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.streamlit/config.toml

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+[theme]
+base="dark"
+primaryColor="#FF4B4B"
+backgroundColor="#0E1117"
+secondaryBackgroundColor="#262730"
+textColor="#FAFAFA"
+font="sans serif"

app.py

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+import json
+import librosa
+import numpy as np
+import PIL.Image as Image
+import tensorflow as tf
+import streamlit as st
+from streamlit_extras.add_vertical_space import add_vertical_space
+from warnings import filterwarnings
+filterwarnings('ignore')
+
+
+def streamlit_config():
+
+    # page configuration
+    st.set_page_config(page_title='Classification', layout='centered')
+
+    # page header transparent color
+    page_background_color = """
+    <style>
+
+    [data-testid="stHeader"] 
+    {
+    background: rgba(0,0,0,0);
+    }
+
+    </style>
+    """
+    st.markdown(page_background_color, unsafe_allow_html=True)
+
+    # title and position
+    st.markdown(f'<h1 style="text-align: center;">Bird Sound Classification</h1>',
+                unsafe_allow_html=True)
+    add_vertical_space(4)
+
+
+# Streamlit Configuration Setup
+streamlit_config()
+
+
+def prediction(audio_file):
+
+    # Load the Prediction JSON File to Predict Target_Label
+    with open('prediction.json', mode='r') as f:
+        prediction_dict = json.load(f)
+
+    # Extract the Audio_Signal and Sample_Rate from Input Audio
+    audio, sample_rate =librosa.load(audio_file)
+
+    # Extract the MFCC Features and Aggrigate
+    mfccs_features = librosa.feature.mfcc(y=audio, sr=sample_rate, n_mfcc=40)
+    mfccs_features = np.mean(mfccs_features, axis=1)
+
+    # Reshape MFCC features to match the expected input shape for Conv1D both batch & feature dimension
+    mfccs_features = np.expand_dims(mfccs_features, axis=0)
+    mfccs_features = np.expand_dims(mfccs_features, axis=2)
+
+    # Convert into Tensors
+    mfccs_tensors = tf.convert_to_tensor(mfccs_features, dtype=tf.float32)
+
+    # Load the Model and Prediction
+    model = tf.keras.models.load_model('model.h5')
+    prediction = model.predict(mfccs_tensors)
+
+    # Find the Maximum Probability Value
+    target_label = np.argmax(prediction)
+
+    # Find the Target_Label Name using Prediction_dict
+    predicted_class = prediction_dict[str(target_label)]
+    confidence = round(np.max(prediction)*100, 2)
+    
+    add_vertical_space(1)
+    st.markdown(f'<h2 style="text-align: center; color: orange;">{confidence}% Match Found</h2>', 
+                    unsafe_allow_html=True)
+    
+    st.markdown(f'<h2 style="text-align: center; color: green;">{predicted_class}</h2>', 
+                    unsafe_allow_html=True)
+
+    
+
+
+_, col2, _  = st.columns([0.1,0.9,0.1])
+with col2:
+    input_audio = st.file_uploader(label='Upload the Audio', type=['mp3', 'wav'])
+
+if input_audio is not None:
+
+    _, col2, _ = st.columns([0.2,0.8,0.2])
+    with col2:
+        prediction(input_audio)

model.h5

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+version https://git-lfs.github.com/spec/v1
+oid sha256:3eab543ebee814e9287100d8000e29ebb86a4eb3653df2730c18f21b3952329c
+size 13807872

