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@@ -8,7 +8,7 @@ Returns flower group given an image.
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  See https://www.kaggle.com/code/dima806/flower-groups-image-detection-vit for more details.
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- ![image/png](https://cdn-uploads.huggingface.co/production/uploads/6449300e3adf50d864095b90/a36QZ-VIggRLpPj9dJs-O.png)
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  ```
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  Classification report:
@@ -16,141 +16,141 @@ Classification report:
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  precision recall f1-score support
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  tarragon 0.0000 0.0000 0.0000 247
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- blanketflowers 0.9872 0.9390 0.9625 246
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- coralbells 0.8778 0.9595 0.9168 247
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- tulips 0.9867 0.9028 0.9429 247
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- daffodils 0.8683 0.9879 0.9242 247
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- peas 0.8935 0.9514 0.9216 247
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  garlic 0.0000 0.0000 0.0000 247
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- sunroots 1.0000 0.0445 0.0853 247
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- milkweed 0.8241 0.9676 0.8901 247
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  celery 0.0000 0.0000 0.0000 247
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- dill 0.5206 0.9756 0.6789 246
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- phlox 0.9157 0.9676 0.9409 247
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- peonies 0.5644 0.9797 0.7162 246
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- coneflowers 0.9680 0.9798 0.9738 247
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- beets 0.7428 0.8333 0.7854 246
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- beans 0.8764 0.9757 0.9234 247
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- onions 0.2963 0.9069 0.4467 247
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- bellflowers 0.9828 0.9271 0.9542 247
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- delphiniums 0.9863 0.8745 0.9270 247
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- oleanders 0.9757 0.9757 0.9757 247
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- roseofsharon 0.9792 0.3806 0.5481 247
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- cantaloupes 0.9603 0.5870 0.7286 247
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- deadnettles 0.9729 0.8704 0.9188 247
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- viburnums 0.5867 0.8907 0.7074 247
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- dianthus 0.8333 0.9514 0.8885 247
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- peaches 0.9138 0.6437 0.7553 247
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- aloes 0.7346 0.9636 0.8336 247
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- parsley 0.3286 0.9352 0.4863 247
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- penstemon 0.9554 0.8664 0.9087 247
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- thyme 0.6908 0.9676 0.8061 247
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- citrus 0.8486 0.8623 0.8554 247
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- bleeding-hearts 0.9634 0.9595 0.9615 247
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- dogwoods 0.5735 0.9474 0.7145 247
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- black-eyed-susans 0.5433 0.9393 0.6884 247
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- petunias 0.9708 0.9472 0.9588 246
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- jujubes 0.0000 0.0000 0.0000 247
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- arborvitaes 0.8857 0.8785 0.8821 247
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- lilies 0.9487 0.8988 0.9231 247
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- crinums 0.8235 0.8537 0.8383 246
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- catmints 0.6167 0.8664 0.7205 247
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- astilbe 0.9442 0.9595 0.9518 247
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- beautyberries 0.7365 0.8862 0.8044 246
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- beebalms 0.8540 0.9474 0.8983 247
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- foxgloves 0.9912 0.9187 0.9536 246
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- gladiolus 0.8980 0.8943 0.8961 246
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- plums 0.9153 0.4372 0.5918 247
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- vitis 1.0000 0.5830 0.7366 247
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- ninebarks 1.0000 0.0364 0.0703 247
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- lettuces 0.8291 0.9231 0.8736 247
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- poppies 0.9679 0.9757 0.9718 247
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- smoketrees 0.9614 0.9106 0.9353 246
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  irises 1.0000 0.9960 0.9980 247
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- cilantro 0.8750 0.0850 0.1550 247
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- artichokes 1.0000 0.7976 0.8874 247
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- lambsears 0.5811 0.7976 0.6724 247
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- butterworts 0.9184 0.1822 0.3041 247
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- babysbreath 1.0000 0.2105 0.3478 247
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- cucurbits 0.5481 0.9919 0.7061 247
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- plumerias 0.7993 0.9028 0.8479 247
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- liatris 0.9762 0.8300 0.8972 247
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- carrots 0.5924 0.5061 0.5459 247
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- crepe-myrtles 0.9583 0.9312 0.9446 247
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- oregano 0.5390 0.3077 0.3918 247
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- ilex 0.5415 0.9514 0.6902 247
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- butterflybushes 0.9624 0.8333 0.8932 246
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- sage 0.5562 0.4008 0.4659 247
