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_2classes

active ARFF Publicly available Visibility: public Uploaded 07-10-2014 by Joaquin Vanschoren
0 likes downloaded by 0 people , 0 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	2 unique values 0 missing
GENE1835X	numeric	34 unique values 2 missing
GENE3779X	numeric	40 unique values 1 missing
GENE2487X	numeric	43 unique values 1 missing
GENE2413X	numeric	40 unique values 5 missing
GENE2089X	numeric	42 unique values 0 missing
GENE3332X	numeric	45 unique values 0 missing
GENE3098X	numeric	39 unique values 0 missing
GENE2797X	numeric	39 unique values 3 missing
GENE1306X	numeric	42 unique values 0 missing
GENE1146X	numeric	43 unique values 1 missing
GENE906X	numeric	40 unique values 1 missing
GENE715X	numeric	39 unique values 2 missing
GENE265X	numeric	37 unique values 0 missing
GENE77X	numeric	38 unique values 1 missing
GENE1124X	numeric	40 unique values 0 missing
GENE1747X	numeric	40 unique values 0 missing
GENE1836X	numeric	38 unique values 2 missing
GENE3778X	numeric	40 unique values 1 missing
GENE2488X	numeric	42 unique values 2 missing
GENE2414X	numeric	36 unique values 7 missing
GENE2088X	numeric	40 unique values 2 missing
GENE3333X	numeric	41 unique values 0 missing
GENE3097X	numeric	40 unique values 0 missing
GENE2786X	numeric	39 unique values 1 missing
GENE1337X	numeric	43 unique values 0 missing
GENE1161X	numeric	44 unique values 0 missing
GENE905X	numeric	38 unique values 0 missing
GENE716X	numeric	39 unique values 0 missing
GENE266X	numeric	39 unique values 0 missing
GENE3157X	numeric	41 unique values 1 missing
GENE1125X	numeric	43 unique values 0 missing
GENE1748X	numeric	40 unique values 0 missing
GENE1865X	numeric	40 unique values 0 missing
GENE3777X	numeric	41 unique values 0 missing
GENE2489X	numeric	42 unique values 1 missing
GENE2382X	numeric	36 unique values 4 missing
GENE2087X	numeric	36 unique values 4 missing
GENE3334X	numeric	40 unique values 3 missing
GENE3032X	numeric	38 unique values 0 missing
GENE2753X	numeric	41 unique values 0 missing
GENE1338X	numeric	36 unique values 4 missing
GENE1148X	numeric	40 unique values 0 missing
GENE382X	numeric	43 unique values 0 missing
GENE717X	numeric	38 unique values 0 missing
GENE310X	numeric	36 unique values 1 missing
GENE78X	numeric	40 unique values 0 missing
GENE1126X	numeric	38 unique values 0 missing
GENE1749X	numeric	40 unique values 1 missing
GENE1380X	numeric	36 unique values 5 missing
GENE3776X	numeric	42 unique values 0 missing
GENE2490X	numeric	38 unique values 2 missing
GENE2381X	numeric	35 unique values 8 missing
GENE2086X	numeric	37 unique values 5 missing
GENE3335X	numeric	40 unique values 2 missing
GENE3033X	numeric	36 unique values 0 missing
GENE2781X	numeric	40 unique values 0 missing
GENE1339X	numeric	36 unique values 4 missing
GENE1149X	numeric	42 unique values 0 missing
GENE901X	numeric	36 unique values 0 missing
GENE692X	numeric	42 unique values 1 missing
GENE311X	numeric	31 unique values 0 missing
GENE79X	numeric	40 unique values 0 missing
GENE1127X	numeric	42 unique values 0 missing
GENE1750X	numeric	38 unique values 1 missing
GENE1933X	numeric	35 unique values 4 missing
GENE3775X	numeric	39 unique values 0 missing
GENE2491X	numeric	40 unique values 0 missing
GENE2380X	numeric	42 unique values 0 missing
GENE2085X	numeric	38 unique values 2 missing
GENE3336X	numeric	41 unique values 3 missing
GENE3034X	numeric	34 unique values 1 missing
GENE2780X	numeric	34 unique values 1 missing
GENE2016X	numeric	41 unique values 1 missing
GENE1150X	numeric	41 unique values 0 missing
GENE902X	numeric	35 unique values 0 missing
GENE691X	numeric	41 unique values 0 missing
GENE312X	numeric	41 unique values 0 missing
GENE80X	numeric	33 unique values 2 missing
GENE1128X	numeric	41 unique values 0 missing
GENE1751X	numeric	38 unique values 0 missing
GENE1932X	numeric	39 unique values 1 missing
GENE3774X	numeric	41 unique values 0 missing
GENE1887X	numeric	38 unique values 3 missing
GENE2379X	numeric	41 unique values 1 missing
GENE2083X	numeric	42 unique values 0 missing
GENE3337X	numeric	39 unique values 1 missing
GENE3035X	numeric	37 unique values 0 missing
GENE2779X	numeric	37 unique values 0 missing
GENE1950X	numeric	37 unique values 5 missing
GENE1151X	numeric	43 unique values 0 missing
GENE383X	numeric	39 unique values 0 missing
GENE718X	numeric	41 unique values 0 missing
GENE313X	numeric	39 unique values 4 missing
GENE4023X	numeric	33 unique values 0 missing
GENE1129X	numeric	43 unique values 0 missing
GENE1743X	numeric	35 unique values 2 missing
GENE1931X	numeric	40 unique values 1 missing
GENE3773X	numeric	36 unique values 1 missing
GENE1888X	numeric	41 unique values 3 missing
GENE2378X	numeric	42 unique values 0 missing
GENE2436X	numeric	38 unique values 1 missing
GENE3338X	numeric	40 unique values 0 missing
GENE3036X	numeric	35 unique values 3 missing
GENE2784X	numeric	34 unique values 1 missing
GENE2018X	numeric	38 unique values 0 missing
GENE1162X	numeric	39 unique values 0 missing
GENE319X	numeric	36 unique values 0 missing
GENE719X	numeric	40 unique values 0 missing
GENE935X	numeric	38 unique values 0 missing
GENE3983X	numeric	38 unique values 3 missing
GENE1130X	numeric	43 unique values 0 missing
GENE1737X	numeric	36 unique values 5 missing
GENE1930X	numeric	41 unique values 0 missing
GENE3772X	numeric	42 unique values 0 missing
GENE2467X	numeric	39 unique values 3 missing
GENE2377X	numeric	36 unique values 7 missing
GENE2464X	numeric	40 unique values 3 missing
GENE3339X	numeric	41 unique values 0 missing
GENE3037X	numeric	33 unique values 6 missing
GENE2792X	numeric	38 unique values 3 missing
GENE2019X	numeric	39 unique values 3 missing
GENE1163X	numeric	34 unique values 4 missing
GENE1531X	numeric	38 unique values 0 missing
GENE720X	numeric	41 unique values 0 missing
GENE934X	numeric	39 unique values 1 missing
GENE3982X	numeric	43 unique values 0 missing
GENE1131X	numeric	43 unique values 0 missing
GENE1729X	numeric	38 unique values 1 missing
GENE3129X	numeric	43 unique values 0 missing
GENE3771X	numeric	39 unique values 0 missing
GENE2549X	numeric	39 unique values 3 missing
GENE2376X	numeric	38 unique values 5 missing
GENE2463X	numeric	35 unique values 8 missing
GENE3340X	numeric	42 unique values 0 missing
GENE3038X	numeric	41 unique values 0 missing
GENE2791X	numeric	42 unique values 2 missing
GENE1976X	numeric	37 unique values 2 missing
GENE54X	numeric	35 unique values 3 missing
