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import streamlit as st |
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import tensorflow as tf |
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from PIL import Image |
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import io |
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import numpy as np |
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from streamlit_option_menu import option_menu |
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import base64 |
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useful = "Ornamental plant with colorful foliage and unique inflorescence" |
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def add_bg_from_local(image_path): |
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with open(image_path, "rb") as image_file: |
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encoded_string = base64.b64encode(image_file.read()) |
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st.markdown( |
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f""" |
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<style> |
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.stApp {{ |
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background-image: url("data:image/{"png"};base64,{encoded_string.decode()}"); |
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background-size: cover; |
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background-repeat: no-repeat; |
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background-attachment: fixed; |
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}} |
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</style> |
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""", |
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unsafe_allow_html=True |
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) |
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add_bg_from_local('flower_bg.jpg') |
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def load_image(): |
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uploaded_file = st.file_uploader(label='Pick an image to test') |
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if uploaded_file is not None: |
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image_data = uploaded_file.getvalue() |
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st.image(image_data) |
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img = Image.open(io.BytesIO(image_data)) |
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img = img.convert("RGB") |
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img = img.resize((224, 224)) |
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return img |
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else: |
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return None |
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def load_model(): |
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model_name = 'Model/model.h5' |
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model = tf.keras.models.load_model(model_name) |
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return model |
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def load_labels(): |
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with open('Oxford-102_Flower_dataset_labels.txt', 'r') as file: |
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data = file.read().splitlines() |
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return data |
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def predict(model, labels, img): |
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french_names = { |
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"pink primrose": "Primevère rose", |
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"hard-leaved pocket orchid": "Orchidée à feuilles dures", |
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"canterbury bells": "Clochettes de Canterbury", |
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"sweet pea": "Pois de senteur", |
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"english marigold": "Souci officinal", |
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"tiger lily": "Lis tigré", |
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"moon orchid": "Orchidée de lune", |
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"bird of paradise": "Oiseau de paradis", |
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"monkshood": "Aconit", |
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"globe thistle": "Chardon boule", |
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"snapdragon": "Muflier", |
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"colt's foot": "Tussilage", |
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"king protea": "Protéa roi", |
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"spear thistle": "Chardon lancéolé", |
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"yellow iris": "Iris jaune", |
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"globe-flower": "Trolle", |
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"purple coneflower": "Échinacée pourpre", |
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"peruvian lily": "Lys des Incas", |
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"balloon flower": "Platycodon", |
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"giant white arum lily": "Arum géant blanc", |
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"fire lily": "Lis de feu", |
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"pincushion flower": "Scabieuse", |
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"fritillary": "Fritillaire", |
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"red ginger": "Gingembre rouge", |
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"grape hyacinth": "Muscari", |
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"corn poppy": "Coquelicot", |
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"prince of wales feathers": "Amarante queue-de-renard", |
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"stemless gentian": "Gentiane acaule", |
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"artichoke": "Artichaut", |
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"sweet william": "Œillet de poète", |
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"carnation": "Œillet", |
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"garden phlox": "Phlox de jardin", |
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"love in the mist": "Nigelle de Damas", |
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"mexican aster": "Cosmos", |
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"alpine sea holly": "Chardon bleu des Alpes", |
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"ruby-lipped cattleya": "Cattleya à lèvres rubis", |
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"cape flower": "Fleur du Cap", |
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"great masterwort": "Grande astrance", |
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"siam tulip": "Tulipe de Siam", |
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"lenten rose": "Rose de carême", |
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"barbeton daisy": "Gerbera", |
