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Created August 9, 2024 01:08
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main_2618.ipynb
{
"cells": [
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [],
"source": [
"import os\n",
"import time\n",
"import tejapi\n",
"import talib as ta\n",
"from talib import abstract\n",
"import numpy as np\n",
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"import seaborn as sns\n",
"import datetime\n",
"from datetime import datetime\n",
"from datetime import timedelta\n",
"import configparser\n",
"import re\n",
"from sklearn.model_selection import StratifiedKFold\n",
"from sklearn.preprocessing import StandardScaler\n",
"\n",
"plt.rcParams['font.sans-serif'] = ['DejaVu Sans']\n",
"plt.rcParams['axes.unicode_minus'] = False"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"from initialize import ML_stock\n",
"from select_1 import column, sample, feature"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"ml_stock = ML_stock()\n",
"ml_stock.ini()\n",
"start = '2012-07-01'\n",
"end = '2022-07-01'"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"import tensorflow as tf\n",
"from tensorflow.keras.models import Sequential\n",
"from tensorflow.keras.layers import LSTM, Dense, Dropout\n",
"from sklearn.preprocessing import MinMaxScaler"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/chencongyao/anaconda3/envs/tq/lib/python3.11/site-packages/dask/dataframe/__init__.py:49: FutureWarning: \n",
"Dask dataframe query planning is disabled because dask-expr is not installed.\n",
"\n",
"You can install it with `pip install dask[dataframe]` or `conda install dask`.\n",
"This will raise in a future version.\n",
"\n",
" warnings.warn(msg, FutureWarning)\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Currently used TEJ API key call quota 242/9223372036854775807 (0.0%)\n",
"Currently used TEJ API key data quota 4041756/9223372036854775807 (0.0%)\n"
]
}
],
"source": [
"df = ml_stock.get_fundamental(start, end, sample[1], column)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
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" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>coid</th>\n",
" <th>mdate</th>\n",
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" <td>15527.0</td>\n",
" <td>17.40</td>\n",
" <td>17.70</td>\n",
" <td>17.65</td>\n",
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" <td>17.85</td>\n",
" <td>17.70</td>\n",
" <td>17.60</td>\n",
" <td>-1.48</td>\n",
" <td>-1.48</td>\n",
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" <tr>\n",
" <th>2448</th>\n",
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" <td>2022-06-27</td>\n",
" <td>114474.0</td>\n",
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" <td>31.85</td>\n",
" <td>31.00</td>\n",
" <td>31.20</td>\n",
" <td>3.63</td>\n",
" <td>3.63</td>\n",
" <td>14.25</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2449</th>\n",
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" <td>2022-06-28</td>\n",
" <td>75651.0</td>\n",
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" <td>31.20</td>\n",
" <td>3.63</td>\n",
" <td>3.63</td>\n",
" <td>14.25</td>\n",
" </tr>\n",
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" <th>2450</th>\n",
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" <td>2022-06-29</td>\n",
" <td>88193.0</td>\n",
" <td>30.40</td>\n",
" <td>31.60</td>\n",
" <td>30.80</td>\n",
" <td>31.60</td>\n",
" <td>3.63</td>\n",
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" <td>14.25</td>\n",
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" <td>31.65</td>\n",
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" <td>3.63</td>\n",
" <td>14.25</td>\n",
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" <td>31.65</td>\n",