GENE1530X	numeric	40 unique values 0 missing
GENE721X	numeric	39 unique values 0 missing
GENE1060X	numeric	41 unique values 0 missing
GENE1438X	numeric	40 unique values 0 missing
GENE1132X	numeric	39 unique values 4 missing
GENE1728X	numeric	41 unique values 0 missing
GENE3126X	numeric	40 unique values 0 missing
GENE3770X	numeric	42 unique values 0 missing
GENE1913X	numeric	36 unique values 1 missing
GENE2375X	numeric	37 unique values 1 missing
GENE2462X	numeric	37 unique values 6 missing
GENE3341X	numeric	42 unique values 0 missing
GENE2484X	numeric	38 unique values 0 missing
GENE2790X	numeric	39 unique values 0 missing
GENE2021X	numeric	37 unique values 5 missing
GENE1154X	numeric	40 unique values 0 missing
GENE236X	numeric	40 unique values 0 missing
GENE722X	numeric	40 unique values 2 missing
GENE428X	numeric	39 unique values 0 missing
GENE1470X	numeric	40 unique values 2 missing
GENE1797X	numeric	40 unique values 1 missing
GENE1727X	numeric	41 unique values 1 missing
GENE0X	numeric	35 unique values 4 missing
GENE3769X	numeric	42 unique values 0 missing
GENE1385X	numeric	36 unique values 3 missing
GENE2355X	numeric	40 unique values 0 missing
GENE2461X	numeric	40 unique values 3 missing
GENE3314X	numeric	42 unique values 0 missing
GENE2483X	numeric	43 unique values 0 missing
GENE2795X	numeric	33 unique values 8 missing
GENE2020X	numeric	37 unique values 4 missing
GENE1153X	numeric	41 unique values 0 missing
GENE235X	numeric	44 unique values 0 missing
GENE723X	numeric	41 unique values 0 missing
GENE420X	numeric	41 unique values 0 missing
GENE1471X	numeric	34 unique values 4 missing
GENE1796X	numeric	42 unique values 0 missing
GENE1726X	numeric	40 unique values 0 missing
GENE3115X	numeric	33 unique values 4 missing
GENE3768X	numeric	42 unique values 0 missing
GENE1893X	numeric	35 unique values 6 missing
GENE2354X	numeric	38 unique values 2 missing
GENE2460X	numeric	42 unique values 0 missing
GENE3313X	numeric	39 unique values 2 missing
GENE2482X	numeric	40 unique values 0 missing
GENE2794X	numeric	43 unique values 0 missing
GENE2010X	numeric	37 unique values 4 missing
GENE1152X	numeric	39 unique values 3 missing
GENE887X	numeric	34 unique values 1 missing
GENE724X	numeric	34 unique values 2 missing
GENE427X	numeric	37 unique values 3 missing
GENE3905X	numeric	34 unique values 0 missing
GENE1795X	numeric	41 unique values 1 missing
GENE1725X	numeric	42 unique values 1 missing
GENE3116X	numeric	42 unique values 0 missing
GENE3767X	numeric	44 unique values 0 missing
GENE1915X	numeric	37 unique values 1 missing
GENE2353X	numeric	41 unique values 0 missing
GENE1954X	numeric	36 unique values 1 missing
GENE3312X	numeric	40 unique values 3 missing
GENE2635X	numeric	35 unique values 4 missing
GENE2793X	numeric	36 unique values 7 missing
GENE2012X	numeric	37 unique values 4 missing
GENE1821X	numeric	39 unique values 0 missing
GENE888X	numeric	42 unique values 0 missing
GENE725X	numeric	42 unique values 0 missing
GENE404X	numeric	36 unique values 1 missing
GENE3906X	numeric	36 unique values 0 missing
GENE1794X	numeric	39 unique values 0 missing
GENE1724X	numeric	42 unique values 1 missing
GENE3117X	numeric	39 unique values 4 missing
GENE3766X	numeric	44 unique values 0 missing
GENE1914X	numeric	36 unique values 3 missing
GENE2352X	numeric	37 unique values 3 missing
GENE1975X	numeric	37 unique values 0 missing
GENE3311X	numeric	42 unique values 0 missing
GENE2636X	numeric	39 unique values 0 missing
GENE2785X	numeric	41 unique values 0 missing
GENE1342X	numeric	37 unique values 2 missing
GENE1820X	numeric	40 unique values 1 missing
GENE897X	numeric	36 unique values 2 missing
GENE685X	numeric	39 unique values 1 missing
GENE204X	numeric	40 unique values 2 missing
GENE28X	numeric	42 unique values 0 missing
GENE1793X	numeric	33 unique values 4 missing
GENE1723X	numeric	41 unique values 0 missing
GENE3118X	numeric	34 unique values 5 missing
GENE3765X	numeric	42 unique values 0 missing
GENE2688X	numeric	36 unique values 5 missing
GENE2351X	numeric	39 unique values 0 missing
GENE1974X	numeric	39 unique values 3 missing
GENE3309X	numeric	40 unique values 3 missing
GENE223X	numeric	36 unique values 0 missing
GENE2789X	numeric	39 unique values 2 missing
GENE2011X	numeric	33 unique values 4 missing
GENE1834X	numeric	34 unique values 5 missing
GENE896X	numeric	40 unique values 0 missing
GENE684X	numeric	41 unique values 0 missing
GENE203X	numeric	41 unique values 0 missing
GENE1842X	numeric	41 unique values 0 missing
GENE1792X	numeric	40 unique values 3 missing
GENE1722X	numeric	42 unique values 0 missing
GENE3073X	numeric	40 unique values 0 missing
GENE3764X	numeric	42 unique values 0 missing
GENE1922X	numeric	38 unique values 3 missing
GENE2350X	numeric	40 unique values 0 missing
GENE1973X	numeric	37 unique values 1 missing
GENE3308X	numeric	38 unique values 2 missing
GENE2639X	numeric	36 unique values 3 missing
GENE2788X	numeric	37 unique values 3 missing
GENE2722X	numeric	35 unique values 1 missing
GENE1833X	numeric	41 unique values 1 missing
GENE3629X	numeric	36 unique values 0 missing
GENE726X	numeric	40 unique values 0 missing
GENE202X	numeric	37 unique values 0 missing
GENE1439X	numeric	39 unique values 0 missing
GENE1791X	numeric	42 unique values 2 missing
GENE1721X	numeric	44 unique values 0 missing
GENE3072X	numeric	40 unique values 2 missing
GENE3763X	numeric	41 unique values 0 missing
GENE1919X	numeric	37 unique values 4 missing
GENE2349X	numeric	37 unique values 1 missing
GENE1964X	numeric	38 unique values 2 missing
GENE3307X	numeric	35 unique values 7 missing
GENE2946X	numeric	33 unique values 6 missing
GENE2787X	numeric	32 unique values 8 missing
GENE1981X	numeric	35 unique values 5 missing
GENE52X	numeric	38 unique values 0 missing
GENE165X	numeric	36 unique values 0 missing
GENE728X	numeric	40 unique values 0 missing
GENE426X	numeric	36 unique values 5 missing
GENE3187X	numeric	38 unique values 1 missing
GENE1790X	numeric	32 unique values 4 missing
GENE1572X	numeric	41 unique values 0 missing
GENE3067X	numeric	37 unique values 6 missing
GENE3762X	numeric	40 unique values 0 missing
GENE1918X	numeric	39 unique values 5 missing
GENE2348X	numeric	40 unique values 0 missing
GENE1963X	numeric	37 unique values 4 missing
GENE3303X	numeric	41 unique values 0 missing
GENE2947X	numeric	37 unique values 3 missing
GENE2783X	numeric	37 unique values 2 missing
GENE1982X	numeric	39 unique values 2 missing
GENE92X	numeric	39 unique values 0 missing
