from: nilesh dighe ed wolfrum data date · 2010-10-22 · from: nilesh dighe to: ed wolfrum cc:...

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From: Nilesh Dighe To: Ed Wolfrum Cc: Bill Rooney Subject: DATA Date: Tuesday, November 03, 2009 2:57:11 PM Attachments: Bioenergy_Forage_Ed.xls Scans_all.nir Bioenergy_CAL.txt Forage_CAL.txt Bioenergy_Forage_Ed.ppt Ed- Attached are the files that you requested: a) File: "Bioenergy_Forage_Ed" includes 1) Lab and predicted data for bioenergy and forage traits & 2) All the data from DairyOne b) Scans_all.nir file includes scans for all the samples used in building Bioenergy and Forage models. These scans were collected on our instrument. c) CAL files used in building Bioenergy and Forage models are attached as text files. d) Power point summary of the models built and the correlations between the bioenergy and forage traits. Please let me know if you need any other data or clarifications. Thanks. Regards, Nilesh

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  • From: Nilesh DigheTo: Ed WolfrumCc: Bill RooneySubject: DATADate: Tuesday, November 03, 2009 2:57:11 PMAttachments: Bioenergy_Forage_Ed.xls

    Scans_all.nirBioenergy_CAL.txtForage_CAL.txtBioenergy_Forage_Ed.ppt

    Ed-

    Attached are the files that you requested:

    a) File: "Bioenergy_Forage_Ed" includes 1) Lab and predicted data for bioenergy and forage traits & 2)All the data from DairyOne

    b) Scans_all.nir file includes scans for all the samples used in building Bioenergy and Forage models.These scans were collected on our instrument.

    c) CAL files used in building Bioenergy and Forage models are attached as text files.

    d) Power point summary of the models built and the correlations between the bioenergy and foragetraits.

    Please let me know if you need any other data or clarifications.

    Thanks.

    Regards,Nilesh

    mailto:[email protected]:[email protected]:[email protected]_Forage_lab_Pred

    Sample No.ADF LabADF ANLNDF LabNDF ANLLignin LabLignin ANLGlucan LabGlucan ANLXylan LabXylan ANLSolubles LabSolubles ANL

