Dash_API_BIRD.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "89d8f12c",
   "metadata": {},
   "source": [
    "# Dash API For Bird Species Prediction:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "d2fa1e89",
   "metadata": {},
   "outputs": [],
   "source": [
    "#Imports-\n",
    "\n",
    "import dash\n",
    "import dash_core_components as dcc\n",
    "import dash_html_components as html\n",
    "from dash.dependencies import Input, Output, State\n",
    "import base64\n",
    "from PIL import Image\n",
    "import numpy as np\n",
    "from tensorflow.keras.models import load_model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "6f50efe8",
   "metadata": {},
   "outputs": [],
   "source": [
    "pip install --upgrade werkzeug"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "ee5d8ed7",
   "metadata": {},
   "outputs": [],
   "source": [
    "#Load the trained model-\n",
    "\n",
    "model = load_model(\"F:\\\\bird\\\\bird5.h5\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "dba46a31",
   "metadata": {},
   "outputs": [],
   "source": [
    "#Define a dictionary mapping class indices to bird species names-\n",
    "\n",
    "class_names = {}\n",
    "species_names = [\n",
    "    'ABBOTTS BABBLER', 'ABBOTTS BOOBY', 'ABYSSINIAN GROUND HORNBILL',\n",
    "       'AFRICAN CROWNED CRANE', 'AFRICAN EMERALD CUCKOO',\n",
    "       'AFRICAN FIREFINCH', 'AFRICAN OYSTER CATCHER',\n",
    "       'AFRICAN PIED HORNBILL', 'AFRICAN PYGMY GOOSE', 'ALBATROSS',\n",
    "       'ALBERTS TOWHEE', 'ALEXANDRINE PARAKEET', 'ALPINE CHOUGH',\n",
    "       'ALTAMIRA YELLOWTHROAT', 'AMERICAN AVOCET', 'AMERICAN BITTERN',\n",
    "       'AMERICAN COOT', 'AMERICAN DIPPER', 'AMERICAN FLAMINGO',\n",
    "       'AMERICAN GOLDFINCH', 'AMERICAN KESTREL', 'AMERICAN PIPIT',\n",
    "       'AMERICAN REDSTART', 'AMERICAN ROBIN', 'AMERICAN WIGEON',\n",
    "       'AMETHYST WOODSTAR', 'ANDEAN GOOSE', 'ANDEAN LAPWING',\n",
    "       'ANDEAN SISKIN', 'ANHINGA', 'ANIANIAU', 'ANNAS HUMMINGBIRD',\n",
    "       'ANTBIRD', 'ANTILLEAN EUPHONIA', 'APAPANE', 'APOSTLEBIRD',\n",
    "       'ARARIPE MANAKIN', 'ASHY STORM PETREL', 'ASHY THRUSHBIRD',\n",
    "       'ASIAN CRESTED IBIS', 'ASIAN DOLLARD BIRD',\n",
    "       'ASIAN GREEN BEE EATER', 'ASIAN OPENBILL STORK', 'AUCKLAND SHAQ',\n",
    "       'AUSTRAL CANASTERO', 'AUSTRALASIAN FIGBIRD', 'AVADAVAT',\n",
    "       'AZARAS SPINETAIL', 'AZURE BREASTED PITTA', 'AZURE JAY',\n",
    "       'AZURE TANAGER', 'AZURE TIT', 'BAIKAL TEAL', 'BALD EAGLE',\n",
    "       'BALD IBIS', 'BALI STARLING', 'BALTIMORE ORIOLE', 'BANANAQUIT',\n",
    "       'BAND TAILED GUAN', 'BANDED BROADBILL', 'BANDED PITA',\n",
    "       'BANDED STILT', 'BAR-TAILED GODWIT', 'BARN OWL', 'BARN SWALLOW',\n",
    "       'BARRED PUFFBIRD', 'BARROWS GOLDENEYE', 'BAY-BREASTED WARBLER',\n",
    "       'BEARDED BARBET', 'BEARDED BELLBIRD', 'BEARDED REEDLING',\n",
