| \n | sample_id | \nimage_path | \nSampling_Date | \nState | \nSpecies | \nPre_GSHH_NDVI | \nHeight_Ave_cm | \ntarget_name | \ntarget | \n
|---|---|---|---|---|---|---|---|---|---|
| 0 | \nID1011485656__Dry_Clover_g | \ntrain/ID1011485656.jpg | \n2015/9/4 | \nTas | \nRyegrass_Clover | \n0.62 | \n4.6667 | \nDry_Clover_g | \n0.0000 | \n
| 1 | \nID1011485656__Dry_Dead_g | \ntrain/ID1011485656.jpg | \n2015/9/4 | \nTas | \nRyegrass_Clover | \n0.62 | \n4.6667 | \nDry_Dead_g | \n31.9984 | \n
| 2 | \nID1011485656__Dry_Green_g | \ntrain/ID1011485656.jpg | \n2015/9/4 | \nTas | \nRyegrass_Clover | \n0.62 | \n4.6667 | \nDry_Green_g | \n16.2751 | \n
| 3 | \nID1011485656__Dry_Total_g | \ntrain/ID1011485656.jpg | \n2015/9/4 | \nTas | \nRyegrass_Clover | \n0.62 | \n4.6667 | \nDry_Total_g | \n48.2735 | \n
| 4 | \nID1011485656__GDM_g | \ntrain/ID1011485656.jpg | \n2015/9/4 | \nTas | \nRyegrass_Clover | \n0.62 | \n4.6667 | \nGDM_g | \n16.2750 | \n
| 5 | \nID1012260530__Dry_Clover_g | \ntrain/ID1012260530.jpg | \n2015/4/1 | \nNSW | \nLucerne | \n0.55 | \n16.0000 | \nDry_Clover_g | \n0.0000 | \n
| 6 | \nID1012260530__Dry_Dead_g | \ntrain/ID1012260530.jpg | \n2015/4/1 | \nNSW | \nLucerne | \n0.55 | \n16.0000 | \nDry_Dead_g | \n0.0000 | \n
| 7 | \nID1012260530__Dry_Green_g | \ntrain/ID1012260530.jpg | \n2015/4/1 | \nNSW | \nLucerne | \n0.55 | \n16.0000 | \nDry_Green_g | \n7.6000 | \n
| 8 | \nID1012260530__Dry_Total_g | \ntrain/ID1012260530.jpg | \n2015/4/1 | \nNSW | \nLucerne | \n0.55 | \n16.0000 | \nDry_Total_g | \n7.6000 | \n
| 9 | \nID1012260530__GDM_g | \ntrain/ID1012260530.jpg | \n2015/4/1 | \nNSW | \nLucerne | \n0.55 | \n16.0000 | \nGDM_g | \n7.6000 | \n
| 10 | \nID1025234388__Dry_Clover_g | \ntrain/ID1025234388.jpg | \n2015/9/1 | \nWA | \nSubcloverDalkeith | \n0.38 | \n1.0000 | \nDry_Clover_g | \n6.0500 | \n
| 11 | \nID1025234388__Dry_Dead_g | \ntrain/ID1025234388.jpg | \n2015/9/1 | \nWA | \nSubcloverDalkeith | \n0.38 | \n1.0000 | \nDry_Dead_g | \n0.0000 | \n
| 12 | \nID1025234388__Dry_Green_g | \ntrain/ID1025234388.jpg | \n2015/9/1 | \nWA | \nSubcloverDalkeith | \n0.38 | \n1.0000 | \nDry_Green_g | \n0.0000 | \n
| 13 | \nID1025234388__Dry_Total_g | \ntrain/ID1025234388.jpg | \n2015/9/1 | \nWA | \nSubcloverDalkeith | \n0.38 | \n1.0000 | \nDry_Total_g | \n6.0500 | \n
| 14 | \nID1025234388__GDM_g | \ntrain/ID1025234388.jpg | \n2015/9/1 | \nWA | \nSubcloverDalkeith | \n0.38 | \n1.0000 | \nGDM_g | \n6.0500 | \n
| 15 | \nID1028611175__Dry_Clover_g | \ntrain/ID1028611175.jpg | \n2015/5/18 | \nTas | \nRyegrass | \n0.66 | \n5.0000 | \nDry_Clover_g | \n0.0000 | \n
| 16 | \nID1028611175__Dry_Dead_g | \ntrain/ID1028611175.jpg | \n2015/5/18 | \nTas | \nRyegrass | \n0.66 | \n5.0000 | \nDry_Dead_g | \n30.9703 | \n
| 17 | \nID1028611175__Dry_Green_g | \ntrain/ID1028611175.jpg | \n2015/5/18 | \nTas | \nRyegrass | \n0.66 | \n5.0000 | \nDry_Green_g | \n24.2376 | \n