GENE423X	numeric	36 unique values 2 missing
GENE729X	numeric	41 unique values 0 missing
GENE425X	numeric	38 unique values 2 missing
GENE3179X	numeric	35 unique values 2 missing
GENE1348X	numeric	42 unique values 0 missing
GENE1717X	numeric	40 unique values 0 missing
GENE3068X	numeric	42 unique values 1 missing
GENE3761X	numeric	35 unique values 8 missing
GENE1920X	numeric	35 unique values 5 missing
GENE2347X	numeric	42 unique values 0 missing
GENE1966X	numeric	36 unique values 6 missing
GENE3310X	numeric	40 unique values 0 missing
GENE2948X	numeric	35 unique values 7 missing
GENE2782X	numeric	37 unique values 0 missing
GENE2003X	numeric	35 unique values 5 missing
GENE93X	numeric	41 unique values 0 missing
GENE415X	numeric	39 unique values 1 missing
GENE682X	numeric	39 unique values 0 missing
GENE424X	numeric	38 unique values 3 missing
GENE3180X	numeric	39 unique values 1 missing
GENE1551X	numeric	40 unique values 1 missing
GENE1718X	numeric	42 unique values 0 missing
GENE3069X	numeric	32 unique values 10 missing
GENE3760X	numeric	40 unique values 0 missing
GENE1917X	numeric	32 unique values 6 missing
GENE2345X	numeric	40 unique values 1 missing
GENE1967X	numeric	39 unique values 1 missing
GENE3266X	numeric	37 unique values 0 missing
GENE2949X	numeric	38 unique values 5 missing
GENE2777X	numeric	42 unique values 0 missing
GENE1987X	numeric	38 unique values 1 missing
GENE1087X	numeric	37 unique values 5 missing
GENE895X	numeric	39 unique values 1 missing
GENE681X	numeric	38 unique values 0 missing
GENE422X	numeric	37 unique values 1 missing
GENE3195X	numeric	37 unique values 4 missing
GENE1552X	numeric	41 unique values 1 missing
GENE1719X	numeric	43 unique values 0 missing
GENE2584X	numeric	31 unique values 6 missing
GENE3759X	numeric	42 unique values 0 missing
GENE1908X	numeric	37 unique values 2 missing
GENE2346X	numeric	40 unique values 0 missing
GENE1968X	numeric	35 unique values 1 missing
GENE3361X	numeric	45 unique values 0 missing
GENE2994X	numeric	36 unique values 3 missing
GENE2853X	numeric	40 unique values 0 missing
GENE1986X	numeric	39 unique values 1 missing
GENE1088X	numeric	40 unique values 0 missing
GENE373X	numeric	39 unique values 0 missing
GENE683X	numeric	40 unique values 2 missing
GENE407X	numeric	40 unique values 1 missing
GENE3194X	numeric	35 unique values 3 missing
GENE3964X	numeric	42 unique values 0 missing
GENE1720X	numeric	42 unique values 0 missing
GENE3070X	numeric	36 unique values 0 missing
GENE3758X	numeric	45 unique values 0 missing
GENE1907X	numeric	37 unique values 3 missing
GENE2344X	numeric	32 unique values 9 missing
GENE1969X	numeric	41 unique values 1 missing
GENE3298X	numeric	39 unique values 1 missing
GENE2932X	numeric	37 unique values 8 missing
GENE2854X	numeric	34 unique values 4 missing
GENE1997X	numeric	35 unique values 2 missing
GENE3075X	numeric	38 unique values 0 missing
GENE856X	numeric	38 unique values 1 missing
GENE733X	numeric	37 unique values 0 missing
GENE408X	numeric	44 unique values 0 missing
GENE3193X	numeric	40 unique values 2 missing
GENE1784X	numeric	38 unique values 0 missing
GENE3304X	numeric	40 unique values 2 missing
GENE1843X	numeric	39 unique values 2 missing
GENE3757X	numeric	42 unique values 0 missing
GENE1906X	numeric	34 unique values 4 missing
GENE2343X	numeric	41 unique values 0 missing
GENE1959X	numeric	36 unique values 1 missing
GENE3297X	numeric	41 unique values 3 missing
GENE2933X	numeric	38 unique values 3 missing
GENE2773X	numeric	33 unique values 7 missing
GENE1996X	numeric	42 unique values 2 missing
GENE3074X	numeric	43 unique values 0 missing
GENE863X	numeric	40 unique values 0 missing
GENE736X	numeric	40 unique values 0 missing
GENE409X	numeric	41 unique values 1 missing
GENE3192X	numeric	39 unique values 0 missing
GENE1785X	numeric	41 unique values 2 missing
GENE3607X	numeric	41 unique values 1 missing
GENE3166X	numeric	34 unique values 5 missing
GENE3756X	numeric	42 unique values 0 missing
GENE1905X	numeric	37 unique values 0 missing
GENE2342X	numeric	39 unique values 3 missing
GENE1960X	numeric	35 unique values 5 missing
GENE3296X	numeric	43 unique values 0 missing
GENE2995X	numeric	37 unique values 2 missing
GENE2774X	numeric	39 unique values 3 missing
GENE1995X	numeric	37 unique values 2 missing
GENE1X	numeric	37 unique values 1 missing
GENE862X	numeric	38 unique values 1 missing
GENE739X	numeric	41 unique values 0 missing
GENE410X	numeric	40 unique values 0 missing
GENE3200X	numeric	44 unique values 0 missing
GENE1786X	numeric	39 unique values 0 missing
GENE1569X	numeric	43 unique values 0 missing
GENE3165X	numeric	33 unique values 5 missing
GENE3755X	numeric	42 unique values 0 missing
GENE1904X	numeric	35 unique values 4 missing
GENE2341X	numeric	36 unique values 0 missing
GENE1970X	numeric	36 unique values 0 missing
GENE3295X	numeric	40 unique values 2 missing
GENE2941X	numeric	42 unique values 0 missing
GENE2775X	numeric	38 unique values 5 missing
GENE1994X	numeric	38 unique values 1 missing
GENE3030X	numeric	40 unique values 0 missing
GENE861X	numeric	37 unique values 4 missing
GENE734X	numeric	42 unique values 0 missing
GENE544X	numeric	42 unique values 0 missing
GENE3199X	numeric	41 unique values 0 missing
GENE1506X	numeric	40 unique values 2 missing
GENE1570X	numeric	41 unique values 1 missing
GENE1885X	numeric	35 unique values 7 missing
GENE3754X	numeric	43 unique values 1 missing
GENE1903X	numeric	35 unique values 4 missing
GENE2340X	numeric	42 unique values 0 missing
GENE1971X	numeric	40 unique values 0 missing
GENE3366X	numeric	43 unique values 0 missing
GENE2672X	numeric	34 unique values 1 missing
GENE2776X	numeric	38 unique values 3 missing
GENE1993X	numeric	38 unique values 1 missing
GENE3029X	numeric	40 unique values 0 missing
GENE860X	numeric	41 unique values 0 missing
GENE735X	numeric	40 unique values 0 missing
GENE411X	numeric	35 unique values 1 missing
GENE3198X	numeric	38 unique values 1 missing
GENE1507X	numeric	36 unique values 0 missing
GENE1571X	numeric	40 unique values 0 missing
GENE3385X	numeric	40 unique values 0 missing
GENE3753X	numeric	43 unique values 0 missing
GENE1902X	numeric	38 unique values 2 missing
GENE2339X	numeric	37 unique values 3 missing
GENE1972X	numeric	40 unique values 0 missing
GENE3251X	numeric	35 unique values 7 missing
GENE2673X	numeric	39 unique values 0 missing
GENE2855X	numeric	32 unique values 4 missing
GENE1992X	numeric	36 unique values 0 missing