    "       'BELTED KINGFISHER', 'BIRD OF PARADISE',\n",
    "       'BLACK AND YELLOW BROADBILL', 'BLACK BAZA',\n",
    "       'BLACK BREASTED PUFFBIRD', 'BLACK COCKATO',\n",
    "       'BLACK FACED SPOONBILL', 'BLACK FRANCOLIN', 'BLACK HEADED CAIQUE',\n",
    "       'BLACK NECKED STILT', 'BLACK SKIMMER', 'BLACK SWAN',\n",
    "       'BLACK TAIL CRAKE', 'BLACK THROATED BUSHTIT',\n",
    "       'BLACK THROATED HUET', 'BLACK THROATED WARBLER',\n",
    "       'BLACK VENTED SHEARWATER', 'BLACK VULTURE',\n",
    "       'BLACK-CAPPED CHICKADEE', 'BLACK-NECKED GREBE',\n",
    "       'BLACK-THROATED SPARROW', 'BLACKBURNIAM WARBLER',\n",
    "       'BLONDE CRESTED WOODPECKER', 'BLOOD PHEASANT', 'BLUE COAU',\n",
    "       'BLUE DACNIS', 'BLUE GRAY GNATCATCHER', 'BLUE GROSBEAK',\n",
    "       'BLUE GROUSE', 'BLUE HERON', 'BLUE MALKOHA',\n",
    "       'BLUE THROATED PIPING GUAN', 'BLUE THROATED TOUCANET', 'BOBOLINK',\n",
    "       'BORNEAN BRISTLEHEAD', 'BORNEAN LEAFBIRD', 'BORNEAN PHEASANT',\n",
    "       'BRANDT CORMARANT', 'BREWERS BLACKBIRD', 'BROWN CREPPER',\n",
    "       'BROWN HEADED COWBIRD', 'BROWN NOODY', 'BROWN THRASHER',\n",
    "       'BUFFLEHEAD', 'BULWERS PHEASANT', 'BURCHELLS COURSER',\n",
    "       'BUSH TURKEY', 'CAATINGA CACHOLOTE', 'CABOTS TRAGOPAN',\n",
    "       'CACTUS WREN', 'CALIFORNIA CONDOR', 'CALIFORNIA GULL',\n",
    "       'CALIFORNIA QUAIL', 'CAMPO FLICKER', 'CANARY', 'CANVASBACK',\n",
    "       'CAPE GLOSSY STARLING', 'CAPE LONGCLAW', 'CAPE MAY WARBLER',\n",
    "       'CAPE ROCK THRUSH', 'CAPPED HERON', 'CAPUCHINBIRD',\n",
    "       'CARMINE BEE-EATER', 'CASPIAN TERN', 'CASSOWARY', 'CEDAR WAXWING',\n",
    "       'CERULEAN WARBLER', 'CHARA DE COLLAR', 'CHATTERING LORY',\n",
    "       'CHESTNET BELLIED EUPHONIA', 'CHESTNUT WINGED CUCKOO',\n",
    "       'CHINESE BAMBOO PARTRIDGE', 'CHINESE POND HERON',\n",
    "       'CHIPPING SPARROW', 'CHUCAO TAPACULO', 'CHUKAR PARTRIDGE',\n",
    "       'CINNAMON ATTILA', 'CINNAMON FLYCATCHER', 'CINNAMON TEAL',\n",
    "       'CLARKS GREBE', 'CLARKS NUTCRACKER', 'COCK OF THE  ROCK',\n",
    "       'COCKATOO', 'COLLARED ARACARI', 'COLLARED CRESCENTCHEST',\n",
    "       'COMMON FIRECREST', 'COMMON GRACKLE', 'COMMON HOUSE MARTIN',\n",
    "       'COMMON IORA', 'COMMON LOON', 'COMMON POORWILL', 'COMMON STARLING',\n",
    "       'COPPERSMITH BARBET', 'COPPERY TAILED COUCAL', 'CRAB PLOVER',\n",
    "       'CRANE HAWK', 'CREAM COLORED WOODPECKER', 'CRESTED AUKLET',\n",
    "       'CRESTED CARACARA', 'CRESTED COUA', 'CRESTED FIREBACK',\n",
    "       'CRESTED KINGFISHER', 'CRESTED NUTHATCH', 'CRESTED OROPENDOLA',\n",
    "       'CRESTED SERPENT EAGLE', 'CRESTED SHRIKETIT',\n",
    "       'CRESTED WOOD PARTRIDGE', 'CRIMSON CHAT', 'CRIMSON SUNBIRD',\n",
    "       'CROW', 'CUBAN TODY', 'CUBAN TROGON', 'CURL CRESTED ARACURI',\n",
