Stock name,scaled_previous_month_end_price,forecast month,scaled_actual_price,human_analyst_name,employer,scaled_human_forecast_price,Human Accurate or Not,scaled_machine_forecast_price,AI Accurate or Not GAS NAT,169.02,201704,166.36,BURKE,WNDRLICH,126.43,FALSE,170.93,TRUE BANCTRUST FINANC,44.52,201002,51.44,CALDWELL,KEEFE,90.85,FALSE,45.65,TRUE DENSE-PAC MICROS,315.15,200009,272.73,RESEARCH DEPARTMEN,WEISEL,775.76,FALSE,321.57,FALSE SCOTT TECH INC,105.05,200005,98.48,BAKER,LEGG,134.68,FALSE,106.87,TRUE SCOTT TECH INC,135.66,200102,133.82,BRITTON,SELECT,147.06,FALSE,136.95,TRUE AEP INDUSTRIES,251.19,200105,280.86,TISS,LEHMAN,71.43,FALSE,254.24,FALSE J & J SNACK FOOD,122.38,200409,122.10,PINHEIRO,JANNEY,119.59,TRUE,123.92,TRUE J & J SNACK FOOD,122.36,200601,124.72,PINHEIRO,JANNEY,113.27,FALSE,123.77,TRUE J & J SNACK FOOD,73.51,200807,84.94,PINHEIRO,JANNEY,115.33,FALSE,74.19,FALSE J & J SNACK FOOD,109.37,201104,118.09,HEGRANES,SINGRES,139.42,FALSE,110.71,TRUE J & J SNACK FOOD,110.18,201105,111.70,JAGDALE,MCDONALD,112.74,TRUE,111.30,TRUE J & J SNACK FOOD,119.69,201207,117.04,JAGDALE,MCDONALD,121.52,TRUE,120.17,TRUE J & J SNACK FOOD,150.71,201311,151.32,PINHEIRO,JANNEY,119.76,FALSE,152.16,TRUE JJ SNACK FOODS,108.68,201601,100.58,PELLEGRINO,SIDOTI,100.60,TRUE,109.43,TRUE J&J SNACK FOODS,112.14,201707,111.58,PELLEGRINO,SIDOTI,93.40,FALSE,112.95,TRUE J&J SNACK FOODS,96.45,201901,102.96,JAGDALE,JEFFEREG,90.05,FALSE,96.72,TRUE J&J SNACK FOODS,128.82,201910,127.99,FEENEY,CONSUMER,107.35,FALSE,129.68,TRUE J&J SNACK FOODS,128.98,202001,116.08,HOLLAND,CONSUMER,100.09,FALSE,130.03,FALSE SUN MICROSYSTEMS,97.22,200508,96.20,BLOUNT,LEHMAN,101.27,TRUE,98.57,TRUE J&J SNACK FOODS,80.18,202006,77.66,WEST,CONSUMER,102.80,FALSE,82.03,TRUE J&J SNACK FOODS,67.26,202007,74.26,MANDEL,CONSUMER,111.97,FALSE,68.86,TRUE J&J SNACK FOODS,139.32,202106,131.30,DICKERSON,JEFFEREG,99.85,FALSE,140.12,TRUE PLEXUS CP,375.10,200006,374.48,SCHWETJE,FBOSTON,175.93,FALSE,380.39,TRUE PLEXUS CP,138.14,200012,213.35,FOX,MIDEST,227.27,FALSE,139.35,FALSE PLEXUS CP,87.40,200112,80.12,SAVAGE,WEISEL,134.91,FALSE,88.58,TRUE SUN MICROSYSTEMS,20.14,200811,13.88,CONIGLIARO,GOLDMAN,100.70,FALSE,20.34,TRUE PLEXUS CP,92.10,200203,97.52,THAYER,BACHE,105.37,TRUE,92.89,TRUE UICI,82.72,200308,73.96,KLAUBER  ,COCHRAN,136.09,FALSE,82.97,TRUE 4 KIDS ENTMNT,79.55,200408,92.20,ROUTH   ,ARNHOLDB,111.87,FALSE,80.34,FALSE PLEXUS CP,54.85,200206,42.12,NORBERG,JPMORGAN,109.09,FALSE,54.58,FALSE PLEXUS CP,39.23,200209,45.50,FRANCOIS,FBOSTON,139.95,FALSE,39.30,TRUE PLEXUS