GENE3100X	numeric	33 unique values 1 missing
GENE859X	numeric	38 unique values 0 missing
GENE742X	numeric	41 unique values 0 missing
GENE744X	numeric	38 unique values 0 missing
GENE3201X	numeric	40 unique values 1 missing
GENE1508X	numeric	33 unique values 4 missing
GENE3613X	numeric	41 unique values 1 missing
GENE3384X	numeric	41 unique values 1 missing
GENE3752X	numeric	44 unique values 0 missing
GENE1898X	numeric	35 unique values 5 missing
GENE2338X	numeric	38 unique values 0 missing
GENE2076X	numeric	40 unique values 0 missing
GENE3252X	numeric	38 unique values 5 missing
GENE2674X	numeric	37 unique values 0 missing
GENE2772X	numeric	37 unique values 2 missing
GENE1991X	numeric	38 unique values 0 missing
GENE3099X	numeric	33 unique values 9 missing
GENE554X	numeric	42 unique values 0 missing
GENE741X	numeric	42 unique values 0 missing
GENE746X	numeric	39 unique values 3 missing
GENE1856X	numeric	38 unique values 3 missing
GENE1509X	numeric	36 unique values 3 missing
GENE3614X	numeric	41 unique values 0 missing
GENE1110X	numeric	38 unique values 2 missing
GENE3751X	numeric	40 unique values 1 missing
GENE1899X	numeric	38 unique values 1 missing
GENE2337X	numeric	37 unique values 0 missing
GENE2075X	numeric	38 unique values 0 missing
GENE3253X	numeric	39 unique values 3 missing
GENE2675X	numeric	40 unique values 0 missing
GENE2778X	numeric	38 unique values 0 missing
GENE1990X	numeric	37 unique values 0 missing
GENE3414X	numeric	40 unique values 0 missing
GENE489X	numeric	40 unique values 0 missing
GENE740X	numeric	41 unique values 0 missing
GENE752X	numeric	39 unique values 3 missing
GENE3124X	numeric	39 unique values 1 missing
GENE1510X	numeric	35 unique values 3 missing
GENE3615X	numeric	40 unique values 3 missing
GENE1109X	numeric	41 unique values 0 missing
GENE3750X	numeric	43 unique values 0 missing
GENE1896X	numeric	34 unique values 7 missing
GENE2336X	numeric	39 unique values 4 missing
GENE2074X	numeric	35 unique values 0 missing
GENE3254X	numeric	41 unique values 3 missing
GENE2676X	numeric	40 unique values 0 missing
GENE2749X	numeric	40 unique values 2 missing
GENE1989X	numeric	35 unique values 1 missing
GENE3413X	numeric	30 unique values 10 missing
GENE488X	numeric	40 unique values 0 missing
GENE738X	numeric	42 unique values 0 missing
GENE751X	numeric	35 unique values 4 missing
GENE3125X	numeric	38 unique values 3 missing
GENE1764X	numeric	38 unique values 3 missing
GENE3616X	numeric	40 unique values 0 missing
GENE1108X	numeric	42 unique values 1 missing
GENE3749X	numeric	39 unique values 1 missing
GENE1897X	numeric	35 unique values 4 missing
GENE2335X	numeric	37 unique values 2 missing
GENE2072X	numeric	39 unique values 0 missing
GENE3255X	numeric	41 unique values 0 missing
GENE2677X	numeric	42 unique values 0 missing
GENE2864X	numeric	30 unique values 5 missing
GENE1998X	numeric	34 unique values 5 missing
GENE3415X	numeric	42 unique values 0 missing
GENE881X	numeric	39 unique values 1 missing
GENE737X	numeric	39 unique values 2 missing
GENE749X	numeric	40 unique values 2 missing
GENE3844X	numeric	42 unique values 1 missing
GENE1763X	numeric	38 unique values 3 missing
GENE1573X	numeric	39 unique values 0 missing
GENE1107X	numeric	38 unique values 2 missing
GENE3748X	numeric	39 unique values 0 missing
GENE1900X	numeric	37 unique values 4 missing
GENE2416X	numeric	41 unique values 1 missing
GENE2080X	numeric	38 unique values 1 missing
GENE3258X	numeric	41 unique values 0 missing
GENE2678X	numeric	41 unique values 0 missing
GENE2856X	numeric	39 unique values 0 missing
GENE1999X	numeric	40 unique values 2 missing
GENE3532X	numeric	33 unique values 9 missing
GENE871X	numeric	36 unique values 0 missing
GENE745X	numeric	36 unique values 3 missing
GENE747X	numeric	39 unique values 3 missing
GENE3845X	numeric	41 unique values 0 missing
GENE1488X	numeric	37 unique values 3 missing
GENE1574X	numeric	42 unique values 0 missing
GENE4005X	numeric	38 unique values 7 missing
GENE3747X	numeric	41 unique values 0 missing
GENE1892X	numeric	38 unique values 1 missing
GENE2415X	numeric	31 unique values 8 missing
GENE2081X	numeric	40 unique values 0 missing
GENE3257X	numeric	41 unique values 2 missing
GENE2679X	numeric	34 unique values 0 missing
GENE2768X	numeric	40 unique values 1 missing
GENE1988X	numeric	40 unique values 0 missing
GENE3111X	numeric	39 unique values 0 missing
GENE867X	numeric	42 unique values 0 missing
GENE743X	numeric	39 unique values 0 missing
GENE748X	numeric	40 unique values 2 missing
GENE3846X	numeric	42 unique values 0 missing
GENE1499X	numeric	37 unique values 2 missing
GENE1538X	numeric	44 unique values 1 missing
GENE4006X	numeric	43 unique values 0 missing
GENE3746X	numeric	43 unique values 1 missing
GENE1891X	numeric	36 unique values 3 missing
GENE2459X	numeric	42 unique values 0 missing
GENE2082X	numeric	43 unique values 0 missing
GENE3260X	numeric	39 unique values 2 missing
GENE2680X	numeric	36 unique values 2 missing
GENE2767X	numeric	43 unique values 1 missing
GENE2000X	numeric	41 unique values 0 missing
GENE3110X	numeric	35 unique values 0 missing
GENE868X	numeric	38 unique values 0 missing
GENE672X	numeric	39 unique values 2 missing
GENE753X	numeric	42 unique values 2 missing
GENE3847X	numeric	38 unique values 1 missing
GENE1757X	numeric	40 unique values 0 missing
GENE1539X	numeric	42 unique values 0 missing
GENE4007X	numeric	44 unique values 0 missing
GENE3745X	numeric	41 unique values 0 missing
GENE1890X	numeric	39 unique values 1 missing
GENE2334X	numeric	38 unique values 0 missing
GENE2524X	numeric	36 unique values 4 missing
GENE3259X	numeric	42 unique values 1 missing
GENE2480X	numeric	41 unique values 2 missing
GENE2766X	numeric	41 unique values 0 missing
GENE2001X	numeric	35 unique values 8 missing
GENE1027X	numeric	40 unique values 0 missing
GENE869X	numeric	39 unique values 0 missing
GENE671X	numeric	39 unique values 0 missing
GENE754X	numeric	41 unique values 3 missing
GENE3848X	numeric	43 unique values 0 missing
GENE1511X	numeric	40 unique values 0 missing
GENE1733X	numeric	43 unique values 0 missing
GENE4008X	numeric	45 unique values 0 missing
GENE3744X	numeric	41 unique values 0 missing
GENE1912X	numeric	41 unique values 2 missing
GENE2332X	numeric	37 unique values 1 missing
GENE2520X	numeric	39 unique values 0 missing
GENE3256X	numeric	45 unique values 0 missing
GENE2481X	numeric	39 unique values 0 missing
GENE2765X	numeric	37 unique values 0 missing
GENE2002X	numeric	36 unique values 0 missing
