it2_dev



In [1]:
#!/usr/bin/python

import psycopg2 as pg2
import csv
import re
from datetime import datetime

In [2]:
cfg = { 'host' : '192.168.178.60',
        'user' : 'testuser',
        'pw' : 'testpass',
        'db' : 'dbs'}

def extract_hashtags(s):
    # Extract Hashtags from a string with regular expression and
    # return a list of those
    #source :https://stackoverflow.com/questions/2527892/parsing-a-tweet-to-extract-hashtags-into-an-array-in-python
    return re.findall(r"#(\w+)", s)

def string_to_bool(s):
    #Convert True and False from string to Boolean
    return s == 'True'

def make_timestamp(s):
    #Convert a string in a datetime object:
    # https://www.postgresql.org/docs/8.0/static/datatype-datetime.html
    return datetime.strptime(s, '%Y-%m-%dT%H:%M:%S')

def rm_non_ascii_chars(s):
    # Source: https://stackoverflow.com/questions/36598136/remove-all-hex-characters-from-string-in-python
    # interesting: http://farmdev.com/talks/unicode/
    return s.encode('utf8', errors='ignore')

def rm_bad_formatted_chars(s):
    try:
        output = s.encode('utf8')
    except:
        output = ''
        for char in s:
            try:
                char = char.encode('utf-8')
            except:
                char = char.encode('hex')
            output += char
    return output

In [9]:
o = make_timestamp('2016-09-27T21:25:31')
type(o)


Out[9]:
datetime.datetime

In [10]:
csv_file_name = 'american-election-tweets.csv'

data=[]
tweet_id=1
hashtags = set()
with open(csv_file_name, 'r') as f:
    #dialect = csv.Sniffer().sniff(f.read(1024))
    datareader = csv.reader(f, delimiter=';') #quotechar=''
    #['handle', 'text', 'is_retweet', 'original_author', 'time', 
    #'in_reply_to_screen_name', 'is_quote_status', 'retweet_count', 
    #'favorite_count', 'source_url', 'truncated']
    next(datareader) # skip the header
    for row in datareader:
        # Format the data and put everything in a nice-looking JSON format
        d = dict()
        tweet_ht = extract_hashtags(row[1])
        for ht in tweet_ht:
            hashtags.add(ht)
        d['handle'] = row[0]
        d['text'] = rm_bad_formatted_chars(row[1])
        d['hashtags'] = hashtags
        d['time'] = make_timestamp(row[4])
        print(d['time'], type(d['time']))
        d['retweet_count'] = int(row[7])
        d['favorite_count'] = int(row[8])
        d['truncated'] = string_to_bool(row[10])
        d['id'] = tweet_id
        tweet_id += 1
        data.append(d)
#print(data)