    07CMP-000145.548.46868.96313.8713.90231.0231.31317.3817.0722.1319.144

    07CMP-000246.345.96664.165.76814.4412.80232.4428.3817.3616.56924.9623.416

    07CMP-000345.646.13366.668.05911.2712.16435.3531.67119.8816.34615.6823.153

    07CMP-000448.748.23571.469.08513.2914.429.0831.97417.3316.94626.0518.023

    07CMP-000542.446.52458.766.09314.213.07231.5128.53317.1816.61826.7723.688

    07CMP-000643.648.73867.269.45812.914.2930.3931.06417.4417.13530.6119.365

    07CMP-000734.735.86654.555.70910.1611.36242.4838.66414.8914.12118.2920.09

    07CMP-000933.136.2457.454.77812.8413.28835.3939.816.0514.62220.3316.674

    07CMP-001041.239.1963.959.08213.1513.4334.1737.6515.9615.19623.6518.026

    07CMP-001137.136.11253.455.13710.612.26139.2639.61515.2714.36720.3418.104

    07CMP-001233.632.54956.851.89112.4712.31236.7340.26613.7313.75220.6119.29

    07CMP-001333.534.28749.452.70212.5312.6343.4540.26512.6514.01819.5318.326

    07CMP-001430.527.0434543.99410.559.90539.8941.99415.6612.35616.4220.517

    07CMP-001532.134.31349.952.7349.2510.84343.8939.02513.4713.91419.4120.932

    07CMP-001634.933.64453.152.50412.6212.53836.1239.63315.1214.04118.9419.586

    07CMP-001735.535.76456.154.4499.749.8537.0637.45613.513.74722.621.504

    07CMP-001830.233.72651.652.09211.5311.14240.938.37515.4813.72115.8519.806

    07CMP-002035.133.7435252.29213.8412.55839.4839.614.9914.09113.8118.023

    07CMP-002143.643.4676965.09814.0313.3434.5936.63717.8515.64118.9419.417

    07CMP-002535.937.8095756.18112.0410.07930.6829.20715.9414.56526.8929.405

    07CMP-002636.938.63962.259.15413.919.42232.5435.44414.5413.6924.2924.609

    07CMP-002735.234.48255.651.40110.229.45526.8927.80912.3114.235.4431.435

    07CMP-00283233.36850.650.4789.810.01624.7527.86112.4214.2140.1631.832

    07CMP-002934.735.74253.255.78112.9512.59543.8839.67713.2214.30217.919.56

    07CMP-003041.940.1460.960.27613.2211.81933.2435.35515.5614.86521.4220.976

    07CMP-003231.631.94545.348.48810.139.85840.839.04312.5213.23822.1921.158

    07CMP-003428.930.02343.647.65510.1510.93647.3940.05910.8313.03816.2820.247

    07CMP-003557.156.74577.979.05613.7714.99330.9135.51815.3118.29926.9119.201

    07CMP-003756.355.82380.278.39213.8913.63835.2835.30117.4317.92121.5619.436

    07CMP-003958.756.68678.879.09416.8815.23835.6233.76818.8218.41416.920.863

    07CMP-004158.358.7275.678.81214.9616.00535.1532.720.0918.816.9220.268

    07CMP-004354.554.35874.374.26215.2414.94136.4730.16521.118.57613.4525.326

    07CMP-004560.661.1218382.23113.4417.42336.2135.93419.719.26616.1715.843

    07CMP-004658.357.69477.677.65115.4215.47435.6431.89719.4318.46916.7821.538

    07CMP-004756.856.67980.676.45315.8516.00232.6833.61817.1118.54121.9519.154

    07CMP-004956.859.26183.780.64415.8517.58533.5834.7718.0119.23717.416.37

    07CMP-005460.958.32778.378.94714.415.33231.8533.74416.4218.67624.9220.17

    07CMP-010155.153.68477.878.15613.6414.05936.4334.68820.517.5716.9321.244

    07CMP-01025753.80181.279.41214.1814.25140.5334.06522.517.80415.7323.028

    07CMP-010357.656.61879.483.31411.615.36233.5236.34518.7418.12622.6620.591

    07CMP-010554.652.58975.776.98112.8113.7329.7234.67515.4217.41226.5421.136

    07CMP-011055.555.73980.478.2317.4116.13936.6532.23419.0218.35514.7416.723

    07CMP-012536.331.78153.751.64310.8310.43829.4931.51113.313.84438.1529.865

    07CMP-012641.438.94462.559.89418.311.93133.7931.50518.815.19117.4126.99

    07CMP-012736.636.99756.258.71211.511.67931.5132.03114.7414.76232.626.042

    07CMP-012842.642.3863.863.5513.4313.06731.2332.47216.515.99128.0925.671

    07CMP-012935.634.71258.156.33111.4810.59632.3831.1361614.35931.1329.735

    07CMP-013049.548.9247472.02216.0215.20934.2734.63819.3617.05614.8819.364

    07CMP-013732.433.65450.449.65917.8110.24333.2228.35616.8714.67119.9430.29

    07CMP-015733.632.42853.553.0999.529.85724.927.26212.6314.13541.8936.049

    07CMP-015835.636.35858.657.69511.7311.55427.5629.01215.4214.98735.7833.165

    07CMP-016035.235.30456.256.76210.6110.59426.1528.74614.7214.56739.1632.965

    07CMP-016133.932.74553.253.9149.849.826.0927.66213.7314.25839.5436.645

    07CMP-016238.442.28464.263.82610.5912.98834.9531.11114.3215.9924.0925.99

    07CMP-018346.856.52272.476.79416.3917.31731.8233.8618.1719.30224.1419.414

    07CMP-0493-146.160.99584.685.92719.3719.87536.0936.27418.2520.08214.7519.828

    07CMP-05055862.0186.984.99819.6519.90237.0937.87220.0720.21714.5410.35

    07CMP-052558.857.95479.379.94418.5718.60835.234.14117.3419.82913.3617.681

    07CMP-068057.560.75582.883.54819.1519.53536.1234.97220.0820.23420.4717.685

    07CMP-0718-26056.2676.677.76918.317.23635.8737.00717.9918.80818.4514.889

    07CMP-073550.347.99268.769.08314.9614.20131.2933.44116.4117.11912.5620.757

    07CMP-117242.540.2615856.9611212.84828.3232.17614.1814.9620.218.33

    07CMP-119742.341.05862.258.32612.812.4892829.55715.0915.14116.6318.396

    08CMP-044049.753.2174.472.74417.4316.85929.5730.35318.8818.68423.1525.358

    08CMP-044355.453.65274.473.95219.1618.03430.2533.1618.8218.70535.0324.845

    08CMP-044549.953.02875.374.4517.3516.94332.7531.32219.2418.61233.5526.614

    08CMP-045444.949.4867068.49616.3716.18427.7132.76318.1117.88534.3724.679

    08CMP-047965.261.3188284.52220.6119.70534.3733.91920.6919.8730.7920.694

    08CMP-04844445.4556164.00913.7213.79126.9527.29115.2217.1933.7430.869

    08CMP-053155.153.84577.877.15816.7616.65533.132.61219.1418.59216.4623.089

    08CMP-054961.158.31379.182.96517.9417.49634.6434.67919.0218.93515.8223.041

    08CMP-056646.547.84263.265.84415.0415.54327.2428.46716.717.74718.7230.363

    08CMP-057754.554.88375.475.69818.4317.8731.6932.46619.3519.08822.3622.403

    08CMP-058155.853.78475.272.70317.8217.44329.0630.02418.7618.90511.0324.292

    08CMP-060051.250.67671.270.14515.9316.01930.9230.89218.5918.23132.6426.772

    08CMP-062852.152.02975.572.63616.7716.55635.5831.220.0318.39115.6224.437

    08CMP-087134.233.39545.550.05311.711.45829.9230.30112.6213.5722.1221.318

    08CMP-087730.931.54744.347.2710.3410.54531.2130.36811.5313.30420.523.248

    08CMP-088539.238.2855.457.12810.5311.21725.3728.31114.3114.63414.224.519

    08CMP-089135.434.52449.552.32310.6411.02329.3229.93712.2914.10421.9925.064

    WetChem_DairyOne

    CMP codeSample NumberDate PrintedMoistureDry MatterCrude ProteinAvailable ProteinADICPAdjusted Crude ProteinADFNDFNFCTDNNELNEMNEGRFVCalciumPhosphorusMagnesiumPotassiumSodiumIronZincCopperManganesePPM Molybdenum

    07CMP-00011431587010/9/096.793.49.78.719.745.56814.3540.440.460.21730.310.160.33.550.005232175440.7

    07CMP-00021431588010/9/096.793.39.18.119.146.364.118550.480.480.23770.290.140.283.160.004196175460.5

    07CMP-00031431589010/9/095.794.38.17.50.78.145.666.616.6550.460.470.22750.270.130.252.970.003188155370.4

    07CMP-00041431590010/9/096.793.37.86.817.848.771.412.7530.40.440.19660.280.120.272.560.004189155430.6

    07CMP-00051431591010/9/09892.19.68.80.89.642.458.722.4570.530.510.26880.310.150.312.860.004202205460.7

    07CMP-00061431592010/9/096.893.29.18.30.79.143.667.215.5550.450.470.22760.280.130.272.950.004193165440.5

    07CMP-00071431593010/9/095.494.69.181.19.134.754.526.3580.550.530.271060.310.20.212.240.003163236460.3

    07CMP-00091431594010/9/097.892.39.78.90.89.733.157.423.4570.540.520.261020.260.190.292.270.003164268490.6

    07CMP-00101431595010/9/095.694.49.37.61.88.641.263.918.1550.470.470.22830.280.150.222.450.003177237480.5

    07CMP-00111431596010/9/095.194.99.28.11.19.237.153.427.2580.560.530.281040.280.20.262.490.003257267570.2

    07CMP-00121431597010/9/095.894.29.98.31.59.333.656.823.8570.530.510.261030.240.210.2620.003208247480.4

    07CMP-00131431598010/9/096.593.59.68.51.19.633.549.430.3590.590.550.31180.270.20.242.070.003172228500.5

    07CMP-00141431599010/9/095.994.29.890.89.830.54534610.620.580.321350.230.230.241.910.003183267420.6

    07CMP-00151431600010/9/095.694.410.39.11.210.332.149.929.4590.580.550.291190.290.210.272.50.003222267500.8

    07CMP-00161431601010/9/095.494.6108.71.31034.953.126.9580.560.530.281080.250.190.262.070.003219217470.6

    07CMP-00171431602010/9/096.693.410.89.51.310.835.556.123.9570.540.520.261020.330.20.272.240.003209267640.4

    07CMP-00181431603010/9/096949.68.619.630.251.628.5590.570.540.291180.270.240.191.930.003211256410.5

    07CMP-00201431604010/9/096.893.210.48.32.19.335.15227.6570.560.530.271100.270.230.272.130.003189267470.5

    07CMP-00211431605010/9/095.794.39.38.40.99.343.66913.7540.430.460.21740.260.140.222.560.003147216470.3

    07CMP-00251431606010/9/097937.96.917.935.95725570.530.510.26990.210.10.232.010.004166155360.6

    07CMP-07351433658010/14/094.195.92.7not requestednot requested2.750.368.718.7530.420.440.19670.150.10.051.390.00698153100.3

    07CMP-11721433659010/14/097.492.612.5not requestednot requested12.542.55821.2560.520.50.24890.410.330.231.890.0113524216852.8

    07CMP-11971433660010/14/097.492.613.9not requestednot requested13.942.362.216.7550.490.480.22840.430.370.32.160.00829839161012.4

    08CMP-04401433661010/14/096.593.58.5not requestednot requested8.549.774.49.9520.350.410.17630.510.110.272.060.00396427370.7

    08CMP-04431433662010/15/097.992.17.6not requestednot requested7.655.474.410.5520.350.410.17570.360.150.272.040.00382458360.5

    08CMP-04451433663010/14/096.393.76.3not requestednot requested6.349.975.310.5520.340.410.16620.480.110.271.680.00358366300.7

    08CMP-04541433664010/14/098928not requestednot requested844.97014530.410.430.19720.460.20.293.480.00387368271

    08CMP-04791433665010/14/097.492.66.1not requestednot requested6.165.2824.9500.20.380.13430.370.090.111.50.00574274190.3

    08CMP-04841433666010/14/099.390.75.6not requestednot requested5.6446123.3550.490.480.23830.460.120.221.580.00233273190.8

    08CMP-05311433667010/14/096.493.63not requestednot requested355.177.810.6510.290.390.15550.250.050.110.680.00233122130.4

    08CMP-05491433668010/14/096.393.78.7not requestednot requested8.761.179.15.7510.270.390.14490.560.060.273.330.00493386240.6

    08CMP-05661433669010/14/099.790.38.6not requestednot requested8.646.563.219.4550.480.470.22770.670.180.372.830.00271494290.8

    08CMP-05771433670010/14/097.692.54.5not requestednot requested4.554.575.411.7520.340.410.16570.580.130.290.80.00241463390.9

    08CMP-05811433671010/14/099.190.98.8not requestednot requested8.855.875.29520.340.410.16560.780.150.321.750.00484476291

    08CMP-06001433672010/14/097.192.97.2not requestednot requested7.251.271.213.5530.390.430.18640.440.220.332.190.00252488280.8

    08CMP-06281433673010/14/097934.9not requestednot requested4.952.175.511.4520.330.410.16600.560.090.30.680.00446275300.9

    08CMP-08711433674010/14/095.494.67.6not requestednot requested7.634.245.535.3590.60.560.31270.390.150.231.280.007122298321.2

    08CMP-08771433675010/14/096.493.67.6not requestednot requested7.630.944.336.3600.610.560.311360.410.180.21.580.011263610311.5

    08CMP-08851433676010/14/095.394.75not requestednot requested539.255.428.5570.540.50.25980.420.140.171.770.006115287350.8

    08CMP-08911433677010/14/095.494.65.9not requestednot requested5.935.449.532.9580.580.540.281150.290.140.171.610.007114216250.8

