Este archivo tiene como proposito extraer la informacion de posts de paginas de Facebook. Fue utilizado para extraer posts de paginas de periodicos dominicanos.



In [3]:

    
# import some Python dependencies

import urllib.request as urllib2
import json
import datetime
import csv
import time



In [4]:

    
# Este es mi app id y app secret, cambienlo al suyo pls.
app_id = "175344463016958"
app_secret = "3ab6d67e8ab1f74095b8e4d9e1cff37e" 

access_token = app_id + "|" + app_secret



In [5]:

    
page_id = 'DiarioLibre' # Reemplazan este ID por el de la página que desean.



In [16]:

    
def request_until_succeed(url):
    """
    Intenta abrir un url "a la mala", reintentando un request hacia la página hasta que sea exitoso. 
    Si la página no existe, será infinito.
    params:
        url- string: URL de la página que se va a abrir.
    
    outputs:
        response.read()- string: Documento HTML (o json) con los datos de la página.
    """
    req = urllib2.Request(url)
    success = False
    while success is False:
        try: 
            response = urllib2.urlopen(req)
            if response.getcode() == 200:
                success = True
        except:
            time.sleep(5)
            
            print ("Error for URL %s: %s" % (url, datetime.datetime.now()))

    return response.read()



In [92]:

    
import pandas as pd
def testFacebookPageFeedData(page_id, access_token):
    """
    Envía un request a la API de grafo de Facebook, para la sección de news feeds de una página. Luego, obtiene todos los posts,
    su contenido, y total de reacciones.
    
    params:
        page_id- string: ID de la página de la cual se extraerán los datos.
        access_token: string: Llave del API de Facebook.
        
    outputs:
        data: json dict: JSON con los resultados de los datos extraídos.
    """
    # construct the URL string
    base = "https://graph.facebook.com/v2.10"
    node = "/" + page_id + "/feed" # changed
    parameters = "/?fields=message,created_time,reactions.type(LOVE).limit(0).summary(total_count).as(reactions_love),reactions.type(WOW).limit(0).summary(total_count).as(reactions_wow),reactions.type(HAHA).limit(0).summary(total_count).as(reactions_haha),reactions.type(ANGRY).limit(0).summary(total_count).as(reactions_angry),reactions.type(SAD).limit(0).summary(total_count).as(reactions_sad),reactions.type(LIKE).limit(0).summary(total_count).as(reactions_like)&limit={}&access_token={}".format(100, access_token) # changed
    url = base + node + parameters
    
    # retrieve data
    data = json.loads(request_until_succeed(url))
    
    return data



In [ ]:

    
def Get_News(limit = 10):
    """
    Extrae las reacciones, fecha de creación y contenido de posts de una página de Facebook. Para el primer intento, 
    llama al API directamente. Para los intentos siguientes, llama al parametro "Next" de los resultados del API.
    params:
        limit- int: Cuantas veces se llama al API de FB para extraer noticias.
    
    output:
        result_df-Pandas DataFrame: Tabla con los valores extraídos por cada post de Facebook.
    """
    result = {}
    nex = None
    for  i in range(limit):
        range_dates = []
        range_messages = []
        range_angry = []
        range_haha = []
        range_like = []
        range_love = []
        range_sad = []
        range_wow = []
        range_ids=  []
        if i == 0:
            data = testFacebookPageFeedData(page_id,access_token)
            nex = data['paging']['next']
            for d in data['data']:
                range_dates.append(d['created_time'])
                range_messages.append(d['message'])
                range_angry.append(d['reactions_angry']['summary']['total_count'])
                range_haha.append(d['reactions_haha']['summary']['total_count'])
                range_like.append(d['reactions_like']['summary']['total_count'])
                range_love.append(d['reactions_love']['summary']['total_count'])
                range_sad.append(d['reactions_sad']['summary']['total_count'])
                range_wow.append(d['reactions_wow']['summary']['total_count'])
                range_ids.append(d['id'])
            result['dates'] = range_dates
            result['messages'] = range_messages
            result['angry'] = range_angry
            result['haha'] = range_haha
            result['like'] = range_like
            result['love'] = range_love
            result['sad'] = range_sad
            result['wow'] = range_wow
            result['id'] = range_ids
        
        else:
            data = json.loads(request_until_succeed(nex))
            try:
                nex = data['paging']['next']
            except:
                break
            for d in data['data']:
                try:
                    range_messages.append(d['message'])
                    range_dates.append(d['created_time'])
                    range_angry.append(d['reactions_angry']['summary']['total_count'])
                    range_haha.append(d['reactions_haha']['summary']['total_count'])
                    range_like.append(d['reactions_like']['summary']['total_count'])
                    range_love.append(d['reactions_love']['summary']['total_count'])
                    range_sad.append(d['reactions_sad']['summary']['total_count'])
                    range_wow.append(d['reactions_wow']['summary']['total_count'])
                    range_ids.append(d['id'])
                    
                except:
                    print(d)
            result['dates'].extend(range_dates)
            result['messages'].extend(range_messages)
            result['angry'].extend(range_angry)
            result['haha'].extend(range_haha)
            result['like'].extend(range_like)
            result['love'].extend(range_love)
            result['sad'].extend(range_sad)
            result['wow'].extend(range_wow)
            result['id'].extend(range_ids)
            
    
    result_df = pd.DataFrame(result)
    return result_df



In [93]:

    
news = Get_News(1000)
news.shape









    



