
# importing necessary libraries
import pandas as pd
import datetime as dt
from pandas_datareader import data as pdr
import requests
from requests.exceptions import ConnectionError
from bs4 import BeautifulSoup


# defining a function to scarpe the divs and spans
def web_content_div(web_content,class_path):
    web_content_div=web_content.find_all('div',{'class':class_path})
    try:
        fin_streamers=web_content_div[0].find_all('fin-streamer')
        texts=[fin_streamer.get_text() for fin_streamer in fin_streamers]
    except IndexError:
        texts=[]
    return texts

# defining a function to scape the stock price value
def real_time_price(stock_code):
    
    url='https://finance.yahoo.com/quote/'+stock_code+'?p='+stock_code+'&.tsrc=fin-srch'
    try:
        r=requests.get(url)
        web_content=BeautifulSoup(r.text,'lxml')
        texts=web_content_div(web_content,'My(6px) Pos(r) smartphone_Mt(6px) W(100%)')
        if texts !=[]:
            price, change=texts[0],texts[1]
        else:
            price,change=[],[]
        
        # for volume
        texts=web_content_div(web_content,'D(ib) W(1/2) Bxz(bb) Pend(12px) Va(t) ie-7_D(i) smartphone_D(b) smartphone_W(100%) smartphone_Pend(0px) smartphone_BdY smartphone_Bdc($seperatorColor)')
        if texts !=[]:
            for count,vol in enumerate(texts):
                if vol=='volume':
                    vol=texts[count+1]
        else:
            volume=[]
        
        # for pattern
        pattern=web_content_div(web_content,'Fw(500) Pstart(8px) Fz(24px)')
        try:
            pattern=pattern[0]
        except IndexError:
            pattern=[]
            
        #for one year target
        
        texts=web_content_div(web_content,'Bxz(bb) Bdbw(1px) Bdbs(s) Bdc($seperatorColor) H(36px) Bdbw(0)!')
        if texts !=[]:
            for count,target in enumerate(texts):
                if target=='1y Target Est':
                    target=texts[count+1]
        else:
            target=[]     
        
    except ConnectionError:
        price,change,vol=[],[],[]
    return price,change,vol


Stock=['DQ']
print(real_time_price('DQ'))

('50.34', '-1.30', '645,949')


Stock=['HASI']
print(real_time_price('HASI'))

('27.71', '-0.65', '667,981')


Stock=['ENPH']
print(real_time_price('ENPH'))

('255.15', '-2.30', '4,868,262')


Stock=['CSIQ']
print(real_time_price('CSIQ'))

('33.99', '-1.98', '1,933,927')


Stock=['NOVA']
print(real_time_price('NOVA'))

('20.98', '-0.81', '2,048,676')


Stock=['ARRY']
print(real_time_price('ARRY'))

('16.50', '-0.18', '1,653,006')


Stock=['MAXN']
print(real_time_price('MAXN'))

('21.32', '-0.96', '695,500')


Stock=['TAN']
print(real_time_price('TAN'))

('71.05', '-2.09', '1,138,008')


Stock=['SPWR']
print(real_time_price('SPWR'))

('21.95', '-0.31', '2,731,383')


end=dt.datetime.now()
start=dt.datetime(2000,1,1)


StockList=['DQ','HASI','ENPH','CSIQ','NOVA','ARRY','MAXN','TAN','SPWR']


df=pdr.get_data_yahoo(StockList, start, end)
df


df.columns

MultiIndex([('Adj Close',   'DQ'),
            ('Adj Close', 'HASI'),
            ('Adj Close', 'ENPH'),
            ('Adj Close', 'CSIQ'),
            ('Adj Close', 'NOVA'),
            ('Adj Close', 'ARRY'),
            ('Adj Close', 'MAXN'),
            ('Adj Close',  'TAN'),
            ('Adj Close', 'SPWR'),
            (    'Close',   'DQ'),
            (    'Close', 'HASI'),
            (    'Close', 'ENPH'),
            (    'Close', 'CSIQ'),
            (    'Close', 'NOVA'),
            (    'Close', 'ARRY'),
            (    'Close', 'MAXN'),
            (    'Close',  'TAN'),
            (    'Close', 'SPWR'),
            (     'High',   'DQ'),
            (     'High', 'HASI'),
            (     'High', 'ENPH'),
            (     'High', 'CSIQ'),
            (     'High', 'NOVA'),
            (     'High', 'ARRY'),
            (     'High', 'MAXN'),
            (     'High',  'TAN'),
            (     'High', 'SPWR'),
            (      'Low',   'DQ'),
            (      'Low', 'HASI'),
            (      'Low', 'ENPH'),
            (      'Low', 'CSIQ'),
            (      'Low', 'NOVA'),
            (      'Low', 'ARRY'),
            (      'Low', 'MAXN'),
            (      'Low',  'TAN'),
            (      'Low', 'SPWR'),
            (     'Open',   'DQ'),
            (     'Open', 'HASI'),
            (     'Open', 'ENPH'),
            (     'Open', 'CSIQ'),
            (     'Open', 'NOVA'),
            (     'Open', 'ARRY'),
            (     'Open', 'MAXN'),
            (     'Open',  'TAN'),
            (     'Open', 'SPWR'),
            (   'Volume',   'DQ'),
            (   'Volume', 'HASI'),
            (   'Volume', 'ENPH'),
            (   'Volume', 'CSIQ'),
            (   'Volume', 'NOVA'),
            (   'Volume', 'ARRY'),
            (   'Volume', 'MAXN'),
            (   'Volume',  'TAN'),
            (   'Volume', 'SPWR')],
           names=['Attributes', 'Symbols'])