    07CMP-00261432270010/13/098.891.29.17.81.49.136.962.219.7550.490.480.23900.230.150.251.830.008211227460.8

    07CMP-00271432271010/13/097.992.17.96.81.17.935.255.626.2570.540.520.271030.280.120.281.820.006176185390.5

    07CMP-00281432272010/13/099.390.87.97.10.87.93250.630.5590.580.550.291180.270.120.241.710.006186164440.4

    07CMP-00291432273010/14/096.693.410.38.51.89.534.753.226.7570.560.530.271080.230.190.251.890.005208226470.6

    07CMP-00301432274010/13/096.693.41081.9941.960.920.3550.50.480.23860.280.150.252.540.005204207450.1

    07CMP-00321432275010/13/096.493.710.88.91.99.931.645.333.1590.610.560.311320.290.220.292.140.002201299570.3

    07CMP-00341432276010/13/096.693.410.58.91.69.928.943.634.7600.620.580.321420.220.270.221.670.003279298510.1

    07CMP-00351432277010/13/095.694.44.93.71.34.957.177.99510.30.40.16530.360.090.151.930.00671166230.2

    07CMP-00371432278010/13/095.694.45.24.11.15.256.380.27510.250.40.15520.370.090.11.880.00782156210.2

    07CMP-00391432279010/13/0969442.91.1458.778.88.9510.280.40.15510.290.060.091.290.0055995130.2

    07CMP-00411432280010/14/095.894.24.33.50.84.358.375.611.4520.340.420.17530.230.150.121.450.00349144170.5

    07CMP-00431432281010/13/097.592.5651654.574.311.4520.360.430.18580.260.110.081.640.0053154150

    07CMP-00451432282010/13/096.993.143.20.8460.6835.3500.180.380.14470.220.160.111.480.00356124170.6

    07CMP-00461432283010/13/096.893.24.63.70.94.658.377.69.6520.30.410.16520.250.210.141.480.002237389230.4

    07CMP-00471432284010/13/097.592.54.53.80.74.556.880.67.1510.240.40.15520.230.170.121.580.002117156210.5

    07CMP-00491432285010/13/096.193.93.22.60.63.256.883.75.2500.160.380.14500.20.10.11.220.00551134170.3

    07CMP-00541432286010/13/095.594.542.91.1460.978.39.4510.290.40.16490.290.10.082.050.00651196180.1

    07CMP-01011432287010/13/095.894.27.66.21.47.655.177.87.4510.30.410.16550.380.180.192.340.0062631677280.7

    07CMP-01021432288010/13/095.494.66.25.316.25781.25.4510.230.390.15510.320.150.142.320.0064141116210.8

    07CMP-01031432289010/13/095.794.36.95.71.26.957.679.46.5510.270.40.15520.30.110.141.930.0073651327210.6

    07CMP-01051433393010/16/095.494.68.1not requestednot requested8.154.675.79520.330.410.16570.410.180.172.370.0122581018261.1

    07CMP-01101433394010/13/097937.2not requestednot requested7.255.580.45.6500.240.380.14530.350.180.152.230.008258258231

    07CMP-01251433395010/13/094.995.14.9not requestednot requested4.936.353.730570.550.510.261050.150.140.110.850.006167236160.8

    07CMP-01261433396010/13/095.294.94.1not requestednot requested4.141.462.523.1550.480.470.22840.180.090.090.880.006192246180.5

    07CMP-01271433397010/13/091.198.93.8not requestednot requested3.836.656.228.6560.530.50.251000.110.090.090.850.00586154170.7

    07CMP-01281433398010/13/096.193.93.8not requestednot requested3.842.663.822.1540.470.460.21810.180.070.0710.00685256171.2

    07CMP-01291433399010/13/092.297.84not requestednot requested435.658.126.8560.520.490.24980.180.090.090.80.00590216241.1

    07CMP-01301433400010/13/095.394.74.1not requestednot requested4.149.57413.2520.360.410.17630.140.080.080.720.005114194210.7

    07CMP-01371433401010/13/098.591.56.7not requestednot requested6.732.450.431.7580.570.530.281170.210.140.172.530.004175125320.4

    07CMP-01571433402010/13/096.693.44.6not requestednot requested4.633.653.530.5570.550.510.261090.210.110.140.820.006315246220.8

    07CMP-01581433403010/13/096.393.84.3not requestednot requested4.335.658.626.2560.510.490.24970.180.10.10.720.004180277200.6

    07CMP-01601433404010/13/095.794.43.6not requestednot requested3.635.256.228.7560.530.50.251020.260.070.080.920.005210257190.6

    07CMP-01611433405010/13/096.293.84.5not requestednot requested4.533.953.230.7570.550.520.261090.220.130.110.810.005243306240.8

    07CMP-01621433406010/13/095.694.43.6not requestednot requested3.638.464.221.9540.470.460.21860.190.090.10.910.005156273190.9

    07CMP-01831433407010/13/096.993.14.4not requestednot requested4.446.872.414.4520.380.420.17670.210.140.140.980.00633152201.1

    07CMP-0493-11433408010/13/097.392.73.3not requestednot requested3.346.184.64.6490.120.360.12580.180.10.150.850.0042952200.6

    07CMP-05051433409010/13/099915not requestednot requested55886.91.5490.030.350.11470.220.110.190.450.005204134180.8

    07CMP-05251433410010/13/097.192.93.7not requestednot requested3.758.879.38.9510.270.390.14510.220.180.061.70.0053715370.9

    07CMP-06801433411010/13/097.792.32.9not requestednot requested2.957.582.86.4500.180.370.13500.130.170.071.450.00777193101.1

    07CMP-0718-21433412010/13/09892.13not requestednot requested36076.611.6510.320.40.15510.240.070.080.960.01235062130.3

    File Name: C:\DOCUMENTS AND SETTINGS\ADMINISTRATOR\MY DOCUMENTS\MODELS\BIOENERGY MODEL\SCANS_AVG_SORT.CAL Spectra and Constituent Data FileFile Date: Mon Oct 05 07:05:32 2009Last Update: Tue Nov 03 06:04:42 2009File ID: Generated by ISIscan!Master No: 30100837 Instrument Model: XDSSerial No: 30100837 Samples: 97Deleted: 0 Constituents: 4No. Data Points: 1050 Moisture Basis Dry MatterSegment 1 400-1098,2 Segment 2 1100-2498,2