(datetime.datetime(2016, 9, 28, 0, 22, 34), <type 'datetime.datetime'>)
(datetime.datetime(2016, 9, 27, 23, 45), <type 'datetime.datetime'>)
(datetime.datetime(2016, 9, 27, 23, 26, 40), <type 'datetime.datetime'>)
(datetime.datetime(2016, 9, 27, 23, 8, 41), <type 'datetime.datetime'>)
(datetime.datetime(2016, 9, 27, 22, 30, 27), <type 'datetime.datetime'>)
(datetime.datetime(2016, 9, 27, 22, 13, 24), <type 'datetime.datetime'>)
(datetime.datetime(2016, 9, 27, 21, 35, 28), <type 'datetime.datetime'>)
(datetime.datetime(2016, 9, 27, 21, 25, 31), <type 'datetime.datetime'>)
(datetime.datetime(2016, 9, 27, 21, 8, 22), <type 'datetime.datetime'>)
(datetime.datetime(2016, 9, 27, 21, 0, 13), <type 'datetime.datetime'>)
(datetime.datetime(2016, 9, 27, 20, 37, 47), <type 'datetime.datetime'>)
(datetime.datetime(2016, 9, 27, 20, 31, 14), <type 'datetime.datetime'>)
(datetime.datetime(2016, 9, 27, 20, 14, 33), <type 'datetime.datetime'>)
(datetime.datetime(2016, 9, 27, 20, 6, 25), <type 'datetime.datetime'>)
(datetime.datetime(2016, 9, 27, 19, 59, 28), <type 'datetime.datetime'>)
(datetime.datetime(2016, 9, 27, 19, 59, 4), <type 'datetime.datetime'>)
(datetime.datetime(2016, 9, 27, 19, 37, 22), <type 'datetime.datetime'>)
(datetime.datetime(2016, 9, 27, 19, 31, 1), <type 'datetime.datetime'>)
(datetime.datetime(2016, 9, 27, 18, 45, 39), <type 'datetime.datetime'>)
(datetime.datetime(2016, 9, 27, 18, 12, 6), <type 'datetime.datetime'>)
(datetime.datetime(2016, 9, 27, 18, 10, 7), <type 'datetime.datetime'>)
(datetime.datetime(2016, 9, 27, 18, 6, 28), <type 'datetime.datetime'>)
(datetime.datetime(2016, 9, 27, 18, 5, 27), <type 'datetime.datetime'>)
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(datetime.datetime(2016, 9, 27, 16, 54, 22), <type 'datetime.datetime'>)
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(datetime.datetime(2016, 9, 27, 13, 57, 55), <type 'datetime.datetime'>)
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(datetime.datetime(2016, 9, 27, 12, 53, 42), <type 'datetime.datetime'>)
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(datetime.datetime(2016, 9, 26, 22, 5, 39), <type 'datetime.datetime'>)
(datetime.datetime(2016, 9, 26, 21, 59, 16), <type 'datetime.datetime'>)
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(datetime.datetime(2016, 9, 26, 19, 53, 32), <type 'datetime.datetime'>)
(datetime.datetime(2016, 9, 26, 19, 12, 51), <type 'datetime.datetime'>)
(datetime.datetime(2016, 9, 26, 18, 21, 34), <type 'datetime.datetime'>)
(datetime.datetime(2016, 9, 26, 18, 4, 36), <type 'datetime.datetime'>)
(datetime.datetime(2016, 9, 26, 17, 38, 25), <type 'datetime.datetime'>)
(datetime.datetime(2016, 9, 26, 16, 36, 53), <type 'datetime.datetime'>)
(datetime.datetime(2016, 9, 26, 16, 29, 31), <type 'datetime.datetime'>)
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(datetime.datetime(2016, 9, 22, 21, 15, 43), <type 'datetime.datetime'>)
(datetime.datetime(2016, 9, 22, 20, 42, 37), <type 'datetime.datetime'>)
(datetime.datetime(2016, 9, 22, 20, 30, 7), <type 'datetime.datetime'>)
(datetime.datetime(2016, 9, 22, 19, 24, 40), <type 'datetime.datetime'>)
(datetime.datetime(2016, 9, 22, 17, 56, 37), <type 'datetime.datetime'>)
(datetime.datetime(2016, 9, 22, 17, 18, 6), <type 'datetime.datetime'>)
(datetime.datetime(2016, 9, 22, 15, 53, 27), <type 'datetime.datetime'>)
(datetime.datetime(2016, 9, 22, 15, 17, 46), <type 'datetime.datetime'>)
