OpenML

JavaScript is required to properly view the contents of this page!

Explore
- Data
- Task
- Flow
- Run
- Study
- Task type
- Measure
- People
Help
Blog
Contact
Please cite us

lymphoma_9classes

active ARFF Publicly available Visibility: public Uploaded 07-10-2014 by Felicia West
0 likes downloaded by 6 people , 6 total downloads 0 issues 0 downvotes

Issue	#Downvotes for this reason	By

Loading wiki

Help us complete this description Edit

Author: Source: Unknown - Date unknown Please cite:

4027 features

class (target)	nominal	9 unique values 0 missing
GENE3993X	numeric	71 unique values 2 missing
GENE162X	numeric	83 unique values 1 missing
GENE161X	numeric	81 unique values 0 missing
GENE160X	numeric	69 unique values 3 missing
GENE1003X	numeric	77 unique values 0 missing
GENE1004X	numeric	83 unique values 5 missing
GENE1005X	numeric	82 unique values 9 missing
GENE1006X	numeric	73 unique values 0 missing
GENE1007X	numeric	60 unique values 14 missing
GENE207X	numeric	71 unique values 14 missing
GENE206X	numeric	66 unique values 12 missing
GENE153X	numeric	72 unique values 2 missing
GENE152X	numeric	75 unique values 0 missing
GENE151X	numeric	72 unique values 7 missing
GENE149X	numeric	62 unique values 10 missing
GENE150X	numeric	74 unique values 1 missing
GENE146X	numeric	70 unique values 0 missing
GENE3407X	numeric	71 unique values 2 missing
GENE3408X	numeric	73 unique values 0 missing
GENE3962X	numeric	82 unique values 3 missing
GENE186X	numeric	85 unique values 1 missing
GENE29X	numeric	66 unique values 0 missing
GENE998X	numeric	72 unique values 0 missing
GENE1440X	numeric	59 unique values 12 missing
GENE67X	numeric	72 unique values 1 missing
GENE70X	numeric	74 unique values 4 missing
GENE1080X	numeric	80 unique values 1 missing
GENE1081X	numeric	75 unique values 10 missing
GENE3080X	numeric	66 unique values 3 missing
GENE3896X	numeric	84 unique values 0 missing
GENE39X	numeric	72 unique values 3 missing
GENE3123X	numeric	70 unique values 0 missing
GENE71X	numeric	60 unique values 16 missing
GENE72X	numeric	67 unique values 13 missing
GENE73X	numeric	71 unique values 0 missing
GENE74X	numeric	64 unique values 3 missing
GENE75X	numeric	72 unique values 0 missing
GENE76X	numeric	73 unique values 2 missing
GENE77X	numeric	73 unique values 3 missing
GENE3157X	numeric	85 unique values 1 missing
GENE78X	numeric	74 unique values 1 missing
GENE79X	numeric	75 unique values 0 missing
GENE80X	numeric	60 unique values 3 missing
GENE4023X	numeric	61 unique values 0 missing
GENE3983X	numeric	71 unique values 11 missing
GENE3982X	numeric	79 unique values 1 missing
GENE1438X	numeric	71 unique values 1 missing
GENE1470X	numeric	70 unique values 15 missing
GENE1471X	numeric	68 unique values 18 missing
GENE3905X	numeric	63 unique values 0 missing
GENE3906X	numeric	69 unique values 2 missing
GENE28X	numeric	73 unique values 5 missing
GENE1842X	numeric	74 unique values 1 missing
GENE1439X	numeric	74 unique values 2 missing
GENE3187X	numeric	70 unique values 7 missing
GENE3179X	numeric	65 unique values 9 missing
GENE3180X	numeric	62 unique values 2 missing
GENE3195X	numeric	65 unique values 14 missing
GENE3194X	numeric	70 unique values 4 missing
GENE3193X	numeric	69 unique values 9 missing
GENE3192X	numeric	72 unique values 4 missing
GENE3200X	numeric	86 unique values 2 missing
GENE3199X	numeric	81 unique values 5 missing
GENE3198X	numeric	86 unique values 1 missing
GENE3201X	numeric	66 unique values 16 missing
GENE1856X	numeric	64 unique values 7 missing
GENE3124X	numeric	74 unique values 7 missing
GENE3125X	numeric	74 unique values 11 missing
GENE3844X	numeric	82 unique values 2 missing
GENE3845X	numeric	65 unique values 2 missing
GENE3846X	numeric	85 unique values 0 missing
GENE3847X	numeric	82 unique values 2 missing
GENE3848X	numeric	88 unique values 0 missing
GENE3849X	numeric	74 unique values 0 missing
GENE3850X	numeric	86 unique values 0 missing
GENE3851X	numeric	91 unique values 0 missing
GENE3852X	numeric	84 unique values 5 missing
GENE3853X	numeric	68 unique values 10 missing
GENE3854X	numeric	78 unique values 0 missing
GENE3855X	numeric	68 unique values 10 missing
GENE3856X	numeric	74 unique values 12 missing
GENE3857X	numeric	78 unique values 5 missing
GENE3203X	numeric	76 unique values 7 missing
GENE1867X	numeric	67 unique values 3 missing
GENE1866X	numeric	69 unique values 17 missing
GENE1863X	numeric	72 unique values 12 missing
GENE1862X	numeric	80 unique values 3 missing
GENE1798X	numeric	71 unique values 0 missing
GENE1860X	numeric	74 unique values 8 missing
GENE1861X	numeric	65 unique values 17 missing
GENE3467X	numeric	76 unique values 3 missing
GENE3164X	numeric	61 unique values 6 missing
GENE1859X	numeric	62 unique values 9 missing
GENE3469X	numeric	56 unique values 2 missing
GENE3128X	numeric	67 unique values 8 missing
GENE1878X	numeric	78 unique values 9 missing
GENE1388X	numeric	74 unique values 0 missing
GENE1387X	numeric	70 unique values 0 missing
GENE1381X	numeric	68 unique values 14 missing
GENE1379X	numeric	62 unique values 9 missing
GENE1267X	numeric	72 unique values 2 missing
GENE1263X	numeric	67 unique values 18 missing
GENE1264X	numeric	71 unique values 2 missing
GENE1265X	numeric	69 unique values 6 missing
GENE1266X	numeric	57 unique values 18 missing
GENE1450X	numeric	67 unique values 12 missing
GENE1451X	numeric	73 unique values 9 missing
GENE1452X	numeric	77 unique values 3 missing
GENE2022X	numeric	74 unique values 2 missing
GENE1460X	numeric	69 unique values 11 missing
GENE1459X	numeric	69 unique values 4 missing
GENE1463X	numeric	64 unique values 16 missing
GENE1462X	numeric	62 unique values 17 missing
GENE1461X	numeric	66 unique values 16 missing
GENE1453X	numeric	67 unique values 5 missing
GENE1454X	numeric	58 unique values 15 missing
GENE1458X	numeric	62 unique values 9 missing
GENE1457X	numeric	70 unique values 14 missing
GENE1456X	numeric	71 unique values 8 missing
GENE1455X	numeric	66 unique values 16 missing
GENE1341X	numeric	60 unique values 9 missing
GENE1465X	numeric	65 unique values 1 missing
GENE3823X	numeric	70 unique values 8 missing
GENE3824X	numeric	71 unique values 13 missing
GENE3816X	numeric	82 unique values 1 missing
GENE3817X	numeric	70 unique values 10 missing
GENE3818X	numeric	69 unique values 12 missing
GENE3819X	numeric	80 unique values 1 missing
GENE3822X	numeric	80 unique values 2 missing
GENE3821X	numeric	83 unique values 1 missing
GENE3820X	numeric	75 unique values 1 missing
GENE3815X	numeric	68 unique values 11 missing
GENE3301X	numeric	72 unique values 11 missing
GENE1384X	numeric	73 unique values 11 missing
GENE1383X	numeric	75 unique values 7 missing
GENE1382X	numeric	69 unique values 12 missing
GENE1799X	numeric	80 unique values 4 missing
GENE1435X	numeric	82 unique values 2 missing
GENE1434X	numeric	63 unique values 11 missing
GENE1433X	numeric	73 unique values 8 missing
GENE1432X	numeric	65 unique values 8 missing
GENE1431X	numeric	65 unique values 9 missing
GENE1427X	numeric	72 unique values 11 missing
GENE1426X	numeric	66 unique values 16 missing
GENE1872X	numeric	74 unique values 13 missing
GENE1428X	numeric	60 unique values 15 missing
GENE1425X	numeric	71 unique values 14 missing
GENE1424X	numeric	67 unique values 11 missing
GENE1423X	numeric	66 unique values 10 missing
GENE3827X	numeric	69 unique values 18 missing
GENE3828X	numeric	69 unique values 10 missing
GENE1392X	numeric	67 unique values 11 missing
GENE1396X	numeric	69 unique values 15 missing
GENE1420X	numeric	75 unique values 9 missing
GENE1429X	numeric	67 unique values 8 missing
GENE1430X	numeric	75 unique values 11 missing