    "Position", "Sample Number", "Lignin", "Glucan", "Xylan", "Soluble",1, "07CMP-0001", 13.8669996, 31.0200005, 17.3759995, 22.1320000,2, "07CMP-0002", 14.4370003, 32.4420013, 17.3589993, 24.9610004,3, "07CMP-0003", 11.2749996, 35.3479996, 19.8780003, 15.6840000,4, "07CMP-0004", 13.2939997, 29.0790005, 17.3279991, 26.0480003,5, "07CMP-0005", 14.1990004, 31.5060005, 17.1840000, 26.7670002,6, "07CMP-0006", 12.9020004, 30.3939991, 17.4389992, 30.6130009,7, "07CMP-0007", 10.1569996, 42.4760017, 14.8929996, 18.2929993,8, "07CMP-0009", 12.8400002, 35.3899994, 16.0499992, 20.3299999,9, "07CMP-0010", 13.1470003, 34.1650009, 15.9569998, 23.6490002,10, "07CMP-0011", 10.6009998, 39.2630005, 15.2709999, 20.3369999,11, "07CMP-0012", 12.4729996, 36.7340012, 13.7259998, 20.6119995,12, "07CMP-0013", 12.5340004, 43.4449997, 12.6529999, 19.5259991,13, "07CMP-0014", 10.5500002, 39.8899994, 15.6599998, 16.4200001,14, "07CMP-0015", 9.2489996, 43.8950005, 13.4720001, 19.4109993,15, "07CMP-0016", 12.6239996, 36.1189995, 15.1180000, 18.9449997,16, "07CMP-0017", 9.7449999, 37.0559998, 13.5019999, 22.6040001,17, "07CMP-0018", 11.5299997, 40.9000015, 15.4799995, 15.8500004,18, "07CMP-0020", 13.8360004, 39.4809990, 14.9910002, 13.8140001,19, "07CMP-0021", 14.0260000, 34.5950012, 17.8500004, 18.9410000,20, "07CMP-0025", 12.0439997, 30.6809998, 15.9420004, 26.8920002,21, "07CMP-0026", 13.9069996, 32.5379982, 14.5439997, 24.2859993,22, "07CMP-0027", 10.2180004, 26.8869991, 12.3090000, 35.4430008,23, "07CMP-0028", 9.8020000, 24.7530003, 12.4200001, 40.1559982,24, "07CMP-0029", 12.9469995, 43.8839989, 13.2189999, 17.9039993,25, "07CMP-0030", 13.2200003, 33.2400017, 15.5600004, 21.4200001,26, "07CMP-0032", 10.1339998, 40.8030014, 12.5179996, 22.1860008,27, "07CMP-0034", 10.1450005, 47.3950005, 10.8249998, 16.2759991,28, "07CMP-0035", 13.7690001, 30.9130001, 15.3140001, 26.9120007,29, "07CMP-0037", 13.8900003, 35.2799988, 17.4300003, 21.5599995,30, "07CMP-0039", 16.8759995, 35.6199989, 18.8220005, 16.9009991,31, "07CMP-0041", 14.9600000, 35.1529999, 20.0849991, 16.9169998,32, "07CMP-0042", 13.2900000, 38.1500015, 20.7099991, 15.1300001,33, "07CMP-0043", 15.2370005, 36.4739990, 21.0970001, 13.4480000,34, "07CMP-0044", 14.3599997, 37.1699982, 20.9799995, 14.8699999,35, "07CMP-0045", 13.4350004, 36.2120018, 19.6980000, 16.1720009,36, "07CMP-0046", 15.4200001, 35.6399994, 19.4300003, 16.7800007,37, "07CMP-0047", 15.8540001, 32.6809998, 17.1130009, 21.9489994,38, "07CMP-0049", 15.8509998, 33.5820007, 18.0049992, 17.3959999,39, "07CMP-0054", 14.4020004, 31.8549995, 16.4220009, 24.9190006,40, "07CMP-0082", 14.3249998, 36.2770004, 20.7479992, 15.7049999,41, "07CMP-0083", 16.9020004, 31.7049999, 17.4109993, 21.6459999,42, "07CMP-0084", 17.2630005, 33.7719994, 18.9529991, 18.0690002,43, "07CMP-0086", 10.5909996, 26.1609993, 12.1590004, 37.8009987,44, "07CMP-0101", 13.6420002, 36.4309998, 20.4950008, 16.9349995,45, "07CMP-0102", 14.1770000, 40.5299988, 22.4990005, 15.7320004,46, "07CMP-0103", 11.5970001, 33.5149994, 18.7350006, 22.6599998,47, "07CMP-0105", 12.8090000, 29.7240009, 15.4180002, 26.5419998,48, "07CMP-0107", 13.1529999, 37.8919983, 20.7600002, 15.5030003,49, "07CMP-0110", 17.4080009, 36.6489983, 19.0200005, 14.7410002,50, "07CMP-0125", 10.8260002, 29.4909992, 13.3039999, 38.1500015,51, "07CMP-0126", 18.3040009, 33.7919998, 18.8010006, 17.4090004,52, "07CMP-0127", 11.4949999, 31.5119991, 14.7419996, 32.5979996,53, "07CMP-0128", 13.4259996, 31.2259998, 16.5049992, 28.0930004,54, "07CMP-0129", 11.4809999, 32.3769989, 15.9969997, 31.1289997,55, "07CMP-0130", 16.0200005, 34.2700005, 19.3600006, 14.8800001,56, "07CMP-0137", 17.8080006, 33.2239990, 16.8689995, 19.9449997,57, "07CMP-0157", 9.5220003, 24.8999996, 12.6339998, 41.8919983,58, "07CMP-0158", 11.7340002, 27.5580006, 15.4160004, 35.7820015,59, "07CMP-0160", 10.6099997, 26.1529999, 14.7229996, 39.1559982,60, "07CMP-0161", 9.8400002, 26.0900002, 13.7299995, 39.5400009,61, "07CMP-0162", 10.5950003, 34.9510002, 14.3179998, 24.0879993,62, "07CMP-0172", 9.4540005, 21.9090004, 12.0019999, 43.9700012,63, "07CMP-0174", 10.2180004, 25.5650005, 12.9709997, 39.1730003,64, "07CMP-0175", 12.6120005, 26.1620007, 15.8470001, 29.9909992,65, "07CMP-0176", 11.3039999, 23.7800007, 13.7119999, 38.6430016,66, "07CMP-0177", 11.8000002, 26.3700008, 16.8199997, 29.5200005,67, "07CMP-0183", 16.3950005, 31.8220005, 18.1690006, 24.1399994,68, "07CMP-0493-1", 19.3670006, 36.0940018, 18.2509995, 14.7469997,69, "07CMP-0505", 19.6529999, 37.0909996, 20.0669994, 14.5410004,70, "07CMP-0525", 18.5720005, 35.1990013, 17.3409996, 13.3640003,71, "07CMP-0680", 19.1469994, 36.1240005, 20.0799999, 20.4740009,72, "07CMP-0718-2", 18.2970009, 35.8709984, 17.9869995, 18.4519997,73, "07CMP-0735", 14.9549999, 31.2919998, 16.4139996, 12.5579996,74, "07CMP-1172", 11.9969997, 28.3160000, 14.1809998, 20.2010002,75, "07CMP-1197", 12.8020000, 28.0020008, 15.0939999, 16.6299992,76, "07CMP-1402", 11.8780003, 24.4260006, 14.4899998, 17.1299992,77, "07CMP-1416", 11.5889997, 25.1229992, 13.9169998, 16.6280003,78, "07CMP-1536", 14.7060003, 29.4939995, 13.0080004, 29.4960003,79, "07CMP-1537", 10.6730003, 26.3419991, 12.9289999, 28.5319996,80, "08CMP-0440", 17.4330006, 29.5690002, 18.8780003, 23.1509991,81, "08CMP-0443", 19.1580009, 30.2530003, 18.8220005, 35.0349998,82, "08CMP-0445", 17.3479996, 32.7470016, 19.2439995, 33.5530014,83, "08CMP-0454", 16.3740005, 27.7099991, 18.1089993, 34.3660011,84, "08CMP-0479", 20.6110001, 34.3660011, 20.6860008, 30.7880001,85, "08CMP-0484", 13.7229996, 26.9480000, 15.2220001, 33.7400017,86, "08CMP-0512", 18.9319992, 30.8759995, 18.9799995, 17.3279991,87, "08CMP-0531", 16.7570000, 33.0950012, 19.1429996, 16.4549999,88, "08CMP-0549", 17.9349995, 34.6389999, 19.0170002, 15.8190002,89, "08CMP-0566", 15.0369997, 27.2369995, 16.6970005, 18.7250004,90, "08CMP-0577", 18.4309998, 31.6860008, 19.3479996, 22.3560009,91, "08CMP-0581", 17.8239994, 29.0569992, 18.7639999, 11.0279999,92, "08CMP-0600", 15.9329996, 30.9190006, 18.5939999, 32.6370010,93, "08CMP-0628", 16.7649994, 35.5820007, 20.0249996, 15.6190004,94, "08CMP-0871", 11.7040005, 29.9160004, 12.6250000, 22.1170006,95, "08CMP-0877", 10.3439999, 31.2099991, 11.5279999, 20.5030003,96, "08CMP-0885", 10.5340004, 25.3740005, 14.3059998, 14.2019997,97, "08CMP-0891", 10.6420002, 29.3230000, 12.2860003, 21.9890003,

    File Name: C:\DOCUMENTS AND SETTINGS\ADMINISTRATOR\MY DOCUMENTS\MODELS\FORAGE\SCANS_AVG.CAL Spectra and Constituent Data FileFile Date: Tue Oct 20 07:30:25 2009Last Update: Tue Nov 03 14:29:06 2009File ID: Generated by ISIscan!Master No: 30100837 Instrument Model: XDSSerial No: 30100837 Samples: 80Deleted: 0 Constituents: 24No. Data Points: 1050 Moisture Basis Dry MatterSegment 1 400-1098,2 Segment 2 1100-2498,2