{'created_time': '2017-10-01T10:45:01+0000', 'reactions_love': {'data': [], 'summary': {'total_count': 0}}, 'reactions_wow': {'data': [], 'summary': {'total_count': 0}}, 'reactions_haha': {'data': [], 'summary': {'total_count': 0}}, 'reactions_angry': {'data': [], 'summary': {'total_count': 0}}, 'reactions_sad': {'data': [], 'summary': {'total_count': 0}}, 'reactions_like': {'data': [], 'summary': {'total_count': 30}}, 'id': '172728406899_10155506642331900'}
{'created_time': '2013-12-31T10:50:00+0000', 'reactions_love': {'data': [], 'summary': {'total_count': 0}}, 'reactions_wow': {'data': [], 'summary': {'total_count': 0}}, 'reactions_haha': {'data': [], 'summary': {'total_count': 0}}, 'reactions_angry': {'data': [], 'summary': {'total_count': 0}}, 'reactions_sad': {'data': [], 'summary': {'total_count': 0}}, 'reactions_like': {'data': [], 'summary': {'total_count': 1}}, 'id': '172728406899_10152114476346900'}
{'created_time': '2013-12-18T09:50:01+0000', 'reactions_love': {'data': [], 'summary': {'total_count': 0}}, 'reactions_wow': {'data': [], 'summary': {'total_count': 0}}, 'reactions_haha': {'data': [], 'summary': {'total_count': 0}}, 'reactions_angry': {'data': [], 'summary': {'total_count': 0}}, 'reactions_sad': {'data': [], 'summary': {'total_count': 0}}, 'reactions_like': {'data': [], 'summary': {'total_count': 8}}, 'id': '172728406899_10152087734851900'}
{'created_time': '2013-12-17T22:07:17+0000', 'reactions_love': {'data': [], 'summary': {'total_count': 0}}, 'reactions_wow': {'data': [], 'summary': {'total_count': 0}}, 'reactions_haha': {'data': [], 'summary': {'total_count': 0}}, 'reactions_angry': {'data': [], 'summary': {'total_count': 0}}, 'reactions_sad': {'data': [], 'summary': {'total_count': 0}}, 'reactions_like': {'data': [], 'summary': {'total_count': 1}}, 'id': '172728406899_10152087171776900'}
{'created_time': '2013-12-11T04:50:01+0000', 'reactions_love': {'data': [], 'summary': {'total_count': 0}}, 'reactions_wow': {'data': [], 'summary': {'total_count': 0}}, 'reactions_haha': {'data': [], 'summary': {'total_count': 0}}, 'reactions_angry': {'data': [], 'summary': {'total_count': 0}}, 'reactions_sad': {'data': [], 'summary': {'total_count': 0}}, 'reactions_like': {'data': [], 'summary': {'total_count': 8}}, 'id': '172728406899_10152072632956900'}
{'created_time': '2013-12-07T16:20:01+0000', 'reactions_love': {'data': [], 'summary': {'total_count': 0}}, 'reactions_wow': {'data': [], 'summary': {'total_count': 0}}, 'reactions_haha': {'data': [], 'summary': {'total_count': 0}}, 'reactions_angry': {'data': [], 'summary': {'total_count': 0}}, 'reactions_sad': {'data': [], 'summary': {'total_count': 0}}, 'reactions_like': {'data': [], 'summary': {'total_count': 4}}, 'id': '172728406899_10152063735396900'}
{'created_time': '2013-09-18T12:41:27+0000', 'reactions_love': {'data': [], 'summary': {'total_count': 0}}, 'reactions_wow': {'data': [], 'summary': {'total_count': 0}}, 'reactions_haha': {'data': [], 'summary': {'total_count': 0}}, 'reactions_angry': {'data': [], 'summary': {'total_count': 0}}, 'reactions_sad': {'data': [], 'summary': {'total_count': 0}}, 'reactions_like': {'data': [], 'summary': {'total_count': 17}}, 'id': '172728406899_10151874741196900'}
{'created_time': '2013-09-06T00:43:24+0000', 'reactions_love': {'data': [], 'summary': {'total_count': 0}}, 'reactions_wow': {'data': [], 'summary': {'total_count': 0}}, 'reactions_haha': {'data': [], 'summary': {'total_count': 0}}, 'reactions_angry': {'data': [], 'summary': {'total_count': 0}}, 'reactions_sad': {'data': [], 'summary': {'total_count': 0}}, 'reactions_like': {'data': [], 'summary': {'total_count': 5}}, 'id': '172728406899_10151848965066900'}
{'created_time': '2013-09-06T00:23:59+0000', 'reactions_love': {'data': [], 'summary': {'total_count': 0}}, 'reactions_wow': {'data': [], 'summary': {'total_count': 0}}, 'reactions_haha': {'data': [], 'summary': {'total_count': 0}}, 'reactions_angry': {'data': [], 'summary': {'total_count': 0}}, 'reactions_sad': {'data': [], 'summary': {'total_count': 0}}, 'reactions_like': {'data': [], 'summary': {'total_count': 1}}, 'id': '172728406899_10151848940806900'}
{'created_time': '2013-09-05T22:43:11+0000', 'reactions_love': {'data': [], 'summary': {'total_count': 0}}, 'reactions_wow': {'data': [], 'summary': {'total_count': 0}}, 'reactions_haha': {'data': [], 'summary': {'total_count': 0}}, 'reactions_angry': {'data': [], 'summary': {'total_count': 0}}, 'reactions_sad': {'data': [], 'summary': {'total_count': 0}}, 'reactions_like': {'data': [], 'summary': {'total_count': 17}}, 'id': '172728406899_10151848817421900'}
{'created_time': '2013-07-05T13:42:39+0000', 'reactions_love': {'data': [], 'summary': {'total_count': 0}}, 'reactions_wow': {'data': [], 'summary': {'total_count': 0}}, 'reactions_haha': {'data': [], 'summary': {'total_count': 0}}, 'reactions_angry': {'data': [], 'summary': {'total_count': 0}}, 'reactions_sad': {'data': [], 'summary': {'total_count': 0}}, 'reactions_like': {'data': [], 'summary': {'total_count': 5}}, 'id': '172728406899_10151719841756900'}
{'created_time': '2013-06-11T20:27:34+0000', 'reactions_love': {'data': [], 'summary': {'total_count': 0}}, 'reactions_wow': {'data': [], 'summary': {'total_count': 0}}, 'reactions_haha': {'data': [], 'summary': {'total_count': 0}}, 'reactions_angry': {'data': [], 'summary': {'total_count': 0}}, 'reactions_sad': {'data': [], 'summary': {'total_count': 0}}, 'reactions_like': {'data': [], 'summary': {'total_count': 0}}, 'id': '172728406899_10151673630266900'}
{'created_time': '2013-02-15T21:12:15+0000', 'reactions_love': {'data': [], 'summary': {'total_count': 0}}, 'reactions_wow': {'data': [], 'summary': {'total_count': 0}}, 'reactions_haha': {'data': [], 'summary': {'total_count': 0}}, 'reactions_angry': {'data': [], 'summary': {'total_count': 0}}, 'reactions_sad': {'data': [], 'summary': {'total_count': 0}}, 'reactions_like': {'data': [], 'summary': {'total_count': 8}}, 'id': '172728406899_527390040639501'}
{'created_time': '2013-02-12T16:43:39+0000', 'reactions_love': {'data': [], 'summary': {'total_count': 0}}, 'reactions_wow': {'data': [], 'summary': {'total_count': 0}}, 'reactions_haha': {'data': [], 'summary': {'total_count': 0}}, 'reactions_angry': {'data': [], 'summary': {'total_count': 0}}, 'reactions_sad': {'data': [], 'summary': {'total_count': 0}}, 'reactions_like': {'data': [], 'summary': {'total_count': 22}}, 'id': '172728406899_10151472365771900'}
{'created_time': '2013-02-12T16:42:12+0000', 'reactions_love': {'data': [], 'summary': {'total_count': 0}}, 'reactions_wow': {'data': [], 'summary': {'total_count': 0}}, 'reactions_haha': {'data': [], 'summary': {'total_count': 0}}, 'reactions_angry': {'data': [], 'summary': {'total_count': 0}}, 'reactions_sad': {'data': [], 'summary': {'total_count': 0}}, 'reactions_like': {'data': [], 'summary': {'total_count': 10}}, 'id': '172728406899_10151472364451900'}
{'created_time': '2012-08-06T21:58:03+0000', 'reactions_love': {'data': [], 'summary': {'total_count': 0}}, 'reactions_wow': {'data': [], 'summary': {'total_count': 0}}, 'reactions_haha': {'data': [], 'summary': {'total_count': 0}}, 'reactions_angry': {'data': [], 'summary': {'total_count': 0}}, 'reactions_sad': {'data': [], 'summary': {'total_count': 0}}, 'reactions_like': {'data': [], 'summary': {'total_count': 224}}, 'id': '172728406899_242766419177901'}
{'created_time': '2012-07-24T16:43:12+0000', 'reactions_love': {'data': [], 'summary': {'total_count': 0}}, 'reactions_wow': {'data': [], 'summary': {'total_count': 0}}, 'reactions_haha': {'data': [], 'summary': {'total_count': 0}}, 'reactions_angry': {'data': [], 'summary': {'total_count': 0}}, 'reactions_sad': {'data': [], 'summary': {'total_count': 0}}, 'reactions_like': {'data': [], 'summary': {'total_count': 106}}, 'id': '172728406899_337070389708353'}
{'created_time': '2012-07-11T15:16:20+0000', 'reactions_love': {'data': [], 'summary': {'total_count': 0}}, 'reactions_wow': {'data': [], 'summary': {'total_count': 0}}, 'reactions_haha': {'data': [], 'summary': {'total_count': 0}}, 'reactions_angry': {'data': [], 'summary': {'total_count': 0}}, 'reactions_sad': {'data': [], 'summary': {'total_count': 0}}, 'reactions_like': {'data': [], 'summary': {'total_count': 52}}, 'id': '172728406899_447594585271344'}
{'created_time': '2012-07-04T13:17:37+0000', 'reactions_love': {'data': [], 'summary': {'total_count': 0}}, 'reactions_wow': {'data': [], 'summary': {'total_count': 0}}, 'reactions_haha': {'data': [], 'summary': {'total_count': 0}}, 'reactions_angry': {'data': [], 'summary': {'total_count': 0}}, 'reactions_sad': {'data': [], 'summary': {'total_count': 0}}, 'reactions_like': {'data': [], 'summary': {'total_count': 92}}, 'id': '172728406899_259321474183414'}