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"daffodil": "Jonquille", |
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"sword lily": "Glaïeul", |
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"poinsettia": "Poinsettia", |
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"bolero deep blue": "Lisianthus bleu profond", |
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"wallflower": "Giroflée", |
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"marigold": "Tagète", |
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"buttercup": "Renoncule", |
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"oxeye daisy": "Marguerite", |
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"common dandelion": "Pissenlit", |
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"petunia": "Pétunia", |
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"wild pansy": "Pensée sauvage", |
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"primula": "Primevère", |
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"sunflower": "Tournesol", |
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"pelargonium": "Pélargonium", |
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"bishop of llandaff": "Dahlia Bishop of Llandaff", |
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"gaura": "Gaura", |
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"geranium": "Géranium", |
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"orange dahlia": "Dahlia orange", |
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"pink-yellow dahlia": "Dahlia rose-jaune", |
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"cautleya spicata": "Cautleya spicata", |
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"japanese anemone": "Anémone du Japon", |
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"black-eyed susan": "Rudbeckie", |
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"silverbush": "Convolvulus argenté", |
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"californian poppy": "Pavot de Californie", |
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"osteospermum": "Ostéospermum", |
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"spring crocus": "Crocus de printemps", |
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"bearded iris": "Iris barbu", |
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"windflower": "Anémone sylvie", |
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"tree poppy": "Pavot en arbre", |
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"gazania": "Gazanie", |
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"azalea": "Azalée", |
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"water lily": "Nénuphar", |
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"rose": "Rose", |
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"thorn apple": "Datura", |
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"morning glory": "Liseron", |
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"passion flower": "Passiflore", |
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"lotus": "Lotus", |
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"toad lily": "Tricyrtis", |
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"anthurium": "Anthurium", |
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"frangipani": "Frangipanier", |
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"clematis": "Clématite", |
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"hibiscus": "Hibiscus", |
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"columbine": "Ancolie", |
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"desert-rose": "Rose du désert", |
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"tree mallow": "Lavatère", |
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"magnolia": "Magnolia", |
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"cyclamen": "Cyclamen", |
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"watercress": "Cresson", |
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"canna lily": "Canna", |
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"hippeastrum": "Hippeastrum", |
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"bee balm": "Monarde", |
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"ball moss": "Tillandsia", |
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"foxglove": "Digitale", |
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"bougainvillea": "Bougainvillée", |
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"camellia": "Camélia", |
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"mallow": "Mauve", |
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"mexican petunia": "Pétunia mexicain", |
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"bromelia": "Bromélia", |
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"blanket flower": "Gaillarde", |
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"trumpet creeper": "Bignone", |
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"blackberry lily": "Belamcanda chinensis" |
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} |
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botanical_names = { |
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"pink primrose": "Primula polyantha", |
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"hard-leaved pocket orchid": "Calypso bulbosa", |
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"canterbury bells": "Campanula medium", |
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"sweet pea": "Lathyrus odoratus", |
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"english marigold": "Calendula officinalis", |
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"tiger lily": "Lilium lancifolium", |
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"moon orchid": "Phalaenopsis amabilis", |
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"bird of paradise": "Strelitzia reginae", |
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"monkshood": "Aconitum napellus", |
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"globe thistle": "Echinops ritro", |
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"snapdragon": "Antirrhinum majus", |
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"colt's foot": "Tussilago farfara", |
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"king protea": "Protea cynaroides", |
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"spear thistle": "Cirsium vulgare", |
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"yellow iris": "Iris pseudacorus", |
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"globe-flower": "Trollius europaeus", |
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"purple coneflower": "Echinacea purpurea", |
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"peruvian lily": "Alstroemeria aurea", |
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"balloon flower": "Platycodon grandiflorus", |
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"giant white arum lily": "Zantedeschia aethiopica", |
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"fire lily": "Lilium bulbiferum", |
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"pincushion flower": "Scabiosa atropurpurea", |
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"fritillary": "Fritillaria imperialis", |
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"red ginger": "Alpinia purpurata", |