df.info()

<class 'pandas.core.frame.DataFrame'>
DatetimeIndex: 4251 entries, 2005-11-17 to 2022-10-07
Data columns (total 54 columns):
 #   Column             Non-Null Count  Dtype  
---  ------             --------------  -----  
 0   (Adj Close, DQ)    3022 non-null   float64
 1   (Adj Close, HASI)  2387 non-null   float64
 2   (Adj Close, ENPH)  2649 non-null   float64
 3   (Adj Close, CSIQ)  4005 non-null   float64
 4   (Adj Close, NOVA)  809 non-null    float64
 5   (Adj Close, ARRY)  499 non-null    float64
 6   (Adj Close, MAXN)  534 non-null    float64
 7   (Adj Close, TAN)   3648 non-null   float64
 8   (Adj Close, SPWR)  4251 non-null   float64
 9   (Close, DQ)        3022 non-null   float64
 10  (Close, HASI)      2387 non-null   float64
 11  (Close, ENPH)      2649 non-null   float64
 12  (Close, CSIQ)      4005 non-null   float64
 13  (Close, NOVA)      809 non-null    float64
 14  (Close, ARRY)      499 non-null    float64
 15  (Close, MAXN)      534 non-null    float64
 16  (Close, TAN)       3648 non-null   float64
 17  (Close, SPWR)      4251 non-null   float64
 18  (High, DQ)         3022 non-null   float64
 19  (High, HASI)       2387 non-null   float64
 20  (High, ENPH)       2649 non-null   float64
 21  (High, CSIQ)       4005 non-null   float64
 22  (High, NOVA)       809 non-null    float64
 23  (High, ARRY)       499 non-null    float64
 24  (High, MAXN)       534 non-null    float64
 25  (High, TAN)        3648 non-null   float64
 26  (High, SPWR)       4251 non-null   float64
 27  (Low, DQ)          3022 non-null   float64
 28  (Low, HASI)        2387 non-null   float64
 29  (Low, ENPH)        2649 non-null   float64
 30  (Low, CSIQ)        4005 non-null   float64
 31  (Low, NOVA)        809 non-null    float64
 32  (Low, ARRY)        499 non-null    float64
 33  (Low, MAXN)        534 non-null    float64
 34  (Low, TAN)         3648 non-null   float64
 35  (Low, SPWR)        4251 non-null   float64
 36  (Open, DQ)         3022 non-null   float64
 37  (Open, HASI)       2387 non-null   float64
 38  (Open, ENPH)       2649 non-null   float64
 39  (Open, CSIQ)       4005 non-null   float64
 40  (Open, NOVA)       809 non-null    float64
 41  (Open, ARRY)       499 non-null    float64
 42  (Open, MAXN)       534 non-null    float64
 43  (Open, TAN)        3648 non-null   float64
 44  (Open, SPWR)       4251 non-null   float64
 45  (Volume, DQ)       3022 non-null   float64
 46  (Volume, HASI)     2387 non-null   float64
 47  (Volume, ENPH)     2649 non-null   float64
 48  (Volume, CSIQ)     4005 non-null   float64
 49  (Volume, NOVA)     809 non-null    float64
 50  (Volume, ARRY)     499 non-null    float64
 51  (Volume, MAXN)     534 non-null    float64
 52  (Volume, TAN)      3648 non-null   float64
 53  (Volume, SPWR)     4251 non-null   float64
dtypes: float64(54)
memory usage: 1.8 MB


df.describe()


df.to_json('solar_stock_data')


df.to_csv('solar_stock_data.csv')


json_file=pd.read_json('solar_stock_data')
json_file


csv_file=pd.read_csv('solar_stock_data.csv')
csv_file


import sqlite3


conn=sqlite3.connect('solarstock.db')
c=conn.cursor()


c.execute(''' DROP TABLE solar_stock_data''')