{'created_time': '2012-07-01T20:42:57+0000', 'reactions_love': {'data': [], 'summary': {'total_count': 0}}, 'reactions_wow': {'data': [], 'summary': {'total_count': 0}}, 'reactions_haha': {'data': [], 'summary': {'total_count': 0}}, 'reactions_angry': {'data': [], 'summary': {'total_count': 0}}, 'reactions_sad': {'data': [], 'summary': {'total_count': 0}}, 'reactions_like': {'data': [], 'summary': {'total_count': 57}}, 'id': '172728406899_255772637864883'}
{'created_time': '2012-06-05T19:13:42+0000', 'reactions_love': {'data': [], 'summary': {'total_count': 0}}, 'reactions_wow': {'data': [], 'summary': {'total_count': 0}}, 'reactions_haha': {'data': [], 'summary': {'total_count': 0}}, 'reactions_angry': {'data': [], 'summary': {'total_count': 0}}, 'reactions_sad': {'data': [], 'summary': {'total_count': 0}}, 'reactions_like': {'data': [], 'summary': {'total_count': 61}}, 'id': '172728406899_390848364284257'}
{'created_time': '2012-06-04T19:25:28+0000', 'reactions_love': {'data': [], 'summary': {'total_count': 0}}, 'reactions_wow': {'data': [], 'summary': {'total_count': 0}}, 'reactions_haha': {'data': [], 'summary': {'total_count': 0}}, 'reactions_angry': {'data': [], 'summary': {'total_count': 0}}, 'reactions_sad': {'data': [], 'summary': {'total_count': 0}}, 'reactions_like': {'data': [], 'summary': {'total_count': 104}}, 'id': '172728406899_454114681284504'}
{'created_time': '2012-05-29T16:44:13+0000', 'reactions_love': {'data': [], 'summary': {'total_count': 0}}, 'reactions_wow': {'data': [], 'summary': {'total_count': 0}}, 'reactions_haha': {'data': [], 'summary': {'total_count': 0}}, 'reactions_angry': {'data': [], 'summary': {'total_count': 0}}, 'reactions_sad': {'data': [], 'summary': {'total_count': 0}}, 'reactions_like': {'data': [], 'summary': {'total_count': 76}}, 'id': '172728406899_106252229515719'}
{'created_time': '2012-05-28T16:42:36+0000', 'reactions_love': {'data': [], 'summary': {'total_count': 0}}, 'reactions_wow': {'data': [], 'summary': {'total_count': 0}}, 'reactions_haha': {'data': [], 'summary': {'total_count': 0}}, 'reactions_angry': {'data': [], 'summary': {'total_count': 0}}, 'reactions_sad': {'data': [], 'summary': {'total_count': 0}}, 'reactions_like': {'data': [], 'summary': {'total_count': 96}}, 'id': '172728406899_398118196896257'}
{'created_time': '2012-05-28T16:21:40+0000', 'reactions_love': {'data': [], 'summary': {'total_count': 0}}, 'reactions_wow': {'data': [], 'summary': {'total_count': 0}}, 'reactions_haha': {'data': [], 'summary': {'total_count': 0}}, 'reactions_angry': {'data': [], 'summary': {'total_count': 0}}, 'reactions_sad': {'data': [], 'summary': {'total_count': 0}}, 'reactions_like': {'data': [], 'summary': {'total_count': 56}}, 'id': '172728406899_284707971626309'}
{'created_time': '2012-05-24T12:54:31+0000', 'reactions_love': {'data': [], 'summary': {'total_count': 0}}, 'reactions_wow': {'data': [], 'summary': {'total_count': 0}}, 'reactions_haha': {'data': [], 'summary': {'total_count': 0}}, 'reactions_angry': {'data': [], 'summary': {'total_count': 0}}, 'reactions_sad': {'data': [], 'summary': {'total_count': 0}}, 'reactions_like': {'data': [], 'summary': {'total_count': 73}}, 'id': '172728406899_162283363902047'}
{'created_time': '2012-05-23T19:45:58+0000', 'reactions_love': {'data': [], 'summary': {'total_count': 0}}, 'reactions_wow': {'data': [], 'summary': {'total_count': 0}}, 'reactions_haha': {'data': [], 'summary': {'total_count': 0}}, 'reactions_angry': {'data': [], 'summary': {'total_count': 0}}, 'reactions_sad': {'data': [], 'summary': {'total_count': 0}}, 'reactions_like': {'data': [], 'summary': {'total_count': 61}}, 'id': '172728406899_413363128686756'}
{'created_time': '2012-05-21T02:22:49+0000', 'reactions_love': {'data': [], 'summary': {'total_count': 0}}, 'reactions_wow': {'data': [], 'summary': {'total_count': 0}}, 'reactions_haha': {'data': [], 'summary': {'total_count': 0}}, 'reactions_angry': {'data': [], 'summary': {'total_count': 0}}, 'reactions_sad': {'data': [], 'summary': {'total_count': 0}}, 'reactions_like': {'data': [], 'summary': {'total_count': 139}}, 'id': '172728406899_440862359258713'}
{'created_time': '2012-05-21T01:53:15+0000', 'reactions_love': {'data': [], 'summary': {'total_count': 0}}, 'reactions_wow': {'data': [], 'summary': {'total_count': 0}}, 'reactions_haha': {'data': [], 'summary': {'total_count': 0}}, 'reactions_angry': {'data': [], 'summary': {'total_count': 0}}, 'reactions_sad': {'data': [], 'summary': {'total_count': 0}}, 'reactions_like': {'data': [], 'summary': {'total_count': 94}}, 'id': '172728406899_451895334838608'}
{'created_time': '2012-05-21T01:17:58+0000', 'reactions_love': {'data': [], 'summary': {'total_count': 0}}, 'reactions_wow': {'data': [], 'summary': {'total_count': 0}}, 'reactions_haha': {'data': [], 'summary': {'total_count': 0}}, 'reactions_angry': {'data': [], 'summary': {'total_count': 0}}, 'reactions_sad': {'data': [], 'summary': {'total_count': 0}}, 'reactions_like': {'data': [], 'summary': {'total_count': 116}}, 'id': '172728406899_390579954325573'}
{'created_time': '2012-05-21T01:07:28+0000', 'reactions_love': {'data': [], 'summary': {'total_count': 0}}, 'reactions_wow': {'data': [], 'summary': {'total_count': 0}}, 'reactions_haha': {'data': [], 'summary': {'total_count': 0}}, 'reactions_angry': {'data': [], 'summary': {'total_count': 0}}, 'reactions_sad': {'data': [], 'summary': {'total_count': 0}}, 'reactions_like': {'data': [], 'summary': {'total_count': 40}}, 'id': '172728406899_240917169342248'}
{'created_time': '2012-05-21T01:00:00+0000', 'reactions_love': {'data': [], 'summary': {'total_count': 0}}, 'reactions_wow': {'data': [], 'summary': {'total_count': 0}}, 'reactions_haha': {'data': [], 'summary': {'total_count': 0}}, 'reactions_angry': {'data': [], 'summary': {'total_count': 0}}, 'reactions_sad': {'data': [], 'summary': {'total_count': 0}}, 'reactions_like': {'data': [], 'summary': {'total_count': 206}}, 'id': '172728406899_335699286501478'}
{'created_time': '2012-05-21T00:06:27+0000', 'reactions_love': {'data': [], 'summary': {'total_count': 0}}, 'reactions_wow': {'data': [], 'summary': {'total_count': 0}}, 'reactions_haha': {'data': [], 'summary': {'total_count': 0}}, 'reactions_angry': {'data': [], 'summary': {'total_count': 0}}, 'reactions_sad': {'data': [], 'summary': {'total_count': 0}}, 'reactions_like': {'data': [], 'summary': {'total_count': 253}}, 'id': '172728406899_437564316256810'}
{'created_time': '2012-05-20T17:48:54+0000', 'reactions_love': {'data': [], 'summary': {'total_count': 0}}, 'reactions_wow': {'data': [], 'summary': {'total_count': 0}}, 'reactions_haha': {'data': [], 'summary': {'total_count': 0}}, 'reactions_angry': {'data': [], 'summary': {'total_count': 0}}, 'reactions_sad': {'data': [], 'summary': {'total_count': 0}}, 'reactions_like': {'data': [], 'summary': {'total_count': 83}}, 'id': '172728406899_280961145333296'}
{'created_time': '2012-05-20T14:20:23+0000', 'reactions_love': {'data': [], 'summary': {'total_count': 0}}, 'reactions_wow': {'data': [], 'summary': {'total_count': 0}}, 'reactions_haha': {'data': [], 'summary': {'total_count': 0}}, 'reactions_angry': {'data': [], 'summary': {'total_count': 0}}, 'reactions_sad': {'data': [], 'summary': {'total_count': 0}}, 'reactions_like': {'data': [], 'summary': {'total_count': 74}}, 'id': '172728406899_362213883839276'}
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{'created_time': '2009-10-19T15:23:18+0000', 'reactions_love': {'data': [], 'summary': {'total_count': 0}}, 'reactions_wow': {'data': [], 'summary': {'total_count': 0}}, 'reactions_haha': {'data': [], 'summary': {'total_count': 0}}, 'reactions_angry': {'data': [], 'summary': {'total_count': 0}}, 'reactions_sad': {'data': [], 'summary': {'total_count': 0}}, 'reactions_like': {'data': [], 'summary': {'total_count': 8}}, 'id': '172728406899_155546641727'}
{'created_time': '2009-10-19T14:17:18+0000', 'reactions_love': {'data': [], 'summary': {'total_count': 0}}, 'reactions_wow': {'data': [], 'summary': {'total_count': 0}}, 'reactions_haha': {'data': [], 'summary': {'total_count': 0}}, 'reactions_angry': {'data': [], 'summary': {'total_count': 0}}, 'reactions_sad': {'data': [], 'summary': {'total_count': 0}}, 'reactions_like': {'data': [], 'summary': {'total_count': 20}}, 'id': '172728406899_177367591536'}
{'created_time': '2009-10-17T01:15:55+0000', 'reactions_love': {'data': [], 'summary': {'total_count': 0}}, 'reactions_wow': {'data': [], 'summary': {'total_count': 0}}, 'reactions_haha': {'data': [], 'summary': {'total_count': 0}}, 'reactions_angry': {'data': [], 'summary': {'total_count': 0}}, 'reactions_sad': {'data': [], 'summary': {'total_count': 0}}, 'reactions_like': {'data': [], 'summary': {'total_count': 27}}, 'id': '172728406899_178288043034'}