| 18 | \nID1028611175__Dry_Total_g | \ntrain/ID1028611175.jpg | \n2015/5/18 | \nTas | \nRyegrass | \n0.66 | \n5.0000 | \nDry_Total_g | \n55.2079 | \n
| 19 | \nID1028611175__GDM_g | \ntrain/ID1028611175.jpg | \n2015/5/18 | \nTas | \nRyegrass | \n0.66 | \n5.0000 | \nGDM_g | \n24.2376 | \n
| \n | Pre_GSHH_NDVI | \nHeight_Ave_cm | \ntarget | \n
|---|---|---|---|
| count | \n1785.000000 | \n1785.000000 | \n1785.000000 | \n
| mean | \n0.657423 | \n7.595985 | \n24.782295 | \n
| std | \n0.151972 | \n10.273725 | \n25.823738 | \n
| min | \n0.160000 | \n1.000000 | \n0.000000 | \n
| 25% | \n0.560000 | \n3.000000 | \n4.818200 | \n
| 50% | \n0.690000 | \n4.000000 | \n18.200000 | \n
| 75% | \n0.770000 | \n7.000000 | \n35.940600 | \n
| max | \n0.910000 | \n70.000000 | \n185.700000 | \n
| target_name | \nimage_path | \nDry_Clover_g | \nDry_Dead_g | \nDry_Green_g | \nDry_Total_g | \nGDM_g | \n
|---|---|---|---|---|---|---|
| 0 | \ntrain/ID1011485656.jpg | \n0.0000 | \n31.9984 | \n16.2751 | \n48.2735 | \n16.2750 | \n
| 1 | \ntrain/ID1012260530.jpg | \n0.0000 | \n0.0000 | \n7.6000 | \n7.6000 | \n7.6000 | \n
| 2 | \ntrain/ID1025234388.jpg | \n6.0500 | \n0.0000 | \n0.0000 | \n6.0500 | \n6.0500 | \n
| 3 | \ntrain/ID1028611175.jpg | \n0.0000 | \n30.9703 | \n24.2376 | \n55.2079 | \n24.2376 | \n
| 4 | \ntrain/ID1035947949.jpg | \n0.4343 | \n23.2239 | \n10.5261 | \n34.1844 | \n10.9605 | \n
| 5 | \ntrain/ID1036339023.jpg | \n23.0755 | \n2.6135 | \n32.1910 | \n57.8800 | \n55.2665 | \n
| 6 | \ntrain/ID1049634115.jpg | \n1.5083 | \n3.0167 | \n13.5750 | \n18.1000 | \n15.0833 | \n
| 7 | \ntrain/ID1051144034.jpg | \n55.3200 | \n0.0000 | \n0.0000 | \n55.3200 | \n55.3200 | \n
| 8 | \ntrain/ID1052620238.jpg | \n0.0000 | \n11.2291 | \n20.1707 | \n31.3998 | \n20.1707 | \n
| 9 | \ntrain/ID105271783.jpg | \n5.2698 | \n8.5635 | \n27.6667 | \n41.5000 | \n32.9365 | \n
| target_name | \nDry_Clover_g | \nDry_Dead_g | \nDry_Green_g | \nDry_Total_g | \nGDM_g | \n
|---|---|---|---|---|---|
| target_name | \n\n | \n | \n | \n | \n |
| Dry_Clover_g | \n1.000000 | \n-0.175548 | \n-0.276582 | \n0.104185 | \n0.204213 | \n
| Dry_Dead_g | \n-0.175548 | \n1.000000 | \n0.095554 | \n0.453912 | \n0.012028 | \n
| Dry_Green_g | \n-0.276582 | \n0.095554 | \n1.000000 | \n0.830315 | \n0.884257 | \n
| Dry_Total_g | \n0.104185 | \n0.453912 | \n0.830315 | \n1.000000 | \n0.896441 | \n
| GDM_g | \n0.204213 | \n0.012028 | \n0.884257 | \n0.896441 | \n1.000000 | \n
| \n | image_path | \nState_NSW | \nState_Tas | \nState_Vic | \nState_WA | \nSpecies_Clover | \nSpecies_Fescue | \nSpecies_Fescue_CrumbWeed | \nSpecies_Lucerne | \nSpecies_Mixed | \nSpecies_Phalaris | \nSpecies_Phalaris_BarleyGrass_SilverGrass_SpearGrass_Clover_Capeweed | \nSpecies_Phalaris_Clover | \nSpecies_Phalaris_Clover_Ryegrass_Barleygrass_Bromegrass | \nSpecies_Phalaris_Ryegrass_Clover | \nSpecies_Ryegrass | \nSpecies_Ryegrass_Clover | \nSpecies_SubcloverDalkeith | \nSpecies_SubcloverLosa | \nSpecies_WhiteClover | \n
