Spaces:
Sleeping
Sleeping
Commit
·
c4cf758
1
Parent(s):
47dce80
Initial commit of web traffic prediction app
Browse files- app.py +93 -0
- lstm_model.h5 +3 -0
- requirements.txt +7 -0
- webtraffic.csv +4897 -0
app.py
ADDED
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import gradio as gr
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import matplotlib.pyplot as plt
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import pandas as pd
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import numpy as np
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import tensorflow as tf
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import joblib
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# Load the dataset
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webtraffic_data = pd.read_csv("webtraffic.csv")
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# Ensure the 'Datetime' column is in datetime format
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webtraffic_data['Datetime'] = pd.to_datetime(webtraffic_data['Datetime'])
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# Load the pre-trained models
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sarima_model = joblib.load("sarima_model.pkl") # Load SARIMA model
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lstm_model = tf.keras.models.load_model("lstm_model.keras") # Load LSTM model
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# Load the scaler for LSTM if used during training (optional)
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scaler = joblib.load("scaler.pkl")
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# Function to generate predictions and plots
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def generate_custom_prediction(model, future_hours):
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future_hours = int(future_hours)
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future_datetimes = pd.date_range(
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start=webtraffic_data['Datetime'].iloc[-1],
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periods=future_hours + 1,
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freq='H'
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)[1:]
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if model == "SARIMA":
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# SARIMA Predictions
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sarima_predictions = sarima_model.forecast(steps=future_hours)
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plt.figure(figsize=(15, 6))
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plt.plot(webtraffic_data['Datetime'], webtraffic_data['Sessions'], label="Actual Data", color="blue")
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plt.plot(future_datetimes, sarima_predictions, label="SARIMA Predictions", color="green")
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elif model == "LSTM":
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# Prepare data for LSTM (reshape and scale as necessary)
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lstm_input = webtraffic_data['Sessions'].values[-future_hours:].reshape(-1, 1)
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lstm_input_scaled = scaler.transform(lstm_input) # Scale input using the saved scaler
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lstm_input_scaled = lstm_input_scaled.reshape(1, future_hours, 1) # Reshape for LSTM model
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# LSTM Predictions
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lstm_predictions = lstm_model.predict(lstm_input_scaled)
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lstm_predictions = scaler.inverse_transform(lstm_predictions).flatten() # Inverse scale
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plt.figure(figsize=(15, 6))
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plt.plot(webtraffic_data['Datetime'], webtraffic_data['Sessions'], label="Actual Data", color="blue")
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plt.plot(future_datetimes, lstm_predictions, label="LSTM Predictions", color="green")
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# Customize the plot
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plt.title(f"{model} Web Traffic Predictions", fontsize=16)
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plt.xlabel("Datetime", fontsize=12)
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plt.ylabel("Sessions", fontsize=12)
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plt.legend(loc="upper left")
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plt.grid(True)
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plt.tight_layout()
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# Save the plot as an image
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plot_path = f"{model.lower()}_prediction_plot.png"
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plt.savefig(plot_path)
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plt.close()
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return plot_path
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# Gradio interface function
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def prediction_dashboard(model, future_hours):
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plot_path = generate_custom_prediction(model, future_hours)
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return plot_path
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# Build the Gradio interface
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with gr.Blocks() as dashboard:
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gr.Markdown("## Interactive Web Traffic Prediction Dashboard")
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gr.Markdown("Input the number of hours to predict and select a model for future web traffic forecasting.")