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"grape hyacinth": "Muscari", |
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"corn poppy": "Papaver rhoeas", |
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"prince of wales feathers": "Amaranthus caudatus", |
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"stemless gentian": "Gentiana acaulis", |
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"artichoke": "Cynara cardunculus", |
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"sweet william": "Dianthus barbatus", |
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"carnation": "Dianthus caryophyllus", |
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"garden phlox": "Phlox paniculata", |
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"love in the mist": "Nigella damascena", |
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"mexican aster": "Cosmos bipinnatus", |
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"alpine sea holly": "Eryngium alpinum", |
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"ruby-lipped cattleya": "Cattleya labiata", |
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"cape flower": "Mesembryanthemum crystallinum", |
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"great masterwort": "Astrantia major", |
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"siam tulip": "Curcuma alismatifolia", |
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"lenten rose": "Helleborus orientalis", |
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"barbeton daisy": "Gerbera jamesonii", |
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"daffodil": "Narcissus", |
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"sword lily": "Gladiolus", |
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"poinsettia": "Euphorbia pulcherrima", |
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"bolero deep blue": "Eustoma grandiflorum", |
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"wallflower": "Erysimum", |
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"marigold": "Tagetes", |
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"buttercup": "Ranunculus", |
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"oxeye daisy": "Leucanthemum vulgare", |
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"common dandelion": "Taraxacum officinale", |
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"petunia": "Petunia", |
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"wild pansy": "Viola tricolor", |
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"primula": "Primula", |
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"sunflower": "Helianthus", |
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"pelargonium": "Pelargonium", |
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"bishop of llandaff": "Dahlia", |
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"gaura": "Gaura", |
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"geranium": "Geranium", |
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"orange dahlia": "Dahlia", |
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"pink-yellow dahlia": "Dahlia", |
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"cautleya spicata": "Cautleya spicata", |
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"japanese anemone": "Anemone hupehensis", |
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"black-eyed susan": "Rudbeckia hirta", |
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"silverbush": "Convolvulus cneorum", |
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"californian poppy": "Eschscholzia californica", |
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"osteospermum": "Osteospermum", |
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"spring crocus": "Crocus vernus", |
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"bearded iris": "Iris germanica", |
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"windflower": "Anemone nemorosa", |
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"tree poppy": "Dendromecon rigida", |
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"gazania": "Gazania", |
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"azalea": "Rhododendron", |
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"water lily": "Nymphaea", |
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"rose": "Rosa", |
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"thorn apple": "Datura", |
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"morning glory": "Ipomoea", |
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"passion flower": "Passiflora", |
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"lotus": "Nelumbo nucifera", |
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"toad lily": "Tricyrtis hirta", |
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"anthurium": "Anthurium", |
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"frangipani": "Plumeria", |
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"clematis": "Clematis", |
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"hibiscus": "Hibiscus", |
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"columbine": "Aquilegia", |
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"desert-rose": "Adenium obesum", |
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"tree mallow": "Malva arborea", |
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"magnolia": "Magnolia", |
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"cyclamen": "Cyclamen", |
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"watercress": "Nasturtium officinale", |
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"canna lily": "Canna", |
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"hippeastrum": "Hippeastrum", |
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"bee balm": "Monarda", |
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"ball moss": "Tillandsia recurvata", |
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"foxglove": "Digitalis purpurea", |
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"bougainvillea": "Bougainvillea", |
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"camellia": "Camellia", |
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"mallow": "Malva", |
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"mexican petunia": "Ruellia brittoniana", |
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"bromelia": "Bromelia", |
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"blanket flower": "Gaillardia", |
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"trumpet creeper": "Campsis radicans", |
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"blackberry lily": "Belamcanda chinensis", |
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} |
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usefulness = { |
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"pink primrose": "Used in herbal medicine for its anti-inflammatory properties", |
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"hard-leaved pocket orchid": "Rare and endangered species, protected by conservation efforts", |
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"canterbury bells": "Ornamental garden plant, attracts bees and butterflies", |