    "       'D-ARNAUDS BARBET', 'DALMATIAN PELICAN', 'DARJEELING WOODPECKER',\n",
    "       'DARK EYED JUNCO', 'DAURIAN REDSTART', 'DEMOISELLE CRANE',\n",
    "       'DOUBLE BARRED FINCH', 'DOUBLE BRESTED CORMARANT',\n",
    "       'DOUBLE EYED FIG PARROT', 'DOWNY WOODPECKER', 'DUNLIN',\n",
    "       'DUSKY LORY', 'DUSKY ROBIN', 'EARED PITA', 'EASTERN BLUEBIRD',\n",
    "       'EASTERN BLUEBONNET', 'EASTERN GOLDEN WEAVER',\n",
    "       'EASTERN MEADOWLARK', 'EASTERN ROSELLA', 'EASTERN TOWEE',\n",
    "       'EASTERN WIP POOR WILL', 'EASTERN YELLOW ROBIN',\n",
    "       'ECUADORIAN HILLSTAR', 'EGYPTIAN GOOSE', 'ELEGANT TROGON',\n",
    "       'ELLIOTS  PHEASANT', 'EMERALD TANAGER', 'EMPEROR PENGUIN', 'EMU',\n",
    "       'ENGGANO MYNA', 'EURASIAN BULLFINCH', 'EURASIAN GOLDEN ORIOLE',\n",
    "       'EURASIAN MAGPIE', 'EUROPEAN GOLDFINCH', 'EUROPEAN TURTLE DOVE',\n",
    "       'EVENING GROSBEAK', 'FAIRY BLUEBIRD', 'FAIRY PENGUIN',\n",
    "       'FAIRY TERN', 'FAN TAILED WIDOW', 'FASCIATED WREN',\n",
    "       'FIERY MINIVET', 'FIORDLAND PENGUIN', 'FIRE TAILLED MYZORNIS',\n",
    "       'FLAME BOWERBIRD', 'FLAME TANAGER', 'FOREST WAGTAIL', 'FRIGATE',\n",
    "       'FRILL BACK PIGEON', 'GAMBELS QUAIL', 'GANG GANG COCKATOO',\n",
    "       'GILA WOODPECKER', 'GILDED FLICKER', 'GLOSSY IBIS', 'GO AWAY BIRD',\n",
    "       'GOLD WING WARBLER', 'GOLDEN BOWER BIRD', 'GOLDEN CHEEKED WARBLER',\n",
    "       'GOLDEN CHLOROPHONIA', 'GOLDEN EAGLE', 'GOLDEN PARAKEET',\n",
    "       'GOLDEN PHEASANT', 'GOLDEN PIPIT', 'GOULDIAN FINCH', 'GRANDALA',\n",
    "       'GRAY CATBIRD', 'GRAY KINGBIRD', 'GRAY PARTRIDGE', 'GREAT ARGUS',\n",
    "       'GREAT GRAY OWL', 'GREAT JACAMAR', 'GREAT KISKADEE', 'GREAT POTOO',\n",
    "       'GREAT TINAMOU', 'GREAT XENOPS', 'GREATER PEWEE',\n",
    "       'GREATER PRAIRIE CHICKEN', 'GREATOR SAGE GROUSE',\n",
    "       'GREEN BROADBILL', 'GREEN JAY', 'GREEN MAGPIE',\n",
    "       'GREEN WINGED DOVE', 'GREY CUCKOOSHRIKE', 'GREY HEADED CHACHALACA',\n",
    "       'GREY HEADED FISH EAGLE', 'GREY PLOVER', 'GROVED BILLED ANI',\n",
    "       'GUINEA TURACO', 'GUINEAFOWL', 'GURNEYS PITTA', 'GYRFALCON',\n",
    "       'HAMERKOP', 'HARLEQUIN DUCK', 'HARLEQUIN QUAIL', 'HARPY EAGLE',\n",
    "       'HAWAIIAN GOOSE', 'HAWFINCH', 'HELMET VANGA', 'HEPATIC TANAGER',\n",
    "       'HIMALAYAN BLUETAIL', 'HIMALAYAN MONAL', 'HOATZIN',\n",
    "       'HOODED MERGANSER', 'HOOPOES', 'HORNED GUAN', 'HORNED LARK',\n",
    "       'HORNED SUNGEM', 'HOUSE FINCH', 'HOUSE SPARROW', 'HYACINTH MACAW',\n",
    "       'IBERIAN MAGPIE', 'IBISBILL', 'IMPERIAL SHAQ', 'INCA TERN',\n",
    "       'INDIAN BUSTARD', 'INDIAN PITTA', 'INDIAN ROLLER',\n",
    "       'INDIAN VULTURE', 'INDIGO BUNTING', 'INDIGO FLYCATCHER',\n",
    "       'INLAND DOTTEREL', 'IVORY BILLED ARACARI', 'IVORY GULL', 'IWI',\n",
    "       'JABIRU', 'JACK SNIPE', 'JACOBIN PIGEON', 'JANDAYA PARAKEET',\n",