    "Position", "Sample Number", "Moisture", "Dry Matter", "Crude Protein", "Available ProteiADICP","ADICP", "Adjusted Crude PADF","ADF", "NDF", "NFC", "TDN", "NEL", "NEM", "NEG", "RFV", "Calcium", "Phosphorus", "Magnesium", "Potassium", "Sodium", "Iron", "Zinc", "Copper", "Manganese", "PPM Molybdenum",1, "07CMP-0001", 6.6999998, 93.4000015, 9.6999998, 8.6999998, 1.0000000, 9.6999998, 45.5000000, 68.0000000, 14.3000002, 54.0000000, 0.4400000, 0.4600000, 0.2100000, 73.0000000, 0.3100000, 0.1600000, 0.3000000, 3.5500000, 0.0050000, 232.0000000, 17.0000000, 5.0000000, 44.0000000, 0.7000000,2, "07CMP-0002", 6.6999998, 93.3000031, 9.1000004, 8.1000004, 1.0000000, 9.1000004, 46.2999992, 64.0999985, 18.0000000, 55.0000000, 0.4800000, 0.4800000, 0.2300000, 77.0000000, 0.2900000, 0.1400000, 0.2800000, 3.1600001, 0.0040000, 196.0000000, 17.0000000, 5.0000000, 46.0000000, 0.5000000,3, "07CMP-0003", 5.6999998, 94.3000031, 8.1000004, 7.5000000, 0.7000000, 8.1000004, 45.5999985, 66.5999985, 16.6000004, 55.0000000, 0.4600000, 0.4700000, 0.2200000, 75.0000000, 0.2700000, 0.1300000, 0.2500000, 2.9700000, 0.0030000, 188.0000000, 15.0000000, 5.0000000, 37.0000000, 0.4000000,4, "07CMP-0004", 6.6999998, 93.3000031, 7.8000002, 6.8000002, 1.0000000, 7.8000002, 48.7000008, 71.4000015, 12.6999998, 53.0000000, 0.4000000, 0.4400000, 0.1900000, 66.0000000, 0.2800000, 0.1200000, 0.2700000, 2.5599999, 0.0040000, 189.0000000, 15.0000000, 5.0000000, 43.0000000, 0.6000000,5, "07CMP-0005", 8.0000000, 92.0999985, 9.6000004, 8.8000002, 0.8000000, 9.6000004, 42.4000015, 58.7000008, 22.3999996, 57.0000000, 0.5300000, 0.5100000, 0.2600000, 88.0000000, 0.3100000, 0.1500000, 0.3100000, 2.8599999, 0.0040000, 202.0000000, 20.0000000, 5.0000000, 46.0000000, 0.7000000,6, "07CMP-0006", 6.8000002, 93.1999969, 9.1000004, 8.3000002, 0.7000000, 9.1000004, 43.5999985, 67.1999969, 15.5000000, 55.0000000, 0.4500000, 0.4700000, 0.2200000, 76.0000000, 0.2800000, 0.1300000, 0.2700000, 2.9500000, 0.0040000, 193.0000000, 16.0000000, 5.0000000, 44.0000000, 0.5000000,7, "07CMP-0007", 5.4000001, 94.5999985, 9.1000004, 8.0000000, 1.1000000, 9.1000004, 34.7000008, 54.5000000, 26.2999992, 58.0000000, 0.5500000, 0.5300000, 0.2700000, 106.0000000, 0.3100000, 0.2000000, 0.2100000, 2.2400000, 0.0030000, 163.0000000, 23.0000000, 6.0000000, 46.0000000, 0.3000000,8, "07CMP-0009", 7.8000002, 92.3000031, 9.6999998, 8.8999996, 0.8000000, 9.6999998, 33.0999985, 57.4000015, 23.3999996, 57.0000000, 0.5400000, 0.5200000, 0.2600000, 102.0000000, 0.2600000, 0.1900000, 0.2900000, 2.2700000, 0.0030000, 164.0000000, 26.0000000, 8.0000000, 49.0000000, 0.6000000,9, "07CMP-0010", 5.5999999, 94.4000015, 9.3000002, 7.5999999, 1.8000000, 8.6000004, 41.2000008, 63.9000015, 18.1000004, 55.0000000, 0.4700000, 0.4700000, 0.2200000, 83.0000000, 0.2800000, 0.1500000, 0.2200000, 2.4500000, 0.0030000, 177.0000000, 23.0000000, 7.0000000, 48.0000000, 0.5000000,10, "07CMP-0011", 5.0999999, 94.9000015, 9.1999998, 8.1000004, 1.1000000, 9.1999998, 37.0999985, 53.4000015, 27.2000008, 58.0000000, 0.5600000, 0.5300000, 0.2800000, 104.0000000, 0.2800000, 0.2000000, 0.2600000, 2.4900000, 0.0030000, 257.0000000, 26.0000000, 7.0000000, 57.0000000, 0.2000000,11, "07CMP-0012", 5.8000002, 94.1999969, 9.8999996, 8.3000002, 1.5000000, 9.3000002, 33.5999985, 56.7999992, 23.7999992, 57.0000000, 0.5300000, 0.5100000, 0.2600000, 103.0000000, 0.2400000, 0.2100000, 0.2600000, 2.0000000, 0.0030000, 208.0000000, 24.0000000, 7.0000000, 48.0000000, 0.4000000,12, "07CMP-0013", 6.5000000, 93.5000000, 9.6000004, 8.5000000, 1.1000000, 9.6000004, 33.5000000, 49.4000015, 30.2999992, 59.0000000, 0.5900000, 0.5500000, 0.3000000, 118.0000000, 0.2700000, 0.2000000, 0.2400000, 2.0699999, 0.0030000, 172.0000000, 22.0000000, 8.0000000, 50.0000000, 0.5000000,13, "07CMP-0014", 5.9000001, 94.1999969, 9.8000002, 9.0000000, 0.8000000, 9.8000002, 30.5000000, 45.0000000, 34.0000000, 61.0000000, 0.6200000, 0.5800000, 0.3200000, 135.0000000, 0.2300000, 0.2300000, 0.2400000, 1.9100000, 0.0030000, 183.0000000, 26.0000000, 7.0000000, 42.0000000, 0.6000000,14, "07CMP-0015", 5.5999999, 94.4000015, 10.3000002, 9.1000004, 1.2000000, 10.3000002, 32.0999985, 49.9000015, 29.3999996, 59.0000000, 0.5800000, 0.5500000, 0.2900000, 119.0000000, 0.2900000, 0.2100000, 0.2700000, 2.5000000, 0.0030000, 222.0000000, 26.0000000, 7.0000000, 50.0000000, 0.8000000,15, "07CMP-0016", 5.4000001, 94.5999985, 10.0000000, 8.6999998, 1.3000000, 10.0000000, 34.9000015, 53.0999985, 26.8999996, 58.0000000, 0.5600000, 0.5300000, 0.2800000, 108.0000000, 0.2500000, 0.1900000, 0.2600000, 2.0699999, 0.0030000, 219.0000000, 21.0000000, 7.0000000, 47.0000000, 0.6000000,16, "07CMP-0017", 6.5999999, 93.4000015, 10.8000002, 9.5000000, 1.3000000, 10.8000002, 35.5000000, 56.0999985, 23.8999996, 57.0000000, 0.5400000, 0.5200000, 0.2600000, 102.0000000, 0.3300000, 0.2000000, 0.2700000, 2.2400000, 0.0030000, 209.0000000, 26.0000000, 7.0000000, 64.0000000, 0.4000000,17, "07CMP-0018", 6.0000000, 94.0000000, 9.6000004, 8.6000004, 1.0000000, 9.6000004, 30.2000008, 51.5999985, 28.5000000, 59.0000000, 0.5700000, 0.5400000, 0.2900000, 118.0000000, 0.2700000, 0.2400000, 0.1900000, 1.9299999, 0.0030000, 211.0000000, 25.0000000, 6.0000000, 41.0000000, 0.5000000,18, "07CMP-0020", 6.8000002, 93.1999969, 10.3999996, 8.3000002, 2.0999999, 9.3000002, 35.0999985, 52.0000000, 27.6000004, 57.0000000, 0.5600000, 0.5300000, 0.2700000, 110.0000000, 0.2700000, 0.2300000, 0.2700000, 2.1300001, 0.0030000, 189.0000000, 26.0000000, 7.0000000, 47.0000000, 0.5000000,19, "07CMP-0021", 5.6999998, 94.3000031, 9.3000002, 8.3999996, 0.9000000, 9.3000002, 43.5999985, 69.0000000, 13.6999998, 54.0000000, 0.4300000, 0.4600000, 0.2100000, 74.0000000, 0.2600000, 0.1400000, 0.2200000, 2.5599999, 0.0030000, 147.0000000, 21.0000000, 6.0000000, 47.0000000, 0.3000000,20, "07CMP-0025", 7.0000000, 93.0000000, 7.9000001, 6.9000001, 1.0000000, 7.9000001, 35.9000015, 57.0000000, 25.0000000, 57.0000000, 0.5300000, 0.5100000, 0.2600000, 99.0000000, 0.2100000, 0.1000000, 0.2300000, 2.0100000, 0.0040000, 166.0000000, 15.0000000, 5.0000000, 36.0000000, 0.6000000,21, "07CMP-0026", 8.8000002, 91.1999969, 9.1000004, 7.8000002, 1.4000000, 9.1000004, 36.9000015, 62.2000008, 19.7000008, 55.0000000, 0.4900000, 0.4800000, 0.2300000, 90.0000000, 0.2300000, 0.1500000, 0.2500000, 1.8300000, 0.0080000, 211.0000000, 22.0000000, 7.0000000, 46.0000000, 0.8000000,22, "07CMP-0027", 7.9000001, 92.0999985, 7.9000001, 6.8000002, 1.1000000, 7.9000001, 35.2000008, 55.5999985, 26.2000008, 57.0000000, 0.5400000, 0.5200000, 0.2700000, 103.0000000, 0.2800000, 0.1200000, 0.2800000, 1.8200001, 0.0060000, 176.0000000, 18.0000000, 5.0000000, 39.0000000, 0.5000000,23, "07CMP-0028", 9.3000002, 90.8000031, 7.9000001, 7.0999999, 0.8000000, 7.9000001, 32.0000000, 50.5999985, 30.5000000, 59.0000000, 0.5800000, 0.5500000, 0.2900000, 118.0000000, 0.2700000, 0.1200000, 0.2400000, 1.7100000, 0.0060000, 186.0000000, 16.0000000, 4.0000000, 44.0000000, 0.4000000,24, "07CMP-0029", 6.5999999, 93.4000015, 10.3000002, 8.5000000, 1.8000000, 9.5000000, 34.7000008, 53.2000008, 26.7000008, 57.0000000, 0.5600000, 0.5300000, 0.2700000, 108.0000000, 0.2300000, 0.1900000, 0.2500000, 1.8900000, 0.0050000, 208.0000000, 22.0000000, 6.0000000, 47.0000000, 0.6000000,25, "07CMP-0030", 6.5999999, 93.4000015, 10.0000000, 8.0000000, 1.9000000, 9.0000000, 41.9000015, 60.9000015, 20.2999992, 55.0000000, 0.5000000, 0.4800000, 0.2300000, 86.0000000, 0.2800000, 0.1500000, 0.2500000, 2.5400000, 0.0050000, 204.0000000, 20.0000000, 7.0000000, 45.0000000, 0.1000000,26, "07CMP-0032", 6.4000001, 93.6999969, 10.8000002, 8.8999996, 1.9000000, 9.8999996, 31.6000004, 45.2999992, 33.0999985, 59.0000000, 0.6100000, 0.5600000, 0.3100000, 132.0000000, 0.2900000, 0.2200000, 0.2900000, 2.1400001, 0.0020000, 201.0000000, 29.0000000, 