" <td>29.75</td>\n",
" <td>3.63</td>\n",
" <td>3.63</td>\n",
" <td>14.25</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>2434 rows × 10 columns</p>\n",
"</div>"
],
"text/plain": [
" coid mdate Volume_1000_Shares Low High Open Close \\\n",
"0 2618 2012-07-02 10091.0 17.75 18.00 18.00 17.75 \n",
"1 2618 2012-07-03 8067.0 17.75 18.05 17.80 17.80 \n",
"2 2618 2012-07-04 15527.0 17.40 17.70 17.65 17.55 \n",
"3 2618 2012-07-05 9789.0 17.65 17.90 17.70 17.70 \n",
"4 2618 2012-07-06 9130.0 17.55 17.85 17.70 17.60 \n",
"... ... ... ... ... ... ... ... \n",
"2448 2618 2022-06-27 114474.0 30.90 31.85 31.00 31.20 \n",
"2449 2618 2022-06-28 75651.0 30.20 31.25 31.20 31.20 \n",
"2450 2618 2022-06-29 88193.0 30.40 31.60 30.80 31.60 \n",
"2451 2618 2022-06-30 123873.0 31.20 32.15 31.70 31.65 \n",
"2452 2618 2022-07-01 155571.0 29.70 31.65 31.65 29.75 \n",
"\n",
" Return_Rate_on_Equity_A_percent_A Return_Rate_on_Equity_A_percent_Q \\\n",
"0 -1.48 -1.48 \n",
"1 -1.48 -1.48 \n",
"2 -1.48 -1.48 \n",
"3 -1.48 -1.48 \n",
"4 -1.48 -1.48 \n",
"... ... ... \n",
"2448 3.63 3.63 \n",
"2449 3.63 3.63 \n",
"2450 3.63 3.63 \n",
"2451 3.63 3.63 \n",
"2452 3.63 3.63 \n",
"\n",
" Return_Rate_on_Equity_A_percent_TTM \n",
"0 -1.34 \n",
"1 -1.34 \n",
"2 -1.34 \n",
"3 -1.34 \n",
"4 -1.34 \n",
"... ... \n",
"2448 14.25 \n",
"2449 14.25 \n",
"2450 14.25 \n",
"2451 14.25 \n",
"2452 14.25 \n",
"\n",
"[2434 rows x 10 columns]"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Currently used TEJ API key call quota 242/9223372036854775807 (0.0%)\n",
"Currently used TEJ API key data quota 4041756/9223372036854775807 (0.0%)\n"
]
}
],
"source": [
"df = ml_stock.get_fundamental(start, end, [sample[1]], column)\n",
"df = ml_stock.calculate_all_technical_indicators(df)\n",
"preporc_data = ml_stock.preprocessing(df)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
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" <td>31.85</td>\n",
" <td>31.00</td>\n",
" <td>31.20</td>\n",
" <td>3.63</td>\n",
" <td>-1.45</td>\n",
" <td>45.516330</td>\n",
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" <tr>\n",
" <th>2430</th>\n",
" <td>2618</td>\n",
" <td>2022-06-28</td>\n",
" <td>75651.0</td>\n",
" <td>30.20</td>\n",
" <td>31.25</td>\n",
" <td>31.20</td>\n",
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" <td>3.63</td>\n",
" <td>-1.15</td>\n",
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" <th>2431</th>\n",
" <td>2618</td>\n",
" <td>2022-06-29</td>\n",
" <td>88193.0</td>\n",
" <td>30.40</td>\n",
" <td>31.60</td>\n",
" <td>30.80</td>\n",
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" <td>2022-06-30</td>\n",
" <td>123873.0</td>\n",
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" <td>2022-07-01</td>\n",
" <td>155571.0</td>\n",
" <td>29.70</td>\n",
" <td>31.65</td>\n",
" <td>31.65</td>\n",
" <td>29.75</td>\n",
" <td>3.63</td>\n",
" <td>-0.15</td>\n",
" <td>39.564246</td>\n",
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],
"text/plain": [
" coid mdate volume low high open close \\\n",
"0 2618 2012-07-02 10091.0 17.75 18.00 18.00 17.75 \n",
"1 2618 2012-07-03 8067.0 17.75 18.05 17.80 17.80 \n",
"2 2618 2012-07-04 15527.0 17.40 17.70 17.65 17.55 \n",
"3 2618 2012-07-05 9789.0 17.65 17.90 17.70 17.70 \n",
"4 2618 2012-07-06 9130.0 17.55 17.85 17.70 17.60 \n",
"... ... ... ... ... ... ... ... \n",
"2429 2618 2022-06-27 114474.0 30.90 31.85 31.00 31.20 \n",
"2430 2618 2022-06-28 75651.0 30.20 31.25 31.20 31.20 \n",
"2431 2618 2022-06-29 88193.0 30.40 31.60 30.80 31.60 \n",
"2432 2618 2022-06-30 123873.0 31.20 32.15 31.70 31.65 \n",
"2433 2618 2022-07-01 155571.0 29.70 31.65 31.65 29.75 \n",
"\n",
" Return_Rate_on_Equity_A_percent_Q MOM RSI \n",
"0 -1.48 0.00 0.000000 \n",