(datetime.datetime(2016, 9, 22, 14, 45, 45), <type 'datetime.datetime'>)
(datetime.datetime(2016, 9, 22, 14, 3, 32), <type 'datetime.datetime'>)
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(datetime.datetime(2016, 1, 16, 12, 12, 45), <type 'datetime.datetime'>)
(datetime.datetime(2016, 1, 16, 11, 52, 46), <type 'datetime.datetime'>)
(datetime.datetime(2016, 1, 16, 11, 49, 2), <type 'datetime.datetime'>)
(datetime.datetime(2016, 1, 16, 11, 40, 13), <type 'datetime.datetime'>)
(datetime.datetime(2016, 1, 16, 2, 47, 22), <type 'datetime.datetime'>)
(datetime.datetime(2016, 1, 16, 2, 18, 52), <type 'datetime.datetime'>)
(datetime.datetime(2016, 1, 16, 2, 2, 12), <type 'datetime.datetime'>)
(datetime.datetime(2016, 1, 16, 1, 45, 55), <type 'datetime.datetime'>)
(datetime.datetime(2016, 1, 16, 1, 41, 10), <type 'datetime.datetime'>)
(datetime.datetime(2016, 1, 16, 1, 23, 55), <type 'datetime.datetime'>)
(datetime.datetime(2016, 1, 15, 21, 6, 40), <type 'datetime.datetime'>)
(datetime.datetime(2016, 1, 15, 20, 28, 53), <type 'datetime.datetime'>)
(datetime.datetime(2016, 1, 15, 19, 45, 40), <type 'datetime.datetime'>)
(datetime.datetime(2016, 1, 15, 15, 30, 38), <type 'datetime.datetime'>)
(datetime.datetime(2016, 1, 15, 15, 17, 9), <type 'datetime.datetime'>)
(datetime.datetime(2016, 1, 14, 23, 35), <type 'datetime.datetime'>)
(datetime.datetime(2016, 1, 14, 20, 11, 53), <type 'datetime.datetime'>)
(datetime.datetime(2016, 1, 14, 20, 7, 25), <type 'datetime.datetime'>)
(datetime.datetime(2016, 1, 14, 20, 3, 48), <type 'datetime.datetime'>)
(datetime.datetime(2016, 1, 14, 20, 3, 10), <type 'datetime.datetime'>)
(datetime.datetime(2016, 1, 14, 19, 25, 16), <type 'datetime.datetime'>)
(datetime.datetime(2016, 1, 14, 19, 21, 11), <type 'datetime.datetime'>)
(datetime.datetime(2016, 1, 14, 19, 20, 56), <type 'datetime.datetime'>)
(datetime.datetime(2016, 1, 14, 18, 42, 53), <type 'datetime.datetime'>)
(datetime.datetime(2016, 1, 14, 5, 46, 18), <type 'datetime.datetime'>)
(datetime.datetime(2016, 1, 14, 5, 45, 41), <type 'datetime.datetime'>)
(datetime.datetime(2016, 1, 14, 4, 25, 19), <type 'datetime.datetime'>)
(datetime.datetime(2016, 1, 14, 0, 49, 44), <type 'datetime.datetime'>)
(datetime.datetime(2016, 1, 13, 19, 49, 43), <type 'datetime.datetime'>)
(datetime.datetime(2016, 1, 13, 19, 20, 30), <type 'datetime.datetime'>)
(datetime.datetime(2016, 1, 13, 18, 23, 32), <type 'datetime.datetime'>)
(datetime.datetime(2016, 1, 13, 18, 22, 20), <type 'datetime.datetime'>)
(datetime.datetime(2016, 1, 13, 18, 20, 47), <type 'datetime.datetime'>)
(datetime.datetime(2016, 1, 13, 14, 26, 25), <type 'datetime.datetime'>)
(datetime.datetime(2016, 1, 13, 14, 10, 57), <type 'datetime.datetime'>)
(datetime.datetime(2016, 1, 13, 13, 54, 28), <type 'datetime.datetime'>)
(datetime.datetime(2016, 1, 13, 12, 9, 54), <type 'datetime.datetime'>)
(datetime.datetime(2016, 1, 13, 5, 46, 27), <type 'datetime.datetime'>)
(datetime.datetime(2016, 1, 13, 4, 32, 24), <type 'datetime.datetime'>)
(datetime.datetime(2016, 1, 13, 4, 25, 4), <type 'datetime.datetime'>)
(datetime.datetime(2016, 1, 13, 3, 5, 10), <type 'datetime.datetime'>)
(datetime.datetime(2016, 1, 13, 2, 59, 41), <type 'datetime.datetime'>)
(datetime.datetime(2016, 1, 13, 2, 56, 14), <type 'datetime.datetime'>)
(datetime.datetime(2016, 1, 12, 21, 44, 22), <type 'datetime.datetime'>)