9.0000000, 57.0000000, 0.3000000,27, "07CMP-0034", 6.5999999, 93.4000015, 10.5000000, 8.8999996, 1.6000000, 9.8999996, 28.8999996, 43.5999985, 34.7000008, 60.0000000, 0.6200000, 0.5800000, 0.3200000, 142.0000000, 0.2200000, 0.2700000, 0.2200000, 1.6700000, 0.0030000, 279.0000000, 29.0000000, 8.0000000, 51.0000000, 0.1000000,28, "07CMP-0035", 5.5999999, 94.4000015, 4.9000001, 3.7000000, 1.3000000, 4.9000001, 57.0999985, 77.9000015, 9.0000000, 51.0000000, 0.3000000, 0.4000000, 0.1600000, 53.0000000, 0.3600000, 0.0900000, 0.1500000, 1.9299999, 0.0060000, 71.0000000, 16.0000000, 6.0000000, 23.0000000, 0.2000000,29, "07CMP-0037", 5.5999999, 94.4000015, 5.1999998, 4.0999999, 1.1000000, 5.1999998, 56.2999992, 80.1999969, 7.0000000, 51.0000000, 0.2500000, 0.4000000, 0.1500000, 52.0000000, 0.3700000, 0.0900000, 0.1000000, 1.8800000, 0.0070000, 82.0000000, 15.0000000, 6.0000000, 21.0000000, 0.2000000,30, "07CMP-0039", 6.0000000, 94.0000000, 4.0000000, 2.9000001, 1.1000000, 4.0000000, 58.7000008, 78.8000031, 8.8999996, 51.0000000, 0.2800000, 0.4000000, 0.1500000, 51.0000000, 0.2900000, 0.0600000, 0.0900000, 1.2900000, 0.0050000, 59.0000000, 9.0000000, 5.0000000, 13.0000000, 0.2000000,31, "07CMP-0041", 5.8000002, 94.1999969, 4.3000002, 3.5000000, 0.8000000, 4.3000002, 58.2999992, 75.5999985, 11.3999996, 52.0000000, 0.3400000, 0.4200000, 0.1700000, 53.0000000, 0.2300000, 0.1500000, 0.1200000, 1.4500000, 0.0030000, 49.0000000, 14.0000000, 4.0000000, 17.0000000, 0.5000000,32, "07CMP-0043", 7.5000000, 92.5000000, 6.0000000, 5.0000000, 1.0000000, 6.0000000, 54.5000000, 74.3000031, 11.3999996, 52.0000000, 0.3600000, 0.4300000, 0.1800000, 58.0000000, 0.2600000, 0.1100000, 0.0800000, 1.6400000, 0.0050000, 31.0000000, 5.0000000, 4.0000000, 15.0000000, 0.0000000,33, "07CMP-0045", 6.9000001, 93.0999985, 4.0000000, 3.2000000, 0.8000000, 4.0000000, 60.5999985, 83.0000000, 5.3000002, 50.0000000, 0.1800000, 0.3800000, 0.1400000, 47.0000000, 0.2200000, 0.1600000, 0.1100000, 1.4800000, 0.0030000, 56.0000000, 12.0000000, 4.0000000, 17.0000000, 0.6000000,34, "07CMP-0046", 6.8000002, 93.1999969, 4.5999999, 3.7000000, 0.9000000, 4.5999999, 58.2999992, 77.5999985, 9.6000004, 52.0000000, 0.3000000, 0.4100000, 0.1600000, 52.0000000, 0.2500000, 0.2100000, 0.1400000, 1.4800000, 0.0020000, 237.0000000, 38.0000000, 9.0000000, 23.0000000, 0.4000000,35, "07CMP-0047", 7.5000000, 92.5000000, 4.5000000, 3.8000000, 0.7000000, 4.5000000, 56.7999992, 80.5999985, 7.0999999, 51.0000000, 0.2400000, 0.4000000, 0.1500000, 52.0000000, 0.2300000, 0.1700000, 0.1200000, 1.5800000, 0.0020000, 117.0000000, 15.0000000, 6.0000000, 21.0000000, 0.5000000,36, "07CMP-0049", 6.0999999, 93.9000015, 3.2000000, 2.5999999, 0.6000000, 3.2000000, 56.7999992, 83.6999969, 5.1999998, 50.0000000, 0.1600000, 0.3800000, 0.1400000, 50.0000000, 0.2000000, 0.1000000, 0.1000000, 1.2200000, 0.0050000, 51.0000000, 13.0000000, 4.0000000, 17.0000000, 0.3000000,37, "07CMP-0054", 5.5000000, 94.5000000, 4.0000000, 2.9000001, 1.1000000, 4.0000000, 60.9000015, 78.3000031, 9.3999996, 51.0000000, 0.2900000, 0.4000000, 0.1600000, 49.0000000, 0.2900000, 0.1000000, 0.0800000, 2.0500000, 0.0060000, 51.0000000, 19.0000000, 6.0000000, 18.0000000, 0.1000000,38, "07CMP-0101", 5.8000002, 94.1999969, 7.5999999, 6.1999998, 1.4000000, 7.5999999, 55.0999985, 77.8000031, 7.4000001, 51.0000000, 0.3000000, 0.4100000, 0.1600000, 55.0000000, 0.3800000, 0.1800000, 0.1900000, 2.3399999, 0.0060000, 263.0000000, 167.0000000, 7.0000000, 28.0000000, 0.7000000,39, "07CMP-0102", 5.4000001, 94.5999985, 6.1999998, 5.3000002, 1.0000000, 6.1999998, 57.0000000, 81.1999969, 5.4000001, 51.0000000, 0.2300000, 0.3900000, 0.1500000, 51.0000000, 0.3200000, 0.1500000, 0.1400000, 2.3199999, 0.0060000, 414.0000000, 111.0000000, 6.0000000, 21.0000000, 0.8000000,40, "07CMP-0103", 5.6999998, 94.3000031, 6.9000001, 5.6999998, 1.2000000, 6.9000001, 57.5999985, 79.4000015, 6.5000000, 51.0000000, 0.2700000, 0.4000000, 0.1500000, 52.0000000, 0.3000000, 0.1100000, 0.1400000, 1.9299999, 0.0070000, 365.0000000, 132.0000000, 7.0000000, 21.0000000, 0.6000000,41, "07CMP-0105", 5.4000001, 94.5999985, 8.1000004, 0.0000000, 0.0000000, 8.1000004, 54.5999985, 75.6999969, 9.0000000, 52.0000000, 0.3300000, 0.4100000, 0.1600000, 57.0000000, 0.4100000, 0.1800000, 0.1700000, 2.3699999, 0.0120000, 258.0000000, 101.0000000, 8.0000000, 26.0000000, 1.1000000,42, "07CMP-0110", 7.0000000, 93.0000000, 7.1999998, 0.0000000, 0.0000000, 7.1999998, 55.5000000, 80.4000015, 5.5999999, 50.0000000, 0.2400000, 0.3800000, 0.1400000, 53.0000000, 0.3500000, 0.1800000, 0.1500000, 2.2300000, 0.0080000, 258.0000000, 25.0000000, 8.0000000, 23.0000000, 1.0000000,43, "07CMP-0125", 4.9000001, 95.0999985, 4.9000001, 0.0000000, 0.0000000, 4.9000001, 36.2999992, 53.7000008, 30.0000000, 57.0000000, 0.5500000, 0.5100000, 0.2600000, 105.0000000, 0.1500000, 0.1400000, 0.1100000, 0.8500000, 0.0060000, 167.0000000, 23.0000000, 6.0000000, 16.0000000, 0.8000000,44, "07CMP-0126", 5.1999998, 94.9000015, 4.0999999, 0.0000000, 0.0000000, 4.0999999, 41.4000015, 62.5000000, 23.1000004, 55.0000000, 0.4800000, 0.4700000, 0.2200000, 84.0000000, 0.1800000, 0.0900000, 0.0900000, 0.8800000, 0.0060000, 192.0000000, 24.0000000, 6.0000000, 18.0000000, 0.5000000,45, "07CMP-0127", 1.1000000, 98.9000015, 3.8000000, 0.0000000, 0.0000000, 3.8000000, 36.5999985, 56.2000008, 28.6000004, 56.0000000, 0.5300000, 0.5000000, 0.2500000, 100.0000000, 0.1100000, 0.0900000, 0.0900000, 0.8500000, 0.0050000, 86.0000000, 15.0000000, 4.0000000, 17.0000000, 0.7000000,46, "07CMP-0128", 6.0999999, 93.9000015, 3.8000000, 0.0000000, 0.0000000, 3.8000000, 42.5999985, 63.7999992, 22.1000004, 54.0000000, 0.4700000, 0.4600000, 0.2100000, 81.0000000, 0.1800000, 0.0700000, 0.0700000, 1.0000000, 0.0060000, 85.0000000, 25.0000000, 6.0000000, 17.0000000, 1.2000000,47, "07CMP-0129", 2.2000000, 97.8000031, 4.0000000, 0.0000000, 0.0000000, 4.0000000, 35.5999985, 58.0999985, 26.7999992, 56.0000000, 0.5200000, 0.4900000, 0.2400000, 98.0000000, 0.1800000, 0.0900000, 0.0900000, 0.8000000, 0.0050000, 90.0000000, 21.0000000, 6.0000000, 24.0000000, 1.1000000,48, "07CMP-0130", 5.3000002, 94.6999969, 4.0999999, 0.0000000, 0.0000000, 4.0999999, 49.5000000, 74.0000000, 13.1999998, 52.0000000, 0.3600000, 0.4100000, 0.1700000, 63.0000000, 0.1400000, 0.0800000, 0.0800000, 0.7200000, 0.0050000, 114.0000000, 19.0000000, 4.0000000, 21.0000000, 0.7000000,49, "07CMP-0137", 8.5000000, 91.5000000, 6.6999998, 0.0000000, 0.0000000, 6.6999998, 32.4000015, 50.4000015, 31.7000008, 58.0000000, 0.5700000, 0.5300000, 0.2800000, 117.0000000, 0.2100000, 0.1400000, 0.1700000, 2.5300000, 0.0040000, 175.0000000, 12.0000000, 5.0000000, 32.0000000, 0.4000000,50, "07CMP-0157", 6.5999999, 93.4000015, 4.5999999, 0.0000000, 0.0000000, 4.5999999, 33.5999985, 53.5000000, 30.5000000, 57.0000000, 0.5500000, 0.5100000, 0.2600000, 109.0000000, 0.2100000, 0.1100000, 0.1400000, 0.8200000, 0.0060000, 315.0000000, 24.0000000, 6.0000000, 22.0000000, 0.8000000,51, "07CMP-0158", 6.3000002, 93.8000031, 4.3000002, 0.0000000, 0.0000000, 4.3000002, 35.5999985, 58.5999985, 26.2000008, 56.0000000, 0.5100000, 0.4900000, 0.2400000, 97.0000000, 0.1800000, 0.1000000, 0.1000000, 0.7200000, 0.0040000, 180.0000000, 27.0000000, 7.0000000, 20.0000000, 0.6000000,52, "07CMP-0160", 5.6999998, 94.4000015, 3.5999999, 0.0000000, 0.0000000, 3.5999999, 35.2000008, 56.2000008, 28.7000008, 56.0000000, 0.5300000, 0.5000000, 0.2500000, 102.0000000, 0.2600000, 0.0700000, 0.0800000, 0.9200000, 0.0050000, 210.0000000, 25.0000000, 7.0000000, 19.0000000, 0.6000000,53, "07CMP-0161", 6.1999998, 93.8000031, 4.5000000, 0.0000000, 0.0000000, 4.5000000, 33.9000015, 53.2000008, 30.7000008, 57.0000000, 0.5500000, 0.5200000, 0.2600000, 109.0000000, 0.2200000, 0.1300000, 0.1100000, 0.8100000, 0.0050000, 243.0000000, 30.0000000, 6.0000000, 24.0000000, 