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"sweet pea": "Popular ornamental plant known for its fragrance and colorful flowers", |
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"english marigold": "Used in traditional medicine and culinary applications", |
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"tiger lily": "Ornamental garden plant, symbolizing wealth and prosperity in some cultures", |
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"moon orchid": "Highly valued ornamental plant, often used in floral arrangements", |
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"bird of paradise": "Distinctive and exotic ornamental plant, symbolizing freedom and beauty", |
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"monkshood": "Highly toxic plant used in traditional medicine with extreme caution", |
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"globe thistle": "Ornamental garden plant, attracts pollinators such as bees and butterflies", |
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"snapdragon": "Popular garden plant with colorful flowers, often used in floral arrangements", |
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"colt's foot": "Used in traditional medicine for its expectorant properties", |
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"king protea": "National flower of South Africa, symbolizing diversity and courage", |
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"spear thistle": "Prickly plant with ornamental value and historical significance", |
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"yellow iris": "Ornamental water plant, attracts pollinators such as bees and butterflies", |
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"globe-flower": "Ornamental garden plant, symbolizing happiness and good fortune", |
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"purple coneflower": "Medicinal plant used to boost the immune system and treat colds", |
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"peruvian lily": "Ornamental garden plant with colorful flowers, often used in floral arrangements", |
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"balloon flower": "Ornamental garden plant, symbolizing unchanging love and devotion", |
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"giant white arum lily": "Ornamental garden plant, often used in bridal bouquets", |
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"fire lily": "Ornamental garden plant, symbolizing passion and desire", |
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"pincushion flower": "Ornamental garden plant, attracts pollinators such as bees and butterflies", |
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"fritillary": "Ornamental garden plant, known for its unique bell-shaped flowers", |
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"red ginger": "Ornamental garden plant, prized for its vibrant red inflorescence", |
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"grape hyacinth": "Ornamental garden plant, symbolizing rebirth and renewal", |
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"corn poppy": "Symbolic flower of remembrance, often found in fields and meadows", |
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"prince of wales feathers": "Ornamental garden plant, known for its striking red inflorescence", |
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"stemless gentian": "Medicinal plant used to treat digestive disorders", |
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"artichoke": "Edible plant cultivated for its edible flower buds", |
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"sweet william": "Ornamental garden plant with fragrant flowers, symbolizing gallantry", |
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"carnation": "Popular cut flower with various symbolic meanings, often used in bouquets", |
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"garden phlox": "Ornamental garden plant, attracts pollinators such as bees and butterflies", |
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"love in the mist": "Ornamental garden plant with delicate flowers, symbolizing affection", |
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"mexican aster": "Ornamental garden plant with colorful flowers, attracts pollinators", |
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"alpine sea holly": "Ornamental garden plant, known for its distinctive blue flowers", |
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"ruby-lipped cattleya": "Highly prized orchid species, often used in corsages", |
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"cape flower": "Ornamental garden plant, symbolizing resilience and endurance", |
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"great masterwort": "Medicinal plant used to treat various ailments", |
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"siam tulip": "Ornamental garden plant, symbolizing prosperity and abundance", |
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"lenten rose": "Ornamental garden plant, prized for its early blooming flowers", |
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"barbeton daisy": "Ornamental garden plant with colorful flowers, attracts pollinators", |
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"daffodil": "Symbolic flower of renewal and hope, often associated with spring", |
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"sword lily": "Ornamental garden plant with striking sword-shaped leaves", |
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"poinsettia": "Popular ornamental plant, often used as a decorative plant during the holidays", |
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"bolero deep blue": "Ornamental garden plant with deep blue flowers, symbolizing tranquility", |
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"wallflower": "Ornamental garden plant, known for its fragrant flowers", |
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"marigold": "Used in traditional medicine and culinary applications, often planted to repel pests", |
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"buttercup": "Ornamental garden plant with bright yellow flowers", |
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"oxeye daisy": "Ornamental garden plant with daisy-like flowers, symbolizing innocence", |
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"common dandelion": "Edible plant with various medicinal properties", |
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"petunia": "Popular garden plant with colorful flowers, symbolizing playfulness", |
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"wild pansy": "Medicinal plant used to treat respiratory ailments", |
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"primula": "Ornamental garden plant, known for its early spring blooms", |
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"sunflower": "Symbolic flower of happiness and vitality, cultivated for its edible seeds", |
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"pelargonium": "Ornamental garden plant, known for its fragrant leaves and flowers", |
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"bishop of llandaff": "Ornamental garden plant with deep red flowers", |
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"gaura": "Ornamental garden plant with delicate flowers, attracts pollinators", |