<sqlite3.Cursor at 0x17af373b1f0>


df.to_sql(name='solar_stock_data', con=conn)

C:\Users\DELL\anaconda3\lib\site-packages\pandas\core\generic.py:2872: UserWarning: The spaces in these column names will not be changed. In pandas versions < 0.14, spaces were converted to underscores.
  sql.to_sql(


conn.commit()


c.execute('''SELECT * FROM solar_stock_data''')
results=c.fetchall()
print(results)

[('2005-11-17 00:00:00', None, None, None, None, None, None, None, None, 16.666667938232422, None, None, None, None, None, None, None, None, 16.666667938232422, None, None, None, None, None, None, None, None, 18.343156814575195, None, None, None, None, None, None, None, None, 16.247543334960938, None, None, None, None, None, None, None, None, 18.33660888671875, None, None, None, None, None, None, None, None, 16135656.0), ('2005-11-18 00:00:00', None, None, None, None, None, None, None, None, 17.747217178344727, None, None, None, None, None, None, None, None, 17.747217178344727, None, None, None, None, None, None, None, None, 18.015716552734375, None, None, None, None, None, None, None, None, 16.240995407104492, None, None, None, None, None, None, None, None, 16.732154846191406, None, None, None, None, None, None, None, None, 3291143.0), ('2005-11-21 00:00:00', None, None, None, None, None, None, None, None, 17.419776916503906, None, None, None, None, None, None, None, None, 17.419776916503906, None, None, None, None, None, None, None, None, 18.303863525390625, None, None, None, None, None, None, None, None, 16.863130569458008, None, None, None, None, None, None, None, None, 17.747217178344727, None, None, None, None, None, None, None, None, 872986.0), ('2005-11-22 00:00:00', None, None, None, None, None, None, None, None, 16.43745994567871, None, None, None, None, None, None, None, None, 16.43745994567871, None, None, None, None, None, None, None, None, 17.504911422729492, None, None, None, None, None, None, None, None, 16.391618728637695, None, None, None, None, None, None, None, None, 17.504911422729492, None, None, None, None, None, None, None, None, 573999.0), ('2005-11-23 00:00:00', None, None, None, None, None, None, None, None, 16.463653564453125, None, None, None, None, None, None, None, None, 16.463653564453125, None, None, None, None, None, None, None, None, 16.751800537109375, None, None, None, None, None, None, None, None, 16.385068893432617, None, None, None, None, None, None, None, None, 16.470203399658203, None, None, None, None, None, None, None, None, 778770.0), ('2005-11-25 00:00:00', None, None, None, None, None, None, None, None, 17.0268497467041, None, None, None, None, None, None, None, None, 17.0268497467041, None, None, None, None, None, None, None, None, 17.504911422729492, None, None, None, None, None, None, None, None, 16.679763793945312, None, None, None, None, None, None, None, None, 17.0268497467041, None, None, None, None, None, None, None, None, 108570.0), ('2005-11-28 00:00:00', None, None, None, None, None, None, None, None, 16.47675132751465, None, None, None, None, None, None, None, None, 16.47675132751465, None, None, None, None, None, None, None, None, 17.943679809570312, None, None, None, None, None, None, None, None, 16.411264419555664, None, None, None, None, None, None, None, None, 17.937131881713867, None, None, None, None, None, None, None, None, 574457.0), ('2005-11-29 00:00:00', None, None, None, None, None, None, None, None, 16.22789764404297, None, None, None, None, None, None, None, None, 16.22789764404297, None, None, None, None, None, None, None, None, 16.84348487854004, None, None, None, None, None, None, None, None, 16.221349716186523, None, None, None, None, None, None, None, None, 16.74525260925293, None, None, None, None, None, None, None, None, 414122.0), ('2005-11-30 00:00:00', None, None, None, None, None, None, None, None, 16.371971130371094, None, None, None, None, None, None, None, None, 16.371971130371094, None, None, None, None, None, None, None, None, 16.502946853637695, None, None, None, None, None, None, None, None, 16.208251953125, None, None, None, None, None, None, None, None, 16.3392276763916, None, None, None, None, None, None, None, None, 167054.0), ('2005-12-01 00:00:00', None, None, None, None, None, None, None, None, 16.660118103027344, None, None, None, None, None, None, None, None, 16.660118103027344, None, None, None, None, None, None, None, None, 17.0268497467041, None, None, None, None, None, None, None, None, 16.1886043548584, None, None, None, None, None, None, None, None, 16.522592544555664, None, None, None, None, None, None, None, None, 226149.0), ('2005-12-02 00:00:00', None, None, None, None, None, None, None, None, 16.817289352416992, None, None, None, None, None, None, None, None, 16.817289352416992, None, None, None, None, None, None, None, None, 17.190570831298828, None, None, None, None, None, None, None, None, 16.54878807067871, None, None, None, None, None, None, None, None, 16.84348487854004, None, None, None, None, None, None, None, None, 154685.0), ('2005-12-05 00:00:00', None, None, None, None, None, None, None, None, 16.39816665649414, None, None, None, None, None, None, None, None, 16.39816665649414, None, None, None, None, None, None, None, None, 17.0268497467041, None, None, None, None, None, None, None, None, 16.22789764404297, None, None, None, None, None, None, None, None, 17.0268497467041, None, None, None, None, None, None, None, None, 262186.0), ('2005-12-06 00:00:00', None, None, None, None, None, None, None, None, 15.992140769958496, None, None, None, None, None, None, None, None, 15.992140769958496, None, None, None, None, None, None, None, None, 16.692861557006836, None, None, None, None, None, None, None, None, 15.913556098937988, None, None, None, None, None, None, None, None, 16.679763793945312, None, None, None, None, None, None, None, None, 306316.0), ('2005-12-07 00:00:00', None, None, None, None, None, None, None, None, 16.371971130371094, None, None, None, None, None, None, None, None, 16.371971130371094, None, None, None, None, None, None, None, None, 