"1 -1.48 0.00 0.000000 \n",
"2 -1.48 0.00 0.000000 \n",
"3 -1.48 0.00 0.000000 \n",
"4 -1.48 0.00 0.000000 \n",
"... ... ... ... \n",
"2429 3.63 -1.45 45.516330 \n",
"2430 3.63 -1.15 45.516330 \n",
"2431 3.63 -0.50 47.604017 \n",
"2432 3.63 0.20 47.872896 \n",
"2433 3.63 -0.15 39.564246 \n",
"\n",
"[2434 rows x 10 columns]"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"preporc_data"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
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" <th>3</th>\n",
" <td>9789.0</td>\n",
" <td>17.65</td>\n",
" <td>17.90</td>\n",
" <td>17.70</td>\n",
" <td>17.70</td>\n",
" <td>-1.48</td>\n",
" <td>0.00</td>\n",
" <td>0.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>9130.0</td>\n",
" <td>17.55</td>\n",
" <td>17.85</td>\n",
" <td>17.70</td>\n",
" <td>17.60</td>\n",
" <td>-1.48</td>\n",
" <td>0.00</td>\n",
" <td>0.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2429</th>\n",
" <td>114474.0</td>\n",
" <td>30.90</td>\n",
" <td>31.85</td>\n",
" <td>31.00</td>\n",
" <td>31.20</td>\n",
" <td>3.63</td>\n",
" <td>-1.45</td>\n",
" <td>45.516330</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2430</th>\n",
" <td>75651.0</td>\n",
" <td>30.20</td>\n",
" <td>31.25</td>\n",
" <td>31.20</td>\n",
" <td>31.20</td>\n",
" <td>3.63</td>\n",
" <td>-1.15</td>\n",
" <td>45.516330</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2431</th>\n",
" <td>88193.0</td>\n",
" <td>30.40</td>\n",
" <td>31.60</td>\n",
" <td>30.80</td>\n",
" <td>31.60</td>\n",
" <td>3.63</td>\n",
" <td>-0.50</td>\n",
" <td>47.604017</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2432</th>\n",
" <td>123873.0</td>\n",
" <td>31.20</td>\n",
" <td>32.15</td>\n",
" <td>31.70</td>\n",
" <td>31.65</td>\n",
" <td>3.63</td>\n",
" <td>0.20</td>\n",
" <td>47.872896</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2433</th>\n",
" <td>155571.0</td>\n",
" <td>29.70</td>\n",
" <td>31.65</td>\n",
" <td>31.65</td>\n",
" <td>29.75</td>\n",
" <td>3.63</td>\n",
" <td>-0.15</td>\n",
" <td>39.564246</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>2434 rows × 8 columns</p>\n",
"</div>"
],
"text/plain": [
" volume low high open close Return_Rate_on_Equity_A_percent_Q \\\n",
"0 10091.0 17.75 18.00 18.00 17.75 -1.48 \n",
"1 8067.0 17.75 18.05 17.80 17.80 -1.48 \n",
"2 15527.0 17.40 17.70 17.65 17.55 -1.48 \n",
"3 9789.0 17.65 17.90 17.70 17.70 -1.48 \n",
"4 9130.0 17.55 17.85 17.70 17.60 -1.48 \n",
"... ... ... ... ... ... ... \n",
"2429 114474.0 30.90 31.85 31.00 31.20 3.63 \n",
"2430 75651.0 30.20 31.25 31.20 31.20 3.63 \n",
"2431 88193.0 30.40 31.60 30.80 31.60 3.63 \n",
"2432 123873.0 31.20 32.15 31.70 31.65 3.63 \n",
"2433 155571.0 29.70 31.65 31.65 29.75 3.63 \n",
"\n",
" MOM RSI \n",
"0 0.00 0.000000 \n",
"1 0.00 0.000000 \n",
"2 0.00 0.000000 \n",
"3 0.00 0.000000 \n",
"4 0.00 0.000000 \n",
"... ... ... \n",
"2429 -1.45 45.516330 \n",
"2430 -1.15 45.516330 \n",
"2431 -0.50 47.604017 \n",
"2432 0.20 47.872896 \n",
"2433 -0.15 39.564246 \n",
"\n",
"[2434 rows x 8 columns]"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data = preporc_data.drop(columns=['mdate', 'coid'])\n",
"data"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [],
"source": [
"def create_dataset(df, window_size=5):\n",
" df = data\n",
" features = df[feature].values\n",
" \n",
" target = df['close'].shift(-1).values # y變量為隔日收盤價\n",
" target[-1] = target[-2]\n",
"\n",
" scaler = StandardScaler()\n",
" features = scaler.fit_transform(features)\n",
" t_scaler = StandardScaler()\n",
" target = t_scaler.fit_transform(target.reshape(-1, 1))\n",
"\n",
" X, y = [], []\n",
" for i in range(len(df) - window_size):\n",
" X.append(features[i:i + window_size])\n",
" y.append(target[i + window_size])\n",
"\n",