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- baptisia 0.9749 0.7854 0.8700 247
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- sempervivum 0.9956 0.9069 0.9492 247
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- asparagus 0.8587 0.3211 0.4675 246
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- radishes 0.4852 0.7287 0.5825 247
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- parsnips 1.0000 0.1174 0.2101 247
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- hibiscus 0.4440 0.9675 0.6087 246
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- rhododendrons 0.8618 0.9595 0.9080 247
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- potatoes 1.0000 0.4291 0.6006 247
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- hydrangeas 0.9545 0.9352 0.9448 247
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- swisschard 0.8247 0.9717 0.8922 247
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- cannas 0.9323 0.9512 0.9416 246
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- brassicas 0.6656 0.8496 0.7464 246
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- rubus 0.8957 0.8374 0.8655 246
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- columbines 0.9753 0.9595 0.9673 247
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- echeverias 0.6287 0.9393 0.7532 247
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- okra 0.9904 0.8381 0.9079 247
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- aeoniums 0.5178 0.9433 0.6686 247
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- yarrows 0.6838 0.9717 0.8027 247
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- roses 0.9960 1.0000 0.9980 246
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- basil 0.6484 0.9555 0.7725 247
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- spiraeas 0.5676 0.9514 0.7110 247
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- caladiums 0.7695 0.9595 0.8541 247
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- spinach 0.9241 0.2967 0.4492 246
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- wisterias 0.9342 0.8623 0.8968 247
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- cherries 1.0000 0.2154 0.3545 246
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- marjoram 1.0000 0.3360 0.5030 247
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- hyacinths 0.9563 0.9757 0.9659 247
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- rhubarbs 0.9815 0.8618 0.9177 246
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- tickseeds 0.8730 0.8623 0.8676 247
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- perovskia 0.8333 0.5263 0.6452 247
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- crocus 0.9796 0.9717 0.9756 247
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- mints 0.6188 0.9595 0.7524 247
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- heavenly-bamboos 0.9401 0.8259 0.8793 247
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- agaves 0.9134 0.8543 0.8828 247
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- pears 0.3167 0.4372 0.3673 247
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- dudleyas 0.7806 0.4919 0.6035 246
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- pachypodiums 0.8623 0.5854 0.6973 246
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- mockoranges 0.9876 0.9636 0.9754 247
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- asters 0.9792 0.9553 0.9671 246
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- geraniums 0.9558 0.9636 0.9597 247
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- mammillarias 0.9300 0.9676 0.9484 247
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- cucumbers 1.0000 0.6437 0.7833 247
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- veronicas 0.9711 0.9514 0.9611 247
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  turnips 0.0000 0.0000 0.0000 247
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- peppers 0.8059 0.9919 0.8893 247
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- hardyhibiscuses 0.9916 0.4777 0.6448 247
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- morning-glories 0.8481 0.9756 0.9074 246
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- gardenias 0.9865 0.8866 0.9339 247
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- ribes 0.9837 0.7328 0.8399 247
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- loniceras 0.9465 0.9312 0.9388 247
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- eggplants 0.9797 0.9757 0.9777 247
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- hostas 0.7609 0.9959 0.8627 246
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- chlorophytums 0.9869 0.6113 0.7550 247
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- chives 0.6948 0.9676 0.8088 247
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- tomatoes 0.6497 0.9312 0.7654 247
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- lilacs 1.0000 0.9393 0.9687 247
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  leeks 0.0000 0.0000 0.0000 247
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- shastadaisies 0.9872 0.9352 0.9605 247
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- apricots 1.0000 0.5789 0.7333 247
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- apples 0.3736 0.9393 0.5346 247
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- strawberries 0.8958 0.9393 0.9170 247
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- salvias 0.4403 0.9555 0.6028 247
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- sedums 0.7219 0.9352 0.8148 247
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- corn 0.8835 0.8907 0.8871 247
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- daylilies 1.0000 0.9959 0.9980 246
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- figs 0.9833 0.9555 0.9692 247
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- dahlias 0.9755 0.9676 0.9715 247
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- sweetpotatoes 0.7379 0.9231 0.8201 247
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- accuracy 0.7744 33072
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- macro avg 0.8014 0.7744 0.7492 33072
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- weighted avg 0.8013 0.7744 0.7492 33072
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  ```
 
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  See https://www.kaggle.com/code/dima806/flower-groups-image-detection-vit for more details.
