{
  "cells": [
    {
      "metadata": {
        "collapsed": true
      },
      "cell_type": "markdown",
      "source": "<H1 align=\"center\"> Análisis de Twitter con Python y Spark: <br> <br> Evento Julian Assange / Ciudad de Londres Inglaterra </center></H1> <br> <br><br> \n\n<center> Roque Leal </center> \n<center>DataScience en Marketing</center> <br> \n\n## ABSTRACT\n\n<P1>Este Jupyter Notebook explora los conceptos de BigData y Consuming streaming Data para el análisis de las audiencias en redes sociales. Abordando estos conceptos se utilizan las herramientas de Apache Spark dentro del ambiente Python y consumiendo el Streaming API de Twitter a manera de conocer cuál es el comportamiento de la sociedad digital ante un evento especifico en una ciudad específica.<br> \n<br> En este caso se utilizará el evento de la detención del Sr. Julian Assange analizando específicamente la audiencia de la ciudad de Londres el día 11 de abril del 2019, a manera de obtener resultados que inviten a dar una percepción de este evento y los indicadores claves de esta tendencia.<br>\n<br>Resultados interesantes que otorgan una idea de las oportunidades que el análisis de los datos en Twitter brinda al momento de conocer y obtener métricas de la percepción de las audiencias; con potenciales usos para la activación de campañas, manejo de contenidos y pronosticar las interacciones posibles.\n </P1> <br> \n"
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "from pyspark import SparkContext, SparkConf",
      "execution_count": 52,
      "outputs": []
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "conf = SparkConf().setAppName('pyspark')",
      "execution_count": 2,
      "outputs": []
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "sc = SparkContext(conf=conf)",
      "execution_count": 3,
      "outputs": []
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "# General:\nimport sys\nimport tweepy           # para consumir el API de Twitter\nimport re\nimport math\nimport numpy as np\nsc",
      "execution_count": 5,
      "outputs": [
        {
          "output_type": "execute_result",
          "execution_count": 5,
          "data": {
            "text/html": "\n        <div>\n            <p><b>SparkContext</b></p>\n\n            <p><a href=\"http://10.36.43.52:4040\">Spark UI</a></p>\n\n            <dl>\n              <dt>Version</dt>\n                <dd><code>v2.4.1</code></dd>\n              <dt>Master</dt>\n                <dd><code>local[*]</code></dd>\n              <dt>AppName</dt>\n                <dd><code>pyspark</code></dd>\n            </dl>\n        </div>\n        ",
            "text/plain": "<SparkContext master=local[*] appName=pyspark>"
          },
          "metadata": {}
        }
      ]
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "# para plotear y visualizar\nfrom IPython.display import display\nimport matplotlib.pyplot as plt\nfrom pyspark.sql.types import *\nfrom pyspark.sql import *\nfrom pyspark.sql.functions import lit\nfrom pyspark.sql import functions as func\nfrom pyspark.sql.functions  import col\nfrom pyspark.sql.types import IntegerType\nfrom pyspark.sql.functions import desc\nfrom pyspark.sql.functions import bround\nfrom pyspark.sql import Row\nfrom dateutil import parser\nfrom pyspark.sql.types import *",
      "execution_count": 6,
      "outputs": [
        {
          "output_type": "stream",
          "text": "/home/nbuser/anaconda3_501/lib/python3.6/site-packages/matplotlib/font_manager.py:229: UserWarning: Matplotlib is building the font cache using fc-list. This may take a moment.\n  'Matplotlib is building the font cache using fc-list. '\n",