16.823837280273438, None, None, None, None, None, None, None, None, 16.208251953125, None, None, None, None, None, None, None, None, 16.823837280273438, None, None, None, None, None, None, None, None, 490778.0), ('2005-12-08 00:00:00', None, None, None, None, None, None, None, None, 17.12508201599121, None, None, None, None, None, None, None, None, 17.12508201599121, None, None, None, None, None, None, None, None, 17.68172836303711, None, None, None, None, None, None, None, None, 16.51604461669922, None, None, None, None, None, None, None, None, 16.601179122924805, None, None, None, None, None, None, None, None, 349988.0), ('2005-12-09 00:00:00', None, None, None, None, None, None, None, None, 17.963327407836914, None, None, None, None, None, None, None, None, 17.963327407836914, None, None, None, None, None, None, None, None, 18.271120071411133, None, None, None, None, None, None, None, None, 17.190570831298828, None, None, None, None, None, None, None, None, 17.288801193237305, None, None, None, None, None, None, None, None, 278219.0), ('2005-12-12 00:00:00', None, None, None, None, None, None, None, None, 18.081205368041992, None, None, None, None, None, None, None, None, 18.081205368041992, None, None, None, None, None, None, None, None, 19.08316993713379, None, None, None, None, None, None, None, None, 18.00916862487793, None, None, None, None, None, None, None, None, 18.39554786682129, None, None, None, None, None, None, None, None, 368618.0), ('2005-12-13 00:00:00', None, None, None, None, None, None, None, None, 18.225278854370117, None, None, None, None, None, None, None, None, 18.225278854370117, None, None, None, None, None, None, None, None, 18.592010498046875, None, None, None, None, None, None, None, None, 18.14014434814453, None, None, None, None, None, None, None, None, 18.592010498046875, None, None, None, None, None, None, None, None, 139873.0), ('2005-12-14 00:00:00', None, None, None, None, None, None, None, None, 18.402095794677734, None, None, None, None, None, None, None, None, 18.402095794677734, None, None, None, None, None, None, None, None, 19.15520668029785, None, None, None, None, None, None, None, None, 17.419776916503906, None, None, None, None, None, None, None, None, 19.15520668029785, None, None, None, None, None, None, None, None, 484823.0), ('2005-12-15 00:00:00', None, None, None, None, None, None, None, None, 18.59855842590332, None, None, None, None, None, None, None, None, 18.59855842590332, None, None, None, None, None, None, None, None, 19.25343894958496, None, None, None, None, None, None, None, None, 18.074655532836914, None, None, None, None, None, None, None, None, 19.056974411010742, None, None, None, None, None, None, None, None, 408167.0), ('2005-12-16 00:00:00', None, None, None, None, None, None, None, None, 20.15717124938965, None, None, None, None, None, None, None, None, 20.15717124938965, None, None, None, None, None, None, None, None, 20.18991470336914, None, None, None, None, None, None, None, None, 18.847412109375, None, None, None, None, None, None, None, None, 19.61362075805664, None, None, None, None, None, None, None, None, 1792240.0), ('2005-12-19 00:00:00', None, None, None, None, None, None, None, None, 19.672561645507812, None, None, None, None, None, None, None, None, 19.672561645507812, None, None, None, None, None, None, None, None, 20.301244735717773, None, None, None, None, None, None, None, None, 19.338571548461914, None, None, None, None, None, None, None, None, 20.294694900512695, None, None, None, None, None, None, None, None, 572930.0), ('2005-12-20 00:00:00', None, None, None, None, None, None, None, None, 19.00458335876465, None, None, None, None, None, None, None, None, 19.00458335876465, None, None, None, None, None, None, None, None, 19.79043960571289, None, None, None, None, None, None, None, None, 18.971839904785156, None, None, None, None, None, None, None, None, 19.4433536529541, None, None, None, None, None, None, None, None, 437638.0), ('2005-12-21 00:00:00', None, None, None, None, None, None, None, None, 18.8670597076416, None, None, None, None, None, None, None, None, 18.8670597076416, None, None, None, None, None, None, None, None, 19.07662010192871, None, None, None, None, None, None, None, None, 18.271120071411133, None, None, None, None, None, None, None, None, 18.932546615600586, None, None, None, None, None, None, None, None, 545903.0), ('2005-12-22 00:00:00', None, None, None, None, None, None, None, None, 18.840864181518555, None, None, None, None, None, None, None, None, 18.840864181518555, None, None, None, None, None, None, None, None, 18.958742141723633, None, None, None, None, None, None, None, None, 18.48723030090332, None, None, None, None, None, None, None, None, 18.821218490600586, None, None, None, None, None, None, None, None, 152700.0), ('2005-12-23 00:00:00', None, None, None, None, None, None, None, None, 18.34970474243164, None, None, None, None, None, None, None, None, 18.34970474243164, None, None, None, None, None, None, None, None, 18.919450759887695, None, None, None, None, None, None, None, None, 17.81925392150879, None, None, None, None, None, None, None, None, 18.919450759887695, None, None, None, None, None, None, None, None, 356707.0), ('2005-12-27 00:00:00', None, None, None, None, None, None, None, None, 19.639816284179688, None, None, None, None, None, None, None, None, 19.639816284179688, None, None, None, None, None, None, None, None, 19.744596481323242, None, None, None, None, None, None, None, None, 18.78847312927246, None, None, None, None, None, None, None, None, 18.83431625366211, None, None, None, None, None, None, None, None, 504979.0), ('2005-12-28 00:00:00', None, None, None, None, None, None, None, None, 21.237720489501953, None, None, None, None, None, None, None, None, 21.237720489501953, None, None, None, None, None, None, None, None, 21.61100196838379, None, None, None, None, None, None, None, None, 19.639816284179688, None, None, None, None, None, None, None, None, 