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MACD_Signal-Copy1.py

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+#!/usr/bin/env python
+# coding: utf-8
+
+# In[2]:
+
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+import pandas as pd
+import numpy as np
+import matplotlib.pyplot as plt
+
+
+# In[8]:
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+data = pd.read_csv('C://Users//aruni//Documents//Data//AAPL.csv')
+
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+# In[9]:
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+data.head()
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+# In[10]:
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+data.describe()
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+# In[11]:
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+data['12d_ema']= data["Adj. Close"].ewm(span=12).mean()
+
+
+# In[12]:
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+data['26d_ema']= data["Adj. Close"].ewm(span=26).mean()
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+# In[13]:
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+data.describe()
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+# In[14]:
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+data['buy_signal']=0
+data['sell_signal']=0
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+# In[15]:
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+data['MACD']=data['12d_ema']-data['26d_ema']
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+# In[16]:
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+data.describe()
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+# In[17]:
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+data['singal_line']= data['MACD'].ewm(span=9).mean()
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+# In[18]:
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+data.describe()
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+# In[24]:
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+data.loc[data['MACD']>data['singal_line'], 'buy_signal']=1
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+# In[21]:
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+data.loc[data['MACD']<data['singal_line'], 'sell_signal']=1
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+# In[22]:
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+print(data[['MACD','singal_line','buy_signal','sell_signal']])
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+# In[ ]:
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+# In[ ]:
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MACD_yfin.py

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+#!/usr/bin/env python
+# coding: utf-8
+
+# In[19]:
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+import pandas_datareader as web
+import pandas as pd
+import matplotlib.pyplot as plt
+
+
+# In[20]:
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+pip install yfinance
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+# In[21]:
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+from pandas_datareader import data as pdr
+import yfinance as yfin
+yfin.pdr_override()
+
+
+# In[22]:
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+from pandas_datareader import data as pdr
+mkt = pdr.get_data_yahoo('SPY',start="2022-01-1",end="2022-12-31")
+
+
+# In[14]:
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+mkt
+
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+# In[31]:
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+mkt['12dema']=mkt['Adj Close'].ewm(span=12).mean()
+mkt['26dema']=mkt['Adj Close'].ewm(span=26).mean()
+mkt['MACD']=mkt['12dema']-mkt['26dema']
+mkt['signal']=mkt['MACD'].ewm(span=26).mean()
+mkt.describe()
+
+
+# In[32]:
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+plt.plot(mkt['MACD'])
+plt.plot(mkt['signal'])
+
+plt.show()
+
+
+# In[33]:
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+mkt['buy_signal']=0
+mkt['sell_signal']=0
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+
+# In[35]:
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+mkt.loc[mkt['MACD']>mkt['signal'], 'buy_signal']=1
+mkt.loc[mkt['MACD']<mkt['signal'], 'sell_signal']=1
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+# In[41]:
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+print(mkt[['MACD','buy_signal','sell_signal']])
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