    "       'JAPANESE ROBIN', 'JAVA SPARROW', 'JOCOTOCO ANTPITTA', 'KAGU',\n",
    "       'KAKAPO', 'KILLDEAR', 'KING EIDER', 'KING VULTURE', 'KIWI',\n",
    "       'KNOB BILLED DUCK', 'KOOKABURRA', 'LARK BUNTING', 'LAUGHING GULL',\n",
    "       'LAZULI BUNTING', 'LESSER ADJUTANT', 'LILAC ROLLER', 'LIMPKIN',\n",
    "       'LITTLE AUK', 'LOGGERHEAD SHRIKE', 'LONG-EARED OWL',\n",
    "       'LOONEY BIRDS', 'LUCIFER HUMMINGBIRD', 'MAGPIE GOOSE',\n",
    "       'MALABAR HORNBILL', 'MALACHITE KINGFISHER', 'MALAGASY WHITE EYE',\n",
    "       'MALEO', 'MALLARD DUCK', 'MANDRIN DUCK', 'MANGROVE CUCKOO',\n",
    "       'MARABOU STORK', 'MASKED BOBWHITE', 'MASKED BOOBY',\n",
    "       'MASKED LAPWING', 'MCKAYS BUNTING', 'MERLIN', 'MIKADO  PHEASANT',\n",
    "       'MILITARY MACAW', 'MOURNING DOVE', 'MYNA', 'NICOBAR PIGEON',\n",
    "       'NOISY FRIARBIRD', 'NORTHERN BEARDLESS TYRANNULET',\n",
    "       'NORTHERN CARDINAL', 'NORTHERN FLICKER', 'NORTHERN FULMAR',\n",
    "       'NORTHERN GANNET', 'NORTHERN GOSHAWK', 'NORTHERN JACANA',\n",
    "       'NORTHERN MOCKINGBIRD', 'NORTHERN PARULA', 'NORTHERN RED BISHOP',\n",
    "       'NORTHERN SHOVELER', 'OCELLATED TURKEY', 'OILBIRD', 'OKINAWA RAIL',\n",
    "       'ORANGE BREASTED TROGON', 'ORANGE BRESTED BUNTING',\n",
    "       'ORIENTAL BAY OWL', 'ORNATE HAWK EAGLE', 'OSPREY', 'OSTRICH',\n",
    "       'OVENBIRD', 'OYSTER CATCHER', 'PAINTED BUNTING', 'PALILA',\n",
    "       'PALM NUT VULTURE', 'PARADISE TANAGER', 'PARAKETT  AUKLET',\n",
    "       'PARUS MAJOR', 'PATAGONIAN SIERRA FINCH', 'PEACOCK',\n",
    "       'PEREGRINE FALCON', 'PHAINOPEPLA', 'PHILIPPINE EAGLE',\n",
    "       'PINK ROBIN', 'PLUSH CRESTED JAY', 'POMARINE JAEGER', 'PUFFIN',\n",
    "       'PUNA TEAL', 'PURPLE FINCH', 'PURPLE GALLINULE', 'PURPLE MARTIN',\n",
    "       'PURPLE SWAMPHEN', 'PYGMY KINGFISHER', 'PYRRHULOXIA', 'QUETZAL',\n",
    "       'RAINBOW LORIKEET', 'RAZORBILL', 'RED BEARDED BEE EATER',\n",
    "       'RED BELLIED PITTA', 'RED BILLED TROPICBIRD', 'RED BROWED FINCH',\n",
    "       'RED CROSSBILL', 'RED FACED CORMORANT', 'RED FACED WARBLER',\n",
    "       'RED FODY', 'RED HEADED DUCK', 'RED HEADED WOODPECKER', 'RED KNOT',\n",
    "       'RED LEGGED HONEYCREEPER', 'RED NAPED TROGON',\n",
    "       'RED SHOULDERED HAWK', 'RED TAILED HAWK', 'RED TAILED THRUSH',\n",
    "       'RED WINGED BLACKBIRD', 'RED WISKERED BULBUL', 'REGENT BOWERBIRD',\n",
    "       'RING-NECKED PHEASANT', 'ROADRUNNER', 'ROCK DOVE',\n",
    "       'ROSE BREASTED COCKATOO', 'ROSE BREASTED GROSBEAK',\n",
    "       'ROSEATE SPOONBILL', 'ROSY FACED LOVEBIRD', 'ROUGH LEG BUZZARD',\n",
    "       'ROYAL FLYCATCHER', 'RUBY CROWNED KINGLET',\n",
    "       'RUBY THROATED HUMMINGBIRD', 'RUDDY SHELDUCK', 'RUDY KINGFISHER',\n",
    "       'RUFOUS KINGFISHER', 'RUFOUS TREPE', 'RUFUOS MOTMOT',\n",
    "       'SAMATRAN THRUSH', 'SAND MARTIN', 'SANDHILL CRANE',\n",