prediction.json

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+{"4": "Barred Tinamou_sound", "34": "Dusky-legged Guan_sound", "66": "Ornate Tinamou_sound", "64": "Okarito Kiwi_sound", "11": "Black-billed Brushturkey_sound", "26": "Cinereous Tinamou_sound", "42": "Greater Rhea_sound", "100": "Tongan Megapode_sound", "17": "Brushland Tinamou_sound", "32": "Darwins Nothura_sound", "9": "Biak Scrubfowl_sound", "28": "Colombian Chachalaca_sound", "1": "Andean Tinamou_sound", "107": "White-bellied Chachalaca_sound", "63": "Northern Cassowary_sound", "46": "Highland Tinamou_sound", "77": "Red-winged Tinamou_sound", "37": "East Brazilian Chachalaca_sound", "10": "Black Tinamou_sound", "88": "Southern Brown Kiwi_sound", "19": "Cauca Guan_sound", "97": "Tawny-breasted Tinamou_sound", "38": "Elegant Crested Tinamou_sound", "109": "White-browed Guan_sound", "83": "Scaled Chachalaca_sound", "53": "Little Tinamou_sound", "70": "Plain Chachalaca_sound", "2": "Australian Brushturkey_sound", "0": "Andean Guan_sound", "33": "Dusky Megapode_sound", "62": "North Island Brown Kiwi_sound", "65": "Orange-footed Scrubfowl_sound", "7": "Bearded Guan_sound", "111": "White-throated Tinamou_sound", "106": "West Mexican Chachalaca_sound", "18": "Buff-browed Chachalaca_sound", "36": "Dwarf Tinamou_sound", "15": "Brazilian Tinamou_sound", "24": "Chilean Tinamou_sound", "31": "Curve-billed Tinamou_sound", "29": "Common Ostrich_sound", "13": "Black-fronted Piping Guan_sound", "113": "Yellow-legged Tinamou_sound", "110": "White-crested Guan_sound", "48": "Huayco Tinamou_sound", "20": "Chaco Chachalaca_sound", "56": "Marail Guan_sound", "90": "Speckled Chachalaca_sound", "30": "Crested Guan_sound", "6": "Baudo Guan_sound", "99": "Thicket Tinamou_sound", "71": "Puna Tinamou_sound", "41": "Great Tinamou_sound", "51": "Little Chachalaca_sound", "79": "Rufous-headed Chachalaca_sound", "49": "Lesser Nothura_sound", "14": "Blue-throated Piping Guan_sound", "81": "Rusty Tinamou_sound", "103": "Vanuatu Megapode_sound", "87": "Somali Ostrich_sound", "73": "Red-billed Brushturkey_sound", "68": "Patagonian Tinamou_sound", "23": "Chestnut-winged Chachalaca_sound", "105": "Wattled Brushturkey_sound", "60": "New Guinea Scrubfowl_sound", "94": "Taczanowskis Tinamou_sound", "35": "Dwarf Cassowary_sound", "54": "Maleo_sound", "72": "Quebracho Crested Tinamou_sound", "45": "Grey-legged Tinamou_sound", "59": "Moluccan Megapode_sound", "43": "Grey Tinamou_sound", "93": "Sula Megapode_sound", "84": "Slaty-breasted Tinamou_sound", "69": "Philippine Megapode_sound", "101": "Trinidad Piping Guan_sound", "89": "Southern Cassowary_sound", "39": "Emu_sound", "44": "Grey-headed Chachalaca_sound", "22": "Chestnut-headed Chachalaca_sound", "85": "Small-billed Tinamou_sound", "104": "Variegated Tinamou_sound", "21": "Chestnut-bellied Guan_sound", "76": "Red-throated Piping Guan_sound", "74": "Red-faced Guan_sound", "5": "Bartletts Tinamou_sound", "40": "Great Spotted Kiwi_sound", "108": "White-bellied Nothura_sound", "95": "Tanimbar Megapode_sound", "61": "Nicobar Megapode_sound", "102": "Undulated Tinamou_sound", "75": "Red-legged Tinamou_sound", "92": "Spotted Nothura_sound", "12": "Black-capped Tinamou_sound", "96": "Tataupa Tinamou_sound", "57": "Melanesian Megapode_sound", "78": "Rufous-bellied Chachalaca_sound", "86": "Solitary Tinamou_sound", "67": "Pale-browed Tinamou_sound", "80": "Rufous-vented Chachalaca_sound", "25": "Choco Tinamou_sound", "58": "Micronesian Megapode_sound", "16": "Brown Tinamou_sound", "3": "Band-tailed Guan_sound", "52": "Little Spotted Kiwi_sound", "47": "Hooded Tinamou_sound", "82": "Rusty-margined Guan_sound", "27": "Collared Brushturkey_sound", "50": "Lesser Rhea_sound", "112": "White-winged Guan_sound", "91": "Spixs Guan_sound", "98": "Tepui Tinamou_sound", "8": "Berlepschs Tinamou_sound", "55": "Malleefowl_sound"}

requirements.txt

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+tensorflow
+opencv-python
+pillow
+numpy
+librosa
+streamlit
+streamlit_extras