652" "8653" "8654" "8655" "8656" "8657" "8658"
## [8659] "8659" "8660" "8661" "8662" "8663" "8664" "8665" "8666" "8667"
## [8668] "8668" "8669" "8670" "8671" "8672" "8673" "8674" "8675" "8676"
## [8677] "8677" "8678" "8679" "8680" "8681" "8682" "8683" "8684" "8685"
## [8686] "8686" "8687" "8688" "8689" "8690" "8691" "8692" "8693" "8694"
## [8695] "8695" "8696" "8697" "8698" "8699" "8700" "8701" "8702" "8703"
## [8704] "8704" "8705" "8706" "8707" "8708" "8709" "8710" "8711" "8712"
## [8713] "8713" "8714" "8715" "8716" "8717" "8718" "8719" "8720" "8721"
## [8722] "8722" "8723" "8724" "8725" "8726" "8727" "8728" "8729" "8730"
## [8731] "8731" "8732" "8733" "8734" "8735" "8736" "8737" "8738" "8739"
## [8740] "8740" "8741" "8742" "8743" "8744" "8745" "8746" "8747" "8748"
## [8749] "8749" "8750" "8751" "8752" "8753" "8754" "8755" "8756" "8757"
## [8758] "8758" "8759" "8760" "8761" "8762" "8763" "8764" "8765" "8766"
## [8767] "8767" "8768" "8769" "8770" "8771" "8772" "8773" "8774" "8775"
## [8776] "8776" "8777" "8778" "8779" "8780" "8781" "8782" "8783" "8784"
## [8785] "8785" "8786" "8787" "8788" "8789" "8790" "8791" "8792" "8793"
## [8794] "8794" "8795" "8796" "8797" "8798" "8799" "8800" "8801" "8802"
## [8803] "8803" "8804" "8805" "8806" "8807" "8808" "8809" "8810" "8811"
## [8812] "8812" "8813" "8814" "8815" "8816" "8817" "8818" "8819" "8820"
## [8821] "8821" "8822" "8823" "8824" "8825" "8826" "8827" "8828" "8829"
## [8830] "8830" "8831" "8832" "8833" "8834" "8835" "8836" "8837" "8838"
## [8839] "8839" "8840" "8841" "8842" "8843" "8844" "8845" "8846" "8847"
## [8848] "8848" "8849" "8850" "8851" "8852" "8853" "8854" "8855" "8856"
## [8857] "8857" "8858" "8859" "8860" "8861" "8862" "8863" "8864" "8865"
## [8866] "8866" "8867" "8868" "8869" "8870" "8871" "8872" "8873" "8874"
## [8875] "8875" "8876" "8877" "8878" "8879" "8880" "8881" "8882" "8883"
## [8884] "8884" "8885" "8886" "8887" "8888" "8889" "8890" "8891" "8892"
## [8893] "8893" "8894" "8895" "8896" "8897" "8898" "8899" "8900" "8901"
## [8902] "8902" "8903" "8904" "8905" "8906" "8907" "8908" "8909" "8910"
## [8911] "8911" "8912" "8913" "8914" "8915" "8916" "8917" "8918" "8919"
## [8920] "8920" "8921" "8922" "8923" "8924" "8925" "8926" "8927" "8928"
## [8929] "8929" "8930" "8931" "8932" "8933" "8934" "8935" "8936" "8937"
## [8938] "8938" "8939" "8940" "8941" "8942" "8943" "8944" "8945" "8946"
## [8947] "8947" "8948" "8949" "8950" "8951" "8952" "8953" "8954" "8955"
## [8956] "8956" "8957" "8958" "8959" "8960" "8961" "8962" "8963" "8964"
## [8965] "8965" "8966" "8967" "8968" "8969" "8970" "8971" "8972" "8973"
## [8974] "8974" "8975" "8976" "8977" "8978" "8979" "8980" "8981" "8982"
## [8983] "8983" "8984" "8985" "8986" "8987" "8988" "8989" "8990" "8991"
## [8992] "8992" "8993" "8994" "8995" "8996" "8997" "8998" "8999" "9000"
## [9001] "9001" "9002" "9003" "9004" "9005" "9006" "9007" "9008" "9009"
## [9010] "9010" "9011" "9012" "9013" "9014" "9015" "9016" "9017" "9018"