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+ ![image/png](https://cdn-uploads.huggingface.co/production/uploads/6449300e3adf50d864095b90/QL30k1z5wPnB1I5k--OgS.png)
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  ```
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  Classification report:
 
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  precision recall f1-score support
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  tarragon 0.0000 0.0000 0.0000 247
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+ blanketflowers 0.9833 0.9514 0.9671 247
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+ coralbells 0.8897 0.9798 0.9326 247
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+ tulips 0.9826 0.9150 0.9476 247
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+ daffodils 0.8719 0.9919 0.9280 247
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+ peas 0.9031 0.9433 0.9228 247
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  garlic 0.0000 0.0000 0.0000 247
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+ sunroots 1.0000 0.0688 0.1288 247
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+ milkweed 0.8144 0.9595 0.8810 247
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  celery 0.0000 0.0000 0.0000 247
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+ dill 0.5245 0.9960 0.6872 247
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+ phlox 0.9325 0.9553 0.9438 246
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+ peonies 0.5510 0.9838 0.7064 247
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+ coneflowers 0.9711 0.9553 0.9631 246
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+ beets 0.7554 0.8537 0.8015 246
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+ beans 0.8885 0.9676 0.9264 247
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+ onions 0.2976 0.9109 0.4487 247
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+ bellflowers 0.9872 0.9352 0.9605 247
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+ delphiniums 0.9733 0.8902 0.9299 246
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+ oleanders 0.9676 0.9676 0.9676 247
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+ roseofsharon 0.9821 0.4453 0.6128 247
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+ cantaloupes 0.9333 0.6829 0.7887 246
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+ deadnettles 0.9574 0.9109 0.9336 247
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+ viburnums 0.5941 0.8947 0.7141 247
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+ dianthus 0.8662 0.9472 0.9049 246
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+ peaches 0.9415 0.6518 0.7703 247
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+ aloes 0.7642 0.9838 0.8602 247
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+ parsley 0.3407 0.9393 0.5000 247
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+ penstemon 0.9550 0.8583 0.9041 247
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+ thyme 0.7311 0.9798 0.8374 247
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+ citrus 0.8566 0.8947 0.8752 247
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+ bleeding-hearts 0.9754 0.9636 0.9695 247
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+ dogwoods 0.5707 0.9312 0.7077 247
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+ black-eyed-susans 0.5347 0.9676 0.6888 247
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+ petunias 0.9669 0.9474 0.9571 247
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+ jujubes 0.0000 0.0000 0.0000 246
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+ arborvitaes 0.7790 0.8740 0.8238 246
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+ lilies 0.9700 0.9150 0.9417 247
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+ crinums 0.8000 0.8583 0.8281 247
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+ catmints 0.6182 0.8821 0.7270 246
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+ astilbe 0.9560 0.9676 0.9618 247
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+ beautyberries 0.7249 0.9069 0.8058 247
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+ beebalms 0.8114 0.9268 0.8653 246
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+ foxgloves 0.9740 0.9109 0.9414 247
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+ gladiolus 0.8821 0.9393 0.9098 247
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+ plums 0.8750 0.4534 0.5973 247
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+ vitis 1.0000 0.5668 0.7235 247
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+ ninebarks 1.0000 0.0486 0.0927 247
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+ lettuces 0.7872 0.8988 0.8393 247
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+ poppies 0.9798 0.9838 0.9818 247
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+ smoketrees 0.9212 0.8988 0.9098 247
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  irises 1.0000 0.9960 0.9980 247
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+ cilantro 0.8636 0.0769 0.1413 247
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+ artichokes 1.0000 0.7733 0.8721 247
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+ lambsears 0.6092 0.8016 0.6923 247
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+ butterworts 0.9091 0.2024 0.3311 247
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+ babysbreath 1.0000 0.2227 0.3642 247
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+ cucurbits 0.5956 0.9960 0.7455 247
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+ plumerias 0.8185 0.8583 0.8379 247
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+ liatris 0.9764 0.8381 0.9020 247
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+ carrots 0.6103 0.5263 0.5652 247
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+ crepe-myrtles 0.9672 0.9555 0.9613 247
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+ oregano 0.6629 0.2389 0.3512 247
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+ ilex 0.5643 0.9634 0.7117 246
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+ butterflybushes 0.9811 0.8421 0.9063 247
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+ sage 0.6085 0.4656 0.5275 247