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"geranium": "Popular garden plant with colorful flowers and fragrant leaves", |
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"orange dahlia": "Ornamental garden plant with vibrant orange flowers", |
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"pink-yellow dahlia": "Ornamental garden plant with pink and yellow bicolor flowers", |
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"cautleya spicata": "Ornamental garden plant, known for its showy flowers", |
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"japanese anemone": "Ornamental garden plant with delicate flowers, symbolizing protection", |
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"black-eyed susan": "Ornamental garden plant with yellow flowers and dark centers", |
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"silverbush": "Ornamental garden plant with silvery foliage", |
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"californian poppy": "Ornamental garden plant with bright orange flowers", |
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"osteospermum": "Ornamental garden plant with colorful daisy-like flowers", |
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"spring crocus": "Ornamental garden plant with early spring blooms", |
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"bearded iris": "Ornamental garden plant with showy flowers, often used in landscaping", |
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"windflower": "Ornamental garden plant with delicate flowers, symbolizing anticipation", |
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"tree poppy": "Ornamental garden plant with bright yellow flowers", |
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"gazania": "Ornamental garden plant with colorful flowers, drought tolerant", |
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"azalea": "Ornamental garden plant with vibrant flowers, symbolizing passion", |
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"water lily": "Ornamental water plant, symbolizing purity and enlightenment", |
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"rose": "Symbolic flower of love and romance, cultivated for its beauty and fragrance", |
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"thorn apple": "Historically used in herbal medicine, highly toxic if ingested", |
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"morning glory": "Ornamental garden plant with colorful flowers, symbolizing affection", |
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"passion flower": "Symbolic flower of Christ's passion, often used in religious art", |
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"lotus": "Symbolic flower of purity and enlightenment in various cultures", |
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"toad lily": "Ornamental garden plant with unique spotted flowers", |
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"anthurium": "Ornamental plant with distinctive heart-shaped flowers, symbolizing hospitality and abundance", |
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"frangipani": "Ornamental garden plant with fragrant flowers, often used in tropical landscaping", |
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"clematis": "Ornamental garden plant with colorful flowers, symbolizing mental beauty", |
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"hibiscus": "Edible plant with medicinal properties, popular ornamental garden plant", |
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"columbine": "Ornamental garden plant with unique spurred flowers, symbolizing love and fidelity", |
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"desert-rose": "Ornamental garden plant with succulent foliage and colorful flowers", |
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"tree mallow": "Ornamental garden plant with large colorful flowers", |
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"magnolia": "Ornamental garden plant with large fragrant flowers, symbolizing nobility and perseverance", |
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"cyclamen": "Ornamental garden plant with unique twisted flowers, symbolizing resignation and farewell", |
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"watercress": "Edible aquatic plant, rich in vitamins and minerals", |
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"canna lily": "Ornamental garden plant with colorful flowers and edible rhizomes", |
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"hippeastrum": "Ornamental garden plant with large showy flowers, symbolizing pride and beauty", |
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"bee balm": "Medicinal plant with aromatic leaves and flowers, attracts pollinators", |
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"ball moss": "Epiphytic plant that grows on trees, contributes to ecosystem biodiversity", |
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"foxglove": "Medicinal plant used to treat heart conditions, highly toxic if ingested", |
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"bougainvillea": "Ornamental vine with vibrant flowers, drought tolerant", |
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"camellia": "Ornamental garden plant with evergreen leaves and showy flowers", |
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"mallow": "Edible and medicinal plant with soothing properties", |
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"mexican petunia": "Ornamental garden plant with colorful flowers, attracts butterflies", |
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"bromelia": "Ornamental plant with colorful foliage and unique inflorescence", |
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"blanket flower": "Ornamental garden plant with daisy-like flowers, drought tolerant", |
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"trumpet creeper": "Ornamental vine with trumpet-shaped flowers, attracts hummingbirds", |
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"blackberry lily": "Ornamental garden plant with iris-like flowers and blackberry-like fruits" |
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} |
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img_array = tf.keras.preprocessing.image.img_to_array(img) |
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img_array = tf.expand_dims(img_array, 0) |
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prediction = model.predict(img_array) |
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predicted_class = np.argmax(prediction[0], axis=-1) |
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flower = labels[predicted_class] |
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closeness = np.round(prediction[0][predicted_class] * 100, 2) |
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get_flower = flower |
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print(botanical_names[get_flower]) |
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botanical_name = botanical_names.get(get_flower, "Unknown") |
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flower_usefulness = usefulness.get(get_flower, "Unknown") |
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french_name = french_names.get(get_flower, "Unknown") |