{'created_time': '2009-10-16T19:01:48+0000', 'reactions_love': {'data': [], 'summary': {'total_count': 0}}, 'reactions_wow': {'data': [], 'summary': {'total_count': 0}}, 'reactions_haha': {'data': [], 'summary': {'total_count': 0}}, 'reactions_angry': {'data': [], 'summary': {'total_count': 0}}, 'reactions_sad': {'data': [], 'summary': {'total_count': 0}}, 'reactions_like': {'data': [], 'summary': {'total_count': 3}}, 'id': '172728406899_177710655762'}
{'created_time': '2009-10-16T18:11:06+0000', 'reactions_love': {'data': [], 'summary': {'total_count': 0}}, 'reactions_wow': {'data': [], 'summary': {'total_count': 0}}, 'reactions_haha': {'data': [], 'summary': {'total_count': 0}}, 'reactions_angry': {'data': [], 'summary': {'total_count': 0}}, 'reactions_sad': {'data': [], 'summary': {'total_count': 0}}, 'reactions_like': {'data': [], 'summary': {'total_count': 83}}, 'id': '172728406899_161652241299'}
{'created_time': '2009-10-16T15:50:03+0000', 'reactions_love': {'data': [], 'summary': {'total_count': 0}}, 'reactions_wow': {'data': [], 'summary': {'total_count': 0}}, 'reactions_haha': {'data': [], 'summary': {'total_count': 0}}, 'reactions_angry': {'data': [], 'summary': {'total_count': 0}}, 'reactions_sad': {'data': [], 'summary': {'total_count': 0}}, 'reactions_like': {'data': [], 'summary': {'total_count': 2}}, 'id': '172728406899_153627421397'}
{'created_time': '2009-10-15T18:46:20+0000', 'reactions_love': {'data': [], 'summary': {'total_count': 0}}, 'reactions_wow': {'data': [], 'summary': {'total_count': 0}}, 'reactions_haha': {'data': [], 'summary': {'total_count': 0}}, 'reactions_angry': {'data': [], 'summary': {'total_count': 0}}, 'reactions_sad': {'data': [], 'summary': {'total_count': 0}}, 'reactions_like': {'data': [], 'summary': {'total_count': 40}}, 'id': '172728406899_163040445670'}
{'created_time': '2009-10-15T17:39:25+0000', 'reactions_love': {'data': [], 'summary': {'total_count': 0}}, 'reactions_wow': {'data': [], 'summary': {'total_count': 0}}, 'reactions_haha': {'data': [], 'summary': {'total_count': 0}}, 'reactions_angry': {'data': [], 'summary': {'total_count': 0}}, 'reactions_sad': {'data': [], 'summary': {'total_count': 0}}, 'reactions_like': {'data': [], 'summary': {'total_count': 14}}, 'id': '172728406899_152053193509'}
{'created_time': '2009-10-15T14:45:27+0000', 'reactions_love': {'data': [], 'summary': {'total_count': 0}}, 'reactions_wow': {'data': [], 'summary': {'total_count': 0}}, 'reactions_haha': {'data': [], 'summary': {'total_count': 0}}, 'reactions_angry': {'data': [], 'summary': {'total_count': 0}}, 'reactions_sad': {'data': [], 'summary': {'total_count': 0}}, 'reactions_like': {'data': [], 'summary': {'total_count': 30}}, 'id': '172728406899_156419058481'}
{'created_time': '2009-10-15T13:27:11+0000', 'reactions_love': {'data': [], 'summary': {'total_count': 0}}, 'reactions_wow': {'data': [], 'summary': {'total_count': 0}}, 'reactions_haha': {'data': [], 'summary': {'total_count': 0}}, 'reactions_angry': {'data': [], 'summary': {'total_count': 0}}, 'reactions_sad': {'data': [], 'summary': {'total_count': 0}}, 'reactions_like': {'data': [], 'summary': {'total_count': 3}}, 'id': '172728406899_167458419840'}
{'created_time': '2009-10-15T12:11:34+0000', 'reactions_love': {'data': [], 'summary': {'total_count': 0}}, 'reactions_wow': {'data': [], 'summary': {'total_count': 0}}, 'reactions_haha': {'data': [], 'summary': {'total_count': 0}}, 'reactions_angry': {'data': [], 'summary': {'total_count': 0}}, 'reactions_sad': {'data': [], 'summary': {'total_count': 0}}, 'reactions_like': {'data': [], 'summary': {'total_count': 10}}, 'id': '172728406899_173468619668'}
{'created_time': '2009-10-15T01:01:18+0000', 'reactions_love': {'data': [], 'summary': {'total_count': 0}}, 'reactions_wow': {'data': [], 'summary': {'total_count': 0}}, 'reactions_haha': {'data': [], 'summary': {'total_count': 0}}, 'reactions_angry': {'data': [], 'summary': {'total_count': 0}}, 'reactions_sad': {'data': [], 'summary': {'total_count': 0}}, 'reactions_like': {'data': [], 'summary': {'total_count': 8}}, 'id': '172728406899_154847362788'}
{'created_time': '2009-10-14T18:22:17+0000', 'reactions_love': {'data': [], 'summary': {'total_count': 0}}, 'reactions_wow': {'data': [], 'summary': {'total_count': 0}}, 'reactions_haha': {'data': [], 'summary': {'total_count': 0}}, 'reactions_angry': {'data': [], 'summary': {'total_count': 0}}, 'reactions_sad': {'data': [], 'summary': {'total_count': 0}}, 'reactions_like': {'data': [], 'summary': {'total_count': 1}}, 'id': '172728406899_168003747000'}
{'created_time': '2009-10-14T16:44:38+0000', 'reactions_love': {'data': [], 'summary': {'total_count': 0}}, 'reactions_wow': {'data': [], 'summary': {'total_count': 0}}, 'reactions_haha': {'data': [], 'summary': {'total_count': 0}}, 'reactions_angry': {'data': [], 'summary': {'total_count': 0}}, 'reactions_sad': {'data': [], 'summary': {'total_count': 0}}, 'reactions_like': {'data': [], 'summary': {'total_count': 25}}, 'id': '172728406899_156128222711'}
{'created_time': '2009-10-14T16:01:33+0000', 'reactions_love': {'data': [], 'summary': {'total_count': 0}}, 'reactions_wow': {'data': [], 'summary': {'total_count': 0}}, 'reactions_haha': {'data': [], 'summary': {'total_count': 0}}, 'reactions_angry': {'data': [], 'summary': {'total_count': 0}}, 'reactions_sad': {'data': [], 'summary': {'total_count': 0}}, 'reactions_like': {'data': [], 'summary': {'total_count': 13}}, 'id': '172728406899_149357933039'}
{'created_time': '2009-10-14T14:02:12+0000', 'reactions_love': {'data': [], 'summary': {'total_count': 0}}, 'reactions_wow': {'data': [], 'summary': {'total_count': 0}}, 'reactions_haha': {'data': [], 'summary': {'total_count': 0}}, 'reactions_angry': {'data': [], 'summary': {'total_count': 0}}, 'reactions_sad': {'data': [], 'summary': {'total_count': 0}}, 'reactions_like': {'data': [], 'summary': {'total_count': 5}}, 'id': '172728406899_151425887659'}
{'created_time': '2009-10-14T13:06:27+0000', 'reactions_love': {'data': [], 'summary': {'total_count': 0}}, 'reactions_wow': {'data': [], 'summary': {'total_count': 0}}, 'reactions_haha': {'data': [], 'summary': {'total_count': 0}}, 'reactions_angry': {'data': [], 'summary': {'total_count': 0}}, 'reactions_sad': {'data': [], 'summary': {'total_count': 0}}, 'reactions_like': {'data': [], 'summary': {'total_count': 4}}, 'id': '172728406899_157817696572'}
{'created_time': '2009-10-13T17:52:29+0000', 'reactions_love': {'data': [], 'summary': {'total_count': 0}}, 'reactions_wow': {'data': [], 'summary': {'total_count': 0}}, 'reactions_haha': {'data': [], 'summary': {'total_count': 0}}, 'reactions_angry': {'data': [], 'summary': {'total_count': 0}}, 'reactions_sad': {'data': [], 'summary': {'total_count': 0}}, 'reactions_like': {'data': [], 'summary': {'total_count': 4}}, 'id': '172728406899_157575530263'}
{'created_time': '2009-10-13T16:04:08+0000', 'reactions_love': {'data': [], 'summary': {'total_count': 0}}, 'reactions_wow': {'data': [], 'summary': {'total_count': 0}}, 'reactions_haha': {'data': [], 'summary': {'total_count': 0}}, 'reactions_angry': {'data': [], 'summary': {'total_count': 0}}, 'reactions_sad': {'data': [], 'summary': {'total_count': 0}}, 'reactions_like': {'data': [], 'summary': {'total_count': 9}}, 'id': '172728406899_179745396426'}
{'created_time': '2009-10-13T13:56:06+0000', 'reactions_love': {'data': [], 'summary': {'total_count': 0}}, 'reactions_wow': {'data': [], 'summary': {'total_count': 0}}, 'reactions_haha': {'data': [], 'summary': {'total_count': 0}}, 'reactions_angry': {'data': [], 'summary': {'total_count': 0}}, 'reactions_sad': {'data': [], 'summary': {'total_count': 0}}, 'reactions_like': {'data': [], 'summary': {'total_count': 2}}, 'id': '172728406899_153643404797'}
{'created_time': '2009-10-13T13:07:47+0000', 'reactions_love': {'data': [], 'summary': {'total_count': 0}}, 'reactions_wow': {'data': [], 'summary': {'total_count': 0}}, 'reactions_haha': {'data': [], 'summary': {'total_count': 0}}, 'reactions_angry': {'data': [], 'summary': {'total_count': 0}}, 'reactions_sad': {'data': [], 'summary': {'total_count': 0}}, 'reactions_like': {'data': [], 'summary': {'total_count': 3}}, 'id': '172728406899_156669536804'}
{'created_time': '2009-10-10T17:57:48+0000', 'reactions_love': {'data': [], 'summary': {'total_count': 0}}, 'reactions_wow': {'data': [], 'summary': {'total_count': 0}}, 'reactions_haha': {'data': [], 'summary': {'total_count': 0}}, 'reactions_angry': {'data': [], 'summary': {'total_count': 0}}, 'reactions_sad': {'data': [], 'summary': {'total_count': 0}}, 'reactions_like': {'data': [], 'summary': {'total_count': 51}}, 'id': '172728406899_156566391910'}