CP,33.06,200212,33.09,ZIMM,WOODGUND,112.95,FALSE,32.58,TRUE PLEXUS CP,36.10,200301,40.45,CARBOY,LAWRENCE,102.67,FALSE,35.73,TRUE PLEXUS CP,63.48,200306,79.72,MILLER,KIMC,77.35,TRUE,63.65,FALSE PLEXUS CP,117.95,200311,112.89,PARRISH,RBCDOMIN,124.92,FALSE,118.41,TRUE PLEXUS CP,194.43,200403,157.05,WHITE,MERRILL,131.15,FALSE,196.58,FALSE PLEXUS CP,75.77,200412,67.09,ROBERTSON,STANFIN,81.54,FALSE,76.71,TRUE PLEXUS CP,105.41,200506,106.89,WHITMORE,LAWRENCE,66.67,FALSE,106.58,TRUE ORACLE CORP,116.61,200101,76.07,FARLEY ,DLJ,190.18,FALSE,117.89,FALSE PLEXUS CORP,78.54,200208,64.37,LAIDLEY ,FBOSTON,114.66,FALSE,78.09,FALSE PLEXUS CORP,240.41,200606,175.12,WHITMORE,LAWRENCE,84.33,FALSE,242.98,FALSE PLEXUS CORP,117.70,200710,135.77,KINTISHEFF,KINTISHE,72.99,FALSE,119.15,FALSE PLEXUS CORP,72.33,200810,64.65,HUSSEY,GOLDMAN,77.52,FALSE,73.08,TRUE PLEXUS CORP,260.71,201003,268.31,KINTISHEFF,KINTISHE,108.54,FALSE,265.94,TRUE PLEXUS CORP,113.75,201007,89.65,SMITH,POORSTAN,128.55,FALSE,114.44,FALSE PLEXUS CORP,164.83,201403,172.44,DELANEY,GOLDMAN,172.77,TRUE,166.54,TRUE PLEXUS CORP,101.75,201503,107.44,DELANEY,GOLDMAN,94.83,FALSE,102.61,TRUE ORACLE CORP,118.33,200304,129.58,BARNICLE,PACCREST,119.52,FALSE,117.66,FALSE PLEXUS CORP,87.62,200405,91.70,STIMSON ,MONTSEC,130.67,FALSE,88.99,TRUE PLEXUS CORP,101.36,201506,88.10,HARRISON,LONGBOW,115.50,FALSE,102.35,FALSE PLEXUS CORP,96.93,201603,102.43,DARYANANI,RBCDOMIN,110.38,TRUE,97.74,TRUE PLEXUS CORP,84.12,201812,92.42,STEVES,RBCDOMIN,108.70,FALSE,84.62,TRUE ORACLE CORP,111.09,200605,113.20,STIMSON ,WRHCO,112.42,TRUE,105.47,TRUE PLEXUS CORP,98.03,201906,100.29,HARRISON,LONGBOW,119.25,FALSE,98.69,TRUE PLEXUS CORP,129.50,200708,138.25,WALRAVEN,JOLSON,140.49,TRUE,131.19,TRUE PLEXUS CORP,129.55,202106,128.00,HARRISON,LONGBOW,128.97,TRUE,130.52,TRUE ORACLE CORP,118.37,201302,111.77,SHEPHERD,ARETE,121.00,TRUE,119.45,TRUE ORACLE CORP,126.08,201405,121.61,HILAL,FRIEDMAN,114.02,TRUE,127.14,TRUE PLEXUS CORP,126.59,202109,123.63,RICCHIUTI,NEEDHAM,109.02,FALSE,127.32,TRUE GOOD GUYS INC,39.74,200305,38.21,MANGINI,RTXSECS,179.49,FALSE,39.73,TRUE ROCKY MTN CHOC,112.13,201306,120.34,KERR,SINGRES,144.33,FALSE,113.00,TRUE ROCKY MTN CHOC,98.86,201403,100.63,FRONDA,SIDOTI,103.58,TRUE,99.82,TRUE ROCKY MTN CHOC,109.99,201406,106.74,KERR,SINGRES,133.42,FALSE,110.97,TRUE HANGER ORTHOPEDI,13.12,200012,13.10,EMCH,FBOSTON,160.00,FALSE,13.12,TRUE HANGER ORTHOPEDI,75.38,200306,91.38,MACDONALD,LEERINK,118.50,FALSE,76.00,FALSE HANGER ORTHOPEDI,38.40,200501,32.43,URSANER,CJSSECUR,96.00,FALSE,38.96,TRUE