## [9019] "9019" "9020" "9021" "9022" "9023" "9024" "9025" "9026" "9027"
## [9028] "9028" "9029" "9030" "9031" "9032" "9033" "9034" "9035" "9036"
## [9037] "9037" "9038" "9039" "9040" "9041" "9042" "9043" "9044" "9045"
## [9046] "9046" "9047" "9048" "9049" "9050" "9051" "9052" "9053" "9054"
## [9055] "9055" "9056" "9057" "9058" "9059" "9060" "9061" "9062" "9063"
## [9064] "9064" "9065" "9066" "9067" "9068" "9069" "9070" "9071" "9072"
## [9073] "9073" "9074" "9075" "9076" "9077" "9078" "9079" "9080" "9081"
## [9082] "9082" "9083" "9084" "9085" "9086" "9087" "9088" "9089" "9090"
## [9091] "9091" "9092" "9093" "9094" "9095" "9096" "9097" "9098" "9099"
## [9100] "9100" "9101" "9102" "9103" "9104" "9105" "9106" "9107" "9108"
## [9109] "9109" "9110" "9111" "9112" "9113" "9114" "9115" "9116" "9117"
## [9118] "9118" "9119" "9120" "9121" "9122" "9123" "9124" "9125" "9126"
## [9127] "9127" "9128" "9129" "9130" "9131" "9132" "9133" "9134" "9135"
## [9136] "9136" "9137" "9138" "9139" "9140" "9141" "9142" "9143" "9144"
## [9145] "9145" "9146" "9147" "9148" "9149" "9150" "9151" "9152" "9153"
## [9154] "9154" "9155" "9156" "9157" "9158" "9159" "9160" "9161" "9162"
## [9163] "9163" "9164" "9165" "9166" "9167" "9168" "9169" "9170" "9171"
## [9172] "9172" "9173" "9174" "9175" "9176" "9177" "9178" "9179" "9180"
## [9181] "9181" "9182" "9183" "9184" "9185" "9186" "9187" "9188" "9189"
## [9190] "9190" "9191" "9192" "9193" "9194" "9195" "9196" "9197" "9198"
## [9199] "9199" "9200" "9201" "9202" "9203" "9204" "9205" "9206" "9207"
## [9208] "9208" "9209" "9210" "9211" "9212" "9213" "9214" "9215" "9216"
## [9217] "9217" "9218" "9219" "9220" "9221" "9222" "9223" "9224" "9225"
## [9226] "9226" "9227" "9228" "9229" "9230" "9231" "9232" "9233" "9234"
## [9235] "9235" "9236" "9237" "9238" "9239" "9240" "9241" "9242" "9243"
## [9244] "9244" "9245" "9246" "9247" "9248" "9249" "9250" "9251" "9252"
## [9253] "9253" "9254" "9255" "9256" "9257" "9258" "9259" "9260" "9261"
## [9262] "9262" "9263" "9264" "9265" "9266" "9267" "9268" "9269" "9270"
## [9271] "9271" "9272" "9273" "9274" "9275" "9276" "9277" "9278" "9279"
## [9280] "9280" "9281" "9282" "9283" "9284" "9285" "9286" "9287" "9288"
## [9289] "9289" "9290" "9291" "9292" "9293" "9294" "9295" "9296" "9297"
## [9298] "9298" "9299" "9300" "9301" "9302" "9303" "9304" "9305" "9306"
## [9307] "9307" "9308" "9309" "9310" "9311" "9312" "9313" "9314" "9315"
## [9316] "9316" "9317" "9318" "9319" "9320" "9321" "9322" "9323" "9324"
## [9325] "9325" "9326" "9327" "9328" "9329" "9330" "9331" "9332" "9333"
## [9334] "9334" "9335" "9336" "9337" "9338" "9339" "9340" "9341" "9342"
## [9343] "9343" "9344" "9345" "9346" "9347" "9348" "9349" "9350" "9351"
## [9352] "9352" "9353" "9354" "9355" "9356" "9357" "9358" "9359" "9360"
## [9361] "9361" "9362" "9363" "9364" "9365" "9366" "9367" "9368" "9369"
## [9370] "9370" "9371" "9372" "9373" "9374" "9375" "9376" "9377" "9378"
## [9379] "9379" "9380" "9381" "9382" "9383" "9384" "9385" "9386" "9387"