19.973804473876953, None, None, None, None, None, None, None, None, 704711.0), ('2005-12-29 00:00:00', None, None, None, None, None, None, None, None, 22.737394332885742, None, None, None, None, None, None, None, None, 22.737394332885742, None, None, None, None, None, 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3572800.0, 1019800.0, 2579800.0, 2252600.0, 997400.0, 1041600.0, 4134200.0), ('2022-09-30 00:00:00', 53.08000183105469, 29.55500030517578, 277.4700012207031, 37.25, 22.079999923706055, 16.579999923706055, 23.770000457763672, 73.61000061035156, 23.040000915527344, 53.08000183105469, 29.93000030517578, 277.4700012207031, 37.25, 22.079999923706055, 16.579999923706055, 23.770000457763672, 73.61000061035156, 23.040000915527344, 53.40999984741211, 30.229999542236328, 286.7300109863281, 38.43000030517578, 22.940000534057617, 17.260000228881836, 24.389999389648438, 75.16999816894531, 23.600000381469727, 49.36000061035156, 28.790000915527344, 273.3999938964844, 36.72999954223633, 21.864999771118164, 16.229999542236328, 22.829999923706055, 72.5199966430664, 22.309999465942383, 50.130001068115234, 29.200000762939453, 276.6499938964844, 36.97999954223633, 22.139999389648438, 16.399999618530273, 22.915000915527344, 73.0, 22.360000610351562, 1665900.0, 996700.0, 3134100.0, 1220700.0, 1977500.0, 2238000.0, 495300.0, 733500.0, 2409000.0), ('2022-10-03 00:00:00', 53.40999984741211, 30.139999389648438, 286.6099853515625, 37.900001525878906, 22.93000030517578, 17.719999313354492, 24.760000228881836, 75.37000274658203, 23.479999542236328, 53.40999984741211, 30.139999389648438, 286.6099853515625, 37.900001525878906, 22.93000030517578, 17.719999313354492, 24.760000228881836, 75.37000274658203, 23.479999542236328, 54.689998626708984, 30.739999771118164, 289.42999267578125, 38.31999969482422, 23.5, 17.940000534057617, 25.450000762939453, 75.9800033569336, 23.81999969482422, 53.130001068115234, 28.850000381469727, 278.5, 36.61000061035156, 21.68000030517578, 16.440000534057617, 22.850000381469727, 73.5, 22.729999542236328, 53.31999969482422, 29.93000030517578, 279.5400085449219, 37.77000045776367, 22.540000915527344, 16.790000915527344, 23.940000534057617, 74.18000030517578, 23.18000030517578, 622100.0, 819800.0, 3068700.0, 817800.0, 2078300.0, 2496800.0, 754300.0, 1758900.0, 1958700.0), ('2022-10-04 00:00:00', 55.65999984741211, 31.6299991607666, 288.25, 38.810001373291016, 23.6299991607666, 18.469999313354492, 25.6299991607666, 78.36000061035156, 24.559999465942383, 55.65999984741211, 31.6299991607666, 288.25, 38.810001373291016, 23.6299991607666, 18.469999313354492, 25.6299991607666, 78.36000061035156, 24.559999465942383, 56.470001220703125, 31.940000534057617, 297.7099914550781, 39.45000076293945, 24.579999923706055, 18.790000915527344, 26.5939998626709, 79.16000366210938, 25.079999923706055, 53.88999938964844, 30.8700008392334, 286.3800048828125, 38.369998931884766, 23.25, 18.059999465942383, 25.25, 77.55999755859375, 24.170000076293945, 54.810001373291016, 31.1200008392334, 296.0, 39.029998779296875, 23.709999084472656, 18.56999969482422, 25.68000030517578, 78.0, 24.420000076293945, 763200.0, 1058400.0, 3635100.0, 625500.0, 2472400.0, 2565600.0, 569300.0, 766700.0, 2258100.0), ('2022-10-05 00:00:00', 55.25, 29.280000686645508, 261.6000061035156, 37.25, 22.450000762939453, 17.469999313354492, 24.65999984741211, 75.26000213623047, 23.1200008392334, 55.25, 29.280000686645508, 261.6000061035156, 37.25, 22.450000762939453, 17.469999313354492, 24.65999984741211, 75.26000213623047, 23.1200008392334, 56.45000076293945, 31.1299991607666, 285.3800048828125, 38.279998779296875, 23.219999313354492, 18.139999389648438, 25.440000534057617, 77.36000061035156, 24.299999237060547, 53.20000076293945, 28.489999771118164, 248.1300048828125, 36.54999923706055, 21.780000686645508, 17.18000030517578, 23.8799991607666, 73.8499984741211, 22.790000915527344, 55.15999984741211, 31.040000915527344, 284.739990234375, 37.97999954223633, 23.139999389648438, 17.93000030517578, 25.25, 77.36000061035156, 24.139999389648438, 833800.0, 986200.0, 12141100.0, 862200.0, 3096100.0, 1742800.0, 527100.0, 1358200.0, 2945900.0), ('2022-10-06 00:00:00', 51.63999938964844, 28.360000610351562, 257.45001220703125, 35.970001220703125, 21.790000915527344, 16.68000030517578, 22.280000686645508, 73.13999938964844, 22.260000228881836, 51.63999938964844, 28.360000610351562, 257.45001220703125, 35.970001220703125, 21.790000915527344, 16.68000030517578, 22.280000686645508, 73.13999938964844, 22.260000228881836, 55.36000061035156, 29.68000030517578, 269.3299865722656, 38.20000076293945, 23.079999923706055, 18.059999465942383, 26.100000381469727, 76.38999938964844, 23.65999984741211, 51.25, 27.969999313354492, 254.61000061035156, 35.84000015258789, 21.549999237060547, 16.530000686645508, 22.170000076293945, 73.05000305175781, 22.020000457763672, 54.79999923706055, 29.100000381469727, 260.0, 36.959999084472656, 22.299999237060547, 17.540000915527344, 24.700000762939453, 75.16000366210938, 22.920000076293945, 1302600.0, 1147800.0, 4470900.0, 980700.0, 2273700.0, 2218600.0, 947600.0, 1037300.0, 3065000.0), ('2022-10-07 00:00:00', 50.34000015258789, 27.709999084472656, 255.14999389648438, 33.9900016784668, 20.979999542236328, 16.5, 21.31999969482422, 71.05000305175781, 21.950000762939453, 50.34000015258789, 27.709999084472656, 255.14999389648438, 33.9900016784668, 20.979999542236328, 16.5, 21.31999969482422, 71.05000305175781, 21.950000762939453, 51.400001525878906, 28.200000762939453, 263.739990234375, 36.04999923706055, 21.604999542236328, 16.6200008392334, 22.405000686645508, 72.62000274658203, 22.329999923706055, 49.939998626708984, 27.399999618530273, 252.25999450683594, 33.439998626708984, 20.75, 16.0, 20.93000030517578, 70.62999725341797, 21.520000457763672, 50.56999969482422, 27.940000534057617, 253.89999389648438, 35.52000045776367, 21.239999771118164, 16.299999237060547, 21.530000686645508, 71.97000122070312, 21.8700008392334, 718300.0, 678400.0, 4863500.0, 1933900.0, 2102200.0, 1704400.0, 695300.0, 1140600.0, 2739200.0)]