0.8000000,54, "07CMP-0162", 5.5999999, 94.4000015, 3.5999999, 0.0000000, 0.0000000, 3.5999999, 38.4000015, 64.1999969, 21.8999996, 54.0000000, 0.4700000, 0.4600000, 0.2100000, 86.0000000, 0.1900000, 0.0900000, 0.1000000, 0.9100000, 0.0050000, 156.0000000, 27.0000000, 3.0000000, 19.0000000, 0.9000000,55, "07CMP-0183", 6.9000001, 93.0999985, 4.4000001, 0.0000000, 0.0000000, 4.4000001, 46.7999992, 72.4000015, 14.3999996, 52.0000000, 0.3800000, 0.4200000, 0.1700000, 67.0000000, 0.2100000, 0.1400000, 0.1400000, 0.9800000, 0.0060000, 33.0000000, 15.0000000, 2.0000000, 20.0000000, 1.1000000,56, "07CMP-0493-1", 7.3000002, 92.6999969, 3.3000000, 0.0000000, 0.0000000, 3.3000000, 46.0999985, 84.5999985, 4.5999999, 49.0000000, 0.1200000, 0.3600000, 0.1200000, 58.0000000, 0.1800000, 0.1000000, 0.1500000, 0.8500000, 0.0040000, 29.0000000, 5.0000000, 2.0000000, 20.0000000, 0.6000000,57, "07CMP-0505", 9.0000000, 91.0000000, 5.0000000, 0.0000000, 0.0000000, 5.0000000, 58.0000000, 86.9000015, 1.5000000, 49.0000000, 0.0300000, 0.3500000, 0.1100000, 47.0000000, 0.2200000, 0.1100000, 0.1900000, 0.4500000, 0.0050000, 204.0000000, 13.0000000, 4.0000000, 18.0000000, 0.8000000,58, "07CMP-0525", 7.0999999, 92.9000015, 3.7000000, 0.0000000, 0.0000000, 3.7000000, 58.7999992, 79.3000031, 8.8999996, 51.0000000, 0.2700000, 0.3900000, 0.1400000, 51.0000000, 0.2200000, 0.1800000, 0.0600000, 1.7000000, 0.0050000, 37.0000000, 15.0000000, 3.0000000, 7.0000000, 0.9000000,59, "07CMP-0680", 7.6999998, 92.3000031, 2.9000001, 0.0000000, 0.0000000, 2.9000001, 57.5000000, 82.8000031, 6.4000001, 50.0000000, 0.1800000, 0.3700000, 0.1300000, 50.0000000, 0.1300000, 0.1700000, 0.0700000, 1.4500000, 0.0070000, 77.0000000, 19.0000000, 3.0000000, 10.0000000, 1.1000000,60, "07CMP-0718-2", 8.0000000, 92.0999985, 3.0000000, 0.0000000, 0.0000000, 3.0000000, 60.0000000, 76.5999985, 11.6000004, 51.0000000, 0.3200000, 0.4000000, 0.1500000, 51.0000000, 0.2400000, 0.0700000, 0.0800000, 0.9600000, 0.0120000, 350.0000000, 6.0000000, 2.0000000, 13.0000000, 0.3000000,61, "07CMP-0735", 4.0999999, 95.9000015, 2.7000000, 0.0000000, 0.0000000, 2.7000000, 50.2999992, 68.6999969, 18.7000008, 53.0000000, 0.4200000, 0.4400000, 0.1900000, 67.0000000, 0.1500000, 0.1000000, 0.0500000, 1.3900000, 0.0060000, 98.0000000, 15.0000000, 3.0000000, 10.0000000, 0.3000000,62, "07CMP-1172", 7.4000001, 92.5999985, 12.5000000, 0.0000000, 0.0000000, 12.5000000, 42.5000000, 58.0000000, 21.2000008, 56.0000000, 0.5200000, 0.5000000, 0.2400000, 89.0000000, 0.4100000, 0.3300000, 0.2300000, 1.8900000, 0.0110000, 352.0000000, 42.0000000, 16.0000000, 85.0000000, 2.8000000,63, "07CMP-1197", 7.4000001, 92.5999985, 13.8999996, 0.0000000, 0.0000000, 13.8999996, 42.2999992, 62.2000008, 16.7000008, 55.0000000, 0.4900000, 0.4800000, 0.2200000, 84.0000000, 0.4300000, 0.3700000, 0.3000000, 2.1600001, 0.0080000, 298.0000000, 39.0000000, 16.0000000, 101.0000000, 2.4000001,64, "08CMP-0440", 6.5000000, 93.5000000, 8.5000000, 0.0000000, 0.0000000, 8.5000000, 49.7000008, 74.4000015, 9.8999996, 52.0000000, 0.3500000, 0.4100000, 0.1700000, 63.0000000, 0.5100000, 0.1100000, 0.2700000, 2.0599999, 0.0030000, 96.0000000, 42.0000000, 7.0000000, 37.0000000, 0.7000000,65, "08CMP-0443", 7.9000001, 92.0999985, 7.5999999, 0.0000000, 0.0000000, 7.5999999, 55.4000015, 74.4000015, 10.5000000, 52.0000000, 0.3500000, 0.4100000, 0.1700000, 57.0000000, 0.3600000, 0.1500000, 0.2700000, 2.0400000, 0.0030000, 82.0000000, 45.0000000, 8.0000000, 36.0000000, 0.5000000,66, "08CMP-0445", 6.3000002, 93.6999969, 6.3000002, 0.0000000, 0.0000000, 6.3000002, 49.9000015, 75.3000031, 10.5000000, 52.0000000, 0.3400000, 0.4100000, 0.1600000, 62.0000000, 0.4800000, 0.1100000, 0.2700000, 1.6799999, 0.0030000, 58.0000000, 36.0000000, 6.0000000, 30.0000000, 0.7000000,67, "08CMP-0454", 8.0000000, 92.0000000, 8.0000000, 0.0000000, 0.0000000, 8.0000000, 44.9000015, 70.0000000, 14.0000000, 53.0000000, 0.4100000, 0.4300000, 0.1900000, 72.0000000, 0.4600000, 0.2000000, 0.2900000, 3.4800000, 0.0030000, 87.0000000, 36.0000000, 8.0000000, 27.0000000, 1.0000000,68, "08CMP-0479", 7.4000001, 92.5999985, 6.0999999, 0.0000000, 0.0000000, 6.0999999, 65.1999969, 82.0000000, 4.9000001, 50.0000000, 0.2000000, 0.3800000, 0.1300000, 43.0000000, 0.3700000, 0.0900000, 0.1100000, 1.5000000, 0.0050000, 74.0000000, 27.0000000, 4.0000000, 19.0000000, 0.3000000,69, "08CMP-0484", 9.3000002, 90.6999969, 5.5999999, 0.0000000, 0.0000000, 5.5999999, 44.0000000, 61.0000000, 23.2999992, 55.0000000, 0.4900000, 0.4800000, 0.2300000, 83.0000000, 0.4600000, 0.1200000, 0.2200000, 1.5800000, 0.0020000, 33.0000000, 27.0000000, 3.0000000, 19.0000000, 0.8000000,70, "08CMP-0531", 6.4000001, 93.5999985, 3.0000000, 0.0000000, 0.0000000, 3.0000000, 55.0999985, 77.8000031, 10.6000004, 51.0000000, 0.2900000, 0.3900000, 0.1500000, 55.0000000, 0.2500000, 0.0500000, 0.1100000, 0.6800000, 0.0020000, 33.0000000, 12.0000000, 2.0000000, 13.0000000, 0.4000000,71, "08CMP-0549", 6.3000002, 93.6999969, 8.6999998, 0.0000000, 0.0000000, 8.6999998, 61.0999985, 79.0999985, 5.6999998, 51.0000000, 0.2700000, 0.3900000, 0.1400000, 49.0000000, 0.5600000, 0.0600000, 0.2700000, 3.3299999, 0.0040000, 93.0000000, 38.0000000, 6.0000000, 24.0000000, 0.6000000,72, "08CMP-0566", 9.6999998, 90.3000031, 8.6000004, 0.0000000, 0.0000000, 8.6000004, 46.5000000, 63.2000008, 19.3999996, 55.0000000, 0.4800000, 0.4700000, 0.2200000, 77.0000000, 0.6700000, 0.1800000, 0.3700000, 2.8299999, 0.0020000, 71.0000000, 49.0000000, 4.0000000, 29.0000000, 0.8000000,73, "08CMP-0577", 7.5999999, 92.5000000, 4.5000000, 0.0000000, 0.0000000, 4.5000000, 54.5000000, 75.4000015, 11.6999998, 52.0000000, 0.3400000, 0.4100000, 0.1600000, 57.0000000, 0.5800000, 0.1300000, 0.2900000, 0.8000000, 0.0020000, 41.0000000, 46.0000000, 3.0000000, 39.0000000, 0.9000000,74, "08CMP-0581", 9.1000004, 90.9000015, 8.8000002, 0.0000000, 0.0000000, 8.8000002, 55.7999992, 75.1999969, 9.0000000, 52.0000000, 0.3400000, 0.4100000, 0.1600000, 56.0000000, 0.7800000, 0.1500000, 0.3200000, 1.7500000, 0.0040000, 84.0000000, 47.0000000, 6.0000000, 29.0000000, 1.0000000,75, "08CMP-0600", 7.0999999, 92.9000015, 7.1999998, 0.0000000, 0.0000000, 7.1999998, 51.2000008, 71.1999969, 13.5000000, 53.0000000, 0.3900000, 0.4300000, 0.1800000, 64.0000000, 0.4400000, 0.2200000, 0.3300000, 2.1900001, 0.0020000, 52.0000000, 48.0000000, 8.0000000, 28.0000000, 0.8000000,76, "08CMP-0628", 7.0000000, 93.0000000, 4.9000001, 0.0000000, 0.0000000, 4.9000001, 52.0999985, 75.5000000, 11.3999996, 52.0000000, 0.3300000, 0.4100000, 0.1600000, 60.0000000, 0.5600000, 0.0900000, 0.3000000, 0.6800000, 0.0040000, 46.0000000, 27.0000000, 5.0000000, 30.0000000, 0.9000000,77, "08CMP-0871", 5.4000001, 94.5999985, 7.5999999, 0.0000000, 0.0000000, 7.5999999, 34.2000008, 45.5000000, 35.2999992, 59.0000000, 0.6000000, 0.5600000, 0.3000000, 127.0000000, 0.3900000, 0.1500000, 0.2300000, 1.2800000, 0.0070000, 122.0000000, 29.0000000, 8.0000000, 32.0000000, 1.2000000,78, "08CMP-0877", 6.4000001, 93.5999985, 7.5999999, 0.0000000, 0.0000000, 7.5999999, 30.8999996, 44.2999992, 36.2999992, 60.0000000, 0.6100000, 0.5600000, 0.3100000, 136.0000000, 0.4100000, 0.1800000, 0.2000000, 1.5800000, 0.0100000, 126.0000000, 36.0000000, 10.0000000, 31.0000000, 1.5000000,79, "08CMP-0885", 5.3000002, 94.6999969, 5.0000000, 0.0000000, 0.0000000, 5.0000000, 39.2000008, 55.4000015, 28.5000000, 57.0000000, 0.5400000, 0.5000000, 0.2500000, 98.0000000, 0.4200000, 0.1400000, 0.1700000, 1.7700000, 0.0060000, 115.0000000, 28.0000000, 7.0000000, 35.0000000, 0.8000000,80, "08CMP-0891", 5.4000001, 94.5999985, 5.9000001, 0.0000000, 0.0000000, 5.9000001, 35.4000015, 49.5000000, 32.9000015, 58.0000000, 0.5800000, 0.5400000, 0.2800000, 115.0000000, 0.2900000, 0.1400000, 0.1700000, 1.6100000, 0.0070000, 114.0000000, 21.0000000, 6.0000000, 25.0000000, 0.8000000,