          "name": "stderr"
        }
      ]
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "# twitter credenciales:\nCONSUMER_KEY    = ''\nCONSUMER_SECRET = ''\n\nACCESS_TOKEN  = ''\nACCESS_SECRET = ''",
      "execution_count": 7,
      "outputs": []
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "def twitter():\n    # Autentificarse\n    auth = tweepy.OAuthHandler(CONSUMER_KEY, CONSUMER_SECRET)\n    auth.set_access_token(ACCESS_TOKEN, ACCESS_SECRET)\n\n    # Respuesta del API\n    api = tweepy.API(auth)\n    return api",
      "execution_count": 8,
      "outputs": []
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "spark = SparkSession(sc)",
      "execution_count": 9,
      "outputs": []
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "#Ingresar Ubicación basada en WOEID y encontrar los tweets mas populares\napi = twitter()\ntweet_pop = []\nplace = api.trends_place(id = 44418) #Londres\nfor location in place:\n    for trend in location[\"trends\"]:\n        tweet_pop.append(trend[\"name\"])\n        tweet_pop.append(trend[\"tweet_volume\"])\n\n# Encuentra los 5 tweets mas populares basado en el volumen de trafico        \npop_list_tweet = [tweet_pop[2*i:2*i+2] for i in range(0,math.ceil(len(tweet_pop)/2))]\npop_list_tweet = spark.createDataFrame(pop_list_tweet, [\"Tweet\", \"TweetVolume\"])\npop_list_tweet = pop_list_tweet.withColumn(\"Tweet\", pop_list_tweet[\"Tweet\"].cast(StringType())).withColumn(\"TweetVolume\", pop_list_tweet[\"TweetVolume\"].cast(IntegerType()))\npop_list_tweet = pop_list_tweet.sort(desc(\"TweetVolume\")).limit(5)\npopular = pop_list_tweet.select(col(\"Tweet\")).limit(1).collect()\nres={}\nfor i in popular:\n    res.update(i.asDict())\nmostPopular= res['Tweet']\nplt.title(\"Most Popular Tweets  \",fontsize = 40)\npop=pop_list_tweet.toPandas()\nax1 = plt.subplot(121, aspect='equal')\npop.plot(kind='pie', y = 'TweetVolume', ax=ax1, autopct='%1.1f%%', \n startangle=90, shadow=False, labels=pop['Tweet'], legend = False, fontsize= 35, radius=7)\n\n\n#Busca los twees mas populares y grafica\ntweets = api.search(q=mostPopular, count=1500)\nlists = []\nfor tweet in tweets[:1500]:\n    hashtags = tweet.entities.get('hashtags')\n    for hashtag in hashtags:\n            lists.append(hashtag['text'])\nprint(lists)",
      "execution_count": 41,
      "outputs": [
        {
          "output_type": "stream",
          "text": "['ProtectJulian', 'Assange', 'Assange', 'Assange', 'hackers', 'ÚLTIMAHORA', 'WITNESS', 'JulianAssange', 'DonnieDementia', 'Assange', 'Equateur', 'USA', 'LeninMorenon', 'PAG', 'Assange', 'Sickening', 'Assange', 'Assange', 'EdwardSnowden', 'Assange', 'Snowden', 'Sweden']\n",
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": "<Figure size 432x288 with 1 Axes>"
          },
          "metadata": {}
        }
      ]
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "#hacer un top de los hashtags mas populares para los tweets mas frecuentes\nrdd = sc.parallelize(lists)\nnew_row = Row(\"Hashtags\")\ndf = rdd.map(new_row).toDF()\ndf.show()\n\n#calcula su porcentaje \nfrom pyspark.sql.types import StructType\ntotal=df.count()\nresult=(df.groupBy('Hashtags').count()\n    .withColumn('Total',func.lit(total))\n    .withColumn('Percentage',(col('count')/col('Total') *100))\n    .withColumn('%',bround('Percentage',2))\n    .sort(desc('%'))\n    .limit(5)\n    )\n\n#plotear los hashtags mas populares\npdf1=result.toPandas()\npdf1.plot(kind='barh',x='Hashtags',y='%',colormap='winter_r')",