    "       'SATYR TRAGOPAN', 'SAYS PHOEBE', 'SCARLET CROWNED FRUIT DOVE',\n",
    "       'SCARLET FACED LIOCICHLA', 'SCARLET IBIS', 'SCARLET MACAW',\n",
    "       'SCARLET TANAGER', 'SHOEBILL', 'SHORT BILLED DOWITCHER',\n",
    "       'SMITHS LONGSPUR', 'SNOW GOOSE', 'SNOW PARTRIDGE', 'SNOWY EGRET',\n",
    "       'SNOWY OWL', 'SNOWY PLOVER', 'SNOWY SHEATHBILL', 'SORA',\n",
    "       'SPANGLED COTINGA', 'SPLENDID WREN', 'SPOON BILED SANDPIPER',\n",
    "       'SPOTTED CATBIRD', 'SPOTTED WHISTLING DUCK', 'SQUACCO HERON',\n",
    "       'SRI LANKA BLUE MAGPIE', 'STEAMER DUCK', 'STORK BILLED KINGFISHER',\n",
    "       'STRIATED CARACARA', 'STRIPED OWL', 'STRIPPED MANAKIN',\n",
    "       'STRIPPED SWALLOW', 'SUNBITTERN', 'SUPERB STARLING', 'SURF SCOTER',\n",
    "       'SWINHOES PHEASANT', 'TAILORBIRD', 'TAIWAN MAGPIE', 'TAKAHE',\n",
    "       'TASMANIAN HEN', 'TAWNY FROGMOUTH', 'TEAL DUCK', 'TIT MOUSE',\n",
    "       'TOUCHAN', 'TOWNSENDS WARBLER', 'TREE SWALLOW',\n",
    "       'TRICOLORED BLACKBIRD', 'TROPICAL KINGBIRD', 'TRUMPTER SWAN',\n",
    "       'TURKEY VULTURE', 'TURQUOISE MOTMOT', 'UMBRELLA BIRD',\n",
    "       'VARIED THRUSH', 'VEERY', 'VENEZUELIAN TROUPIAL', 'VERDIN',\n",
    "       'VERMILION FLYCATHER', 'VICTORIA CROWNED PIGEON',\n",
    "       'VIOLET BACKED STARLING', 'VIOLET CUCKOO', 'VIOLET GREEN SWALLOW',\n",
    "       'VIOLET TURACO', 'VISAYAN HORNBILL', 'VULTURINE GUINEAFOWL',\n",
    "       'WALL CREAPER', 'WATTLED CURASSOW', 'WATTLED LAPWING', 'WHIMBREL',\n",
    "       'WHITE BREASTED WATERHEN', 'WHITE BROWED CRAKE',\n",
    "       'WHITE CHEEKED TURACO', 'WHITE CRESTED HORNBILL',\n",
    "       'WHITE EARED HUMMINGBIRD', 'WHITE NECKED RAVEN',\n",
    "       'WHITE TAILED TROPIC', 'WHITE THROATED BEE EATER', 'WILD TURKEY',\n",
    "       'WILLOW PTARMIGAN', 'WILSONS BIRD OF PARADISE', 'WOOD DUCK',\n",
    "       'WOOD THRUSH', 'WOODLAND KINGFISHER', 'WRENTIT',\n",
    "       'YELLOW BELLIED FLOWERPECKER', 'YELLOW BREASTED CHAT',\n",
    "       'YELLOW CACIQUE', 'YELLOW HEADED BLACKBIRD', 'ZEBRA DOVE'\n",
    "]\n",
    "\n",
    "for i, name in enumerate(species_names):\n",
    "    class_names[i] = name"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "22059c42",
   "metadata": {},
   "outputs": [],
   "source": [
    "#Create the Dash app-\n",
    "\n",
    "app = dash.Dash(__name__)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "76515650",
   "metadata": {},
   "outputs": [],
   "source": [
    "#Define the layout-\n",
    "\n",
    "app.layout = html.Div([\n",
    "    html.H1(\"Bird Species Prediction\"),\n",
    "    dcc.Upload(\n",
    "        id='upload-image',\n",
    "        children=html.Div([\n",
    "            'Drag and Drop or ',\n",
    "            html.A('Select an Image')\n",
    "        ]),\n",
    "        style={\n",
    "            'width': '300px',\n",