## [9388] "9388" "9389" "9390" "9391" "9392" "9393" "9394" "9395" "9396"
## [9397] "9397" "9398" "9399" "9400" "9401" "9402" "9403" "9404" "9405"
## [9406] "9406" "9407" "9408" "9409" "9410" "9411" "9412" "9413" "9414"
## [9415] "9415" "9416" "9417" "9418" "9419" "9420" "9421" "9422" "9423"
## [9424] "9424" "9425" "9426" "9427" "9428" "9429" "9430" "9431" "9432"
## [9433] "9433" "9434" "9435" "9436" "9437" "9438" "9439" "9440" "9441"
## [9442] "9442" "9443" "9444" "9445" "9446" "9447" "9448" "9449" "9450"
## [9451] "9451" "9452" "9453" "9454" "9455" "9456" "9457" "9458" "9459"
## [9460] "9460" "9461" "9462" "9463" "9464" "9465" "9466" "9467" "9468"
## [9469] "9469" "9470" "9471" "9472" "9473" "9474" "9475" "9476" "9477"
## [9478] "9478" "9479" "9480" "9481" "9482" "9483" "9484" "9485" "9486"
## [9487] "9487" "9488" "9489" "9490" "9491" "9492" "9493" "9494" "9495"
## [9496] "9496" "9497" "9498" "9499" "9500" "9501" "9502" "9503" "9504"
## [9505] "9505" "9506" "9507" "9508" "9509" "9510" "9511" "9512" "9513"
## [9514] "9514" "9515" "9516" "9517" "9518" "9519" "9520" "9521" "9522"
## [9523] "9523" "9524" "9525" "9526" "9527" "9528" "9529" "9530" "9531"
## [9532] "9532" "9533" "9534" "9535" "9536" "9537" "9538" "9539" "9540"
## [9541] "9541" "9542" "9543" "9544" "9545" "9546" "9547" "9548" "9549"
## [9550] "9550" "9551" "9552" "9553" "9554" "9555" "9556" "9557" "9558"
## [9559] "9559" "9560" "9561" "9562" "9563" "9564" "9565" "9566" "9567"
## [9568] "9568" "9569" "9570" "9571" "9572" "9573" "9574" "9575" "9576"
## [9577] "9577" "9578" "9579" "9580" "9581" "9582" "9583" "9584" "9585"
## [9586] "9586" "9587" "9588" "9589" "9590" "9591" "9592" "9593" "9594"
## [9595] "9595" "9596" "9597" "9598" "9599" "9600" "9601" "9602" "9603"
## [9604] "9604" "9605" "9606" "9607" "9608" "9609" "9610" "9611" "9612"
## [9613] "9613" "9614" "9615" "9616" "9617" "9618" "9619" "9620" "9621"
## [9622] "9622" "9623" "9624" "9625" "9626" "9627" "9628" "9629" "9630"
## [9631] "9631" "9632" "9633" "9634" "9635" "9636" "9637" "9638" "9639"
## [9640] "9640" "9641" "9642" "9643" "9644" "9645" "9646" "9647" "9648"
## [9649] "9649" "9650" "9651" "9652" "9653" "9654" "9655" "9656" "9657"
## [9658] "9658" "9659" "9660" "9661" "9662" "9663" "9664" "9665" "9666"
## [9667] "9667" "9668" "9669" "9670" "9671" "9672" "9673" "9674" "9675"
## [9676] "9676" "9677" "9678" "9679" "9680" "9681" "9682" "9683" "9684"
## [9685] "9685" "9686" "9687" "9688" "9689" "9690" "9691" "9692" "9693"
## [9694] "9694" "9695" "9696" "9697" "9698" "9699" "9700" "9701" "9702"
## [9703] "9703" "9704" "9705" "9706" "9707" "9708" "9709" "9710" "9711"
## [9712] "9712" "9713" "9714" "9715" "9716" "9717" "9718" "9719" "9720"
## [9721] "9721" "9722" "9723" "9724" "9725" "9726" "9727" "9728" "9729"
## [9730] "9730" "9731" "9732" "9733" "9734" "9735" "9736" "9737" "9738"
## [9739] "9739" "9740" "9741" "9742" "9743" "9744" "9745" "9746" "9747"
## [9748] "9748" "9749" "9750" "9751" "9752" "9753" "9754" "9755" "9756"