      "execution_count": 42,
      "outputs": [
        {
          "output_type": "stream",
          "text": "+--------------+\n|      Hashtags|\n+--------------+\n| ProtectJulian|\n|       Assange|\n|       Assange|\n|       Assange|\n|       hackers|\n|    ÚLTIMAHORA|\n|       WITNESS|\n| JulianAssange|\n|DonnieDementia|\n|       Assange|\n|      Equateur|\n|           USA|\n|  LeninMorenon|\n|           PAG|\n|       Assange|\n|     Sickening|\n|       Assange|\n|       Assange|\n| EdwardSnowden|\n|       Assange|\n+--------------+\nonly showing top 20 rows\n\n",
          "name": "stdout"
        },
        {
          "output_type": "execute_result",
          "execution_count": 42,
          "data": {
            "text/plain": "<matplotlib.axes._subplots.AxesSubplot at 0x7f066c8cafd0>"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": "<Figure size 432x288 with 1 Axes>"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "#Detallar los tweets mas populares (Tweet, Retweet, Likes, y fecha de creacion)\nlist_tweet = []\nfor tweet in tweets:\n    data = re.sub(r'\\w+:\\/{2}[\\d\\w-]+(\\.[\\d\\w-]+)*(?:(?:\\/[^\\s/]*))*', '', tweet.text).replace(\"\\n\",\"\")\n    list_tweet.append(data)\n    list_tweet.append(tweet.retweet_count)\n    list_tweet.append(tweet.favorite_count)\n    list_tweet.append(str(parser.parse(str(tweet.created_at))))\nlist_tweet = [list_tweet[4*i:4*i+4] for i in range(0,math.ceil(len(list_tweet)/4))]\ntweet_df = spark.createDataFrame(list_tweet, [\"Tweet\", \"Retweet\",\"Likes\",\"Created_At\"])\ntweet_df = tweet_df.withColumn(\"Retweet\", tweet_df[\"Retweet\"].cast(IntegerType())).withColumn(\"Likes\", tweet_df[\"Likes\"].cast(IntegerType())).withColumn(\"Created_At\", tweet_df[\"Created_At\"].cast(DateType()))\ntweet_df.show()",
      "execution_count": 43,
      "outputs": [
        {
          "output_type": "stream",
          "text": "+--------------------+-------+-----+----------+\n|               Tweet|Retweet|Likes|Created_At|\n+--------------------+-------+-----+----------+\n|RT @Lukewearechan...|     84|    0|2019-04-11|\n|@wikileaks Freedo...|      0|    0|2019-04-11|\n|RT @RamonFr773660...|     15|    0|2019-04-11|\n|RT @wikileaks: As...|   2576|    0|2019-04-11|\n|RT @jerome_corsi:...|    109|    0|2019-04-11|\n|RT @Erramun2014: ...|    172|    0|2019-04-11|\n|RT @Snowden: Juli...|   1880|    0|2019-04-11|\n|RT @atrupar: As r...|    922|    0|2019-04-11|\n|Julian Assange ex...|      0|    0|2019-04-11|\n|RT @SethAbramson:...|    733|    0|2019-04-11|\n|RT @Ruptly: BREAK...|   9569|    0|2019-04-11|\n|RT @TwitterMoment...|   1738|    0|2019-04-11|\n|Not sure what to ...|      0|    0|2019-04-11|\n|RT @JordanCharito...|     17|    0|2019-04-11|\n|RT @mitchellvii: ...|    128|    0|2019-04-11|\n|RT @DDavidVillama...|     56|    0|2019-04-11|\n|RT @ggreenwald: M...|    580|    0|2019-04-11|\n|RT @nntaleb: Toda...|   1001|    0|2019-04-11|\n|RT @ggreenwald: N...|   1121|    0|2019-04-11|\n|RT @tunykollmann:...|    658|    0|2019-04-11|\n+--------------------+-------+-----+----------+\nonly showing top 20 rows\n\n",
          "name": "stdout"
        }
      ]
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "#Visualizar un top de los tweets mas retuiteados\nmax_retweet = tweet_df.groupBy('Tweet').agg(func.sum(\"Retweet\").alias('Retweet'))\nmax_retweet = max_retweet.sort(desc('Retweet')).limit(5)\nmax_retweet.show()\nplt.title(\"Most Retweeted Tweets on \" + mostPopular,fontsize = 40)\npdf2=max_retweet.toPandas()\nax1 = plt.subplot(121, aspect='equal')\npdf2.plot(kind='pie', y = 'Retweet', ax=ax1, autopct='%1.1f%%', \n startangle=90, shadow=False, labels=pdf2['Tweet'], legend = False, fontsize= 46, radius=25)",
      "execution_count": 44,
      "outputs": [
        {
          "output_type": "stream",
          "text": "+--------------------+-------+\n|               Tweet|Retweet|\n+--------------------+-------+\n|RT @MashiRafael: ...|  25964|\n|RT @PrisonPlanet:...|  24602|\n|RT @Ruptly: BREAK...|   9569|\n|RT @wikileaks: As...|   4262|\n|RT @Snowden: The ...|   4220|\n+--------------------+-------+\n\n",
          "name": "stdout"
        },
        {
          "output_type": "execute_result",
          "execution_count": 44,
          "data": {
            "text/plain": "<matplotlib.axes._subplots.AxesSubplot at 0x7f066c909cf8>"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": "<Figure size 432x288 with 1 Axes>"
          },
          "metadata": {}
        }
      ]
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "#Visualizar la fecha de inicio de la tendencia\npopular_month=(tweet_df.groupBy('Created_At').count())\nmon_popular = popular_month.sort(desc('count')).show()",
      "execution_count": 45,
      "outputs": [
        {
          "output_type": "stream",
          "text": "+----------+-----+\n|Created_At|count|\n+----------+-----+\n|2019-04-11|   97|\n+----------+-----+\n\n",
          "name": "stdout"
        }
      ]
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "#alimentar el análisis de sentimiento con palabras positivas y negativas\npos = []\nwith open( r'positive.txt' , encoding = \"ISO-8859-1\") as file1:\n    for line in file1: \n        line = line.strip().lower() \n        pos.append(line)\n\n#negative words for sentimental analysis\nneg = []\nwith open(r'negative.txt' , encoding = \"ISO-8859-1\") as file2:\n    for line in file2: \n        line = line.strip().lower()\n        neg.append(line)",
      "execution_count": 46,
      "outputs": []
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "from pyspark.sql import SQLContext",
      "execution_count": 47,
      "outputs": []
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "sqlContext = SQLContext(sc)",
      "execution_count": 48,
      "outputs": []
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "#use los listados para ser comparados en un análisis de sentimientos\n#encuentre sentimientos negativos y positivos acerca del tendencia \nnewlist = []\nfor tweet in tweets:\n    data = re.sub(r'\\w+:\\/{2}[\\d\\w-]+(\\.[\\d\\w-]+)*(?:(?:\\/[^\\s/]*))*', '', tweet.text)\n    data =  re.findall(r'\\w+', data.lower())\n    newlist.append(data)\nwords = sc.parallelize(newlist)\nwords.take(100)\nwords_neg = words.map(lambda x : (x,1) if [i for i in x if i in neg] else (x,0))\nwords_pos = words.map(lambda x : (x,1) if [i for i in x if i in pos] else (x,0)) \nneg_percent = words_neg.map(lambda x :x[1]).collect()\nneg_percent = (sum(neg_percent))\nprint(neg_percent)\npos_percent = words_pos.map(lambda x :x[1]).collect()\npos_percent = (sum(pos_percent))\nprint(pos_percent)\n\n\n#plotear un porcentaje de los sentimentos \nfrom pyspark.sql import Row\nl = [('Positivo',pos_percent),('Negativo',neg_percent)]\nrdd = sc.parallelize(l)\nsentiment = rdd.map(lambda x: Row(Sentiments=x[0], Value=int(x[1])))\nsentiment = sqlContext.createDataFrame(sentiment)\npie=sentiment.toPandas()\nplt.title(\" Sentimental Analysis On \" +mostPopular,fontsize = 20)\nax1 = plt.subplot(121, aspect='equal')\npie.plot(kind='pie', y = 'Value', ax=ax1, autopct='%1.1f%%', \n startangle=90, shadow=False, labels=pie['Sentiments'], legend = False,fontsize= 20, radius=7)",
      "execution_count": 61,
      "outputs": [
        {
          "output_type": "stream",
          "text": "59\n26\n",
          "name": "stdout"
        },
        {
          "output_type": "execute_result",
          "execution_count": 61,
          "data": {
            "text/plain": "<matplotlib.axes._subplots.AxesSubplot at 0x7f0653e76668>"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": "<Figure size 432x288 with 1 Axes>"
          },
          "metadata": {}
        }
      ]
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "#Hacer un analisis de sentimiento usando Textblob\nfrom textblob import TextBlob\nimport re\ntxtblb=[]\nfor tweet in tweets:\n    data = re.sub(\"(@[A-Za-z0-9]+)|([^0-9A-Za-z \\t])|(\\w+:\\/\\/\\S+)\", \" \", tweet.text)\n    txtblb.append(data) \n    analysis = TextBlob(data)\n    if analysis.sentiment.polarity > 0:\n        txtblb.append('Positivo') \n    elif analysis.sentiment.polarity == 0:\n        txtblb.append('Negativo')\n    else:\n        txtblb.append('Neutral')\nsent_tweet = [txtblb[2*i:2*i+2] for i in range(0,math.ceil(len(txtblb)/2))]\nsent_tweet = spark.createDataFrame(sent_tweet, [\"Tweet\", \"SA\"])\nsent_tweet = sent_tweet.withColumn(\"Tweet\", sent_tweet[\"Tweet\"].cast(StringType())).withColumn(\"SA\", sent_tweet[\"SA\"].cast(StringType()))\nsent_tweet.show()\nsent_tweet = (sent_tweet.groupBy('SA').count())\nsent_tweet.show()\nsent_tweet_pdf=sent_tweet.toPandas()\nax1 = plt.subplot(121, aspect='equal')\nsent_tweet_pdf.plot(kind='pie', y = 'count', ax=ax1, autopct='%1.1f%%', \n startangle=90, shadow=False, labels=sent_tweet_pdf['SA'], legend = False, fontsize= 46, radius=25)",
      "execution_count": 50,
      "outputs": [
        {
          "output_type": "stream",
          "text": "+--------------------+--------+\n|               Tweet|      SA|\n+--------------------+--------+\n|RT    Wikileaks A...|Negativo|\n|  Freedom to Juli...|Negativo|\n|RT    Does Julian...|Negativo|\n|RT    Assange arr...| Neutral|\n|RT   corsi  Here ...|Negativo|\n|RT    Nunca podre...|Negativo|\n|RT    Julian Assa...|Negativo|\n|RT    As rumors o...|Negativo|\n|Julian Assange ex...| Neutral|\n|RT    Today is th...|Positivo|\n|RT    BREAKING   ...|Negativo|\n|RT    Wikileaks f...|Negativo|\n|Not sure what to ...|Positivo|\n|RT    TO BE CLEAR...| Neutral|\n|RT    This charge...|Negativo|\n|RT    There is a ...|Negativo|\n|RT    Many corpor...| Neutral|\n|RT    Today  they...|Negativo|\n|RT    No  Democra...|Negativo|\n|RT     Qu  verg e...|Negativo|\n+--------------------+--------+\nonly showing top 20 rows\n\n+--------+-----+\n|      SA|count|\n+--------+-----+\n|Negativo|   56|\n| Neutral|   18|\n|Positivo|   23|\n+--------+-----+\n\n",
          "name": "stdout"
        },
        {
          "output_type": "execute_result",
          "execution_count": 50,
          "data": {
            "text/plain": "<matplotlib.axes._subplots.AxesSubplot at 0x7f066c92ab38>"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": "<Figure size 432x288 with 1 Axes>"
          },
          "metadata": {}
        }
      ]
    }
  ],
  "metadata": {
    "kernelspec": {
      "name": "python36",
      "display_name": "Python 3.6",
      "language": "python"
    },
    "language_info": {
      "mimetype": "text/x-python",
      "nbconvert_exporter": "python",
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