(datetime.datetime(2016, 1, 12, 20, 28, 37), <type 'datetime.datetime'>)
(datetime.datetime(2016, 1, 12, 19, 40, 28), <type 'datetime.datetime'>)
(datetime.datetime(2016, 1, 12, 15, 6, 58), <type 'datetime.datetime'>)
(datetime.datetime(2016, 1, 12, 4, 22, 59), <type 'datetime.datetime'>)
(datetime.datetime(2016, 1, 12, 4, 19, 17), <type 'datetime.datetime'>)
(datetime.datetime(2016, 1, 12, 3, 42, 1), <type 'datetime.datetime'>)
(datetime.datetime(2016, 1, 12, 3, 34, 17), <type 'datetime.datetime'>)
(datetime.datetime(2016, 1, 12, 2, 49, 57), <type 'datetime.datetime'>)
(datetime.datetime(2016, 1, 12, 2, 42, 49), <type 'datetime.datetime'>)
(datetime.datetime(2016, 1, 12, 1, 49, 59), <type 'datetime.datetime'>)
(datetime.datetime(2016, 1, 12, 1, 46, 13), <type 'datetime.datetime'>)
(datetime.datetime(2016, 1, 11, 22, 55, 17), <type 'datetime.datetime'>)
(datetime.datetime(2016, 1, 11, 20, 20, 54), <type 'datetime.datetime'>)
(datetime.datetime(2016, 1, 11, 19, 43, 29), <type 'datetime.datetime'>)
(datetime.datetime(2016, 1, 11, 19, 10, 53), <type 'datetime.datetime'>)
(datetime.datetime(2016, 1, 11, 19, 10), <type 'datetime.datetime'>)
(datetime.datetime(2016, 1, 11, 15, 40, 48), <type 'datetime.datetime'>)
(datetime.datetime(2016, 1, 11, 15, 9, 17), <type 'datetime.datetime'>)
(datetime.datetime(2016, 1, 11, 14, 41, 52), <type 'datetime.datetime'>)
(datetime.datetime(2016, 1, 11, 14, 18, 34), <type 'datetime.datetime'>)
(datetime.datetime(2016, 1, 11, 0, 2, 59), <type 'datetime.datetime'>)
(datetime.datetime(2016, 1, 10, 23, 23, 7), <type 'datetime.datetime'>)
(datetime.datetime(2016, 1, 10, 21, 6, 48), <type 'datetime.datetime'>)
(datetime.datetime(2016, 1, 10, 21, 6, 26), <type 'datetime.datetime'>)
(datetime.datetime(2016, 1, 10, 21, 6, 7), <type 'datetime.datetime'>)
(datetime.datetime(2016, 1, 10, 21, 5, 29), <type 'datetime.datetime'>)
(datetime.datetime(2016, 1, 10, 20, 15, 30), <type 'datetime.datetime'>)
(datetime.datetime(2016, 1, 10, 18, 31, 47), <type 'datetime.datetime'>)
(datetime.datetime(2016, 1, 10, 18, 28, 54), <type 'datetime.datetime'>)
(datetime.datetime(2016, 1, 10, 18, 23, 57), <type 'datetime.datetime'>)
(datetime.datetime(2016, 1, 10, 13, 49, 6), <type 'datetime.datetime'>)
(datetime.datetime(2016, 1, 10, 0, 13, 3), <type 'datetime.datetime'>)
(datetime.datetime(2016, 1, 10, 0, 12, 43), <type 'datetime.datetime'>)
(datetime.datetime(2016, 1, 10, 0, 12, 20), <type 'datetime.datetime'>)
(datetime.datetime(2016, 1, 9, 18, 1), <type 'datetime.datetime'>)
(datetime.datetime(2016, 1, 9, 17, 56, 10), <type 'datetime.datetime'>)
(datetime.datetime(2016, 1, 9, 17, 56, 6), <type 'datetime.datetime'>)
(datetime.datetime(2016, 1, 9, 17, 19, 54), <type 'datetime.datetime'>)
(datetime.datetime(2016, 1, 9, 16, 6, 56), <type 'datetime.datetime'>)
(datetime.datetime(2016, 1, 9, 16, 5, 17), <type 'datetime.datetime'>)
(datetime.datetime(2016, 1, 9, 15, 41, 44), <type 'datetime.datetime'>)
(datetime.datetime(2016, 1, 9, 14, 26, 28), <type 'datetime.datetime'>)
(datetime.datetime(2016, 1, 9, 14, 22, 36), <type 'datetime.datetime'>)
(datetime.datetime(2016, 1, 9, 2, 8, 42), <type 'datetime.datetime'>)
(datetime.datetime(2016, 1, 8, 23, 39, 37), <type 'datetime.datetime'>)
(datetime.datetime(2016, 1, 8, 23, 12, 35), <type 'datetime.datetime'>)
(datetime.datetime(2016, 1, 8, 22, 3, 35), <type 'datetime.datetime'>)