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print(f"Botanical Name: {botanical_name}") |
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print(f"Usefulness: {flower_usefulness}") |
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return flower, closeness, botanical_name, flower_usefulness, french_name |
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def main(): |
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with st.sidebar: |
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selected = option_menu( |
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menu_title="Main Menu", |
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options=["Home", "About", "Local Classifier", "Extensive Classifier", "Project Details"], |
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icons=["house", "info-circle", "camera", "search", "clipboard-list"], |
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menu_icon="cast", |
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default_index=0, |
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) |
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if selected == "Home": |
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st.markdown(""" |
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<h1 style="color:white">Home</h1> |
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<p style="color:white">Click the link below to visit the main application page:</p> |
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<a style="color:white" href="https://tolu-flower-classifier.vercel.app/" target="_blank">Go to Main Application</a> |
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""", unsafe_allow_html=True) |
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|
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elif selected == "About": |
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st.markdown('<h1 style="color:white">About</h1>') |
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st.markdown(""" |
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<h4 style="color:white"> NAME:</br> <b> TOLULOPE</b></h4> |
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<h4 style="color:white"> CLASS:</br> <b>HND2</b></h4> |
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<h4 style="color:white"> LEVEL:</br> <b>400L</b></h4> |
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<h4 style="color:white"> SCHOOL:</br> <b>FEDERAL COLLEGE OF ANIMAL HEALTH AND PRODUCTION TECHNOLOGY.</b></h4> |
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<h4 style="color:white"> SUPERVISOR:</br> <b></b></h4> |
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""", unsafe_allow_html=True) |
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|
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elif selected == "Extensive Classifier": |
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st.markdown('<h1 style="color:white;">Extensive Classifier</h1>', unsafe_allow_html=True) |
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st.markdown('<h4 style="color:white;">This is a demo of an image classification model trained on the Oxford Flower Dataset.</h4>', unsafe_allow_html=True) |
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st.markdown('<h4 style="color:white;">To test the model, upload an image of a flower and click the Run on image button.</h4>', unsafe_allow_html=True) |
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|
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model = load_model() |
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labels = load_labels() |
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image = load_image() |
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result = st.button('Run on image') |
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|
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if result and image is not None: |
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st.markdown('**_Calculating extensive results..._**') |
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flower, closeness, botanical_name, flower_usefulness, french_name = predict(model, labels, image) |
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st.markdown(f'<h5 style="color:white;">Flower Type: <span style="color:orange;">{flower}</span></h4>', unsafe_allow_html=True) |
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st.markdown(f'<h5 style="color:white;">Closeness: <span style="color:orange;">{closeness}%</span></h4>', unsafe_allow_html=True) |
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st.markdown(f'<h5 style="color:white;">Botanical Name: <span style="color:orange;">{botanical_name}</span></h4>', unsafe_allow_html=True) |
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st.markdown(f'<h5 style="color:white;">Usefulness/Description: <span style="color:orange;">{flower_usefulness}</span></h4>', unsafe_allow_html=True) |
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st.markdown(f'<h5 style="color:white;">French Name: <span style="color:orange;">{french_name}</span></h4>', unsafe_allow_html=True) |
|
|
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elif selected == "Local Classifier": |
|
st.markdown('<h1 style="color:white;">Local Classifier</h1>', unsafe_allow_html=True) |
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st.markdown('<h4 style="color:white;">This section contains a local classifier details and options.</h4>', unsafe_allow_html=True) |
|
|
|
|
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model = load_model() |
|
labels = load_labels() |
|
image = load_image() |
|
result = st.button('Run on image') |
|
|
|
if result and image is not None: |
|
st.markdown('**_Calculating local results..._**') |
|
flower, closeness, botanical_name, flower_usefulness, french_name = predict(model, labels, image) |
|
st.markdown(f'<h5 style="color:white;">Flower Type: <span style="color:orange;">{flower}</span></h4>', unsafe_allow_html=True) |
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st.markdown(f'<h5 style="color:white;">Closeness: <span style="color:orange;">{closeness}%</span></h4>', unsafe_allow_html=True) |
|
st.markdown(f'<h5 style="color:white;">French Name: <span style="color:orange;">{french_name}</span></h4>', unsafe_allow_html=True) |
|
|
|
elif selected == "Project Details": |
|
st.markdown('<h1 style="color:white;">Project Details</h1>', unsafe_allow_html=True) |
|
st.markdown(""" |
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<p style="color:white;"> |
|
<h4 style="color:white"> |
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This project is about classifying flowers using deep learning. |
|
The Oxford Flower Dataset, consisting of 102 flower categories, |
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is used for training the model. The images have large scale, |
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pose, and light variations. In addition, there are categories |
|
that have large variations within the category and several very |
|
similar categories. The dataset is visualized using isomap with |
|
shape and colour features. Link to the dataset is available |
|
@ https://www.kaggle.com/datasets/yousefmohamed20/oxford-102-flower-dataset. |
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</h4> |
|
</p> |
|
""", unsafe_allow_html=True) |
|
|
|
if __name__ == '__main__': |
|
main() |
|
|