    Out[93]:





(5551, 9)



In [94]:

    
news.shape









    Out[94]:





(5551, 9)



In [95]:

    
news.tail()









    Out[95]:







  
    
      
      angry
      dates
      haha
      id
      like
      love
      messages
      sad
      wow
    
  
  
    
      5546
      0
      2009-10-12T13:29:33+0000
      0
      172728406899_169814206096
      16
      0
      Felicitamos a quienes están de cumpleaños hoy....
      0
      0
    
    
      5547
      0
      2009-10-12T13:25:42+0000
      0
      172728406899_181448350637
      6
      0
      http://bit.ly/3vAhhf
      0
      0
    
    
      5548
      0
      2009-10-12T12:17:36+0000
      0
      172728406899_176656473477
      4
      0
      http://bit.ly/4yPwQq
      0
      0
    
    
      5549
      0
      2009-10-12T12:04:09+0000
      0
      172728406899_157285692342
      20
      0
      Boquechivo de hoy: La playa ta jodona
      0
      0
    
    
      5550
      0
      2009-10-12T11:57:08+0000
      0
      172728406899_150937058662
      20
      0
      Buenos días lectores ¿cómo los trató el fin de...
      0
      0

Luego de haber extraído las noticias, se cambian las fechas a un tipo de dato fecha, y se extrae el año y mes.



In [176]:

    
news.dates=pd.to_datetime(news.dates)
news['month'] = news.dates.dt.month
news['year'] = news.dates.dt.year
news.loc[news.dates.dt.date.astype(str) == '2017-10-06']









    Out[176]:







  
    
      
      angry
      dates
      haha
      id
      like
      love
      messages
      sad
      wow
      month
      year
    
  
  
    
      34
      0
      2017-10-06 23:40:00
      0
      172728406899_10155521783921900
      16
      0
      Exigen acelerar el proceso de naturalización e...
      0
      0
      10
      2017
    
    
      35
      0
      2017-10-06 23:20:00
      8
      172728406899_10155521780611900
      839
      4
      El huracán María devastó la Isla de los Monos ...
      430
      162
      10
      2017
    
    
      36
      0
      2017-10-06 23:00:00
      0
      172728406899_10155521777626900
      46
      0
      Las grandes empresas que amenazan sacar su sed...
      0
      3
      10
      2017
    
    
      37
      0
      2017-10-06 22:40:00
      0
      172728406899_10155521775706900
      26
      0
      Google y el precio de las noticias pagadas htt...
      0
      0
      10
      2017
    
    
      38
      0
      2017-10-06 22:20:00
      0
      172728406899_10155521767376900
      61
      0
      La Policía pone en duda que el tirador de Las ...
      0
      6
      10
      2017
    
    
      39
      0
      2017-10-06 22:00:00
      1
      172728406899_10155521765831900
      32
      0
      #Argentarium: ¿Y si ahorro un peso diario? htt...
      0
      0
      10
      2017
    
    
      40
      2
      2017-10-06 21:45:00
      32
      172728406899_10155521755946900
      319
      6
      Boricuas le piden al vicepresidente de Estados...
      4
      10
      10
      2017
    
    
      41
      0
      2017-10-06 21:30:00
      0
      172728406899_10155521753821900
      7
      0
      #FUNDEU: Bulevar, mejor que boulevard https://...
      0
      1
      10
      2017
    
    
      42
      2
      2017-10-06 21:15:00
      0
      172728406899_10155521749466900
      15
      3
      Deuda Sector Público No Financiero creció US$2...
      0
      0
      10
      2017
    
    
      43
      0
      2017-10-06 21:00:00
      0
      172728406899_10155521969521900
      26
      0
      En #GastroClubDL: Gastritis, ¿existe realmente...
      0
      0
      10
      2017
    
    
      44
      0
      2017-10-06 21:00:00
      0
      172728406899_10155521746151900
      10
      0
      Mercado de Valores espera cerrar 2017 con US$5...
      0
      0
      10
      2017
    
    
      45
      0
      2017-10-06 20:45:00
      0
      172728406899_10155521741516900
      127
      8
      La isla colombiana de San Andrés siembra coral...
      0
      3
      10
      2017
    
    
      46
      0
      2017-10-06 20:30:00
      9
      172728406899_10155521727461900
      211
      8
      Dominicano crea una plataforma que predice bro...
      0
      13
      10
      2017
    
    
      47
      0
      2017-10-06 20:22:56
      1
      172728406899_10155521911126900
      22
      0
      En #EstilosRD: ¿Podemos confiar en el reconoci...
      1
      0
      10
      2017
    
    
      48
      3
      2017-10-06 20:15:00
      11
      172728406899_10155521719961900
      707
      45
      Pro Consumidor inicia proceso sancionador cont...
      1
      85
      10
      2017
    
    
      49
      0
      2017-10-06 20:00:00
      0
      172728406899_10155521718131900
      38
      0
      Envejecientes denuncian exclusión programa Pro...
      8
      2
      10
      2017
    
    
      50
      5
      2017-10-06 19:47:26
      40
      172728406899_10155521823436900
      1020
      58
      Guillermo Moreno dice caso “Quirinito” evidenc...
      11
      9
      10
      2017
    
    
      51
      0
      2017-10-06 19:45:00
      14
      172728406899_10155521716651900
      367
      19
      Fefita La Grande cerrará el DR Jazz Festival e...
      0
      4
      10
      2017
    
    
      52
      18
      2017-10-06 19:30:00
      5
      172728406899_10155521712871900
      226
      1
      Los seis imputados por estafa a estudiantes ti...
      1
      16
      10
      2017
    
    
      53
      0
      2017-10-06 19:15:00
      0
      172728406899_10155521682116900
      44
      0
      Organizarán primera Olimpiada de Lecto-Escritu...
      0
      0
      10
      2017
    
    
      54
      19
      2017-10-06 19:00:01
      31
      172728406899_10155521665276900
      61
      2
      Rubén Bichara defiende Punta Catalina tendrá e...
      1
      2
      10
      2017
    
    
      55
      127
      2017-10-06 18:10:01
      23
      172728406899_10155521599446900
      694
      1
      Difunden retrato hablado de mujer que robó rec...
      19
      108
      10
      2017
    
    
      56
      0
      2017-10-06 17:38:43
      38
      172728406899_10155521567216900
      290
      6
      VIDEO: Estudiantes de medicina se encierran en...
      1
      35
      10
      2017
    
    
      57
      0
      2017-10-06 17:00:00
      0
      172728406899_10155521455481900
      192
      11
      Estoy estancada en el plano laboral y personal...
      0
      0
      10
      2017
    
    
      58
      0
      2017-10-06 17:00:00
      0
      172728406899_10155521426461900
      29
      1
      En #GastroClubDL: Receta de arroz dorado https...
      0
      0
      10
      2017
    
    
      59
      8
      2017-10-06 16:29:56
      1
      172728406899_10155521429291900
      182
      0
      Policía: acusado de matar a Eddy Peña confesó ...
      5
      20
      10
      2017
    
    
      60
      1
      2017-10-06 16:15:28
      2
      172728406899_10155521399346900
      611
      47
      En #EstilosRD: Cuida de tus raíces, porque alg...
      0
      0
      10
      2017
    
    
      61
      1
      2017-10-06 15:31:00
      5
      172728406899_10155521278466900
      1655
      146
      Juan Luis Guerra y David Bisbal se unen para h...
      0
      11
      10
      2017
    
    
      62
      1
      2017-10-06 15:09:36
      0
      172728406899_10155521259401900
      12
      0
      Exsecretario general de OEA: “Diálogo sobre Ve...
      0
      0
      10
      2017
    
    
      63
      50
      2017-10-06 14:22:28
      25
      172728406899_10155521178021900
      150
      2
      #Combustibles bajan entre RD$1.00 y RD$5.00, e...
      4
      5
      10
      2017
    
    
      ...
      ...
      ...
      ...
      ...
      ...
      ...
      ...
      ...
      ...
      ...
      ...
    
    
      71
      0
      2017-10-06 11:15:00
      0
      172728406899_10155520085561900
      13
      1
      NO RESPONDO: Contribución para el futuro #DLOp...
      0
      0
      10
      2017
    
    
      72
      0
      2017-10-06 11:00:00
      0
      172728406899_10155520186546900
      65
      0
      Detallistas RD advierten sobre escasez de alim...
      1
      2
      10
      2017
    
    
      73
      0
      2017-10-06 10:45:00
      0
      172728406899_10155520148831900
      12
      0
      Asociación de Industrias rechaza primarias abi...
      0
      0
      10
      2017
    
    
      74
      1
      2017-10-06 10:30:00
      1
      172728406899_10155520083931900
      13
      0
      EDITORIAL: Actitudes irracionales #DLOpinión h...
      0
      0
      10
      2017
    
    
      75
      5
      2017-10-06 10:15:00
      0
      172728406899_10155520147111900
      60
      0
      Adelantarán cobro 50% de ITBIS de empresas tex...
      0
      1
      10
      2017
    
    
      76
      0
      2017-10-06 10:00:00
      2
      172728406899_10155520082566900
      18
      0
      AM: ¡No es la educación!: Es la pobreza #DLOpi...
      0
      0
      10
      2017
    
    
      77
      0
      2017-10-06 09:30:00
      1
      172728406899_10155520218721900
      20
      0
      PORTADA | Aquí nuestra edición virtual de hoy ...
      0
      0
      10
      2017
    
    
      78
      0
      2017-10-06 09:00:00
      1
      172728406899_10155520123656900
      19
      1
      Justicia y bancos ponen trabas a la declaració...
      0
      0
      10
      2017
    
    
      79
      0
      2017-10-06 08:00:00
      0
      172728406899_10155519881841900
      35
      6
      El telescopio James Webb dará a partir de 2019...
      0
      0
      10
      2017
    
    
      80
      1
      2017-10-06 07:00:00
      1
      172728406899_10155520121436900
      141
      0
      La Policía pone en duda que el tirador de Las ...
      0
      7
      10
      2017
    
    
      81
      0
      2017-10-06 06:00:00
      0
      172728406899_10155519810426900
      21
      1
      Endogamia de los neandertales puede que no fue...
      0
      1
      10
      2017
    
    
      82
      0
      2017-10-06 05:00:00
      0
      172728406899_10155520117816900
      12
      0
      Financial Times: Caixabank abandonaría Cataluñ...
      0
      0
      10
      2017
    
    
      83
      0
      2017-10-06 04:00:00
      0
      172728406899_10155519876501900
      16
      0
      Realizan taller sobre manejo de desechos eléct...
      0
      0
      10
      2017
    
    
      84
      1
      2017-10-06 03:40:00
      1
      172728406899_10155519862921900
      7
      0
      Minería responsable asegura financiamiento, cu...
      0
      0
      10
      2017
    
    
      85
      0
      2017-10-06 03:20:00
      1
      172728406899_10155519808951900
      84
      0
      PAWA Dominicana reanuda vuelos regulares hacia...
      0
      0
      10
      2017
    
    
      86
      2
      2017-10-06 03:00:00
      22
      172728406899_10155519807261900
      151
      5
      EE.UU. quiere enviar astronautas a la Luna y s...
      1
      11
      10
      2017
    
    
      87
      0
      2017-10-06 02:50:00
      7
      172728406899_10155520187741900
      34
      1
      Estados Unidos amonesta a tienda por poner el ...
      1
      3
      10
      2017
    
    
      88
      0
      2017-10-06 02:40:00
      0
      172728406899_10155519744056900
      13
      0
      El campeón Alemania e Inglaterra se instalan e...
      0
      0
      10
      2017
    
    
      89
      1
      2017-10-06 02:20:00
      6
      172728406899_10155519743066900
      28
      0
      Legislador “pro-vida” de EE.UU. renuncia tras ...
      0
      1
      10
      2017
    
    
      90
      0
      2017-10-06 02:00:00
      0
      172728406899_10155519741831900
      26
      3
      Guillermo Del Toro: “Me interesa más la poesía...
      0
      0
      10
      2017
    