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# Dropdown for model selection
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model_selection = gr.Dropdown(["SARIMA", "LSTM"], label="Select Model", value="SARIMA")
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# Input for future hours
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future_hours_input = gr.Number(label="Future Hours to Predict", value=24)
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# Output: Plot
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plot_output = gr.Image(label="Prediction Plot")
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# Button to generate predictions
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gr.Button("Generate Prediction").click(
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fn=prediction_dashboard,
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inputs=[model_selection, future_hours_input],
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outputs=[plot_output]
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)
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# Launch the Gradio dashboard
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dashboard.launch()
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lstm_model.h5
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@@ -0,0 +1,3 @@
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version https://git-lfs.github.com/spec/v1
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oid sha256:727af8be370e31ba71cd7e14eeb62b7dd5ffa6420904274f0537a5a717df54a7
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size 1480176
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requirements.txt
ADDED
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@@ -0,0 +1,7 @@
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pandas
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numpy
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matplotlib
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gradio
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scikit-learn
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statsmodels
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tensorflow
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webtraffic.csv
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|
| 1 |
+
Hour Index,Sessions
|
| 2 |
+
0,1418159421
|
| 3 |
+
1,1113769116
|
| 4 |
+
2,919158921
|
| 5 |
+
3,822352824
|
| 6 |
+
4,735526737
|
| 7 |
+
5,798400800
|
| 8 |
+
6,895206897
|
| 9 |
+
7,1246503249
|
| 10 |
+
8,1355285358
|
| 11 |
+
9,1836321840
|
| 12 |
+
10,2435122440
|
| 13 |
+
11,2925140931
|
| 14 |
+
12,3321347328
|
| 15 |
+
13,3266457273
|
| 16 |
+
14,3869249877
|
| 17 |
+
15,3772443780
|
| 18 |
+
16,3701585709
|
| 19 |
+
17,3653681661
|
| 20 |
+
18,3480029487
|
| 21 |
+
19,3783421791
|
| 22 |
+
20,3806375814
|
| 23 |
+
21,3212565219
|
| 24 |
+
22,3012965019
|
| 25 |
+
23,3007975014
|
| 26 |
+
24,2532926538
|
| 27 |
+
25,2117758122
|
| 28 |
+
26,1775443779
|
| 29 |
+
27,1396203399
|
| 30 |
+
28,1150695153
|
| 31 |
+
29,1159677162
|
| 32 |
+
30,1416163419
|
| 33 |
+
31,1772449776
|
| 34 |
+
32,2063866068
|
| 35 |
+
33,2357278362
|
| 36 |
+
34,2974042980
|
| 37 |
+
35,3846295854
|
| 38 |
+
36,3630727638
|
| 39 |
+
37,3298393305
|
| 40 |
+
38,3475039482
|
| 41 |
+
39,3413163420
|
| 42 |
+
40,3071847078
|
| 43 |
+
41,3003983010
|
| 44 |
+
42,3028933035
|
| 45 |
+
43,2388216393
|
| 46 |
+
44,3119751126
|
| 47 |
+
45,2833324839
|
| 48 |
+
46,2424144429
|
| 49 |
+
47,2579832585
|
| 50 |
+
48,2257478262
|
| 51 |
+
49,1890213894
|
| 52 |
+
50,1664665668
|
| 53 |
+
51,1275445278
|
| 54 |
+
52,1051893054
|
| 55 |
+
53,1044907047
|
| 56 |
+
54,1150695153
|
| 57 |
+
55,1500993504
|
| 58 |
+
56,1691611695
|
| 59 |
+
57,2081830086
|
| 60 |
+
58,2642706648
|
| 61 |
+
59,3680627688
|
| 62 |
+
60,3523941531
|
| 63 |
+
61,3053883060
|
| 64 |
+
62,3463063470
|
| 65 |
+
63,3274441281
|
| 66 |
+
64,3149691156
|
| 67 |
+
65,2983024989
|
| 68 |
+
66,3002985009
|
| 69 |
+
67,3152685159
|
| 70 |
+
68,2971048977
|
| 71 |
+
69,2636718642
|
| 72 |
+
70,2554882560
|
| 73 |
+
71,2395202400
|
| 74 |
+
72,2108776113
|
| 75 |
+
73,1759475763
|
| 76 |
+
74,1375245378
|
| 77 |
+
75,1006983009
|
| 78 |
+
76,929138931
|
| 79 |
+
77,855286857
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| 80 |
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