GENE1397X	numeric	63 unique values 18 missing
GENE1398X	numeric	66 unique values 9 missing
GENE1405X	numeric	75 unique values 0 missing
GENE1406X	numeric	74 unique values 1 missing
GENE1407X	numeric	80 unique values 2 missing
GENE1411X	numeric	70 unique values 9 missing
GENE1410X	numeric	70 unique values 10 missing
GENE1409X	numeric	73 unique values 7 missing
GENE1408X	numeric	71 unique values 7 missing
GENE1412X	numeric	69 unique values 8 missing
GENE1413X	numeric	68 unique values 14 missing
GENE1414X	numeric	65 unique values 18 missing
GENE1415X	numeric	63 unique values 18 missing
GENE1416X	numeric	72 unique values 2 missing
GENE1417X	numeric	65 unique values 10 missing
GENE1418X	numeric	69 unique values 8 missing
GENE1419X	numeric	73 unique values 5 missing
GENE1404X	numeric	64 unique values 5 missing
GENE1403X	numeric	76 unique values 1 missing
GENE1402X	numeric	67 unique values 13 missing
GENE1401X	numeric	70 unique values 1 missing
GENE1400X	numeric	66 unique values 2 missing
GENE1399X	numeric	74 unique values 2 missing
GENE1395X	numeric	78 unique values 0 missing
GENE1394X	numeric	81 unique values 1 missing
GENE1393X	numeric	64 unique values 14 missing
GENE1391X	numeric	68 unique values 0 missing
GENE1390X	numeric	64 unique values 3 missing
GENE3466X	numeric	72 unique values 1 missing
GENE3463X	numeric	61 unique values 16 missing
GENE3462X	numeric	71 unique values 2 missing
GENE3461X	numeric	65 unique values 5 missing
GENE3460X	numeric	66 unique values 16 missing
GENE3459X	numeric	64 unique values 10 missing
GENE3458X	numeric	64 unique values 9 missing
GENE3457X	numeric	71 unique values 5 missing
GENE3456X	numeric	74 unique values 1 missing
GENE3455X	numeric	85 unique values 3 missing
GENE1386X	numeric	68 unique values 19 missing
GENE1464X	numeric	81 unique values 2 missing
GENE1864X	numeric	77 unique values 2 missing
GENE1871X	numeric	73 unique values 13 missing
GENE1873X	numeric	75 unique values 9 missing
GENE1874X	numeric	79 unique values 8 missing
GENE1875X	numeric	74 unique values 13 missing
GENE1884X	numeric	74 unique values 12 missing
GENE1883X	numeric	70 unique values 8 missing
GENE1882X	numeric	70 unique values 8 missing
GENE3891X	numeric	70 unique values 12 missing
GENE3914X	numeric	63 unique values 18 missing
GENE3168X	numeric	67 unique values 0 missing
GENE3934X	numeric	74 unique values 0 missing
GENE3177X	numeric	61 unique values 17 missing
GENE3176X	numeric	75 unique values 1 missing
GENE3175X	numeric	61 unique values 14 missing
GENE3174X	numeric	58 unique values 15 missing
GENE3173X	numeric	76 unique values 0 missing
GENE3172X	numeric	77 unique values 3 missing
GENE3171X	numeric	79 unique values 2 missing
GENE3170X	numeric	69 unique values 1 missing
GENE1437X	numeric	61 unique values 0 missing
GENE1436X	numeric	67 unique values 0 missing
GENE1389X	numeric	68 unique values 15 missing
GENE3410X	numeric	70 unique values 3 missing
GENE1487X	numeric	80 unique values 1 missing
GENE1486X	numeric	71 unique values 7 missing
GENE1485X	numeric	77 unique values 2 missing
GENE1484X	numeric	72 unique values 1 missing
GENE1483X	numeric	63 unique values 10 missing
GENE1482X	numeric	64 unique values 17 missing
GENE3169X	numeric	71 unique values 2 missing
GENE3163X	numeric	60 unique values 13 missing
GENE3162X	numeric	63 unique values 3 missing
GENE3161X	numeric	72 unique values 8 missing
GENE3160X	numeric	68 unique values 8 missing
GENE3159X	numeric	65 unique values 4 missing
GENE4019X	numeric	67 unique values 9 missing
GENE4018X	numeric	70 unique values 3 missing
GENE4017X	numeric	71 unique values 0 missing
GENE3877X	numeric	73 unique values 4 missing
GENE4003X	numeric	73 unique values 11 missing
GENE4004X	numeric	70 unique values 13 missing
GENE1819X	numeric	84 unique values 4 missing
GENE1818X	numeric	87 unique values 4 missing
GENE1817X	numeric	84 unique values 1 missing
GENE1816X	numeric	71 unique values 1 missing
GENE1815X	numeric	87 unique values 0 missing
GENE1814X	numeric	67 unique values 4 missing
GENE1478X	numeric	85 unique values 2 missing
GENE1479X	numeric	81 unique values 7 missing
GENE1480X	numeric	72 unique values 16 missing
GENE1481X	numeric	73 unique values 10 missing
GENE3969X	numeric	74 unique values 1 missing
GENE3970X	numeric	70 unique values 7 missing
GENE3971X	numeric	77 unique values 1 missing
GENE3972X	numeric	74 unique values 0 missing
GENE3973X	numeric	73 unique values 1 missing
GENE3974X	numeric	76 unique values 2 missing
GENE3975X	numeric	79 unique values 0 missing
GENE3976X	numeric	77 unique values 2 missing
GENE3977X	numeric	75 unique values 3 missing
GENE3978X	numeric	77 unique values 0 missing
GENE1803X	numeric	64 unique values 9 missing
GENE1802X	numeric	73 unique values 2 missing
GENE1804X	numeric	73 unique values 2 missing
GENE3409X	numeric	78 unique values 4 missing
GENE976X	numeric	73 unique values 8 missing
GENE1779X	numeric	87 unique values 1 missing
GENE1778X	numeric	87 unique values 1 missing
GENE1777X	numeric	73 unique values 6 missing
GENE1776X	numeric	83 unique values 5 missing
GENE1775X	numeric	81 unique values 1 missing
GENE1289X	numeric	81 unique values 5 missing
GENE1800X	numeric	78 unique values 0 missing
GENE1801X	numeric	67 unique values 10 missing
GENE3088X	numeric	67 unique values 2 missing
GENE3465X	numeric	76 unique values 0 missing
GENE3535X	numeric	81 unique values 1 missing
GENE1756X	numeric	81 unique values 7 missing
GENE1755X	numeric	69 unique values 3 missing
GENE1534X	numeric	81 unique values 7 missing
GENE1533X	numeric	86 unique values 2 missing
GENE1703X	numeric	65 unique values 18 missing
GENE1704X	numeric	82 unique values 2 missing
GENE1705X	numeric	73 unique values 5 missing
GENE1706X	numeric	71 unique values 7 missing
GENE1707X	numeric	78 unique values 0 missing
GENE1708X	numeric	80 unique values 0 missing
GENE1709X	numeric	70 unique values 10 missing
GENE1710X	numeric	66 unique values 2 missing
GENE3803X	numeric	80 unique values 0 missing
GENE3804X	numeric	73 unique values 0 missing
GENE3805X	numeric	78 unique values 1 missing
GENE3800X	numeric	73 unique values 3 missing
GENE1120X	numeric	81 unique values 0 missing
GENE1121X	numeric	81 unique values 3 missing
GENE1122X	numeric	89 unique values 1 missing
GENE1123X	numeric	82 unique values 0 missing
GENE1124X	numeric	80 unique values 0 missing
GENE1125X	numeric	83 unique values 0 missing
GENE1126X	numeric	79 unique values 0 missing
GENE1127X	numeric	82 unique values 1 missing
GENE1128X	numeric	80 unique values 0 missing
GENE1129X	numeric	83 unique values 1 missing
GENE1130X	numeric	82 unique values 0 missing
GENE1131X	numeric	77 unique values 0 missing
GENE1132X	numeric	80 unique values 4 missing
GENE1797X	numeric	70 unique values 15 missing
GENE1796X	numeric	84 unique values 5 missing
GENE1795X	numeric	79 unique values 9 missing
GENE1794X	numeric	74 unique values 7 missing
GENE1793X	numeric	61 unique values 17 missing
GENE1792X	numeric	72 unique values 13 missing
GENE1791X	numeric	71 unique values 12 missing
GENE1790X	numeric	59 unique values 18 missing
GENE1348X	numeric	81 unique values 3 missing
GENE1551X	numeric	77 unique values 9 missing
GENE1552X	numeric	74 unique values 16 missing
GENE3964X	numeric	82 unique values 2 missing
GENE1784X	numeric	78 unique values 1 missing
GENE1785X	numeric	77 unique values 6 missing
GENE1786X	numeric	75 unique values 1 missing
GENE1506X	numeric	78 unique values 8 missing
GENE1507X	numeric	76 unique values 2 missing
GENE1508X	numeric	64 unique values 18 missing
GENE1509X	numeric	69 unique values 14 missing
GENE1510X	numeric	67 unique values 9 missing
GENE1764X	numeric	66 unique values 15 missing
GENE1763X	numeric	71 unique values 14 missing