    
      91
      1
      2017-10-06 01:50:58
      13
      172728406899_10155520119926900
      77
      0
      Procuraduría General de RD interroga al oncólo...
      0
      6
      10
      2017
    
    
      92
      4
      2017-10-06 01:50:00
      341
      172728406899_10155519986946900
      1409
      13
      LeBron James debe tomar una decisión: ¿Yanquis...
      2
      24
      10
      2017
    
    
      93
      1
      2017-10-06 01:40:00
      1
      172728406899_10155519683101900
      39
      0
      Esfuerzo por contener migraciones aumenta viol...
      10
      11
      10
      2017
    
    
      94
      0
      2017-10-06 01:20:00
      0
      172728406899_10155519680411900
      20
      1
      El documental sobre Steven Spielberg se estren...
      0
      0
      10
      2017
    
    
      95
      11
      2017-10-06 01:02:07
      11
      172728406899_10155520020256900
      57
      0
      Colegio Abogados de SFM defiende jueza ejecuci...
      0
      0
      10
      2017
    
    
      96
      2
      2017-10-06 01:00:00
      44
      172728406899_10155519675951900
      433
      20
      World Finance reconoce a Banreservas como Banc...
      1
      5
      10
      2017
    
    
      97
      2
      2017-10-06 00:53:00
      0
      172728406899_10155519981481900
      55
      0
      La UASD y la FED acuerdan normalizar las activ...
      0
      1
      10
      2017
    
    
      98
      0
      2017-10-06 00:40:00
      25
      172728406899_10155519674031900
      78
      1
      Ocupan cocaína en el AILA y miles de porciones...
      0
      11
      10
      2017
    
    
      99
      0
      2017-10-06 00:20:00
      2
      172728406899_10155519672231900
      13
      0
      Justicia suspende pleno Parlamento catalán que...
      0
      0
      10
      2017
    
    
      100
      2
      2017-10-06 00:00:00
      32
      172728406899_10155519331096900
      1935
      84
      Puerto Plata es el destino de mayor crecimient...
      0
      15
      10
      2017
    
  

67 rows × 11 columns

Se mantienen solo las noticias con urls.



In [85]:

    
valid_news = news.loc[((news.messages.str.contains('http')) | (news.messages.str.contains('ht'))) & (~news.messages.str.contains('twitter.com'))]
valid_news.shape









    Out[85]:





(2445, 8)



In [144]:

    
date_news = valid_news.copy()
date_news.dates = pd.to_datetime(date_news.dates)
date_news.head()









    Out[144]:







  
    
      
      angry
      dates
      haha
      like
      love
      messages
      sad
      wow
    
  
  
    
      0
      0
      2017-10-07 16:26:00
      0
      4
      0
      #GuíadelDinero: ¿Cómo hacer el ejercicio de or...
      0
      0
    
    
      1
      1
      2017-10-07 15:51:32
      1
      457
      1
      Fallece paracaidista dominicano tras accidente...
      484
      78
    
    
      2
      0
      2017-10-07 15:42:27
      2
      33
      0
      Falleció en la madrugada jurista Domingo Porfi...
      14
      9
    
    
      3
      0
      2017-10-07 15:35:00
      0
      74
      1
      Taiwán observa los contactos de China Popular ...
      0
      3
    
    
      4
      0
      2017-10-07 15:10:01
      0
      10
      0
      La Policía admite que aún desconoce el “motivo...
      0
      1



In [159]:

    
date_news['month'] = date_news.dates.dt.month
date_news['year'] = date_news.dates.dt.year
two16 = date_news.loc[date_news.year == 2016]
date_news.groupby('year').count()



In [ ]:



In [182]:

    
import re
def get_url(url):
    #Extrae la URL de un string.
    urls = re.findall('http[s]?://(?:[a-zA-Z]|[0-9]|[$-_@.&+]|[!*\(\),]|(?:%[0-9a-fA-F][0-9a-fA-F]))+', url)
    try:
        result =   urls[0]
    except:
        result = 'Not found'
    return result

valid_news['url'] = valid_news.messages.apply(get_url)
final_news = valid_news.loc[valid_news.url != 'Not found']
final_news.shape









    



C:\Users\juan9\Anaconda3Fix\lib\site-packages\ipykernel\__main__.py:10: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy






    Out[182]:





(2317, 9)

El dataset final resultante es guardado en un csv.



In [185]:

    
final_news.to_csv('diario_libre_fb.csv',index = False)

	dates	id	like	messages
5546	2009-10-12T13:29:33+0000	172728406899_169814206096	16	Felicitamos a quienes están de cumpleaños hoy....
5547	2009-10-12T13:25:42+0000	172728406899_181448350637	6	http://bit.ly/3vAhhf
5548	2009-10-12T12:17:36+0000	172728406899_176656473477	4	http://bit.ly/4yPwQq
5549	2009-10-12T12:04:09+0000	172728406899_157285692342	20	Boquechivo de hoy: La playa ta jodona
5550	2009-10-12T11:57:08+0000	172728406899_150937058662	20	Buenos días lectores ¿cómo los trató el fin de...