conn.close()

Attributes	Adj Close									Close	...	Open	Volume
Symbols	DQ	HASI	ENPH	CSIQ	NOVA	ARRY	MAXN	TAN	SPWR	DQ	...	SPWR	DQ	HASI	ENPH	CSIQ	NOVA	ARRY	MAXN	TAN	SPWR
Date
2005-11-17	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	16.666668	NaN	...	18.336609	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	16135656.0
2005-11-18	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	17.747217	NaN	...	16.732155	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	3291143.0
2005-11-21	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	17.419777	NaN	...	17.747217	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	872986.0
2005-11-22	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	16.437460	NaN	...	17.504911	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	573999.0
2005-11-23	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	16.463654	NaN	...	16.470203	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	778770.0
...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...
2022-10-03	53.410000	30.139999	286.609985	37.900002	22.930000	17.719999	24.760000	75.370003	23.480000	53.410000	...	23.180000	622100.0	819800.0	3068700.0	817800.0	2078300.0	2496800.0	754300.0	1758900.0	1958700.0
2022-10-04	55.660000	31.629999	288.250000	38.810001	23.629999	18.469999	25.629999	78.360001	24.559999	55.660000	...	24.420000	763200.0	1058400.0	3635100.0	625500.0	2472400.0	2565600.0	569300.0	766700.0	2258100.0
2022-10-05	55.250000	29.280001	261.600006	37.250000	22.450001	17.469999	24.660000	75.260002	23.120001	55.250000	...	24.139999	833800.0	986200.0	12141100.0	862200.0	3096100.0	1742800.0	527100.0	1358200.0	2945900.0
2022-10-06	51.639999	28.360001	257.450012	35.970001	21.790001	16.680000	22.280001	73.139999	22.260000	51.639999	...	22.920000	1302600.0	1147800.0	4470900.0	980700.0	2273700.0	2218600.0	947600.0	1037300.0	3065000.0
2022-10-07	50.340000	27.709999	255.149994	33.990002	20.980000	16.500000	21.320000	71.050003	21.950001	50.340000	...	21.870001	718300.0	678400.0	4863500.0	1933900.0	2102200.0	1704400.0	695300.0	1140600.0	2739200.0