GENE1028X	numeric	37 unique values 1 missing
GENE858X	numeric	33 unique values 3 missing
GENE670X	numeric	39 unique values 1 missing
GENE418X	numeric	38 unique values 2 missing
GENE3849X	numeric	40 unique values 0 missing
GENE1527X	numeric	32 unique values 9 missing
GENE1567X	numeric	44 unique values 0 missing
GENE4009X	numeric	39 unique values 3 missing
GENE3743X	numeric	43 unique values 1 missing
GENE2634X	numeric	37 unique values 5 missing
GENE2331X	numeric	37 unique values 2 missing
GENE2521X	numeric	38 unique values 1 missing
GENE3261X	numeric	41 unique values 2 missing
GENE2920X	numeric	39 unique values 2 missing
GENE2764X	numeric	39 unique values 0 missing
GENE1984X	numeric	39 unique values 3 missing
GENE1029X	numeric	38 unique values 1 missing
GENE403X	numeric	42 unique values 0 missing
GENE609X	numeric	31 unique values 9 missing
GENE402X	numeric	39 unique values 0 missing
GENE3850X	numeric	44 unique values 0 missing
GENE1528X	numeric	41 unique values 1 missing
GENE1753X	numeric	43 unique values 0 missing
GENE4010X	numeric	38 unique values 3 missing
GENE3742X	numeric	40 unique values 0 missing
GENE2987X	numeric	36 unique values 4 missing
GENE2133X	numeric	35 unique values 4 missing
GENE2026X	numeric	37 unique values 3 missing
GENE3262X	numeric	40 unique values 2 missing
GENE2921X	numeric	38 unique values 3 missing
GENE2763X	numeric	38 unique values 0 missing
GENE1983X	numeric	39 unique values 0 missing
GENE3091X	numeric	40 unique values 0 missing
GENE848X	numeric	43 unique values 0 missing
GENE666X	numeric	39 unique values 0 missing
GENE412X	numeric	37 unique values 1 missing
GENE3851X	numeric	45 unique values 0 missing
GENE1529X	numeric	43 unique values 1 missing
GENE493X	numeric	41 unique values 0 missing
GENE4011X	numeric	40 unique values 1 missing
GENE3741X	numeric	34 unique values 7 missing
GENE2041X	numeric	33 unique values 4 missing
GENE2134X	numeric	34 unique values 3 missing
GENE2025X	numeric	38 unique values 0 missing
GENE3263X	numeric	38 unique values 0 missing
GENE1956X	numeric	34 unique values 1 missing
GENE2762X	numeric	35 unique values 4 missing
GENE1980X	numeric	37 unique values 1 missing
GENE3090X	numeric	34 unique values 0 missing
GENE850X	numeric	44 unique values 0 missing
GENE610X	numeric	42 unique values 0 missing
GENE421X	numeric	35 unique values 1 missing
GENE3852X	numeric	41 unique values 1 missing
GENE1526X	numeric	41 unique values 1 missing
GENE1566X	numeric	40 unique values 1 missing
GENE4012X	numeric	39 unique values 3 missing
GENE3740X	numeric	43 unique values 0 missing
GENE2040X	numeric	43 unique values 0 missing
GENE2113X	numeric	43 unique values 0 missing
GENE2024X	numeric	39 unique values 2 missing
GENE3264X	numeric	38 unique values 3 missing
GENE2661X	numeric	35 unique values 7 missing
GENE2761X	numeric	42 unique values 1 missing
GENE1985X	numeric	31 unique values 5 missing
GENE3089X	numeric	38 unique values 1 missing
GENE491X	numeric	45 unique values 0 missing
GENE667X	numeric	41 unique values 1 missing
GENE413X	numeric	37 unique values 2 missing
GENE3853X	numeric	32 unique values 5 missing
GENE384X	numeric	43 unique values 0 missing
GENE1553X	numeric	40 unique values 0 missing
GENE4013X	numeric	38 unique values 4 missing
GENE3739X	numeric	41 unique values 0 missing
GENE2038X	numeric	38 unique values 0 missing
GENE2106X	numeric	39 unique values 0 missing
GENE2023X	numeric	42 unique values 0 missing
GENE3265X	numeric	39 unique values 1 missing
GENE2931X	numeric	35 unique values 4 missing
GENE2760X	numeric	41 unique values 0 missing
GENE2009X	numeric	37 unique values 2 missing
GENE1041X	numeric	40 unique values 0 missing
GENE490X	numeric	38 unique values 1 missing
GENE668X	numeric	36 unique values 2 missing
GENE414X	numeric	32 unique values 4 missing
GENE3854X	numeric	41 unique values 0 missing
GENE3464X	numeric	36 unique values 4 missing
GENE1562X	numeric	37 unique values 6 missing
GENE4014X	numeric	39 unique values 5 missing
GENE3738X	numeric	38 unique values 2 missing
GENE2037X	numeric	38 unique values 0 missing
GENE2308X	numeric	39 unique values 0 missing
GENE3813X	numeric	40 unique values 2 missing
GENE3367X	numeric	41 unique values 0 missing
GENE2930X	numeric	37 unique values 4 missing
GENE2759X	numeric	40 unique values 2 missing
GENE1326X	numeric	40 unique values 2 missing
GENE1040X	numeric	40 unique values 0 missing
GENE826X	numeric	39 unique values 0 missing
GENE598X	numeric	41 unique values 0 missing
GENE417X	numeric	38 unique values 3 missing
GENE3855X	numeric	36 unique values 6 missing
GENE3598X	numeric	38 unique values 1 missing
GENE1556X	numeric	44 unique values 1 missing
GENE4015X	numeric	40 unique values 3 missing
GENE3737X	numeric	41 unique values 0 missing
GENE2517X	numeric	40 unique values 0 missing
GENE2309X	numeric	41 unique values 1 missing
GENE3814X	numeric	41 unique values 3 missing
GENE3368X	numeric	39 unique values 1 missing
GENE2937X	numeric	39 unique values 0 missing
GENE2758X	numeric	42 unique values 1 missing
GENE2008X	numeric	39 unique values 0 missing
GENE1039X	numeric	43 unique values 0 missing
GENE446X	numeric	35 unique values 1 missing
GENE597X	numeric	40 unique values 0 missing
GENE419X	numeric	34 unique values 3 missing
GENE3856X	numeric	35 unique values 4 missing
GENE3597X	numeric	35 unique values 1 missing
GENE1555X	numeric	40 unique values 3 missing
GENE4016X	numeric	43 unique values 0 missing
GENE3736X	numeric	43 unique values 0 missing
GENE2516X	numeric	42 unique values 0 missing
GENE2310X	numeric	39 unique values 0 missing
GENE3703X	numeric	36 unique values 4 missing
GENE3369X	numeric	41 unique values 3 missing
GENE1958X	numeric	32 unique values 7 missing
GENE2757X	numeric	42 unique values 2 missing
GENE2007X	numeric	38 unique values 2 missing
GENE1038X	numeric	39 unique values 0 missing
GENE447X	numeric	39 unique values 0 missing
GENE596X	numeric	31 unique values 1 missing
GENE416X	numeric	43 unique values 0 missing
GENE3857X	numeric	39 unique values 3 missing
GENE1568X	numeric	36 unique values 0 missing
GENE1554X	numeric	36 unique values 0 missing
GENE3884X	numeric	41 unique values 1 missing
GENE3732X	numeric	42 unique values 0 missing
GENE2515X	numeric	40 unique values 0 missing
GENE2311X	numeric	40 unique values 0 missing
GENE3704X	numeric	42 unique values 0 missing
GENE3250X	numeric	41 unique values 0 missing
GENE2926X	numeric	40 unique values 2 missing
GENE2756X	numeric	41 unique values 3 missing
GENE2006X	numeric	43 unique values 0 missing