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | \ntrain/ID1011485656.jpg | \n0.0 | \n1.0 | \n0.0 | \n0.0 | \n0.0 | \n0.0 | \n0.0 | \n0.0 | \n0.0 | \n0.0 | \n0.0 | \n0.0 | \n0.0 | \n0.0 | \n0.0 | \n1.0 | \n0.0 | \n0.0 | \n0.0 | \n
| 1 | \ntrain/ID1011485656.jpg | \n0.0 | \n1.0 | \n0.0 | \n0.0 | \n0.0 | \n0.0 | \n0.0 | \n0.0 | \n0.0 | \n0.0 | \n0.0 | \n0.0 | \n0.0 | \n0.0 | \n0.0 | \n1.0 | \n0.0 | \n0.0 | \n0.0 | \n
| 2 | \ntrain/ID1011485656.jpg | \n0.0 | \n1.0 | \n0.0 | \n0.0 | \n0.0 | \n0.0 | \n0.0 | \n0.0 | \n0.0 | \n0.0 | \n0.0 | \n0.0 | \n0.0 | \n0.0 | \n0.0 | \n1.0 | \n0.0 | \n0.0 | \n0.0 | \n
| 3 | \ntrain/ID1011485656.jpg | \n0.0 | \n1.0 | \n0.0 | \n0.0 | \n0.0 | \n0.0 | \n0.0 | \n0.0 | \n0.0 | \n0.0 | \n0.0 | \n0.0 | \n0.0 | \n0.0 | \n0.0 | \n1.0 | \n0.0 | \n0.0 | \n0.0 | \n
| 4 | \ntrain/ID1011485656.jpg | \n0.0 | \n1.0 | \n0.0 | \n0.0 | \n0.0 | \n0.0 | \n0.0 | \n0.0 | \n0.0 | \n0.0 | \n0.0 | \n0.0 | \n0.0 | \n0.0 | \n0.0 | \n1.0 | \n0.0 | \n0.0 | \n0.0 | \n
| \n | image_path | \nDry_Clover_g | \nDry_Dead_g | \nDry_Green_g | \nDry_Total_g | \nGDM_g | \nHeight_Ave_cm | \nPre_GSHH_NDVI | \nState_NSW | \nState_Tas | \n... | \nSpecies_Phalaris | \nSpecies_Phalaris_BarleyGrass_SilverGrass_SpearGrass_Clover_Capeweed | \nSpecies_Phalaris_Clover | \nSpecies_Phalaris_Clover_Ryegrass_Barleygrass_Bromegrass | \nSpecies_Phalaris_Ryegrass_Clover | \nSpecies_Ryegrass | \nSpecies_Ryegrass_Clover | \nSpecies_SubcloverDalkeith | \nSpecies_SubcloverLosa | \nSpecies_WhiteClover | \n
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | \ntrain/ID1011485656.jpg | \n0.0000 | \n31.998400 | \n16.275101 | \n48.273499 | \n16.2750 | \n4.6667 | \n0.62 | \n0.0 | \n1.0 | \n... | \n0.0 | \n0.0 | \n0.0 | \n0.0 | \n0.0 | \n0.0 | \n1.0 | \n0.0 | \n0.0 | \n0.0 | \n
| 1 | \ntrain/ID1012260530.jpg | \n0.0000 | \n0.000000 | \n7.600000 | \n7.600000 | \n7.6000 | \n16.0000 | \n0.55 | \n1.0 | \n0.0 | \n... | \n0.0 | \n0.0 | \n0.0 | \n0.0 | \n0.0 | \n0.0 | \n0.0 | \n0.0 | \n0.0 | \n0.0 | \n
| 2 | \ntrain/ID1025234388.jpg | \n6.0500 | \n0.000000 | \n0.000000 | \n6.050000 | \n6.0500 | \n1.0000 | \n0.38 | \n0.0 | \n0.0 | \n... | \n0.0 | \n0.0 | \n0.0 | \n0.0 | \n0.0 | \n0.0 | \n0.0 | \n1.0 | \n0.0 | \n0.0 | \n
| 3 | \ntrain/ID1028611175.jpg | \n0.0000 | \n30.970301 | \n24.237600 | \n55.207901 | \n24.2376 | \n5.0000 | \n0.66 | \n0.0 | \n1.0 | \n... | \n0.0 | \n0.0 | \n0.0 | \n0.0 | \n0.0 | \n1.0 | \n0.0 | \n0.0 | \n0.0 | \n0.0 | \n
| 4 | \ntrain/ID1035947949.jpg | \n0.4343 | \n23.223900 | \n10.526100 | \n34.184399 | \n10.9605 | \n3.5000 | \n0.54 | \n0.0 | \n1.0 | \n... | \n0.0 | \n0.0 | \n0.0 | \n0.0 | \n0.0 | \n1.0 | \n0.0 | \n0.0 | \n0.0 | \n0.0 | \n
5 rows × 27 columns
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