## [9757] "9757" "9758" "9759" "9760" "9761" "9762" "9763" "9764" "9765"
## [9766] "9766" "9767" "9768" "9769" "9770" "9771" "9772" "9773" "9774"
## [9775] "9775" "9776" "9777" "9778" "9779" "9780" "9781" "9782" "9783"
## [9784] "9784" "9785" "9786" "9787" "9788" "9789" "9790" "9791" "9792"
## [9793] "9793" "9794" "9795" "9796" "9797" "9798" "9799" "9800" "9801"
## [9802] "9802" "9803" "9804" "9805" "9806" "9807" "9808" "9809" "9810"
## [9811] "9811" "9812" "9813" "9814" "9815" "9816" "9817" "9818" "9819"
## [9820] "9820" "9821" "9822" "9823" "9824" "9825" "9826" "9827" "9828"
## [9829] "9829" "9830" "9831" "9832" "9833" "9834" "9835" "9836" "9837"
## [9838] "9838" "9839" "9840" "9841" "9842" "9843" "9844" "9845" "9846"
## [9847] "9847" "9848" "9849" "9850" "9851" "9852" "9853" "9854" "9855"
## [9856] "9856" "9857" "9858" "9859" "9860" "9861" "9862" "9863" "9864"
## [9865] "9865" "9866" "9867" "9868" "9869" "9870" "9871" "9872" "9873"
## [9874] "9874" "9875" "9876" "9877" "9878" "9879" "9880" "9881" "9882"
## [9883] "9883" "9884" "9885" "9886" "9887" "9888" "9889" "9890" "9891"
## [9892] "9892" "9893" "9894" "9895" "9896" "9897" "9898" "9899" "9900"
## [9901] "9901" "9902" "9903" "9904" "9905" "9906" "9907" "9908" "9909"
## [9910] "9910" "9911" "9912" "9913" "9914" "9915" "9916" "9917" "9918"
## [9919] "9919" "9920" "9921" "9922" "9923" "9924" "9925" "9926" "9927"
## [9928] "9928" "9929" "9930" "9931" "9932" "9933" "9934" "9935" "9936"
## [9937] "9937" "9938" "9939" "9940" "9941" "9942" "9943" "9944" "9945"
## [9946] "9946" "9947" "9948" "9949" "9950" "9951" "9952" "9953" "9954"
## [9955] "9955" "9956" "9957" "9958" "9959" "9960" "9961" "9962" "9963"
## [9964] "9964" "9965" "9966" "9967" "9968" "9969" "9970" "9971" "9972"
## [9973] "9973" "9974" "9975" "9976" "9977" "9978" "9979" "9980" "9981"
## [9982] "9982" "9983" "9984" "9985" "9986" "9987" "9988" "9989" "9990"
## [9991] "9991" "9992" "9993" "9994" "9995" "9996" "9997" "9998" "9999"
## [10000] "10000"10,000 rows
Basic Summaries
Compute mean, median, and standard deviation of Weight_kg
mean(animals$Weight_kg)## [1] 200.782200.782 kg
median(animals$Weight_kg) ## [1] 200.9200.9 kg
sd(animals$Weight_kg)## [1] 50.2943250.29432 kg
Run summary on the dataset
summary(animals)## Species Habitat Weight_kg Height_cm
## Length:10000 Length:10000 Min. : 7.2 Min. : 10.3
## Class :character Class :character 1st Qu.:166.8 1st Qu.: 99.3
## Mode :character Mode :character Median :200.9 Median :119.9
## Mean :200.8 Mean :119.8
## 3rd Qu.:234.9 3rd Qu.:140.2
## Max. :424.0 Max. :230.7
## Age_yrs
## Min. : 1.000
## 1st Qu.: 5.000
## Median :10.000
## Mean : 9.952
## 3rd Qu.:15.000
## Max. :19.000This summary tells us that there are 5 columns with 10,000 rows each. The weight, height, and age columns give us different statistics on those 10,000 rows per column including the mean of those three columns, mins, maxs, and where different percentages of the data lies.