GENE1037X	numeric	35 unique values 3 missing
GENE448X	numeric	37 unique values 0 missing
GENE595X	numeric	42 unique values 0 missing
GENE405X	numeric	39 unique values 0 missing
GENE3203X	numeric	41 unique values 2 missing
GENE3587X	numeric	35 unique values 1 missing
GENE1550X	numeric	40 unique values 1 missing
GENE3885X	numeric	41 unique values 1 missing
GENE3733X	numeric	35 unique values 0 missing
GENE2514X	numeric	41 unique values 0 missing
GENE2468X	numeric	37 unique values 1 missing
GENE3705X	numeric	38 unique values 1 missing
GENE3079X	numeric	38 unique values 1 missing
GENE1948X	numeric	42 unique values 0 missing
GENE2755X	numeric	38 unique values 3 missing
GENE2005X	numeric	36 unique values 0 missing
GENE1030X	numeric	37 unique values 2 missing
GENE450X	numeric	41 unique values 2 missing
GENE594X	numeric	29 unique values 8 missing
GENE406X	numeric	41 unique values 2 missing
GENE1867X	numeric	38 unique values 0 missing
GENE3586X	numeric	35 unique values 8 missing
GENE1549X	numeric	39 unique values 1 missing
GENE3886X	numeric	42 unique values 1 missing
GENE3734X	numeric	38 unique values 0 missing
GENE2513X	numeric	41 unique values 0 missing
GENE2469X	numeric	35 unique values 5 missing
GENE2435X	numeric	31 unique values 3 missing
GENE3370X	numeric	41 unique values 0 missing
GENE1949X	numeric	36 unique values 0 missing
GENE2754X	numeric	36 unique values 4 missing
GENE2004X	numeric	33 unique values 3 missing
GENE1042X	numeric	40 unique values 0 missing
GENE459X	numeric	40 unique values 1 missing
GENE593X	numeric	39 unique values 0 missing
GENE348X	numeric	42 unique values 0 missing
GENE1866X	numeric	35 unique values 7 missing
GENE3585X	numeric	40 unique values 1 missing
GENE1548X	numeric	44 unique values 0 missing
GENE3887X	numeric	35 unique values 6 missing
GENE3735X	numeric	39 unique values 0 missing
GENE2512X	numeric	37 unique values 0 missing
GENE2470X	numeric	37 unique values 3 missing
GENE2126X	numeric	38 unique values 1 missing
GENE3377X	numeric	43 unique values 2 missing
GENE2938X	numeric	36 unique values 3 missing
GENE2865X	numeric	37 unique values 0 missing
GENE1327X	numeric	38 unique values 3 missing
GENE1026X	numeric	37 unique values 0 missing
GENE845X	numeric	33 unique values 9 missing
GENE605X	numeric	43 unique values 0 missing
GENE347X	numeric	36 unique values 4 missing
GENE1863X	numeric	36 unique values 5 missing
GENE393X	numeric	38 unique values 1 missing
GENE1547X	numeric	42 unique values 0 missing
GENE3888X	numeric	36 unique values 5 missing
GENE3570X	numeric	40 unique values 0 missing
GENE2511X	numeric	43 unique values 1 missing
GENE2471X	numeric	39 unique values 2 missing
GENE2572X	numeric	35 unique values 2 missing
GENE3378X	numeric	37 unique values 4 missing
GENE2939X	numeric	37 unique values 1 missing
GENE2866X	numeric	39 unique values 1 missing
GENE1328X	numeric	38 unique values 5 missing
GENE1025X	numeric	41 unique values 0 missing
GENE846X	numeric	38 unique values 0 missing
GENE606X	numeric	42 unique values 1 missing
GENE269X	numeric	36 unique values 1 missing
GENE1862X	numeric	39 unique values 2 missing
GENE492X	numeric	40 unique values 0 missing
GENE1546X	numeric	40 unique values 0 missing
GENE3889X	numeric	38 unique values 2 missing
GENE3731X	numeric	41 unique values 1 missing
GENE2510X	numeric	38 unique values 1 missing
GENE2472X	numeric	42 unique values 1 missing
GENE2067X	numeric	34 unique values 5 missing
GENE3247X	numeric	39 unique values 0 missing
GENE2919X	numeric	42 unique values 0 missing
GENE2750X	numeric	35 unique values 4 missing
GENE1329X	numeric	35 unique values 4 missing
GENE1024X	numeric	32 unique values 1 missing
GENE452X	numeric	37 unique values 0 missing
GENE553X	numeric	39 unique values 0 missing
GENE900X	numeric	36 unique values 2 missing
GENE1798X	numeric	37 unique values 0 missing
GENE3588X	numeric	38 unique values 0 missing
GENE1545X	numeric	39 unique values 1 missing
GENE3890X	numeric	38 unique values 0 missing
GENE3730X	numeric	39 unique values 1 missing
GENE2509X	numeric	41 unique values 2 missing
GENE2473X	numeric	42 unique values 2 missing
GENE2066X	numeric	45 unique values 0 missing
GENE3246X	numeric	36 unique values 6 missing
GENE2720X	numeric	37 unique values 1 missing
GENE2746X	numeric	39 unique values 1 missing
GENE1330X	numeric	39 unique values 3 missing
GENE3078X	numeric	35 unique values 0 missing
GENE453X	numeric	36 unique values 0 missing
GENE584X	numeric	41 unique values 0 missing
GENE205X	numeric	36 unique values 2 missing
GENE1860X	numeric	39 unique values 3 missing
GENE3589X	numeric	39 unique values 1 missing
GENE1544X	numeric	40 unique values 2 missing
GENE1114X	numeric	38 unique values 0 missing
GENE3701X	numeric	42 unique values 0 missing
GENE2050X	numeric	41 unique values 0 missing
GENE2475X	numeric	41 unique values 1 missing
GENE2065X	numeric	40 unique values 1 missing
GENE3245X	numeric	42 unique values 0 missing
GENE2721X	numeric	41 unique values 0 missing
GENE2745X	numeric	40 unique values 2 missing
GENE1334X	numeric	37 unique values 1 missing
GENE3081X	numeric	38 unique values 1 missing
GENE454X	numeric	31 unique values 0 missing
GENE618X	numeric	39 unique values 0 missing
GENE2970X	numeric	41 unique values 0 missing
GENE1861X	numeric	39 unique values 4 missing
GENE3590X	numeric	36 unique values 0 missing
GENE1543X	numeric	40 unique values 0 missing
GENE1115X	numeric	39 unique values 0 missing
GENE3702X	numeric	43 unique values 0 missing
GENE2049X	numeric	40 unique values 0 missing
GENE2474X	numeric	42 unique values 0 missing
GENE2505X	numeric	40 unique values 0 missing
GENE3244X	numeric	43 unique values 0 missing
GENE2724X	numeric	42 unique values 1 missing
GENE2872X	numeric	40 unique values 2 missing
GENE1333X	numeric	39 unique values 1 missing
GENE3468X	numeric	35 unique values 2 missing
GENE829X	numeric	39 unique values 1 missing
GENE814X	numeric	37 unique values 1 missing
GENE2971X	numeric	39 unique values 0 missing
GENE3467X	numeric	41 unique values 1 missing
GENE3591X	numeric	37 unique values 0 missing
GENE1542X	numeric	40 unique values 0 missing
GENE3936X	numeric	34 unique values 6 missing
GENE3706X	numeric	34 unique values 8 missing
GENE2048X	numeric	39 unique values 3 missing
GENE2476X	numeric	39 unique values 4 missing
GENE2506X	numeric	40 unique values 1 missing
GENE3243X	numeric	44 unique values 1 missing
GENE2644X	numeric	30 unique values 9 missing
GENE2870X	numeric	42 unique values 0 missing
