feat : add flask

Dockerfile

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+FROM python:3.9
+
+RUN useradd -m -u 1000 user
+USER user
+ENV PATH="/home/user/.local/bin:$PATH"
+
+WORKDIR /app
+
+COPY --chown=user ./requirements.txt requirements.txt
+RUN pip install --no-cache-dir --upgrade -r requirements.txt
+
+COPY --chown=user . /app
+
+CMD [ "python", "-m" , "flask", "run", "--host=0.0.0.0", "--port", "7860"]

app.py

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+from flask import Flask, render_template
+import pandas as pd
+import matplotlib.pyplot as plt
+import datetime
+from sklearn.model_selection import train_test_split
+from sklearn.metrics import mean_squared_error, mean_absolute_percentage_error, r2_score, mean_absolute_error
+from sklearn.linear_model import LinearRegression
+import os
+
+app = Flask(__name__)
+
+def create_lagged_features(data, lags):
+    features = pd.DataFrame()
+    for lag in range(1, lags + 1):
+        features[f'Lag_{lag}'] = data.shift(lag)
+    return features
+
+df = pd.read_csv('./dataset/BBCA-History.csv')
+df = df = df.reindex(index=df.index[::-1])
+
+df_display = df
+
+df['Tanggal'] = pd.to_datetime(df['Tanggal'], dayfirst=True)
+df['Perubahan%'] = df['Perubahan%'].str.replace('%', '').str.replace(',', '.').astype(float)
+df['Perubahan%'] = df['Perubahan%'].astype(float)
+df['Vol.'] = df['Vol.'].str.replace('M', 'e6').str.replace('B', 'e9').str.replace(',', '.').astype(float)
+
+# Calculate 30-day moving average
+df['MA30'] = df['Terakhir'].rolling(window=30).mean()
+
+# Generate the plot
+plt.figure(figsize=(10, 6))
+plt.plot(df['Tanggal'], df['Pembukaan'], label='Harga Pembukaan')
+plt.plot(df['Tanggal'], df['Terakhir'], label='Harga Terakhir')
+plt.plot(df['Tanggal'], df['MA30'], label='MA 30', linestyle='--', color='red')
+plt.xlabel('Tanggal')
+plt.ylabel('Harga')
+plt.title('Pergerakan Harga Pembukaan dan Terakhir dengan MA 30')
+plt.legend()
+
+# Save the plot to a static file
+plot_path = os.path.join('static', 'plot.png')
+plt.savefig(plot_path)
+plt.close()
+
+selected_features = ['Tanggal', 'Pembukaan']
+df = df[selected_features]
+
+df.set_index('Tanggal', inplace=True)
+
+lags = 90
+lagged_features = create_lagged_features(df['Pembukaan'], lags)
+df_with_lags = pd.concat([df, lagged_features], axis=1).dropna()
+
+X = df_with_lags[[f'Lag_{i}' for i in range(1, lags + 1)]]
+y = df_with_lags['Pembukaan']
+X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, shuffle=False)
+
+model = LinearRegression()
+model.fit(X_train, y_train)
+
+y_pred = model.predict(X_test)
+
+plt.figure(figsize=(10, 6))
+plt.plot(y_test.index, y_test, label='Actual Values')
+plt.plot(y_test.index, y_pred, label='Predicted Values', linestyle='--')
+plt.xlabel('Tanggal')
+plt.ylabel('Harga Pembukaan')
+plt.title('Actual vs Predicted Values')
+plt.legend()
+
+# Save the plot to a static file
+plot_training_path = os.path.join('static', 'plot_training.png')
+plt.savefig(plot_training_path)
+plt.close()
+
+mse = mean_squared_error(y_test, y_pred)
+mae = mean_absolute_error(y_test, y_pred)
+mape = mean_absolute_percentage_error(y_test, y_pred)
+r2 = r2_score(y_test, y_pred)
+
+last_date = y_test.index[-1]
+next_date = last_date + datetime.timedelta(days=1)
+
+latest_lags = X.iloc[-1].values.reshape(1, -1)
+next_value = model.predict(latest_lags)
+
+@app.route('/')
+def index():
+    table_html = df_display.to_html(classes='table table-striped', index=False)
+
+    return render_template('index.html', table=table_html, plot_url=plot_path)
+
+@app.route('/predict')
+def predict():
+
+    return render_template('predict.html', plot_training_url=plot_training_path, next_date=next_date.date(), next_value=next_value[0], mse=mse, mae=mae, mape=mape, r2=r2)
+
+if __name__ == '__main__':
+    app.run(debug=True)