" return np.array(X), np.array(y), t_scaler"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [],
"source": [
"X, y, t_scaler = create_dataset(data, 5)"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(2429, 5, 8)"
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"X.shape"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(2429, 1)"
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"y.shape"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [],
"source": [
"split_train = int(len(X) * 0.8)\n",
"split_val = int(len(X) * 0.9)\n",
"X_train = X[:split_train]\n",
"X_val = X[split_train:split_val]\n",
"X_test = X[split_val:]\n",
"\n",
"y_train = y[:split_train]\n",
"y_val = y[split_train:split_val]\n",
"y_test = y[split_val:]"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\">Model: \"sequential\"</span>\n",
"</pre>\n"
],
"text/plain": [
"\u001b[1mModel: \"sequential\"\u001b[0m\n"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/html": [
"<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┓\n",
"┃<span style=\"font-weight: bold\"> Layer (type) </span>┃<span style=\"font-weight: bold\"> Output Shape </span>┃<span style=\"font-weight: bold\"> Param # </span>┃\n",
"┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━┩\n",
"│ lstm (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">LSTM</span>) │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>) │ <span style=\"color: #00af00; text-decoration-color: #00af00\">18,688</span> │\n",
"├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
"│ dense (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dense</span>) │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>) │ <span style=\"color: #00af00; text-decoration-color: #00af00\">2,080</span> │\n",
"├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
"│ dropout (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dropout</span>) │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>) │ <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n",
"├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
"│ dense_1 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dense</span>) │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>) │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1,056</span> │\n",
"├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
"│ dropout_1 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dropout</span>) │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>) │ <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n",
"├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
"│ dense_2 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dense</span>) │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>) │ <span style=\"color: #00af00; text-decoration-color: #00af00\">33</span> │\n",
"└─────────────────────────────────┴────────────────────────┴───────────────┘\n",
"</pre>\n"
],
"text/plain": [
"┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┓\n",
"┃\u001b[1m \u001b[0m\u001b[1mLayer (type) \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mOutput Shape \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1m Param #\u001b[0m\u001b[1m \u001b[0m┃\n",
"┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━┩\n",
"│ lstm (\u001b[38;5;33mLSTM\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m64\u001b[0m) │ \u001b[38;5;34m18,688\u001b[0m │\n",
"├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
"│ dense (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m) │ \u001b[38;5;34m2,080\u001b[0m │\n",
"├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
"│ dropout (\u001b[38;5;33mDropout\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n",
"├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