Attributes	Adj Close									Close	...	Open	Volume
Symbols	DQ	HASI	ENPH	CSIQ	NOVA	ARRY	MAXN	TAN	SPWR	DQ	...	SPWR	DQ	HASI	ENPH	CSIQ	NOVA	ARRY	MAXN	TAN	SPWR
count	3022.000000	2387.000000	2649.000000	4005.000000	809.000000	499.000000	534.000000	3648.000000	4251.000000	3022.000000	...	4251.000000	3.022000e+03	2.387000e+03	2.649000e+03	4.005000e+03	8.090000e+02	4.990000e+02	5.340000e+02	3.648000e+03	4.251000e+03
mean	15.417130	23.074728	43.615878	19.290966	24.969852	21.558677	19.551348	46.046112	17.179817	15.417130	...	17.217524	9.857926e+05	4.113633e+05	1.940161e+06	1.657668e+06	1.839854e+06	3.673444e+06	6.709176e+05	3.850537e+05	3.814060e+06
std	21.681390	14.783982	71.648571	11.403343	11.197598	11.538067	8.418550	34.865589	14.366088	21.681390	...	14.433601	1.180926e+06	4.515224e+05	2.720242e+06	1.563291e+06	1.477115e+06	3.522614e+06	4.889764e+05	6.431204e+05	3.172720e+06
min	0.740000	6.684955	0.700000	2.030000	7.000000	6.200000	8.070000	10.308572	2.468893	0.740000	...	2.488540	2.100000e+03	2.020000e+04	1.500000e+04	3.570000e+04	2.720000e+04	4.987000e+05	3.500000e+03	3.800000e+03	1.085700e+05
25%	4.010500	12.946012	3.760000	11.550000	15.680000	13.110000	13.917500	22.327942	5.723641	4.010500	...	5.749836	2.303750e+05	1.669500e+05	3.853000e+05	6.669000e+05	6.920000e+05	1.900800e+06	3.817250e+05	5.350000e+04	2.006784e+06
50%	6.767000	17.449783	7.800000	16.860001	24.160000	17.650000	17.620000	33.622747	15.252128	6.767000	...	15.258677	5.560500e+05	2.882000e+05	1.062300e+06	1.219500e+06	1.709100e+06	2.825300e+06	5.700500e+05	1.343750e+05	3.060872e+06
75%	11.693500	29.712435	34.340000	26.260000	34.110001	28.740000	21.750000	62.900332	21.719056	11.693500	...	21.841830	1.375450e+06	5.068500e+05	2.708800e+06	2.136100e+06	2.510300e+06	4.310350e+06	8.006000e+05	3.573250e+05	4.582756e+06
max	124.129997	66.293976	320.619995	64.150002	54.119999	51.049999	55.139999	219.026459	97.943680	124.129997	...	102.888016	1.840300e+07	9.886200e+06	5.517290e+07	2.118670e+07	1.571970e+07	4.294980e+07	5.770400e+06	7.216500e+06	3.614592e+07

