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StockPredict

This is a Data Mining Course Final Project.

本项目用于研究学习预测单支股票的日收盘价和涨跌。

以上证50ETF为例:

2021-1-11

2021-1-12

安装

预测模型依赖如下库文件:

from tensorflow.keras.models import Sequential
from tensorflow.keras.layers import Dense,LSTM,Dropout
import talib
from jqdatasdk import *
from jqdatasdk import finance
from sklearn import preprocessing

import numpy as np
import pandas as pd
import matplotlib.pyplot as plt
import datetime 
import dateutil

其中tensorflow,talib和jqdata一般需要独立安装

其中tensorflow版本为1.15

安装请参考官网教程

https://www.tensorflow.org/install?hl=zh-cn

jqdata

pip install jqdatasdk

TA_lib

由于TA_lib二进制版文件仅有32位,建议从以下网址下载至本地安装

https://www.lfd.uci.edu/~gohlke/pythonlibs/

以我的python3.7为例,下载对应版本TA_Lib‑0.4.19‑cp37‑cp37m‑win_amd64.whl文件至本地目录

在控制台中进入该目录

pip install TA_Lib‑0.4.19‑cp37‑cp37m‑win_amd64.whl

即可安装成功。

使用

在本地目录中打开控制台

python3 StockPredict.py

待运行完毕即可获得预测结果:

2021-1-11

predict.png为较长时间段的拟合曲线。

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