"│ dense_1 (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m) │ \u001b[38;5;34m1,056\u001b[0m │\n",
"├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
"│ dropout_1 (\u001b[38;5;33mDropout\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n",
"├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
"│ dense_2 (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m) │ \u001b[38;5;34m33\u001b[0m │\n",
"└─────────────────────────────────┴────────────────────────┴───────────────┘\n"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/html": [
"<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Total params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">21,857</span> (85.38 KB)\n",
"</pre>\n"
],
"text/plain": [
"\u001b[1m Total params: \u001b[0m\u001b[38;5;34m21,857\u001b[0m (85.38 KB)\n"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/html": [
"<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Trainable params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">21,857</span> (85.38 KB)\n",
"</pre>\n"
],
"text/plain": [
"\u001b[1m Trainable params: \u001b[0m\u001b[38;5;34m21,857\u001b[0m (85.38 KB)\n"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/html": [
"<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Non-trainable params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> (0.00 B)\n",
"</pre>\n"
],
"text/plain": [
"\u001b[1m Non-trainable params: \u001b[0m\u001b[38;5;34m0\u001b[0m (0.00 B)\n"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Epoch 1/200\n",
"\u001b[1m61/61\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 3ms/step - loss: 0.1747 - mae: 0.3091 - val_loss: 0.0587 - val_mae: 0.1944\n",
"Epoch 2/200\n",
"\u001b[1m61/61\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 1ms/step - loss: 0.0373 - mae: 0.1324 - val_loss: 0.0451 - val_mae: 0.1574\n",
"Epoch 3/200\n",
"\u001b[1m61/61\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 1ms/step - loss: 0.0302 - mae: 0.1195 - val_loss: 0.0535 - val_mae: 0.1786\n",
"Epoch 4/200\n",
"\u001b[1m61/61\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 1ms/step - loss: 0.0253 - mae: 0.1133 - val_loss: 0.0534 - val_mae: 0.1624\n",
"Epoch 5/200\n",
"\u001b[1m61/61\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 1ms/step - loss: 0.0216 - mae: 0.1022 - val_loss: 0.0451 - val_mae: 0.1549\n",
"Epoch 6/200\n",
"\u001b[1m61/61\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 1ms/step - loss: 0.0209 - mae: 0.1012 - val_loss: 0.0452 - val_mae: 0.1580\n",
"Epoch 7/200\n",
"\u001b[1m61/61\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 1ms/step - loss: 0.0209 - mae: 0.1006 - val_loss: 0.0420 - val_mae: 0.1499\n",
"Epoch 8/200\n",
"\u001b[1m61/61\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 1ms/step - loss: 0.0198 - mae: 0.0964 - val_loss: 0.0382 - val_mae: 0.1353\n",
"Epoch 9/200\n",
"\u001b[1m61/61\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 1ms/step - loss: 0.0203 - mae: 0.0945 - val_loss: 0.0428 - val_mae: 0.1466\n",
"Epoch 10/200\n",
"\u001b[1m61/61\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 1ms/step - loss: 0.0198 - mae: 0.0980 - val_loss: 0.0383 - val_mae: 0.1540\n",
"Epoch 11/200\n",
"\u001b[1m61/61\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 1ms/step - loss: 0.0180 - mae: 0.0923 - val_loss: 0.0362 - val_mae: 0.1414\n",
"Epoch 12/200\n",
"\u001b[1m61/61\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 1ms/step - loss: 0.0187 - mae: 0.0940 - val_loss: 0.0424 - val_mae: 0.1637\n",
"Epoch 13/200\n",
"\u001b[1m61/61\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 1ms/step - loss: 0.0165 - mae: 0.0883 - val_loss: 0.0356 - val_mae: 0.1400\n",
"Epoch 14/200\n",
"\u001b[1m61/61\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 1ms/step - loss: 0.0168 - mae: 0.0894 - val_loss: 0.0354 - val_mae: 0.1446\n",