    Use of Forage Data to Predict Bioenergy Traits

    Models

    ConstituentNMeanSDSECRSQSECV1-VR#

    Lignin9113.6151 2.87921.10750.8521.20480.8246259

    Glucan9432.62134.88592.33410.77182.85890.6594259

    Xylan9416.37852.66641.49580.68531.56140.6554259

    Soluble9522.93037.77745.98840.40716.17190.3746259

    ADF7844.974410.26562.130.9572.39450.9454259

    NDF7965.663312.04502.37670.96112.82230.9449259

    StudyMath TreatmentScatterPCsCV Groups

    Forage1,4,4,1SNV-D86

    Bioenergy1,4,4,1SNV-D96

    Outliers Not Included in the Models

    CodeLigninGlucanXylanSolublesADFNDF

    07CMP-0005X

    07CMP-0026X

    07CMP-0034X

    07CMP-0082XXXX

    07CMP-0083X

    07CMP-0084XX

    07CMP-0102X

    07CMP-0105X

    07CMP-0126X

    07CMP-0137X

    07CMP-0172X

    07CMP-0183X

    07CMP-0493-1X

    Predicted VS. Lab

    NDF vs. ADF

    Bioenergy vs. NDF & ADF

    Bioenergy_Predicted VS. NDF_ADF_Predicted

    Bioenergy_Lab VS. NDF_ADF_Lab

    Bioenergy Lab Vs. NDF_ADF_Predicted

    Bioenergy Predicted Vs. NDF_ADF_Lab

  • DATA.pdfBioenergy ForageBioenergy_Forage_Ed - 2Use of Forage Data to Predict Bioenergy TraitsModelsOutliers Not Included in the ModelsPredicted VS. LabSlide Number 5Slide Number 6Slide Number 7Slide Number 8Slide Number 9Slide Number 10NDF vs. ADFSlide Number 12Bioenergy vs. NDF & ADFSlide Number 14Slide Number 15Slide Number 16Slide Number 17Slide Number 18Slide Number 19Slide Number 20Slide Number 21Slide Number 22Slide Number 23

    Bioenergy_Forage_EdBioenergy_Forage_lab_PredWetChem_DairyOne