GENE1488X	numeric	71 unique values 8 missing
GENE1499X	numeric	74 unique values 8 missing
GENE1757X	numeric	68 unique values 5 missing
GENE1511X	numeric	70 unique values 1 missing
GENE1527X	numeric	71 unique values 16 missing
GENE1528X	numeric	70 unique values 16 missing
GENE1529X	numeric	71 unique values 14 missing
GENE1526X	numeric	72 unique values 4 missing
GENE384X	numeric	92 unique values 0 missing
GENE3464X	numeric	64 unique values 17 missing
GENE3598X	numeric	68 unique values 2 missing
GENE3597X	numeric	69 unique values 2 missing
GENE1568X	numeric	71 unique values 0 missing
GENE3587X	numeric	67 unique values 1 missing
GENE3586X	numeric	70 unique values 10 missing
GENE3585X	numeric	73 unique values 9 missing
GENE393X	numeric	77 unique values 2 missing
GENE492X	numeric	73 unique values 0 missing
GENE3588X	numeric	79 unique values 0 missing
GENE3589X	numeric	77 unique values 2 missing
GENE3590X	numeric	78 unique values 1 missing
GENE3591X	numeric	67 unique values 0 missing
GENE3592X	numeric	75 unique values 10 missing
GENE3593X	numeric	83 unique values 1 missing
GENE3582X	numeric	72 unique values 10 missing
GENE3583X	numeric	72 unique values 3 missing
GENE3584X	numeric	70 unique values 8 missing
GENE3573X	numeric	77 unique values 2 missing
GENE3574X	numeric	77 unique values 5 missing
GENE3572X	numeric	72 unique values 0 missing
GENE3571X	numeric	78 unique values 0 missing
GENE3599X	numeric	60 unique values 16 missing
GENE3580X	numeric	80 unique values 1 missing
GENE3576X	numeric	81 unique values 2 missing
GENE3575X	numeric	79 unique values 1 missing
GENE1716X	numeric	79 unique values 0 missing
GENE1715X	numeric	64 unique values 15 missing
GENE1714X	numeric	81 unique values 0 missing
GENE1711X	numeric	81 unique values 2 missing
GENE1713X	numeric	78 unique values 0 missing
GENE1712X	numeric	76 unique values 0 missing
GENE473X	numeric	79 unique values 9 missing
GENE472X	numeric	80 unique values 0 missing
GENE471X	numeric	71 unique values 4 missing
GENE470X	numeric	73 unique values 6 missing
GENE469X	numeric	80 unique values 1 missing
GENE3569X	numeric	68 unique values 6 missing
GENE3568X	numeric	72 unique values 0 missing
GENE3567X	numeric	70 unique values 1 missing
GENE3566X	numeric	74 unique values 2 missing
GENE3565X	numeric	71 unique values 0 missing
GENE3579X	numeric	77 unique values 0 missing
GENE1561X	numeric	72 unique values 0 missing
GENE1560X	numeric	68 unique values 1 missing
GENE477X	numeric	79 unique values 0 missing
GENE478X	numeric	75 unique values 0 missing
GENE3564X	numeric	68 unique values 2 missing
GENE3605X	numeric	69 unique values 0 missing
GENE3563X	numeric	73 unique values 1 missing
GENE3562X	numeric	70 unique values 3 missing
GENE3561X	numeric	78 unique values 0 missing
GENE3513X	numeric	67 unique values 1 missing
GENE3596X	numeric	73 unique values 3 missing
GENE385X	numeric	78 unique values 1 missing
GENE386X	numeric	78 unique values 1 missing
GENE387X	numeric	65 unique values 18 missing
GENE1422X	numeric	73 unique values 0 missing
GENE3581X	numeric	72 unique values 2 missing
GENE3578X	numeric	72 unique values 0 missing
GENE3594X	numeric	83 unique values 1 missing
GENE3595X	numeric	77 unique values 7 missing
GENE1535X	numeric	77 unique values 0 missing
GENE1536X	numeric	79 unique values 0 missing
GENE1537X	numeric	71 unique values 1 missing
GENE1559X	numeric	76 unique values 0 missing
GENE1752X	numeric	77 unique values 8 missing
GENE1565X	numeric	71 unique values 11 missing
GENE1563X	numeric	67 unique values 3 missing
GENE1564X	numeric	66 unique values 17 missing
GENE1540X	numeric	60 unique values 10 missing
GENE1541X	numeric	80 unique values 7 missing
GENE1532X	numeric	78 unique values 9 missing
GENE1754X	numeric	69 unique values 12 missing
GENE1740X	numeric	73 unique values 10 missing
GENE1741X	numeric	83 unique values 2 missing
GENE1742X	numeric	69 unique values 17 missing
GENE1745X	numeric	77 unique values 2 missing
GENE1730X	numeric	86 unique values 4 missing
GENE1731X	numeric	87 unique values 0 missing
GENE1732X	numeric	78 unique values 0 missing
GENE1576X	numeric	85 unique values 1 missing
GENE1577X	numeric	80 unique values 1 missing
GENE1578X	numeric	82 unique values 0 missing
GENE1579X	numeric	89 unique values 1 missing
GENE1580X	numeric	74 unique values 11 missing
GENE1581X	numeric	77 unique values 7 missing
GENE1582X	numeric	80 unique values 7 missing
GENE1700X	numeric	77 unique values 9 missing
GENE1583X	numeric	79 unique values 8 missing
GENE1584X	numeric	80 unique values 6 missing
GENE1585X	numeric	73 unique values 1 missing
GENE1586X	numeric	77 unique values 6 missing
GENE1587X	numeric	82 unique values 4 missing
GENE1588X	numeric	75 unique values 6 missing
GENE1592X	numeric	78 unique values 9 missing
GENE1591X	numeric	83 unique values 1 missing
GENE1590X	numeric	80 unique values 2 missing
GENE1589X	numeric	67 unique values 14 missing
GENE1593X	numeric	84 unique values 3 missing
GENE1594X	numeric	71 unique values 17 missing
GENE1595X	numeric	77 unique values 11 missing
GENE1596X	numeric	83 unique values 8 missing
GENE1597X	numeric	75 unique values 6 missing
GENE1598X	numeric	71 unique values 18 missing
GENE1599X	numeric	91 unique values 1 missing
GENE1600X	numeric	83 unique values 2 missing
GENE1601X	numeric	80 unique values 9 missing
GENE1608X	numeric	82 unique values 5 missing
GENE1607X	numeric	81 unique values 0 missing
GENE1606X	numeric	86 unique values 0 missing
GENE1605X	numeric	84 unique values 2 missing
GENE1604X	numeric	78 unique values 0 missing
GENE1603X	numeric	82 unique values 0 missing
GENE1602X	numeric	77 unique values 0 missing
GENE1684X	numeric	75 unique values 7 missing
GENE1690X	numeric	77 unique values 0 missing
GENE1681X	numeric	70 unique values 12 missing
GENE1667X	numeric	74 unique values 18 missing
GENE1669X	numeric	77 unique values 9 missing
GENE1675X	numeric	87 unique values 0 missing
GENE1676X	numeric	76 unique values 0 missing
GENE1672X	numeric	83 unique values 1 missing
GENE1673X	numeric	84 unique values 0 missing
GENE1674X	numeric	83 unique values 0 missing
GENE1614X	numeric	82 unique values 0 missing
GENE1613X	numeric	84 unique values 1 missing
GENE1612X	numeric	84 unique values 0 missing
GENE1611X	numeric	86 unique values 0 missing
GENE1610X	numeric	85 unique values 0 missing
GENE1609X	numeric	83 unique values 9 missing
GENE1670X	numeric	80 unique values 0 missing
GENE1671X	numeric	74 unique values 7 missing
GENE1615X	numeric	84 unique values 1 missing
GENE1621X	numeric	80 unique values 12 missing
GENE1625X	numeric	83 unique values 0 missing
GENE1624X	numeric	82 unique values 3 missing
GENE1623X	numeric	82 unique values 0 missing
GENE1622X	numeric	87 unique values 1 missing
GENE1616X	numeric	76 unique values 16 missing
GENE1617X	numeric	81 unique values 8 missing
GENE1618X	numeric	81 unique values 12 missing
GENE1619X	numeric	81 unique values 10 missing
GENE1620X	numeric	79 unique values 11 missing
GENE1629X	numeric	73 unique values 15 missing
GENE1630X	numeric	74 unique values 13 missing
GENE1655X	numeric	80 unique values 8 missing
GENE1628X	numeric	80 unique values 5 missing
GENE1627X	numeric	68 unique values 16 missing
GENE1626X	numeric	75 unique values 17 missing
GENE1631X	numeric	77 unique values 3 missing
GENE1632X	numeric	80 unique values 2 missing
GENE1633X	numeric	83 unique values 5 missing
GENE1652X	numeric	84 unique values 6 missing
GENE1651X	numeric	77 unique values 16 missing
GENE1650X	numeric	72 unique values 16 missing
GENE1649X	numeric	73 unique values 16 missing
GENE1646X	numeric	82 unique values 10 missing
GENE1648X	numeric	82 unique values 2 missing