"Epoch 15/200\n",
"\u001b[1m61/61\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 1ms/step - loss: 0.0191 - mae: 0.0930 - val_loss: 0.0412 - val_mae: 0.1534\n",
"Epoch 16/200\n",
"\u001b[1m61/61\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 1ms/step - loss: 0.0216 - mae: 0.0971 - val_loss: 0.0339 - val_mae: 0.1377\n",
"Epoch 17/200\n",
"\u001b[1m61/61\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 1ms/step - loss: 0.0196 - mae: 0.0921 - val_loss: 0.0395 - val_mae: 0.1457\n",
"Epoch 18/200\n",
"\u001b[1m61/61\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 1ms/step - loss: 0.0194 - mae: 0.0916 - val_loss: 0.0396 - val_mae: 0.1554\n",
"Epoch 19/200\n",
"\u001b[1m61/61\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 1ms/step - loss: 0.0185 - mae: 0.0922 - val_loss: 0.0471 - val_mae: 0.1683\n",
"Epoch 20/200\n",
"\u001b[1m61/61\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 1ms/step - loss: 0.0181 - mae: 0.0887 - val_loss: 0.0489 - val_mae: 0.1842\n",
"Epoch 21/200\n",
"\u001b[1m61/61\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 1ms/step - loss: 0.0156 - mae: 0.0875 - val_loss: 0.0374 - val_mae: 0.1367\n",
"Epoch 22/200\n",
"\u001b[1m61/61\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 1ms/step - loss: 0.0163 - mae: 0.0880 - val_loss: 0.0491 - val_mae: 0.1641\n",
"Epoch 23/200\n",
"\u001b[1m61/61\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 1ms/step - loss: 0.0198 - mae: 0.0935 - val_loss: 0.0707 - val_mae: 0.1942\n",
"Epoch 24/200\n",
"\u001b[1m61/61\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 1ms/step - loss: 0.0160 - mae: 0.0858 - val_loss: 0.0584 - val_mae: 0.1719\n",
"Epoch 25/200\n",
"\u001b[1m61/61\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 1ms/step - loss: 0.0171 - mae: 0.0894 - val_loss: 0.0577 - val_mae: 0.1772\n",
"Epoch 26/200\n",
"\u001b[1m61/61\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 2ms/step - loss: 0.0153 - mae: 0.0852 - val_loss: 0.0424 - val_mae: 0.1478\n"
]
},
{
"data": {
"text/plain": [
"<keras.src.callbacks.history.History at 0x30683cc10>"
]
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from tensorflow.keras.optimizers import Adam\n",
"from tensorflow.keras import layers\n",
"# from tensorflow.keras import regularizers\n",
"from tensorflow.keras.callbacks import EarlyStopping\n",
"from tensorflow.keras.optimizers.schedules import ExponentialDecay\n",
"\n",
"model = Sequential([layers.Input((X_train.shape[1], X_train.shape[2])),\n",
" layers.LSTM(64),\n",
" layers.Dense(32, activation='relu'),\n",
" Dropout(0.2),\n",
" layers.Dense(32, activation='relu'),\n",
" Dropout(0.2),\n",
" layers.Dense(1),\n",
" ])\n",
"\n",
"lr_schedule = ExponentialDecay(\n",
" 0.001,\n",
" decay_steps=10000,\n",
" decay_rate=0.9,\n",
" staircase=True)\n",
"model.compile(optimizer=Adam(learning_rate=lr_schedule), loss='mse', metrics=['mae'])\n",
"\n",
"# model.compile(loss='mse',\n",
"# optimizer=Adam(learning_rate=0.001),\n",
"# metrics=['mean_absolute_error'])\n",
"\n",
"model.summary()\n",
"early_stopping = EarlyStopping(monitor='val_loss', patience=10, restore_best_weights=True)\n",
"model.fit(X_train, y_train, validation_data=(X_val, y_val), epochs=200, callbacks=early_stopping, batch_size=32)\n",
"# model.fit(X_train, y_train, validation_data=(X_val, y_val), epochs=200, callbacks=early_stopping)\n",
"# model.fit(X_train, y_train, validation_data=(X_val, y_val), epochs=200)"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"loss_per_epoch = model.history.history['loss']\n",
"cut = 2\n",
"plt.plot(range(len(loss_per_epoch) - cut), loss_per_epoch[cut:])\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\u001b[1m61/61\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 1ms/step\n",