dataset/BBCA-History.csv

@@ -0,0 +1,1193 @@
+"Tanggal","Terakhir","Pembukaan","Tertinggi","Terendah","Vol.","Perubahan%"
+"29/11/2024","10.000","10.000","10.100","9.950","76,89M","0,00%"
+"28/11/2024","10.000","9.975","10.075","9.925","57,44M","0,00%"
+"26/11/2024","10.000","10.250","10.250","10.000","62,31M","-1,72%"
+"25/11/2024","10.175","9.950","10.200","9.900","165,37M","3,30%"
+"22/11/2024","9.850","9.925","9.950","9.850","58,40M","0,00%"
+"21/11/2024","9.850","10.000","10.000","9.850","93,18M","-2,23%"
+"20/11/2024","10.075","10.025","10.150","10.000","58,58M","1,51%"
+"19/11/2024","9.925","9.900","10.025","9.900","85,30M","-0,75%"
+"18/11/2024","10.000","10.075","10.125","10.000","66,88M","-1,72%"
+"15/11/2024","10.175","10.050","10.275","10.050","63,60M","0,74%"
+"14/11/2024","10.100","10.125","10.175","10.050","56,38M","-0,49%"
+"13/11/2024","10.150","10.225","10.250","10.150","62,93M","0,00%"
+"12/11/2024","10.150","10.100","10.225","10.000","80,38M","1,00%"
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+"07/11/2024","10.175","10.325","10.450","10.175","131,58M","-2,63%"
+"06/11/2024","10.450","10.475","10.500","10.375","50,32M","-0,48%"
+"05/11/2024","10.500","10.300","10.575","10.300","50,30M","1,20%"
+"04/11/2024","10.375","10.425","10.500","10.300","49,28M","-0,48%"
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+"31/10/2024","10.250","10.325","10.475","10.250","97,55M","-0,97%"
+"30/10/2024","10.350","10.275","10.400","10.275","114,48M","-1,43%"
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+"28/10/2024","10.600","10.825","10.825","10.600","39,06M","-1,40%"
+"25/10/2024","10.750","10.650","10.750","10.625","34,85M","0,47%"
+"24/10/2024","10.700","10.725","10.850","10.700","85,34M","0,47%"
+"23/10/2024","10.650","10.475","10.650","10.475","48,90M","1,43%"
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requirements.txt

@@ -0,0 +1,4 @@
+Flask
+pandas
+matplotlib
+scikit-learn

templates/index.html

@@ -0,0 +1,50 @@
+<!DOCTYPE html>
+<html lang="en">
+<head>
+  <meta charset="UTF-8">
+  <meta name="viewport" content="width=device-width, initial-scale=1.0">
+  <title>IMPHNEN</title>
+  <style>
+    table {
+      border-collapse: collapse;
+      width: 100%;
+      border: 1px solid black; /* Add this line */
+    }
+
+    th, td {
+      border: 1px solid black;
+      padding: 8px;
+      text-align: left;
+    }
+
+    th {
+      background-color: #f2f2f2;
+    }
+
+    tr:nth-child(even) {
+      background-color: #f2f2f2;
+    }
+
+    .table-container {
+      max-height: 400px;
+      overflow-y: auto;
+    }
+  </style>
+</head>
+<body>
+  <h1>Forecasting Harga Pembukaan Saham BCA (BBCA) dengan Linear Regression Univariate</h1>
+  <p>Data terakhir diambil tanggal : 2024-11-29</p>
+  <a href="/predict">Lihat prediksi tanggal berikutnya</a>
+  <div class="container my-5">
+    <h2>DataFrame Display</h2>
+    <div class="table-container">
+        {{ table|safe }}
+    </div>
+
+    <div class="container my-5">
+      <h2>Pergerakan Harga MA 30</h2>
+      <img src="{{ plot_url }}" alt="Plot">
+    </div>
+  </div>
+</body>
+</html>

templates/predict.html

@@ -0,0 +1,40 @@
+<!DOCTYPE html>
+<html lang="en">
+<head>
+  <meta charset="UTF-8">
+  <meta name="viewport" content="width=device-width, initial-scale=1.0">
+  <title>IMPHNEN</title>
+</head>
+<body>
+  <h1>Hasil Forecasting Harga Pembukaan Saham BCA (BBCA) dengan Linear Regression Univariate<</h1>
+  <a href="/">Kembali halaman utama</a>
+  <div class="container my-5">
+    <h2>Hasil Prediksi</h2>
+    <p>Harga Pembukaan Saham BCA (BBCA) pada tanggal {{ next_date }} adalah sebesar Rp {{ next_value }}</p>
+  </div>
+  <div class="container my-5">
+    <h2>Grafik Training Data</h2>
+    <img src="{{ plot_training_url }}" alt="">
+  </div>
+  <div class="container my-5">
+    <h2>Score Evaluasi</h2>
+    <ul>
+      <li>
+        <strong>Mean Absolute Error (MAE):</strong> {{ mae }}
+      </li>
+      <li>
+        <strong>Mean Squared Error (MSE):</strong> {{ mse }}
+      </li>
+      <li>
+        <strong>Root Mean Squared Error (RMSE):</strong> {{ rmse }}
+      </li>
+      <li>
+        <strong>Coefficient of Determination (R^2):</strong> {{ r2 }}
+      </li>
+      <li>
+        <strong>Mean Absolute Percentage Error (MAPE):</strong> {{ mape }}
+      </li>
+    </ul>
+  </div>
+</body>
+</html>