	('Adj Close', 'DQ')	('Adj Close', 'HASI')	('Adj Close', 'ENPH')	('Adj Close', 'CSIQ')	('Adj Close', 'NOVA')	('Adj Close', 'ARRY')	('Adj Close', 'MAXN')	('Adj Close', 'TAN')	('Adj Close', 'SPWR')	('Close', 'DQ')	...	('Open', 'SPWR')	('Volume', 'DQ')	('Volume', 'HASI')	('Volume', 'ENPH')	('Volume', 'CSIQ')	('Volume', 'NOVA')	('Volume', 'ARRY')	('Volume', 'MAXN')	('Volume', 'TAN')	('Volume', 'SPWR')
2005-11-17	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	16.666668	NaN	...	18.336609	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	16135656
2005-11-18	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	17.747217	NaN	...	16.732155	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	3291143
2005-11-21	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	17.419777	NaN	...	17.747217	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	872986
2005-11-22	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	16.437460	NaN	...	17.504911	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	573999
2005-11-23	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	16.463654	NaN	...	16.470203	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	778770
...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...
2022-10-03	53.410000	30.139999	286.609985	37.900002	22.930000	17.719999	24.760000	75.370003	23.480000	53.410000	...	23.180000	622100.0	819800.0	3068700.0	817800.0	2078300.0	2496800.0	754300.0	1758900.0	1958700
2022-10-04	55.660000	31.629999	288.250000	38.810001	23.629999	18.469999	25.629999	78.360001	24.559999	55.660000	...	24.420000	763200.0	1058400.0	3635100.0	625500.0	2472400.0	2565600.0	569300.0	766700.0	2258100
2022-10-05	55.250000	29.280001	261.600006	37.250000	22.450001	17.469999	24.660000	75.260002	23.120001	55.250000	...	24.139999	833800.0	986200.0	12141100.0	862200.0	3096100.0	1742800.0	527100.0	1358200.0	2945900
2022-10-06	51.639999	28.360001	257.450012	35.970001	21.790001	16.680000	22.280001	73.139999	22.260000	51.639999	...	22.920000	1302600.0	1147800.0	4470900.0	980700.0	2273700.0	2218600.0	947600.0	1037300.0	3065000
2022-10-07	50.340000	27.709999	255.149994	33.990002	20.980000	16.500000	21.320000	71.050003	21.950001	50.340000	...	21.870001	718300.0	678400.0	4863500.0	1933900.0	2102200.0	1704400.0	695300.0	1140600.0	2739200

Solar Companies Stock Price Scraping and Storing in a database¶

This project involves the following steps¶

1. Step1: Collecting Realtime data via webscarping¶

Step2: Scaping multiple values from January 1st, 2000 till date¶

1. Specify the date range for analysis¶

2. Create the list of stock code for fetching the data¶

3. call the Pandas_datareadear Module to scrape the data¶

4. Inspect the dataframe¶

Step3: Storage of data in a Json, CSV file format and writing the values into a database¶

--> Storing the data to JSON¶

--> Storing the data to CSV¶

--> Checking the contents of the json and csv files created above¶

-- >Storing the DataFrame into SQLITE3¶

1. Importing sqlite3¶

2. Creating a database¶

3. Execution of different queries¶

4. Making peremanent Changes to Database¶

5. Reading the values from database¶

6. Closing the database connection¶

Conclusion¶

Future work¶