(datetime.datetime(2016, 1, 8, 21, 20, 2), <type 'datetime.datetime'>)
(datetime.datetime(2016, 1, 8, 18, 47, 39), <type 'datetime.datetime'>)
(datetime.datetime(2016, 1, 8, 15, 57, 17), <type 'datetime.datetime'>)
(datetime.datetime(2016, 1, 8, 3, 32, 10), <type 'datetime.datetime'>)
(datetime.datetime(2016, 1, 8, 3, 30, 54), <type 'datetime.datetime'>)
(datetime.datetime(2016, 1, 8, 3, 29, 38), <type 'datetime.datetime'>)
(datetime.datetime(2016, 1, 8, 3, 12, 6), <type 'datetime.datetime'>)
(datetime.datetime(2016, 1, 8, 3, 8, 14), <type 'datetime.datetime'>)
(datetime.datetime(2016, 1, 8, 2, 23, 7), <type 'datetime.datetime'>)
(datetime.datetime(2016, 1, 7, 21, 11, 5), <type 'datetime.datetime'>)
(datetime.datetime(2016, 1, 7, 21, 6, 19), <type 'datetime.datetime'>)
(datetime.datetime(2016, 1, 7, 21, 6), <type 'datetime.datetime'>)
(datetime.datetime(2016, 1, 7, 18, 8, 59), <type 'datetime.datetime'>)
(datetime.datetime(2016, 1, 7, 17, 24, 9), <type 'datetime.datetime'>)
(datetime.datetime(2016, 1, 7, 16, 26, 14), <type 'datetime.datetime'>)
(datetime.datetime(2016, 1, 7, 16, 5, 15), <type 'datetime.datetime'>)
(datetime.datetime(2016, 1, 7, 13, 24, 31), <type 'datetime.datetime'>)
(datetime.datetime(2016, 1, 7, 13, 17, 40), <type 'datetime.datetime'>)
(datetime.datetime(2016, 1, 7, 11, 28, 51), <type 'datetime.datetime'>)
(datetime.datetime(2016, 1, 7, 11, 15, 54), <type 'datetime.datetime'>)
(datetime.datetime(2016, 1, 7, 11, 6, 43), <type 'datetime.datetime'>)
(datetime.datetime(2016, 1, 6, 23, 15, 24), <type 'datetime.datetime'>)
(datetime.datetime(2016, 1, 6, 21, 9, 42), <type 'datetime.datetime'>)
(datetime.datetime(2016, 1, 6, 20, 22, 41), <type 'datetime.datetime'>)
(datetime.datetime(2016, 1, 6, 19, 22, 27), <type 'datetime.datetime'>)
(datetime.datetime(2016, 1, 6, 19, 22, 16), <type 'datetime.datetime'>)
(datetime.datetime(2016, 1, 6, 15, 1, 58), <type 'datetime.datetime'>)
(datetime.datetime(2016, 1, 6, 14, 25, 28), <type 'datetime.datetime'>)
(datetime.datetime(2016, 1, 6, 3, 59, 46), <type 'datetime.datetime'>)
(datetime.datetime(2016, 1, 6, 3, 55, 38), <type 'datetime.datetime'>)
(datetime.datetime(2016, 1, 6, 3, 50, 46), <type 'datetime.datetime'>)
(datetime.datetime(2016, 1, 6, 3, 49, 12), <type 'datetime.datetime'>)
(datetime.datetime(2016, 1, 6, 3, 46, 34), <type 'datetime.datetime'>)
(datetime.datetime(2016, 1, 6, 3, 45, 56), <type 'datetime.datetime'>)
(datetime.datetime(2016, 1, 6, 3, 43, 50), <type 'datetime.datetime'>)
(datetime.datetime(2016, 1, 6, 2, 37, 30), <type 'datetime.datetime'>)
(datetime.datetime(2016, 1, 6, 2, 33, 40), <type 'datetime.datetime'>)
(datetime.datetime(2016, 1, 6, 2, 31, 17), <type 'datetime.datetime'>)
(datetime.datetime(2016, 1, 6, 0, 28, 31), <type 'datetime.datetime'>)
(datetime.datetime(2016, 1, 5, 18, 5, 19), <type 'datetime.datetime'>)
(datetime.datetime(2016, 1, 5, 17, 53, 33), <type 'datetime.datetime'>)
(datetime.datetime(2016, 1, 5, 17, 42, 47), <type 'datetime.datetime'>)
(datetime.datetime(2016, 1, 5, 16, 53, 31), <type 'datetime.datetime'>)
(datetime.datetime(2016, 1, 5, 3, 47, 14), <type 'datetime.datetime'>)
(datetime.datetime(2016, 1, 5, 3, 44, 17), <type 'datetime.datetime'>)
(datetime.datetime(2016, 1, 5, 3, 42, 10), <type 'datetime.datetime'>)
(datetime.datetime(2016, 1, 5, 3, 39, 11), <type 'datetime.datetime'>)
(datetime.datetime(2016, 1, 5, 3, 36, 53), <type 'datetime.datetime'>)