Subsetting and Filtering
Extract only rows where Species is Elephant
elephant <- animals[animals$Species == "Elephant",]1943 rows
Calculate average Height_cm of animals in Forest habitat
forest <- animals[animals$Habitat == "Forest",]
summary(forest)## Species Habitat Weight_kg Height_cm
## Length:3367 Length:3367 Min. : 33.2 Min. : 16.4
## Class :character Class :character 1st Qu.:168.6 1st Qu.: 99.0
## Mode :character Mode :character Median :202.0 Median :120.2
## Mean :202.2 Mean :119.7
## 3rd Qu.:236.7 3rd Qu.:140.3
## Max. :364.2 Max. :220.4
## Age_yrs
## Min. : 1.000
## 1st Qu.: 5.000
## Median :10.000
## Mean : 9.978
## 3rd Qu.:15.000
## Max. :19.000119.7 cm
Data Wrangling
Create new variable BMI_proxy
animals$BMI_proxy <- animals$Weight_kg / ( (animals$Height_cm / 100)^2 )
head(animals)## Species Habitat Weight_kg Height_cm Age_yrs BMI_proxy
## 1 Giraffe Forest 213.8 89.1 4 269.3099
## 2 Zebra Forest 245.7 109.8 5 203.7983
## 3 Elephant Grassland 209.3 140.9 1 105.4259
## 4 Zebra Savannah 264.8 121.3 3 179.9685
## 5 Zebra Grassland 211.2 163.5 13 79.0057
## 6 Tiger Savannah 125.8 143.0 7 61.5189head(animals$BMI_proxy)## [1] 269.3099 203.7983 105.4259 179.9685 79.0057 61.5189Average Age_yrs for each Species
tapply(animals$Age_yrs, animals$Species, mean)## Elephant Giraffe Lion Tiger Zebra
## 10.025219 9.927089 9.971177 9.989583 9.847449Maximum Weight_kg within each Habitat
tapply(animals$Weight_kg, animals$Habitat, max)## Forest Grassland Savannah
## 364.2 424.0 371.4Visualization
library(tidyverse)## ── Attaching core tidyverse packages ──────────────────────── tidyverse 2.0.0 ──
## ✔ dplyr 1.1.4 ✔ readr 2.1.5
## ✔ forcats 1.0.1 ✔ stringr 1.5.2
## ✔ ggplot2 4.0.0 ✔ tibble 3.3.0
## ✔ lubridate 1.9.4 ✔ tidyr 1.3.1
## ✔ purrr 1.1.0
## ── Conflicts ────────────────────────────────────────── tidyverse_conflicts() ──
## ✖ dplyr::filter() masks stats::filter()
## ✖ dplyr::lag() masks stats::lag()
## ℹ Use the conflicted package (<http://conflicted.r-lib.org/>) to force all conflicts to become errorslibrary(ggplot2)Histogram of Age_yrs
ggplot(animals, aes(y = Age_yrs, fill = Species)) +
geom_histogram(binwidth = 5, fill = "skyblue", color = "black") +
labs(title = "Histogram of Age by Species", x = "Species", y = "Age (years)")
library(dplyr)
avg_age <- animals %>%
group_by(Species) %>%
summarise(Age_yrs = mean(Age_yrs, na.rm = TRUE))I did this to find the average age per species to have an easy variable to call in the next command
ggplot(avg_age, aes(x = Species, y = Age_yrs, fill = Species)) +
geom_histogram(stat = "identity", color = "black") +
labs(title = "Average Age by Species", x = "Species", y = "Age (years)")## Warning in geom_histogram(stat = "identity", color = "black"): Ignoring unknown
## parameters: `binwidth` and `bins`
This created a graph that had all the bars the same color
ggplot(avg_age, aes(x = Species, y = Age_yrs, fill = Species)) +
geom_histogram(stat = "identity", color = "black") +
labs(title = "Average Age by Species", x = "Species", y = "Age (years)") +
theme_minimal()## Warning in geom_histogram(stat = "identity", color = "black"): Ignoring unknown
## parameters: `binwidth` and `bins`
This created the same graph, but allowed different species to be different colors
Boxplot of Weight_kg grouped by Species
ggplot(animals, aes(x = Species, y = Weight_kg, fill = Species)) +
geom_boxplot(color = "black") +
labs(title = "Weight Distribution by Species", x = "Species", y = "Weight (kg)") +
theme_minimal()
This created a comparative series of boxplots relating Weight in kg per species
Scatterplot Height_cm vs Weight_kg colored by Habitat
ggplot(animals, aes(x = Height_cm, y = Weight_kg, color = Habitat)) +
geom_point(size = 1) +
labs(title = "Height vs Weight by Habitat",
x = "Height (cm)",
y = "Weight (kg)") +
theme_minimal()
This created a scatterplot where Height in cm is compared to Weight in kg per species, all on the same plot (messy)
Faceted scatterplot Height_cm vs Weight_kg, one panel per Species
ggplot(animals, aes(x = Height_cm, y = Weight_kg, color = Species)) +
geom_point(size = 1) +
facet_wrap(~ Species) +
labs(title = "Height vs Weight Faceted by Habitat",
x = "Height (cm)",
y = "Weight (kg)") +
theme_minimal()
This created 5 different scatterplots where height in cm is compared to weight in kg, but separated by Species
Bar chart of counts of animals by Habitat
ggplot(animals, aes(x = Habitat, fill = Habitat)) +
geom_bar(color = "black") +
labs(title = "Counts of Animals by Habitat",
x = "Habitat",
y = "Count") +
theme_minimal()
Presentation and Clarity
Ensure clear structure, readable plots, and concise explanations.