GENE1647X	numeric	82 unique values 0 missing
GENE1645X	numeric	72 unique values 16 missing
GENE1644X	numeric	81 unique values 4 missing
GENE1643X	numeric	76 unique values 11 missing
GENE1642X	numeric	75 unique values 15 missing
GENE1641X	numeric	73 unique values 16 missing
GENE1640X	numeric	73 unique values 17 missing
GENE1639X	numeric	80 unique values 7 missing
GENE1638X	numeric	75 unique values 13 missing
GENE1635X	numeric	86 unique values 0 missing
GENE1636X	numeric	91 unique values 3 missing
GENE1637X	numeric	87 unique values 1 missing
GENE1634X	numeric	82 unique values 9 missing
GENE1654X	numeric	68 unique values 18 missing
GENE1653X	numeric	84 unique values 5 missing
GENE1656X	numeric	78 unique values 2 missing
GENE1657X	numeric	78 unique values 0 missing
GENE1658X	numeric	89 unique values 0 missing
GENE1659X	numeric	85 unique values 2 missing
GENE1660X	numeric	78 unique values 7 missing
GENE1661X	numeric	87 unique values 2 missing
GENE1662X	numeric	86 unique values 1 missing
GENE1663X	numeric	74 unique values 14 missing
GENE1664X	numeric	68 unique values 19 missing
GENE1665X	numeric	73 unique values 8 missing
GENE1668X	numeric	75 unique values 9 missing
GENE1680X	numeric	70 unique values 16 missing
GENE1666X	numeric	67 unique values 15 missing
GENE1679X	numeric	67 unique values 17 missing
GENE1678X	numeric	66 unique values 17 missing
GENE1677X	numeric	74 unique values 9 missing
GENE1683X	numeric	71 unique values 13 missing
GENE1682X	numeric	75 unique values 6 missing
GENE1685X	numeric	85 unique values 5 missing
GENE1686X	numeric	70 unique values 18 missing
GENE1687X	numeric	71 unique values 15 missing
GENE1688X	numeric	77 unique values 4 missing
GENE1689X	numeric	69 unique values 15 missing
GENE1691X	numeric	75 unique values 10 missing
GENE1692X	numeric	84 unique values 2 missing
GENE1693X	numeric	87 unique values 3 missing
GENE1694X	numeric	85 unique values 1 missing
GENE1695X	numeric	89 unique values 0 missing
GENE1696X	numeric	86 unique values 0 missing
GENE1697X	numeric	87 unique values 2 missing
GENE1698X	numeric	84 unique values 2 missing
GENE1699X	numeric	70 unique values 3 missing
GENE1702X	numeric	74 unique values 18 missing
GENE1701X	numeric	73 unique values 3 missing
GENE1735X	numeric	73 unique values 10 missing
GENE1736X	numeric	73 unique values 15 missing
GENE1738X	numeric	79 unique values 6 missing
GENE1739X	numeric	78 unique values 8 missing
GENE1575X	numeric	81 unique values 0 missing
GENE1744X	numeric	80 unique values 9 missing
GENE1734X	numeric	73 unique values 5 missing
GENE1746X	numeric	74 unique values 1 missing
GENE1747X	numeric	76 unique values 2 missing
GENE1748X	numeric	71 unique values 2 missing
GENE1749X	numeric	72 unique values 5 missing
GENE1750X	numeric	77 unique values 3 missing
GENE1751X	numeric	77 unique values 1 missing
GENE1743X	numeric	68 unique values 15 missing
GENE1737X	numeric	75 unique values 11 missing
GENE1729X	numeric	69 unique values 13 missing
GENE1728X	numeric	82 unique values 0 missing
GENE1727X	numeric	85 unique values 4 missing
GENE1726X	numeric	80 unique values 3 missing
GENE1725X	numeric	79 unique values 7 missing
GENE1724X	numeric	85 unique values 9 missing
GENE1723X	numeric	87 unique values 1 missing
GENE1722X	numeric	89 unique values 0 missing
GENE1721X	numeric	82 unique values 5 missing
GENE1572X	numeric	80 unique values 0 missing
GENE1717X	numeric	81 unique values 6 missing
GENE1718X	numeric	78 unique values 3 missing
GENE1719X	numeric	88 unique values 1 missing
GENE1720X	numeric	82 unique values 5 missing
GENE3304X	numeric	76 unique values 11 missing
GENE3607X	numeric	80 unique values 5 missing
GENE1569X	numeric	83 unique values 1 missing
GENE1570X	numeric	81 unique values 3 missing
GENE1571X	numeric	83 unique values 0 missing
GENE3613X	numeric	74 unique values 9 missing
GENE3614X	numeric	77 unique values 1 missing
GENE3615X	numeric	76 unique values 10 missing
GENE3616X	numeric	75 unique values 1 missing
GENE1573X	numeric	73 unique values 1 missing
GENE1574X	numeric	85 unique values 0 missing
GENE1538X	numeric	85 unique values 5 missing
GENE1539X	numeric	81 unique values 10 missing
GENE1733X	numeric	79 unique values 0 missing
GENE1567X	numeric	90 unique values 1 missing
GENE1753X	numeric	82 unique values 2 missing
GENE493X	numeric	79 unique values 2 missing
GENE1566X	numeric	85 unique values 2 missing
GENE1553X	numeric	82 unique values 1 missing
GENE1562X	numeric	76 unique values 11 missing
GENE1556X	numeric	79 unique values 10 missing
GENE1555X	numeric	73 unique values 15 missing
GENE1554X	numeric	72 unique values 2 missing
GENE1550X	numeric	81 unique values 2 missing
GENE1549X	numeric	77 unique values 9 missing
GENE1548X	numeric	93 unique values 0 missing
GENE1547X	numeric	84 unique values 0 missing
GENE1546X	numeric	82 unique values 0 missing
GENE1545X	numeric	80 unique values 4 missing
GENE1544X	numeric	76 unique values 3 missing
GENE1543X	numeric	79 unique values 3 missing
GENE1542X	numeric	76 unique values 5 missing
GENE1497X	numeric	75 unique values 10 missing
GENE1558X	numeric	67 unique values 16 missing
GENE1557X	numeric	71 unique values 11 missing
GENE1758X	numeric	66 unique values 17 missing
GENE1759X	numeric	71 unique values 4 missing
GENE1760X	numeric	81 unique values 7 missing
GENE1761X	numeric	78 unique values 10 missing
GENE1762X	numeric	76 unique values 9 missing
GENE1519X	numeric	70 unique values 7 missing
GENE1518X	numeric	70 unique values 1 missing
GENE1517X	numeric	70 unique values 15 missing
GENE1516X	numeric	80 unique values 5 missing
GENE1515X	numeric	74 unique values 2 missing
GENE1514X	numeric	67 unique values 2 missing
GENE1512X	numeric	67 unique values 9 missing
GENE1513X	numeric	71 unique values 12 missing
GENE1525X	numeric	63 unique values 11 missing
GENE1524X	numeric	70 unique values 0 missing
GENE1523X	numeric	74 unique values 9 missing
GENE1522X	numeric	76 unique values 8 missing
GENE1521X	numeric	72 unique values 5 missing
GENE1520X	numeric	74 unique values 16 missing
GENE1765X	numeric	66 unique values 2 missing
GENE1766X	numeric	76 unique values 2 missing
GENE1767X	numeric	75 unique values 8 missing
GENE1768X	numeric	70 unique values 5 missing
GENE1769X	numeric	67 unique values 10 missing
GENE1770X	numeric	64 unique values 17 missing
GENE1771X	numeric	65 unique values 17 missing
GENE1772X	numeric	70 unique values 9 missing
GENE1773X	numeric	66 unique values 6 missing
GENE1774X	numeric	60 unique values 12 missing
GENE1505X	numeric	82 unique values 4 missing
GENE1504X	numeric	77 unique values 0 missing
GENE1503X	numeric	82 unique values 0 missing
GENE1502X	numeric	85 unique values 0 missing
GENE953X	numeric	66 unique values 6 missing
GENE954X	numeric	62 unique values 14 missing
GENE960X	numeric	67 unique values 0 missing
GENE961X	numeric	77 unique values 0 missing
GENE962X	numeric	69 unique values 0 missing
GENE963X	numeric	67 unique values 10 missing
GENE964X	numeric	71 unique values 6 missing
GENE237X	numeric	67 unique values 18 missing
GENE1421X	numeric	68 unique values 9 missing
GENE1783X	numeric	69 unique values 1 missing
GENE913X	numeric	68 unique values 1 missing
GENE914X	numeric	72 unique values 1 missing
GENE912X	numeric	70 unique values 1 missing
GENE1782X	numeric	79 unique values 2 missing
GENE1781X	numeric	89 unique values 4 missing
GENE1780X	numeric	71 unique values 13 missing
GENE1787X	numeric	74 unique values 0 missing
GENE1498X	numeric	78 unique values 0 missing
GENE3577X	numeric	75 unique values 0 missing
GENE3082X	numeric	75 unique values 5 missing
GENE1789X	numeric	80 unique values 4 missing
GENE1346X	numeric	76 unique values 1 missing
GENE1347X	numeric	66 unique values 13 missing