"\u001b[1m8/8\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 583us/step\n",
"\u001b[1m8/8\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 629us/step\n"
]
},
{
"data": {
"text/plain": [
"(array([0.03510731, 0.03302659, 0.03564086, ..., 1.78315282, 1.79589212,\n",
" 1.83629072]),\n",
" (2429,))"
]
},
"execution_count": 22,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"y_result = []\n",
"y_result = np.append(y_result, model.predict(X_train).flatten())\n",
"y_result = np.append(y_result, model.predict(X_val).flatten())\n",
"y_result = np.append(y_result, model.predict(X_test).flatten())\n",
"y_result, y_result.shape"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(array([[17.15254849, 17.14323463, 17.15493681, ..., 24.97728117,\n",
" 25.03430579, 25.21514103]]),\n",
" (1, 2429))"
]
},
"execution_count": 23,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"y_final = t_scaler.inverse_transform(y_result.reshape(-1, 1)).T\n",
"y_final, y_final.shape"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [],
"source": [
"dates = preporc_data.loc[5:, 'mdate'].values\n",
"dates_train = dates[:split_train]\n",
"dates_val = dates[split_train:split_val]\n",
"dates_test = dates[split_val:]"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [],
"source": [
"train_predictions = y_final[0][0 : len(dates_train)]\n",
"val_predictions = y_final[0][len(dates_train): len(dates_train)+len(dates_val)]\n",
"test_predictions = y_final[0][len(dates_train)+len(dates_val) : ]"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(2429,)"
]
},
"execution_count": 26,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"y_final[0].shape"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [],
"source": [
"y_train_unscaled = t_scaler.inverse_transform(y_train.reshape(-1, 1))\n",
"y_val_unscaled = t_scaler.inverse_transform(y_val.reshape(-1, 1))\n",
"y_test_unscaled = t_scaler.inverse_transform(y_test.reshape(-1, 1))"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.plot(dates_train, train_predictions)\n",
"plt.plot(dates_train, y_train_unscaled)\n",
"plt.legend(['Training Predictions', 'Training Observations'])\n",
"plt.xticks(rotation = 45)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.plot(dates_val, val_predictions)\n",
"plt.plot(dates_val, y_val_unscaled)\n",
"plt.legend(['Validation Predictions', 'Validation Observations'])\n",
"plt.xticks(rotation = 45)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.plot(dates_test, test_predictions)\n",
"plt.plot(dates_test, y_test_unscaled)\n",
"plt.legend(['Testing Predictions', 'Testing Observations'])\n",
"plt.xticks(rotation = 45)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
"<Figure size 1600x500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots()\n",
"fig.set_figwidth(16)\n",
"fig.set_figheight(5)\n",
"plt.plot(dates_train, train_predictions)\n",
"plt.plot(dates_train, t_scaler.inverse_transform(y_train.reshape(-1, 1)))\n",
"plt.plot(dates_val, val_predictions)\n",
"plt.plot(dates_val, t_scaler.inverse_transform(y_val.reshape(-1, 1)))\n",
"plt.plot(dates_test, test_predictions)\n",
"plt.plot(dates_test, t_scaler.inverse_transform(y_test.reshape(-1, 1)))\n",
"plt.legend(['Training Predictions',\n",
" 'Training Observations',\n",
" 'Validation Predictions',\n",
" 'Validation Observations',\n",
" 'Testing Predictions',\n",
" 'Testing Observations'])\n",
"plt.xticks(rotation = 45)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\u001b[1m8/8\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 626us/step\n",
"\u001b[1m8/8\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 613us/step\n",
"\u001b[1m8/8\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 524us/step\n",
