From cc35a3b2b8792976f8803171b76fa2758f3010a2 Mon Sep 17 00:00:00 2001 From: AlenaD Date: Tue, 3 Jul 2018 14:12:25 -0700 Subject: [PATCH] combined 3 parts --- combined_3.ipynb | 823 +++++++++++++++++++++++++++++++++++++++++++++++ 1 file changed, 823 insertions(+) create mode 100644 combined_3.ipynb diff --git a/combined_3.ipynb b/combined_3.ipynb new file mode 100644 index 0000000..446baeb --- /dev/null +++ b/combined_3.ipynb @@ -0,0 +1,823 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Data Visualization Project: Media and Social Media Monitoring and Analytics." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Project Overview\n", + "\n", + "

Nowadays, advertisement departments and PR agencies are interested in the public response regarding their products. This is why companies such as Business Wire , NUVI, newsapi.aylien.com provide real-time social media and media monitoring and analytics.

\n", + "\n", + "

Our team decided to create a program that takes any user input as keywords, that they would like to analyze. Once a user provides a valid input, the program outputs graphs analyzing sentiment, location, timeline of tweet among other things. Besides, twitter API we also use News API to build graphs around user input to show media trends and tendencies.

\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Research Questions to Answer\n", + "\n", + " \n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Data Sources\n", + "Data sets are dynamic and come from twitter API (api.search) and News API (newsapi.org)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Project Steps:\n", + " \n", + "" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "#import dependencies\n", + "import requests\n", + "import tweepy\n", + "from config import consumer_key, consumer_secret, access_token, access_token_secret\n", + "import json\n", + "from config1 import key\n", + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "import math\n", + "from vaderSentiment.vaderSentiment import SentimentIntensityAnalyzer\n", + "analyzer = SentimentIntensityAnalyzer()\n", + "import seaborn as sns\n", + "import time\n", + "from wordcloud import WordCloud\n", + "import collections" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "# Setup Tweepy API Authentication\n", + "auth = tweepy.OAuthHandler(consumer_key, consumer_secret)\n", + "auth.set_access_token(access_token, access_token_secret)\n", + "api = tweepy.API(auth, parser=tweepy.parsers.JSONParser())" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "# Function to get tweets for searched term\n", + "#Text, location, dates, specified number of results\n", + "def SearchForData(search_term, nTweets):\n", + " maxTweets = 10000000 # Some arbitrary large number\n", + " public_tweets=[]\n", + " # Counter to keep track of the number of tweets retrieved\n", + " counter = 0\n", + " oldest_tweet = None\n", + " unique_ids = []\n", + " # Loop through 5 times (total of 500 tweets)\n", + " desiredTweets = []\n", + " while len(desiredTweets) < min(nTweets,maxTweets):\n", + " # Retrieve 100 most recent tweets -- specifying a max_id\n", + " public_tweets = api.search(search_term, count=100, result_type=\"recent\", max_id=oldest_tweet)\n", + "\n", + " for tweet in public_tweets['statuses']:\n", + " tweet_id = tweet[\"id\"]\n", + "\n", + " # Append tweet_id to ids list if it doesn't already exist\n", + " # This allows checking for duplicate tweets\n", + " if tweet_id not in unique_ids :\n", + " unique_ids.append(tweet_id)\n", + " desiredTweets.append(tweet)\n", + " \n", + " # Reassign the the oldest tweet (i.e. the max_id) subtract 1 so the previous oldest isn't included\n", + " oldest_tweet = tweet_id - 1\n", + " return desiredTweets\n", + "# Calling the function and searching a term \n", + "tweet=SearchForData('spaceX',100)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "['Tesla', 'Elon_Musk', 'Dragon', 'Dragon', 'Italy', 'Nile', 'Egypt', 'Spacex', 'ElonMusk', 'Falcon9', 'Teledyne', 'DLR', 'Dragon', 'Italy', 'Nile', 'Egypt', 'PAPELL', 'Überflieger', 'CRS15', 'FoxNews', 'Dragon', 'Dragon', 'Dragon', 'Canadarm2', 'Dragon', 'Dragon', 'Italy', 'Nile', 'Egypt', 'minister', 'mrbean', 'fash', 'gento', 'SpaceX', 'sex', 'RelationshipGoals', 'NASA', 'SpaceX', 'PAPELL', 'Überflieger', 'CRS15', 'EMHiveMind', 'Tesla', 'SpaceX', 'Startups', 'Falcon9', 'ENGvCOL', 'WorldCup', 'Mars2020', 'Google', 'entrepreneur', 'kindle', 'spaceforce', 'Dragon', 'Tech', 'Mars', 'SpaceX']\n", + "Tesla Elon_Musk Dragon Dragon Italy Nile Egypt Spacex ElonMusk Falcon9 Teledyne DLR Dragon Italy Nile Egypt PAPELL Überflieger CRS15 FoxNews Dragon Dragon Dragon Canadarm2 Dragon Dragon Italy Nile Egypt minister mrbean fash gento SpaceX sex RelationshipGoals NASA SpaceX PAPELL Überflieger CRS15 EMHiveMind Tesla SpaceX Startups Falcon9 ENGvCOL WorldCup Mars2020 Google entrepreneur kindle spaceforce Dragon Tech Mars SpaceX\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Getting all hashtags in a list\n", + "hashtags = []\n", + "text=''\n", + "for t in range(100):\n", + " for u in (tweet[t]['entities']['hashtags']):\n", + "# print(u)\n", + " hashtags.append(u['text'])\n", + " \n", + "print(hashtags)\n", + "# Assigning the list to a string variable since wordcloud needs it in a string variable and can'y use list\n", + "text=' '.join(hashtags)\n", + "print(text)\n", + "# Using WordCloud library to create a Wordcloud chart\n", + "wordcloud = WordCloud(background_color='white',max_words=len(text),max_font_size=40,relative_scaling=.15).generate(text)\n", + "\n", + "plt.figure(figsize=(7,10))\n", + "plt.imshow(wordcloud)\n", + "plt.axis('off')\n", + "plt.savefig('WordCloud.png',dpi=500)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[('Dragon', 9), ('SpaceX', 4), ('Italy', 3), ('Nile', 3), ('Egypt', 3)]\n", + "Top 5 associated hashtags to Spacex are : Dragon, SpaceX, Italy, Nile, Egypt\n" + ] + } + ], + "source": [ + "# Creating a function to get top 5 hashtags associated with searched term\n", + "from collections import defaultdict\n", + "def leaders(xs, top=10):\n", + " counts = defaultdict(int)\n", + " for x in xs:\n", + " counts[x] += 1\n", + " return sorted(counts.items(), reverse=True, key=lambda tup: tup[1])[:top]\n", + "print(leaders(hashtags, top=5))\n", + "# Printing summary of the chart\n", + "tophashes=[x[0] for x in leaders(hashtags, top=5)]\n", + "print(\"Top 5 associated hashtags to Spacex are :\",', '.join(tophashes))" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Average overall sentiment is 0.138\n", + "Sentiment of top 10 influential people is 0.275\n", + "Sentiment of top 10 retweeted tweets is 0.089\n", + "Top 10 influential people have more positive sentiments than general public about spacex\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "def getSentiments(target_term):\n", + " # Get 100 recent tweets and create lists of tweets, sentiments, followers and retweets\n", + " public_tweets = api.search(target_term, count=100, lang=\"en\", result_type=\"recent\")\n", + " tweets = []\n", + " sentiments = []\n", + " followers = []\n", + " retweets = []\n", + " for tweet in public_tweets['statuses']:\n", + " tweets.append(tweet['text'])\n", + " followers.append(tweet['user']['followers_count'])\n", + " retweets.append(tweet['retweet_count'])\n", + " result = analyzer.polarity_scores(tweet[\"text\"])\n", + " sentiments.append(result['compound'])\n", + " # Create a dataframe by combining all the lists \n", + " combined_df = pd.DataFrame({'Followers':followers,'Sentiments':sentiments, 'Retweets':retweets, 'Tweets':tweets})\n", + " \n", + " # Calculate average sentiment of top 10 users with most followers\n", + " top_10_followers = combined_df.nlargest(10, 'Followers')\n", + " top_10_followers_average = round(top_10_followers['Sentiments'].mean(),3)\n", + "\n", + " top_10_retweets = combined_df.nlargest(10, 'Retweets')\n", + " top_10_retweets_average = round(top_10_retweets['Sentiments'].mean(),3)\n", + "\n", + " overal_average = round(combined_df['Sentiments'].mean(),3)\n", + " \n", + " # Print analysis\n", + " print('Average overall sentiment is ' + str(overal_average))\n", + " print('Sentiment of top 10 influential people is '+str(top_10_followers_average))\n", + " print('Sentiment of top 10 retweeted tweets is '+str(top_10_retweets_average))\n", + "\n", + " if top_10_followers_average>overal_average:\n", + " print('Top 10 influential people have more positive sentiments than general public about '+target_term)\n", + " else:\n", + " print('General public has more positive sentiments than top 10 influential people about '+target_term)\n", + " \n", + " #Draw bar chart for sentiments\n", + " plt.figure(figsize= (15,10)) \n", + " titles = ['Influential Users','Retweeted Most','Overall average']\n", + " sent = [top_10_followers_average, top_10_retweets_average, overal_average]\n", + " plt.bar(titles, sent)\n", + "\n", + " plt.title(f\"Sentiment Analysis {time.strftime('%x %X')}\")\n", + " plt.ylabel(\"Tweet Polarity\")\n", + " plt.axhline(0, color = 'black')\n", + " plt.savefig(\"output_9_1.png\")\n", + " plt.ylim (-1.0,1.0)\n", + " plt.show()\n", + " \n", + " # Draw scatter chart for sentiments, number of followers and number of retweets \n", + " # Remove users with top 20 follower count to allow more meaningful visualization\n", + " combined_df1 = combined_df.nsmallest(80, 'Followers')\n", + " plt.figure(figsize= (15,10))\n", + " plt.scatter(combined_df1['Followers'], combined_df1['Sentiments'], color=\"lightskyblue\", edgecolor=\"black\"\n", + " , label=\"Number of retweets\", alpha=0.5, s=combined_df1['Retweets'], linewidths=1)\n", + " plt.title(f\"Sentiment Analysis based on Number of Followers {time.strftime('%x %X')}\")\n", + " plt.xlabel(\"Number of Followers\")\n", + " plt.ylabel(\"Tweet Polarity\")\n", + " #plt.ylim (-1.0,1.0)\n", + "\n", + " lgnd=plt.legend(loc=\"upper right\", title=\"Sentiment Analysis based on Number of Followers\", scatterpoints=1)\n", + " lgnd.legendHandles[0]._sizes = [50]\n", + " lgnd.legendHandles[0]._sizes = [50]\n", + " lgnd.legendHandles[0]._sizes = [50]\n", + " plt.savefig(\"output_8_1.png\")\n", + " plt.show()\n", + " \n", + " \n", + "\n", + "getSentiments('spacex')" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "def news_api_data(user_input):\n", + " '''takes an argument \"user_input\" as keywords to perform API calls to newsapi.org,\n", + " returns a DataFrame with news data\n", + " ''' \n", + " \n", + " #in case we have several words as user's input, we can mark words or phrases that must appear with a + symbol\n", + " user_input_list=user_input.split(\" \")\n", + " user_input_plus=\"\".join(f'+{k}' for k in user_input_list)\n", + " print(user_input_plus)\n", + "\n", + " url=\"https://newsapi.org/v2/everything\"\n", + " \n", + " #specify parameters for sample, i.e results come from the particular news resources\n", + " sparams={\n", + " 'apiKey': key,\n", + " 'q': user_input_plus,\n", + " 'language': 'en',\n", + " 'pageSize': 100,\n", + " 'from': '2017-06-01',\n", + " 'sortBy': 'publishedAt',\n", + " 'sources': 'abc-news, associated-press, bbc-news, breitbart-news, cbc-news, cbs-news, cnn, fox-news, daily-mail, independent, nbc-news, newsweek, new-york-magazine, reuters, time, the-globe-and-mail, the-telegraph, the-washington-times, usa-today'\n", + " }\n", + " \n", + " #make API request and retrieve totalResults value \n", + " responses=requests.get(url, params=sparams)\n", + " \n", + " st_code=responses.status_code \n", + " if st_code!=200: \n", + " print(f'API problem, code {responses.status_code}')\n", + " \n", + " news_info=responses.json()\n", + " sample_total=news_info['totalResults']\n", + " \n", + " #if response containes more than 10000 articles, retrive information for 10000.\n", + " #Otherwise API returns an error 419 - too many requests \n", + " if sample_total>10000:\n", + " sample_total=10000\n", + " print(f'The total number of results is {sample_total}')\n", + " \n", + " #calculate the nuber of pages to iterate through (numer of all results is diveded by 100 (i.e. records per page))\n", + " x=math.ceil(sample_total/100)\n", + " print(f'The number of pages is {x}')\n", + " \n", + " #create DataFrame for retrieved results\n", + " news_data=pd.DataFrame(columns=[\"published_at\",\"name\", \"author\", \"description\", \"url\",\"year_month\"])\n", + " index=0\n", + "\n", + " #iterate through each page and store results in the DataFrame\n", + " for page in range(1,x+1):\n", + " sparams['page']=page\n", + " responses=requests.get(url, params=sparams) \n", + " news_info=responses.json()\n", + " print(f'processing page {page} of {x}')\n", + " if 'articles' not in news_info:\n", + " print(f'skipping page {page} of {x}')\n", + " continue\n", + " for article in news_info['articles']:\n", + " news_data.loc[index,\"published_at\"]=article[\"publishedAt\"]\n", + " news_data.loc[index,\"name\"]=article[\"source\"][\"name\"]\n", + " news_data.loc[index,\"author\"]=article[\"author\"]\n", + " news_data.loc[index,\"description\"]=article[\"description\"]\n", + " news_data.loc[index,\"url\"]=article[\"url\"]\n", + " news_data.loc[index,\"year_month\"]=article[\"publishedAt\"][:7]\n", + " index+=1\n", + " \n", + " #clean the data from duplicate records \n", + " news_data.drop_duplicates(subset=['published_at','name','description'], keep='first', inplace=True)\n", + "\n", + " news_data.to_csv(\"report.csv\")\n", + " #news_data.info()\n", + " return news_data " + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "+spacex\n", + "The total number of results is 1989\n", + "The number of pages is 20\n", + "processing page 1 of 20\n", + "processing page 2 of 20\n", + "processing page 3 of 20\n", + "processing page 4 of 20\n", + "processing page 5 of 20\n", + "processing page 6 of 20\n", + "processing page 7 of 20\n", + "processing page 8 of 20\n", + "processing page 9 of 20\n", + "processing page 10 of 20\n", + "processing page 11 of 20\n", + "processing page 12 of 20\n", + "processing page 13 of 20\n", + "processing page 14 of 20\n", + "processing page 15 of 20\n", + "processing page 16 of 20\n", + "processing page 17 of 20\n", + "processing page 18 of 20\n", + "processing page 19 of 20\n", + "processing page 20 of 20\n" + ] + }, + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
published_atnameauthordescriptionurlyear_month
02018-07-03T15:00:27ZFox NewsChris CiacciaFox News China plans 'megarocket' that could o...http://www.foxnews.com/tech/2018/07/03/china-p...2018-07
12018-07-03T14:24:47ZAssociated PressBy BRENT ADDLEMAN, New Castle NewsNEW CASTLE, Pa. (AP) — Lt. Col. Andrew Morgan ...https://apnews.com/ebf4d54529874feb86b92c12c5b...2018-07
22018-07-02T22:01:39ZDaily Mailhttp://www.dailymail.co.uk/home/search.html?s=...China is working on a super-powerful rocket th...http://www.dailymail.co.uk/sciencetech/article...2018-07