GENE1332X	numeric	39 unique values 0 missing
GENE1133X	numeric	36 unique values 0 missing
GENE830X	numeric	38 unique values 0 missing
GENE664X	numeric	36 unique values 7 missing
GENE195X	numeric	38 unique values 4 missing
GENE3164X	numeric	33 unique values 3 missing
GENE3592X	numeric	34 unique values 9 missing
GENE1497X	numeric	39 unique values 1 missing
GENE3937X	numeric	38 unique values 3 missing
GENE3707X	numeric	42 unique values 0 missing
GENE2047X	numeric	40 unique values 0 missing
GENE2477X	numeric	39 unique values 1 missing
GENE2507X	numeric	38 unique values 2 missing
GENE3242X	numeric	42 unique values 0 missing
GENE321X	numeric	41 unique values 1 missing
GENE2712X	numeric	35 unique values 6 missing
GENE1331X	numeric	36 unique values 3 missing
GENE1134X	numeric	38 unique values 0 missing
GENE843X	numeric	37 unique values 1 missing
GENE591X	numeric	35 unique values 8 missing
GENE194X	numeric	37 unique values 3 missing
GENE1859X	numeric	38 unique values 2 missing
GENE3593X	numeric	39 unique values 1 missing
GENE1558X	numeric	39 unique values 3 missing
GENE3992X	numeric	39 unique values 5 missing
GENE3708X	numeric	40 unique values 0 missing
GENE3042X	numeric	36 unique values 2 missing
GENE2146X	numeric	42 unique values 0 missing
GENE2127X	numeric	38 unique values 3 missing
GENE3241X	numeric	35 unique values 9 missing
GENE320X	numeric	40 unique values 0 missing
GENE2747X	numeric	37 unique values 3 missing
GENE1979X	numeric	36 unique values 4 missing
GENE3104X	numeric	34 unique values 1 missing
GENE458X	numeric	37 unique values 1 missing
GENE580X	numeric	41 unique values 0 missing
GENE899X	numeric	37 unique values 0 missing
GENE3469X	numeric	35 unique values 1 missing
GENE3582X	numeric	35 unique values 4 missing
GENE1557X	numeric	38 unique values 2 missing
GENE3991X	numeric	43 unique values 1 missing
GENE3709X	numeric	41 unique values 0 missing
GENE3041X	numeric	40 unique values 3 missing
GENE2145X	numeric	38 unique values 0 missing
GENE2587X	numeric	40 unique values 3 missing
GENE3240X	numeric	42 unique values 0 missing
GENE254X	numeric	37 unique values 0 missing
GENE2883X	numeric	41 unique values 0 missing
GENE1978X	numeric	33 unique values 5 missing
GENE3103X	numeric	35 unique values 7 missing
GENE835X	numeric	39 unique values 0 missing
GENE579X	numeric	41 unique values 0 missing
GENE376X	numeric	41 unique values 0 missing
GENE3128X	numeric	36 unique values 3 missing
GENE3583X	numeric	38 unique values 0 missing
GENE1758X	numeric	39 unique values 3 missing
GENE3963X	numeric	37 unique values 0 missing
GENE3710X	numeric	42 unique values 2 missing
GENE3040X	numeric	36 unique values 5 missing
GENE2120X	numeric	35 unique values 2 missing
GENE2586X	numeric	35 unique values 4 missing
GENE3239X	numeric	43 unique values 1 missing
GENE255X	numeric	40 unique values 0 missing
GENE2876X	numeric	35 unique values 5 missing
GENE2963X	numeric	37 unique values 2 missing
GENE3102X	numeric	38 unique values 0 missing
GENE836X	numeric	38 unique values 0 missing
GENE585X	numeric	39 unique values 1 missing
GENE379X	numeric	40 unique values 0 missing
GENE1878X	numeric	36 unique values 4 missing
GENE3584X	numeric	37 unique values 0 missing
GENE1759X	numeric	37 unique values 0 missing
GENE3994X	numeric	39 unique values 1 missing
GENE3711X	numeric	45 unique values 0 missing
GENE3051X	numeric	41 unique values 0 missing
GENE2121X	numeric	44 unique values 0 missing
GENE2585X	numeric	36 unique values 5 missing
GENE3238X	numeric	37 unique values 2 missing
GENE256X	numeric	34 unique values 7 missing
GENE279X	numeric	41 unique values 0 missing
GENE2962X	numeric	37 unique values 5 missing
GENE3101X	numeric	38 unique values 0 missing
GENE841X	numeric	38 unique values 0 missing
GENE586X	numeric	38 unique values 0 missing
GENE377X	numeric	39 unique values 0 missing
GENE1388X	numeric	40 unique values 0 missing
GENE3573X	numeric	39 unique values 0 missing
GENE1760X	numeric	43 unique values 1 missing
GENE1140X	numeric	43 unique values 1 missing
GENE3712X	numeric	35 unique values 1 missing
GENE3050X	numeric	41 unique values 0 missing
GENE2122X	numeric	42 unique values 1 missing
GENE2042X	numeric	30 unique values 9 missing
GENE3237X	numeric	38 unique values 2 missing
GENE1301X	numeric	36 unique values 0 missing
GENE280X	numeric	39 unique values 5 missing
GENE2013X	numeric	35 unique values 6 missing
GENE995X	numeric	41 unique values 0 missing
GENE840X	numeric	36 unique values 0 missing
GENE587X	numeric	38 unique values 0 missing
GENE378X	numeric	41 unique values 0 missing
GENE1387X	numeric	36 unique values 0 missing
GENE3574X	numeric	39 unique values 2 missing
GENE1761X	numeric	41 unique values 1 missing
GENE1141X	numeric	37 unique values 1 missing
GENE3713X	numeric	41 unique values 1 missing
GENE3043X	numeric	39 unique values 1 missing
GENE2478X	numeric	39 unique values 0 missing
GENE1881X	numeric	37 unique values 1 missing
GENE3236X	numeric	39 unique values 3 missing
GENE258X	numeric	37 unique values 0 missing
GENE2895X	numeric	40 unique values 1 missing
GENE2014X	numeric	35 unique values 3 missing
GENE994X	numeric	37 unique values 0 missing
GENE839X	numeric	39 unique values 0 missing
GENE581X	numeric	37 unique values 0 missing
GENE855X	numeric	41 unique values 0 missing
GENE1381X	numeric	39 unique values 3 missing
GENE3572X	numeric	40 unique values 0 missing
GENE1762X	numeric	39 unique values 1 missing
GENE3952X	numeric	37 unique values 5 missing
GENE3714X	numeric	41 unique values 1 missing
GENE3044X	numeric	39 unique values 1 missing
GENE2140X	numeric	38 unique values 1 missing
GENE1886X	numeric	30 unique values 9 missing
GENE3235X	numeric	41 unique values 0 missing
GENE257X	numeric	38 unique values 1 missing
GENE2896X	numeric	40 unique values 0 missing
GENE2015X	numeric	37 unique values 3 missing
GENE1157X	numeric	36 unique values 0 missing
GENE838X	numeric	40 unique values 0 missing
GENE582X	numeric	40 unique values 0 missing
GENE389X	numeric	40 unique values 0 missing
GENE1379X	numeric	37 unique values 2 missing
GENE3571X	numeric	40 unique values 0 missing
GENE1519X	numeric	36 unique values 3 missing
GENE3981X	numeric	40 unique values 0 missing
GENE3715X	numeric	40 unique values 2 missing
GENE3045X	numeric	42 unique values 0 missing
GENE2139X	numeric	39 unique values 0 missing
GENE1095X	numeric	33 unique values 4 missing
GENE3234X	numeric	40 unique values 0 missing
GENE301X	numeric	40 unique values 0 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