"\u001b[1m8/8\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 509us/step\n",
"\u001b[1m8/8\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 515us/step\n",
"\u001b[1m8/8\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 504us/step\n",
"\u001b[1m8/8\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 548us/step\n",
"\u001b[1m8/8\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 542us/step\n",
"\u001b[1m8/8\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 479us/step\n"
]
},
{
"data": {
"image/png": 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"text/plain": [
"<Figure size 4000x1000 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"def analyze_feature_importance(model, X, num_samples=1000):\n",
" if not isinstance(X, np.ndarray):\n",
" X = X.to_numpy()\n",
" \n",
" # 隨機選擇樣本\n",
" if X.shape[0] > num_samples:\n",
" indices = np.random.choice(X.shape[0], num_samples, replace=False)\n",
" X = X[indices]\n",
" \n",
" # 取得基準預測\n",
" baseline_pred = model.predict(X)\n",
" \n",
" importances = []\n",
" \n",
" # 對每個特徵進行擾動\n",
" for feature_idx in range(X.shape[2]):\n",
" # 建立擾動數據\n",
" X_perturbed = X.copy()\n",
" X_perturbed[:, :, feature_idx] = np.random.permutation(X_perturbed[:, :, feature_idx])\n",
" \n",
" # 獲取擾動後的預測\n",
" perturbed_pred = model.predict(X_perturbed)\n",
" \n",
" # 計算預測變化的平均值\n",
" importance = np.mean(np.abs(perturbed_pred - baseline_pred))\n",
" importances.append(importance)\n",
" \n",
" return importances\n",
"\n",
"def plot_feature_importance(model, X):\n",
" importances = analyze_feature_importance(model, X)\n",
" \n",
" feature_names = feature\n",
" \n",
" plt.figure(figsize=(40, 10))\n",
" plt.bar(feature_names, importances)\n",
" plt.title('Feature Importance using Sensitivity Analysis')\n",
" plt.xlabel('Features')\n",
" plt.ylabel('Importance (Mean Absolute Prediction Change)')\n",
" plt.show()\n",
"\n",
"plot_feature_importance(model, X_test)"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {},
"outputs": [],
"source": [
"from scipy.signal import savgol_filter\n",
"\n",
"rolling_df = pd.DataFrame({\n",
" 'Date': dates_test,\n",
" 'Predictions': test_predictions,\n",
" 'Observations': y_test_unscaled.reshape(-1)\n",
"})\n",
"rolling_df.set_index('Date', inplace=True)"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {},
"outputs": [],
"source": [
"rolling_df['SMA2'] = rolling_df['Predictions'].rolling(window=2).mean()\n",
"rolling_df['SMA20'] = rolling_df['Predictions'].rolling(window=20).mean()\n",
"rolling_df['SG_filter'] = savgol_filter(rolling_df['Predictions'], window_length=15, polyorder=3)"
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1200x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(12, 6))\n",
"plt.plot(rolling_df.index, rolling_df['Observations'], label='Actual Observations', alpha=0.7)\n",
"plt.plot(rolling_df.index, rolling_df['Predictions'], label='Original Predictions', alpha=0.7)\n",
"# plt.plot(rolling_df.index, rolling_df['SMA2'], label='2-day SMA', alpha=0.7)\n",
"plt.plot(rolling_df.index, rolling_df['SMA20'], label='20-day SMA', alpha=0.7)\n",
"# plt.plot(rolling_df.index, rolling_df['SG_filter'], label='Savitzky-Golay Filter', alpha=0.7)\n",
"\n",
"plt.title('Stock Price Predictions with Smoothing')\n",
"plt.xlabel('Date')\n",
"plt.ylabel('Price')\n",
"plt.legend()\n",
"plt.xticks(rotation=45)\n",
"plt.tight_layout()\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {},
"outputs": [],
"source": [
"model.save(f'lstm_{sample[0]}.keras', include_optimizer = False)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "tq",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.11.9"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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