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+ baptisia 0.9795 0.7733 0.8643 247
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+ sempervivum 1.0000 0.9352 0.9665 247
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+ asparagus 0.9495 0.3806 0.5434 247
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+ radishes 0.4973 0.7368 0.5938 247
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+ parsnips 1.0000 0.1377 0.2420 247
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+ hibiscus 0.4692 0.9555 0.6293 247
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+ rhododendrons 0.8750 0.9636 0.9171 247
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+ potatoes 1.0000 0.3887 0.5598 247
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+ hydrangeas 0.9715 0.9715 0.9715 246
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+ swisschard 0.8154 0.9838 0.8917 247
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+ cannas 0.9400 0.9514 0.9457 247
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+ brassicas 0.6837 0.9228 0.7855 246
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+ rubus 0.8571 0.8259 0.8412 247
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+ columbines 0.9833 0.9555 0.9692 247
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+ echeverias 0.6581 0.9352 0.7726 247
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+ okra 0.9852 0.8130 0.8909 246
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+ aeoniums 0.5190 0.9393 0.6686 247
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+ yarrows 0.6780 0.9717 0.7987 247
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+ roses 1.0000 0.9837 0.9918 246
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+ basil 0.6290 0.9512 0.7573 246
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+ spiraeas 0.5850 0.9474 0.7233 247
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+ caladiums 0.7889 0.9231 0.8507 247
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+ spinach 0.8955 0.2439 0.3834 246
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+ wisterias 0.9576 0.9187 0.9378 246
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+ cherries 1.0000 0.1992 0.3322 246
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+ marjoram 1.0000 0.4737 0.6429 247
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+ hyacinths 0.9597 0.9636 0.9616 247
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+ rhubarbs 0.9686 0.8745 0.9191 247
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+ tickseeds 0.8387 0.8455 0.8421 246
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+ perovskia 0.8121 0.5425 0.6505 247
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+ crocus 0.9833 0.9593 0.9712 246
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+ mints 0.6135 0.9960 0.7593 247
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+ heavenly-bamboos 0.9459 0.8502 0.8955 247
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+ agaves 0.9227 0.8740 0.8977 246
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+ pears 0.3014 0.4332 0.3555 247
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+ dudleyas 0.8084 0.5466 0.6522 247
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+ pachypodiums 0.8722 0.6356 0.7354 247
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+ mockoranges 0.9916 0.9514 0.9711 247
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+ asters 1.0000 0.9312 0.9644 247
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+ geraniums 0.9714 0.9636 0.9675 247
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+ mammillarias 0.9234 0.9757 0.9488 247
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+ cucumbers 1.0000 0.6260 0.7700 246
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+ veronicas 0.9746 0.9350 0.9544 246
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  turnips 0.0000 0.0000 0.0000 247
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+ peppers 0.8249 0.9919 0.9007 247
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+ hardyhibiscuses 1.0000 0.5385 0.7000 247
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+ morning-glories 0.8282 0.9797 0.8976 246
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+ gardenias 0.9906 0.8543 0.9174 247
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+ ribes 0.9674 0.7206 0.8260 247
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+ loniceras 0.9440 0.9555 0.9497 247
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+ eggplants 0.9646 0.9919 0.9780 247
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+ hostas 0.8140 0.9919 0.8942 247
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+ chlorophytums 0.9938 0.6437 0.7813 247
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+ chives 0.6964 0.9474 0.8027 247
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+ tomatoes 0.6461 0.9312 0.7629 247
139
+ lilacs 1.0000 0.9474 0.9730 247
140
  leeks 0.0000 0.0000 0.0000 247
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+ shastadaisies 0.9583 0.9312 0.9446 247
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+ apricots 1.0000 0.5749 0.7301 247
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+ apples 0.3956 0.9433 0.5574 247
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+ strawberries 0.8864 0.9798 0.9308 247
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+ salvias 0.4660 0.9717 0.6299 247
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+ sedums 0.7492 0.9433 0.8351 247
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+ corn 0.9149 0.8704 0.8921 247
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+ daylilies 1.0000 0.9879 0.9939 247
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+ figs 0.9744 0.9268 0.9500 246
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+ dahlias 0.9795 0.9676 0.9735 247
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+ sweetpotatoes 0.7227 0.9393 0.8169 247
152
 
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+ accuracy 0.7808 33072
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+ macro avg 0.8047 0.7808 0.7556 33072
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+ weighted avg 0.8047 0.7808 0.7556 33072
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  ```