	angry	dates	haha	id	like	love	messages	sad	wow	month	year
34	0	2017-10-06 23:40:00	0	172728406899_10155521783921900	16	0	Exigen acelerar el proceso de naturalización e...	0	0	10	2017
35	0	2017-10-06 23:20:00	8	172728406899_10155521780611900	839	4	El huracán María devastó la Isla de los Monos ...	430	162	10	2017
36	0	2017-10-06 23:00:00	0	172728406899_10155521777626900	46	0	Las grandes empresas que amenazan sacar su sed...	0	3	10	2017
37	0	2017-10-06 22:40:00	0	172728406899_10155521775706900	26	0	Google y el precio de las noticias pagadas htt...	0	0	10	2017
38	0	2017-10-06 22:20:00	0	172728406899_10155521767376900	61	0	La Policía pone en duda que el tirador de Las ...	0	6	10	2017
39	0	2017-10-06 22:00:00	1	172728406899_10155521765831900	32	0	#Argentarium: ¿Y si ahorro un peso diario? htt...	0	0	10	2017
40	2	2017-10-06 21:45:00	32	172728406899_10155521755946900	319	6	Boricuas le piden al vicepresidente de Estados...	4	10	10	2017
41	0	2017-10-06 21:30:00	0	172728406899_10155521753821900	7	0	#FUNDEU: Bulevar, mejor que boulevard https://...	0	1	10	2017
42	2	2017-10-06 21:15:00	0	172728406899_10155521749466900	15	3	Deuda Sector Público No Financiero creció US$2...	0	0	10	2017
43	0	2017-10-06 21:00:00	0	172728406899_10155521969521900	26	0	En #GastroClubDL: Gastritis, ¿existe realmente...	0	0	10	2017
44	0	2017-10-06 21:00:00	0	172728406899_10155521746151900	10	0	Mercado de Valores espera cerrar 2017 con US$5...	0	0	10	2017
45	0	2017-10-06 20:45:00	0	172728406899_10155521741516900	127	8	La isla colombiana de San Andrés siembra coral...	0	3	10	2017
46	0	2017-10-06 20:30:00	9	172728406899_10155521727461900	211	8	Dominicano crea una plataforma que predice bro...	0	13	10	2017
47	0	2017-10-06 20:22:56	1	172728406899_10155521911126900	22	0	En #EstilosRD: ¿Podemos confiar en el reconoci...	1	0	10	2017
48	3	2017-10-06 20:15:00	11	172728406899_10155521719961900	707	45	Pro Consumidor inicia proceso sancionador cont...	1	85	10	2017
49	0	2017-10-06 20:00:00	0	172728406899_10155521718131900	38	0	Envejecientes denuncian exclusión programa Pro...	8	2	10	2017
50	5	2017-10-06 19:47:26	40	172728406899_10155521823436900	1020	58	Guillermo Moreno dice caso “Quirinito” evidenc...	11	9	10	2017
51	0	2017-10-06 19:45:00	14	172728406899_10155521716651900	367	19	Fefita La Grande cerrará el DR Jazz Festival e...	0	4	10	2017
52	18	2017-10-06 19:30:00	5	172728406899_10155521712871900	226	1	Los seis imputados por estafa a estudiantes ti...	1	16	10	2017
53	0	2017-10-06 19:15:00	0	172728406899_10155521682116900	44	0	Organizarán primera Olimpiada de Lecto-Escritu...	0	0	10	2017
54	19	2017-10-06 19:00:01	31	172728406899_10155521665276900	61	2	Rubén Bichara defiende Punta Catalina tendrá e...	1	2	10	2017
55	127	2017-10-06 18:10:01	23	172728406899_10155521599446900	694	1	Difunden retrato hablado de mujer que robó rec...	19	108	10	2017
56	0	2017-10-06 17:38:43	38	172728406899_10155521567216900	290	6	VIDEO: Estudiantes de medicina se encierran en...	1	35	10	2017
57	0	2017-10-06 17:00:00	0	172728406899_10155521455481900	192	11	Estoy estancada en el plano laboral y personal...	0	0	10	2017
58	0	2017-10-06 17:00:00	0	172728406899_10155521426461900	29	1	En #GastroClubDL: Receta de arroz dorado https...	0	0	10	2017
59	8	2017-10-06 16:29:56	1	172728406899_10155521429291900	182	0	Policía: acusado de matar a Eddy Peña confesó ...	5	20	10	2017
60	1	2017-10-06 16:15:28	2	172728406899_10155521399346900	611	47	En #EstilosRD: Cuida de tus raíces, porque alg...	0	0	10	2017
61	1	2017-10-06 15:31:00	5	172728406899_10155521278466900	1655	146	Juan Luis Guerra y David Bisbal se unen para h...	0	11	10	2017
62	1	2017-10-06 15:09:36	0	172728406899_10155521259401900	12	0	Exsecretario general de OEA: “Diálogo sobre Ve...	0	0	10	2017
63	50	2017-10-06 14:22:28	25	172728406899_10155521178021900	150	2	#Combustibles bajan entre RD$1.00 y RD$5.00, e...	4	5	10	2017
...	...	...	...	...	...	...	...	...	...	...	...
71	0	2017-10-06 11:15:00	0	172728406899_10155520085561900	13	1	NO RESPONDO: Contribución para el futuro #DLOp...	0	0	10	2017
72	0	2017-10-06 11:00:00	0	172728406899_10155520186546900	65	0	Detallistas RD advierten sobre escasez de alim...	1	2	10	2017
73	0	2017-10-06 10:45:00	0	172728406899_10155520148831900	12	0	Asociación de Industrias rechaza primarias abi...	0	0	10	2017
74	1	2017-10-06 10:30:00	1	172728406899_10155520083931900	13	0	EDITORIAL: Actitudes irracionales #DLOpinión h...	0	0	10	2017
75	5	2017-10-06 10:15:00	0	172728406899_10155520147111900	60	0	Adelantarán cobro 50% de ITBIS de empresas tex...	0	1	10	2017
76	0	2017-10-06 10:00:00	2	172728406899_10155520082566900	18	0	AM: ¡No es la educación!: Es la pobreza #DLOpi...	0	0	10	2017
77	0	2017-10-06 09:30:00	1	172728406899_10155520218721900	20	0	PORTADA \| Aquí nuestra edición virtual de hoy ...	0	0	10	2017
78	0	2017-10-06 09:00:00	1	172728406899_10155520123656900	19	1	Justicia y bancos ponen trabas a la declaració...	0	0	10	2017
79	0	2017-10-06 08:00:00	0	172728406899_10155519881841900	35	6	El telescopio James Webb dará a partir de 2019...	0	0	10	2017
80	1	2017-10-06 07:00:00	1	172728406899_10155520121436900	141	0	La Policía pone en duda que el tirador de Las ...	0	7	10	2017
81	0	2017-10-06 06:00:00	0	172728406899_10155519810426900	21	1	Endogamia de los neandertales puede que no fue...	0	1	10	2017
82	0	2017-10-06 05:00:00	0	172728406899_10155520117816900	12	0	Financial Times: Caixabank abandonaría Cataluñ...	0	0	10	2017
83	0	2017-10-06 04:00:00	0	172728406899_10155519876501900	16	0	Realizan taller sobre manejo de desechos eléct...	0	0	10	2017
84	1	2017-10-06 03:40:00	1	172728406899_10155519862921900	7	0	Minería responsable asegura financiamiento, cu...	0	0	10	2017
85	0	2017-10-06 03:20:00	1	172728406899_10155519808951900	84	0	PAWA Dominicana reanuda vuelos regulares hacia...	0	0	10	2017
86	2	2017-10-06 03:00:00	22	172728406899_10155519807261900	151	5	EE.UU. quiere enviar astronautas a la Luna y s...	1	11	10	2017
87	0	2017-10-06 02:50:00	7	172728406899_10155520187741900	34	1	Estados Unidos amonesta a tienda por poner el ...	1	3	10	2017
88	0	2017-10-06 02:40:00	0	172728406899_10155519744056900	13	0	El campeón Alemania e Inglaterra se instalan e...	0	0	10	2017
89	1	2017-10-06 02:20:00	6	172728406899_10155519743066900	28	0	Legislador “pro-vida” de EE.UU. renuncia tras ...	0	1	10	2017
90	0	2017-10-06 02:00:00	0	172728406899_10155519741831900	26	3	Guillermo Del Toro: “Me interesa más la poesía...	0	0	10	2017
91	1	2017-10-06 01:50:58	13	172728406899_10155520119926900	77	0	Procuraduría General de RD interroga al oncólo...	0	6	10	2017
92	4	2017-10-06 01:50:00	341	172728406899_10155519986946900	1409	13	LeBron James debe tomar una decisión: ¿Yanquis...	2	24	10	2017
93	1	2017-10-06 01:40:00	1	172728406899_10155519683101900	39	0	Esfuerzo por contener migraciones aumenta viol...	10	11	10	2017
94	0	2017-10-06 01:20:00	0	172728406899_10155519680411900	20	1	El documental sobre Steven Spielberg se estren...	0	0	10	2017
95	11	2017-10-06 01:02:07	11	172728406899_10155520020256900	57	0	Colegio Abogados de SFM defiende jueza ejecuci...	0	0	10	2017
96	2	2017-10-06 01:00:00	44	172728406899_10155519675951900	433	20	World Finance reconoce a Banreservas como Banc...	1	5	10	2017
97	2	2017-10-06 00:53:00	0	172728406899_10155519981481900	55	0	La UASD y la FED acuerdan normalizar las activ...	0	1	10	2017
98	0	2017-10-06 00:40:00	25	172728406899_10155519674031900	78	1	Ocupan cocaína en el AILA y miles de porciones...	0	11	10	2017
99	0	2017-10-06 00:20:00	2	172728406899_10155519672231900	13	0	Justicia suspende pleno Parlamento catalán que...	0	0	10	2017
100	2	2017-10-06 00:00:00	32	172728406899_10155519331096900	1935	84	Puerto Plata es el destino de mayor crecimient...	0	15	10	2017

	angry	dates	haha	like	love	messages	sad	wow
0	0	2017-10-07 16:26:00	0	4	0	#GuíadelDinero: ¿Cómo hacer el ejercicio de or...	0	0
1	1	2017-10-07 15:51:32	1	457	1	Fallece paracaidista dominicano tras accidente...	484	78
2	0	2017-10-07 15:42:27	2	33	0	Falleció en la madrugada jurista Domingo Porfi...	14	9
3	0	2017-10-07 15:35:00	0	74	1	Taiwán observa los contactos de China Popular ...	0	3
4	0	2017-10-07 15:10:01	0	10	0	La Policía admite que aún desconoce el “motivo...	0	1

	angry	dates	haha	like	love	messages	sad	wow	month
year
2009	147	147	147	147	147	147	147	147	147
2010	50	50	50	50	50	50	50	50	50
2011	141	141	141	141	141	141	141	141	141
2012	60	60	60	60	60	60	60	60	60
2013	299	299	299	299	299	299	299	299	299
2014	593	593	593	593	593	593	593	593	593
2015	304	304	304	304	304	304	304	304	304
2016	54	54	54	54	54	54	54	54	54
2017	797	797	797	797	797	797	797	797	797