HANGER ORTHOPEDI,77.13,200507,79.31,PETUSKY,DAVIS,108.91,FALSE,78.20,TRUE HANGER ORTHOPEDI,105.59,200801,129.50,PETUSKY,DAVIS,156.42,FALSE,106.98,FALSE ORACLE CORP,112.86,201608,107.55,KEIRSTEAD ,LAWRENCE,109.52,TRUE,113.75,TRUE HANGER ORTHOPEDI,154.02,200809,147.04,URSANER,CJSSECUR,141.22,TRUE,155.82,TRUE HANGER ORTHOPEDI,80.47,200907,82.17,PETUSKY,NOBE,114.37,FALSE,78.99,TRUE HANGER ORTHOPEDI,82.75,200908,81.93,OWCZARSKI,AVONDALE,129.95,FALSE,81.04,TRUE HANGER ORTHOPEDI,126.38,201101,165.44,SOLOW,CJSSECUR,147.60,FALSE,127.74,FALSE HANGER ORTHOPEDI,146.66,201301,151.40,SOLOW,CJSSECUR,153.14,TRUE,148.17,TRUE HANGER,143.27,201307,119.17,JONES,STEPHENS,128.06,TRUE,144.05,FALSE HANGER,85.73,201407,60.67,TANQUILUT,JEFFEREG,111.05,FALSE,86.33,FALSE HANGER,68.37,201507,56.65,TANQUILUT,JEFFEREG,94.79,FALSE,68.82,FALSE MICROSOFT CP,88.70,200103,77.41,SIMON,BROWNBRO,107.55,FALSE,89.79,FALSE MICROSOFT CP,103.87,200408,105.21,UPIN ,VANKASPR,142.69,FALSE,105.18,TRUE SUNGARD DATA SYS,120.08,200201,123.60,JACOBS,JANNEY,116.12,TRUE,121.72,TRUE SUN MICROSYSTEMS,120.58,200412,97.54,SU,LAZARD,89.49,TRUE,122.25,FALSE HANGER,140.69,202105,137.69,SOLOW,CJSSECUR,119.83,FALSE,141.73,TRUE HANGER,106.93,202110,96.57,TANQUILUT,JEFFEREG,131.65,FALSE,107.54,FALSE SUN MICROSYSTEMS,77.80,200101,50.60,DUBE,PERELLA,159.11,FALSE,78.51,FALSE SUN MICROSYSTEMS,34.57,200106,35.83,WALTON,WEISEL,148.45,FALSE,34.80,TRUE SUN MICROSYSTEMS,31.87,200206,24.94,CHOPRA,FBOSTON,127.23,FALSE,31.93,TRUE ACURA PHARMACEUT,55.79,201504,55.07,SUVANNAVEJH,MCNICOLL,72.46,FALSE,56.21,TRUE SUN MICROSYSTEMS,32.23,200208,22.62,NEFF,BEAR,152.84,FALSE,32.23,TRUE ALLEGHENY ENERGY,105.96,201012,112.69,LAPIDES,GOLDMAN,113.65,TRUE,107.14,TRUE SUN MICROSYSTEMS,31.32,200209,35.80,BAILEY,GKM,181.38,FALSE,31.44,TRUE SUN MICROSYSTEMS,28.72,200301,31.97,SEYRAFI,EDWARDS,157.99,FALSE,28.78,TRUE SUN MICROSYSTEMS,92.81,200306,75.05,CRAIG,MIDEST,99.80,FALSE,93.32,FALSE OSI PHARM INC,131.94,200705,126.52,MACK,CAPELEUR,132.77,TRUE,133.23,TRUE SUN MICROSYSTEMS,95.92,200307,99.49,NILES,LEHMAN,127.55,FALSE,96.60,TRUE SUN MICROSYSTEMS,127.80,200309,152.51,FICHTHORN,LAZARD,154.44,TRUE,128.73,FALSE SUN MICROSYSTEMS,133.40,200310,143.87,ELLING,LAWRENCE,202.63,FALSE,133.59,FALSE SUN MICROSYSTEMS,143.73,200312,170.00,MCCARTHY,FBOSTON,112.54,FALSE,145.89,FALSE SUN MICROSYSTEMS,171.10,200401,171.84,STAHLMAN,CARISCO,258.90,FALSE,173.44,TRUE HONEYWELL INTL,126.92,200408,126.50,LANGENBERG  ,LANGENBE,123.46,TRUE,128.40,TRUE SUN MICROSYSTEMS,93.12,200406,84.95,ALEXY,BACHE,96.77,FALSE,94.61,TRUE