GENE3933X	numeric	66 unique values 2 missing
GENE3417X	numeric	65 unique values 1 missing
GENE3416X	numeric	73 unique values 0 missing
GENE919X	numeric	70 unique values 1 missing
GENE920X	numeric	66 unique values 2 missing
GENE3481X	numeric	73 unique values 1 missing
GENE3092X	numeric	67 unique values 5 missing
GENE3482X	numeric	70 unique values 1 missing
GENE3412X	numeric	70 unique values 0 missing
GENE3411X	numeric	62 unique values 6 missing
GENE30X	numeric	75 unique values 3 missing
GENE3829X	numeric	72 unique values 3 missing
GENE1806X	numeric	70 unique values 3 missing
GENE1807X	numeric	75 unique values 5 missing
GENE3979X	numeric	70 unique values 2 missing
GENE1340X	numeric	69 unique values 10 missing
GENE1466X	numeric	73 unique values 10 missing
GENE1496X	numeric	65 unique values 7 missing
GENE1495X	numeric	70 unique values 17 missing
GENE1494X	numeric	69 unique values 4 missing
GENE1493X	numeric	68 unique values 15 missing
GENE1490X	numeric	59 unique values 13 missing
GENE1492X	numeric	69 unique values 15 missing
GENE1491X	numeric	70 unique values 8 missing
GENE1811X	numeric	73 unique values 9 missing
GENE1810X	numeric	73 unique values 19 missing
GENE1489X	numeric	82 unique values 3 missing
GENE3893X	numeric	77 unique values 0 missing
GENE1808X	numeric	66 unique values 12 missing
GENE1813X	numeric	75 unique values 4 missing
GENE1812X	numeric	82 unique values 5 missing
GENE985X	numeric	65 unique values 4 missing
GENE1809X	numeric	84 unique values 1 missing
GENE1277X	numeric	62 unique values 0 missing
GENE1829X	numeric	79 unique values 0 missing
GENE1828X	numeric	67 unique values 11 missing
GENE1827X	numeric	68 unique values 16 missing
GENE1826X	numeric	78 unique values 6 missing
GENE1825X	numeric	86 unique values 7 missing
GENE1824X	numeric	79 unique values 6 missing
GENE1823X	numeric	67 unique values 15 missing
GENE1822X	numeric	80 unique values 3 missing
GENE3929X	numeric	80 unique values 1 missing
GENE3980X	numeric	64 unique values 0 missing
GENE1376X	numeric	69 unique values 12 missing
GENE1377X	numeric	81 unique values 1 missing
GENE1378X	numeric	84 unique values 2 missing
GENE3196X	numeric	63 unique values 15 missing
GENE2629X	numeric	72 unique values 5 missing
GENE1476X	numeric	68 unique values 12 missing
GENE1477X	numeric	69 unique values 11 missing
GENE1901X	numeric	58 unique values 16 missing
GENE2583X	numeric	66 unique values 9 missing
GENE1142X	numeric	79 unique values 0 missing
GENE1143X	numeric	76 unique values 3 missing
GENE1144X	numeric	76 unique values 8 missing
GENE1089X	numeric	70 unique values 7 missing
GENE1374X	numeric	68 unique values 17 missing
GENE1375X	numeric	81 unique values 6 missing
GENE1113X	numeric	80 unique values 0 missing
GENE3119X	numeric	62 unique values 17 missing
GENE1909X	numeric	55 unique values 13 missing
GENE1894X	numeric	70 unique values 12 missing
GENE1854X	numeric	68 unique values 18 missing
GENE4022X	numeric	69 unique values 2 missing
GENE3931X	numeric	66 unique values 2 missing
GENE2588X	numeric	61 unique values 15 missing
GENE3120X	numeric	63 unique values 16 missing
GENE6X	numeric	75 unique values 8 missing
GENE5X	numeric	68 unique values 2 missing
GENE3X	numeric	72 unique values 13 missing
GENE2X	numeric	77 unique values 8 missing
GENE48X	numeric	71 unique values 9 missing
GENE47X	numeric	71 unique values 14 missing
GENE163X	numeric	65 unique values 5 missing
GENE2711X	numeric	71 unique values 10 missing
GENE2710X	numeric	65 unique values 15 missing
GENE2709X	numeric	64 unique values 13 missing
GENE2956X	numeric	67 unique values 8 missing
GENE2903X	numeric	64 unique values 4 missing
GENE2687X	numeric	68 unique values 3 missing
GENE2685X	numeric	76 unique values 12 missing
GENE2912X	numeric	75 unique values 4 missing
GENE2924X	numeric	66 unique values 7 missing
GENE242X	numeric	68 unique values 6 missing
GENE243X	numeric	70 unique values 8 missing
GENE244X	numeric	65 unique values 11 missing
GENE245X	numeric	65 unique values 3 missing
GENE277X	numeric	67 unique values 11 missing
GENE1239X	numeric	79 unique values 10 missing
GENE2892X	numeric	76 unique values 12 missing
GENE2893X	numeric	73 unique values 10 missing
GENE2894X	numeric	78 unique values 0 missing
GENE2891X	numeric	71 unique values 2 missing
GENE2890X	numeric	82 unique values 1 missing
GENE2713X	numeric	71 unique values 4 missing
GENE2714X	numeric	68 unique values 2 missing
GENE2715X	numeric	67 unique values 0 missing
GENE2716X	numeric	69 unique values 4 missing
GENE2735X	numeric	74 unique values 2 missing
GENE2726X	numeric	65 unique values 16 missing
GENE2736X	numeric	64 unique values 7 missing
GENE2737X	numeric	72 unique values 7 missing
GENE2738X	numeric	66 unique values 8 missing
GENE2727X	numeric	74 unique values 1 missing
GENE2717X	numeric	71 unique values 12 missing
GENE2718X	numeric	74 unique values 10 missing
GENE2719X	numeric	78 unique values 6 missing
GENE2739X	numeric	77 unique values 0 missing
GENE2740X	numeric	75 unique values 0 missing
GENE2741X	numeric	74 unique values 3 missing
GENE2873X	numeric	72 unique values 2 missing
GENE2885X	numeric	75 unique values 1 missing
GENE2886X	numeric	69 unique values 1 missing
GENE2887X	numeric	86 unique values 0 missing
GENE2888X	numeric	75 unique values 0 missing
GENE2889X	numeric	64 unique values 15 missing
GENE2725X	numeric	78 unique values 2 missing
GENE2123X	numeric	78 unique values 3 missing
GENE2878X	numeric	76 unique values 6 missing
GENE2877X	numeric	74 unique values 4 missing
GENE2874X	numeric	61 unique values 16 missing
GENE2871X	numeric	76 unique values 0 missing
GENE2875X	numeric	81 unique values 1 missing
GENE2882X	numeric	72 unique values 0 missing
GENE2881X	numeric	79 unique values 0 missing
GENE2880X	numeric	76 unique values 0 missing
GENE2744X	numeric	70 unique values 7 missing
GENE2743X	numeric	78 unique values 8 missing
GENE2751X	numeric	78 unique values 0 missing
GENE2752X	numeric	74 unique values 7 missing
GENE303X	numeric	71 unique values 0 missing
GENE288X	numeric	75 unique values 6 missing
GENE289X	numeric	78 unique values 2 missing
GENE290X	numeric	72 unique values 8 missing
GENE291X	numeric	73 unique values 5 missing
GENE292X	numeric	77 unique values 0 missing
GENE293X	numeric	69 unique values 1 missing
GENE294X	numeric	76 unique values 4 missing
GENE295X	numeric	72 unique values 1 missing
GENE296X	numeric	76 unique values 2 missing
GENE297X	numeric	72 unique values 1 missing
GENE2857X	numeric	75 unique values 6 missing
GENE2858X	numeric	80 unique values 2 missing
GENE2859X	numeric	75 unique values 1 missing
GENE2860X	numeric	76 unique values 0 missing
GENE2861X	numeric	64 unique values 10 missing
GENE2862X	numeric	77 unique values 9 missing
GENE2879X	numeric	72 unique values 7 missing
GENE3005X	numeric	71 unique values 7 missing
GENE3004X	numeric	67 unique values 16 missing
GENE3003X	numeric	74 unique values 10 missing
GENE3002X	numeric	68 unique values 7 missing
GENE314X	numeric	76 unique values 1 missing
GENE2869X	numeric	78 unique values 3 missing
GENE2868X	numeric	79 unique values 2 missing
GENE2867X	numeric	72 unique values 0 missing
GENE2863X	numeric	78 unique values 7 missing
GENE2742X	numeric	79 unique values 4 missing
GENE2748X	numeric	66 unique values 14 missing
GENE2770X	numeric	81 unique values 9 missing
GENE2771X	numeric	69 unique values 12 missing
GENE2769X	numeric	69 unique values 6 missing
GENE2852X	numeric	68 unique values 7 missing
GENE2849X	numeric	77 unique values 2 missing
GENE2850X	numeric	75 unique values 7 missing
GENE2851X	numeric	70 unique values 10 missing
GENE2847X	numeric	74 unique values 0 missing
GENE2848X	numeric	73 unique values 0 missing
GENE2846X	numeric	76 unique values 1 missing
GENE2809X	numeric	80 unique values 0 missing
GENE2808X	numeric	84 unique values 2 missing
GENE2845X	numeric	68 unique values 3 missing
GENE2816X	numeric	84 unique values 1 missing
GENE2844X	numeric	71 unique values 3 missing
GENE2813X	numeric	77 unique values 2 missing
GENE2814X	numeric	74 unique values 3 missing
GENE2840X	numeric	75 unique values 10 missing
GENE2838X	numeric	68 unique values 13 missing
GENE2839X	numeric	72 unique values 3 missing
GENE2828X	numeric	74 unique values 0 missing
GENE2826X	numeric	74 unique values 1 missing
GENE2829X	numeric	83 unique values 2 missing
GENE2822X	numeric	88 unique values 0 missing
GENE2823X	numeric	74 unique values 7 missing
GENE2821X	numeric	81 unique values 4 missing
GENE2824X	numeric	72 unique values 3 missing
GENE2825X	numeric	76 unique values 11 missing
GENE2820X	numeric	71 unique values 1 missing
GENE2819X	numeric	76 unique values 2 missing
GENE2827X	numeric	70 unique values 9 missing
GENE2817X	numeric	80 unique values 4 missing
GENE2831X	numeric	77 unique values 5 missing
GENE2832X	numeric	76 unique values 11 missing
GENE2837X	numeric	75 unique values 8 missing
GENE2818X	numeric	81 unique values 6 missing
GENE2830X	numeric	67 unique values 15 missing
GENE2833X	numeric	73 unique values 15 missing
GENE2835X	numeric	75 unique values 9 missing
GENE2836X	numeric	73 unique values 10 missing
GENE2815X	numeric	84 unique values 0 missing
GENE2841X	numeric	72 unique values 1 missing
GENE2843X	numeric	69 unique values 11 missing
GENE2842X	numeric	73 unique values 11 missing
GENE2834X	numeric	82 unique values 3 missing
GENE2812X	numeric	77 unique values 0 missing
GENE2811X	numeric	84 unique values 0 missing
GENE2810X	numeric	69 unique values 7 missing
GENE2144X	numeric	83 unique values 3 missing
GENE2143X	numeric	72 unique values 1 missing
GENE2803X	numeric	72 unique values 16 missing
GENE2804X	numeric	61 unique values 15 missing
GENE2805X	numeric	77 unique values 1 missing
GENE2806X	numeric	76 unique values 9 missing
GENE2796X	numeric	83 unique values 0 missing
GENE2802X	numeric	71 unique values 10 missing
GENE2807X	numeric	69 unique values 13 missing
GENE2801X	numeric	73 unique values 2 missing
GENE2800X	numeric	80 unique values 5 missing
GENE2799X	numeric	75 unique values 0 missing
GENE2798X	numeric	80 unique values 1 missing
GENE2797X	numeric	78 unique values 8 missing
GENE2786X	numeric	78 unique values 4 missing
GENE2753X	numeric	78 unique values 2 missing
GENE2781X	numeric	75 unique values 2 missing
GENE2780X	numeric	73 unique values 1 missing
GENE2779X	numeric	71 unique values 0 missing
GENE2784X	numeric	65 unique values 4 missing
GENE2792X	numeric	71 unique values 3 missing
GENE2791X	numeric	76 unique values 3 missing
GENE2790X	numeric	76 unique values 1 missing
GENE2795X	numeric	69 unique values 15 missing
GENE2794X	numeric	78 unique values 0 missing
GENE2793X	numeric	70 unique values 14 missing
GENE2785X	numeric	73 unique values 2 missing
GENE2789X	numeric	72 unique values 4 missing
GENE2788X	numeric	77 unique values 8 missing
GENE2787X	numeric	72 unique values 16 missing
GENE2783X	numeric	77 unique values 5 missing
GENE2782X	numeric	79 unique values 0 missing
GENE2777X	numeric	77 unique values 0 missing
GENE2853X	numeric	71 unique values 6 missing
GENE2854X	numeric	72 unique values 7 missing
GENE2773X	numeric	68 unique values 14 missing
GENE2774X	numeric	76 unique values 5 missing
GENE2775X	numeric	76 unique values 9 missing
GENE2776X	numeric	75 unique values 6 missing
GENE2855X	numeric	61 unique values 12 missing
GENE2772X	numeric	75 unique values 8 missing
GENE2778X	numeric	67 unique values 1 missing
GENE2749X	numeric	75 unique values 3 missing
GENE2864X	numeric	69 unique values 9 missing
GENE2856X	numeric	77 unique values 2 missing
GENE2768X	numeric	83 unique values 2 missing
GENE2767X	numeric	84 unique values 1 missing
GENE2766X	numeric	79 unique values 0 missing
GENE2765X	numeric	79 unique values 0 missing
GENE2764X	numeric	78 unique values 1 missing
GENE2763X	numeric	70 unique values 2 missing
GENE2762X	numeric	75 unique values 9 missing
GENE2761X	numeric	84 unique values 2 missing
GENE2760X	numeric	79 unique values 1 missing
GENE2759X	numeric	80 unique values 2 missing
GENE2758X	numeric	87 unique values 1 missing
GENE2757X	numeric	77 unique values 13 missing
GENE2756X	numeric	81 unique values 6 missing
GENE2755X	numeric	74 unique values 9 missing
GENE2754X	numeric	73 unique values 7 missing
GENE2865X	numeric	71 unique values 2 missing
GENE2866X	numeric	75 unique values 2 missing
GENE2750X	numeric	79 unique values 6 missing
GENE2746X	numeric	74 unique values 5 missing
GENE2745X	numeric	76 unique values 3 missing
GENE2872X	numeric	74 unique values 4 missing
GENE2870X	numeric	76 unique values 0 missing
GENE2712X	numeric	69 unique values 14 missing
GENE2747X	numeric	76 unique values 3 missing
GENE2883X	numeric	74 unique values 1 missing
GENE2876X	numeric	63 unique values 15 missing
GENE279X	numeric	82 unique values 3 missing
GENE280X	numeric	70 unique values 16 missing
GENE2895X	numeric	79 unique values 4 missing
GENE2896X	numeric	74 unique values 1 missing
GENE2650X	numeric	71 unique values 0 missing
GENE2651X	numeric	68 unique values 11 missing
GENE2897X	numeric	77 unique values 2 missing
GENE2898X	numeric	76 unique values 6 missing
GENE2899X	numeric	82 unique values 4 missing
GENE1955X	numeric	69 unique values 3 missing
GENE2918X	numeric	74 unique values 0 missing
GENE2917X	numeric	70 unique values 5 missing
GENE2690X	numeric	83 unique values 0 missing
GENE2913X	numeric	72 unique values 9 missing
GENE2914X	numeric	75 unique values 4 missing
GENE2915X	numeric	74 unique values 5 missing
GENE2916X	numeric	71 unique values 1 missing
GENE2660X	numeric	72 unique values 3 missing
GENE1957X	numeric	72 unique values 4 missing
GENE2691X	numeric	75 unique values 7 missing
GENE2923X	numeric	70 unique values 6 missing
GENE2922X	numeric	74 unique values 2 missing
GENE2905X	numeric	73 unique values 5 missing
GENE2901X	numeric	70 unique values 7 missing
GENE2689X	numeric	72 unique values 6 missing
GENE2686X	numeric	72 unique values 5 missing
GENE2910X	numeric	63 unique values 18 missing
GENE2911X	numeric	67 unique values 4 missing
GENE2128X	numeric	68 unique values 7 missing
GENE2640X	numeric	71 unique values 3 missing
GENE2706X	numeric	61 unique values 14 missing
GENE2683X	numeric	74 unique values 1 missing
GENE2682X	numeric	75 unique values 9 missing
GENE2681X	numeric	73 unique values 0 missing
GENE2649X	numeric	77 unique values 1 missing
GENE2648X	numeric	77 unique values 0 missing
GENE2647X	numeric	77 unique values 4 missing
GENE2684X	numeric	68 unique values 12 missing
GENE231X	numeric	80 unique values 0 missing
GENE2942X	numeric	66 unique values 4 missing
GENE2945X	numeric	55 unique values 10 missing
GENE2944X	numeric	62 unique values 16 missing
GENE2943X	numeric	72 unique values 3 missing
GENE2940X	numeric	72 unique values 7 missing
GENE2656X	numeric	72 unique values 2 missing
GENE2655X	numeric	72 unique values 0 missing
GENE2654X	numeric	68 unique values 2 missing
GENE2652X	numeric	78 unique values 2 missing
GENE2653X	numeric	67 unique values 1 missing
GENE3001X	numeric	66 unique values 12 missing
GENE2637X	numeric	75 unique values 7 missing
GENE2638X	numeric	70 unique values 6 missing
GENE2641X	numeric	76 unique values 0 missing
GENE3039X	numeric	67 unique values 6 missing
GENE2950X	numeric	66 unique values 10 missing
GENE2951X	numeric	66 unique values 13 missing
GENE2972X	numeric	75 unique values 3 missing
GENE2633X	numeric	62 unique values 13 missing

Show first 100 features

107 properties

NumberOfInstances

Number of instances (rows) of the dataset.

NumberOfFeatures

4027

Number of attributes (columns) of the dataset.

NumberOfClasses

Number of distinct values of the target attribute (if it is nominal).

NumberOfMissingValues

19667

Number of missing values in the dataset.

NumberOfInstancesWithMissingValues

Number of instances with at least one value missing.

NumberOfNumericFeatures

4026

Number of numeric attributes.

NumberOfSymbolicFeatures

Number of nominal attributes.

AutoCorrelation

0.84

Average class difference between consecutive instances.

CfsSubsetEval_DecisionStumpAUC

0.8

Area Under the ROC Curve achieved by the landmarker weka.classifiers.trees.DecisionStump -E "weka.attributeSelection.CfsSubsetEval -P 1 -E 1" -S "weka.attributeSelection.BestFirst -D 1 -N 5" -W

CfsSubsetEval_DecisionStumpErrRate

0.34

Error rate achieved by the landmarker weka.classifiers.trees.DecisionStump -E "weka.attributeSelection.CfsSubsetEval -P 1 -E 1" -S "weka.attributeSelection.BestFirst -D 1 -N 5" -W

CfsSubsetEval_DecisionStumpKappa

0.53

Kappa coefficient achieved by the landmarker weka.classifiers.trees.DecisionStump -E "weka.attributeSelection.CfsSubsetEval -P 1 -E 1" -S "weka.attributeSelection.BestFirst -D 1 -N 5" -W

CfsSubsetEval_NaiveBayesAUC

0.8

Area Under the ROC Curve achieved by the landmarker weka.classifiers.bayes.NaiveBayes -E "weka.attributeSelection.CfsSubsetEval -P 1 -E 1" -S "weka.attributeSelection.BestFirst -D 1 -N 5" -W

CfsSubsetEval_NaiveBayesErrRate

0.34

Error rate achieved by the landmarker weka.classifiers.bayes.NaiveBayes -E "weka.attributeSelection.CfsSubsetEval -P 1 -E 1" -S "weka.attributeSelection.BestFirst -D 1 -N 5" -W

CfsSubsetEval_NaiveBayesKappa

0.53

Kappa coefficient achieved by the landmarker weka.classifiers.bayes.NaiveBayes -E "weka.attributeSelection.CfsSubsetEval -P 1 -E 1" -S "weka.attributeSelection.BestFirst -D 1 -N 5" -W

CfsSubsetEval_kNN1NAUC

0.8

Area Under the ROC Curve achieved by the landmarker weka.classifiers.lazy.IBk -E "weka.attributeSelection.CfsSubsetEval -P 1 -E 1" -S "weka.attributeSelection.BestFirst -D 1 -N 5" -W

CfsSubsetEval_kNN1NErrRate

0.34

Error rate achieved by the landmarker weka.classifiers.lazy.IBk -E "weka.attributeSelection.CfsSubsetEval -P 1 -E 1" -S "weka.attributeSelection.BestFirst -D 1 -N 5" -W

CfsSubsetEval_kNN1NKappa

0.53

Kappa coefficient achieved by the landmarker weka.classifiers.lazy.IBk -E "weka.attributeSelection.CfsSubsetEval -P 1 -E 1" -S "weka.attributeSelection.BestFirst -D 1 -N 5" -W

ClassEntropy

2.45

Entropy of the target attribute values.

DecisionStumpAUC

0.73

Area Under the ROC Curve achieved by the landmarker weka.classifiers.trees.DecisionStump

DecisionStumpErrRate

0.53

Error rate achieved by the landmarker weka.classifiers.trees.DecisionStump

DecisionStumpKappa

0.24

Kappa coefficient achieved by the landmarker weka.classifiers.trees.DecisionStump

Dimensionality

41.95

Number of attributes divided by the number of instances.

EquivalentNumberOfAtts

Number of attributes needed to optimally describe the class (under the assumption of independence among attributes). Equals ClassEntropy divided by MeanMutualInformation.

J48.00001.AUC

0.75

Area Under the ROC Curve achieved by the landmarker weka.classifiers.trees.J48 -C .00001

J48.00001.ErrRate

0.36

Error rate achieved by the landmarker weka.classifiers.trees.J48 -C .00001

J48.00001.Kappa

0.48

Kappa coefficient achieved by the landmarker weka.classifiers.trees.J48 -C .00001

J48.0001.AUC

0.75

Area Under the ROC Curve achieved by the landmarker weka.classifiers.trees.J48 -C .0001

J48.0001.ErrRate

0.36

Error rate achieved by the landmarker weka.classifiers.trees.J48 -C .0001

J48.0001.Kappa

0.48

Kappa coefficient achieved by the landmarker weka.classifiers.trees.J48 -C .0001

J48.001.AUC

0.75

Area Under the ROC Curve achieved by the landmarker weka.classifiers.trees.J48 -C .001

J48.001.ErrRate

0.36

Error rate achieved by the landmarker weka.classifiers.trees.J48 -C .001

J48.001.Kappa

0.48

Kappa coefficient achieved by the landmarker weka.classifiers.trees.J48 -C .001

MajorityClassPercentage

47.92

Percentage of instances belonging to the most frequent class.

MajorityClassSize

Number of instances belonging to the most frequent class.

MaxAttributeEntropy

Maximum entropy among attributes.

MaxKurtosisOfNumericAtts

25.96

Maximum kurtosis among attributes of the numeric type.

MaxMeansOfNumericAtts

Maximum of means among attributes of the numeric type.

MaxMutualInformation

Maximum mutual information between the nominal attributes and the target attribute.

MaxNominalAttDistinctValues

The maximum number of distinct values among attributes of the nominal type.

MaxSkewnessOfNumericAtts

3.8

Maximum skewness among attributes of the numeric type.

MaxStdDevOfNumericAtts

2.58

Maximum standard deviation of attributes of the numeric type.

MeanAttributeEntropy

Average entropy of the attributes.

MeanKurtosisOfNumericAtts

0.87

Mean kurtosis among attributes of the numeric type.

MeanMeansOfNumericAtts

0.01

Mean of means among attributes of the numeric type.

MeanMutualInformation

Average mutual information between the nominal attributes and the target attribute.

MeanNoiseToSignalRatio

An estimate of the amount of irrelevant information in the attributes regarding the class. Equals (MeanAttributeEntropy - MeanMutualInformation) divided by MeanMutualInformation.

MeanNominalAttDistinctValues

Average number of distinct values among the attributes of the nominal type.

MeanSkewnessOfNumericAtts

0.11

Mean skewness among attributes of the numeric type.

MeanStdDevOfNumericAtts

0.73

Mean standard deviation of attributes of the numeric type.

MinAttributeEntropy

Minimal entropy among attributes.

MinKurtosisOfNumericAtts

-1.44

Minimum kurtosis among attributes of the numeric type.

MinMeansOfNumericAtts

-0.92

Minimum of means among attributes of the numeric type.

MinMutualInformation

Minimal mutual information between the nominal attributes and the target attribute.

MinNominalAttDistinctValues

The minimal number of distinct values among attributes of the nominal type.

MinSkewnessOfNumericAtts

-3.37

Minimum skewness among attributes of the numeric type.

MinStdDevOfNumericAtts

0.27

Minimum standard deviation of attributes of the numeric type.

MinorityClassPercentage

2.08

Percentage of instances belonging to the least frequent class.

MinorityClassSize

Number of instances belonging to the least frequent class.

NaiveBayesAUC

0.57

Area Under the ROC Curve achieved by the landmarker weka.classifiers.bayes.NaiveBayes

NaiveBayesErrRate

0.45

Error rate achieved by the landmarker weka.classifiers.bayes.NaiveBayes

NaiveBayesKappa

0.18

Kappa coefficient achieved by the landmarker weka.classifiers.bayes.NaiveBayes

NumberOfBinaryFeatures

Number of binary attributes.

PercentageOfBinaryFeatures

Percentage of binary attributes.

PercentageOfInstancesWithMissingValues

92.71

Percentage of instances having missing values.

PercentageOfMissingValues

5.09

Percentage of missing values.

PercentageOfNumericFeatures

99.98

Percentage of numeric attributes.

PercentageOfSymbolicFeatures

0.02

Percentage of nominal attributes.

Quartile1AttributeEntropy

First quartile of entropy among attributes.

Quartile1KurtosisOfNumericAtts

-0.15

First quartile of kurtosis among attributes of the numeric type.

Quartile1MeansOfNumericAtts

-0.03

First quartile of means among attributes of the numeric type.

Quartile1MutualInformation

First quartile of mutual information between the nominal attributes and the target attribute.

Quartile1SkewnessOfNumericAtts

-0.25

First quartile of skewness among attributes of the numeric type.

Quartile1StdDevOfNumericAtts

0.51

First quartile of standard deviation of attributes of the numeric type.

Quartile2AttributeEntropy

Second quartile (Median) of entropy among attributes.

Quartile2KurtosisOfNumericAtts

0.39

Second quartile (Median) of kurtosis among attributes of the numeric type.

Quartile2MeansOfNumericAtts

0.01

Second quartile (Median) of means among attributes of the numeric type.

Quartile2MutualInformation

Second quartile (Median) of mutual information between the nominal attributes and the target attribute.

Quartile2SkewnessOfNumericAtts

0.09

Second quartile (Median) of skewness among attributes of the numeric type.

Quartile2StdDevOfNumericAtts

0.64

Second quartile (Median) of standard deviation of attributes of the numeric type.

Quartile3AttributeEntropy

Third quartile of entropy among attributes.

Quartile3KurtosisOfNumericAtts

1.22

Third quartile of kurtosis among attributes of the numeric type.

Quartile3MeansOfNumericAtts

0.06

Third quartile of means among attributes of the numeric type.

Quartile3MutualInformation

Third quartile of mutual information between the nominal attributes and the target attribute.

Quartile3SkewnessOfNumericAtts

0.45

Third quartile of skewness among attributes of the numeric type.

Quartile3StdDevOfNumericAtts

0.86

Third quartile of standard deviation of attributes of the numeric type.

REPTreeDepth1AUC

0.72

Area Under the ROC Curve achieved by the landmarker weka.classifiers.trees.REPTree -L 1

REPTreeDepth1ErrRate

0.48

Error rate achieved by the landmarker weka.classifiers.trees.REPTree -L 1

REPTreeDepth1Kappa

0.22

Kappa coefficient achieved by the landmarker weka.classifiers.trees.REPTree -L 1

REPTreeDepth2AUC

0.72

Area Under the ROC Curve achieved by the landmarker weka.classifiers.trees.REPTree -L 2

REPTreeDepth2ErrRate

0.48

Error rate achieved by the landmarker weka.classifiers.trees.REPTree -L 2

REPTreeDepth2Kappa

0.22

Kappa coefficient achieved by the landmarker weka.classifiers.trees.REPTree -L 2

REPTreeDepth3AUC

0.72

Area Under the ROC Curve achieved by the landmarker weka.classifiers.trees.REPTree -L 3

REPTreeDepth3ErrRate

0.48

Error rate achieved by the landmarker weka.classifiers.trees.REPTree -L 3

REPTreeDepth3Kappa

0.22

Kappa coefficient achieved by the landmarker weka.classifiers.trees.REPTree -L 3

RandomTreeDepth1AUC

0.69

Area Under the ROC Curve achieved by the landmarker weka.classifiers.trees.RandomTree -depth 1

RandomTreeDepth1ErrRate

0.49

Error rate achieved by the landmarker weka.classifiers.trees.RandomTree -depth 1

RandomTreeDepth1Kappa

0.33

Kappa coefficient achieved by the landmarker weka.classifiers.trees.RandomTree -depth 1

RandomTreeDepth2AUC

0.69

Area Under the ROC Curve achieved by the landmarker weka.classifiers.trees.RandomTree -depth 2

RandomTreeDepth2ErrRate

0.49

Error rate achieved by the landmarker weka.classifiers.trees.RandomTree -depth 2

RandomTreeDepth2Kappa

0.33

Kappa coefficient achieved by the landmarker weka.classifiers.trees.RandomTree -depth 2

RandomTreeDepth3AUC

0.69

Area Under the ROC Curve achieved by the landmarker weka.classifiers.trees.RandomTree -depth 3

RandomTreeDepth3ErrRate

0.49

Error rate achieved by the landmarker weka.classifiers.trees.RandomTree -depth 3

RandomTreeDepth3Kappa

0.33

Kappa coefficient achieved by the landmarker weka.classifiers.trees.RandomTree -depth 3

StdvNominalAttDistinctValues

Standard deviation of the number of distinct values among attributes of the nominal type.

kNN1NAUC

0.77

Area Under the ROC Curve achieved by the landmarker weka.classifiers.lazy.IBk

kNN1NErrRate

0.28

Error rate achieved by the landmarker weka.classifiers.lazy.IBk

kNN1NKappa

0.57

Kappa coefficient achieved by the landmarker weka.classifiers.lazy.IBk

Show all 107 properties

23 tasks

Supervised Classification on lymphoma_9classes

175 runs - estimation_procedure: 10-fold Crossvalidation - evaluation_measure: predictive_accuracy - target_feature: class

Supervised Classification on lymphoma_9classes

121 runs - estimation_procedure: 10 times 10-fold Crossvalidation - evaluation_measure: predictive_accuracy - target_feature: class

Supervised Classification on lymphoma_9classes

0 runs - estimation_procedure: 10-fold Crossvalidation - evaluation_measure: precision - target_feature: class

Learning Curve on lymphoma_9classes

0 runs - estimation_procedure: 10-fold Learning Curve - target_feature: class

Learning Curve on lymphoma_9classes

0 runs - estimation_procedure: 10-fold Learning Curve - target_feature: class

Learning Curve on lymphoma_9classes

0 runs - estimation_procedure: 10-fold Learning Curve - target_feature: class

Learning Curve on lymphoma_9classes

0 runs - estimation_procedure: 10-fold Learning Curve - target_feature: class

Learning Curve on lymphoma_9classes

0 runs - estimation_procedure: 10-fold Learning Curve - target_feature: class

Learning Curve on lymphoma_9classes

0 runs - estimation_procedure: 10-fold Learning Curve - target_feature: class

Learning Curve on lymphoma_9classes

0 runs - estimation_procedure: 10-fold Learning Curve - target_feature: class

Learning Curve on lymphoma_9classes

0 runs - estimation_procedure: 10-fold Learning Curve - target_feature: class

Supervised Data Stream Classification on lymphoma_9classes

0 runs - estimation_procedure: Interleaved Test then Train - target_feature: class

Clustering on lymphoma_9classes

0 runs

Clustering on lymphoma_9classes