5948

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.

REPTreeDepth3Kappa

0.15

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

DecisionStumpKappa

0.12

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

MaxMeansOfNumericAtts

3.13

Maximum of means among attributes of the numeric type.

MinMutualInformation

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

Quartile2SkewnessOfNumericAtts

0.03

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

RandomTreeDepth1AUC

0.62

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

Dimensionality

89.49

Number of attributes divided by the number of instances.

MaxMutualInformation

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

MinNominalAttDistinctValues

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

PercentageOfBinaryFeatures

0.02

Percentage of binary attributes.

Quartile2StdDevOfNumericAtts

0.54

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

RandomTreeDepth1ErrRate

0.38

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

EquivalentNumberOfAtts

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

MaxNominalAttDistinctValues

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

MinSkewnessOfNumericAtts

-4.29

Minimum skewness among attributes of the numeric type.

PercentageOfInstancesWithMissingValues

84.44

Percentage of instances having missing values.

Quartile3AttributeEntropy

Third quartile of entropy among attributes.

RandomTreeDepth1Kappa

0.24

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

J48.00001.AUC

0.65

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

MaxSkewnessOfNumericAtts

4.79

Maximum skewness among attributes of the numeric type.

MinStdDevOfNumericAtts

0.19

Minimum standard deviation of attributes of the numeric type.

PercentageOfMissingValues

3.28

Percentage of missing values.

Quartile3KurtosisOfNumericAtts

1.05

Third quartile of kurtosis among attributes of the numeric type.

AutoCorrelation

0.61

Average class difference between consecutive instances.

RandomTreeDepth2AUC

0.62

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

J48.00001.ErrRate

0.42

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

MaxStdDevOfNumericAtts

2.76

Maximum standard deviation of attributes of the numeric type.

MinorityClassPercentage

48.89

Percentage of instances belonging to the least frequent class.

PercentageOfNumericFeatures

99.98

Percentage of numeric attributes.

Quartile3MeansOfNumericAtts

0.18

Third quartile of means among attributes of the numeric type.

CfsSubsetEval_DecisionStumpAUC

0.65

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

RandomTreeDepth2ErrRate

0.38

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

J48.00001.Kappa

0.16

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

MeanAttributeEntropy

Average entropy of the attributes.

MinorityClassSize

Number of instances belonging to the least frequent class.

PercentageOfSymbolicFeatures

0.02

Percentage of nominal attributes.

Quartile3MutualInformation

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

CfsSubsetEval_DecisionStumpErrRate

0.42

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

RandomTreeDepth2Kappa

0.24

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

J48.0001.AUC

0.65

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

MeanKurtosisOfNumericAtts

0.7

Mean kurtosis among attributes of the numeric type.

NaiveBayesAUC

0.76

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

Quartile1AttributeEntropy

First quartile of entropy among attributes.

Quartile3SkewnessOfNumericAtts

0.37

Third quartile of skewness among attributes of the numeric type.

CfsSubsetEval_DecisionStumpKappa

0.16

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

RandomTreeDepth3AUC

0.62

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

J48.0001.ErrRate

0.42

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

MeanMeansOfNumericAtts

0.05

Mean of means among attributes of the numeric type.

NaiveBayesErrRate

0.31

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

Quartile1KurtosisOfNumericAtts

-0.26

First quartile of kurtosis among attributes of the numeric type.

Quartile3StdDevOfNumericAtts

0.7

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

CfsSubsetEval_NaiveBayesAUC

0.65

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

RandomTreeDepth3ErrRate

0.38

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

J48.0001.Kappa

0.16

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

MeanMutualInformation

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

NaiveBayesKappa

0.37

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

Quartile1MeansOfNumericAtts

-0.11

First quartile of means among attributes of the numeric type.

REPTreeDepth1AUC

0.61

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

CfsSubsetEval_NaiveBayesErrRate

0.42

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

RandomTreeDepth3Kappa

0.24

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

J48.001.AUC

0.65

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

MeanNoiseToSignalRatio

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

NumberOfBinaryFeatures

Number of binary attributes.

Quartile1MutualInformation

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

REPTreeDepth1ErrRate

0.42

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

CfsSubsetEval_NaiveBayesKappa

0.16

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

0.65

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

StdvNominalAttDistinctValues

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

J48.001.ErrRate

0.42

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

MeanNominalAttDistinctValues

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

Quartile1SkewnessOfNumericAtts

-0.31

First quartile of skewness among attributes of the numeric type.

REPTreeDepth1Kappa

0.15

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

CfsSubsetEval_kNN1NErrRate

0.42

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

kNN1NAUC

0.4

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

J48.001.Kappa

0.16

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

MeanSkewnessOfNumericAtts

0.04

Mean skewness among attributes of the numeric type.

Quartile1StdDevOfNumericAtts

0.42

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

REPTreeDepth2AUC

0.61

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

CfsSubsetEval_kNN1NKappa

0.16

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

kNN1NErrRate

0.62

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

MajorityClassPercentage

51.11

Percentage of instances belonging to the most frequent class.

MeanStdDevOfNumericAtts

0.6

Mean standard deviation of attributes of the numeric type.

Quartile2AttributeEntropy

Second quartile (Median) of entropy among attributes.

REPTreeDepth2ErrRate

0.42

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

ClassEntropy

Entropy of the target attribute values.

kNN1NKappa

-0.25

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

MajorityClassSize

Number of instances belonging to the most frequent class.

MinAttributeEntropy

Minimal entropy among attributes.

Quartile2KurtosisOfNumericAtts

0.26

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

REPTreeDepth2Kappa

0.15

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

REPTreeDepth3AUC

0.61

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

DecisionStumpAUC

0.59

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

MaxAttributeEntropy

Maximum entropy among attributes.

MinKurtosisOfNumericAtts

-1.65

Minimum kurtosis among attributes of the numeric type.

Quartile2MeansOfNumericAtts

0.03

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

REPTreeDepth3ErrRate

0.42

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

DecisionStumpErrRate

0.44

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

MaxKurtosisOfNumericAtts

28.35

Maximum kurtosis among attributes of the numeric type.

MinMeansOfNumericAtts

-1.59

Minimum of means among attributes of the numeric type.

Quartile2MutualInformation

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

Show all 107 properties

23 tasks

Supervised Classification on lymphoma_2classes

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

Supervised Classification on lymphoma_2classes

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

Supervised Classification on lymphoma_2classes

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

Learning Curve on lymphoma_2classes

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

Learning Curve on lymphoma_2classes

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

Learning Curve on lymphoma_2classes

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

Learning Curve on lymphoma_2classes

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

Learning Curve on lymphoma_2classes

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

Learning Curve on lymphoma_2classes

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

Learning Curve on lymphoma_2classes

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

Learning Curve on lymphoma_2classes

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

Supervised Data Stream Classification on lymphoma_2classes

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

Clustering on lymphoma_2classes