    "            'height': '50px',\n",
    "            'lineHeight': '50px',\n",
    "            'borderWidth': '1px',\n",
    "            'borderStyle': 'dashed',\n",
    "            'borderRadius': '5px',\n",
    "            'textAlign': 'center',\n",
    "            'margin': '10px'\n",
    "        },\n",
    "        multiple=False\n",
    "    ),\n",
    "    html.Div(id='output-image-upload'),\n",
    "    html.Button('Predict', id='predict-button', n_clicks=0, disabled=True),\n",
    "    html.Div(id='output-prediction')\n",
    "])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a685b461",
   "metadata": {},
   "outputs": [],
   "source": [
    "#Define the callback functions-\n",
    "\n",
    "@app.callback(Output('output-image-upload', 'children'),\n",
    "              Output('predict-button', 'disabled'),\n",
    "              Input('upload-image', 'contents'))\n",
    "def update_image(content):\n",
    "    if content is not None:\n",
    "        content_type, content_string = content.split(',')\n",
    "        image = Image.open(base64.b64decode(content_string))\n",
    "\n",
    "        # Display the selected image-\n",
    "        \n",
    "        image.thumbnail((300, 300))\n",
    "        return html.Div([\n",
    "            html.H4('Selected Image'),\n",
    "            html.Img(src=content, style={'width': '100%'})\n",
    "        ]), False\n",
    "    return html.Div([]), True\n",
    "\n",
    "@app.callback(Output('output-prediction', 'children'),\n",
    "              Input('predict-button', 'n_clicks'),\n",
    "              State('upload-image', 'contents'))\n",
    "def predict_species(n_clicks, content):\n",
    "    if n_clicks > 0 and content is not None:\n",
    "        content_type, content_string = content.split(',')\n",
    "        image = Image.open(base64.b64decode(content_string))\n",
    "\n",
    "        #Preprocess the image for prediction-\n",
    "        \n",
    "        image = image.resize((224, 224))\n",
    "        image_array = np.array(image) / 255.0\n",
    "        image_array = np.expand_dims(image_array, axis=0)\n",
    "\n",
    "        #Make the prediction-\n",
    "        \n",
    "        pred = model.predict(image_array)\n",
    "        pred_class = np.argmax(pred, axis=1)[0]\n",
    "        predicted_species = class_names[pred_class]\n",
    "\n",
    "        #Display the predicted species-\n",
    "        \n",
    "        return html.Div([\n",
    "            html.H4('Predicted Bird Species'),\n",
    "            html.H2(predicted_species)\n",
    "        ])\n",
    "    \n",
    "    return html.Div([])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "250dcbb9",
   "metadata": {},
   "outputs": [],
   "source": [
    "#Run the app-\n",
    "\n",
    "if __name__ == '__main__':\n",
    "    app.run_server(debug=True)"
   ]
  }
 ],
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