In [4]:
cfg = { 'host' : '192.168.178.60',
        'user' : 'testuser',
        'pw' : 'testpass',
        'db' : 'dbs'}

def inquiry(query, cfg):
    # Erstelle Verbindung mit DB und mache Abfrage
    conn = pg2.connect(host = cfg['host'], 
                        user = cfg['user'], 
                        password = cfg['pw'], 
                        database = cfg['db'],
                        sslmode = 'require',
                        port = '5432') # Verbindung
    cur = conn.cursor() # Kursor
    cur.execute(query)
    return cur.fetchall()
        
def execute(cmd, cfg):
    # Erstelle Verbindung mit DB und mache Abfrage
    try:
        conn = pg2.connect(host = cfg['host'], 
                            user = cfg['user'], 
                            password = cfg['pw'], 
                            database = cfg['db'],
                            sslmode = 'require',
                            port = '5432') # Verbindung
        cur = conn.cursor() # Kursor
    except:
        print 'ConnectionProblem' 
    cur.execute(cmd)

In [ ]:
conn = pg2.connect(host = cfg['host'], 
                    user = cfg['user'], 
                    password = cfg['pw'], 
                    database = cfg['db'],
                    sslmode = 'require',
                    port = '5432') # Verbindung
cur = conn.cursor() # Kursor

In [ ]:
try:
    cur.execute('''
        CREATE TABLE tweets 
        (handle           varchar(15) NOT NULL,
        text             varchar(140)  NOT NULL,
        truncated        boolean,
            time             date        NOT NULL,
            retweet_count    number,
            favourite_count  number,
            id               number      PRIMARY KEY);
        ''')
except:
    print 'BAD'

In [7]:
execute2('''
    INSERT INTO tweets2 (handle, text, time, id)
    VALUES ('ssdad', 'text', '2016-09-12', 2)
''', cfg)

In [ ]:
make_query()

In [ ]:
cur.execute('''rollback;''')

In [ ]:
cur.execute('''
    CREATE TABLE tweets 
    (handle           varchar(15) NOT NULL,
    text             varchar(140)  NOT NULL,
    truncated        boolean,
        time             date        NOT NULL,
        retweet_count    integer,
        favourite_count  integer,
        id               integer      PRIMARY KEY);
    ''')

In [ ]:
cur.execute('''
    CREATE TABLE contains
    (hname varchar(140) NOT NULL,
    id integer NOT NULL);
''')

In [ ]:
cur.execute('''
    CREATE TABLE hashtags
    (hname varchar(140) NOT NULL);
''')

In [ ]:
print(data[0])

In [ ]:
cur.execute('''
    CREATE TABLE tweets3
    (handle           varchar(15) NOT NULL,
    text             varchar(140)  NOT NULL,
    truncated        boolean,
        time             date        NOT NULL,
        retweet_count    integer,
        favorite_count  integer,
        id               integer      PRIMARY KEY);
    ''')

In [ ]:
cur.execute('''
    INSERT INTO tweets3 (handle, text, time, id)
    VALUES ('hhh', 'text', '2016-09-12', 1)
''')

In [ ]:
cur.execute('''
    SELECT * FROM tweets2
''')

In [ ]:
cur.fetchall()

In [ ]:
'''
        d = dict()
        d['handle'] = row[0]
        d['text'] = rm_bad_formatted_chars(row[1])
        d['hashtags'] = extract_hashtags(row[1])
        d['time'] = make_timestamp(row[4])
        d['retweet_count'] = int(row[7])
        d['favorite_count'] = int(row[8])
        d['truncated'] = string_to_bool(row[10])
        d['id'] = tweet_id
        tweet_id += 1
        data.append(d)
'''

for d in data:
    execute('''
    INSERT INTO tweets (handle, text, time, retweet_count, favorite_count, truncated, id)
    VALUES ({0}, {1}, {2}, {3}, {4}, {5}, {6})
    '''.format(d['handle'], 
                d['text'], 
                d['time'], 
                d['retweet_count'], 
                d['favorite_count'], 
                d['truncated'],  
                d['id']),cfg)
    for h in d['hashtags']:
        execute('''
        INSERT INTO contains (hname, id) VALUES ({0}, {1})
        '''.format(h, d['id']), cfg)
for ht in hashtags:
    execute('''
    INSERT INTO hashtags (hname) VALUES ({0})
    '''.format(ht), cfg)

In [ ]: