From 772e3fb93a2fc5f39f1ae147727a62e22485e4e3 Mon Sep 17 00:00:00 2001 From: zen-gineer Date: Tue, 3 Jul 2018 19:41:15 -0700 Subject: [PATCH 1/2] figs --- combined_3_new.ipynb | 829 +++++++++++++++++++++++++++++++++++++++++++ 1 file changed, 829 insertions(+) create mode 100644 combined_3_new.ipynb diff --git a/combined_3_new.ipynb b/combined_3_new.ipynb new file mode 100644 index 0000000..30748db --- /dev/null +++ b/combined_3_new.ipynb @@ -0,0 +1,829 @@ +{ + "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": "markdown", + "metadata": {}, + "source": [ + "### Next 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": [ + "['patrickmoore', 'neilarmstrong', 'Spacex', 'Mars', 'Mars', 'VR', 'space', 'Dragon', 'CRS15', 'Canadarm2', 'ISS', 'AI', 'Dragon', 'Dragon', 'CRS15', 'Canadarm2', 'ISS', 'patrickmoore', 'neilarmstrong', 'ExperiencePays', 'patrickmoore', 'neilarmstrong', 'ECOSTRESS', 'SpaceX', 'Dragon', 'CRS15', 'Canadarm2', 'ISS', 'ElonMusk', 'SpaceX', 'Dragon', 'ECOSTRESS', 'SpaceX', 'ENGCOL', 'fashionfriday', 'goals', 'SpaceX', 'womeninstem', 'Dragon', 'Dragon', 'CRS15', 'Canadarm2', 'ISS']\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.title(\"Word Cloud of Hashtags\")\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', 7), ('CRS15', 4), ('Canadarm2', 4), ('ISS', 4), ('SpaceX', 4)]\n", + "Top 5 associated hashtags to Spacex are : Dragon, CRS15, Canadarm2, ISS, SpaceX\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 0.063\n", + "Sentiment of top 10 influential people is 0.057\n", + "Sentiment of top 10 retweeted tweets is 0.059\n", + "General public has more positive sentiments than top 10 influential people about spacex\n" + ] + }, + { + "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": [ + "
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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": [ + { + 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+ "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": [ + "
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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
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" + ], + "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": [] + } + ], + "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 +} From 74037162a5b9ceb79b940315e340a726f7b8a95f Mon Sep 17 00:00:00 2001 From: zen-gineer Date: Wed, 4 Jul 2018 18:41:09 -0700 Subject: [PATCH 2/2] asdf --- FinalNotebook.ipynb | 2988 +++++++++++++++++-------------------------- 1 file changed, 1201 insertions(+), 1787 deletions(-) diff --git a/FinalNotebook.ipynb b/FinalNotebook.ipynb index 0570b9e..4d0d8e5 100644 --- a/FinalNotebook.ipynb +++ b/FinalNotebook.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 98, + "execution_count": 232, "metadata": {}, "outputs": [], "source": [ @@ -43,7 +43,7 @@ "from apikeys import twitterAccessTokenSecret as access_token_secret\n", "from apikeys import twitterConsumerKey as consumer_key\n", "from apikeys import twitterConsumerSecretKey as consumer_secret\n", - "key = 'f82cbd3246ce4e0cbea21492a3d25188'\n", + "key = 'f5e52898b15f4752bafd78083f51113a'\n", "\n", "\n", "# Setup Tweepy API Authentication# Setup \n", @@ -54,7 +54,7 @@ }, { "cell_type": "code", - "execution_count": 119, + "execution_count": 288, "metadata": { "scrolled": true }, @@ -285,9 +285,9 @@ " \n", " \n", " #--- Add US Cities --- ---- ---- ---- ---- ---\n", - " cityCount = 100;nottheseones = 10\n", + " cityCount = 10;nottheseones = 0\n", " for index,row in UScities.iterrows():\n", - " if nottheseones<10:\n", + " if nottheseones<40:\n", " nottheseones+=1\n", " pass\n", " #-- location --- ----- --- ----\n", @@ -393,7 +393,7 @@ " 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.ylim (-1.0,1.0)\n", " plt.show()\n", " \n", " # Draw scatter chart for sentiments, number of followers and number of retweets \n", @@ -405,7 +405,7 @@ " 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", + " 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", @@ -525,48 +525,52 @@ " 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", + " #print(responses.json())\n", + " try:\n", + " sample_total=news_info['totalResults']\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", + " #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", - " #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", + " #calculate the nuber of pages to iterate through (numer of all results is diveded by 100 (i.e. records per page))\n", + " x=min(80, math.ceil(sample_total/100))\n", + " print(f'The number of pages is {x}')\n", "\n", - " news_data.to_csv(\"report.csv\")\n", - " #news_data.info()\n", - " bar_news( news_data)\n", - " compound_score_data(news_data)\n", - " count_articles_heat_map(news_data)\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", + " bar_news( news_data)\n", + " compound_score_data(news_data)\n", + " count_articles_heat_map(news_data)\n", + " except:\n", + " print('Query limit reached. Skipping news analysis')\n", " \n", "def getWordCloud(search_term):\n", " #searchfordata inputs: search_term, nTweets, cityCountry='',radius=100, numDays=1\n", @@ -595,84 +599,24 @@ }, { "cell_type": "code", - "execution_count": 121, + "execution_count": 291, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Average overall sentiment is 0.141\n", - "Sentiment of top 10 influential people is 0.032\n", - "Sentiment of top 10 retweeted tweets is 0.178\n", - "General public has more positive sentiments than top 10 influential people about spacex\n" - ] - }, - { - "data": { - "image/png": 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\n", 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\n", 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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", - " 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 \n" + "Average overall sentiment is 0.247\n", + "Sentiment of top 10 influential people is 0.222\n", + "Sentiment of top 10 retweeted tweets is 0.261\n", + "General public has more positive sentiments than top 10 influential people about fifa\n" ] }, { "data": { - "image/png": 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\n", 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AALiCljY0tLsvrqonJzk2yQ5JjuzuU6rq8CQndPfRSZ6b5LpJXl9VSfLF7n5QklsleXFVfT9TWH32iquNAgAAcAUt8xzBdPcxSY5ZMe2whcf3XWO5DyX56WXWBgAAMKqlBkEArri9D33r1i4Btnuff/YDt3YJAFvFMs8RBAAA4GpIEAQAABiMIAgAADAYQRAAAGAwgiAAAMBgBEEAAIDBCIIAAACDEQQBAAAGIwgCAAAMRhAEAAAYjCAIAAAwGEEQAABgMIIgAADAYARBAACAwQiCAAAAgxEEAQAABiMIAgAADEYQBAAAGIwgCAAAMBhBEAAAYDCCIAAAwGAEQQAAgMEIggAAAIMRBAEAAAYjCAIAAAxGEAQAABiMIAgAADAYQRAAAGAwgiAAAMBgBEEAAIDBCIIAAACDEQQBAAAGIwgCAAAMRhAEAAAYjCAIAAAwGEEQAABgMIIgAADAYARBAACAwQiCAAAAgxEEAQAABiMIAgAADEYQBAAAGIwgCAAAMBhBEAAAYDCCIAAAwGAEQQAAgMEIggAAAIMRBAEAAAaz49YuYHu396Fv3dolwHbv889+4NYuAQBgm6JHEAAAYDCCIAAAwGAEQQAAgMEIggAAAIMRBAEAAAYjCAIAAAxGEAQAABiMIAgAADAYQRAAAGAwgiAAAMBgBEEAAIDBCIIAAACDEQQBAAAGIwgCAAAMRhAEAAAYjCAIAAAwGEEQAABgMIIgAADAYARBAACAwQiCAAAAgxEEAQAABiMIAgAADEYQBAAAGIwgCAAAMBhBEAAAYDCCIAAAwGAEQQAAgMEIggAAAIMRBAEAAAYjCAIAAAxGEAQAABiMIAgAADAYQRAAAGAwgiAAAMBgBEEAAIDBCIIAAACDEQQBAAAGIwgCAAAMRhAEAAAYjCAIAAAwmKUGwao6oKpOrarTqurQVeY/pao+VVUnV9V/VNVNF+YdXFWfm38OXmadAAAAI1laEKyqHZK8IMkDktw6yaOq6tYrmn08yf7dfbskb0jynHnZXZM8M8ldktw5yTOrapdl1QoAADCSZfYI3jnJad19RndflOSoJAcuNujud3f3BfPT45LsOT++f5J3dve53X1ekncmOWCJtQIAAAxjmUFwjyRfWnh+5jxtLU9M8rbLs2xVHVJVJ1TVCWefffaVLBcAAGAMywyCtcq0XrVh1WOS7J/kuZdn2e5+SXfv393777777le4UAAAgJEsMwiemWSvhed7JjlrZaOqum+Spyd5UHd/9/IsCwAAwOW3zCB4fJJ9q2qfqrpmkkcmOXqxQVXdIcmLM4XAry7MOjbJ/apql/kiMfebpwEAAHAl7bisFXf3xVX15EwBbockR3b3KVV1eJITuvvoTENBr5vk9VWVJF/s7gd197lV9aeZwmSSHN7d5y6rVgAAgJEsLQgmSXcfk+SYFdMOW3h833WWPTLJkcurDgAAYExLvaE8AAAAVz+CIAAAwGAEQQAAgMEIggAAAIMRBAEAAAYjCAIAAAxGEAQAABiMIAgAADAYQRAAAGAwgiAAAMBgBEEAAIDBCIIAAACDEQQBAAAGIwgCAAAMRhAEAAAYjCAIAAAwGEEQAABgMIIgAADAYARBAACAwQiCAAAAgxEEAQAABiMIAgAADEYQBAAAGIwgCAAAMBhBEAAAYDCCIAAAwGAEQQAAgMEIggAAAIMRBAEAAAYjCAIAAAxGEAQAABiMIAgAADAYQRAAAGAwgiAAAMBgBEEAAIDBCIIAAACDEQQBAAAGIwgCAAAMRhAEAAAYjCAIAAAwGEEQAABgMIIgAADAYARBAACAwQiCAAAAgxEEAQAABiMIAgAADEYQBAAAGIwgCAAAMBhBEAAAYDCCIAAAwGAEQQAAgMEIggAAAIMRBAEAAAYjCAIAAAxGEAQAABiMIAgAADAYQRAAAGAwgiAAAMBgBEEAAIDBCIIAAACDEQQBAAAGIwgCAAAMRhAEAAAYjCAIAAAwGEEQAABgMIIgAADAYARBAACAwQiCAAAAgxEEAQAABiMIAgAADEYQBAAAGIwgCAAAMBhBEAAAYDCCIAAAwGAEQQAAgMEIggAAAIMRBAEAAAYjCAIAAAxGEAQAABiMIAgAADAYQRAAAGAwgiAAAMBgBEEAAIDBCIIAAACDEQQBAAAGIwgCAAAMZrNBsKqOqqr7V1VtiYIAAABYro30CL4syROSfLaq/qyqbr7ckgAAAFimzQbB7n57dz8iyZ2TfCXJu6vqfVX12KracekVAgAAcJXa0DmCVbVLkl9L8tgkJyd5cZKfT/L25ZUGAADAMmzkHMHXJflQkl2TPLS7H9jdr+ru30zyY5tZ9oCqOrWqTquqQ1eZf4+q+lhVXVxVB62Yd0lVnTT/HH35dgsAAIC1bGRo5/9N8s7u7k0TqmrH7r64u++w1kJVtUOSFyT5xSRnJjm+qo7u7k8tNPtikscneeoqq7iwu/fbQH0AAABcDhsZGvrsxRA4++gGlrtzktO6+4zuvijJUUkOXGzQ3Z/v7pOTfH9D1QIAAHClrdkjWFU3THLjJNeuqp9Osun2EddPcp0NrHuPJF9aeH5mkrtcjtp2qqoTklycKYz+6yo1HpLkkCS5yU1ucjlWDQAAMK71hoY+MNNtI/ZMcsTC9G8lecYG1r3afQdX9iyu5ybdfVZV3SzJu6rqk919+qVW1v2SJC9Jkv333//yrBsAAGBYawbB7n5pkpdW1cO7+3VXYN1nJtlr4fmeSc7a6MLdfdb8+4yqek+SOyQ5fd2FAAAA2Kz1hoY+qrtfk+TGVfW7K+d39/M3s+7jk+xbVfsk+e8kj8x0C4rNmm9XcUF3f7eqdkty1yTP2ciyAAAArG+9oaG7zL93uyIr7u6Lq+rJSY5NskOSI7v7lKo6PMkJ3X10Vd0pyZvmbf1KVT2ru2+T5FZJXlxV3890QZtnr7jaKAAAAFfQekNDj5hvAXH2Bnr/1lrHMUmOWTHtsIXHx2caMrpyuQ8l+ekrsk0AAADWt+7tI7r7kiQP2UK1AAAAsAVs5IbyH6iq52W6D+C3N02c7/8HAADANmYjQfCe8++fWZjWSe5x1ZcDAADAsm02CHb33bdEIQAAAGwZG+kRTFXdP8ltkuy0aVp3/8WyigIAAGB5NhsEq+qIJDtnGgr60iQPTXLckusCAABgSda9aujsbt39a0nO6e5nJLlLVrnlAwAAANuGjQTBC+ff36mqH0/ynSR7L60iAAAAlmoj5wi+rap2TvLXSU5KckmSVyy1KgAAAJZmI1cN/ZP54eur6i1Jrt3d5y61KgAAAJZmzSBYVQ9aZ166++jllAQAAMAyrdcj+LB15nUSQRAAAGAbtGYQ7O7HbslCAAAA2DI2e9XQqrpeVT2nqo6bf/6qqq63JYoDAADgqreR20ccmeR7SR43/1yU6cbyAAAAbIM2cvuIfbt78XzBZ1TVScsqCAAAgOXaSI/gd6rq5zY9qaqfzXRTeQAAALZBG+kR/K0kr6yqa83PL0ziQjIAAADbqI3cUP5jSW5TVbsmqe4+Z/llAQAAsCxrDg2tqjtV1YlV9fWqen+S3YVAAACAbd965wgekeSPk+wxP37eFqkIAACApVovCO7Q3W/r7m9392uS3HBLFQUAAMDyrHeO4M5V9aC1nnf30csrCwAAgGVZLwh+MMnD1njeSQRBAACAbdCaQbC73SICAABgO7SRG8oDAACwHREEAQAABrPZIFhVlxk+uto0AAAAtg0b6RH86AanAQAAsA1Ys2evqm6Y5MZJrl1VP52k5lnXT3KdLVAbAAAAS7DeEM8HJnlCkj2THLEw/ZtJnrHMogAAAFie9W4f8dIkL62qh3f367ZgTQAAACzRRs4RfE9Vvbiq3pIkVXXrqnr8cssCAABgWTYSBF+a5L1J9pqffy7JHyytIgAAAJZqI0Hwht396iTfT5Lu/l6SS5ZaFQAAAEuzkSD47araNUknSVXdKcm3lloVAAAAS7ORG8M/Ncmbk9ysqt6bZI8kBy21KgAAAJZms0Gwu0+oqnsnuVWmewl+qrsvWnplAAAALMVmh4ZW1bWTPCXJb3b3SUluUlUPWHplAAAALMVGzhE8cm53t/n5WUn+YmkVAQAAsFQbCYL7dvdfJPleknT3BZmGiAIAALAN2kgQvKiqdsoPrxq6TxLnCAIAAGyjNnLV0MOTvD3JnlX18iT3TPLEpVYFAADA0mzkqqFvr6oTk/x8piGhT+vury69MgAAAJZis0Gwql6a5H1J3t/dpy2/JAAAAJZpI+cIvibJPkn+sapOq6rXVtVvL7kuAAAAlmQjQ0PfUVX/nuRnktwnyW8nuWOSFyy5NgAAAJZgI0NDj01ygyTHJ3l/kp/t7rOWXRgAAADLsZGhoZ9NcnGSfZPcIsnNq+paS60KAACApdnI0NDfSZKqukGSxyV5ZZIbJrn2cksDAABgGdYMglW1Y3dfXFVPSnL3JHdK8uUkr8g0RBQAAIBt0Ho9gh/NdIGYXZIckeT47r5oi1QFAADA0qwXBCtJuvsvt1AtAAAAbAHrBcHdq+opa83s7r9dQj0AAAAs2XpBcIck183cMwgAAMD2Yb0g+OXuPnyLVQIAAMAWsd59BPUEAgAAbIfWC4L32WJVAAAAsMWsGQS7+9wtWQgAAABbxno9ggAAAGyHBEEAAIDBCIIAAACDEQQBAAAGIwgCAAAMRhAEAAAYjCAIAAAwGEEQAABgMIIgAADAYARBAACAwQiCAAAAgxEEAQAABiMIAgAADEYQBAAAGIwgCAAAMBhBEAAAYDCCIAAAwGAEQQAAgMEIggAAAIMRBAEAAAYjCAIAAAxGEAQAABiMIAgAADAYQRAAAGAwgiAAAMBgBEEAAIDBCIIAAACDEQQBAAAGIwgCAAAMRhAEAAAYjCAIAAAwmKUGwao6oKpOrarTqurQVebfo6o+VlUXV9VBK+YdXFWfm38OXmadAAAAI1laEKyqHZK8IMkDktw6yaOq6tYrmn0xyeOTvHrFsrsmeWaSuyS5c5JnVtUuy6oVAABgJMvsEbxzktO6+4zuvijJUUkOXGzQ3Z/v7pOTfH/FsvdP8s7uPre7z0vyziQHLLFWAACAYSwzCO6R5EsLz8+cp11ly1bVIVV1QlWdcPbZZ1/hQgEAAEayzCBYq0zrq3LZ7n5Jd+/f3fvvvvvul6s4AACAUS0zCJ6ZZK+F53smOWsLLAsAAMA6lhkEj0+yb1XtU1XXTPLIJEdvcNljk9yvqnaZLxJzv3kaAAAAV9LSgmB3X5zkyZkC3KeTvK67T6mqw6vqQUlSVXeqqjOTPCzJi6vqlHnZc5P8aaYweXySw+dpAAAAXEk7LnPl3X1MkmNWTDts4fHxmYZ9rrbskUmOXGZ9AAAAI1rqDeUBAAC4+hEEAQAABiMIAgAADEYQBAAAGIwgCAAAMBhBEAAAYDCCIAAAwGAEQQAAgMEIggAAAIMRBAEAAAYjCAIAAAxGEAQAABiMIAgAADAYQRAAAGAwgiAAAMBgBEEAAIDBCIIAAACDEQQBAAAGIwgCAAAMRhAEAAAYjCAIAAAwGEEQAABgMIIgAADAYARBAACAwQiCAAAAgxEEAQAABiMIAgAADEYQBAAAGIwgCAAAMBhBEAAAYDCCIAAAwGAEQQAAgMEIggAAAIMRBAEAAAYjCAIAAAxGEAQAABiMIAgAADAYQRAAAGAwgiAAAMBgBEEAAIDBCIIAAACDEQQBAAAGIwgCAAAMRhAEAAAYjCAIAAAwGEEQAABgMIIgAADAYARBAACAwQiCAAAAgxEEAQAABiMIAgAADEYQBAAAGIwgCAAAMBhBEAAAYDCCIAAAwGAEQQAAgMEIggAAAIMRBAEAAAYjCAIAAAxGEAQAABiMIAgAADAYQRAAAGAwgiAAAMBgBEEAAIDBCIIAAACDEQQBAAAGIwgCAAAMRhAEAAAYjCAIAAAwGEEQAABgMIIgAADAYARBAACAwQiCAAAAgxEEAQAABiMIAgAADEYQBAAAGIwgCAAAMBhBEAAAYDCCIAAAwGAEQQAAgMEIggAAAIMRBAEAAAYjCAIAAAxGEAQAABiMIAgAADAYQRAAAGAwgiAAAMBgBEEAAIDBCIIAAACDEQQBAAAGIwh/0GoxAAAPEElEQVQCAAAMZqlBsKoOqKpTq+q0qjp0lfnXqqrXzvM/UlV7z9P3rqoLq+qk+edFy6wTAABgJDsua8VVtUOSFyT5xSRnJjm+qo7u7k8tNHtikvO6++ZV9cgkf5XkEfO807t7v2XVBwAAMKpl9gjeOclp3X1Gd1+U5KgkB65oc2CSl8+P35DkPlVVS6wJAABgeMsMgnsk+dLC8zPnaau26e6Lk3wjyY/N8/apqo9X1Xur6u6rbaCqDqmqE6rqhLPPPvuqrR4AAGA7tcwguFrPXm+wzZeT3KS775DkKUleXVXXv0zD7pd09/7dvf/uu+9+pQsGAAAYwTKD4JlJ9lp4vmeSs9ZqU1U7JrlBknO7+7vdfU6SdPeJSU5Pcosl1goAADCMZQbB45PsW1X7VNU1kzwyydEr2hyd5OD58UFJ3tXdXVW7zxebSVXdLMm+Sc5YYq0AAADDWNpVQ7v74qp6cpJjk+yQ5MjuPqWqDk9yQncfneSfkryyqk5Lcm6msJgk90hyeFVdnOSSJE/q7nOXVSsAAMBIlhYEk6S7j0lyzIpphy08/k6Sh62y3L8k+Zdl1gYAADCqpd5QHgAAgKsfQRAAAGAwgiAAAMBgBEEAAIDBCIIAAACDEQQBAAAGIwgCAAAMRhAEAAAYjCAIAAAwGEEQAABgMIIgAADAYARBAACAwQiCAAAAgxEEAQAABiMIAgAADEYQBAAAGIwgCAAAMBhBEAAAYDCCIAAAwGAEQQAAgMEIggAAAIMRBAEAAAYjCAIAAAxGEAQAABiMIAgAADAYQRAAAGAwgiAAAMBgBEEAAIDBCIIAAACDEQQBAAAGIwgCAAAMRhAEAAAYjCAIAAAwGEEQAABgMIIgAADAYARBAACAwQiCAAAAgxEEAQAABiMIAgAADEYQBAAAGIwgCAAAMBhBEAAAYDCCIAAAwGAEQQAAgMEIggAAAIMRBAEAAAYjCAIAAAxGEAQAABiMIAgAADAYQRAAAGAwgiAAAMBgBEEAAIDBCIIAAACDEQQBAAAGIwgCAAAMRhAEAAAYjCAIAAAwGEEQAABgMIIgAADAYARBAACAwQiCAAAAgxEEAQAABiMIAgAADEYQBAAAGIwgCAAAMBhBEAAAYDCCIAAAwGAEQQAAgMEIggAAAIMRBAEAAAYjCAIAAAxGEAQAABiMIAgAADAYQRAAAGAwgiAAAMBgBEEAAIDBCIIAAACDEQQBAAAGIwgCAAAMRhAEAAAYjCAIAAAwGEEQAABgMIIgAADAYARBAACAwQiCAAAAgxEEAQAABiMIAgAADEYQBAAAGIwgCAAAMBhBEAAAYDBLDYJVdUBVnVpVp1XVoavMv1ZVvXae/5Gq2nth3h/N00+tqvsvs04AAICRLC0IVtUOSV6Q5AFJbp3kUVV16xXNnpjkvO6+eZK/S/JX87K3TvLIJLdJckCSI+b1AQAAcCXtuMR13znJad19RpJU1VFJDkzyqYU2Byb5k/nxG5L8Q1XVPP2o7v5ukv+qqtPm9X14rY2deuqpude97nVV78OV9pUzztnaJcB2717HPXdrl7AUPj9g+Xx+AFfE9vDZscwguEeSLy08PzPJXdZq090XV9U3kvzYPP24FcvusXIDVXVIkkPmp+e/973vPfWqKZ3B7Zbka1u7CDbuvV/afBvYQnx+bGN8fnA14vNjG3I1/uy46UYbLjMI1irTeoNtNrJsuvslSV5y+UuDtVXVCd29/9auA9j2+PwAriifH2xpy7xYzJlJ9lp4vmeSs9ZqU1U7JrlBknM3uCwAAABXwDKD4PFJ9q2qfarqmpku/nL0ijZHJzl4fnxQknd1d8/THzlfVXSfJPsm+egSawUAABjG0oaGzuf8PTnJsUl2SHJkd59SVYcnOaG7j07yT0leOV8M5txMYTFzu9dlurDMxUl+u7svWVatsILhxsAV5fMDuKJ8frBF1dQBBwAAwCiWekN5AAAArn4EQQAAgMEIgmxxVXX+BtrcvapOqaqTqupWVfWfS6jjXlX18wvPn1RVj9vMMn9SVU9dZfrLquqgFdM2u5/A5VdVe1bVv1XV56rq9Kp63nxRsmVv9/z5997L+EwClquqLpmPK/6zqt5cVTtvpv3OVfVbS67p96rqOpdzmXtV1VvWmN5V9cSFaXeYp13m2GWD2/n5zbdkWyUIcnX16CR/3d37JblwSdu4V5IffMB194u6+xVL2tYVUlU7bO0a4OqkqirJG5P8a3fvm+QWSa6b5M+vgnUv8966V0hN/K2Gq8aF3b1fd98200UKf3sz7XdOstQgmOT3klyuILgZn0zyiIXnj0zyiSu4rntl4TiJ7Y8/Lmw18zdN76mqN1TVZ6rqVfNBz/+T5OFJDquqV61Y5vFV9Q8Lz99SVfeaH9+vqj5cVR+rqtdX1XXn6Z+vqmfN0z9ZVbesqr2TPCnJ78/fDt59sbevqv5XVR1fVZ+oqn+5vN/Wraj5xlX1voVvIe++gXoPq6oPJHlYVf1uVX2qqk6uqqOuaB2wnfiFJN/p7pcmyXxF6d9P8oSquk5VfaSqbrOp8fwZc8eq+tGqOnJ+X3+8qg6c5z9+fv+9Ock7quq6VfUfC58XB260sLWWraq/WuxVmD9r/mB+/LS5ppOr6lnztL2r6tNVdUSSjyXZq6peWFUn1DRS4lkL6/ql+fPzA1X1/E29BGvtL/ADH06yx6Ynq70Xkzw7yU/Of7+fW1VHVNWD5vZvqqoj58dPrKo/mx8/pqo+Oi/z4k1f6K72N7+qfjfJTyR5d1W9e6128/QDNr3Xkzxknf36YpKdqupGVVVJDkjytoX93K+qjpv3801Vtcs8/VLHGqsdJ125l5urI0GQre0Omb4Nu3WSmyW5a3f/30z3knxadz96Iyupqt2S/HGS+3b3zyQ5IclTFpp8bZ7+wiRP7e7PJ3lRkr+bvx18/4pVvrG779Tdt0/y6SRPzBX3a0mOnXs3b5/kpA3U+53uvlt3H5Xk0CR36O7bZfpQhpHdJsmJixO6+5uZDn5unuSoTF8kpapunOQnuvvEJE/PdK/aOyW5d5LnVtWPzqv4uSQHd/cvJPlOkl+d35f3TvI388HURqy17FG59Df0D0/y+qq6X6b75N45yX5J7lhV95jb/FSSV3T3Hbr7C0me3t37J7ldkntW1e2qaqckL07ygO6+W5LdF7ax3v7C0OZwdp/M97de5714aJLT5+OEpyV5X5JNgWiPTMcuSXK3JO+vqltleq/fdf6bf0mSR6/1N7+7n5/krCT37u57r9Vufq//Y5Jfmbf/45vZxTckeVim3ryPJfnuwrxXJPnf8zHFJ5M8c55+qWONDRwnsR242g2DYTgf7e4zk6SqTkqyd5IPXIH1/GymD+QPzsds18z0bd8mb5x/n5j1v0nb5Lbzt3s7Zxp2duxm2q92H5ZN045PcmRV/Uim4WwnVdU9N1Pvaxcen5zkVVX1r0n+dQO1w/assvr7bdP01yV5Z6aDm4cnef08/35JHlQ/PE9mpyQ3mR+/s7vPXVjPX8wHgd/PdLB3oyRf2WBtl1m2uz9eVTesqp/IFNbO6+4vzr0B90vy8Xn562Y6GP1iki9093EL6354VR2S6e/2jTN9flwjyRnd/V9zm9ckOWQz+/vpDewHbK+uvXCscWKmz4pker+s9V5c9P4kv1dVt850r+td5i+cfi7J7yY5OMkdkxw//22/dpKvZvPHKJus1e6WSf6ruz+XJFX1z/nhe301r8t0HHHLTJ8LPz8vd4MkO3f3e+d2L88PPyMdawxIEGRrW/yW6pJs/v/kxbl0T/ZO8+/KdDD3qM1sZyPbSJKXJXlwd3+iqh6faZz8es5JssumJ1W1a5KvJUl3v28+MHxgkldW1XOTnLeZer+98PiBSe6R5EFJnlFVt+nuizewD7A9OiXJQxcnVNX1k+yV6Zv7C6rqnKq6XaZv5n9jU7MkD+3uU1cse5dc+v326Exh7Y7d/b2q+nx++DmzOest+4YkB2X6Jn/TEO9K8pfd/eIVNe29WFNV7ZPkqUnu1N3nVdXL5vWu11O56v7C4C7s7v3mQPSWTOcIPj/rvxd/oLv/ex5KeUCm3sFdM33hdH53f2seAfDy7v6jFev5laz/N/8HTVdrV1X7ZfUvwFbV3V+pqu8l+cUk/282dp7fZY41Nro9tl2GhrKt+XyS/arqGlW1V6ZhHElyXJK7VtXNk6Smc4VusZl1fSvJ9daYd70kX5578TYyPPU9SR5RP7xy4eOTbBrvf9MkX+3uf0zyT0l+ZqP11nSRiL26+91J/jA/7KGEUf1HkuvUfIXfeYjX3yR5WXdfMLc5KtP75Qbd/cl52rFJfmfTMM+qusMa679Bpvfr96rq3kluejlqW2/ZozJdtOGgTKFwU01PWDgHaI+quuEq671+pmD4jaq6UZIHzNM/k+RmCweri8NPN7q/MJzu/kamHrynzn/n13ovrnac8OFMp7S8L1MP4VPn38n0+XTQpvdxVe06HwOs9zd/cRtrtftMkn2q6ifndpsLlElyWKYhoJes2O/zFs73e2yS965zrLHecRLbAT2CbGs+mOS/Mo1r/89MY9/T3WfPPXevqaprzW3/OMln11nXm5O8oaaLKPzOinnPSPKRJF+Yt7XuB2F3v6Wq7pjkxKq6JMnp+eH5fPdK8rT527nzkzzuctS7Q5J/nr+9rExj9b++Xi2wPevurqpfTXJEVT0j0xeaxyT5PwvN3pDkeUn+dGHanyb5+yQnz+Ho80l+eZVNvCrJm6vqhCQnZToA26g1l+3uU6rqekn+u7u/PE97x3xO0YfnvHZ+ksdkGrmwuM+fqKqPZ+oNPSPT52C6+8KaLkLz9qr6WpKPXoH9hSHNQ7Y/keSR3f3K1d6L3X16VX2wptvFvG0+T/D9Se7X3adV1Rcy9Qq+f17np6rqjzNdeOoaSb6X5Le7+7h1/ua/JMnbqurL83mCl2nX3Z+dh4a/dX6vfyDJbTezfx9aY9bBSV5U00Xwzkjy61njWKOmi2j94DjJeYLbn+recE8zAHA1UlXX7e7z57D3giSf6+6/29p1AXD1Z2goAGy7/td88YtTMg1NffFm2gNAEj2CAAAAw9EjCAAAMBhBEAAAYDCCIAAAwGAEQQAAgMEIggAAAIP5/wHLA5LPZQeCdgAAAABJRU5ErkJggg==\n", 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\n", 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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -693,14 +637,14 @@ "output_type": "stream", "text": [ "2018-07-03, : attempt 1, 100 tweets gathered.\n", - "Sample Tweet: RT @SpaceX: At Naval Air Facility El Centro in Southern California, SpaceX recently completed its 16th test of Crew Dragon’s parachute syst…\n" + "Sample Tweet: RT @FIFAWorldCup: A small consolation for Takashi Inui as #JPN exit the #WorldCup, but this stunner is in the running for @Hyundai_Global #…\n" ] }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -711,962 +655,199 @@ "output_type": "stream", "text": [ "New Jersey , Guttenberg : 40.7920454,-74.0037505,5mi\n", - "2018-07-03, New Jersey , Guttenberg: attempt 1, 13 tweets gathered.\n", - "2018-07-03, New Jersey , Guttenberg: attempt 2, 29 tweets gathered.\n", - "2018-07-02, New Jersey , Guttenberg: attempt 1, 45 tweets gathered.\n", - "2018-07-01, New Jersey , Guttenberg: attempt 1, 61 tweets gathered.\n", - "2018-06-30, New Jersey , Guttenberg: attempt 1, 76 tweets gathered.\n", - "2018-06-29, New Jersey , Guttenberg: attempt 1, 92 tweets gathered.\n", - "2018-06-28, New Jersey , Guttenberg: attempt 1, 107 tweets gathered.\n", - "Sample Tweet: RT @SPACEdotcom: SpaceX Launching Cargo Mission to Space Station Early Friday: Watch Live https://t.co/hheEDoMG5u https://t.co/UDgYUFR9Fq\n", + "2018-07-03, New Jersey , Guttenberg: attempt 1, 16 tweets gathered.\n", + "2018-07-03, New Jersey , Guttenberg: attempt 2, 32 tweets gathered.\n", + "2018-07-02, New Jersey , Guttenberg: attempt 1, 48 tweets gathered.\n", + "2018-07-01, New Jersey , Guttenberg: attempt 1, 64 tweets gathered.\n", + "2018-06-30, New Jersey , Guttenberg: attempt 1, 80 tweets gathered.\n", + "2018-06-29, New Jersey , Guttenberg: attempt 1, 96 tweets gathered.\n", + "2018-06-28, New Jersey , Guttenberg: attempt 1, 112 tweets gathered.\n", + "Sample Tweet: FIFA WORLD CUP 2018\n", + "FANFEST\n", + "Brazilians celebrate their victory over Mexico in Round 16. \n", + "Brazil 2- Mexico 0\n", + "Read mo… https://t.co/UnJiSu33YF\n", "\n", "\n", "New Jersey , Union City : 40.7795455,-74.02375119999999,5mi\n", - "2018-07-03, New Jersey , Union City: attempt 1, 13 tweets gathered.\n", - "2018-07-03, New Jersey , Union City: attempt 2, 29 tweets gathered.\n", - "2018-07-02, New Jersey , Union City: attempt 1, 45 tweets gathered.\n", - "2018-07-01, New Jersey , Union City: attempt 1, 61 tweets gathered.\n", - "2018-06-30, New Jersey , Union City: attempt 1, 76 tweets gathered.\n", - "2018-06-29, New Jersey , Union City: attempt 1, 92 tweets gathered.\n", - "2018-06-28, New Jersey , Union City: attempt 1, 107 tweets gathered.\n", - "Sample Tweet: RT @SPACEdotcom: SpaceX Launching Cargo Mission to Space Station Early Friday: Watch Live https://t.co/hheEDoMG5u https://t.co/UDgYUFR9Fq\n", + "2018-07-03, New Jersey , Union City: attempt 1, 16 tweets gathered.\n", + "2018-07-03, New Jersey , Union City: attempt 2, 32 tweets gathered.\n", + "2018-07-02, New Jersey , Union City: attempt 1, 48 tweets gathered.\n", + "2018-07-01, New Jersey , Union City: attempt 1, 64 tweets gathered.\n", + "2018-06-30, New Jersey , Union City: attempt 1, 80 tweets gathered.\n", + "2018-06-29, New Jersey , Union City: attempt 1, 96 tweets gathered.\n", + "2018-06-28, New Jersey , Union City: attempt 1, 112 tweets gathered.\n", + "Sample Tweet: FIFA WORLD CUP 2018\n", + "FANFEST\n", + "Brazilians celebrate their victory over Mexico in Round 16. \n", + "Brazil 2- Mexico 0\n", + "Read mo… https://t.co/UnJiSu33YF\n", "\n", "\n", "New Jersey , West New York : 40.7878788,-74.0143064,5mi\n", - "2018-07-03, New Jersey , West New York: attempt 1, 13 tweets gathered.\n", - "2018-07-03, New Jersey , West New York: attempt 2, 29 tweets gathered.\n", - "2018-07-02, New Jersey , West New York: attempt 1, 45 tweets gathered.\n", - "2018-07-01, New Jersey , West New York: attempt 1, 61 tweets gathered.\n", - "2018-06-30, New Jersey , West New York: attempt 1, 76 tweets gathered.\n", - "2018-06-29, New Jersey , West New York: attempt 1, 92 tweets gathered.\n", - "2018-06-28, New Jersey , West New York: attempt 1, 107 tweets gathered.\n", - "Sample Tweet: RT @SPACEdotcom: SpaceX Launching Cargo Mission to Space Station Early Friday: Watch Live https://t.co/hheEDoMG5u https://t.co/UDgYUFR9Fq\n", + "2018-07-03, New Jersey , West New York: attempt 1, 16 tweets gathered.\n", + "2018-07-03, New Jersey , West New York: attempt 2, 32 tweets gathered.\n", + "2018-07-02, New Jersey , West New York: attempt 1, 48 tweets gathered.\n", + "2018-07-01, New Jersey , West New York: attempt 1, 64 tweets gathered.\n", + "2018-06-30, New Jersey , West New York: attempt 1, 80 tweets gathered.\n", + "2018-06-29, New Jersey , West New York: attempt 1, 96 tweets gathered.\n", + "2018-06-28, New Jersey , West New York: attempt 1, 112 tweets gathered.\n", + "Sample Tweet: FIFA WORLD CUP 2018\n", + "FANFEST\n", + "Brazilians celebrate their victory over Mexico in Round 16. \n", + "Brazil 2- Mexico 0\n", + "Read mo… https://t.co/UnJiSu33YF\n", "\n", "\n", "New Jersey , Hoboken : 40.7439905,-74.0323626,5mi\n", - "2018-07-03, New Jersey , Hoboken: attempt 1, 13 tweets gathered.\n", - "2018-07-03, New Jersey , Hoboken: attempt 2, 29 tweets gathered.\n", - "2018-07-02, New Jersey , Hoboken: attempt 1, 45 tweets gathered.\n", - "2018-07-01, New Jersey , Hoboken: attempt 1, 61 tweets gathered.\n", - "2018-06-30, New Jersey , Hoboken: attempt 1, 76 tweets gathered.\n", - "2018-06-29, New Jersey , Hoboken: attempt 1, 92 tweets gathered.\n", - "2018-06-28, New Jersey , Hoboken: attempt 1, 107 tweets gathered.\n", - "Sample Tweet: RT @SPACEdotcom: SpaceX Launching Cargo Mission to Space Station Early Friday: Watch Live https://t.co/hheEDoMG5u https://t.co/UDgYUFR9Fq\n", + "2018-07-03, New Jersey , Hoboken: attempt 1, 16 tweets gathered.\n", + "2018-07-03, New Jersey , Hoboken: attempt 2, 32 tweets gathered.\n", + "2018-07-02, New Jersey , Hoboken: attempt 1, 48 tweets gathered.\n", + "2018-07-01, New Jersey , Hoboken: attempt 1, 64 tweets gathered.\n", + "2018-06-30, New Jersey , Hoboken: attempt 1, 80 tweets gathered.\n", + "2018-06-29, New Jersey , Hoboken: attempt 1, 96 tweets gathered.\n", + "2018-06-28, New Jersey , Hoboken: attempt 1, 112 tweets gathered.\n", + "Sample Tweet: FIFA WORLD CUP 2018\n", + "FANFEST\n", + "Brazilians celebrate their victory over Mexico in Round 16. \n", + "Brazil 2- Mexico 0\n", + "Read mo… https://t.co/UnJiSu33YF\n", "\n", "\n", "New York , Kaser : 41.1212068,-74.06708619999999,5mi\n", - "No tweets returned while searching for 'spacex' 0 2018-07-03\n", + "2018-07-03, New York , Kaser: attempt 1, 11 tweets gathered.\n", + "No tweets returned while searching for 'fifa' 11 2018-07-03\n", "\n", "\n", "New York , New York City : 40.7127753,-74.0059728,302.6mi\n", "2018-07-03, New York , New York City: attempt 1, 16 tweets gathered.\n", - "2018-07-03, New York , New York City: attempt 2, 29 tweets gathered.\n", - "2018-07-02, New York , New York City: attempt 1, 45 tweets gathered.\n", - "2018-07-01, New York , New York City: attempt 1, 61 tweets gathered.\n", - "2018-06-30, New York , New York City: attempt 1, 77 tweets gathered.\n", + "2018-07-03, New York , New York City: attempt 2, 32 tweets gathered.\n", + "2018-07-02, New York , New York City: attempt 1, 48 tweets gathered.\n", + "2018-07-01, New York , New York City: attempt 1, 64 tweets gathered.\n", + "2018-06-30, New York , New York City: attempt 1, 80 tweets gathered.\n", "2018-06-29, New York , New York City: attempt 1, 93 tweets gathered.\n", - "2018-06-28, New York , New York City: attempt 1, 108 tweets gathered.\n", - "Sample Tweet: The @SpaceX cargo craft safely docked with the @Space_Station today, delivering an experiment designed by Wellsvill… https://t.co/3X7GUEmBHC\n", + "2018-06-28, New York , New York City: attempt 1, 104 tweets gathered.\n", + "Sample Tweet: RT @_ia23: Son: Dad, why is my sister’s name Rose? \n", + "Me: Because your mom loves roses.\n", + "Son: What about me? \n", + "Me: It's a long story, FIFA Worl…\n", "\n", "\n", "New Jersey , Cliffside Park : 40.8214894,-73.9876388,5mi\n", - "2018-07-03, New Jersey , Cliffside Park: attempt 1, 16 tweets gathered.\n", - "2018-07-03, New Jersey , Cliffside Park: attempt 2, 32 tweets gathered.\n", - "2018-07-02, New Jersey , Cliffside Park: attempt 1, 48 tweets gathered.\n", - "2018-07-01, New Jersey , Cliffside Park: attempt 1, 64 tweets gathered.\n", - "2018-06-30, New Jersey , Cliffside Park: attempt 1, 80 tweets gathered.\n", - "2018-06-29, New Jersey , Cliffside Park: attempt 1, 96 tweets gathered.\n", - "2018-06-28, New Jersey , Cliffside Park: attempt 1, 112 tweets gathered.\n", - "Sample Tweet: RT @CNBC: SpaceX launched fresh space supplies for the crew of the International Space Station, including the A.I. robot bound for space, “…\n", + "2018-07-03, New Jersey , Cliffside Park: attempt 1, 15 tweets gathered.\n", + "2018-07-03, New Jersey , Cliffside Park: attempt 2, 30 tweets gathered.\n", + "2018-07-02, New Jersey , Cliffside Park: attempt 1, 46 tweets gathered.\n", + "2018-07-01, New Jersey , Cliffside Park: attempt 1, 59 tweets gathered.\n", + "2018-06-30, New Jersey , Cliffside Park: attempt 1, 67 tweets gathered.\n", + "2018-06-29, New Jersey , Cliffside Park: attempt 1, 78 tweets gathered.\n", + "2018-06-29, New Jersey , Cliffside Park: attempt 2, 92 tweets gathered.\n", + "2018-06-28, New Jersey , Cliffside Park: attempt 1, 107 tweets gathered.\n", + "Sample Tweet: @Castro1021 Thats a fifa goal dude\n", "\n", "\n", "New Jersey , East Newark : 40.7497019,-74.16363129999999,5mi\n", - "2018-07-03, New Jersey , East Newark: attempt 1, 9 tweets gathered.\n", - "No tweets returned while searching for 'spacex' 9 2018-07-03\n", + "2018-07-03, New Jersey , East Newark: attempt 1, 16 tweets gathered.\n", + "2018-07-03, New Jersey , East Newark: attempt 2, 32 tweets gathered.\n", + "2018-07-02, New Jersey , East Newark: attempt 1, 46 tweets gathered.\n", + "2018-07-01, New Jersey , East Newark: attempt 1, 62 tweets gathered.\n", + "2018-06-30, New Jersey , East Newark: attempt 1, 68 tweets gathered.\n", + "No tweets returned while searching for 'fifa' 68 2018-06-29\n", "\n", "\n", + "Encountered an error:Error OVER_QUERY_LIMIT\n", + "Query: https://maps.google.com/maps/api/geocode/json?address=California+%2C+Maywood&sensor=false&bounds=®ion=&language=&components=\n", + "Waiting 20 seconds and trying again.\n", + "Encountered an error:Error OVER_QUERY_LIMIT\n", + "Query: https://maps.google.com/maps/api/geocode/json?address=California+%2C+Maywood&sensor=false&bounds=®ion=&language=&components=\n", + "Waiting 20 seconds and trying again.\n", "California , Maywood : 33.9866807,-118.185349,5mi\n", - "2018-07-03, California , Maywood: attempt 1, 1 tweets gathered.\n", - "No tweets returned while searching for 'spacex' 1 2018-07-03\n", + "2018-07-03, California , Maywood: attempt 1, 14 tweets gathered.\n", + "2018-07-03, California , Maywood: attempt 2, 22 tweets gathered.\n", + "2018-07-02, California , Maywood: attempt 1, 37 tweets gathered.\n", + "2018-07-01, California , Maywood: attempt 1, 51 tweets gathered.\n", + "2018-06-30, California , Maywood: attempt 1, 67 tweets gathered.\n", + "2018-06-29, California , Maywood: attempt 1, 69 tweets gathered.\n", + "No tweets returned while searching for 'fifa' 69 2018-06-29\n", "\n", "\n", + "Encountered an error:Error OVER_QUERY_LIMIT\n", + "Query: https://maps.google.com/maps/api/geocode/json?address=New+Jersey+%2C+Passaic&sensor=false&bounds=®ion=&language=&components=\n", + "Waiting 20 seconds and trying again.\n", "New Jersey , Passaic : 40.8567662,-74.1284764,5mi\n", - "2018-07-03, New Jersey , Passaic: attempt 1, 1 tweets gathered.\n", - "No tweets returned while searching for 'spacex' 1 2018-07-03\n", + "2018-07-03, New Jersey , Passaic: attempt 1, 16 tweets gathered.\n", + "2018-07-03, New Jersey , Passaic: attempt 2, 32 tweets gathered.\n", + "No tweets returned while searching for 'fifa' 32 2018-07-02\n", "\n", "\n", "New York , Great Neck Plaza : 40.7867681,-73.7265202,5mi\n", - "No tweets returned while searching for 'spacex' 0 2018-07-03\n", - "\n", - "\n", - "Florida , North Bay Village : 25.8462074,-80.1539351,5mi\n", - "2018-07-03, Florida , North Bay Village: attempt 1, 8 tweets gathered.\n", - "No tweets returned while searching for 'spacex' 8 2018-07-03\n", - "\n", - "\n", - "California , Cudahy : 33.9605701,-118.1853486,5mi\n", - "2018-07-03, California , Cudahy: attempt 1, 2 tweets gathered.\n", - "No tweets returned while searching for 'spacex' 2 2018-07-03\n", - "\n", - "\n", - "Florida , Sunny Isles Beach : 25.9428707,-80.1233802,5mi\n", - "2018-07-03, Florida , Sunny Isles Beach: attempt 1, 13 tweets gathered.\n", - "No tweets returned while searching for 'spacex' 13 2018-07-03\n", - "\n", - "\n", - "California , Huntington Park : 33.9816812,-118.2250725,5mi\n", - "2018-07-03, California , Huntington Park: attempt 1, 14 tweets gathered.\n", - "2018-07-03, California , Huntington Park: attempt 2, 23 tweets gathered.\n", - "2018-07-02, California , Huntington Park: attempt 1, 33 tweets gathered.\n", - "2018-07-02, California , Huntington Park: attempt 2, 45 tweets gathered.\n", - "2018-07-01, California , Huntington Park: attempt 1, 58 tweets gathered.\n", - "2018-06-30, California , Huntington Park: attempt 1, 74 tweets gathered.\n", - "2018-06-29, California , Huntington Park: attempt 1, 87 tweets gathered.\n", - "2018-06-28, California , Huntington Park: attempt 1, 102 tweets gathered.\n", - "Sample Tweet: Here’s everything you need to know about the SpaceX Falcon Heavy rocket https://t.co/cngeUcUhhY\n", - "\n", + "2018-07-03, New York , Great Neck Plaza: attempt 1, 15 tweets gathered.\n", + "No tweets returned while searching for 'fifa' 15 2018-07-03\n", "\n", - "Massachusetts , Somerville : 42.3875968,-71.0994968,5mi\n", - "2018-07-03, Massachusetts , Somerville: attempt 1, 16 tweets gathered.\n", - "2018-07-03, Massachusetts , Somerville: attempt 2, 32 tweets gathered.\n", - "2018-07-02, Massachusetts , Somerville: attempt 1, 48 tweets gathered.\n", - "2018-07-01, Massachusetts , Somerville: attempt 1, 64 tweets gathered.\n", - "2018-06-30, Massachusetts , Somerville: attempt 1, 80 tweets gathered.\n", - "2018-06-29, Massachusetts , Somerville: attempt 1, 96 tweets gathered.\n", - "2018-06-28, Massachusetts , Somerville: attempt 1, 112 tweets gathered.\n", - "there was an error translating sample tweet: RT @ValaAfshar: U.S. technology companies founded by 1st and 2nd generation immigrants: 🇺🇸\n", - "\n", - "Apple\n", - "Google\n", - "Amazon\n", - "Facebook\n", - "Oracle\n", - "IBM\n", - "Uber\n", - "Ai…\n", - "\n", - "\n", - "California , West Hollywood : 34.0900091,-118.3617443,5mi\n", - "2018-07-03, California , West Hollywood: attempt 1, 15 tweets gathered.\n", - "2018-07-03, California , West Hollywood: attempt 2, 31 tweets gathered.\n", - "2018-07-02, California , West Hollywood: attempt 1, 47 tweets gathered.\n", - "2018-07-01, California , West Hollywood: attempt 1, 57 tweets gathered.\n", - "No tweets returned while searching for 'spacex' 57 2018-06-30\n", - "\n", - "\n", - "New Jersey , Irvington[b] : 40.737706,-74.214479,5mi\n", - "2018-07-03, New Jersey , Irvington[b]: attempt 1, 6 tweets gathered.\n", - "No tweets returned while searching for 'spacex' 6 2018-07-03\n", - "\n", - "\n", - "Kentucky , Poplar Hills : 38.1775695,-85.6930163,5mi\n", - "No tweets returned while searching for 'spacex' 0 2018-07-03\n", - "\n", - "\n", - "New Jersey , Paterson : 40.9167654,-74.17181099999999,8.44mi\n", - "2018-07-03, New Jersey , Paterson: attempt 1, 5 tweets gathered.\n", - "No tweets returned while searching for 'spacex' 5 2018-07-03\n", - "\n", - "\n", - "California , San Francisco : 37.7749295,-122.4194155,46.69mi\n", - "2018-07-03, California , San Francisco: attempt 1, 16 tweets gathered.\n", - "2018-07-03, California , San Francisco: attempt 2, 32 tweets gathered.\n", - "2018-07-02, California , San Francisco: attempt 1, 48 tweets gathered.\n" + "\n" ] }, { - "name": "stdout", + "name": "stderr", "output_type": "stream", "text": [ - "2018-07-01, California , San Francisco: attempt 1, 64 tweets gathered.\n", - "2018-06-30, California , San Francisco: attempt 1, 80 tweets gathered.\n", - "2018-06-29, California , San Francisco: attempt 1, 96 tweets gathered.\n", - "2018-06-28, California , San Francisco: attempt 1, 112 tweets gathered.\n", - "Sample Tweet: So that the astronauts do not fall asleep\n", - "https://t.co/84DDUS3ToW\n", - "\n", - "\n", - "Florida , Sweetwater : 25.7634334,-80.3731086,5mi\n", - "2018-07-03, Florida , Sweetwater: attempt 1, 2 tweets gathered.\n", - "No tweets returned while searching for 'spacex' 2 2018-07-03\n", - "\n", - "\n", - "California , Bell Gardens : 33.9652918,-118.1514588,5mi\n", - "2018-07-03, California , Bell Gardens: attempt 1, 1 tweets gathered.\n", - "No tweets returned while searching for 'spacex' 1 2018-07-03\n", - "\n", - "\n", - "Pennsylvania , Millbourne : 39.9634461,-75.2501821,5mi\n", - "2018-07-03, Pennsylvania , Millbourne: attempt 1, 15 tweets gathered.\n", - "2018-07-03, Pennsylvania , Millbourne: attempt 2, 30 tweets gathered.\n", - "2018-07-02, Pennsylvania , Millbourne: attempt 1, 46 tweets gathered.\n", - "2018-07-01, Pennsylvania , Millbourne: attempt 1, 55 tweets gathered.\n", - "2018-06-30, Pennsylvania , Millbourne: attempt 1, 59 tweets gathered.\n", - "2018-06-30, Pennsylvania , Millbourne: attempt 2, 75 tweets gathered.\n", - "2018-06-29, Pennsylvania , Millbourne: attempt 1, 81 tweets gathered.\n", - "No tweets returned while searching for 'spacex' 81 2018-06-29\n", - "\n", - "\n", - "New Jersey , East Orange : 40.767323,-74.2048677,5mi\n", - "2018-07-03, New Jersey , East Orange: attempt 1, 5 tweets gathered.\n", - "No tweets returned while searching for 'spacex' 5 2018-07-03\n", - "\n", - "\n", - "Massachusetts , Cambridge : 42.3736158,-71.10973349999999,6.43mi\n", - "2018-07-03, Massachusetts , Cambridge: attempt 1, 16 tweets gathered.\n", - "2018-07-03, Massachusetts , Cambridge: attempt 2, 32 tweets gathered.\n", - "2018-07-02, Massachusetts , Cambridge: attempt 1, 48 tweets gathered.\n", - "2018-07-01, Massachusetts , Cambridge: attempt 1, 64 tweets gathered.\n", - "2018-06-30, Massachusetts , Cambridge: attempt 1, 80 tweets gathered.\n", - "2018-06-29, Massachusetts , Cambridge: attempt 1, 96 tweets gathered.\n", - "2018-06-28, Massachusetts , Cambridge: attempt 1, 112 tweets gathered.\n", - "there was an error translating sample tweet: RT @ValaAfshar: U.S. technology companies founded by 1st and 2nd generation immigrants: 🇺🇸\n", - "\n", - "Apple\n", - "Google\n", - "Amazon\n", - "Facebook\n", - "Oracle\n", - "IBM\n", - "Uber\n", - "Ai…\n", - "\n", - "\n", - "Rhode Island , Central Falls : 41.8906553,-71.3922785,5mi\n", - "2018-07-03, Rhode Island , Central Falls: attempt 1, 3 tweets gathered.\n", - "No tweets returned while searching for 'spacex' 3 2018-07-03\n", - "\n", - "\n", - "New Jersey , Jersey City : 40.72815749999999,-74.0776417,14.92mi\n", - "2018-07-03, New Jersey , Jersey City: attempt 1, 14 tweets gathered.\n", - "2018-07-03, New Jersey , Jersey City: attempt 2, 30 tweets gathered.\n", - "2018-07-02, New Jersey , Jersey City: attempt 1, 46 tweets gathered.\n", - "2018-07-01, New Jersey , Jersey City: attempt 1, 62 tweets gathered.\n", - "2018-06-30, New Jersey , Jersey City: attempt 1, 75 tweets gathered.\n", - "2018-06-29, New Jersey , Jersey City: attempt 1, 91 tweets gathered.\n", - "2018-06-28, New Jersey , Jersey City: attempt 1, 106 tweets gathered.\n", - "Sample Tweet: RT @SPACEdotcom: SpaceX Launching Cargo Mission to Space Station Early Friday: Watch Live https://t.co/hheEDoMG5u https://t.co/UDgYUFR9Fq\n", - "\n", - "\n", - "Massachusetts , Chelsea : 42.3917638,-71.0328284,5mi\n", - "2018-07-03, Massachusetts , Chelsea: attempt 1, 16 tweets gathered.\n", - "2018-07-03, Massachusetts , Chelsea: attempt 2, 32 tweets gathered.\n", - "2018-07-02, Massachusetts , Chelsea: attempt 1, 48 tweets gathered.\n", - "2018-07-01, Massachusetts , Chelsea: attempt 1, 64 tweets gathered.\n", - "2018-06-30, Massachusetts , Chelsea: attempt 1, 80 tweets gathered.\n", - "2018-06-29, Massachusetts , Chelsea: attempt 1, 96 tweets gathered.\n", - "2018-06-28, Massachusetts , Chelsea: attempt 1, 112 tweets gathered.\n", - "there was an error translating sample tweet: RT @ValaAfshar: U.S. technology companies founded by 1st and 2nd generation immigrants: 🇺🇸\n", - "\n", - "Apple\n", - "Google\n", - "Amazon\n", - "Facebook\n", - "Oracle\n", - "IBM\n", - "Uber\n", - "Ai…\n", - "\n", - "\n", - "California , Lawndale : 33.887237,-118.3525744,5mi\n", - "2018-07-03, California , Lawndale: attempt 1, 16 tweets gathered.\n", - "2018-07-03, California , Lawndale: attempt 2, 32 tweets gathered.\n", - "2018-07-02, California , Lawndale: attempt 1, 48 tweets gathered.\n", - "2018-07-01, California , Lawndale: attempt 1, 64 tweets gathered.\n", - "2018-06-30, California , Lawndale: attempt 1, 80 tweets gathered.\n", - "2018-06-29, California , Lawndale: attempt 1, 96 tweets gathered.\n", - "2018-06-28, California , Lawndale: attempt 1, 112 tweets gathered.\n", - "Sample Tweet: RT @SpaceX: At Naval Air Facility El Centro in Southern California, SpaceX recently completed its 16th test of Crew Dragon’s parachute syst…\n", - "\n", - "\n", - "New Jersey , Weehawken[b] : 40.7663711,-74.02537149999999,5mi\n", - "2018-07-03, New Jersey , Weehawken[b]: attempt 1, 13 tweets gathered.\n", - "2018-07-03, New Jersey , Weehawken[b]: attempt 2, 29 tweets gathered.\n", - "2018-07-02, New Jersey , Weehawken[b]: attempt 1, 45 tweets gathered.\n", - "2018-07-01, New Jersey , Weehawken[b]: attempt 1, 61 tweets gathered.\n", - "2018-06-30, New Jersey , Weehawken[b]: attempt 1, 76 tweets gathered.\n", - "2018-06-29, New Jersey , Weehawken[b]: attempt 1, 92 tweets gathered.\n", - "2018-06-28, New Jersey , Weehawken[b]: attempt 1, 107 tweets gathered.\n", - "Sample Tweet: RT @SPACEdotcom: SpaceX Launching Cargo Mission to Space Station Early Friday: Watch Live https://t.co/hheEDoMG5u https://t.co/UDgYUFR9Fq\n", - "\n", - "\n", - "New York , South Floral Park : 40.714269,-73.70013089999999,5mi\n", - "2018-07-03, New York , South Floral Park: attempt 1, 1 tweets gathered.\n", - "No tweets returned while searching for 'spacex' 1 2018-07-03\n", - "\n", - "\n", - "Could not convert geo. returning empty list\n", - "Could not convert geo. returning empty list\n", - "\n", - "\n", - "New Jersey , Fairview : 40.8126006,-73.999028,5mi\n", - "2018-07-03, New Jersey , Fairview: attempt 1, 13 tweets gathered.\n", - "2018-07-03, New Jersey , Fairview: attempt 2, 29 tweets gathered.\n", - "2018-07-02, New Jersey , Fairview: attempt 1, 45 tweets gathered.\n", - "2018-07-01, New Jersey , Fairview: attempt 1, 61 tweets gathered.\n", - "2018-06-30, New Jersey , Fairview: attempt 1, 76 tweets gathered.\n", - "2018-06-29, New Jersey , Fairview: attempt 1, 92 tweets gathered.\n", - "2018-06-28, New Jersey , Fairview: attempt 1, 107 tweets gathered.\n", - "Sample Tweet: RT @SPACEdotcom: SpaceX Launching Cargo Mission to Space Station Early Friday: Watch Live https://t.co/hheEDoMG5u https://t.co/UDgYUFR9Fq\n", - "New Jersey , Fairview : 40.8126006,-73.999028,5mi\n", - "2018-07-03, New Jersey , Fairview: attempt 1, 13 tweets gathered.\n", - "2018-07-03, New Jersey , Fairview: attempt 2, 29 tweets gathered.\n", - "2018-07-02, New Jersey , Fairview: attempt 1, 45 tweets gathered.\n", - "2018-07-01, New Jersey , Fairview: attempt 1, 61 tweets gathered.\n", - "2018-06-30, New Jersey , Fairview: attempt 1, 76 tweets gathered.\n", - "2018-06-29, New Jersey , Fairview: attempt 1, 92 tweets gathered.\n", - "2018-06-28, New Jersey , Fairview: attempt 1, 107 tweets gathered.\n", - "Sample Tweet: RT @SPACEdotcom: SpaceX Launching Cargo Mission to Space Station Early Friday: Watch Live https://t.co/hheEDoMG5u https://t.co/UDgYUFR9Fq\n", - "\n", - "\n", - "New York , Long Beach : 40.5884373,-73.65790799999999,5mi\n", - "2018-07-03, New York , Long Beach: attempt 1, 1 tweets gathered.\n", - "No tweets returned while searching for 'spacex' 1 2018-07-03\n", - "\n", - "\n", - "California , Hawaiian Gardens : 33.8314045,-118.0728424,5mi\n", - "2018-07-03, California , Hawaiian Gardens: attempt 1, 3 tweets gathered.\n", - "No tweets returned while searching for 'spacex' 3 2018-07-03\n", - "\n", - "\n", - "Illinois , Stone Park : 41.90558619999999,-87.88367319999999,5mi\n", - "No tweets returned while searching for 'spacex' 0 2018-07-03\n", - "\n", - "\n", - "New York , Hempstead : 40.7062128,-73.6187397,5mi\n", - "No tweets returned while searching for 'spacex' 0 2018-07-03\n", - "\n", - "\n", - "New Jersey , Orange[b] : 40.7505371,-74.2038635,5mi\n", - "2018-07-03, New Jersey , Orange[b]: attempt 1, 6 tweets gathered.\n", - "No tweets returned while searching for 'spacex' 6 2018-07-03\n", - "\n", - "\n", - "California , Bell : 33.9775142,-118.1870156,5mi\n", - "2018-07-03, California , Bell: attempt 1, 1 tweets gathered.\n", - "No tweets returned while searching for 'spacex' 1 2018-07-03\n", - "\n", + "/anaconda3/lib/python3.6/site-packages/numpy/core/fromnumeric.py:2957: RuntimeWarning: Mean of empty slice.\n", + " out=out, **kwargs)\n", + "/anaconda3/lib/python3.6/site-packages/numpy/core/_methods.py:80: RuntimeWarning: invalid value encountered in double_scalars\n", + " ret = ret.dtype.type(ret / rcount)\n", + "/anaconda3/lib/python3.6/site-packages/pandas/core/indexing.py:972: FutureWarning: \n", + "Passing list-likes to .loc or [] with any missing label will raise\n", + "KeyError in the future, you can use .reindex() as an alternative.\n", "\n", - "Illinois , Cicero : 41.8455877,-87.7539448,5.85mi\n", - "2018-07-03, Illinois , Cicero: attempt 1, 16 tweets gathered.\n", - "2018-07-03, Illinois , Cicero: attempt 2, 31 tweets gathered.\n", - "2018-07-02, Illinois , Cicero: attempt 1, 47 tweets gathered.\n", - "2018-07-01, Illinois , Cicero: attempt 1, 63 tweets gathered.\n" + "See the documentation here:\n", + "http://pandas.pydata.org/pandas-docs/stable/indexing.html#deprecate-loc-reindex-listlike\n", + " return self._getitem_nested_tuple(tup)\n" ] }, { - "name": "stdout", - "output_type": "stream", - "text": [ - "2018-06-30, Illinois , Cicero: attempt 1, 79 tweets gathered.\n", - "2018-06-29, Illinois , Cicero: attempt 1, 95 tweets gathered.\n", - "2018-06-28, Illinois , Cicero: attempt 1, 107 tweets gathered.\n", - "Sample Tweet: Namaste Technologies to Add Directors from Google, Seagram and SpaceX https://t.co/4IpWhzy5dr https://t.co/UqtaAEXpIf\n", - "\n", - "\n", - "California , Lynwood : 33.930293,-118.2114603,5mi\n", - "2018-07-03, California , Lynwood: attempt 1, 6 tweets gathered.\n", - "No tweets returned while searching for 'spacex' 6 2018-07-03\n", - "\n", - "\n", - "Florida , Bay Harbor Islands : 25.8875948,-80.1311564,5mi\n", - "2018-07-03, Florida , Bay Harbor Islands: attempt 1, 2 tweets gathered.\n", - "No tweets returned while searching for 'spacex' 2 2018-07-03\n", - "\n", - "\n", - "New Jersey , Palisades Park : 40.8481556,-73.99763899999999,5mi\n", - "2018-07-03, New Jersey , Palisades Park: attempt 1, 16 tweets gathered.\n", - "2018-07-03, New Jersey , Palisades Park: attempt 2, 32 tweets gathered.\n", - "2018-07-02, New Jersey , Palisades Park: attempt 1, 48 tweets gathered.\n", - "2018-07-01, New Jersey , Palisades Park: attempt 1, 64 tweets gathered.\n", - "2018-06-30, New Jersey , Palisades Park: attempt 1, 80 tweets gathered.\n", - "2018-06-29, New Jersey , Palisades Park: attempt 1, 96 tweets gathered.\n", - "2018-06-28, New Jersey , Palisades Park: attempt 1, 112 tweets gathered.\n", - "Sample Tweet: RT @CNBC: SpaceX launched fresh space supplies for the crew of the International Space Station, including the A.I. robot bound for space, “…\n", - "\n", - "\n", - "New Jersey , Fort Lee : 40.8509333,-73.9701381,5mi\n", - "2018-07-03, New Jersey , Fort Lee: attempt 1, 16 tweets gathered.\n", - "2018-07-03, New Jersey , Fort Lee: attempt 2, 32 tweets gathered.\n", - "2018-07-02, New Jersey , Fort Lee: attempt 1, 48 tweets gathered.\n", - "2018-07-01, New Jersey , Fort Lee: attempt 1, 64 tweets gathered.\n", - "2018-06-30, New Jersey , Fort Lee: attempt 1, 80 tweets gathered.\n", - "2018-06-29, New Jersey , Fort Lee: attempt 1, 96 tweets gathered.\n", - "2018-06-28, New Jersey , Fort Lee: attempt 1, 112 tweets gathered.\n", - "Sample Tweet: RT @CNBC: SpaceX launched fresh space supplies for the crew of the International Space Station, including the A.I. robot bound for space, “…\n", - "\n", - "\n", - "New Jersey , Garfield : 40.8814882,-74.113198,5mi\n", - "2018-07-03, New Jersey , Garfield: attempt 1, 1 tweets gathered.\n", - "No tweets returned while searching for 'spacex' 1 2018-07-03\n", - "\n", - "\n", - "California , Hawthorne : 33.9164032,-118.3525748,6.06mi\n", - "2018-07-03, California , Hawthorne: attempt 1, 16 tweets gathered.\n", - "2018-07-03, California , Hawthorne: attempt 2, 32 tweets gathered.\n", - "2018-07-02, California , Hawthorne: attempt 1, 48 tweets gathered.\n", - "2018-07-01, California , Hawthorne: attempt 1, 64 tweets gathered.\n", - "2018-06-30, California , Hawthorne: attempt 1, 80 tweets gathered.\n", - "2018-06-29, California , Hawthorne: attempt 1, 96 tweets gathered.\n", - "2018-06-28, California , Hawthorne: attempt 1, 112 tweets gathered.\n", - "Sample Tweet: RT @SpaceX: At Naval Air Facility El Centro in Southern California, SpaceX recently completed its 16th test of Crew Dragon’s parachute syst…\n", - "\n", - "\n", - "Illinois , Berwyn : 41.85058739999999,-87.7936685,5mi\n", - "2018-07-03, Illinois , Berwyn: attempt 1, 5 tweets gathered.\n", - "No tweets returned while searching for 'spacex' 5 2018-07-03\n", - "\n", - "\n", - "California , Daly City : 37.6879241,-122.4702079,7.56mi\n", - "2018-07-03, California , Daly City: attempt 1, 16 tweets gathered.\n", - "2018-07-03, California , Daly City: attempt 2, 32 tweets gathered.\n", - "2018-07-02, California , Daly City: attempt 1, 48 tweets gathered.\n", - "2018-07-01, California , Daly City: attempt 1, 64 tweets gathered.\n", - "2018-06-30, California , Daly City: attempt 1, 80 tweets gathered.\n", - "2018-06-29, California , Daly City: attempt 1, 95 tweets gathered.\n", - "2018-06-28, California , Daly City: attempt 1, 111 tweets gathered.\n", - "Sample Tweet: So that the astronauts do not fall asleep\n", - "https://t.co/84DDUS3ToW\n", - "\n", - "\n", - "Illinois , Elmwood Park : 41.9211423,-87.8092266,5mi\n", - "No tweets returned while searching for 'spacex' 0 2018-07-03\n", - "\n", - "\n", - "Massachusetts , Boston : 42.3600825,-71.0588801,48.43mi\n", - "2018-07-03, Massachusetts , Boston: attempt 1, 16 tweets gathered.\n", - "2018-07-03, Massachusetts , Boston: attempt 2, 32 tweets gathered.\n", - "2018-07-02, Massachusetts , Boston: attempt 1, 48 tweets gathered.\n", - "2018-07-01, Massachusetts , Boston: attempt 1, 64 tweets gathered.\n", - "2018-06-30, Massachusetts , Boston: attempt 1, 80 tweets gathered.\n", - "2018-06-29, Massachusetts , Boston: attempt 1, 96 tweets gathered.\n", - "2018-06-28, Massachusetts , Boston: attempt 1, 112 tweets gathered.\n", - "there was an error translating sample tweet: RT @ValaAfshar: U.S. technology companies founded by 1st and 2nd generation immigrants: 🇺🇸\n", - "\n", - "Apple\n", - "Google\n", - "Amazon\n", - "Facebook\n", - "Oracle\n", - "IBM\n", - "Uber\n", - "Ai…\n", - "\n", - "\n", - "Pennsylvania , Conshohocken : 40.0792766,-75.3015714,5mi\n", - "2018-07-03, Pennsylvania , Conshohocken: attempt 1, 2 tweets gathered.\n", - "No tweets returned while searching for 'spacex' 2 2018-07-03\n", - "\n", - "\n", - "California , South Gate : 33.954737,-118.2120161,7.37mi\n", - "2018-07-03, California , South Gate: attempt 1, 16 tweets gathered.\n", - "2018-07-03, California , South Gate: attempt 2, 32 tweets gathered.\n", - "2018-07-02, California , South Gate: attempt 1, 48 tweets gathered.\n", - "2018-07-01, California , South Gate: attempt 1, 64 tweets gathered.\n", - "2018-06-30, California , South Gate: attempt 1, 80 tweets gathered.\n", - "2018-06-29, California , South Gate: attempt 1, 96 tweets gathered.\n", - "2018-06-28, California , South Gate: attempt 1, 112 tweets gathered.\n", - "Sample Tweet: RT @SpaceX: At Naval Air Facility El Centro in Southern California, SpaceX recently completed its 16th test of Crew Dragon’s parachute syst…\n", - "\n", - "\n", - "New York , Manorhaven : 40.8431559,-73.71485299999999,5mi\n", - "No tweets returned while searching for 'spacex' 0 2018-07-03\n", - "\n", - "\n", - "Maryland , Mount Rainier : 38.9415,-76.9649751,5mi\n", - "2018-07-03, Maryland , Mount Rainier: attempt 1, 10 tweets gathered.\n", - "2018-07-03, Maryland , Mount Rainier: attempt 2, 15 tweets gathered.\n", - "2018-07-03, Maryland , Mount Rainier: attempt 3, 18 tweets gathered.\n", - "2018-07-02, Maryland , Mount Rainier: attempt 1, 34 tweets gathered.\n", - "2018-07-01, Maryland , Mount Rainier: attempt 1, 50 tweets gathered.\n", - "2018-06-30, Maryland , Mount Rainier: attempt 1, 66 tweets gathered.\n", - "2018-06-30, Maryland , Mount Rainier: attempt 2, 82 tweets gathered.\n", - "2018-06-29, Maryland , Mount Rainier: attempt 1, 98 tweets gathered.\n", - "2018-06-28, Maryland , Mount Rainier: attempt 1, 114 tweets gathered.\n", - "Sample Tweet: @Space_Station @Astro_Wakata @SpaceX @NASA @roscosmos @esaspaceflight @JAXA_en @csa_asc @northropgrumman… https://t.co/3ptsEzg678\n", - "\n", - "\n", - "California , Hermosa Beach : 33.8622366,-118.3995194,5mi\n", - "2018-07-03, California , Hermosa Beach: attempt 1, 16 tweets gathered.\n", - "2018-07-03, California , Hermosa Beach: attempt 2, 32 tweets gathered.\n", - "2018-07-02, California , Hermosa Beach: attempt 1, 48 tweets gathered.\n", - "2018-07-01, California , Hermosa Beach: attempt 1, 64 tweets gathered.\n", - "2018-06-30, California , Hermosa Beach: attempt 1, 80 tweets gathered.\n", - "2018-06-29, California , Hermosa Beach: attempt 1, 96 tweets gathered.\n", - "2018-06-28, California , Hermosa Beach: attempt 1, 112 tweets gathered.\n", - "Sample Tweet: RT @SpaceX: At Naval Air Facility El Centro in Southern California, SpaceX recently completed its 16th test of Crew Dragon’s parachute syst…\n", - "\n", - "\n", - "New Jersey , Woodlynne : 39.916311,-75.094695,5mi\n", - "2018-07-03, New Jersey , Woodlynne: attempt 1, 15 tweets gathered.\n", - "2018-07-03, New Jersey , Woodlynne: attempt 2, 30 tweets gathered.\n", - "2018-07-02, New Jersey , Woodlynne: attempt 1, 43 tweets gathered.\n", - "2018-07-01, New Jersey , Woodlynne: attempt 1, 55 tweets gathered.\n", - "Failed to send request: HTTPSConnectionPool(host='api.twitter.com', port=443): Max retries exceeded with url: /1.1/search/tweets.json?q=spacex&count=16.666666666666668&result_type=recent&max_id=1012303924177588223&geocode=39.916311%2C-75.094695%2C5mi&until=2018-06-30 (Caused by SSLError(SSLError(\"bad handshake: SysCallError(54, 'ECONNRESET')\",),)) Trying again after 1 minute.\n", - "2018-06-30, New Jersey , Woodlynne: attempt 1, 57 tweets gathered.\n", - "2018-06-30, New Jersey , Woodlynne: attempt 2, 70 tweets gathered.\n", - "2018-06-29, New Jersey , Woodlynne: attempt 1, 81 tweets gathered.\n", - "No tweets returned while searching for 'spacex' 81 2018-06-29\n", - "\n", - "\n", - "New York , Island Park : 40.6042705,-73.65540779999999,5mi\n", - "2018-07-03, New York , Island Park: attempt 1, 1 tweets gathered.\n" - ] + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ - "No tweets returned while searching for 'spacex' 1 2018-07-03\n", - "\n", - "\n", - "Could not convert geo. returning empty list\n", - "New York , New Square : 41.139466,-74.02854339999999,5mi\n", - "No tweets returned while searching for 'spacex' 0 2018-07-03\n", - "\n", - "\n", - "Pennsylvania , Pennsbury Village : 40.4281245,-80.1006113,5mi\n", - "No tweets returned while searching for 'spacex' 0 2018-07-03\n", - "\n", - "\n", - "Encountered an error:Error OVER_QUERY_LIMIT\n", - "Query: https://maps.google.com/maps/api/geocode/json?address=Pennsylvania+%2C+Darby&sensor=false&bounds=®ion=&language=&components=\n", - "Waiting 20 seconds and trying again.\n", - "Pennsylvania , Darby : 39.9184461,-75.2590721,5mi\n", - "No tweets returned while searching for 'spacex' 0 2018-07-03\n", - "\n", - "\n", - "Pennsylvania , Dormont : 40.3959026,-80.0331092,5mi\n", - "2018-07-03, Pennsylvania , Dormont: attempt 1, 16 tweets gathered.\n", - "2018-07-03, Pennsylvania , Dormont: attempt 2, 32 tweets gathered.\n", - "2018-07-02, Pennsylvania , Dormont: attempt 1, 38 tweets gathered.\n", - "No tweets returned while searching for 'spacex' 38 2018-07-01\n", - "\n", - "\n", - "Pennsylvania , East Lansdowne : 39.9456683,-75.2612943,5mi\n", - "2018-07-03, Pennsylvania , East Lansdowne: attempt 1, 15 tweets gathered.\n", - "2018-07-03, Pennsylvania , East Lansdowne: attempt 2, 30 tweets gathered.\n", - "2018-07-02, Pennsylvania , East Lansdowne: attempt 1, 46 tweets gathered.\n", - "2018-07-01, Pennsylvania , East Lansdowne: attempt 1, 55 tweets gathered.\n", - "2018-06-30, Pennsylvania , East Lansdowne: attempt 1, 59 tweets gathered.\n", - "2018-06-30, Pennsylvania , East Lansdowne: attempt 2, 75 tweets gathered.\n", - "2018-06-29, Pennsylvania , East Lansdowne: attempt 1, 81 tweets gathered.\n", - "No tweets returned while searching for 'spacex' 81 2018-06-29\n", - "\n", - "\n", - "California , Santa Ana : 33.7454725,-117.867653,27.14mi\n", - "2018-07-03, California , Santa Ana: attempt 1, 16 tweets gathered.\n", - "2018-07-03, California , Santa Ana: attempt 2, 32 tweets gathered.\n", - "2018-07-02, California , Santa Ana: attempt 1, 48 tweets gathered.\n", - "2018-07-01, California , Santa Ana: attempt 1, 64 tweets gathered.\n", - "2018-06-30, California , Santa Ana: attempt 1, 80 tweets gathered.\n", - "2018-06-29, California , Santa Ana: attempt 1, 96 tweets gathered.\n", - "2018-06-28, California , Santa Ana: attempt 1, 112 tweets gathered.\n", - "Sample Tweet: RT @SpaceX: At Naval Air Facility El Centro in Southern California, SpaceX recently completed its 16th test of Crew Dragon’s parachute syst…\n", - "\n", - "\n", - "California , Bellflower : 33.8816818,-118.1170117,6.07mi\n", - "2018-07-03, California , Bellflower: attempt 1, 5 tweets gathered.\n", - "No tweets returned while searching for 'spacex' 5 2018-07-03\n", - "\n", - "\n", - "California , Inglewood : 33.9616801,-118.3531311,9.14mi\n", - "2018-07-03, California , Inglewood: attempt 1, 16 tweets gathered.\n", - "2018-07-03, California , Inglewood: attempt 2, 32 tweets gathered.\n", - "2018-07-02, California , Inglewood: attempt 1, 48 tweets gathered.\n", - "2018-07-01, California , Inglewood: attempt 1, 64 tweets gathered.\n", - "2018-06-30, California , Inglewood: attempt 1, 80 tweets gathered.\n", - "2018-06-29, California , Inglewood: attempt 1, 96 tweets gathered.\n", - "2018-06-28, California , Inglewood: attempt 1, 112 tweets gathered.\n", - "Sample Tweet: RT @SpaceX: At Naval Air Facility El Centro in Southern California, SpaceX recently completed its 16th test of Crew Dragon’s parachute syst…\n", - "\n", - "\n", - "New Jersey , Edgewater : 40.8270448,-73.97569399999999,5mi\n", - "2018-07-03, New Jersey , Edgewater: attempt 1, 16 tweets gathered.\n", - "2018-07-03, New Jersey , Edgewater: attempt 2, 32 tweets gathered.\n", - "2018-07-02, New Jersey , Edgewater: attempt 1, 48 tweets gathered.\n", - "2018-07-01, New Jersey , Edgewater: attempt 1, 64 tweets gathered.\n", - "2018-06-30, New Jersey , Edgewater: attempt 1, 80 tweets gathered.\n", - "2018-06-29, New Jersey , Edgewater: attempt 1, 96 tweets gathered.\n", - "2018-06-28, New Jersey , Edgewater: attempt 1, 112 tweets gathered.\n", - "Sample Tweet: RT @CNBC: SpaceX launched fresh space supplies for the crew of the International Space Station, including the A.I. robot bound for space, “…\n", - "\n", - "\n", - "New York , Bellerose : 40.72437070000001,-73.71540139999999,5mi\n", - "2018-07-03, New York , Bellerose: attempt 1, 2 tweets gathered.\n", - "No tweets returned while searching for 'spacex' 2 2018-07-03\n", - "\n", - "\n", - "California , El Monte : 34.0686206,-118.0275667,9.55mi\n", - "2018-07-03, California , El Monte: attempt 1, 14 tweets gathered.\n", - "2018-07-03, California , El Monte: attempt 2, 23 tweets gathered.\n", - "2018-07-02, California , El Monte: attempt 1, 35 tweets gathered.\n", - "2018-07-01, California , El Monte: attempt 1, 48 tweets gathered.\n", - "2018-07-01, California , El Monte: attempt 2, 59 tweets gathered.\n", - "2018-06-30, California , El Monte: attempt 1, 75 tweets gathered.\n", - "2018-06-29, California , El Monte: attempt 1, 88 tweets gathered.\n", - "2018-06-28, California , El Monte: attempt 1, 103 tweets gathered.\n", - "Sample Tweet: Here’s everything you need to know about the SpaceX Falcon Heavy rocket https://t.co/cngeUcUhhY\n", - "\n", - "\n", - "New York , Spring Valley : 41.1131514,-74.0437521,5mi\n", - "No tweets returned while searching for 'spacex' 0 2018-07-03\n", - "\n", - "\n", - "New Jersey , Prospect Park : 40.9370428,-74.1743111,5mi\n", - "No tweets returned while searching for 'spacex' 0 2018-07-03\n", - "\n", - "\n", - "California , Stanton : 33.8028875,-117.9931203,5mi\n", - "2018-07-03, California , Stanton: attempt 1, 9 tweets gathered.\n", - "No tweets returned while searching for 'spacex' 9 2018-07-03\n", - "\n", - "\n", - "New York , Kiryas Joel : 41.3420381,-74.167924,5mi\n", - "No tweets returned while searching for 'spacex' 0 2018-07-03\n", - "\n", - "\n", - "Texas , Mobile City : 32.9226225,-96.41109589999999,5mi\n", - "2018-07-03, Texas , Mobile City: attempt 1, 1 tweets gathered.\n", - "No tweets returned while searching for 'spacex' 1 2018-07-03\n", - "\n", - "\n", - "Illinois , Chicago : 41.8781136,-87.6297982,227.13mi\n", - "2018-07-03, Illinois , Chicago: attempt 1, 16 tweets gathered.\n", - "2018-07-03, Illinois , Chicago: attempt 2, 32 tweets gathered.\n", - "2018-07-02, Illinois , Chicago: attempt 1, 48 tweets gathered.\n", - "2018-07-01, Illinois , Chicago: attempt 1, 63 tweets gathered.\n", - "2018-06-30, Illinois , Chicago: attempt 1, 79 tweets gathered.\n", - "2018-06-29, Illinois , Chicago: attempt 1, 95 tweets gathered.\n", - "2018-06-28, Illinois , Chicago: attempt 1, 105 tweets gathered.\n", - "Sample Tweet: @PowderkegCo @FrankCatalano @BradyKalb Tech will never replace educators. When it’s done right, it can make educati… https://t.co/FLHduGXiYw\n", - "\n", - "\n", - "New Jersey , Asbury Park : 40.2203907,-74.0120817,5mi\n", - "2018-07-03, New Jersey , Asbury Park: attempt 1, 1 tweets gathered.\n", - "No tweets returned while searching for 'spacex' 1 2018-07-03\n", - "\n", - "\n", - "New York , Port Chester : 41.0017643,-73.66568339999999,5mi\n", - "2018-07-03, New York , Port Chester: attempt 1, 1 tweets gathered.\n", - "No tweets returned while searching for 'spacex' 1 2018-07-03\n", - "\n", - "\n", - "New Jersey , Harrison : 40.7464901,-74.1562551,5mi\n", - "2018-07-03, New Jersey , Harrison: attempt 1, 9 tweets gathered.\n", - "No tweets returned while searching for 'spacex' 9 2018-07-03\n", - "\n", - "\n", - "California , La Puente : 34.0200114,-117.9495083,5mi\n", - "2018-07-03, California , La Puente: attempt 1, 2 tweets gathered.\n", - "No tweets returned while searching for 'spacex' 2 2018-07-03\n", - "\n", - "\n", - "California , San Pablo : 37.9621457,-122.3455263,5mi\n", - "2018-07-03, California , San Pablo: attempt 1, 1 tweets gathered.\n", - "No tweets returned while searching for 'spacex' 1 2018-07-03\n", - "\n", - "\n", - "Pennsylvania , Mount Oliver : 40.4114802,-79.98500899999999,5mi\n", - "2018-07-03, Pennsylvania , Mount Oliver: attempt 1, 16 tweets gathered.\n", - "2018-07-03, Pennsylvania , Mount Oliver: attempt 2, 32 tweets gathered.\n", - "2018-07-02, Pennsylvania , Mount Oliver: attempt 1, 39 tweets gathered.\n", - "No tweets returned while searching for 'spacex' 39 2018-07-01\n", - "\n", - "\n", - "California , Paramount : 33.8894598,-118.1597911,5mi\n", - "2018-07-03, California , Paramount: attempt 1, 3 tweets gathered.\n", - "No tweets returned while searching for 'spacex' 3 2018-07-03\n", - "\n", - "\n", - "New York , Floral Park : 40.7237133,-73.7048532,5mi\n", - "2018-07-03, New York , Floral Park: attempt 1, 1 tweets gathered.\n", - "No tweets returned while searching for 'spacex' 1 2018-07-03\n", - "\n", - "\n", - "New Jersey , Wallington : 40.8531553,-74.11375370000002,5mi\n", - "2018-07-03, New Jersey , Wallington: attempt 1, 1 tweets gathered.\n", - "No tweets returned while searching for 'spacex' 1 2018-07-03\n", - "\n", - "\n", - "New Jersey , Shrewsbury[b] : 40.3142563,-74.062725,5mi\n", - "No tweets returned while searching for 'spacex' 0 2018-07-03\n", - "\n", - "\n", - "California , East Palo Alto : 37.4688273,-122.1410751,5mi\n", - "2018-07-03, California , East Palo Alto: attempt 1, 10 tweets gathered.\n" + "Test took 4.0 minutes\n" ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "2018-07-03, California , East Palo Alto: attempt 2, 21 tweets gathered.\n", - "2018-07-02, California , East Palo Alto: attempt 1, 33 tweets gathered.\n", - "2018-07-02, California , East Palo Alto: attempt 2, 48 tweets gathered.\n", - "No tweets returned while searching for 'spacex' 48 2018-07-01\n", - "\n", - "\n", - "New York , Williston Park : 40.75649,-73.6448513,5mi\n", - "No tweets returned while searching for 'spacex' 0 2018-07-03\n", - "\n", - "\n", - "Florida , Miami Beach : 25.790654,-80.1300455,7.03mi\n", - "2018-07-03, Florida , Miami Beach: attempt 1, 13 tweets gathered.\n", - "2018-07-03, Florida , Miami Beach: attempt 2, 25 tweets gathered.\n", - "2018-07-02, Florida , Miami Beach: attempt 1, 41 tweets gathered.\n", - "2018-07-01, Florida , Miami Beach: attempt 1, 56 tweets gathered.\n", - "2018-06-30, Florida , Miami Beach: attempt 1, 72 tweets gathered.\n", - "2018-06-29, Florida , Miami Beach: attempt 1, 85 tweets gathered.\n", - "2018-06-28, Florida , Miami Beach: attempt 1, 101 tweets gathered.\n", - "Sample Tweet: RT @cesarcaminero: @AntVenom @elonmusk @SpaceX @Space_Station Visible all the way from Kendall, Miami, FL. Almost 200 miles away. https://t…\n", - "\n", - "\n", - "New Jersey , Newark : 40.735657,-74.1723667,23.8mi\n", - "2018-07-03, New Jersey , Newark: attempt 1, 14 tweets gathered.\n", - "2018-07-03, New Jersey , Newark: attempt 2, 30 tweets gathered.\n", - "2018-07-02, New Jersey , Newark: attempt 1, 46 tweets gathered.\n", - "2018-07-01, New Jersey , Newark: attempt 1, 62 tweets gathered.\n", - "2018-06-30, New Jersey , Newark: attempt 1, 75 tweets gathered.\n", - "2018-06-29, New Jersey , Newark: attempt 1, 91 tweets gathered.\n", - "2018-06-28, New Jersey , Newark: attempt 1, 106 tweets gathered.\n", - "Sample Tweet: RT @SPACEdotcom: SpaceX Launching Cargo Mission to Space Station Early Friday: Watch Live https://t.co/hheEDoMG5u https://t.co/UDgYUFR9Fq\n", - "\n", - "\n", - "New York , Kenmore : 42.9658907,-78.870036,5mi\n", - "No tweets returned while searching for 'spacex' 0 2018-07-03\n", - "\n", - "\n", - "California , Baldwin Park : 34.0852868,-117.9608978,6.66mi\n", - "2018-07-03, California , Baldwin Park: attempt 1, 3 tweets gathered.\n", - "No tweets returned while searching for 'spacex' 3 2018-07-03\n", - "\n", - "\n", - "New York , New Hyde Park : 40.7351018,-73.6879082,5mi\n", - "No tweets returned while searching for 'spacex' 0 2018-07-03\n", - "\n", - "\n", - "California , Alhambra : 34.095287,-118.1270146,7.62mi\n", - "2018-07-03, California , Alhambra: attempt 1, 14 tweets gathered.\n", - "2018-07-03, California , Alhambra: attempt 2, 23 tweets gathered.\n", - "2018-07-02, California , Alhambra: attempt 1, 35 tweets gathered.\n", - "2018-07-01, California , Alhambra: attempt 1, 48 tweets gathered.\n", - "2018-07-01, California , Alhambra: attempt 2, 59 tweets gathered.\n", - "2018-06-30, California , Alhambra: attempt 1, 75 tweets gathered.\n", - "2018-06-29, California , Alhambra: attempt 1, 88 tweets gathered.\n", - "2018-06-28, California , Alhambra: attempt 1, 103 tweets gathered.\n", - "Sample Tweet: Here’s everything you need to know about the SpaceX Falcon Heavy rocket https://t.co/cngeUcUhhY\n", - "\n", - "\n", - "Massachusetts , Everett : 42.40843,-71.0536625,5mi\n", - "2018-07-03, Massachusetts , Everett: attempt 1, 16 tweets gathered.\n", - "2018-07-03, Massachusetts , Everett: attempt 2, 32 tweets gathered.\n", - "2018-07-02, Massachusetts , Everett: attempt 1, 48 tweets gathered.\n", - "2018-07-01, Massachusetts , Everett: attempt 1, 64 tweets gathered.\n", - "2018-06-30, Massachusetts , Everett: attempt 1, 80 tweets gathered.\n", - "2018-06-29, Massachusetts , Everett: attempt 1, 96 tweets gathered.\n", - "2018-06-28, Massachusetts , Everett: attempt 1, 112 tweets gathered.\n", - "there was an error translating sample tweet: RT @ValaAfshar: U.S. technology companies founded by 1st and 2nd generation immigrants: 🇺🇸\n", - "\n", - "Apple\n", - "Google\n", - "Amazon\n", - "Facebook\n", - "Oracle\n", - "IBM\n", - "Uber\n", - "Ai…\n", - "\n", - "\n", - "Pennsylvania , Philadelphia : 39.9525839,-75.1652215,135.09mi\n", - "2018-07-03, Pennsylvania , Philadelphia: attempt 1, 16 tweets gathered.\n", - "2018-07-03, Pennsylvania , Philadelphia: attempt 2, 28 tweets gathered.\n", - "2018-07-02, Pennsylvania , Philadelphia: attempt 1, 44 tweets gathered.\n", - "2018-07-01, Pennsylvania , Philadelphia: attempt 1, 60 tweets gathered.\n", - "2018-06-30, Pennsylvania , Philadelphia: attempt 1, 76 tweets gathered.\n", - "2018-06-29, Pennsylvania , Philadelphia: attempt 1, 92 tweets gathered.\n", - "2018-06-28, Pennsylvania , Philadelphia: attempt 1, 107 tweets gathered.\n", - "Sample Tweet: @Space_Station @Astro_Wakata @SpaceX @NASA @roscosmos @esaspaceflight @JAXA_en @csa_asc @northropgrumman… https://t.co/3ptsEzg678\n", - "\n", - "\n", - "New Jersey , North Bergen[b] : 40.791637,-74.028701,5.2mi\n", - "2018-07-03, New Jersey , North Bergen[b]: attempt 1, 13 tweets gathered.\n", - "2018-07-03, New Jersey , North Bergen[b]: attempt 2, 29 tweets gathered.\n", - "2018-07-02, New Jersey , North Bergen[b]: attempt 1, 45 tweets gathered.\n", - "2018-07-01, New Jersey , North Bergen[b]: attempt 1, 61 tweets gathered.\n", - "2018-06-30, New Jersey , North Bergen[b]: attempt 1, 76 tweets gathered.\n", - "2018-06-29, New Jersey , North Bergen[b]: attempt 1, 92 tweets gathered.\n", - "2018-06-28, New Jersey , North Bergen[b]: attempt 1, 107 tweets gathered.\n", - "Sample Tweet: RT @SPACEdotcom: SpaceX Launching Cargo Mission to Space Station Early Friday: Watch Live https://t.co/hheEDoMG5u https://t.co/UDgYUFR9Fq\n", - "\n", - "\n", - "Illinois , Oak Park : 41.8850317,-87.7845025,5mi\n", - "2018-07-03, Illinois , Oak Park: attempt 1, 5 tweets gathered.\n", - "No tweets returned while searching for 'spacex' 5 2018-07-03\n", - "\n", - "\n", - "New Jersey , Trenton : 40.2205824,-74.759717,7.66mi\n", - "No tweets returned while searching for 'spacex' 0 2018-07-03\n", - "\n", - "\n", - "Florida , Miami : 25.7616798,-80.1917902,35.67mi\n", - "2018-07-03, Florida , Miami: attempt 1, 16 tweets gathered.\n", - "2018-07-03, Florida , Miami: attempt 2, 30 tweets gathered.\n", - "2018-07-02, Florida , Miami: attempt 1, 46 tweets gathered.\n", - "2018-07-01, Florida , Miami: attempt 1, 61 tweets gathered.\n", - "2018-06-30, Florida , Miami: attempt 1, 77 tweets gathered.\n", - "2018-06-29, Florida , Miami: attempt 1, 91 tweets gathered.\n", - "2018-06-28, Florida , Miami: attempt 1, 104 tweets gathered.\n", - "Sample Tweet: RT @cesarcaminero: @AntVenom @elonmusk @SpaceX @Space_Station Visible all the way from Kendall, Miami, FL. Almost 200 miles away. https://t…\n", - "\n", - "\n", - "Massachusetts , Malden : 42.4250964,-71.066163,5.07mi\n", - "2018-07-03, Massachusetts , Malden: attempt 1, 16 tweets gathered.\n", - "2018-07-03, Massachusetts , Malden: attempt 2, 32 tweets gathered.\n", - "2018-07-02, Massachusetts , Malden: attempt 1, 48 tweets gathered.\n", - "2018-07-01, Massachusetts , Malden: attempt 1, 64 tweets gathered.\n", - "2018-06-30, Massachusetts , Malden: attempt 1, 80 tweets gathered.\n", - "2018-06-29, Massachusetts , Malden: attempt 1, 96 tweets gathered.\n", - "2018-06-28, Massachusetts , Malden: attempt 1, 112 tweets gathered.\n", - "there was an error translating sample tweet: RT @ValaAfshar: U.S. technology companies founded by 1st and 2nd generation immigrants: 🇺🇸\n", - "\n", - "Apple\n", - "Google\n", - "Amazon\n", - "Facebook\n", - "Oracle\n", - "IBM\n", - "Uber\n", - "Ai…\n", - "\n", - "\n", - "Oregon , Johnson City : 45.4049709,-122.5806713,5mi\n", - "No tweets returned while searching for 'spacex' 0 2018-07-03\n", - "\n", - "\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/anaconda3/lib/python3.6/site-packages/numpy/core/fromnumeric.py:2957: RuntimeWarning: Mean of empty slice.\n", - " out=out, **kwargs)\n", - "/anaconda3/lib/python3.6/site-packages/numpy/core/_methods.py:80: RuntimeWarning: invalid value encountered in double_scalars\n", - " ret = ret.dtype.type(ret / rcount)\n", - "/anaconda3/lib/python3.6/site-packages/pandas/core/indexing.py:972: FutureWarning: \n", - "Passing list-likes to .loc or [] with any missing label will raise\n", - "KeyError in the future, you can use .reindex() as an alternative.\n", - "\n", - "See the documentation here:\n", - "http://pandas.pydata.org/pandas-docs/stable/indexing.html#deprecate-loc-reindex-listlike\n", - " return self._getitem_nested_tuple(tup)\n" - ] - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Test took 39.0 minutes\n" - ] - } - ], - "source": [ - "\n", - "def allFunctions(search_term):\n", - " timeStart = time.time()\n", - " \n", - " getSentimentsByPopularUsers(search_term)\n", - " news_api_data(search_term)\n", - " getWordCloud(search_term)\n", - " #GetTweetsByPopularCities inputs: search_term, numTweets, translateToLocalLanguage = True, numDays = 1\n", - " #cityDataMain = GetTweetsByPopularCities(search_term, numTweets=100,translateToLocalLanguage= False, numDays = 6)\n", - " \n", - " print(f'Test took {(time.time()-timeStart)//60} minutes')\n", - " #return cityDataMain\n", - "#cityDataMain = GetTweetsByPopularCities(search_term='spacex', numTweets=100,translateToLocalLanguage= False, numDays = 5)\n", - "#cityDataFinal=allFunctions('spacex')\n", - "allFunctions('spacex')\n" - ] - }, - { - "cell_type": "code", - "execution_count": 128, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/anaconda3/lib/python3.6/site-packages/pandas/core/indexing.py:972: FutureWarning: \n", - "Passing list-likes to .loc or [] with any missing label will raise\n", - "KeyError in the future, you can use .reindex() as an alternative.\n", - "\n", - "See the documentation here:\n", - "http://pandas.pydata.org/pandas-docs/stable/indexing.html#deprecate-loc-reindex-listlike\n", - " return self._getitem_nested_tuple(tup)\n" - ] - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "import os\n", - "#cityDataMain[0]\n", - "#c_matrix = pd.pivot_table(news_data_new, \"score\", index=[\"name\"], columns=[\"year_month\"], aggfunc=np.mean) \n", - "matrix=pd.pivot_table(cityDataFinal[0].loc[:,['location','day','vader']].drop(columns=['location', 'day']),'vader',index=['location'],columns=['day'],aggfunc=np.mean)\n", - "hm = heatmap(matrix, cmap='RdYlGn', annot=True)\n", - "hm.set_title('stuff')\n", - "plt.savefig('fig.png',dpi=100)\n", - "plt.show()\n", - "#cityDataFinal[1].to_csv(os.path.join('.', 'fullcitytwitterday.csv'))#.loc[:,['location','day','vader']].drop(columns=['location', 'day'])" - ] - }, - { - "cell_type": "code", - "execution_count": 134, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "2018-06-27\n", - "2018-06-30\n", - "2018-06-28\n", - "2018-06-29\n", - "2018-07-01\n", - "2018-07-02\n", - "2018-06-24\n", - "2018-06-25\n", - "2018-06-26\n", - "2018-07-03\n", - "18\n", - "18\n" - ] - }, + } + ], + "source": [ + "\n", + "def allFunctions(search_term):\n", + " timeStart = time.time()\n", + " \n", + " getSentimentsByPopularUsers(search_term)\n", + " #news_api_data(search_term)\n", + " getWordCloud(search_term)\n", + " #GetTweetsByPopularCities inputs: search_term, numTweets, translateToLocalLanguage = True, numDays = 1\n", + " cityDataMain = GetTweetsByPopularCities(search_term, numTweets=100,translateToLocalLanguage= False, numDays = 6)\n", + " \n", + " print(f'Test took {(time.time()-timeStart)//60} minutes')\n", + " return cityDataMain\n", + "#cityDataMain = GetTweetsByPopularCities(search_term='spacex', numTweets=100,translateToLocalLanguage= False, numDays = 5)\n", + "cityDataDemo=allFunctions('fifa')\n", + "#allFunctions('spain')\n" + ] + }, + { + "cell_type": "code", + "execution_count": 292, + "metadata": {}, + "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "18b815fb070b489a8659a1da64985f7e", + "model_id": "3e723d4a251d48219de6b766eece871b", "version_major": 2, "version_minor": 0 }, @@ -1676,779 +857,112 @@ " If you're reading this message in the Jupyter Notebook or JupyterLab Notebook, it may mean\n", " that the widgets JavaScript is still loading. If this message persists, it\n", " likely means that the widgets JavaScript library is either not installed or\n", - " not enabled. See the Jupyter\n", - " Widgets Documentation for setup instructions.\n", - "

\n", - "

\n", - " If you're reading this message in another frontend (for example, a static\n", - " rendering on GitHub or NBViewer),\n", - " it may mean that your frontend doesn't currently support widgets.\n", - "

\n" - ], - "text/plain": [ - "Figure(layout=FigureLayout(height='420px'))" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "import gmaps\n", - "import gmaps.datasets\n", - "gmaps.configure(api_key=\"AIzaSyCPoE4drYlpFL3CuL5zGOF3EEYkFaBD7ew\") # Your Google API key\n", - "\n", - "mydata=cityDataMain[0]\n", - "mydata['density of tweets'] = mydata['time between tweets'].max()-mydata['time between tweets']\n", - "location={};densityoftweets={}\n", - "for data in mydata.index:\n", - " while True:\n", - " try:\n", - " densityoftweets[str(data[2])].append(mydata.loc[data]['density of tweets'] if not(mydata.loc[data]['density of tweets']) else 1 )\n", - " location[str(data[2])].append([float(data[1].split(',')[0]) , float(data[1].split(',')[1])])\n", - " except:\n", - " print(str(data[2]))\n", - " densityoftweets[str(data[2])]=[]\n", - " location[str(data[2])]=[]\n", - " else:\n", - " break\n", - "\n", - "print(len(location[str(data[2])]))\n", - "print(len(densityoftweets[str(data[2])]))\n", - "\n", - "fig = gmaps.figure()\n", - "fig.add_layer(gmaps.heatmap_layer(pd.DataFrame(location[ '2018-06-25' ]), weights=densityoftweets[str(data[2])]))\n", - "fig" - ] - }, - { - "cell_type": "code", - "execution_count": 59, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "import matplotlib.pyplot as plt\n", - "from seaborn import heatmap\n", - "#c_matrix = pd.pivot_table(news_data_new, \"score\", index=[\"name\"], columns=[\"year_month\"], aggfunc=np.mean) \n", - "matrix=pd.pivot_table(cityDataMain[0],'vader',index=['location'],columns=['day'],aggfunc=np.mean)\n", - "hm = heatmap(matrix, cmap='RdYlGn', annot=True)\n", - "hm.set_title('stuff')\n", - "plt.savefig('fig.png',dpi=100)\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 151, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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followersfriends_countstatuses_countvaderaverage times
location
California , Albany12664.4750002494.08500041845.640000-0.2588582931.362055
California , Alhambra1807.5700002007.62500036424.0050000.0056412699.818191
California , Artesia1704.0738921966.79310324957.950739-0.0083112985.501343
California , Baldwin Park1406.3160381314.17452828348.037736-0.0052422573.503197
California , Bell12797.99052113001.01895770891.734597-0.1266182017.529214
California , Bell Gardens3089.0394091426.87192126007.197044-0.0858661843.151112
California , Bellflower1451.9503551787.90780119833.773050-0.0002772529.536833
California , Berkeley12640.4650002150.35500041316.020000-0.0672932826.648354
California , Cudahy1064.8349061354.11320821860.179245-0.0394621423.611557
California , Daly City2115.7550001776.70500048826.8850000.0618962218.263782
California , East Palo Alto6297.5300002247.15500079389.500000-0.0988292629.478149
California , El Monte1811.4650002010.43000036439.9550000.0108762503.617391
California , Hawaiian Gardens1397.9704431613.05911324971.073892-0.0162171973.770853
California , Hawthorne4428.9757282427.16504951210.941748-0.0633012125.824656
California , Hermosa Beach4730.6941752581.58252453511.000000-0.0856172272.705411
California , Huntington Park1811.3250002010.32500036437.3750000.0108761584.643151
California , Inglewood1814.4600001990.24500036245.2900000.0073412466.212232
California , La Puente3491.5221671928.67980345418.8522170.0398312654.201018
California , Lawndale4495.8883502469.73301051411.271845-0.0920041839.853008
California , Lomita3796.7696973548.63636434504.7454550.0074452992.532309
California , Lynwood1674.7350432267.94871826078.538462-0.0322422141.015484
California , Maywood13274.77941213488.23529472953.416667-0.1138481330.726768
California , Norwalk1203.6119401526.37313432477.4179100.1089442839.481233
California , Paramount1094.9433961326.80188721402.113208-0.0248662836.494059
California , Redondo Beach4699.1747572556.68932053883.388350-0.0904582931.346070
California , Rosemead1088.295567996.59605929237.5763550.0014482972.901225
California , San Francisco15772.7850004320.09500041796.680000-0.0570791627.162527
California , San Pablo1098.3350001197.36000015893.565000-0.0460862988.199060
California , Santa Ana1839.5100002036.55000036385.8950000.0225612440.801248
California , Santa Monica5765.4400003442.65500037148.630000-0.0894122987.848356
..................
New York , Manorhaven2652.2300002801.65500039507.9100000.0327552394.267055
New York , Mineola2264.4433961940.48584937675.6556600.0153732914.701342
New York , Mount Vernon2225.0967742204.57142961426.087558-0.1040921786.951522
New York , New Hyde Park1286.9400921214.04147524458.7004610.0141422594.185620
New York , New Square2742.6643842221.16438421160.9657530.0349634166.821427
New York , New York City2585.3850002283.14500051117.2900000.0024591124.952725
New York , Port Chester2279.9033821908.74396130056.028986-0.0210832603.272186
New York , South Floral Park1263.6588791243.14018725672.5700930.0536861899.280251
New York , Spring Valley1251.617021758.33333310494.3829790.0162774560.953536
New York , Tuckahoe1359.9427081539.77604241152.619792-0.0261523173.420892
New York , Valley Stream689.995536935.98660713672.5044640.0244972610.579963
New York , Williston Park2646.7298582217.72037941157.0663510.0298212632.755060
New York , Yonkers1958.8250002035.71000050962.235000-0.0521422801.821970
Ohio , Lakewood5662.4832543746.57894748987.4401910.0297622865.414756
Oregon , Johnson City1427.6805562018.41666722262.467593-0.0300843236.185849
Pennsylvania , Clifton Heights2299.6089111325.62871320412.386139-0.0371812796.794799
Pennsylvania , Collingdale2333.8380951373.24761920202.452381-0.0223912960.272453
Pennsylvania , Conshohocken1437.8100001331.07000017869.415000-0.0631592382.983574
Pennsylvania , Darby2304.8258711346.84577119152.810945-0.0071412430.219019
Pennsylvania , Dormont3147.2950002511.86500047464.645000-0.0740232422.238308
Pennsylvania , East Lansdowne3960.6650002615.00500040236.130000-0.0671312429.351333
Pennsylvania , Millbourne3966.5100002622.84500040909.590000-0.0670741836.653052
Pennsylvania , Mount Oliver3145.5700002512.10000047397.145000-0.0740232596.527861
Pennsylvania , Parkside750.5637251074.52451021153.6225490.0278533097.330532
Pennsylvania , Pennsbury Village5045.9056601943.64150939840.9056600.0331816664.431451
Pennsylvania , Philadelphia2840.6350002362.83000056576.2850000.0124912705.469378
Pennsylvania , Upper Darby[c]3945.5750002605.26500040082.720000-0.0686932924.651436
Pennsylvania , West Chester1753.6453202067.16256226178.615764-0.0404413443.109105
Rhode Island , Central Falls3699.7100001465.18000039257.2650000.0480071920.198825
Texas , Mobile City4325.9698804261.46385540372.487952-0.0534283908.226693
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133 rows × 5 columns

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" + " not enabled. See the Jupyter\n", + " Widgets Documentation for setup instructions.\n", + "

\n", + "

\n", + " If you're reading this message in another frontend (for example, a static\n", + " rendering on GitHub or NBViewer),\n", + " it may mean that your frontend doesn't currently support widgets.\n", + "

\n" ], "text/plain": [ - " followers friends_count statuses_count \\\n", - "location \n", - "California , Albany 12664.475000 2494.085000 41845.640000 \n", - "California , Alhambra 1807.570000 2007.625000 36424.005000 \n", - "California , Artesia 1704.073892 1966.793103 24957.950739 \n", - "California , Baldwin Park 1406.316038 1314.174528 28348.037736 \n", - "California , Bell 12797.990521 13001.018957 70891.734597 \n", - "California , Bell Gardens 3089.039409 1426.871921 26007.197044 \n", - "California , Bellflower 1451.950355 1787.907801 19833.773050 \n", - "California , Berkeley 12640.465000 2150.355000 41316.020000 \n", - "California , Cudahy 1064.834906 1354.113208 21860.179245 \n", - "California , Daly City 2115.755000 1776.705000 48826.885000 \n", - "California , East Palo Alto 6297.530000 2247.155000 79389.500000 \n", - "California , El Monte 1811.465000 2010.430000 36439.955000 \n", - "California , Hawaiian Gardens 1397.970443 1613.059113 24971.073892 \n", - "California , Hawthorne 4428.975728 2427.165049 51210.941748 \n", - "California , Hermosa Beach 4730.694175 2581.582524 53511.000000 \n", - "California , Huntington Park 1811.325000 2010.325000 36437.375000 \n", - "California , Inglewood 1814.460000 1990.245000 36245.290000 \n", - "California , La Puente 3491.522167 1928.679803 45418.852217 \n", - "California , Lawndale 4495.888350 2469.733010 51411.271845 \n", - "California , Lomita 3796.769697 3548.636364 34504.745455 \n", - "California , Lynwood 1674.735043 2267.948718 26078.538462 \n", - "California , Maywood 13274.779412 13488.235294 72953.416667 \n", - "California , Norwalk 1203.611940 1526.373134 32477.417910 \n", - "California , Paramount 1094.943396 1326.801887 21402.113208 \n", - "California , Redondo Beach 4699.174757 2556.689320 53883.388350 \n", - "California , Rosemead 1088.295567 996.596059 29237.576355 \n", - "California , San Francisco 15772.785000 4320.095000 41796.680000 \n", - "California , San Pablo 1098.335000 1197.360000 15893.565000 \n", - "California , Santa Ana 1839.510000 2036.550000 36385.895000 \n", - "California , Santa Monica 5765.440000 3442.655000 37148.630000 \n", - "... ... ... ... \n", - "New York , Manorhaven 2652.230000 2801.655000 39507.910000 \n", - "New York , Mineola 2264.443396 1940.485849 37675.655660 \n", - "New York , Mount Vernon 2225.096774 2204.571429 61426.087558 \n", - "New York , New Hyde Park 1286.940092 1214.041475 24458.700461 \n", - "New York , New Square 2742.664384 2221.164384 21160.965753 \n", - "New York , New York City 2585.385000 2283.145000 51117.290000 \n", - "New York , Port Chester 2279.903382 1908.743961 30056.028986 \n", - "New York , South Floral Park 1263.658879 1243.140187 25672.570093 \n", - "New York , Spring Valley 1251.617021 758.333333 10494.382979 \n", - "New York , Tuckahoe 1359.942708 1539.776042 41152.619792 \n", - "New York , Valley Stream 689.995536 935.986607 13672.504464 \n", - "New York , Williston Park 2646.729858 2217.720379 41157.066351 \n", - "New York , Yonkers 1958.825000 2035.710000 50962.235000 \n", - "Ohio , Lakewood 5662.483254 3746.578947 48987.440191 \n", - "Oregon , Johnson City 1427.680556 2018.416667 22262.467593 \n", - "Pennsylvania , Clifton Heights 2299.608911 1325.628713 20412.386139 \n", - "Pennsylvania , Collingdale 2333.838095 1373.247619 20202.452381 \n", - "Pennsylvania , Conshohocken 1437.810000 1331.070000 17869.415000 \n", - "Pennsylvania , Darby 2304.825871 1346.845771 19152.810945 \n", - "Pennsylvania , Dormont 3147.295000 2511.865000 47464.645000 \n", - "Pennsylvania , East Lansdowne 3960.665000 2615.005000 40236.130000 \n", - "Pennsylvania , Millbourne 3966.510000 2622.845000 40909.590000 \n", - "Pennsylvania , Mount Oliver 3145.570000 2512.100000 47397.145000 \n", - "Pennsylvania , Parkside 750.563725 1074.524510 21153.622549 \n", - "Pennsylvania , Pennsbury Village 5045.905660 1943.641509 39840.905660 \n", - "Pennsylvania , Philadelphia 2840.635000 2362.830000 56576.285000 \n", - "Pennsylvania , Upper Darby[c] 3945.575000 2605.265000 40082.720000 \n", - "Pennsylvania , West Chester 1753.645320 2067.162562 26178.615764 \n", - "Rhode Island , Central Falls 3699.710000 1465.180000 39257.265000 \n", - "Texas , Mobile City 4325.969880 4261.463855 40372.487952 \n", - "\n", - " vader average times \n", - "location \n", - "California , Albany -0.258858 2931.362055 \n", - "California , Alhambra 0.005641 2699.818191 \n", - "California , Artesia -0.008311 2985.501343 \n", - "California , Baldwin Park -0.005242 2573.503197 \n", - "California , Bell -0.126618 2017.529214 \n", - "California , Bell Gardens -0.085866 1843.151112 \n", - "California , Bellflower -0.000277 2529.536833 \n", - "California , Berkeley -0.067293 2826.648354 \n", - "California , Cudahy -0.039462 1423.611557 \n", - "California , Daly City 0.061896 2218.263782 \n", - "California , East Palo Alto -0.098829 2629.478149 \n", - "California , El Monte 0.010876 2503.617391 \n", - "California , Hawaiian Gardens -0.016217 1973.770853 \n", - "California , Hawthorne -0.063301 2125.824656 \n", - "California , Hermosa Beach -0.085617 2272.705411 \n", - "California , Huntington Park 0.010876 1584.643151 \n", - "California , Inglewood 0.007341 2466.212232 \n", - "California , La Puente 0.039831 2654.201018 \n", - "California , Lawndale -0.092004 1839.853008 \n", - "California , Lomita 0.007445 2992.532309 \n", - "California , Lynwood -0.032242 2141.015484 \n", - "California , Maywood -0.113848 1330.726768 \n", - "California , Norwalk 0.108944 2839.481233 \n", - "California , Paramount -0.024866 2836.494059 \n", - "California , Redondo Beach -0.090458 2931.346070 \n", - "California , Rosemead 0.001448 2972.901225 \n", - "California , San Francisco -0.057079 1627.162527 \n", - "California , San Pablo -0.046086 2988.199060 \n", - "California , Santa Ana 0.022561 2440.801248 \n", - "California , Santa Monica -0.089412 2987.848356 \n", - "... ... ... \n", - "New York , Manorhaven 0.032755 2394.267055 \n", - "New York , Mineola 0.015373 2914.701342 \n", - "New York , Mount Vernon -0.104092 1786.951522 \n", - "New York , New Hyde Park 0.014142 2594.185620 \n", - "New York , New Square 0.034963 4166.821427 \n", - "New York , New York City 0.002459 1124.952725 \n", - "New York , Port Chester -0.021083 2603.272186 \n", - "New York , South Floral Park 0.053686 1899.280251 \n", - "New York , Spring Valley 0.016277 4560.953536 \n", - "New York , Tuckahoe -0.026152 3173.420892 \n", - "New York , Valley Stream 0.024497 2610.579963 \n", - "New York , Williston Park 0.029821 2632.755060 \n", - "New York , Yonkers -0.052142 2801.821970 \n", - "Ohio , Lakewood 0.029762 2865.414756 \n", - "Oregon , Johnson City -0.030084 3236.185849 \n", - "Pennsylvania , Clifton Heights -0.037181 2796.794799 \n", - "Pennsylvania , Collingdale -0.022391 2960.272453 \n", - "Pennsylvania , Conshohocken -0.063159 2382.983574 \n", - "Pennsylvania , Darby -0.007141 2430.219019 \n", - "Pennsylvania , Dormont -0.074023 2422.238308 \n", - "Pennsylvania , East Lansdowne -0.067131 2429.351333 \n", - "Pennsylvania , Millbourne -0.067074 1836.653052 \n", - "Pennsylvania , Mount Oliver -0.074023 2596.527861 \n", - "Pennsylvania , Parkside 0.027853 3097.330532 \n", - "Pennsylvania , Pennsbury Village 0.033181 6664.431451 \n", - "Pennsylvania , Philadelphia 0.012491 2705.469378 \n", - "Pennsylvania , Upper Darby[c] -0.068693 2924.651436 \n", - "Pennsylvania , West Chester -0.040441 3443.109105 \n", - "Rhode Island , Central Falls 0.048007 1920.198825 \n", - "Texas , Mobile City -0.053428 3908.226693 \n", - "\n", - "[133 rows x 5 columns]" + "Figure(layout=FigureLayout(height='420px'))" ] }, - "execution_count": 151, "metadata": {}, - "output_type": "execute_result" + "output_type": "display_data" } ], "source": [ - "#--- population per cities in United States --- ---- ---- --- ---- --- --- --- ---\n", - "html = wp.page(\"List_of_United_States_cities_by_population_density\").html().encode(\"UTF-8\")\n", - "UScities = pd.read_html(html)[1]\n", - "UScities = UScities.drop([0,2,4,6,8],axis=1)\n", - "UScities = UScities.rename(columns={1:'city',3:'state',5: 'land area (mi^2)',7:'density'})\n", - "UScities = UScities.iloc[1:]\n", - "#df['population']=[int(city.split('\\xa0')[-1].split('[')[0].replace(',','')) for city in df['population']]\n", - "UScities['density'] = [float(city.split('\\xa0')[-1].split('[')[0].replace(',','')) for city in UScities['density']]\n", - "UScities['land area (mi^2)']=[float(area.split('\\xa0')[-1]) for area in UScities['land area (mi^2)']]\n", - "#--- ---- ----- ----- ---- ---- ----- ---- ---- ----- --- ---- ---- ----- ---- ---\n", - "city=UScities.loc[UScities['city']=='Guttenberg'].loc[UScities['state']=='New Jersey'].loc[:,'density'].values[0]\n", + "import gmaps\n", + "import gmaps.datasets\n", + "gmaps.configure(api_key=\"AIzaSyCPoE4drYlpFL3CuL5zGOF3EEYkFaBD7ew\") # Your Google API key\n", "\n", - "import numpy as np\n", - "cityData = tweetsUS.groupby('location').mean()\n", - "#print(cityData)\n", - "aveTimes={}\n", - "for date in tweetsUS.groupby('location')['created_at']:\n", - " cityState, timeseries = date\n", - " re.sub('\\W','', cityState)\n", - " [state,city]=cityState.split(',')\n", - " city=city.lstrip().rstrip(); state=state.rstrip().lstrip()\n", - " #print(city, state)\n", - " #print('this line: ',UScities.loc[UScities['city']==city])\n", - " cityDensity=UScities.loc[UScities['city']==city].loc[UScities['state']==state].loc[:,'density'].values[0]\n", - " aveTimes[cityState]=np.mean([(b-a).seconds*10000/cityDensity for a,b in zip(timeseries.tolist()[1:],timeseries.tolist()[0:-1])])\n", - " #print(f'{city}, {cityDensity}, {aveTimes[cityState]}')\n", - "cityData['average times']=[aveTimes[city] for city in cityData.index]\n", - "cityData" + "mydata=cityDataDemo[0]\n", + "mydata['density of tweets'] = mydata['time between tweets'].max()-mydata['time between tweets']\n", + "location={};densityoftweets={}\n", + "for data in mydata.index:\n", + " while True:\n", + " try:\n", + " densityoftweets[str(data[2])].append(mydata.loc[data]['density of tweets'] if not(mydata.loc[data]['density of tweets']) else 1 )\n", + " location[str(data[2])].append([float(data[1].split(',')[0]) , float(data[1].split(',')[1])])\n", + " except:\n", + " #print(str(data[2]))\n", + " densityoftweets[str(data[2])]=[]\n", + " location[str(data[2])]=[]\n", + " else:\n", + " break\n", + "\n", + "#print(len(location[str(data[2])]))\n", + "#print(len(densityoftweets[str(data[2])]))\n", + "\n", + "fig = gmaps.figure()\n", + "fig.add_layer(gmaps.heatmap_layer(pd.DataFrame(location[ '2018-06-30' ]), weights=densityoftweets[ '2018-06-30' ]))\n", + "fig" + ] + }, + { + "cell_type": "code", + "execution_count": 294, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "92b6cce893f249ad97d5bd79ce93ec64", + "version_major": 2, + "version_minor": 0 + }, + "text/html": [ + "

Failed to display Jupyter Widget of type Figure.

\n", + "

\n", + " If you're reading this message in the Jupyter Notebook or JupyterLab Notebook, it may mean\n", + " that the widgets JavaScript is still loading. If this message persists, it\n", + " likely means that the widgets JavaScript library is either not installed or\n", + " not enabled. See the Jupyter\n", + " Widgets Documentation for setup instructions.\n", + "

\n", + "

\n", + " If you're reading this message in another frontend (for example, a static\n", + " rendering on GitHub or NBViewer),\n", + " it may mean that your frontend doesn't currently support widgets.\n", + "

\n" + ], + "text/plain": [ + "Figure(layout=FigureLayout(height='420px'))" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import gmaps\n", + "import gmaps.datasets\n", + "gmaps.configure(api_key=\"AIzaSyCPoE4drYlpFL3CuL5zGOF3EEYkFaBD7ew\") # Your Google API key\n", + "\n", + "mydata=cityDataDemo[0]\n", + "#mydata['density of tweets'] = mydata['time between tweets'].max()-mydata['time between tweets']\n", + "location={};vader={}\n", + "for data in mydata.index:\n", + " while True:\n", + " try:\n", + " vader[str(data[2])].append(math.exp(10*mydata.loc[data]['vader']))\n", + " location[str(data[2])].append([float(data[1].split(',')[0]) , float(data[1].split(',')[1])])\n", + " except:\n", + " #print(str(data[2]))\n", + " vader[str(data[2])]=[]\n", + " location[str(data[2])]=[]\n", + " else:\n", + " break\n", + "\n", + "#print(location[\"2018-06-30\"])\n", + "#print(vader['2018-06-30'])\n", + "\n", + "fig = gmaps.figure()\n", + "fig.add_layer(gmaps.heatmap_layer(pd.DataFrame(location[ '2018-06-30' ]), weights=vader[ '2018-06-30' ]))\n", + "fig" ] }, { @@ -3429,6 +1943,906 @@ " #--- ---- ----- ----- ---- ---- ----- ---- ---- ----- --- ---- ---- ----- ---- ---" ] }, + { + "cell_type": "code", + "execution_count": 290, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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followersfriends_countstatuses_countvadertime between tweets
locationgeoday
California , Alhambra34.095287,-118.1270146,7.62mi2018-06-271939.3333331092.1333332.707040e+040.17945318.751007
2018-06-284128.5384623115.6923081.416746e+040.36912312.369011
2018-06-29839.5000001236.5000001.538581e+040.1270505.225646
2018-06-302885.7500001009.6666672.345683e+040.11232925.747544
2018-07-012447.6666671838.3333336.614050e+040.19659218.703823
2018-07-022966.9565222163.9565221.718978e+040.21360914.880041
California , Baldwin Park34.0852868,-117.9608978,6.66mi2018-06-2922.33333387.6666673.070000e+020.153200256.722792
California , Bellflower33.8816818,-118.1170117,6.07mi2018-06-29166.000000972.0000005.623500e+030.000000239.338955
2018-06-3011335.0000008179.3333331.384103e+05-0.037300197.943093
California , East Palo Alto37.4688273,-122.1410751,5mi2018-06-2427173.5714293205.1428571.266301e+060.000000111.602146
2018-06-25102848.5000002747.3333339.813763e+050.14835099.141168
2018-06-2622490.4285712629.2857141.048191e+060.120229100.499187
2018-06-27118.000000176.0000004.940000e+020.000000NaN
2018-06-281390.000000558.0000004.332400e+040.6249001.562298
2018-06-2916892.500000645.1250001.618525e+040.30411343.150490
2018-06-30645.833333461.6666671.269667e+030.1601675.351517
2018-07-02955.3333331470.3333332.008333e+030.27396737.598723
California , El Monte34.0686206,-118.0275667,9.55mi2018-06-271939.3333331092.1333332.707040e+040.17945317.388337
2018-06-284128.5384623115.6923081.416754e+040.36912311.470132
2018-06-29839.5000001236.5000001.538581e+040.1270504.845889
2018-06-302885.7500001009.6666672.345650e+040.11232923.876422
2018-07-012447.6666671838.3333336.614050e+040.19659217.344581
2018-07-022966.9565222163.9565221.718974e+040.21360913.798681
California , Inglewood33.9616801,-118.3531311,9.14mi2018-06-27345.875000474.8125009.315312e+03-0.0464371.676999
2018-06-282543.3750002692.8125001.152981e+040.0945561.383795
2018-06-29573.812500509.1875001.519144e+040.0237620.020016
2018-06-30180.687500304.0625004.386875e+030.0000000.557196
2018-07-01583.312500433.8750001.754075e+040.0000002.762721
2018-07-0245897.968750940.3750004.049775e+040.0125591.673422
California , La Puente34.0200114,-117.9495083,5mi2018-06-2921.00000071.5000002.880000e+02-0.132650237.146284
........................
Pennsylvania , Dormont40.3959026,-80.0331092,5mi2018-06-282688.6000001807.4000002.385320e+040.09562084.796590
2018-06-2914645.8888891246.0555569.190528e+040.35391139.162622
2018-06-30141.00000093.0000002.052000e+040.000000NaN
2018-07-01331.000000543.0000001.670100e+040.000000NaN
2018-07-02622.500000367.0000004.540000e+03-0.04685076.715513
Pennsylvania , East Lansdowne39.9456683,-75.2612943,5mi2018-06-24177.000000348.0000001.622000e+030.000000NaN
2018-06-25673.0000002627.5000001.314450e+040.413550272.839842
2018-06-26814.812500585.1875003.389938e+040.01351320.507126
2018-06-271273.571429966.0000001.298614e+040.19322991.089080
2018-06-287806.000000714.5000001.030750e+040.429400267.639164
2018-06-2910265.3333331214.5897442.657441e+040.38439216.363276
2018-06-306467.500000590.5000005.093250e+030.506775184.492235
2018-07-01227.500000223.5000001.118150e+040.00000093.428453
2018-07-02150281.5000002859.2500001.098642e+050.17782541.501566
Pennsylvania , Mount Oliver40.4114802,-79.98500899999999,5mi2018-06-251915.200000970.4000006.575200e+030.091220131.932594
2018-06-2653.500000148.0000002.829500e+03-0.076550303.771331
2018-06-271967.6666671585.6666673.390033e+040.234467205.285836
2018-06-282688.6000001807.4000002.385340e+040.09562090.898038
2018-06-2914645.8888891246.0555569.190528e+040.35391141.980526
2018-06-30141.00000093.0000002.052000e+040.000000NaN
2018-07-01331.000000543.0000001.670100e+040.000000NaN
2018-07-02622.500000367.0000004.540000e+03-0.04685082.235495
Pennsylvania , Pennsbury Village40.4281245,-80.1006113,5mi2018-07-030.0000000.0000000.000000e+000.000000NaN
Pennsylvania , Philadelphia39.9525839,-75.1652215,135.09mi2018-06-27547.533333446.8000001.781367e+040.4437931.055507
2018-06-286232.6875006083.1250006.164231e+040.1724250.779803
2018-06-291104.6875001707.7500001.269719e+040.4378250.626098
2018-06-30129.937500187.2500009.807312e+030.5514811.420144
2018-07-012094.125000773.4375009.368500e+030.1583504.207615
2018-07-022499.1428571989.4285713.824904e+040.1586323.006193
Texas , Mobile City32.9226225,-96.41109589999999,5mi2018-07-021138.000000512.0000009.918800e+040.000000NaN
\n", + "

150 rows × 5 columns

\n", + "
" + ], + "text/plain": [ + " followers \\\n", + "location geo day \n", + "California , Alhambra 34.095287,-118.1270146,7.62mi 2018-06-27 1939.333333 \n", + " 2018-06-28 4128.538462 \n", + " 2018-06-29 839.500000 \n", + " 2018-06-30 2885.750000 \n", + " 2018-07-01 2447.666667 \n", + " 2018-07-02 2966.956522 \n", + "California , Baldwin Park 34.0852868,-117.9608978,6.66mi 2018-06-29 22.333333 \n", + "California , Bellflower 33.8816818,-118.1170117,6.07mi 2018-06-29 166.000000 \n", + " 2018-06-30 11335.000000 \n", + "California , East Palo Alto 37.4688273,-122.1410751,5mi 2018-06-24 27173.571429 \n", + " 2018-06-25 102848.500000 \n", + " 2018-06-26 22490.428571 \n", + " 2018-06-27 118.000000 \n", + " 2018-06-28 1390.000000 \n", + " 2018-06-29 16892.500000 \n", + " 2018-06-30 645.833333 \n", + " 2018-07-02 955.333333 \n", + "California , El Monte 34.0686206,-118.0275667,9.55mi 2018-06-27 1939.333333 \n", + " 2018-06-28 4128.538462 \n", + " 2018-06-29 839.500000 \n", + " 2018-06-30 2885.750000 \n", + " 2018-07-01 2447.666667 \n", + " 2018-07-02 2966.956522 \n", + "California , Inglewood 33.9616801,-118.3531311,9.14mi 2018-06-27 345.875000 \n", + " 2018-06-28 2543.375000 \n", + " 2018-06-29 573.812500 \n", + " 2018-06-30 180.687500 \n", + " 2018-07-01 583.312500 \n", + " 2018-07-02 45897.968750 \n", + "California , La Puente 34.0200114,-117.9495083,5mi 2018-06-29 21.000000 \n", + "... ... \n", + "Pennsylvania , Dormont 40.3959026,-80.0331092,5mi 2018-06-28 2688.600000 \n", + " 2018-06-29 14645.888889 \n", + " 2018-06-30 141.000000 \n", + " 2018-07-01 331.000000 \n", + " 2018-07-02 622.500000 \n", + "Pennsylvania , East Lansdowne 39.9456683,-75.2612943,5mi 2018-06-24 177.000000 \n", + " 2018-06-25 673.000000 \n", + " 2018-06-26 814.812500 \n", + " 2018-06-27 1273.571429 \n", + " 2018-06-28 7806.000000 \n", + " 2018-06-29 10265.333333 \n", + " 2018-06-30 6467.500000 \n", + " 2018-07-01 227.500000 \n", + " 2018-07-02 150281.500000 \n", + "Pennsylvania , Mount Oliver 40.4114802,-79.98500899999999,5mi 2018-06-25 1915.200000 \n", + " 2018-06-26 53.500000 \n", + " 2018-06-27 1967.666667 \n", + " 2018-06-28 2688.600000 \n", + " 2018-06-29 14645.888889 \n", + " 2018-06-30 141.000000 \n", + " 2018-07-01 331.000000 \n", + " 2018-07-02 622.500000 \n", + "Pennsylvania , Pennsbury Village 40.4281245,-80.1006113,5mi 2018-07-03 0.000000 \n", + "Pennsylvania , Philadelphia 39.9525839,-75.1652215,135.09mi 2018-06-27 547.533333 \n", + " 2018-06-28 6232.687500 \n", + " 2018-06-29 1104.687500 \n", + " 2018-06-30 129.937500 \n", + " 2018-07-01 2094.125000 \n", + " 2018-07-02 2499.142857 \n", + "Texas , Mobile City 32.9226225,-96.41109589999999,5mi 2018-07-02 1138.000000 \n", + "\n", + " friends_count \\\n", + "location geo day \n", + "California , Alhambra 34.095287,-118.1270146,7.62mi 2018-06-27 1092.133333 \n", + " 2018-06-28 3115.692308 \n", + " 2018-06-29 1236.500000 \n", + " 2018-06-30 1009.666667 \n", + " 2018-07-01 1838.333333 \n", + " 2018-07-02 2163.956522 \n", + "California , Baldwin Park 34.0852868,-117.9608978,6.66mi 2018-06-29 87.666667 \n", + "California , Bellflower 33.8816818,-118.1170117,6.07mi 2018-06-29 972.000000 \n", + " 2018-06-30 8179.333333 \n", + "California , East Palo Alto 37.4688273,-122.1410751,5mi 2018-06-24 3205.142857 \n", + " 2018-06-25 2747.333333 \n", + " 2018-06-26 2629.285714 \n", + " 2018-06-27 176.000000 \n", + " 2018-06-28 558.000000 \n", + " 2018-06-29 645.125000 \n", + " 2018-06-30 461.666667 \n", + " 2018-07-02 1470.333333 \n", + "California , El Monte 34.0686206,-118.0275667,9.55mi 2018-06-27 1092.133333 \n", + " 2018-06-28 3115.692308 \n", + " 2018-06-29 1236.500000 \n", + " 2018-06-30 1009.666667 \n", + " 2018-07-01 1838.333333 \n", + " 2018-07-02 2163.956522 \n", + "California , Inglewood 33.9616801,-118.3531311,9.14mi 2018-06-27 474.812500 \n", + " 2018-06-28 2692.812500 \n", + " 2018-06-29 509.187500 \n", + " 2018-06-30 304.062500 \n", + " 2018-07-01 433.875000 \n", + " 2018-07-02 940.375000 \n", + "California , La Puente 34.0200114,-117.9495083,5mi 2018-06-29 71.500000 \n", + "... ... \n", + "Pennsylvania , Dormont 40.3959026,-80.0331092,5mi 2018-06-28 1807.400000 \n", + " 2018-06-29 1246.055556 \n", + " 2018-06-30 93.000000 \n", + " 2018-07-01 543.000000 \n", + " 2018-07-02 367.000000 \n", + "Pennsylvania , East Lansdowne 39.9456683,-75.2612943,5mi 2018-06-24 348.000000 \n", + " 2018-06-25 2627.500000 \n", + " 2018-06-26 585.187500 \n", + " 2018-06-27 966.000000 \n", + " 2018-06-28 714.500000 \n", + " 2018-06-29 1214.589744 \n", + " 2018-06-30 590.500000 \n", + " 2018-07-01 223.500000 \n", + " 2018-07-02 2859.250000 \n", + "Pennsylvania , Mount Oliver 40.4114802,-79.98500899999999,5mi 2018-06-25 970.400000 \n", + " 2018-06-26 148.000000 \n", + " 2018-06-27 1585.666667 \n", + " 2018-06-28 1807.400000 \n", + " 2018-06-29 1246.055556 \n", + " 2018-06-30 93.000000 \n", + " 2018-07-01 543.000000 \n", + " 2018-07-02 367.000000 \n", + "Pennsylvania , Pennsbury Village 40.4281245,-80.1006113,5mi 2018-07-03 0.000000 \n", + "Pennsylvania , Philadelphia 39.9525839,-75.1652215,135.09mi 2018-06-27 446.800000 \n", + " 2018-06-28 6083.125000 \n", + " 2018-06-29 1707.750000 \n", + " 2018-06-30 187.250000 \n", + " 2018-07-01 773.437500 \n", + " 2018-07-02 1989.428571 \n", + "Texas , Mobile City 32.9226225,-96.41109589999999,5mi 2018-07-02 512.000000 \n", + "\n", + " statuses_count \\\n", + "location geo day \n", + "California , Alhambra 34.095287,-118.1270146,7.62mi 2018-06-27 2.707040e+04 \n", + " 2018-06-28 1.416746e+04 \n", + " 2018-06-29 1.538581e+04 \n", + " 2018-06-30 2.345683e+04 \n", + " 2018-07-01 6.614050e+04 \n", + " 2018-07-02 1.718978e+04 \n", + "California , Baldwin Park 34.0852868,-117.9608978,6.66mi 2018-06-29 3.070000e+02 \n", + "California , Bellflower 33.8816818,-118.1170117,6.07mi 2018-06-29 5.623500e+03 \n", + " 2018-06-30 1.384103e+05 \n", + "California , East Palo Alto 37.4688273,-122.1410751,5mi 2018-06-24 1.266301e+06 \n", + " 2018-06-25 9.813763e+05 \n", + " 2018-06-26 1.048191e+06 \n", + " 2018-06-27 4.940000e+02 \n", + " 2018-06-28 4.332400e+04 \n", + " 2018-06-29 1.618525e+04 \n", + " 2018-06-30 1.269667e+03 \n", + " 2018-07-02 2.008333e+03 \n", + "California , El Monte 34.0686206,-118.0275667,9.55mi 2018-06-27 2.707040e+04 \n", + " 2018-06-28 1.416754e+04 \n", + " 2018-06-29 1.538581e+04 \n", + " 2018-06-30 2.345650e+04 \n", + " 2018-07-01 6.614050e+04 \n", + " 2018-07-02 1.718974e+04 \n", + "California , Inglewood 33.9616801,-118.3531311,9.14mi 2018-06-27 9.315312e+03 \n", + " 2018-06-28 1.152981e+04 \n", + " 2018-06-29 1.519144e+04 \n", + " 2018-06-30 4.386875e+03 \n", + " 2018-07-01 1.754075e+04 \n", + " 2018-07-02 4.049775e+04 \n", + "California , La Puente 34.0200114,-117.9495083,5mi 2018-06-29 2.880000e+02 \n", + "... ... \n", + "Pennsylvania , Dormont 40.3959026,-80.0331092,5mi 2018-06-28 2.385320e+04 \n", + " 2018-06-29 9.190528e+04 \n", + " 2018-06-30 2.052000e+04 \n", + " 2018-07-01 1.670100e+04 \n", + " 2018-07-02 4.540000e+03 \n", + "Pennsylvania , East Lansdowne 39.9456683,-75.2612943,5mi 2018-06-24 1.622000e+03 \n", + " 2018-06-25 1.314450e+04 \n", + " 2018-06-26 3.389938e+04 \n", + " 2018-06-27 1.298614e+04 \n", + " 2018-06-28 1.030750e+04 \n", + " 2018-06-29 2.657441e+04 \n", + " 2018-06-30 5.093250e+03 \n", + " 2018-07-01 1.118150e+04 \n", + " 2018-07-02 1.098642e+05 \n", + "Pennsylvania , Mount Oliver 40.4114802,-79.98500899999999,5mi 2018-06-25 6.575200e+03 \n", + " 2018-06-26 2.829500e+03 \n", + " 2018-06-27 3.390033e+04 \n", + " 2018-06-28 2.385340e+04 \n", + " 2018-06-29 9.190528e+04 \n", + " 2018-06-30 2.052000e+04 \n", + " 2018-07-01 1.670100e+04 \n", + " 2018-07-02 4.540000e+03 \n", + "Pennsylvania , Pennsbury Village 40.4281245,-80.1006113,5mi 2018-07-03 0.000000e+00 \n", + "Pennsylvania , Philadelphia 39.9525839,-75.1652215,135.09mi 2018-06-27 1.781367e+04 \n", + " 2018-06-28 6.164231e+04 \n", + " 2018-06-29 1.269719e+04 \n", + " 2018-06-30 9.807312e+03 \n", + " 2018-07-01 9.368500e+03 \n", + " 2018-07-02 3.824904e+04 \n", + "Texas , Mobile City 32.9226225,-96.41109589999999,5mi 2018-07-02 9.918800e+04 \n", + "\n", + " vader \\\n", + "location geo day \n", + "California , Alhambra 34.095287,-118.1270146,7.62mi 2018-06-27 0.179453 \n", + " 2018-06-28 0.369123 \n", + " 2018-06-29 0.127050 \n", + " 2018-06-30 0.112329 \n", + " 2018-07-01 0.196592 \n", + " 2018-07-02 0.213609 \n", + "California , Baldwin Park 34.0852868,-117.9608978,6.66mi 2018-06-29 0.153200 \n", + "California , Bellflower 33.8816818,-118.1170117,6.07mi 2018-06-29 0.000000 \n", + " 2018-06-30 -0.037300 \n", + "California , East Palo Alto 37.4688273,-122.1410751,5mi 2018-06-24 0.000000 \n", + " 2018-06-25 0.148350 \n", + " 2018-06-26 0.120229 \n", + " 2018-06-27 0.000000 \n", + " 2018-06-28 0.624900 \n", + " 2018-06-29 0.304113 \n", + " 2018-06-30 0.160167 \n", + " 2018-07-02 0.273967 \n", + "California , El Monte 34.0686206,-118.0275667,9.55mi 2018-06-27 0.179453 \n", + " 2018-06-28 0.369123 \n", + " 2018-06-29 0.127050 \n", + " 2018-06-30 0.112329 \n", + " 2018-07-01 0.196592 \n", + " 2018-07-02 0.213609 \n", + "California , Inglewood 33.9616801,-118.3531311,9.14mi 2018-06-27 -0.046437 \n", + " 2018-06-28 0.094556 \n", + " 2018-06-29 0.023762 \n", + " 2018-06-30 0.000000 \n", + " 2018-07-01 0.000000 \n", + " 2018-07-02 0.012559 \n", + "California , La Puente 34.0200114,-117.9495083,5mi 2018-06-29 -0.132650 \n", + "... ... \n", + "Pennsylvania , Dormont 40.3959026,-80.0331092,5mi 2018-06-28 0.095620 \n", + " 2018-06-29 0.353911 \n", + " 2018-06-30 0.000000 \n", + " 2018-07-01 0.000000 \n", + " 2018-07-02 -0.046850 \n", + "Pennsylvania , East Lansdowne 39.9456683,-75.2612943,5mi 2018-06-24 0.000000 \n", + " 2018-06-25 0.413550 \n", + " 2018-06-26 0.013513 \n", + " 2018-06-27 0.193229 \n", + " 2018-06-28 0.429400 \n", + " 2018-06-29 0.384392 \n", + " 2018-06-30 0.506775 \n", + " 2018-07-01 0.000000 \n", + " 2018-07-02 0.177825 \n", + "Pennsylvania , Mount Oliver 40.4114802,-79.98500899999999,5mi 2018-06-25 0.091220 \n", + " 2018-06-26 -0.076550 \n", + " 2018-06-27 0.234467 \n", + " 2018-06-28 0.095620 \n", + " 2018-06-29 0.353911 \n", + " 2018-06-30 0.000000 \n", + " 2018-07-01 0.000000 \n", + " 2018-07-02 -0.046850 \n", + "Pennsylvania , Pennsbury Village 40.4281245,-80.1006113,5mi 2018-07-03 0.000000 \n", + "Pennsylvania , Philadelphia 39.9525839,-75.1652215,135.09mi 2018-06-27 0.443793 \n", + " 2018-06-28 0.172425 \n", + " 2018-06-29 0.437825 \n", + " 2018-06-30 0.551481 \n", + " 2018-07-01 0.158350 \n", + " 2018-07-02 0.158632 \n", + "Texas , Mobile City 32.9226225,-96.41109589999999,5mi 2018-07-02 0.000000 \n", + "\n", + " time between tweets \n", + "location geo day \n", + "California , Alhambra 34.095287,-118.1270146,7.62mi 2018-06-27 18.751007 \n", + " 2018-06-28 12.369011 \n", + " 2018-06-29 5.225646 \n", + " 2018-06-30 25.747544 \n", + " 2018-07-01 18.703823 \n", + " 2018-07-02 14.880041 \n", + "California , Baldwin Park 34.0852868,-117.9608978,6.66mi 2018-06-29 256.722792 \n", + "California , Bellflower 33.8816818,-118.1170117,6.07mi 2018-06-29 239.338955 \n", + " 2018-06-30 197.943093 \n", + "California , East Palo Alto 37.4688273,-122.1410751,5mi 2018-06-24 111.602146 \n", + " 2018-06-25 99.141168 \n", + " 2018-06-26 100.499187 \n", + " 2018-06-27 NaN \n", + " 2018-06-28 1.562298 \n", + " 2018-06-29 43.150490 \n", + " 2018-06-30 5.351517 \n", + " 2018-07-02 37.598723 \n", + "California , El Monte 34.0686206,-118.0275667,9.55mi 2018-06-27 17.388337 \n", + " 2018-06-28 11.470132 \n", + " 2018-06-29 4.845889 \n", + " 2018-06-30 23.876422 \n", + " 2018-07-01 17.344581 \n", + " 2018-07-02 13.798681 \n", + "California , Inglewood 33.9616801,-118.3531311,9.14mi 2018-06-27 1.676999 \n", + " 2018-06-28 1.383795 \n", + " 2018-06-29 0.020016 \n", + " 2018-06-30 0.557196 \n", + " 2018-07-01 2.762721 \n", + " 2018-07-02 1.673422 \n", + "California , La Puente 34.0200114,-117.9495083,5mi 2018-06-29 237.146284 \n", + "... ... \n", + "Pennsylvania , Dormont 40.3959026,-80.0331092,5mi 2018-06-28 84.796590 \n", + " 2018-06-29 39.162622 \n", + " 2018-06-30 NaN \n", + " 2018-07-01 NaN \n", + " 2018-07-02 76.715513 \n", + "Pennsylvania , East Lansdowne 39.9456683,-75.2612943,5mi 2018-06-24 NaN \n", + " 2018-06-25 272.839842 \n", + " 2018-06-26 20.507126 \n", + " 2018-06-27 91.089080 \n", + " 2018-06-28 267.639164 \n", + " 2018-06-29 16.363276 \n", + " 2018-06-30 184.492235 \n", + " 2018-07-01 93.428453 \n", + " 2018-07-02 41.501566 \n", + "Pennsylvania , Mount Oliver 40.4114802,-79.98500899999999,5mi 2018-06-25 131.932594 \n", + " 2018-06-26 303.771331 \n", + " 2018-06-27 205.285836 \n", + " 2018-06-28 90.898038 \n", + " 2018-06-29 41.980526 \n", + " 2018-06-30 NaN \n", + " 2018-07-01 NaN \n", + " 2018-07-02 82.235495 \n", + "Pennsylvania , Pennsbury Village 40.4281245,-80.1006113,5mi 2018-07-03 NaN \n", + "Pennsylvania , Philadelphia 39.9525839,-75.1652215,135.09mi 2018-06-27 1.055507 \n", + " 2018-06-28 0.779803 \n", + " 2018-06-29 0.626098 \n", + " 2018-06-30 1.420144 \n", + " 2018-07-01 4.207615 \n", + " 2018-07-02 3.006193 \n", + "Texas , Mobile City 32.9226225,-96.41109589999999,5mi 2018-07-02 NaN \n", + "\n", + "[150 rows x 5 columns]" + ] + }, + "execution_count": 290, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "cityDataFinal[0]" + ] + }, { "cell_type": "code", "execution_count": null,