32018-07-02T15:54:29ZAssociated PressBy WAYNE PARRY Associated PressLACEY TOWNSHIP, N.J. (AP) — Federal regulators...https://apnews.com/8710cbcd59c142779217a967dd2...2018-07
42018-07-02T15:33:58ZDaily Mailhttp://www.dailymail.co.uk/home/search.html?s=...SpaceX's capsule reached the station three day...http://www.dailymail.co.uk/sciencetech/article...2018-07
\n", + "
" + ], + "text/plain": [ + " published_at name \\\n", + "0 2018-07-03T15:00:27Z Fox News \n", + "1 2018-07-03T14:24:47Z Associated Press \n", + "2 2018-07-02T22:01:39Z Daily Mail \n", + "3 2018-07-02T15:54:29Z Associated Press \n", + "4 2018-07-02T15:33:58Z Daily Mail \n", + "\n", + " author \\\n", + "0 Chris Ciaccia \n", + "1 By BRENT ADDLEMAN, New Castle News \n", + "2 http://www.dailymail.co.uk/home/search.html?s=... \n", + "3 By WAYNE PARRY Associated Press \n", + "4 http://www.dailymail.co.uk/home/search.html?s=... \n", + "\n", + " description \\\n", + "0 Fox News China plans 'megarocket' that could o... \n", + "1 NEW CASTLE, Pa. (AP) — Lt. Col. Andrew Morgan ... \n", + "2 China is working on a super-powerful rocket th... \n", + "3 LACEY TOWNSHIP, N.J. (AP) — Federal regulators... \n", + "4 SpaceX's capsule reached the station three day... \n", + "\n", + " url year_month \n", + "0 http://www.foxnews.com/tech/2018/07/03/china-p... 2018-07 \n", + "1 https://apnews.com/ebf4d54529874feb86b92c12c5b... 2018-07 \n", + "2 http://www.dailymail.co.uk/sciencetech/article... 2018-07 \n", + "3 https://apnews.com/8710cbcd59c142779217a967dd2... 2018-07 \n", + "4 http://www.dailymail.co.uk/sciencetech/article... 2018-07 " + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "news_dat=news_api_data('spacex')\n", + "news_dat.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Based on the analysis of \"Overal Quantity of Articles per News Source\" chart, we can notice that Daily Mail published the maximum number of articles (610).\n", + "New York Magazine published the minimal quantity of articles (6) related to the given keywords.\n" + ] + } + ], + "source": [ + "def bar_news(news_data):\n", + " '''takes a DataFrame as an argument, \n", + " creates a bar chart \"Overal Quantity of Articles per News Source\"\n", + " ''' \n", + " #group data by News Sources names\n", + " group_news=news_data.groupby(\"name\")\n", + " group_count=group_news['published_at'].count().rename(\"count\")\n", + "\n", + " df_group_count=pd.DataFrame(group_count)\n", + " df_group_count.sort_values(by=['count'], inplace=True, ascending=False)\n", + " df_group_count.reset_index(inplace=True)\n", + " \n", + " #create a bar chart to show quantity of articles for each news source \n", + " group_name=df_group_count['name']\n", + " y_pos=np.arange(len(df_group_count['count']))\n", + " plt.figure(figsize=(10, 7))\n", + " plt.barh(y_pos, df_group_count['count'], tick_label=group_name, alpha=0.6, color=\"green\")\n", + " plt.title(f\"Overal Quantity of Articles per News Source, 09/01/17-{time.strftime('%x')}\")\n", + " plt.xlabel(\"Number of Articles\")\n", + " plt.savefig(\"news_bar_chart.png\", dpi=100, bbox_inches='tight')\n", + " plt.show()\n", + " \n", + " #add analysis for bar chart\n", + " q=len(df_group_count['count'])-1\n", + " name_min=df_group_count.iloc[q,0]\n", + " min_q=df_group_count.iloc[q,1]\n", + " \n", + " name_max=df_group_count.iloc[0,0]\n", + " max_q=df_group_count.iloc[0,1]\n", + " print(f'Based on the analysis of \"Overal Quantity of Articles per News Source\" chart, we can notice that {name_max} published the maximum number of articles ({max_q}).' ) \n", + " print(f'{name_min} published the minimal quantity of articles ({min_q}) related to the given keywords.')\n", + "bar_news(news_dat)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
year_monthnamedescriptionscore
02018-07Fox NewsFox News China plans 'megarocket' that could o...0.00
12018-07Associated PressNEW CASTLE, Pa. (AP) — Lt. Col. Andrew Morgan ...0.25
22018-07Daily MailChina is working on a super-powerful rocket th...0.13
32018-07Associated PressLACEY TOWNSHIP, N.J. (AP) — Federal regulators...0.00
42018-07Daily MailSpaceX's capsule reached the station three day...0.10
\n", + "
" + ], + "text/plain": [ + " year_month name \\\n", + "0 2018-07 Fox News \n", + "1 2018-07 Associated Press \n", + "2 2018-07 Daily Mail \n", + "3 2018-07 Associated Press \n", + "4 2018-07 Daily Mail \n", + "\n", + " description score \n", + "0 Fox News China plans 'megarocket' that could o... 0.00 \n", + "1 NEW CASTLE, Pa. (AP) — Lt. Col. Andrew Morgan ... 0.25 \n", + "2 China is working on a super-powerful rocket th... 0.13 \n", + "3 LACEY TOWNSHIP, N.J. (AP) — Federal regulators... 0.00 \n", + "4 SpaceX's capsule reached the station three day... 0.10 " + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "def compound_score_data(news_data):\n", + " '''takes a DataFrame as an argument and calculates compound scores for articles description,\n", + " returns a new DataFrame\n", + " '''\n", + " news_data_new=news_data.loc[:,['year_month', 'name', 'description']]\n", + " for index, row in news_data_new.iterrows():\n", + " text=news_data_new.loc[index,\"description\"]\n", + " if text:\n", + " results = analyzer.polarity_scores(text)\n", + " news_data_new.loc[index,\"score\"]=round(results[\"compound\"],2)\n", + " else:\n", + " news_data_new.drop(index, inplace=True)\n", + " return(news_data_new)\n", + "compound_df=compound_score_data(news_dat)\n", + "compound_df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "def count_articles_heat_map(news_data): \n", + " '''takes a DataFrame as an argument,\n", + " creates a heatmap chart \"Number of Articles per Month\"\n", + " Since some news sources didn't publish articles on particular months,\n", + " using pd.pivot_table gives us a 2D Series where missing values are replaced with NaN.\n", + " '''\n", + " d_matrix = pd.pivot_table(news_data, \"url\", index=[\"name\"], columns=[\"year_month\"], aggfunc='count') \n", + " d_matrix.head(20)\n", + " fig = plt.figure(figsize=(12,12))\n", + " cm = sns.heatmap(d_matrix, cmap='YlGnBu', annot=True, fmt='g')\n", + " cm.set_title(f\"Number of Articles per Month, 09/01/17-{time.strftime('%x')}\")\n", + " plt.savefig(\"count_values_heat_map.png\", dpi=100)\n", + " plt.show()\n", + "count_articles_heat_map(news_dat)" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "def compound_scores_heat_map(news_data_new):\n", + " '''takes a DataFrame with compound scores as an argument,\n", + " creates a heatmap chart for average compound scores.\n", + " Since some news sources didn't publish articles on particular months,\n", + " using pd.pivot_table gives us a 2D Series where missing values are replaced with NaN.\n", + " '''\n", + " c_matrix = pd.pivot_table(news_data_new, \"score\", index=[\"name\"], columns=[\"year_month\"], aggfunc=np.mean) \n", + " c_matrix=c_matrix.round(2)\n", + " \n", + " #create a heatmap chart of the average compound scores\n", + " fig = plt.figure(figsize=(12,12))\n", + " hm = sns.heatmap(c_matrix, cmap='RdYlGn', annot=True)\n", + " hm.set_title(f\"Heatmap of Avg. Compound Scores, 09/01/17-{time.strftime('%x')}\")\n", + " plt.savefig(\"compound_scores_heat_map.png\", dpi=100)\n", + " plt.show()\n", + "compound_scores_heat_map(compound_df)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.6.4" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +}