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Created July 17, 2019 20:30
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twitter-data-analysis.ipynb
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"metadata": {
"colab": {
"name": "Twitter Data Analysis.ipynb",
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"cell_type": "markdown",
"metadata": {
"id": "view-in-github",
"colab_type": "text"
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"<a href=\"https://colab.research.google.com/gist/shravankumar147/785759134a8b6dd83218d890e37577e2/twitter-data-analysis.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "x7aIEEDKlw2B",
"colab_type": "text"
},
"source": [
"**Twetter data analysis- NLP**"
]
},
{
"cell_type": "code",
"metadata": {
"id": "S7AkqiFs-w4e",
"colab_type": "code",
"colab": {}
},
"source": [
"# import require packages\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"import pandas as pd\n",
"import seaborn as sns\n",
"import re\n",
"\n",
"import itertools\n",
"import collections\n",
"\n",
"%matplotlib inline\n",
"\n",
"sns.set(font_scale=1)\n",
"sns.set_style(\"whitegrid\")\n",
"\n",
"import warnings\n",
"warnings.filterwarnings(\"ignore\")"
],
"execution_count": 0,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "M5b7oq0yD2kr",
"colab_type": "code",
"colab": {}
},
"source": [
"# NLP core libraries\n",
"import nltk\n",
"from textblob import TextBlob\n",
"from nltk.corpus import stopwords\n",
"import string\n",
"\n",
"from nltk.tokenize import word_tokenize"
],
"execution_count": 0,
"outputs": []
},
{
"cell_type": "markdown",
"metadata": {
"id": "2Qzu1DNmHh-l",
"colab_type": "text"
},
"source": [
"**1. Load the data into a dataframe**"
]
},
{
"cell_type": "code",
"metadata": {
"id": "oqxJCzTo_V_X",
"colab_type": "code",
"colab": {}
},
"source": [
"df = pd.read_excel('TWEET STACK.XLSX')"
],
"execution_count": 0,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "o55WxLXlAVyu",
"colab_type": "code",
"outputId": "ca1dac8d-1370-4b11-8ee1-35606ab561ab",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 206
}
},
"source": [
"df.head()"
],
"execution_count": 0,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>TweetFulltext</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>A.I. #Songwriting Has Arrived. \\n\\nDon't Panic...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>IBM explores the intersection \\n\\nof #AI, #eth...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>RT @SpirosMargaris: Good read\\n\\n#MachineLearn...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>RT @SpirosMargaris: ICOs vs. #STOs: \\n\\nHow to...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>RT @SpirosMargaris: ‘Ditch the #PingPongTable’...</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" TweetFulltext\n",
"0 A.I. #Songwriting Has Arrived. \\n\\nDon't Panic...\n",
"1 IBM explores the intersection \\n\\nof #AI, #eth...\n",
"2 RT @SpirosMargaris: Good read\\n\\n#MachineLearn...\n",
"3 RT @SpirosMargaris: ICOs vs. #STOs: \\n\\nHow to...\n",
"4 RT @SpirosMargaris: ‘Ditch the #PingPongTable’..."
]
},
"metadata": {
"tags": []
},
"execution_count": 9
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "B8ib9foNbDo0",
"colab_type": "text"
},
"source": [
"**2. Define function to preprocess the data**"
]
},
{
"cell_type": "code",
"metadata": {
"id": "AK8iWo40Bggh",
"colab_type": "code",
"outputId": "ef69e213-0af2-43d0-e32b-4f02d3709bd3",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 106
}
},
"source": [
"# download the required nltk libs\n",
"nltk.download('punkt')\n",
"nltk.download('stopwords')"
],
"execution_count": 0,
"outputs": [
{
"output_type": "stream",
"text": [
"[nltk_data] Downloading package punkt to /root/nltk_data...\n",
"[nltk_data] Unzipping tokenizers/punkt.zip.\n",
"[nltk_data] Downloading package stopwords to /root/nltk_data...\n",
"[nltk_data] Unzipping corpora/stopwords.zip.\n"
],
"name": "stdout"
},
{
"output_type": "execute_result",
"data": {
"text/plain": [
"True"
]
},
"metadata": {
"tags": []
},
"execution_count": 10
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "I3PdK1yWEigy",
"colab_type": "code",
"colab": {}
},
"source": [
"#HappyEmoticons\n",
"emoticons_happy = set([\n",
" ':-)', ':)', ';)', ':o)', ':]', ':3', ':c)', ':>', '=]', '8)', '=)', ':}',\n",
" ':^)', ':-D', ':D', '8-D', '8D', 'x-D', 'xD', 'X-D', 'XD', '=-D', '=D',\n",
" '=-3', '=3', ':-))', \":'-)\", \":')\", ':*', ':^*', '>:P', ':-P', ':P', 'X-P',\n",
" 'x-p', 'xp', 'XP', ':-p', ':p', '=p', ':-b', ':b', '>:)', '>;)', '>:-)',\n",
" '<3'\n",
" ])\n",
"\n",
"\n",
"# Sad Emoticons\n",
"emoticons_sad = set([\n",
" ':L', ':-/', '>:/', ':S', '>:[', ':@', ':-(', ':[', ':-||', '=L', ':<',\n",
" ':-[', ':-<', '=\\\\', '=/', '>:(', ':(', '>.<', \":'-(\", \":'(\", ':\\\\', ':-c',\n",
" ':c', ':{', '>:\\\\', ';('\n",
" ])\n",
"# somethingelse\n",
"some_others = set([\n",
" '\\:', '\\-', '\\'s', '\\—', '\\’', '\\``', \"\\''\", 'gt', '\\’', '``','’',\\\n",
" 'A', 'The', 'I', 'this', 'an'\n",
"])\n",
"\n",
"#Emoji patterns\n",
"emoji_pattern = re.compile(\"[\"\n",
" u\"\\U0001F600-\\U0001F64F\" # emoticons\n",
" u\"\\U0001F300-\\U0001F5FF\" # symbols & pictographs\n",
" u\"\\U0001F680-\\U0001F6FF\" # transport & map symbols\n",
" u\"\\U0001F1E0-\\U0001F1FF\" # flags (iOS)\n",
" u\"\\U00002702-\\U000027B0\"\n",
" u\"\\U000024C2-\\U0001F251\"\n",
" \"]+\", flags=re.UNICODE)\n",
"\n",
"#combine sad and happy emoticons\n",
"emoticons = emoticons_happy.union(emoticons_sad).union(some_others)"
],
"execution_count": 0,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "i6FBYDEaExN5",
"colab_type": "code",
"colab": {}
},
"source": [
"def clean_tweets(tweet):\n",
" \n",
" stop_words = set(stopwords.words('english'))\n",
" word_tokens = word_tokenize(tweet)#after tweepy preprocessing the colon symbol left remain after #removing mentions\n",
" tweet = re.sub(r':', '', tweet)\n",
" tweet = re.sub(r'…', '', tweet) #replace consecutive non-ASCII characters with a space\n",
" tweet = re.sub(r'[^\\x00-\\x7F]+',' ', tweet)#remove emojis from tweet\n",
" tweet = emoji_pattern.sub(r'', tweet)#filter using NLTK library append it to a string\n",
"\n",
" filtered_tweet = []#looping through conditions\n",
" for w in word_tokens:\n",
"#check tokens against stop words , emoticons and punctuations\n",
" if w not in stop_words and w not in emoticons and w not in string.punctuation:\n",
" w = re.sub(r'^https?:\\/\\/.*[\\r\\n]*', '', w, flags=re.MULTILINE)\n",
" w = re.sub(r'^http?s', '', w, flags=re.MULTILINE)\n",
" w = re.sub(r'\\/\\/.*[\\r\\n]*', '', w, flags=re.MULTILINE)\n",
" w = re.sub(r'RT', '', w)\n",
" filtered_tweet.append(w)\n",
" filtered_tweet = list(filter(None, filtered_tweet))\n",
"# print(word_tokens)\n",
"# return ' '.join(filtered_tweet).strip(), filtered_tweet\n",
" #print(filtered_sentence)return tweet\n",
" return filtered_tweet"
],
"execution_count": 0,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "Fm0LilJ6JwRF",
"colab_type": "code",
"colab": {}
},
"source": [
"df1 = df.astype('str')"
],
"execution_count": 0,
"outputs": []
},
{
"cell_type": "markdown",
"metadata": {
"id": "tOvqAdo7PKCF",
"colab_type": "text"
},
"source": [
"**3. Single tweet analysis**"
]
},
{
"cell_type": "code",
"metadata": {
"id": "-EsbS1WyKQXi",
"colab_type": "code",
"outputId": "52dda9dc-d657-49e9-a0d9-b0700b79fa49",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 55
}
},
"source": [
"t1 = df1['TweetFulltext'][5]\n",
"t1"
],
"execution_count": 0,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"\"RT @SpirosMargaris: This #portrait made by #AI just sold for $432,000 — \\n\\nthat's 40 times the original estimate \\n\\nhttps://t.co/FI20aflBDd #…\""
]
},
"metadata": {
"tags": []
},
"execution_count": 170
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "yNjaEkDDIh3T",
"colab_type": "code",
"colab": {}
},
"source": [
"processed_text_tokens = clean_tweets(t1)"
],
"execution_count": 0,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "J7_fR5hhJ5hs",
"colab_type": "code",
"outputId": "1cebf281-d8ea-4fcc-a2b5-a4e7c6a7ca4c",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 55
}
},
"source": [
"print(processed_text_tokens)"
],
"execution_count": 0,
"outputs": [
{
"output_type": "stream",
"text": [
"['SpirosMargaris', 'This', 'portrait', 'made', 'AI', 'sold', '432,000', '—', '40', 'times', 'original', 'estimate', '…']\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "p7YpWcVQQalk",
"colab_type": "code",
"colab": {}
},
"source": [
"w2 = TextBlob(' '.join(processed_text_tokens))"
],
"execution_count": 0,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "WlI3M52wTju7",
"colab_type": "code",
"outputId": "de0e6208-7a25-462a-efe7-ac374167eae9",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 35
}
},
"source": [
"w2.sentiment_assessments"
],
"execution_count": 0,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"Sentiment(polarity=0.375, subjectivity=0.75, assessments=[(['original'], 0.375, 0.75, None)])"
]
},
"metadata": {
"tags": []
},
"execution_count": 88
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "86M9MLXTaGe8",
"colab_type": "text"
},
"source": [
"**4. All Tweets**"
]
},
{
"cell_type": "code",
"metadata": {
"id": "R1GmTGEcT_4E",
"colab_type": "code",
"colab": {}
},
"source": [
"all_tweets = df1['TweetFulltext'].str.replace('RT','').tolist()"
],
"execution_count": 0,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "lSpFPyz0X8ru",
"colab_type": "code",
"outputId": "a5740160-daa6-4489-9915-50a2ada5dd24",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 1000
}
},
"source": [
"all_tweets"
],
"execution_count": 0,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"[\"A.I. #Songwriting Has Arrived. \\n\\nDon't Panic \\n\\nhttps://t.co/ssd27PiAAp #fintech #music #AI #ArtificialIntelligence #MachineLearning #DeepLearning #robotics @danreilly11 https://t.co/EiXD7gBUXr\",\n",
" 'IBM explores the intersection \\n\\nof #AI, #ethics–and #PacMan \\n\\nhttps://t.co/Ls85wQ2QGe #fintech #insurtech #ArtificialIntelligence #MachineLearning #DeepLearning #robotics @harrymccracken @jblefevre60 @JohnSnowai @pierrepinna @IBM @IBMWatson https://t.co/cUmmKAPCgE',\n",
" ' @SpirosMargaris: Good read\\n\\n#MachineLearning: The New Language Of #Leadership \\n\\nhttps://t.co/7zZ71Hu9tf #fintech #insurtech #AI #Artific…',\n",
" ' @SpirosMargaris: ICOs vs. #STOs: \\n\\nHow to Know Which One Is Right for Your Business\\n\\n https://t.co/5n9lRxEAhP #fintech #startup #VC #ICO…',\n",
" ' @SpirosMargaris: ‘Ditch the #PingPongTable’ and Other Tips \\n\\nfor Making the #Workplace Better \\n\\nhttps://t.co/0u36n68p3W #fintech #insurt…',\n",
" \" @SpirosMargaris: This #portrait made by #AI just sold for $432,000 — \\n\\nthat's 40 times the original estimate \\n\\nhttps://t.co/FI20aflBDd #…\",\n",
" ' @SpirosMargaris: Detecting #Crime \\n\\nThrough #ArtificialIntelligence \\n\\nhttps://t.co/Sd3Dgt5gQD #fintech #insurtech #AI #MachineLearning #…',\n",
" ' @Salz_Er: Vontobel bringt einen Robo Advisor https://t.co/GG8dL7ozQx mehr zum Thema unter https://t.co/jF18HwATlg #robo @FuW_News @cashc…',\n",
" ' @andi_staub: [ #techforgood ]\\n\\n#Blockchain for Social Impact\\n\\n#fintech #insurtech #bitcoin #cryptocurrencies #Sustainability @Stevewal63…',\n",
" ' @dinisguarda: In our new digital data driven world \\n#Blockchain + #AI = foundational #tech of our days\\n= the new fire + electricity\\nht…',\n",
" 'Think #AI Is Too Scary? \\n\\nThis #Expert Wants to Calm Your #Fears \\n\\nhttps://t.co/9jaXFzCemI #fintech #insurtech #ArtificialIntelligence #MachineLearning #DeepLearning #robotics @pcmag @SCStuart2020 @JohnSnowai @pierrepinna @jblefevre60 @RealAAAI @Ronald_vanLoon @psb_dc @yolandagil https://t.co/nQOUfumRMM',\n",
" ' @Xbond49: Zambian #startup @MangweePayments launches #payments #platform https://t.co/b9dViSYZeO #money #PaymentsBank #Africa #Zimbabwe…',\n",
" ' @ipfconline1: Geoffrey Hinton: Future of Artificial Intelligence\\n👇\\n\" I think one of the big breakthroughs that\\'s going to come is we\\'re…',\n",
" ' @hudson_chatbots: #insurtech via NodeXL \\n@spirosmargaris\\n@jblefevre60\\n@albertogaruccio\\n@ipfconline1\\n@fisher85m\\n@mikequindazzi\\n@helene_wp…',\n",
" ' @a_christoph: @evankirstel “Who of you keeps kicking against my seat?”',\n",
" ' @evankirstel: The future of parking https://t.co/aQ97hFrwEY',\n",
" 'How Facebook and 500 other companies will bring 3.8 billion more people online #internet #space #facebook @venturebeat @deantak https://t.co/Ok8EfhezCc',\n",
" 'Augmenting Intelligence: Enabling Neural Networks #neuralnetworks @ecnonline https://t.co/WFzVErOoTj',\n",
" '5 Growth Hacks for Your SaaS Businesses https://t.co/amXqMNsrvT',\n",
" \"Pablo Stanley's clever Humaaans project inspired me to pick up something on eBay. https://t.co/9UZTdzYYeo\",\n",
" ' @evankirstel: 6 biggest impacts on #DigitalHealth in the next 5 years &gt;&gt; #healthcare managers in Italy &gt;&gt; @MikeQuindazzi CC @antgrasso &gt;…',\n",
" 'Analysts wonder where #wireless phone growth is coming from #smartphones @mikeddano https://t.co/g18msLBzdq',\n",
" 'Crossing the Atlantic in 3.5 hours? Yes please! #aviation #avgeek https://t.co/Pi36nPlsIS',\n",
" '@dnew @cybersecboardrm And I were just talking about this',\n",
" \"Here's how @SingaporeAir makes passengers comfortable on the world's longest flight https://t.co/VHI3vB7iwX @dez_blanchfield #aviation #travel #BusinessTravel https://t.co/xoQFuKDRh5\",\n",
" 'Epic, CEO Faulkner Confront Life as a Big Tech Company in 2018 https://t.co/86mfTh43Hl',\n",
" ' @LisaH_Jackson: Why the IoT needs more of an edge: Edge computing and the data centre - IoT Tech News \\nhttps://t.co/3xweh9ebUz\\n#EdgeComp…',\n",
" ' @evankirstel: 🎣 🐟 #SaturdayMorning #Greece #fishing @IrmaRaste https://t.co/jFyLF5qWcs',\n",
" ' @evankirstel: #DigitalBanking appealing to 2 billion banking #consumers around the world &gt;&gt; @juniperresearch via @MikeQuindazzi &gt;&gt; #fint…',\n",
" ' @evankirstel: #Airbnb 48BC https://t.co/GlQtXLgJLe',\n",
" ' @evankirstel: #FutureofWork? #AI will most likely affect 9.2 million working class #jobs. https://t.co/SAmtC2T8QM #Robotics #AutonomousV…',\n",
" '#Photography https://t.co/xcMf6qX22Y https://t.co/MU3aJlsGML',\n",
" 'Experts warn of a new ‘snail mail’ malware attack that’s surprisingly effective https://t.co/q562invooF',\n",
" ' @evankirstel: Great seeing @elinask of @tmcnet at the #SamsungGalaxyNote9 #Unpacked event! We both agree on the huge opportunity @Samsun…',\n",
" ' @vectafrank: so true https://t.co/piGNnzSTwv',\n",
" ' @evankirstel: A photographer captured photos of 15 pairs of dogs and their owners that look hilariously alike https://t.co/tbD2Ksghh3 ht…',\n",
" ' @evankirstel: A 28-year-old MIT graduate has created a leak-detecting robot that could eliminate some of the 2 trillion gallons of waste…',\n",
" 'Women Leaders Share How Value Drives Success https://t.co/qWf9HP9s7D',\n",
" 'Huawei Locator GPS Tracking Device Announced https://t.co/XWwrQ7E3ud',\n",
" ' @evankirstel: Want to be an Influencer? Pick your persona and start building your best #digital you. Influencer Marketing Link &gt;&gt; https:…',\n",
" 'Qantas Wants to Take Back the World’s Longest Flight Crown @dez_blanchfield https://t.co/l0xqrEnLtg https://t.co/Kk0D3hv63P',\n",
" 'Beautiful day in #Newburyport #Massachusetts @VisitMA https://t.co/Yeb2iI7udN',\n",
" 'AI Weekly: Contrary to current fears, AI will create jobs and grow GDP #machinelearning #data #jobs https://t.co/n3I9SLECCe',\n",
" 'Logitech G502 Hero review — love that new sensor smell https://t.co/llSCUhEbaO',\n",
" 'Read my Sep 8 Newsletter featuring “I Wrote Some of the Stolen Memos That Brett Kavanaugh Lied to the Senate About” https://t.co/njfc946Bkk',\n",
" ' @UCStrategies: #ATTinfluencer Check out @attbusiness Complete #ELD solution for your #FMCSA compliance - Do you have an ELD solution tha…',\n",
" ' @dez_blanchfield: no wonder @Google removed the phrase \"Don\\'t Do Evil\" from their company vision statement.. https://t.co/jxyXCayEuY\\n\\nth…',\n",
" \" @TopCyberNews: ⚡️It's time for #B2B enterprises to embrace global #influencers. \\n \\n🌀Article by @MHiesboeck\\n \\n♾https://t.co/wTkMOu63zs \\n#…\",\n",
" 'Tech-Support Scams on Google Trigger Crackdown https://t.co/BOpr6PmbxI',\n",
" \"Read my Sep 1 Newsletter featuring “'FREE Information Reveals The Fastest Way To Go From Struggling Broke Home…” https://t.co/oXnnARuXhz\",\n",
" 'Quote of the Day: \"One fails forward toward success.\" - Charles Kettering',\n",
" 'What Does a Nuclear Explosion Feel Like? https://t.co/b8QZViaWXd',\n",
" 'How realistic are sci-fi spaceships? #science #space #scifi @tweetsoutloud https://t.co/8FKoKuAXqi',\n",
" ' @AndruzL: Transformed Thinking. Progressive Society. Better Future. https://t.co/YBiwhQy6rF',\n",
" 'Universal Broadband Won’t Save Us https://t.co/ZXro1X4fAt https://t.co/HGWNFnxPaK',\n",
" ' @Densify: Join our Live webinar with @forrester as we explore the next frontier of infrastructure as code and how it empowers #cloud op…',\n",
" \"Young Russians posting memes face jail for 'extremism' https://t.co/liufmQNA1o\",\n",
" \"What does the Apple Watch Series 4's EKG actually do? #applewatch https://t.co/1nQtc637Y3\",\n",
" 'Visa-Supported Device Could Help Blind Consumers https://t.co/9LcbkD5AmW',\n",
" ' @evankirstel: Robot drone could protect Great Barrier Reef by killing crown-of-thorns starfish https://t.co/Ul6JFy4XgW',\n",
" ' @evankirstel: Another #AI winter could usher in a dark period for artificial intelligence https://t.co/CHqTpO1tFF',\n",
" ' @evankirstel: Free your #IoT devices from the constraints of fixed lines or #wifi - Get seamless #connectivity anywhere in the world @BI…',\n",
" ' @evankirstel: Generate usage and driving reports, offer subscriptions and content-based connected services then manage it all from a sin…',\n",
" ' @evankirstel: #YaghtGoals #SaturdayMorning #Greece https://t.co/jjoOkapKof',\n",
" ' @evankirstel: 2135 #IoT #startups w/ $55 billion of #venturecapital building across 20 categories &gt;&gt; @VentureScanner via @MikeQuindazzi…',\n",
" 'As tariffs continue, panic beginning to sink in among Wisconsin manufacturers https://t.co/zqiQwymp9i',\n",
" '#Massachusetts Passes Non-Compete Reform -- And #Career Owners Are Big Winners https://t.co/JoxBJHORDj',\n",
" 'Boston-area #startups are on pace to overtake NYC #venture totals #newyork #boston #funding https://t.co/u6AQDeeBrU',\n",
" \"Thanks for @StasBekman, it's never been easier to start contributing to open source. We have a step by step guide and a super-easy helper script to get you started with your first pull request.\\n\\nSee a typo? Are we missing a test? OK, let's fix it! :)\\nhttps://t.co/tj5oyiz2d9 https://t.co/0fBMsKMDdF\",\n",
" ' @evankirstel: Learning Human Anatomy with #Microsoft #HoloLens @IrmaRaste @evankirstel @jblefevre60 @HoloLens \\n#AR #VR #HealthTech https…',\n",
" '🤖🤖🤖 https://t.co/SOXhg3prTk',\n",
" \"Wow 😲 &gt; These companies are paying moms to ship breastmilk home while they're away on business https://t.co/bfJlTE6c8b\",\n",
" ' @IrmaRaste: Apple Watch Leaves Patients Connected with No Where To Go #data #apple @thcbstaff https://t.co/QP4O5NNK2K',\n",
" \"China Party journal warns of trade war's impact on financial stability https://t.co/JT4Si2M0kB\",\n",
" \"I'm excited to see where JAX goes - it's looking great already!\\nWhat's the status of this at Google? Is it a personal side-project, or something that's likely to stick around for a long time?\",\n",
" \".@KaiFuLee's new book says #ArtificialIntelligence will be Google vs China and will kill half the world's jobs https://t.co/Pr3uGpA2Mi\",\n",
" ' @evankirstel: #Healthcare #ArtificialIntelligence Software, Hardware, and Services Market to Surpass $34 Billion Worldwide by 2025 https…',\n",
" '🐢 😥https://t.co/deSoQPo8bF',\n",
" 'Walmart to Require Blockchain to Limit Impact of Food-Borne Illness Outbreaks https://t.co/tjgWxS24zY',\n",
" ' @TheTechIA: \"Influencer marketing” #Google searches increased by 325% - the fastest-growing online acquisition method of the year. \\n\\nhtt…',\n",
" \"@vcheplygina @trevor_darrell_ Looks like you can pick up 2k followers pretty quick, if you don't mind cheating... https://t.co/ENga4KPVYM\",\n",
" 'Boeing wins bid to build the Navy’s carrier-launched tanker drone\\n\\nhttps://t.co/bbQ84BHFx6',\n",
" ' @evankirstel: These nine little golden retriever puppies steal the show at the annual Chilean military parade. #chile #puppies #goldenre…',\n",
" ' @danwygant: @evankirstel Question is can they be built to handle:\\n1) Temperature change (higher, and fluxuation)\\n2) Uric acid pollution…',\n",
" 'Happy Valentine’s Day! Online Dating Scams Cost Americans $143 Million https://t.co/JHFO7EAIca #FraudsandSwindling #ComputersandtheInternet https://t.co/TJBT3UzCRG',\n",
" 'Former Senior Apple Lawyer Charged With Insider Trading https://t.co/KIwgLsCJb2 #InsiderTrading #StocksandBonds #AppleInc https://t.co/go8VisK6m7',\n",
" 'Tech We’re Using: Germany Is Wary of a Digital World (but Loves Its E-Toothbrushes) https://t.co/xI1ZISdwhS #MobileApplications #ComputersandtheInternet #Privacy https://t.co/0pycYHoxYE',\n",
" 'Sprint Creates Curiosity: a New IOT Platform - Via Satellite - https://t.co/WS44k2ipc9',\n",
" '2018 CIO Survey: Looking Beyond the Digital Era #technology #business #digital https://t.co/AQXwpPr3gP',\n",
" ' @Ronald_vanLoon: 7 Visualizations You Should Learn in R \\n by @DataScienceCtrl | \\n\\nRead more here: https://t.co/MLtUMxSHn5\\n\\n#BigData #Pro…',\n",
" 'Getting some air, Atlas?\\nby @BostonDynamics |\\n\\n#ArtificialIntelligence #DeepLearning #Robotics #AI #MachineLearning #ML #Innovation #DL #DigitalTransformation #Robotics #MachineIntelligence #Videos #\\n\\nCc: @hmason @kirkdborne @karpathy https://t.co/JUIc0R7Ocj',\n",
" ' @Ronald_vanLoon: Create #3D Masterpieces in #VR using Blocks\\nvia @jblefevre60 |\\n \\n#VirtualReality #AI #ArtificialIntelligence #IoT #Inte…',\n",
" ' @AnnaPerssonDR: Feersum Endjinn - Iain M. Banks https://t.co/FTz0bj6Nnk\\n#bookreview #cyberpunk https://t.co/EgFLp3MLZ0',\n",
" ' @AuthorNetwork: Hugo Negron\\n\"Forging of a Knight\" \\n\"Rise of the Slavekeepers\"\\n\"Prison Planet of the Mah-Lahkt\" \\nhttps://t.co/dQ9kdnSLSg…',\n",
" ' @Ronald_vanLoon: This device could help those with limited vision\\nby @mashable |\\n\\n#ArtificialIntelligence #AI #DL #IoT #InternetOfThings…',\n",
" ' @CircleofBooks: * #interview #asmsg #iartg #ian1\\nInterview- Amanda Green\\n@AmandaGreenUK\\nhttps://t.co/cHciHQ4fLU https://t.co/WdWOj14H8j',\n",
" 'Understand these 5 basic concepts to sound like a #MachineLearning expert \\n by @TDataScience @aaronedell |\\n\\nRead more at https://t.co/9ugIJY98DJ\\n\\n#DataScience #ML #AI #DeepLearning #DL #NeuralNetworks #FacialRecognition #\\n\\ncc: @randal_olson https://t.co/B3xMKyxx7s https://t.co/49ZDrHbZKa',\n",
" 'Sid found the life of a covert agent to be a crazy kind of fun.\\nThe Crystal Series – Classic sci-fi. Futuristic thrills.\\nStart with first book CRYSTAL DECEPTION\\nSeries info: https://t.co/ofG9FlhPwc\\nBuy link: https://t.co/WYFfJv6K8n\\n#ian1 space AI #kindle https://t.co/wfBkRnodcv',\n",
" 'By #richard_cezar\\nIN THE ROBES OF GOD\\nSci-fi action thriller!\\nhttps://t.co/CmaMqcpq2x\\nian1 iartg #kindle\\nhttps://t.co/AfASsNx8IH',\n",
" '4 ingredients of #Blockchain explained in 2 minutes by #Blockchain expert Christian Reichenbach @Ronald_vanLoon |\\n\\n#HPE_iot #HM18 #InternetofThings #IoT #BigData #distributedledger #\\n \\nCc: @garymintchell @IIoT_World @domhalps https://t.co/mkaJQoKioK https://t.co/mqx5JSppBG',\n",
" ' @Ronald_vanLoon: How to detect #Anomalies before asset failure occur by Preston Johnson @AlliedRel |\\n\\n#LiveWorx #InternetofThings #Aeros…',\n",
" ' @Ronald_vanLoon: Introduction to the #Self-Driving Car Engineer Nanodegree Program\\nby @udacity |\\n\\n#ArtificialIntelligence #AI #IoT #Inte…',\n",
" '5 critical roles for CIOs in defining digital strategy and executing digital transformation programs #cios #digital @CIOonline @nyike https://t.co/L8NlT2ONyi',\n",
" 'The #smartphone race - #tech #iphone #Huawei https://t.co/rgiy78DfGr',\n",
" 'Moving Voice to the Cloud #cloud #business #applications @nojitter https://t.co/n3O8Xid354',\n",
" ' @GuggerSylvain: Thanks to @amittrathi amazing nbreview GitHub App, I can now painlessly diff notebooks, add comments requesting changes,…',\n",
" ' @MikeQuindazzi: In the age of #AI &amp; #robotics, enterprises require a human-lead transformation, enabling unequivocal experiences, buildi…',\n",
" 'Throttling the #5G Internet https://t.co/j3yYLq7b7Q via @WSJOpinion #ATTBizSummit',\n",
" 'The Bat🦇mobil https://t.co/DY0BGfkdJm',\n",
" ' @SciFi_by_Allen: more ways for robots to get around. https://t.co/cWu8N9PHO6',\n",
" 'Wind and Solar Farms Could Make it Rain Regularly in the Sahara Desert https://t.co/Y3caXLjVF9',\n",
" \"Beijing's new #airport is under construction, but the first inside pictures are already spectacular. This will be the largest airport in the world. Meanwhile, we have LaGuardia. #china #infrastructure #travel https://t.co/CVru73xYW2\",\n",
" ' @avrohomg: CALL 4 QUESTIONS: Want to ask❓of VP @GfK @JolaBurnett re Consumer Trends affecting #AI #IoT #Cybersecurity #Blockchain #Auton…',\n",
" 'Amanda Feilding: ‘LSD can get deep down and reset the brain – like shaking up a snow globe’ https://t.co/X6M5hsyAzW #HIMSS19 https://t.co/nUBA84FqVz',\n",
" \"And here's the link: https://t.co/D7waLvwVo5\",\n",
" 'Optimizing C with Machine Learning: By BethSchultz Moving forward, using machine learning to optimize media quality for real-time communications is going to be critical. https://t.co/q5DM9b2FYO @nojitter',\n",
" \"A Van For Matt's Road to Recovery https://t.co/7g12zAKabZ\",\n",
" 'LiFi: The Bright Future Of Connectivity?\\nhttps://t.co/8pzamcv2LK via @Disruptionhub @FrRonconi \\n\\n#IoT #IoE #BigData #AI #SmartCities #Innovation https://t.co/KENHDCa8qS',\n",
" ' @evankirstel: #technology leaders + their #mobile solutions! &gt;&gt; @StatistaCharts via @MikeQuindazzi &gt;&gt; #VirtualAssistants #eCommerce #Fin…',\n",
" ' @evankirstel: The #SocialMedia Landscape for #GenX and #Boomers in 2018 &gt;&gt; @pewinternet via @MikeQuindazzi &gt;&gt; #FinTech #Payments #Digit…',\n",
" ' @dmgerbino: Fascinating https://t.co/AGo8HdcxP7',\n",
" \" @andi_staub: #WeekendRead 😉\\n\\nProcrastinator's brains are different than doers\\n\\n#behavioraleconomics #neuroscience #fintech @psb_dc @TheR…\",\n",
" ' @SpirosMargaris: Robots are retreating \\n\\nbut will have their revenge \\n\\nhttps://t.co/Tmm0pi9r2p #fintech #AI #ArtificialIntelligence #Mac…',\n",
" ' @SpirosMargaris: Wanted: #Robot life #coach \\n\\n(no, really) \\n\\nhttps://t.co/pcxfczgXMT #fintech #insurtech #AI #ArtificialIntelligence #Ma…',\n",
" ' @SpirosMargaris: Strawberry-picking #robots \\n\\ncould replace #human workers in the field \\n\\nhttps://t.co/eylduWxpkA #fintech #insurtech #A…',\n",
" ' @jayshnaidoo: Great Podcast #fintech !!Thanks door sharing @SpirosMargaris https://t.co/2KBm7YruBq',\n",
" ' @alvinfoo: \"The top #tech players don\\'t think about the consequences of what they created.\" @KaraSwisher\\n\\n@larrykim @KimWhitler @MarshaC…',\n",
" ' @guzmand: How do we close the #creativity gap? A key skill for thriving in the #futureofwork. #infographic by @Adobe via @StartGrowthHac…',\n",
" ' @helene_wpli: Up next in #Digital #AI age ? 🤖📲\\n#weekendpic #weekendfun #4IR #DigitalTransformation #RPA \\nHappy #LaborDayWeekend to all 🌻…',\n",
" 'AI can predict how #cancers will progress, \\n\\nscientists find\\xa0 \\n\\nhttps://t.co/G0F7eFMfbM #fintech #insurtech #AI #ArtificialIntelligence #MachineLearning #DeepLearning #healthcare @Telegraph https://t.co/e1iv6nNaes',\n",
" ' @FinMKTG: Great Honor to be Ranked No. 1\\n\\nTop #AI #influencers ahead of 2019\\n\\nhttps://t.co/haqxmEwtsp #fintech #insurtech #ArtificialIn…',\n",
" '7 questions that will define \\n\\nthe future of #ArtificialIntelligence\\n\\nhttps://t.co/cVhzYfGNWW @caseymross @statnews #fintech #insurtech #healthcare #AI #MachineLearning #DeepLearning #robotics https://t.co/1a2ORGVAUw',\n",
" '10 #Tech Trends for 2019 &gt;&gt;&gt; @Gartner_inc via @MikeQuindazzi &gt;&gt;&gt; #AI #Autonomous #DigitalTwins #AR #VR #EdgeComputing #DataAnalytics https://t.co/TC9QoNgEWp',\n",
" \" @Xbond49: Fintech seen contribute $150 Billion to #Africa 's 🌍GDP by 2022 https://t.co/vzbTjrvidt by @Bloomberg #fintech #mobilephones #…\",\n",
" 'AI Collaborative Network \\n\\ndrive for awareness, co-operation \\n\\nhttps://t.co/JnngpJxLz5 #fintech #insurtech @newscomauHQ @JamieSeidelNews #AI #ArtificialIntelligence #MachineLearning #DeepLearning #robotics @jblefevre60 @mclynd @JohnSnowai https://t.co/qMwsMbwmz8',\n",
" '#AI boosting overall economic #Productivity - #tech #automation @fklivestolearn https://t.co/CQLQHGfvC9',\n",
" 'Jeff Bezos is going to create schools where \"the child is the customer\" https://t.co/4JV6hoUidA',\n",
" '✈️ Delta wants to use facial recognition to check you in to your next flight #biometrics #security https://t.co/rWnDyJUqZ9',\n",
" 'Stanford Professor: Successful Leaders Do These 3 Things to Build High-Performing Teams | https://t.co/a5H4NEGf8i https://t.co/K7hsDqyJbv',\n",
" \" @ewmpsi: @evankirstel “There's uh, vodka-kabobs, vodka creole, vodka gumbo. Pan fried, deep fried, stir-fried. There's pineapple vodka,…\",\n",
" '@CAinc https://t.co/2awa6Bq6qc',\n",
" ' @CAinc: #Agile success relies on a customer first outlook. Improve your business outcomes with a tip or two from @TheRock. https://t.co/…',\n",
" 'Edge computing is the place to address a host of #IoT #security concerns | @NetworkWorld https://t.co/myF05crzdr',\n",
" ' @evankirstel: 10 predictions for how the #tech industry will change in 2019 and beyond #cloud @techrepublic https://t.co/m7CmFszm0J',\n",
" 'Scientists use #AI to develop better predictions of why children struggle at school @EurekAlert https://t.co/ur7ZwggUwE',\n",
" 'Woman immortalized by 5-foot iPhone headstone in Russia https://t.co/v0VfvJFRiO',\n",
" ' @evankirstel: 6 Global Consumer Trends For 2019, And The Brands That Are Out In Front Of Them https://t.co/PnjX2DDXGN #NRF2019',\n",
" '😳Over 50 Years of U.S. Discretionary Spending in 1 Minute @rtehrani! \\n\\nView animation at: https://t.co/dK9EvDWP0k… https://t.co/92gAvXjJnY',\n",
" '#SouthKorea leading in #tech #telecom #broadband https://t.co/syXodoZOHf https://t.co/bNkDTEfXBO',\n",
" 'How #Sensors and the #IoT Are Impacting Real Estate Operations | Propmodo https://t.co/7NwGN6VKvS',\n",
" ' @HealthInnovate_: A really interesting read from our friend, @JohnNosta for @PsychToday: Is Humanity Overrated? | https://t.co/y1mmNRrKcT',\n",
" ' @Qualcomm: Congratulations to the entire @MercedesAMGF1 team on their 5th consecutive Constructors’ Championship title - what an accompl…',\n",
" ' @JohnNosta: What a great honor to finally meet the brilliant and charming @idpharmd! #ID #digitalhealth #MustFollow #AntibioticAwarenes…',\n",
" ' @johnniethesith: No surprises here, crappy customer support is the top motivating factor in switching suppliers &amp; services. What is sur…',\n",
" \" @Kevin_Jackson: We'll catch you here in New York @dez_blanchfield! https://t.co/tFcNQjt1FO\",\n",
" \"Decentralized Microgridding Can Provide 90% of a Neighborhood's Energy Needs, Study Finds https://t.co/fNwlogu9sc\",\n",
" ' @soledadobrien: Lol. Yes. https://t.co/x1ZwWibYBG',\n",
" ' @TheIotWarehouse: Here’s a of some interesting #MWCA18 #news &amp; #information from a leading industry expert brought to you by @TheIoTW…',\n",
" 'Microsoft acquires Lobe, a drag-and-drop #ai tool https://t.co/DVnaaku9EH',\n",
" 'Google plans to invest $13B in the U.S. in 2019 https://t.co/tIf7ByxUB9 https://t.co/tjHBW8c1vV',\n",
" '@DougonTech @mikeddano Or maybe you can ask him to unblock me in the process',\n",
" 'HUNDREDS trapped in rising #Florence floodwaters plead for rescue https://t.co/qFAQH07SAP https://t.co/uMShtxjUO3',\n",
" '6 biggest impacts on #DigitalHealth in the next 5 years &gt;&gt; #healthcare managers in Italy &gt;&gt; @MikeQuindazzi CC @antgrasso &gt;&gt; #HealthTech #AI #MachineLearning #DeepLearning #WearableTech #BigData #IoT #DataScience #ML #DL &gt;&gt; https://t.co/q3kSAu0vWY @IrmaRaste @eViRaHealth https://t.co/ZC3x4CHiOj',\n",
" ' @GraceCordovano: Thank you @HIMSS &amp; Kate Milliken for giving me the opportunity to bring the #patient &amp; #carepartner voice to #HIMSSTV.…',\n",
" 'Baidu launches EZDL, an #AI model training platform that requires no coding experience #developers https://t.co/BuWLTJcN8G',\n",
" 'Do you know @IrmaRaste?',\n",
" \"It took hackers just 22 lines of code to steal British Airways' customer data https://t.co/bpZ3TSz4Jr\",\n",
" 'Inside The Remedial Customer Service Class For Deactivated Uber Drivers https://t.co/LqaIFgkzAD',\n",
" '#Analytics-Fueled #AI Drives Better Business Decisions and Productivity https://t.co/jH397LBHf9',\n",
" 'AT&amp;T CEO discusses building a ‘modern media company’ #advertising @rcrwirelessnews @seankinneyRCR https://t.co/CIRgzX8wst',\n",
" '@dez_blanchfield @ATTBusiness https://t.co/pJEIIAp9nN',\n",
" ' @dez_blanchfield: 11/ tour of AT&amp;T @ATTBusiness magic kingdom .. downtown Dallas is littered with amazing things :-) https://t.co/1g8DKB…',\n",
" ' @debashis_dutta: 🙄The top #EmergingTech influencers that make the world go round world 🌎 (in random order) 👈\\n#fintech #AI etc.\\ncc @KirkD…',\n",
" ' @ValaAfshar: If you are in the retail industry, then you must watch this keynote about massive disruption ahead https://t.co/c40fqP1f5f',\n",
" 'If you want to see the impact of real dangerous digital Jacobins, you might take a lesson from journalists actually under siege like @mariaressa, who is dignified and strong under immense danger. She has cause to whine, but does everything BUT that: https://t.co/wTJAXS4gF5',\n",
" '@happy_roman @privacymama Tbx',\n",
" 'Finland is giving their unemployed citizens $600 a month with no strings attached 🇫🇮 https://t.co/b9tLIvHhhd https://t.co/zmOugq1Nkt',\n",
" \" @privacymama: It was a joy to be with you, @karaswisher. Thank you for letting me share some the good work - and nuanced thinking - we'r…\",\n",
" '@maggierauch @nytopinion I shall',\n",
" \" @ValaAfshar: President Ronald Reagan's final speech was a love letter to immigrants:\\n\\n'Anybody from any corner of the world can come to…\",\n",
" ' @ral1: @elonmusk @jack @karaswisher Fun fact. \\n\\nElon was once so pissed we (Twitter SMB team) sent him a marketing email that he wrote t…',\n",
" 'She was just arrested again, the victim of online mobs ginned up by the government btw. If she can take it under true threat, I think we can take it from tweets calling us boneheaded: https://t.co/10bccKzANU',\n",
" '@YECDM @BENovator Ok!',\n",
" ' @jeffjarvis: Transcript of #karajack if the threading mishaps drove you nutty, like me. \\nhttps://t.co/LSIzoJz3qk\\n@karaswisher @jack',\n",
" 'By 2040, Spain will have the world’s highest life expectancy https://t.co/5nHM5LvXIR https://t.co/YVxvt5TBsq',\n",
" ' @ValaAfshar: Who is your hero? https://t.co/xyBV4RXmhM',\n",
" '@brooke @nytopinion No you are never satisfied',\n",
" ' @ValaAfshar: This city in Spain has been car free for 19 years, with zero traffic deaths since 2009. https://t.co/n6ycpOLivJ https://t.c…',\n",
" ' @ValaAfshar: U.S. technology companies founded by 1st and 2nd generation immigrants: 🇺🇸\\n\\nApple\\nGoogle\\nAmazon\\nFacebook\\nOracle\\nIBM\\nUber\\nAi…',\n",
" ' @ValaAfshar: You are not your job. You are so much more.\\n\\nI love this story.\\n\\nThis elementary school surprised their ‘superhero’ custodi…',\n",
" '@brooke @nytopinion https://t.co/mmUIAHilxc',\n",
" '@brooke @nytopinion I thought as much',\n",
" ' @Ronald_vanLoon: AIY Projects: DIY #AI for Makers - The Vision Kit\\nby @googledevs |\\n\\n#ArtificialIntelligence #Cloud #Data #BigData #Faci…',\n",
" ' @Megan_and_Grrr: Megan the Psychic Teen is a collection of five #ghost stories involving the same girl https://t.co/xgMEEsH5ZV #AmazonPr…',\n",
" ' @Ronald_vanLoon: The Multi-Billion Dollar Personal Data Ecosystem [#INFOGRAPHICS] \\n by @Phanyxx @VisualCap | \\n\\nRead more at https://t.co…',\n",
" ' @CreedyJack: Wyrmhole, first book in the series. Read the all #FREE on #KindleUnlimited Bargain...\\nhttps://t.co/No7HBpdJHI \\n#scifi',\n",
" 'How to lead your #Transformation in the #Procurement & #SupplyChain with the help of #MachineLearning\\nby @SAPariba @mvollmer1 @Ronald_vanLoon | \\n\\n#SAPAribaLive #ML #AI #BigData #\\n\\nCc: @Hal_Good @nicholasdevans @LogisticsMatter https://t.co/V0gUeuj6qb https://t.co/r4KhlGyzSd',\n",
" ' @Ronald_vanLoon: #FinTech Glossary [#INFOGRAPHICS] \\n by @marketdataAPIs |\\n\\n#API #Cloud #Cryptocurrency #IoT #InternetOfThings #Analytics…',\n",
" ' @JoniMartins3: 4 sparkly stars for #NoEscapeFromLove “Reet Singh has woven another interest-ing story packed with sizzling romance” #Ind…',\n",
" ' @SpiritPoet: Silence Speaks available now:\\n\"... beneath the surface is a new grittiness, a new hard edge, a new reality which serves to…',\n",
" ' @StephenBentley8: Undercover cops? Real and fictional? That\\'s me! Great 5 Star #bookreview from British crime writer Pat McDonald. \"High…',\n",
" '#DeepLearning Visualizing Heart Activity In #3D\\nby @nvidia |\\n\\n#ArtificialIntelligence #AI #DataScience #NeuralNetworks #HealthTech #Healthcare #Tech #Data #Digital #DigitalTransformation #Innovation #Videos #\\n\\nCc: @ylecun @openai https://t.co/O5REVvHE9R https://t.co/t5JXStK9dC',\n",
" \" @JoniMartins3: 'Polish Your Prose is a right fit resource for any writer, be it the new-kid-on-the-block or professional.’ (Review) ★★★★…\",\n",
" ' @Ronald_vanLoon: 5 Ways You Use #Quantum #Technology Every Day [#INFOGRAPHICS] \\n by @DominicWalliman |\\n \\n #MachineLearning #ML #MachineI…',\n",
" ' @Raymond_Norman: \"evil advisory, sword fights, secret-tunnels &amp; a witch\"\\nby @ccarpinello #IAN1 #IAG #Fiction #Fantasy\\nhttps://t.co/dGU…',\n",
" ' @Ronald_vanLoon: This #5G #Robot Could Complete Dangerous Tasks For Humans\\nby @techinsider |\\n\\n#ArtificialIntelligence #AI #MachineLearni…',\n",
" 'Only a tenth of the human genome is studied - The Economist https://t.co/ktIFNLjhP2',\n",
" ' @IrmaRaste: @evankirstel @ATTBusiness @sstoesser @Kevin_Jackson @dez_blanchfield @JohnNosta Ok, I’ll bite 😂 Evan is just taking an uncom…',\n",
" ' @evankirstel: 🚑 Who gets the best actor award for fake ailments at the @ATTBusiness #HIMSS19 digital ambulance @sstoesser? Me, @Kevin_Ja…',\n",
" 'Why There Are Fake Neighborhoods Listed On Google Maps https://t.co/4x1IlWLhZr',\n",
" ' @evankirstel: Handy #robotics https://t.co/2CPP9oe5KW',\n",
" '@dez_blanchfield @ATTBusiness Gorgeous https://t.co/HllAq6DsHE',\n",
" ' @evankirstel: Take a chance on success! \"Only those who dare to fail greatly can ever achieve greatly.\" Robert Kennedy #quotes https://t…',\n",
" ' @RichardMarvin: Check it out in the #ATTBusiness booth at #HIMSS19 https://t.co/N8XCE6jGD2',\n",
" \"@vcheplygina @trevor_darrell_ I thought this thread was about showing off to Trevor's nephew? Are you claiming that has no benefit?...\",\n",
" ' @EPIC_eHealth: Clever, but makes us squeamish! @evankirstel: A tiny #robot performing cataract #surgery! \\n#AI #Robotics #ArtificialIn…',\n",
" '#AI helps unlock ‘dark matter’ of bizarre superconductors https://t.co/W1qo7FC9b0',\n",
" 'How the tobacco industry targets young people with social media influencers https://t.co/7xfWfPnnuJ #HIMSS19 https://t.co/73g6afHCUX',\n",
" 'These Electric Blue Clouds Are Made from Ice Crystals and Meteor Debris https://t.co/q1fXFjlyL2 https://t.co/yiHWLy7Cta',\n",
" '👩🏽\\u200d🎤 https://t.co/nyUK5lYeNE',\n",
" 'AT&amp;T Introduces Suite of Enterprise Blockchain Solutions https://t.co/nNc7k9u85o @ATTBusiness',\n",
" \" @Kevin_Jackson: You guys don't look sick at all!! https://t.co/vhfVTXsqFn\",\n",
" ' @QuadStack: So cool!! I found @dez_blanchfield and @Kevin_Jackson at #HIMMS2019 #HIMSS19 at the @ATTBusiness booth!! Enjoyed our chat ar…',\n",
" ' @Kevin_Jackson: Hospitals are deploying a variety of secure telecommunications and digital technologies to advance a connected caregiver…',\n",
" ' @evankirstel: “Behind the scenes” with the amazing @drhew of @SamsungBizUSA and @dez_blanchfield at #HIMSS19 @daniel_kraft @ATTBusiness…',\n",
" ' @dez_blanchfield: #BigSurprise, Dez pays even closer attention to #IoMT #Tech when #AR is applied to it - #EyeRoll - #BigThanks to @JoeZ…',\n",
" ' @dez_blanchfield: 20/ tour of AT&amp;T @ATTBusiness magic kingdom .. Golden Boy truly is inspiring.. imagine being greeted by this on the wa…',\n",
" ' @dez_blanchfield: 12/ tour of AT&amp;T @ATTBusiness magic kingdom .. come for a dlythrough of the Technology Experience Center :-) https://t…',\n",
" ' @IrmaRaste: ⚡️Going strong @InterSystems booth 1559 NOW: @Intermountain’s experience in implementing #FHIR &amp; how’s its being used in #cl…',\n",
" ' @ButterflyNetInc: Thank you to everyone at #HIMMS19 who joined us to discuss the future of healthcare! If you missed this talk, visit bo…',\n",
" \" @jacobinmag: Ilhan Omar grilling Elliott Abrams on Iran-Contra and the US's role in the 1981 El Mozote Massacre is a thing to behold.\\n\\nO…\",\n",
" ' @evankirstel: The University of Washington is developing #bionic Contact Lenses! \\n#Wearables #HIMSS19 @WearablesExpert @jblefevre60 htt…',\n",
" \"@catherineols @r_zwetsloot @jjding99 @FHIOxford @EBKania Also, how is this a disappointment???? That's an accomplishment!\",\n",
" ' @InterSystems: #HIMSS19 day 3 isn’t over - join us in 30 minutes to learn how @HoustonFire leveraged #HIE connection to create a program…',\n",
" ' @Kevin_Jackson: Voice recognition, big data, and sensors/IoT are currently seen as the biggest enablers to assist caregivers. \\n@ATTBusin…',\n",
" ' @Commvault: #ICYMI: Anthony Faustini is our newly appointed vice president of sales for the Americas. In this role, he will work closely…',\n",
" ' @UCStrategies: 5 benefits of moving your healthcare system to a #virtualized network\\nHow the shift to software can enhance your operatio…',\n",
" ' @UCStrategies: #Healthcare is embracing #IoT - Where #IoMT will be used next\\nby @ATTBusiness #Business \\nhttps://t.co/p6YdiqmuJE\\n#ATTInfl…',\n",
" 'Brexit Uncertainty Slashes Investment in 8 in 10 U.K. Businesses https://t.co/B3iLax6UnT',\n",
" ' @dez_blanchfield: #attinfluencer\\n\\nCan you outwit a hacker? https://t.co/qUgC2y07f3\\n\\n@attbusiness\\n#attcyberinsights\\n#CybersecurityReport…',\n",
" ' @dez_blanchfield: #ericssoninfluencer\\n\\n#MWC18 - Talking Digital Services with Enrico Rocchetti, Digital Operations Optimization at Erics…',\n",
" '@sstoesser @OrlandoPolice https://t.co/86esiKeuPe',\n",
" 'Your city’s climate will feel like somewhere completely different in 60 years https://t.co/Nmf4w3s3vf #Impact https://t.co/euLWbxcUEn',\n",
" ' @johnniethesith: Back at headquarters were missing our @ATTBusiness &amp; @FirstNet #HIMSS19 crews - too distracted to make the putt. #ATTBi…',\n",
" '@catherineols @r_zwetsloot @jjding99 @FHIOxford @EBKania The trifecta',\n",
" ' @sstoesser: One of my favorite #IoMT devices at #HIMSS19 @HangerNews prosthetic tracks patients remotely allowing for optimal and contin…',\n",
" '@ljbuturovic Yes we know about the pricing page already.',\n",
" 'A look at Facebook\\'s new \"war room\" confirms surveillance by corporation is the new America #america @SOTTnet https://t.co/SSSsGjoJPv',\n",
" '@DaveMichels @ThomasFrey Under construction! https://t.co/uMAspqd0nI',\n",
" 'Can you believe that in minutes you can monitor your heart rate with a handheld device or smartwatch?! #IoT is changing the way you can receive care. @ATTBusiness full IoT &amp; Healthcare report: #ATTInfluencer https://t.co/Igd9hhqifN… #IoMT #HealthTech #HealthIT #HIMSS19 https://t.co/2X6qPJtMMO',\n",
" ' @dez_blanchfield: @MusicComposer1 @TmanSpeaks @AdamRogers2030 @DrJDrooghaag @sarbjeetjohal @JolaBurnett @akwyz @Kevin_Jackson @digitalcl…',\n",
" 'The Antidote for Multi-Cloud Complexity Is Unified Management #cloud #multicloud https://t.co/QM73nnnszX',\n",
" '#MondayMotivation https://t.co/yQdZuSv9Km',\n",
" 'Why Apple might make a dual-SIM iPhone https://t.co/DL0tPpzq35',\n",
" \"Micron Plans To Buy Out Intel's Stake In Flash Memory Joint Venture For $1.5 Billion - Slashdot https://t.co/QmrWv4c5PV\",\n",
" 'AT&amp;T can help you realise your future in Internet of Medical things #IoMT https://t.co/ZYgo6YZ3fk…\\n#ATTinfluencer #HIMMS19 @ATTBusiness #CyberSecurity #SDN #EmergingTech #IoT #IIoT #IoMT #Health #HealthCare #ATTHealthcare https://t.co/i0XbApP0K4',\n",
" ' @EricssonNetwork: Q: Can we arrive at “future-proof, mutually beneficial” #smallcells models?\\n\\nA: More and more of the ecosystem is seei…',\n",
" ' @DaveMichels: .@ThomasFrey https://t.co/UcZIPzJCbA',\n",
" ' @QCWirelessReach: While photography and deliveries are both popular uses for #drones, Brazilian farmers are using them for precision agr…',\n",
" '@DaveMichels @donjoos @MarkRobertsCMO @PGi 👋Podcast!',\n",
" 'Dish Undaunted About Wireless Plans https://t.co/L69Js8TNH5 https://t.co/sjd481Dx9S',\n",
" '@kathleenhessert @Ross_Quintana Excellent use of Rick and Morty GIF.',\n",
" \" @Stegnah: FYI, if you're interested in some SUPER cheap @Twitch merch, they got PJ pants on sale for just 5 bucks right now. \\n\\nAnd the l…\",\n",
" ' @allymcleangames: BTW - 👑women in games/tech👑 - if you had a mother figure who supported or inspired your interest in your field, can yo…',\n",
" \"You'll do anything to change the subject from your support of your peers who are child predators, I guess. No wonder you hide your pathetic self and anonymously lash out at strangers.\",\n",
" 'So, your point is \"other people are raping children, therefore these institutions systematically enabling child rape are good\"? That\\'s awful, and terrifying.',\n",
" 'Great chatting with everyone in #AdobeChat today! \\n\\nSee you all at #AdobeSummit \\nsoon enough. https://t.co/tXGcQUOyOD',\n",
" \"@ChristianJC98 It would be vast, murderous, and would even target many of us who aren't muslim.\",\n",
" ' @braintwist2112: So many cool #MythBustersJr things to do on @glitch!!! Check it out!!! https://t.co/5YBdnyaqIz',\n",
" '@NorthFaceHiker @BrandonLive @synackpse @equipocalypse Ideally not, but you and I both know there are still millions of sites that do so.',\n",
" 'This is so cool! Makes me want to figure out a way where we can save visbug changes back into a Glitch project if someone makes edits.',\n",
" \"@FletcherChristy See? That's #leadership. We're leading.\",\n",
" 'Hey! Right now: If you want to learn how to make your web browser sing, @potch is live on @twitch showing how you can play audio, music &amp; midi on a web page, using @Glitch: https://t.co/6A2vG8wjqb',\n",
" ' @mskellysigga: @McQueen lived a beautiful, dark, creative and devastating life. You could see it in his designs. He wanted people to fee…',\n",
" 'After watching the #McQueen documentary. 😫 https://t.co/Vi9XU29PRG',\n",
" '3. https://t.co/xIhTRDSitm',\n",
" '2. https://t.co/9QNwliLi5z',\n",
" '@deadsquid @potch @Twitch @glitch me too, tbh!',\n",
" '@Hoffm @potch @Twitch @glitch WATCH POTCH GLITCH TWITCH',\n",
" \"NYT today on Women in Technology. Once a stand-out field of opportunity for women, tech has taken a dramatic turn for the worse. Let's learn this history so we can change it. https://t.co/X0aIRFypkt\",\n",
" ' @evankirstel: Has some interesting implications in #healthtech #HIMSS19 https://t.co/IwzpK8dqyg',\n",
" '\"Without AT&amp;T CADence wouldn\\'t be where it is today\", Marie Johnson AUM Cardiovascular\\nhttps://t.co/CxWFjRfdu1\\n#ATTinfluencer #himss19 @ATTBusiness #ATTCyberInsights #CyberSecurity #SDN #WomenInTech #EmergingTech #IoT #IIoT #IoMT #Health #HealthCare #ATTHealthcare https://t.co/A52qJbvXN5',\n",
" 'Amazon’s Alexa is coming to Sony smart TVs and Lenovo Smart Tabs #amazon #alexa https://t.co/L2Vvvv3X8w',\n",
" 'Can Artificial Intelligence Be Smarter Than a Person? - The Atlantic https://t.co/bdAYAW8VGf',\n",
" ' @highqualitysh1t: So after training #stylegan 7 days on our photobooth images here is the mandatory interpolation video. Looks like it h…',\n",
" ' @evankirstel: Vertical gardens! 🌳 🌱 https://t.co/dAX04Q5c7T',\n",
" '5 Real Life Applications of #MachineLearning\\nVia @ipfconline1 \\n#AI #DeepLearning #CyberSecurity #Fintech #DigitalTransformation https://t.co/u7YK6kOMrA',\n",
" '4 Tips to Get Ahead of Giving Tuesday with Tech https://t.co/H1NCkJVY9C',\n",
" ' @CamiHRosso: #xMed Faculty Spotlight: Here are articles on a few of the world-class thought-leaders of .@ExponentialMed\\n\\n#innovation #l…',\n",
" 'Think Google Is Free? Here’s the True Cost of Online Services https://t.co/pGkkJELjpG #Opinion #Business https://t.co/bkoG2ZBhIP',\n",
" \" @Densify: .@ema_research's guide to efficiently managing cloud resource allocation &amp; optimizing your application environment https://t.c…\",\n",
" 'Japan, Korea to account for 43% of #5G global connections in 2019: study @rcrwirelessnews https://t.co/8Vmtg9Hk3H #mwca18',\n",
" ' @MLMillenson: @sstoesser @HangerNews @ATTBusiness @dez_blanchfield @Kevin_Jackson @evankirstel @MariaLensing @RodCruz88 @nicole_ellert I…',\n",
" 'GDPR at the minimum: The data security reality you should know #gdpr https://t.co/5Zd1y1P17i',\n",
" '@voxonphotonics meet @dez_blanchfield !',\n",
" ' @1DavidClarke: With Connected #MedicalDevices in 2018, Internet of Things will Transform the #Healthcare Industry. #Infographic @Fisher8…',\n",
" \" @BillMew: How UK #PublicSector can modernise #datacentres with #CrownCampus. @ukcloudltd's @BillMew, explains how public sector #CIOs ca…\",\n",
" 'Slide into #SaturdayMorning ⛰ https://t.co/nxtOryF4qq',\n",
" ' @karinavold: Algorithms will compete to see which perform best on simple cognitive tasks! \\n\\nThe Animal-AI olympics is coming soon🥇🥈🥉 \\n\\nL…',\n",
" 'Tiered #maintenance allows all of your assets to be screened, regardless of criticality level. Learn more here: https://t.co/m7zVb6KMdA .#reliability #data #software #tech #technology #ConnectedReliability\\n@FlukeCorp @FlukeAccelix https://t.co/RDdjkYzAKO',\n",
" 'We Know Exactly How to Stop #Wildfires—With Money #trees #environment @wired https://t.co/gCanYK1srn',\n",
" \"Europe's AI experts have united to challenge US, China https://t.co/zZS5PwxgpP\",\n",
" ' @mdallavecchia: via @evankirstel: The #SmartCity Trailblazers https://t.co/PADLTi20hH',\n",
" '#DigitalTransformation isn’t easy or painless, but @nokianetworks did it through good leadership and hard decisions #MWCA18 https://t.co/02Jpe6lvVB https://t.co/xtTOwOZUpu',\n",
" 'Quantum computers could break encryption, so it’s going quantum too\\n\\nhttps://t.co/jFSoOjoJ3b\\n\\nShared from my Google feed',\n",
" ' @evankirstel: Soldier 2.0 #warfare #Soldiers #troops https://t.co/TtKygneajq',\n",
" 'Benefits of psychedelics discussed at Valley event https://t.co/5xZvysiUIb #HIMSS19 https://t.co/633YoAcWyj',\n",
" ' @sstoesser: @evankirstel @ATTBusiness @Kevin_Jackson @dez_blanchfield @JohnNosta Competition is stiff, but @Kevin_Jackson has got this n…',\n",
" ' @evankirstel: Can the EU become another AI superpower? - The Economist https://t.co/wCPErnBwX9',\n",
" 'How Google, T-Mobile and HTC got Android off to a crazy, awkward start - CNET https://t.co/lkKVYjYAo8',\n",
" \"Burger King Spoofs AI's Creative Limits With Nonsensical TV Spots https://t.co/xhGnQkaLRs\",\n",
" '#Industry40 for Dummies @ipfconline1 https://t.co/3XzOD33UZ4',\n",
" 'New solar cells offer you the chance to print out solar panels and stick them on your roof https://t.co/gXTVUzyyB7',\n",
" \" @dez_blanchfield: Next time I'm standing at a #Tech display with no clue what something is I'm calling @JoeZeffDesign to #AR it for me.…\",\n",
" \"Are we bringing back @kevin_jackson too? Tom Cruise Will Not Fly Fighter Jets In 'Top Gun' Sequel https://t.co/bfMk5t2dL6 https://t.co/uQqcdlXLG4\",\n",
" 'Understanding The Role Of Artificial Intelligence In Payments https://t.co/JmYvFS53mv',\n",
" 'The Periodic Table of #Technology Lays Out Which Advances Are Coming Next https://t.co/NAYAFa79iE via @curiositydotcom https://t.co/Z4mDyLLXUy',\n",
" 'New Neil DeGrasse Tyson Book Tackles Technological Intersection Of Astronomy And War https://t.co/eaOUPuoRPn',\n",
" 'AT&amp;T teams up with Samsung to launch 5G innovation zone in Austin | AT&amp;T | Dallas News https://t.co/HKrIeEmKmF #5G #EmergingTech #ATTBizSummit https://t.co/nfqnYDE2gv',\n",
" '@techtionary @GremlinInc @redpointvc Well done! Cc @dez_blanchfield @Kevin_Jackson',\n",
" '4 Tips for Selling Security #cybersecurity @ChannelFutures #attbizsummit https://t.co/GkhIiDVcz5',\n",
" 'Have you found what you love? \"I was lucky; I found what I love to do early in life.\" Steve Jobs #WinBig https://t.co/LhXC2MciTx',\n",
" '@TheDaveWeinbaum @lobsterquotes @Ltd_To_Two @ps_sccp10 @ronfeir https://t.co/C5Loc3Tayv',\n",
" '5 benefits of moving your healthcare system to a #virtualized network\\nHow the shift to software can enhance your operations by @ATTBusiness #Business Editorial Team \\nhttps://t.co/38uUtb1Geo\\n#ATTInfluencer #HIMSS19 #IoMT #Health #DigitalHealth #HealthIT https://t.co/jWdHqX7Kku',\n",
" 'Ooredoo demonstrates self-driving #5G connected aerial taxi in Qatar #qatar @rcrwirelessnews https://t.co/gRrCQC2kER',\n",
" ' @Kevin_Jackson: The key drivers behind connected caregiver initiatives include raising the quality of patient care Learn more @ATTBusine…',\n",
" ' @TheDaveWeinbaum: #Thanks @evankirstel ! @TheDaveWeinbaum #quote #quotestoliveby @lobsterquotes @Ltd_To_Two @ps_sccp10 @ronfeir https://…',\n",
" \" @mvizard: But where's The Yellow Submarine? https://t.co/nvoRqTvOag\",\n",
" 'How Software-Defining Your #Datacenter Can Be as Easy as Ordering a Pizza @CIOonline https://t.co/XKFULFddf1 #sdn #sddc',\n",
" ' @techtionary: - @GremlinInc Failure-as-a-Service $18M #SeriesB led by @redpointvc - launched Application Level Fault Injection #ALFI, en…',\n",
" ' @evankirstel: AT&amp;T CEO discusses building a ‘modern media company’ #advertising @rcrwirelessnews @seankinneyRCR https://t.co/CIRgzX8wst',\n",
" 'Makes me happy to see head of @DeptofDefense AI task force quoting @math_rachel on immigration issues',\n",
" 'Building a city under the sea https://t.co/JDgyKm1CpP https://t.co/tHAOgQvZ79',\n",
" 'This Brazilian Resort is the Perfect Location for a Wes Anderson Film https://t.co/Z5C6Oxagl3',\n",
" \"This is literally the first time I've seen am NLP researcher say they want to focus on helping normal people solve normal problems.\\n\\nHopefully the first of many :)\",\n",
" '#ATTinfluencer @attbusiness #FleetComplete can provide complete #fleet solutions with sophisticated sensor reporting to monitor #temperature levels, doors being opened or closed, power connection to the source, #battery charge levels and more ...\\nhttps://t.co/Dv3XGPyOOX #GPS https://t.co/3sxzDswms8',\n",
" ' @evankirstel: Evolving Digitalization in Supply Chains Via E2E Cellular IoT (C-IOT) https://t.co/rqOCHiJK9m @ericssonnetwork #IoT #erics…',\n",
" '8 industries Apple Watch Series 4 disrupts #applewatch @computerworld #smartwatch #wearables @jonnyevans_cw https://t.co/CeB4mjzm9B',\n",
" ' @dcallahan2: @evankirstel \"It\\'s turtles all the way down\" - a famous retort to Bertrand Russell (during Q/A after a lecture) by an old l…',\n",
" ' @rubicon49bc: @evankirstel Worlds first flying turtle, delivers artist on giant roaster on tonight’s mystery science theater.',\n",
" ' @BadlandBison: My email signature used to include \"For the ultimate in HD entertainment, go outside.\"\\n\\nMaybe I should reinstate that...…',\n",
" \" @kikko_fr: #LatentFonts as the next iteration of #VariableFonts? Tried #StyleGAN on a 50k fonts dataset collected by @fulhack - Now I'm…\",\n",
" ' @dez_blanchfield: #5G is critical for fast map and software updates in driverless cars.\\n\\nInsights from @ATTBusiness\\n\\n#ATTInfluencer #ATT…',\n",
" ' @Kevin_Jackson: Thank you @SamsungPulse for the technology tour and great insight into the solutions you and your partners are bringing…',\n",
" 'R.I.P., Opportunity Rover: the Hardest-Working Robot in the Solar System https://t.co/FxGjqBbTB9 #Science https://t.co/zXy19AUUI0',\n",
" ' @sstoesser: How do #womenintech build their careers in leadership? 1. Be open to career pivots, 2. Network, network, network, 3. Always…',\n",
" ' @ATTBusiness: On September 27th, we’ll be broadcasting LIVE from #ATTBizSummit. See how women are transforming tech in “Breaking Through…',\n",
" ' @Smerity: We go on about modern smart autosuggests but the unsung hero of autosuggest is dragging to extend a series in a spreadsheet. P…',\n",
" ' @fabiomoioli: It is not humans versus machines, it is about #humans with #machines, each of which excel at different things \\nhttps://t.c…',\n",
" \" @fabiomoioli: it's not about humans versus machines, it’s about humans with machines... https://t.co/QePJeaYLij\",\n",
" ' @fabiomoioli: 17 equations that changed the world :-) https://t.co/8zOfGja2ua',\n",
" ' @fabiomoioli: 17 equations that changed the world :-) https://t.co/8zOfGja2ua',\n",
" ' @fabiomoioli: 17 equations that changed the world :-) https://t.co/8zOfGja2ua',\n",
" ' @fabiomoioli: In 2013, NASA saw Saturn and its rings backlit by the Sun—and Earth as a tiny dot.\\n\\nme, you, and other 7.63 billion people…',\n",
" \" @deepak_kaji: Excited to have https://t.co/lF5M4Ey8nC published in PLoS One's Special Edition for Machine Learning in Healthcare. Here,…\",\n",
" ' @fabiomoioli: In 2013, NASA saw Saturn and its rings backlit by the Sun—and Earth as a tiny dot.\\n\\nme, you, and other 7.63 billion people…',\n",
" ' @fabiomoioli: We need to build a #Digital #culture where everybody has the digital skills they need to contribute and succeed in the new…',\n",
" ' @fabiomoioli: Artificial Intelligence is the defining technology of our time and this is just the beginning. \\n\\nhttps://t.co/n6Pht8dzSe…',\n",
" 'I can see where this is going ... 🙈🤖',\n",
" 'Is this guy being run by the Kremlin or something?',\n",
" ' @fabiomoioli: We are at the dawn of an #innovation #renaissance which will create new synergies between #humans and #machine, requiring…',\n",
" ' @EconomistRadio: Has Facebook become too powerful? We ask @Moonalice, one of Facebook’s early investors, in this week\\'s episode of \"Babb…',\n",
" ' @fabiomoioli: 17 equations that changed the world :-) https://t.co/8zOfGja2ua',\n",
" ' @fabiomoioli: We need to build a #Digital #culture where everybody has the digital skills they need to contribute and succeed in the new…',\n",
" ' @microsoftitalia: \\'@fabiomoioli a #FutureSeriesFUSE: \"La collaborazione e intersezione tra AI e umani è la nuova frontiera. Pensate per…',\n",
" ' @AlexSelbyB: Lovely daily chart from Chris Wilson, with a great interactive from @futuraprime. Shame about the low recognition for Bruce…',\n",
" ' @OpportNetwork: 💡🤖Joining a total of 277 companies across 15 countries in #Europe, @OpportNetwork offered its view on #artificialintelli…',\n",
" ' @Ronald_vanLoon: Seweden could stop using cash by 2023\\nby @wef |\\n\\n#DigitalTransformation #InsurTech #Finance #FinTech #FinServ #Banking…',\n",
" '“Captivated trying to figure out what was going to happen next.”\\nThe Crystal Series – futuristic thrill rides\\nStart with first book CRYSTAL DECEPTION\\nSeries info: https://t.co/ofG9FlhPwc\\nBuy link: https://t.co/WYFfJv6K8n\\n#kindleunlimited #iartg #asmsg #scifi https://t.co/2ckzci1yrw',\n",
" '#DigitalTransformation Requires a Data-driven Culture\\nby @Ronald_vanLoon |\\n\\nRead full article here: https://t.co/6Rhc8VgA8v \\n\\n#DataScience #Cloud #BigData #Analytics #Retail #Marketing #Industry40 #Innovation #SmartCity #CyberSecurity #MWC19 # https://t.co/rWhEaVIhgH https://t.co/jtOznuz9MV',\n",
" ' @Ronald_vanLoon: An #AI Doorbell that recognizes and chats with your guest\\nvia @IntEngineering @NetvueTech |\\n\\n#ArtificialIntelligence #I…',\n",
" ' @Ronald_vanLoon: 6 Advantages of #BlockChain [#INFOGRAPHICS] \\n by @MikeQuindazzi @PwC @Ronald_vanLoon | \\n\\n#ArtificialIntelligence #DeepL…',\n",
" 'This March, I’ll be presenting on the role of tensors in #machinelearning &amp; infusing physics into #deeplearning algorithms for drones at #GTC19! Use code NVAANANDKUMAR for 25% off registration: https://t.co/IVOdsi21GX https://t.co/JnrASa42U0',\n",
" 'Cheryl threw her elbows into him, hard and fast.\\nThe Crystal Series – futuristic suspense\\nStart with first book CRYSTAL DECEPTION\\nSeries info: https://t.co/ofG9FlhPwc\\nBuy link: https://t.co/WYFfJv6K8n \\n#iartg asmsg ian1 #kindleunlimited https://t.co/v1kE22eOhw',\n",
" ' @CircleofBooks: * #interview #asmsg #iartg #ian1\\nInterview- Raymond Quinton\\nhttps://t.co/blkPDmc3Mo https://t.co/uMcdGaDhwG',\n",
" 'By #author_jeff\\nLOST HEA\\nRomance Thriller Suspense\\nhttps://t.co/NIn8rpOAgZ\\n#kindle iartg asmsg\\nhttps://t.co/qd6aXVsllC',\n",
" '50 Contemporary #ArtificialIntelligence Leading Experts and Researchers\\nby @pierrepinna @ipfconline1 |\\n\\n#AI #MachineLearning #ML #DataScience #DeepLearning #DL #NLP #NaturalLanguageProcessing #NeuralNetworks #Robotics # \\n\\nhttps://t.co/jh2kKI5knm https://t.co/vWbtkjbQn7 https://t.co/m0S3xowAvu',\n",
" '#Industry4.0 framework and contributing #digital #technologies [#INFOGRAPHICS] \\n by @MikeQuindazzi @pwc | \\n\\nRead more at https://t.co/3aZ40dzl85\\n\\n#IIoT #IoT #InternetOfThings #CyberSecurity #Cloud #Smartphone #Algorithm # \\n\\nCc: @TamaraMcCleary https://t.co/VNygyjt1FS https://t.co/JTEciOh9BK',\n",
" 'I mean... sure, people stay employed because automation devalues their labor, and then wages fall to the point they can get jobs in the service industry, right?',\n",
" ' @findawaymedia: Thanks to @MarketingProfs for taking a deeper look at our newsletter study! What makes the most effective #marketing new…',\n",
" \"arguably this has already happened. it's why the mass shift out of the middle class and toward precarious service sector jobs. thread: https://t.co/zCDrkoDKll\",\n",
" 'Yo Yo Ma covering Ed Sheeran\\'s \"Shape of You\" is the daddest music ever https://t.co/yhH8lYyuEA',\n",
" '@Bisinmotion @IBM Thank you! Super happy I could share this with you. 😃',\n",
" ' @digitalcloudgal: #WednesdayWisdom Always Be Prepared. Rainy Weather but Great Learning Here at #Think2019. Follow These Folks for All o…',\n",
" 'I am soaked! ☔️ and soggy! Got kicked out of Moscone West during the worst of the wind whipped downpour! \\U0001f92a You should see the Park Theater. Cccccold!',\n",
" 'consigliere for arianna huffington',\n",
" \"@martyswant you're an honorary dad\",\n",
" 'yikes this photo illustration https://t.co/msjCuIuUMI',\n",
" 'Hi Tim! 🙏🏼 thanks! 🤓 Embracing my inner #geek',\n",
" 'Not Extra Virgin Olive Oil! And don’t even get me started on what’s in your 🍯 honey 🐝 ⁉️ And #SpoilerAlert it’s NOT made by bees!!!! #Think2019',\n",
" ' @IBMforMarketing: @TamaraMcCleary @bmoskwa @andrewbusby The #Think2019 shuttle was quick, warm and dry this morning too! 🚌',\n",
" \"@LATgeoffmohan there might not be any atheists in foxholes but I'll be there, head down, counting my #blessings\",\n",
" 'happy darwin day https://t.co/lUryUguE34',\n",
" \"@impcapital @cindygallop heck, it's not just women, there's a reason I never travel with kids\",\n",
" ' @ThuliumCo: \"Success in the #FutureOfWork requires a mindset of #lifelonglearning.\" -@TamaraMcCleary, Thulium CEO \\n@Gartner_inc #Think2…',\n",
" \"I mean no wonder people think Facebook has tapped their microphone... they literally don't know the first thing they'd need to in order to understand AI-powered ad targeting\",\n",
" '@parismartineau holy shit',\n",
" 'I created a mini-course on How to Create the Perfect Pitch. One Pro Tip: You can almost always list \"spreadsheets\" as a competitor.',\n",
" '@guzmand @Gartner_inc Thank you for your incredible support, Danielle!',\n",
" 'YouTube tweaks #algorithms to cut back on \\n\\n#conspiracy #video recommendations \\n\\nhttps://t.co/ZFgLUnzX58 #fintech #AI #ArtificialIntelligence #MachineLearning #DeepLearning #robotics @christocarbone @FoxNewsTech @DimDrandakis https://t.co/DiCbBKO2uw',\n",
" ' @JimMarous: Is voice technology the future of insurance?\\n\\nhttps://t.co/7tsPsXCJOh\\n\\nInterview with @psb_dc \\n#Insurtech #insurance #VoiceF…',\n",
" ' @rickhuckstep: Insurance World Championships - #Renters insurance \\n\\nThe #InsurTechs beat the incumbents hands down.\\n\\nGreat review from @…',\n",
" 'A one *microwatt* voice detector using analog feature extraction and a binary neural network: https://t.co/9jmLZvKbVB',\n",
" ' @SpirosMargaris: Why the #US \\n\\nIs Backing #KillerRobots \\n\\nhttps://t.co/Rt1pYxNzbS #fintech #insurtech #AI #ArtificialIntelligence #Machi…',\n",
" ' @SpirosMargaris: 7 questions that will define \\n\\nthe future of #ArtificialIntelligence\\n\\nhttps://t.co/cVhzYfGNWW @caseymross @statnews #fi…',\n",
" ' @SpirosMargaris: How This #AI Just Helped Find Possible \\n\\nSigns Of #Extraterrestrial Life \\n\\nhttps://t.co/YEumGm7Wxs #fintech #insurtech…',\n",
" 'Blockchain-Based #AI #VoiceAssistant \\n\\nBrings Data #Privacy To #SmartHomes \\n\\nhttps://t.co/lr4uSAq8VO #fintech #insurtech #ArtificialIntelligence #MachineLearning #DeepLearning #robotics #blockchain @Rachelwolf00 #Alexa #Siri #GoogleAssistant https://t.co/lNYJpcA1U0',\n",
" 'Twitter is testing a pop-up mini profile inside of threads https://t.co/x3tVxXZ10h #Socialmedia https://t.co/6ro0vNrpJm',\n",
" ' @UrsBolt: Which #BigTech will have the biggest impact on #healthcare?\\n\\n#Apple, #Google, #Amazon, #Facebook?\\n\\n@CBinsights research:\\nhttps…',\n",
" \" @rstephens: I could see the day when a microphone circuit is powered by the actual vibrations of someone's voice. Getting closer...tryin…\",\n",
" 'Drone racing: \\n\\nthe next battleground for #AI to try to dominate #humans \\n\\nhttps://t.co/nKgcj7bqEo #fintech #insurtech #ArtificialIntelligence #MachineLearning #DeepLearning #robotics @futurism https://t.co/IG4LvYWPg9',\n",
" 'These Three #Security Trends \\n\\nAre Key to Decentralize #ArtificialIntelligence \\n\\nhttps://t.co/S1V1eIQwJw #fintech #insurtech #AI #MachineLearning #DeepLearning #robotics #CyberSecurity @jrdothoughts @hackernoon https://t.co/H88LHA45cI',\n",
" \" @MikeQuindazzi: 8 perceptions on #robotics + #artificialIntelligence in the driver's seat of #SelfDrivingCars &gt;&gt;&gt; #pwc via @mikequindazz…\",\n",
" \" @tmj_VAL_it: Want to work at Booz Allen? We're #hiring in #Alexandria, VA! Click for details: https://t.co/d0w8u2Nip3 #BoozAllen #IT #Ve…\",\n",
" \" @tmj_GA_it: We're #hiring! Read about our latest #job opening here: Data Science Instructor - https://t.co/r5epqrOJPw #BoozAllen #IT #Au…\",\n",
" 'Furious and winded, you?',\n",
" '@Affectiva is #hiring a Research Infrastructure Engineer passionate about working on + bringing large scale systems to scale, who will accelerate the process of building + deploying #machinelearning models built from large scale data. Read more + apply: https://t.co/PaiaBg0Im9 https://t.co/hpulXPFmrD',\n",
" ' @katecrawford: Our new paper is out today: “DIY DATA, BAD PREDICTIONS.” We show serious problems with predictive policing being used w…',\n",
" \" @tmj_hon_it: We're #hiring! Read about our latest #job opening here: Data Scientist - https://t.co/JXoCUzHdOR #BoozAllen #IT #Honolulu,…\",\n",
" ' @KaporCapital: #KaporCapital is looking for our 2019 Summer Associate class! Are you currently enrolled/recently completed an MBA, MS, J…',\n",
" 'Roses are red. \\nViolets are blue\\nAI can hurt workers \\nOr help them out too\\n\\n#2MA @mit_ide @MIT_IIC',\n",
" '@katecrawford @Lawgeek 👏👏👏👏👏👏👏👏👏👏👏👏👏👏👏👏👏👏👏👏👏👏👏👏👏👏👏👏',\n",
" ' @AINowInstitute: New AI Now research paper: “DIY DATA, BAD PREDICTIONS.” First study of its kind to reveal how predictive policing pla…',\n",
" \" @HeinzVHoenen: #AI #drones \\n\\nSynched Drones Scale In Coordinated Ball Juggling\\n\\nHT~ D Brescainini, M Hehn, R D'andrea TY @Intellectgenie…\",\n",
" 'A clean slate... an open letter to the new president of El Salvador https://t.co/hOUo9TqmCc https://t.co/n8GLjN0Yqg',\n",
" 'Roses are red\\nViolets are blue\\nML’s probably biased\\nBut less so than you \\n\\n#Machinelearning #algorithmicbias\\n#AI #2MA',\n",
" 'Roses are red\\nViolets are blue\\nML’s probably biased\\nBut less in V.2\\n\\nHT: @bertil_hatt \\n\\n#Machinelearning #algorithmicbias\\n#AI #2MA',\n",
" '@bertil_hatt Good ending!',\n",
" 'Awesome portal — browse a big catalog of State-of-the-Art #MachineLearning and #DeepLearning Algorithms — 530 leaderboards • 974 tasks • 712 datasets • 9205 papers with code: https://t.co/C07Yd8gT2H #BigData #DataScience #AI #NeuralNetworks #DataScientists by @paperswithcode',\n",
" 'Audience was great! Upstairs at Keele hall was like https://t.co/HhDwKtFRg6 https://t.co/sYrHJmQD',\n",
" '@TaylorLorenz No eggplant?',\n",
" '@TaylorLorenz No Japanese eggplant? Not sure it’s him.',\n",
" \" @SenseToken: It's an important part of the #blockchain but what is peer-to-peer?\\n\\nWe give a beginners explanation here! #p2p #phone2phon…\",\n",
" ' @BrendanBlumer: Please be aware of impersonators. My only active public social media accounts are as follows:\\n\\nTwitter @brendanblumer \\nI…',\n",
" \" @Everipedia: A brilliant technical analysis of Everipedia's innards! Bravo @bensig!\\n\\nhttps://t.co/KHfzaXU9BL\",\n",
" ' @linkpuertorico: ¿Quieres aprender sobre @github y Machine Learning con @Azure? Del miércoles 6 al viernes de 8 de marzo habrán talleres…',\n",
" ' @TimirahJ: Been wanting to do something like this for a while. If you are an up &amp; coming Female Founder in tech in LA, APPLY NOW!! Looki…',\n",
" ' @Jason: Watching people lose their minds on social media is my guilty pleasure—my version of watching high speed police chases. \\n\\nI’m no…',\n",
" \" @gchorba: I'm incredibly sad about this, Opportunity was the focus of more than 7 papers I wrote over the years. It feels like losing an…\",\n",
" ' @TwitchDev: We can’t keep this secret any longer… 🤗\\n\\nThe 2019 #TwitchDevTour is kicking off this April. Get excited! See the first citie…',\n",
" 'Recsys has been a wonderful community. I’m particularly excited and proud that Women in Recsys lunch/breakfast is now an official part of the program! Great collaborations @karenchurch @casey_dugan @DrCh0le @mdekstrand @shiladsen @wernergeyer @sigchi ! https://t.co/ySXIJarOLY',\n",
" \"And, don't forget: Every current Supreme Court justice attended Harvard or Yale.\",\n",
" 'Berkeley hosting an amazing lecture series this fall: 8 Turing Award winners, all of whom won for their work at Berkeley, will speak on consecutive Wednesdays. Starts with Shafi Goldwasser today! https://t.co/sAlXtY8zhS',\n",
" '@mauerbac @TwitchDev Awesome!!!',\n",
" \" @kevinroose: This post accusing Cesar Sayoc of being a false flag operative has almost 78,000 shares. For scale, the NYT's most shared F…\",\n",
" '🙌 Thank you @leeodden\\nAnd, yes please...please pre-order 🙏😌',\n",
" \"Don't be like Flint https://t.co/6WGROUZVNX They had #ml predicting w &gt;70% accuracy where lead pipes were. Abandoned it bc ppl didn't get y their house/hood wasn't targeted. Communication is ABSOLUTELY CRITICAL for #ai. We need you to pay attn to AI. Thx &amp; HT @alexismadrigal\",\n",
" '#5G is not going to microwave your brain https://t.co/i3RpCTzDdT #mwca18 https://t.co/zwMIebAQ41',\n",
" ' @andrewfunkspain: Yearly review of #HomelessEntrepreneur in 12 pictures #2018 https://t.co/Otn1bRim2q\\n\\nWhat can you do to help speed up…',\n",
" 'Ask @dez_blanchfield To share with you his story about helping with homelessness. See u at #mwc19',\n",
" \"That's not really true about BE. It is OpenAI GPT plus masking. GPT is ULMFiT plus transformer and compute. And ULMFiT was standard vision training applied to standard lstm\",\n",
" 'The San Francisco Bookstore Where the Revolution Ends up #sanfrancisco @NewYorker https://t.co/rYJUOdXcyp',\n",
" 'Just a block away from the Louvre is the ribbon tunnel celebrating the upcoming Saint-Étienne Design Biennale in March which will host a special #DesignInTech presentation. https://t.co/1A3lmmNtn0',\n",
" 'From Big Guns to Big Data: #USNavy Looks to Tech for Advantages #navy @kevin_jackson @govcloud #bigdata @datanami https://t.co/DTY4a7sVEY',\n",
" 'Bioinformatics, Big Data, and Cancer #cancer #data https://t.co/0T4aPEgXhw',\n",
" 'Tackling the Risks of Prediction Machines https://t.co/zAGpZtxNen',\n",
" ' @evankirstel: As satellite constellations grow larger, NASA is worried about orbital debris - The Verge https://t.co/zShiDx8G62',\n",
" ' @J4vv4D: As the importance of #AI continues to grow, #cybersecurity must grow faster, especially in terms of data and threat analytics.…',\n",
" 'Mobility is everything in patient care #HIMSS19',\n",
" 'Why Lego Is The Playful Building Block For Innovative Leadership https://t.co/pVJvREEaUb',\n",
" '6 secrets of successful chatbot strategies https://t.co/y6mm9Ts2qA',\n",
" 'PR Is The Foundation Of Your Business Growth, If Done This Way https://t.co/RhEuyxjMDN',\n",
" '#5G Should Usher In a Long-Awaited Comeback for Intel Stock #intel @HealyWriting https://t.co/r75HkWg90u',\n",
" \"Facebook hack was 'sophisticated' and required attackers to understand 'three different bugs' #facebook @mishcastillo https://t.co/hW9mD6uAJI #hackers #cybersecurity\",\n",
" 'Why #AI Will Not Replace Radiologists\\n\\nhttps://t.co/zttNKWqo1s [by @DrHughHarvey v/ @TDataScience HT @antgrasso]\\n#HealthTech #AI #MachineLearning #HIMSS19 https://t.co/1vjC62lFx0',\n",
" ' @alballaa76: @evankirstel @ATTBusiness @sstoesser @Kevin_Jackson @dez_blanchfield @JohnNosta @evankirstel is sleeping\\n@Kevin_Jackson is…',\n",
" ' @Ronald_vanLoon: How #Chatbots Can Improve #UserExperience [#INFOGRAPHICS] \\n by @soph_bern @HubSpot | \\n\\nRead more here: https://t.co/2XB…',\n",
" ' @kathyklotzguest: @sandy_carter Lol!! When in #texas.... :-)',\n",
" ' @GirlsInTechSD: Let’s be direct when reaching out to mentors! ✨🚀✨\\n#Question for #mentees: \\nHow do you open up a conversation with your m…',\n",
" \" @MichaelEging: Hunt with hellhounds under a haunted moon! ANNWYN'S BLOOD! https://t.co/KRgP65Z79z #ASMSG #IAN1 #fantasy\",\n",
" \" @CircleofBooks: * #paranormal #thriller #IAG #ASMSG #kindle\\nLove's Prey\\n@FrancescasMagic\\nhttps://t.co/rnNEKe0gBj https://t.co/ruEdgtBg…\",\n",
" ' @Tammysdragonfly: NAVY SEAL #ADVENTURE\\n@victomlinson\\n➰♦CALL ME RAZOR♦➰\\nAction-Packed #THRILLER\\n#ASMSG #IAG\\nhttps://t.co/Q7uSGsc3Sl htt…',\n",
" ' @DuaneVore: Vist the universe that knows no bounds. https://t.co/I5SenOMnTy @AuthorNetwork, #IAN1',\n",
" ' @ESLAMaryland: Review of “The Eleventh Trade” by one of our members; he describes it as a must read for all middle school students. http…',\n",
" ' @CongerAngel: #amwriting #HistoricalFiction #KindleUnlimited\\nWhat would you do if you found you were stolen from your parents as a child…',\n",
" ' @IANMemberBooks: Geoffrey Kiggundu is the #author of\\n\"Frenemy Matriarchs\" #historical\\n\"The Girls Take Control\"\\nhttps://t.co/Bq39OuBGYn 6…',\n",
" 'Cheryl threw her elbows into him, hard and fast.\\nThe Crystal Series – futuristic suspense\\nStart with first book CRYSTAL DECEPTION\\nSeries info: https://t.co/ofG9FlhPwc\\nBuy link: https://t.co/WYFfJv6K8n \\n#iartg asmsg ian1 books https://t.co/Qudo6XQ58x',\n",
" '5 Ways #Blockchain #Technology Will Revolutionize The Way We Do Business \\n by @CentricDigital |\\n\\nRead more here: \\n\\n #Analytics #CustomerExperience #CX #FinTech #DigitalTransformation #IIoT #IndustrialIoT #MWC19 #\\n\\ncc: @vitalik ... https://t.co/hZKttvvC3S https://t.co/44y1iFmIJn https://t.co/g5ZswRh6Qz',\n",
" ' @Ronald_vanLoon: #ArtificialIntelligence Needs a Strong Data Foundation\\nby @JimMarous @FinancialBrand |\\n\\nhttps://t.co/dZEVPio0Es\\n\\n#AI #M…',\n",
" 'By Cheryl Lawson @WeAreMarsBook\\nWE ARE MARS: The Rubicon Saga - Part 1\\nSci-Fi thrills at Mars colony!\\nhttps://t.co/K2sZJ6w1c5 \\n#kindle #iartg #scifi #space https://t.co/LdB4x2h7mT',\n",
" 'Microsoft: Conversational AI Momentum\\nby @Microsoft |\\n\\n#ArtificialIntelligence #DigitalTransformation #AI #DeepLearning #ML #Innovation #DL #DigitalTransformation #Digital #NaturalLanguageProcessing #Videos #\\n\\nCc: @ylecun @kdnuggets @randal_olson https://t.co/kPXkQpZ3W7',\n",
" 'IBM and Visa partner to upend global #payments using #Ethereum tech #visa #ibm @technewstube https://t.co/O9jigXyhl0',\n",
" ' @RasuShrestha: Amazing dialogue around leveraging hightech tools in the fight against physician #burnout. \\n\\nWith @gnayyar @CoherenceMed…',\n",
" ' @evankirstel: How the tobacco industry targets young people with social media influencers https://t.co/7xfWfPnnuJ #HIMSS19 https://t.co/…',\n",
" 'Marc Benioff’s Time Magazine Purchase Shows What He Learned From Failed Twitter Bid https://t.co/1uOvhJIjLS',\n",
" 'Take action to reach your goals! \"The great end of life is not knowledge but action.\" Francis Bacon #successful https://t.co/VunhDzq6pK',\n",
" 'Senate Intel Vice Chair Mark Warner on White House national #cyber strategy @AugFreePress https://t.co/w536CS0syC',\n",
" 'President Trump Installed A Room-Sized Golf Simulator At The White House https://t.co/4WaPIozUJp https://t.co/gnFALsSaBk',\n",
" 'Trust yourself and do it! \"Do what you were born to do. You just have to trust yourself.\" Beyonce #learning https://t.co/A7cVbeN7mr',\n",
" ' @evankirstel: \"Without AT&amp;T CADence wouldn\\'t be where it is today\", Marie Johnson AUM Cardiovascular\\nhttps://t.co/CxWFjRfdu1\\n#ATTinfluen…',\n",
" \"'Ghosting' Is Unprofessional Regardless of Whether You're Taking or Submitting a Job Application https://t.co/QGSU7GO1kG\",\n",
" 'How Dandelion is making geothermal heating affordable #energy @engadget @nisummers https://t.co/0oOfNeaaRu',\n",
" 'What do you allow? \"What you allow is what will continue.\" Marc and Angel Chernoff #effort https://t.co/SO6dgTVcRe',\n",
" 'Research: #Cloud Computing Is Helping Smaller, Newer Firms Compete #cloudcomputing @HarvardBiz https://t.co/a0HM157CTd',\n",
" 'An A.I. is designing retro video games — and they’re surprisingly good https://t.co/LNPDWiZNif',\n",
" 'Bone marrow transplants may be possible without toxic pre-treatment, new research suggests - Scope https://t.co/bsG3P5MHGF #HIMSS19',\n",
" '4 ways organizations can play ball with analytics #bigdata #analytics @techrepublic https://t.co/AXw1q5sgxJ',\n",
" 'HIMSS: John E. Ahrens, CEO of Veratad, on ID Verification in Healthcare #healthcare #himss19 @FindBiometrics https://t.co/C2SPF0SZ08',\n",
" 'California Legislature Passes Net Neutrality Law, The Nation’s Toughest https://t.co/kRu9aoJasK',\n",
" 'Read my Sep 29 Newsletter featuring “Trump administration sees a 7-degree rise in global temperatures by 2100” https://t.co/k5xj0N6pzt',\n",
" 'The Most Expensive Hotel Room In America Costs $75,000 A Night https://t.co/a1Zhab2aZX https://t.co/m0iXsC5mI9',\n",
" 'The RetroBeat: Tales of Vesperia is the best JRPG you can play on Switch https://t.co/bEXf4wxA2z #Games https://t.co/3ziCxViJCC',\n",
" ' @mbrendan1: I hope there is progress. It comes up often — particularly when engaging with leading academics. We are forfeiting a strateg…',\n",
" '🚨 Don’t push this button unless it’s a medical emergency #HIMSS19 #IoT',\n",
" ' @LisaH_Jackson: Wearables will increase patient engagement with their health. \\n\\n@ATTBusiness #HIMSS19 #ATTHealthcare #HealthIT\\n#B2B #Mar…',\n",
" 'AT&amp;T Foundry Dedicates Space for Vertical Industries to Test New Tech Solutions #attbizsummit #5g @ecnonline https://t.co/5dvNDuossi',\n",
" \"FBI fitness app asks users to agree to 'all of their activities monitored and recorded' #fbi #privacy https://t.co/wjht18LMH6\",\n",
" 'First immunotherapy success for triple-negative breast cancer https://t.co/S3nwycSpvI',\n",
" 'Scary stuff #SanFrancisco https://t.co/du0WxQLoiK',\n",
" ' @ConnectedWMag: Women have to see and change their own biases, to help women. Susan Johnson and Maria Lensing @ATTBusiness, Carrie MacGi…',\n",
" 'Continuity of care! #himss19',\n",
" ' @TomAshbrook: Hi. I’ve been talking with a few people about this moment and our world. Nothing fancy, but check it out if you’re interes…',\n",
" 'Super Mario Maker 2 comes to Switch in June https://t.co/NfFUrUHzgp #Games https://t.co/wVOD0dM14E',\n",
" 'Game Workers Unite org calls for Activision CEO’s job after layoffs https://t.co/JrOrRicYhr #Business https://t.co/mUUf2bfYlS',\n",
" ' @avrohomg: DAILY TIP: How to make a post go viral on #Twitter? Watch #AskTheCEO with @evankirstel timestamp 11:13 #B2B #SocialSelling #F…',\n",
" 'Researchers create flying robot that mimics insect flight https://t.co/CjXDtyzJNv https://t.co/t7F0GV3JKE',\n",
" 'A new @ARM-based server processor challenges for the data center #oracle #arm @networkworld @apatrizio https://t.co/cfOcw0RxDp',\n",
" 'Vodafone UK plans #5G launch in 2019, but says early phones are too big #vodafone #technology https://t.co/s75iHjNTwg',\n",
" ' @JohnNosta: Yes, the obsessive silliness of patient-centricity take to its logical conclusion. #healthcare #medicine #digithealth #pharm…',\n",
" ' @LKanov: Looking forward to #globalSummit18 @InterSystems in San Antonio! https://t.co/so0ajs85TF',\n",
" \" @PharmaPointRx: Are your pharmacy services reactive or proactive? Let's connect at #GlobalSummit18 and chat! #PharmaPoint #XchangePoint…\",\n",
" 'Where have all the ladybugs gone? Scientists worry as non-pest insect population dwindles https://t.co/QQqRfnvOyt',\n",
" 'Railroads Roll Ahead With Cloud-Based Crew Management https://t.co/xpPQghTKH0',\n",
" 'Amazon Is Hiring More Developers For Alexa Than Google Is Hiring For Everything #google #amazon @johnkoetsier https://t.co/zSqheKkiBk',\n",
" ' @connect50b: Hello @onedrive why are you down? Trying to login from new iPad and all I see is “Server problem.... try later”',\n",
" ' @elenacarstoiu: Rage against the machine 😋 #life https://t.co/vsGj332Fq2',\n",
" ' @elenacarstoiu: It’s the last drop that makes all the difference 😏 #Productivity #life #SaturdayThoughts https://t.co/y614XRhWJM',\n",
" ' @UCStrategies: Private #LTE networks for local and customized services from @Qualcomm_Tech is a local network using dedicated equipment…',\n",
" ' @rtehrani: Nice!! https://t.co/ydRF8WRI4n',\n",
" ' @dez_blanchfield: { #podcast } From here to AI - ep. 002 - Dave Salvator, Senior Product Marketing Manager - NVIDIA https://t.co/opgRbOG…',\n",
" 'A #Montreal #Hotel So Modern That Room Service Is by Robot #robot https://t.co/6qMinndtej',\n",
" ' @avrohomg: #IoMT expert @IrmaRaste asks #Microsoft #Azure leader @davidhoulding What are the most significant challenges to the #Interne…',\n",
" 'Policy, device compatibility efforts will invigorate healthy #aging technologies #himss19 @dave_muoio @MobiHealthNews https://t.co/kb1pFrSSoH',\n",
" 'Respawn’s Apex Legends hits 1 million players in 8 hours https://t.co/WligRbxVYc #ApexLegends https://t.co/NFkA3ZY86c',\n",
" ' @kaynemcgladrey: \"The average midsize company might have 10k alerts every month.... #AI will be a huge time savings every month.\" \"But t…',\n",
" ' @johnstarky: How do businesses plan for #5G when it isn’t hear yet? Make it part of your #cloud, #IoT, #EdgeComputing and #cybersecurity…',\n",
" \"3/4 of Americans didn't know Facebook has determined their likes and interests https://t.co/MA412F4WwD\",\n",
" 'I get penalized if I cancel on my @Uber driver, but where’s the financial “hit” (a.k.a. Deterrent) for the driver cancelling on the customer who is depending on them for pick-up? It’s not fair and equitable. It should go both ways.',\n",
" \" @TouchCast: How to present competitors in your pitch deck:\\n\\nMore of @erickschonfeld 's insight and a free pitch deck template here 👉http…\",\n",
" '@cloudHQ_net 😂‼️',\n",
" '@bigfundu 🙏🏼 thank you!',\n",
" \" @_KarenHao: Here it is: @AINowInstitute's report finds that police department across the US are training crime-prediction algorithms on…\",\n",
" ' @guzmand: Link to join @Gartner_inc with @TamaraMcCleary live webinar —&gt; https://t.co/dRLYe4WeoQ\\n#womenintech #learning #futureofwork',\n",
" 'graphics look aight, better than gaiden, obviously. but the FE console games always look extraordinarily lame imo',\n",
" '#AI And #Healthcare: A Giant Opportunity https://t.co/bvEO4jkXn3 via @forbes #health #healthtech #robotics #automation #IoT #CyberSecurity #Think2019 https://t.co/MrdkIt1EAl',\n",
" ' @maria_axente: And overall @WorldGovSummit meant meeting with new &amp; old friends, some of the most amazing people in #AI with big ♥️&amp;\\U0001f9e0\\nA…',\n",
" ' @ThuliumCo: \"Our future vision requires us to iterate on what we are currently doing. We must go beyond our title and pursue passions to…',\n",
" \"i am a lifelong fan of the Fire Emblem series. i am also increasingly upset about how much IS and Nintendo are sexualizing every character. it's really really gross. \\n\\ni really hope the FE announcement in a few mins doesn't do the same thing\",\n",
" '@sarbjeetjohal @digitalcloudgal @TmanSpeaks @cspenn @NeilCattermull @Fisher85M @SpirosMargaris #NotMe #Ididntdoit \\U0001f92a',\n",
" 'Last Week I Talked w/ @stephenlprince1 of @centricasoln_NA About the Next Generation #Utilities Business. Watch now 👉🏼 https://t.co/XSXYPrWERP #infrastructure #smartgrid #CX #AI #DTECH2019',\n",
" ' @Gartner_inc: #Digitaldisruption poses a constant threat, but also creates a constant opportunity. Join us today at 10 a.m. ET for a fre…',\n",
" 'if you don\\'t know, basically there are \"thousand year old dragons\" that present themselves as like scantily-clad 9 year old girls. \\n\\nalso had to stop playing the Heroes mobile game bc the devs made every character look like a weeb body pillow',\n",
" 'What kind of \"intelligent\" is your artificial intelligence? https://t.co/uw5feOUKRo #AI #tech #ArtificialIntelligence https://t.co/i3MleZUEzY',\n",
" ' @AudreyDesisto: “THE MACHINE KNOWS WHERE IT’S GOING!”\\n7 ways AI is changing how you shop, eat, and live https://t.co/bViNePnoK4 via @For…',\n",
" 'When Robots Go Bad ! \\n#ai #coffee #humor #robots\\n#ArtificialIntelligence https://t.co/PyNpmBGQRK',\n",
" 'Gartner: Top 10 Strategic Technology Trends For 2019 https://t.co/QyeT5DvXrT https://t.co/V0MPmCyq77',\n",
" \"We go on about modern smart autosuggests but the unsung hero of autosuggest is dragging to extend a series in a spreadsheet. Predictable in most cases, easy to undo, and the simplest of declarative programming interfaces for non-programmers. What's your unsung UI hero? https://t.co/xRxYAylj1M\",\n",
" \" @_bmturner_: Bill Ackman's Pershing Square says it's 'returning to its roots,' and it shed a third of its staff in 2018 as part of the j…\",\n",
" \"Brilliant example! Life is so much better with it and it's just normal now ^_^ I remember Windows would work fairly reliably but I Linux required kernel madness. Hibernate was reliable but slow (RAM =&gt; spinning disk) and suspend was so ... temperamental ... due to RAM keep alive.\",\n",
" ' @alvinfoo: All companies must master the #DARQ #technologies according to @Accenture’s #TechVision2019\\nD - #DLT\\nA - #AI\\nR - extended rea…',\n",
" \"@ivan_bezdomny lol, image attribution from Microsoft Office's help site. Microsoft Office is too rich for my blood 🤣\\nhttps://t.co/elMwogaeKY\",\n",
" 'AI And Big Data: Two Major Parts of The Digital Future https://t.co/I4DpXCIUpb #ai #bigdata #future https://t.co/vkKyyiPJtL',\n",
" 'How AI Can Augment Artistic Improvisation -- And How You Can Help https://t.co/WBboXPIblO #ai #ArtificialIntelligence #creativity https://t.co/YZ4giJWWjd',\n",
" 'Artificial Intelligence and the coming of the self-designing machine https://t.co/1ICZPimyC4 #singularity #ai #ArtificialIntelligence https://t.co/8AU5Aso6PM',\n",
" 'Pentagon releases blueprint for accelerating artificial intelligence https://t.co/neCiqVoezD via @YahooNews',\n",
" \"Region screenshots enable so much, especially in the era of smart phones (even if that's full screen then crop). I'm surprised that region screenshots never evolved beyond pure pixels. Imagine a region screenshot that kept queryable metadata of the visual region as well.\",\n",
" \"Teacher's Powerful #BlackHistoryMonth Lesson About Slavery Goes Viral: 'They Didn't Steal Slaves' https://t.co/gUI9AlO7mi https://t.co/1QQA7VVtGz\",\n",
" ' @TopCyberNews: #AI navigates #AutonomousVehicle with zero #Human input.\\n\\n via⚡@MikeQuindazzi\\n\\n#driverless #selfdrivingcars #robotics #co…',\n",
" \" @SpirosMargaris: Why #Google Reportedly Bought Your #Banking #Data in #Secret, \\n\\nand That's Not Even the Bad News \\n\\nhttps://t.co/j4Zlo20…\",\n",
" \" @SpirosMargaris: Bitcoin's Next Big #Software Upgrade \\n\\nto Feature New Language for #Crypto Keys \\n\\nhttps://t.co/ToAsSqTuX2 #fintech #di…\",\n",
" ' @joemckendrick: Getting past “catastrophic forgetting,” or “AI systems’ tendency to forget the things it previously learned upon taking…',\n",
" ' @ipfconline1: Five #Blockchain Use Cases for #Healthcare Payers, Providers\\n\\nhttps://t.co/obd5iXXLVZ v/ @HITAnalytics\\n#HealthTech\\n\\nCc @J…',\n",
" ' @DianeKazarian: Excellent read @SpirosMargaris Have we learnt the lessons of the Financial Crisis #banking #FinServ @Jenn__Johnson @rich…',\n",
" ' @andi_staub: Relevant ReRead #Insurtech #fintech\\n\\nTop Examples of #Gamification in #Healthcare\\n\\n#BehavioralEconomics #experimentability…',\n",
" ' @MikeQuindazzi: #SelfDrivingCars that can see trouble around the corner &gt;&gt;&gt; @MikeQuindazzi &gt;&gt;&gt; #AI #MachineLearning #DeepLearning #IoT #…',\n",
" '2019 #GDP predictions? #India estimated at 7.6%; 4x faster growth vs #G7 nations at 1.8%, #China at 6.3% &gt;&gt;&gt; #PwC via @MikeQuindazzi &gt;&gt;&gt; #emergingmarkets #megatrends #fintech #ai #iot #futureofwork #Industry40 #4IR &gt;&gt;&gt; https://t.co/S3OVunN4ko https://t.co/bnGXlcDL7w',\n",
" \"Wife of top Trump official cheers return of measles. Bring back our #ChildhoodDiseases.' Ugh. https://t.co/27TEdTlP1m #Health https://t.co/G1MCQBex25\",\n",
" '“Dear Students, they didn’t steal slaves. They stole scientists, doctors, architects, teachers, entrepreneurs, astronomers, fathers, mothers, sons, daughters, etc., and made them slaves. Sincerely, your ancestors,”',\n",
" ' @lorimcneeartist: Just like a human. Birds like head scratch a lot 😁 This rehabilitated Screech-Owl is a good example.\\n🎥 IG vixen_chinch…',\n",
" 'Boom in AI patents: https://t.co/0Uq9LHiwb9',\n",
" 'Hooking up #brains to #machines \\n\\ncould be the ‘next big thing’ for #gaming \\n\\nhttps://t.co/2ncP3tO4Wv #fintech #insurtech #AI #ArtificialIntelligence #MachineLearning #DeepLearning #robotics @katiekjansen @TheNextWeb @AppLovin https://t.co/9xP9Hr8PFE',\n",
" 'A helpful Blockchain Implementation Roadmap #blockchain #implementationmethodology #implementationplanning @edmuke @chris_rezendes @contextlabsbv https://t.co/qXpbrYujnp',\n",
" ' @thedianaberman: In the end, HBO’s corporate culture encouraging dissent and honest conversations will be key to remaining competitive i…',\n",
" \"There's a big problem with the US's $9 billion effort to repair beaches after hurricanes https://t.co/7Ofr8PRoUo\",\n",
" 'Health 2.0: Applications that change the world #health @MobiHealthNews #hims19 https://t.co/uLuuumJGIf',\n",
" 'New Oxford-developed tool reads the life histories of cancer cells https://t.co/DuhYlfs16w #HIMSS19',\n",
" 'The #IoT market will increase 6X by 2020. #blockchain #AI #ML #IIoT #digitaltransformation #smartcity #robotics #fintech #analytics #cybersecurity #tech #machinelearning #VR #bigdata https://t.co/sMLtdCLDcS',\n",
" 'Why the U.S. Is Backing Killer Robots https://t.co/GKB7C9tHhj https://t.co/gGLOL0ZeyQ',\n",
" ' @BevEve: Today I learnt that #EricssonDigital can deliver a complete core network solution in just 66 days 😲\\n\\n@EricssonDigital #MWCA18 #…',\n",
" '@JohnNosta https://t.co/Qo7LUjJDf3',\n",
" 'Serverless: The future of cloud computing? https://t.co/b3is9xJ9Ry https://t.co/nyCJeUaDdM',\n",
" 'Is Google the New McKinsey? https://t.co/btHyU6Ompy',\n",
" 'House passes $631B individual tax cut extension before leaving to campaign https://t.co/yiGnMUl8aF',\n",
" '🚫 🚗 https://t.co/jyXGt8VuBH',\n",
" ' @evankirstel: Endlessly fascinating to watch https://t.co/f3PahqN5xY',\n",
" ' @evankirstel: ⚽️ #FridayFunday https://t.co/CzdrFQjPfj',\n",
" 'Measuring the Effectiveness of Digital Transformation #digital #socialmedia @nojitter https://t.co/ii7RgTLMm9',\n",
" \"How Hitler was 'just a ferry ride away from building an atomic bomb' https://t.co/foPtS8QoJc\",\n",
" ' @intersystemsdev: Part 2: \"Using Blockchain with InterSystems IRIS\" #GlobalSummit18 @InterSystems https://t.co/40sWETceEO',\n",
" \" @dez_blanchfield: Heading to Sibos this week? Grab the event app.. it's actually bloody awesome..\\n\\n#IBMInfluencer #Sibos #IBM #IBMFinTec…\",\n",
" ' @ribboncomm: Seamlessly integrate your #UC and #SIP #Trunking deployments. Learn more: https://t.co/vAWG9iliEP',\n",
" ' @Kevin_Jackson: Security for #bots is based on evaluating structured input/response options for vulnerabilities or errors. @Kevin_Jackso…',\n",
" ' @UCStrategies: #EricssonInfluencer with @ericssonnetwork build your cloud and NFV infrastructure - Increase speed, efficiency, and agili…',\n",
" ' @drhew: #VirtualReality is a non-narcotic #PainRx that may be used to help battle the #OpioidEpidemic. @Hari Sr. Correspondent #PBS @New…',\n",
" ' @Densify: Brent Eubanks, VP Technology Optimization at Ticketmaster, gives insight to how he reduces risk in his #cloud infrastructure u…',\n",
" ' @hubgets: The trials and tribulations of #focus loss https://t.co/mhua2tGlFA https://t.co/vUly2i9KVU',\n",
" ' @capacitymedia: #GlobalCarrierAwards shortlist announced!\\n\\nCompanies nominated for the Best #Subsea innovation are: @angola_cables @Glob…',\n",
" ' @IrmaRaste: Partners HealthCare to build new center of excellence, with focus on patient experience #patients @HealthITNews https://t.c…',\n",
" ' @KADGLOBAL: Tech field must include more #diversity and #WomeninTech for the next generation of #AI and #BigData. https://t.co/Tmxhv68k8…',\n",
" '5 ways you can stand up for domestic violence survivors https://t.co/su3tStzIj1',\n",
" '🎃 👻 Someone is excited for #Halloween! #SaturdayMorning https://t.co/Awu2nCtkvg',\n",
" 'Disinformation Spreads on WhatsApp Ahead of Brazilian Election @MikeIsaac @kevinroose https://t.co/lLQeF6K425',\n",
" ' @digitalcloudgal: Automatic Box 📦 That Collects Socks \\U0001f9e6 with Built in Cat 🐈 #Caturday cc: @evankirstel @JolaBurnett @fogle_shane @MS1MN…',\n",
" 'Report: Impact of Social Media Marketing for Business #socialmedia @toprank #b2b #smm https://t.co/dipOpyoib6',\n",
" 'Health systems, startups come together to create national standard for security assessments #security #health @MobiHealthNews https://t.co/xsmxTiJ5Iq',\n",
" 'Tim Cook wants Bloomberg to retract its spy chip story #bloomberg https://t.co/fpQffObZ9i',\n",
" 'Census Bureau runs drills with DHS to ‘stay ahead of cyber threats’ @jheckmanWFED https://t.co/1Zg3dO0AKo #security',\n",
" ' @evankirstel: Who’s there? https://t.co/CWSaoMAIIj',\n",
" ' @evankirstel: Why the Pentagon’s $10 billion JEDI deal has cloud companies going nuts #cloud #lot #pentagon @kevin_jackson @govcloud ht…',\n",
" ' @evankirstel: The ultimate #3Dprinters via @3dwasp #3Dprinting https://t.co/Qb375FOyFZ',\n",
" '@LisaH_Jackson @Kevin_Jackson Blue. Always blue.',\n",
" ' @GovCloud: How to Make AI-Driven Emails Compelling Without Being Creepy \\nhttps://t.co/0IRpPY7FrP\\n#AI\\n#ArtificialIntelligence \\n#Cloudmusi…',\n",
" ' @IrmaRaste: ⚡️People make #HealthTech happen! #healthcare\\n#connect2health #pinksocks\\n\\n@PCHAlliance @connectedhealth @techguy @evankirste…',\n",
" 'Steve Russell created \"SpaceWar!\" and released it in February 1962. SpaceWar! is considered to be the first game intended for #computers.\\n#IEEE #engineer #engineering #tech #technology #techfact #DidYouKnow https://t.co/TZbtGVXqaq',\n",
" 'A vast and sophisticated Mayan civilization was just uncovered using #Lidar tech https://t.co/5O3IwsVeaM',\n",
" '@DaveMichels My hunch is Pocatello Idaho',\n",
" 'Intel Core i9-9900K 9th Gen CPU Review: 8-Core Coffee Lake Refresh https://t.co/IcsWukMv2d',\n",
" 'Everything is getting smarter, including conveyor belts! #IoT #Manufacturing #logistics https://t.co/9vts8YJfsW',\n",
" 'Defining Role of #AI in Dynamic Predictive Analytics #predictiveanalytics #analytics @DZone https://t.co/7CPVKQfidq',\n",
" \"A beginner's guide to building your own PC https://t.co/PZLwa2zjEl\",\n",
" ' @IntelGraphics: We had amazing artists creating beautiful and memorable work at #AdobeMAX. Check out what someone created live in our bo…',\n",
" ' @IntelSoftware: Intel is tackling a fundamental question of the fourth industrial revolution: how do we balance AI and privacy? https://…',\n",
" 'Vuzix will sell Blade #AR glasses in November, retail bundle in 2019 @horwitz https://t.co/bQSvG2Ards',\n",
" \"U.S. intelligence director: 'no evidence' of Chinese spy chips in iCloud servers https://t.co/4eOVzvaliy\",\n",
" 'Microsoft’s new expense tracker Spend hits the App Store https://t.co/3DymTeGnFS',\n",
" \"'I'm sorry, Dave': 9 real times #AI has given us the creeps @zdnet https://t.co/T62dERJoFf #halloween\",\n",
" ' @evankirstel: ♻️ This band is total garbage #recycling #art #design https://t.co/HNY9Yg6PPi',\n",
" ' @dez_blanchfield: #ProductBrief - AT&amp;T Cloud Services - Business Cloud Solutions https://t.co/BtGLFRNkh8\\n\\n#ATTinfluencer #ATTBizSummit @…',\n",
" 'Clemson football on #Twitter: Researcher creates 3D model of 10,000 varying reactions https://t.co/7nzakSfOJH',\n",
" '@dez_blanchfield 👽 \\U0001f6f8',\n",
" 'Never give up on your goals. \"Never retreat; never explain; never apologize.\" Nelly McClung #Leadership https://t.co/qduyIhpLD7',\n",
" '@techtionary @TPTherapeutics @ForesiteCapital Great work!',\n",
" ' @larryprevost: Really? \\nHave we become so undisciplined that we require blinders to maintain focus? \\nIf you require one of these to main…',\n",
" '@sstoesser @RenttheRunway @WeWork @StevenPDennis Brave new world of work!',\n",
" '#AI fighter jet cockpit replaces instruments with #AR helmet @Kevin_Jackson \\n https://t.co/iIYaHMZjO0 #ATTBizSummit #EmergingTech https://t.co/Wh4GN2BUlV',\n",
" \"'We've got to wake up' to the very real threat of cybercrime, cybersecurity CEO says https://t.co/p93cF4zmYv\",\n",
" ' @DaveMichels: Mobile grocery store @robomart https://t.co/H50JuEoa',\n",
" '#Paradise residents fleeing #California #wildfire got trapped in traffic\\n https://t.co/sa6ql1lv3l #CaliforniaFires #wildfires https://t.co/fBqH4tH8zQ',\n",
" ' @CTSimpson1: Think headline is typo. As one who worked in both, got to keep the SUPERconductors &amp; SEMIconductors straight. https://t.co…',\n",
" '🦍 🤖 https://t.co/O4cmnYcN3Y',\n",
" 'Bixby lead imagines Samsung devices that talk to you when you unbox them | VentureBeat https://t.co/jZtqS2VFOz #sdc18 https://t.co/aNNgJOkDpc',\n",
" 'Winners do. \"Clear your mind of can\\'t.\" Anonymous #quotes https://t.co/upe6ewThtp',\n",
" 'Researchers Found What Sadness Looks Like in the Brain – Futurism https://t.co/i5R6kwr3JY https://t.co/VvoLrwJKS3',\n",
" '😵The #WoolseyFire quickly approaching the coast in #Malibu, #California. Dozens of homes have already been destroyed and many people are trapped. #CaliforniaFires #wildfires https://t.co/5hnbmkIyfV',\n",
" 'High-temperature semiconductors and stronger magnets pave the way to a cheaper fusion-powered future https://t.co/3rt3SUiWNW',\n",
" '#Sunset #Monterey #California https://t.co/KjW1iXZ641',\n",
" \" @dez_blanchfield: can't wait to catch up with John again soon.. perhaps a guest appearance on my podcast is over due :-) https://t.co/aK…\",\n",
" 'Human history, in one chart https://t.co/24HrBeCI3n https://t.co/kfavU2pkV0',\n",
" 'Skillz: Jacksonville tops list of 25 biggest U.S. mobile esports cities | VentureBeat https://t.co/jxTj9A9EG3 https://t.co/ZOzI2Ixz3s',\n",
" 'Three challenges facing #blockchain technology – TechCrunch https://t.co/cnUyoBCCVo',\n",
" ' @johnstarky: Championship formula: Tacos 🌮 and GRIT! “Self-proclaimed data nerd, spends a lot of time looking at her stats... trying to…',\n",
" ' @MHiesboeck: We may have to get used to working with #robots \\n\\n@TamaraMcCleary @antgrasso @CarleyKnobloch @chr1sa @delizalde @mgualtieri…',\n",
" 'Open source #machinelearning tool could help choose cancer drugs #cancer @medical_xpress #xMed https://t.co/ehbAkMF9vb',\n",
" ' @lucindarhenry1: Exciting news yesterday! Available first on Google Cloud: @Intel Optane DC Persistent Memory https://t.co/5C0saHEmh3…',\n",
" \"Many #CX oriented companies have already experienced the #disruption of #ecommerce #retailers &amp; media streaming services, and 6 in 7 agree that “embracing disruptive technologies is not a ‘nice to have' It’s the price of doing business” https://t.co/FFDJrr5TO9 @PanasonicUSA https://t.co/jSvfXiUG0w\",\n",
" ' @tierpoint: Migrating workloads to the #cloud? Mitigating #risk and maximizing benefits requires careful planning. Our infographic provi…',\n",
" '@daniel_kraft @ExponentialMed https://t.co/9RUBw8tmfK',\n",
" ' @daniel_kraft: Two days until Exponential Medicine @ExponentialMed. Looking forward to be joined by an extraordinary set of faculty &amp; pa…',\n",
" 'Some duck🦆! #nyc #wildlife #NewYork https://t.co/ztHOYjEUKa',\n",
" \" @evankirstel: #Nasa announces\\xa0'quiet' supersonic flight tests for its new X-plane\\n https://t.co/cjMl1lsc0T #aviation #avgeek #Aerospace…\",\n",
" '#Samsung adds #LTE to the #Chromebook Plus @DaveMichels https://t.co/RkqaTUh97M @SamsungBizUSA https://t.co/BYAN7UCzzf',\n",
" 'What casinos reveal about people’s weakness to spend money https://t.co/aeNFRmeTej',\n",
" ' @TOUGHBOOK: #FirstNet services on existing AT&amp;T LTE network are available today. Do you have what you need to transition? https://t.co/x…',\n",
" 'We wants it. We needs it. Must have the precious. They stole it from us. Sneaky little Hobbitses. Wicked. Tricksy. False. https://t.co/ikaiqOSYqt',\n",
" 'How #5G Could Transform the Travel Industry https://t.co/cAzHV6PwGf @Qualcomm @Qualcomm_Tech https://t.co/kuvMOh9W11',\n",
" ' @UCStrategies: - @DynamicYield raises $38M #SeriesD led by Naver @Baidu_Inc with @nytimes @hubraum alongside @iendeavors @BessemerVP and…',\n",
" 'The new @PanasonicUSA Report on Adoption of #DisruptiveTech: why many leaders say it’s safer to adopt innovative solutions sooner, rather than waiting #innovation #Renewables #SustainableEnergy https://t.co/DDpJKAwy07 @DanielBurrus @antgrasso @JimHarris https://t.co/GiaHBSi4B3',\n",
" 'Quantum on the edge: Light shines on new pathway for quantum technology https://t.co/MqseWSorB3',\n",
" 'AT&amp;T, Dish point fingers after HBO blackout https://t.co/xr7FCL31HJ',\n",
" 'Johnson &amp; Johnson to Buy Surgical Robotics Maker @allisonprang @Loftus #himss19 @WSJ https://t.co/h2QTwc7oMN',\n",
" ' @irietei: Alexa changes the voice depending on the contents https://t.co/tFPWZCkedF',\n",
" ' @alisonrand: @design_io @johnmaeda It’s actually a long existing consultancy skillset that is now being leveraged to allow for scaling d…',\n",
" 'How Silicon Valley should celebrate Labor Day https://t.co/fSmcGfh2nl',\n",
" '🔋 A cool Electric scooter with swappable battery 🔋 #ElectricVehicles #Transportation https://t.co/ZYlYoTpvix',\n",
" 'What Kids Need to Learn to Succeed in 2050 – Youth, Now – Medium https://t.co/Ugvk6aWRs5',\n",
" ' @evankirstel: Google Warned Senators, Aides Of Hacking Attempts On Personal Emails - https://t.co/WBpp5uGZMb',\n",
" '@Kevin_Jackson @DougonTech That’s John Daniels to you',\n",
" 'North Korea skirts US sanctions by secretly selling software around the globe https://t.co/j5JTMYvDZ6',\n",
" 'Why Blockchain Will Not Help Influencer Marketing #blockchain #influencers #influencermarketing https://t.co/nLkTXjX7tt',\n",
" 'Anti-vaxxers are sneaking flyers into diapers at Target stores https://t.co/kH4BV3Ko6O #News https://t.co/En8D2tOADd',\n",
" 'Fourteen Takeaways From the Sprint/T-Mobile Merger Hearings https://t.co/dZgwqw4ub0 https://t.co/OPUR3qVML1',\n",
" '#Innovation means creating for the right circumstances @MobiHealthNews #himss19 https://t.co/nn4YjexJIq',\n",
" ' @jblefevre60: #Cash is dying\\n\\n#fintech #mobile #payments HT @evankirstel\\n\\n@ipfconline1 @JacBurns_Comext @SpirosMargaris @andi_staub @Har…',\n",
" 'How to recognize and fix 4 problematic Google Docs collaboration behaviors #collaboration #google #googledocs @davemichels @awolber https://t.co/mweMFPm5Kp',\n",
" 'Learning https://t.co/D39Ya7DzhD',\n",
" ' @karinavold: What if AI were a part of you? Check out Jose Hernandez-Orallo’s and my paper on the ethical &amp; societal implications of hum…',\n",
" ' @Miles_Brundage: It\\'s Women in Science Wednesday! \"The Role of Culture in Solving Social Dilemmas,\" great talk by the late Elinor Ostrom…',\n",
" 'On the Limits of Machine Intelligence #AI https://t.co/J11zRMD0dX',\n",
" ' @johnchavens: Near final version of Ethically Aligned Design, First Edition. Three years of work, more than 1,000 people involved. Comin…',\n",
" 'We need to think much harder about how human skills complement #AI, so that we end up with first-class humans rather than second-class robots. (h/t @j2bryson) https://t.co/Xr9xUhZdiZ',\n",
" ' @dmonett: \"AI would have the capacity to write a good song, but not a great one. It lacks the nerve.\" Nick Cave\\n\\n@brainpickings @brainpi…',\n",
" ' @Kasparov63: Been writing about these themes in my Avast blog. AI ethics are human ethics. Tech is agnostic, it amplifies us. “Ethical A…',\n",
" ' @C__Cath: Hi 👋🏻Platform governance &amp; AI ethics researchers, this commentary by facebook folks on their suicide prevention work in #Philo…',\n",
" ' @EricTopol: Why do we need #AI in medicine?\\nhttps://t.co/EvUweuCumF\\nThe lede for my review @NatureMedicine \\n#OA, free until Feb 7th http…',\n",
" 'Oh dear - salves to our devices! \"Humanity\\'s Time is Up: George Dyson Says We May Already Be Controlled by AI.\" https://t.co/0vjDc0IA7F',\n",
" ' @SandraWachter5: Check out my piece in @nature @NatureElectron on data protection in the age of Big data, edge computing and a right to…',\n",
" \" @dmonett: I find myself rolling my eyes when #human abilities are exaggeratedly used to explain #intelligence in #machines.\\n\\nI couldn't…\",\n",
" ' @jennthom: Our paper in Nature Human Behaviour is out! Joint work @mansumansu @hsmcramer Sarah Mennicken, Michael Macy https://t.co/7wIw…',\n",
" ' @RobGMacfarlane: \"When the weather\\'s cold you can see the song\" (Geoff Shipp)\\n\\n[Photo by Mikhail Kalinin; https://t.co/TWGV2EFFnh] https…',\n",
" ' @conservexx: https://t.co/DCw2iaDUFf',\n",
" \"@conservexx A quandary I don't have:-)\",\n",
" \" @amsekaran: Read @frossi_t @IBMResearch blog about the value alignment problem in #AI explaining her and Nick Mattei's award-winning #AA…\",\n",
" \" @Ronald_vanLoon: Apps that helps the visually impaired identify what's around them\\nvia @thisisinsider |\\n \\n#ArtificialIntelligence #AI #M…\",\n",
" ' @sandy_carter: Yep menu is planning for #reInvent #cloud https://t.co/GviGovSO5H',\n",
" ' @UCSDJacobs: .@ucsd_cse PhD alum @zacharylipton now @CarnegieMellon asks when #AI/#MachineLearning predictions are enough to guide actio…',\n",
" ' @Ronald_vanLoon: A Harvard Mathematician Reveals How #Algorithms Are Making Police And Courts More Biased\\nby @BI_Video |\\n\\n#ML #MachineLe…',\n",
" 'Yep menu is planning for #reInvent #cloud https://t.co/GviGovSO5H',\n",
" 'By @Tammysdragonfly\\nTWO HEAS SURRENDERED\\nTwo Hearts Wounded Warrior Romance - Book 1\\nA wonderful story of love and strength\\nhttps://t.co/Q7QR2I7PXv \\n#asmsg #iartg #kindle \\nhttps://t.co/QXV0iu1alt',\n",
" 'By #benswoodard\\nBUBBLES: BIG STINK IN FROG POND\\nFor kids of all ages\\nhttps://t.co/zp1DGMtvVp\\niartg asmsg ian1\\nhttps://t.co/iUrswis7rr',\n",
" ' @Ronald_vanLoon: #AI For Good Privacy\\nby @ITU |\\n\\n#ArtificialIntelligence #BigData #CyberSecurity #DigitalTransformation #Innovation #Dig…',\n",
" ' @MistralKDawn: Decoding Michaela by @LynHornerAuthor, #Romancing the #Guardians 2 https://t.co/AoEr3v6zQT Also on #KindleUnlimited #Book…',\n",
" 'By @UviPoznansky\\nSee where the journey takes you...\\nhttps://t.co/HcnrakGTxJ\\n#ian1 #iartg #kindle\\nhttps://t.co/5UM5gQ9XX7',\n",
" ' @Ronald_vanLoon: Segway-Like Hoverboard can be flown by almost everyone\\nvia @futurism |\\n \\n#Technology #IoT #InternetOfThings #Smartcitie…',\n",
" ' @CircleofBooks: * #crime #mystery #iartg #asmsg #ian1\\nA Pitch in Crime\\n@BestRidesEver\\nhttps://t.co/H7ped7U8iS https://t.co/3xnsGq192V',\n",
" \" @ADPase: Discover the first in the Lambeth Group Thriller series 'Deadly Secrets' on IAN https://t.co/qTqmKQt1ZP\\xa0#bookboost #thriller #i…\",\n",
" \" @AuthorNetwork: “On Common Ground” “Beneath Strange Stars” For Their Country's Good Book 2 by @RebeccaBryn1\\nhttps://t.co/zmEUzWRMH9 1\\n#t…\",\n",
" \" @CircleofBooks: * #children #IAG #ASMSG #kindle #IAN1\\nBranden's Ghost Hunters\\n@LindaAnthonyHil\\nhttps://t.co/niTVGiXxf6 https://t.co/TM…\",\n",
" ' @Ronald_vanLoon: #ArtificialIntelligence #Technology Landscape [#INFOGRAPHICS] \\nby @callaghannz | \\n\\nRead more: https://t.co/WGzWAO171M…',\n",
" \" @clrdougherty: She's angry with her mother, so she kills a Mafia boss. #IAG #ASMSG #KindleUnlimited https://t.co/embI0gqFz0\",\n",
" ' @archonsec: #AI #AIEthics 👇\\n\\nVIA @MSFTResearch Word embedding comes in handy for mapping groups and potential biases to each other: http…',\n",
" ' @helene_wpli: Instant translation on the go #AI #MachineLearning #voice\\nhttps://t.co/5onCBw0geP\"&gt;https://t.co/5onCBw0geP\\n@BrianRoemmele…',\n",
" 'This has been the problem for a decade. Companies did not need the tax cut you and the GOP so eagerly gave them. They needed (and need) to pay people more, thus stimulating demand. Raising the minimum wage would help, if you’re looking for ideas.',\n",
" 'Yes. The problem was never “companies don’t have enough profit to invest.” Companies have the highest profit margins in history. The problem was and is that consumers are broke — because super-profitable companies don’t pay well enough.',\n",
" \"I knew many of the titles but Finite and Infinite Games caught my interest. Whilst it wasn't game theoretic as I'd imagined I was pleasantly surprised by the brief description and concept =] I'll have to investigate the others I don't recognize in detail\\nhttps://t.co/z6aHGu3AbA\",\n",
" 'Super-interesting to join a panel with @Microsoft’s UK CEO - @CindyRose - today at @HenleyBSchool’s Brittelstand Symposium and chat with @cikes, @KE_5H &amp; @SotirisKroustis about #AI #ResponsibleAI #FutureofWork https://t.co/Em12ZiQrdE',\n",
" ' @vivek_gkrishnan: #Google sets the stage for extensive expansion in #Japan through its #Cloud based #AI initiatives\\n\\nCc @nigewillson @JolaBurnett @dinisguarda @digitalcloudgal @JPNicols @dinisguarda @Info_Data_Mgmt @chboursin @ctricot @drvidy @drhiot … https://t.co/55JByOO5GU',\n",
" 'How AI Can Help Stop Cyber Attacks . . \\nAs hackers get smarter and more determined, artificial intelligence is going to be an important part of the solution https://t.co/timZT7dsEi #AI #security #cyberattacks #CyberSecurity https://t.co/dPRLa9maOp',\n",
" 'Totally love this story ! \\nHomeowner Gets Locked Out When the Nest Doorbell Mistakenly Identifies Him as the Batman on His T-Shirt https://t.co/z8ugEZoXgS #AI #batman https://t.co/cxV5vFklvP',\n",
" 'Sign Up for Quantum Updates &amp; Watch out for the sessions at #msignite2018 Quantum computing applications for innovation and impact https://t.co/99hXK3ViqB #QuantumComputing #Microsoft #ITG https://t.co/NGbt4mpbMt',\n",
" 'How to use machine learning to accelerate your IoT initiatives via @ZDNet https://t.co/iCkkHnB2Qf #AI #IoT #MachineLearning #ML https://t.co/PC48Z19zyT',\n",
" ' @demishassabis: The complex real-time strategy game StarCraft II is a long-standing grand challenge for AI - excited to show our progres…',\n",
" '@glouppe Take a look - Study – Robots are not taking jobs https://t.co/c1y5pUY1r2',\n",
" ' @behrenstimb: This looks like an amazing workshop in London in April. https://t.co/is1F8sgxny',\n",
" \" @ZitaPatai: not teaching people how to write properly and encouraging the use of #grammarly is just like using botox - you're still goi…\",\n",
" ' @Glenda_Quintini: The OECD is recruiting a junior economist https://t.co/q86nQfYIQF to contribute to research and country reviews on the…',\n",
" 'AI Ethics: Artificial Intelligence, Robots, and Society by @j2bryson https://t.co/6bV93YRXtK',\n",
" ' @bbcnickrobinson: Extraordinary. Humiliating. Unprecedented. A majority of 230 against PM’s Brexit deal. Twice as many MPs vote no as vo…',\n",
" ' @TwitterMoments: Theresa May suffered a historic defeat as MPs voted down her Brexit deal. https://t.co/kJQ8RiXWoh',\n",
" ' @eucopresident: If a deal is impossible, and no one wants no deal, then who will finally have the courage to say what the only positive…',\n",
" ' @ThatTimWalker: Sir John Major: ‘This is not who we are as a nation.’ https://t.co/AJZOIMdAd6',\n",
" 'Artificial intelligence has problems. The biggest is that brains are nothing like computers https://t.co/4lsbGWDoIv',\n",
" \" @JolyonMaugham: John Major's call - echoed by many others - here. (For what it's worth it is also my preferred outcome.) /ENDS https://t…\",\n",
" 'Remodelling machine learning: An AI that thinks like a scientist https://t.co/bXXg3TXtGb',\n",
" 'The New Yorker profiles Stanisław Lem, whose science-fiction and philosophical writings on issues such as artificial intelligence made him one of the most interesting, important and widely read authors of the 20th century.\\n\\nhttps://t.co/XKof27dw16',\n",
" \" @robincamille: I trained an RNN with Webster's Dictionary (1913) and generated some really fantastic words: \\nBenomally\\nBortifying\\nInsist…\",\n",
" ' @dmonett: How to secure a guaranteed dosis of #AI #hype that could widespread wrong job losses predictions, increase misinformation, and…',\n",
" \"Hey @inboxbygmail I'd be willing to pay for Inbox. I can't stand GMail. I've been loving your product since it's creation. Just tried to switch back to gmail, the Mobile interface is almost like Inbox. But the desktop version's UI is downright painful. Where do I send the check?\",\n",
" 'Companies large and small tackle data privacy at Health 2.0 #health2 #data @MobiHealthNews https://t.co/l1hBy22EAq',\n",
" 'IBM collaborated with the NYPD on an AI system that can search for people by race @venturebeat @Kyle_L_Wiggers https://t.co/6F0jD4kZdy',\n",
" '@rtehrani @SignalWire @ITEXPO Would love to help you guys amp up your Twitter account!',\n",
" ' @UCStrategies: Register now for #Health Innovation by the Sea\\nfrom American College of #Healthcare Trustees presents: \\nInnovation Confer…',\n",
" 'AT&amp;T stock gains after UBS upgrades to buy https://t.co/vH759MJiXf',\n",
" 'Why bad internet undermines innovation in the U.S. — the view from Kazakhstan https://t.co/e68tmsBLln',\n",
" ' @TheHippoShoe: Celebrate the magnificent Rhino on #WorldRhinoDay, and pledge to protect them, so that statues and art are not all our fu…',\n",
" '5 Ways Automation Can Futureproof Your Organization #automation @CIOonline https://t.co/7uwDsbT5ky',\n",
" 'Finding Gold In The Innovation Exhaust https://t.co/w8XSJbRqnY',\n",
" 'What is wealth? \"Wealth is the ability to fully experience life.\" Henry David Thoreau #encourage https://t.co/fqTxsDuuRQ',\n",
" '#SmartHome of the Future: Building a Connected Home with #AWS #IoT https://t.co/cmNiMIAKcV https://t.co/XnzqYA25h3',\n",
" ' @helene_wpli: The 1% / 99% great divide -&gt; in 1 pix \\nRich / Poor at #Powai #Mumbai , India \\n#FinancialInclusion #SDGs #socimp #impinv #f…',\n",
" ' @digitalcloudgal: Re-architecting IT for multicloud: 5 key steps https://t.co/rqcyl0hHrT via @CIOMagazine #Cloud #CIO https://t.co/GFNlZ…',\n",
" ' @UCStrategies: #ATTinfluencer One-stop-shop #dispatch software for optimal efficiency\\nWhether your business does #ondemand #deliveries o…',\n",
" ' @rtehrani: How #ATT got bigger after the government broke it up \\n\\n#Monopoly #antitrust #dominance @TheJusticeDept #trust #freemarket #…',\n",
" ' @IrmaRaste: #Smart #pills dumb down #medical #care, experts warn | 👉\"HealthIT functions best when implemented in conjunction with #docto…',\n",
" \" @rtehrani: Here's an inside look at #SpaceX's Crew Dragon, which NASA will use to send the next generation of astronauts to the final fr…\",\n",
" 'These are the top 10 emerging technologies of 2018 | World Economic Forum https://t.co/mVdsmQwoGG',\n",
" 'Honeybees are hurting. What else can pollinate our food? https://t.co/ymiXntWZYC',\n",
" 'r/Futurology - Humanoid Robot Hanging Drywall https://t.co/ZHoVqXbfPo',\n",
" ' @IrmaRaste: Companies large and small tackle data privacy at Health 2.0 #health2 #data @MobiHealthNews https://t.co/b7Ao8kyyIi',\n",
" ' @Kevin_Jackson: 13 Hybrid Virtualization Advantages and Disadvantages https://t.co/U5M7kPivfT',\n",
" ' @eViRaHealth: Gut microbial signature may help identify causes of chronic malnutrition in children #children #malnutrition #health #bact…',\n",
" \" @PwCUS: Successful #auditors are incisive thinkers, master communicators &amp; don't shy away from important problems. We are #AuditorProud.…\",\n",
" 'r/Cloud - Can #cloud #storage replace your onsite storage? https://t.co/yHftMuZXhU',\n",
" ' @VividConnectLLC: I love @evankirstel’s posts. They are so diverse and relatable! What does #innovation mean to you as an #entrepreneur?…',\n",
" ' @kennethafisher: The action on health care is set to shift from a divided Congress to the states, with more Medicaid expansions coming h…',\n",
" ' @kennethafisher: 20 Wacky ICD-10 Codes for Thanksgiving https://t.co/V1jF7Gchc1 via @medscape Solution to this madness, a cash practice.',\n",
" 'Tetris 99 takes the puzzle game classic to the battle royale realm https://t.co/QlzYJ8Xtsl #Games https://t.co/lgqAPyQ4xL',\n",
" 'Polly raises $7 million to automate internal polling in the workplace https://t.co/FFXdoTxHXQ #BigData https://t.co/2E03PnhSA5',\n",
" 'Dragon Quest XI’s definitive edition is coming to Switch this fall https://t.co/EApje6hEJI #Games https://t.co/MPViy3ZSkT',\n",
" 'Healthcare companies are developing technology which utilises the power of artificial intelligence to analyse genomic data and provide personalised treatment for cancer patients. https://t.co/E972DggNCg @raconteur @antgrasso #AI #ML #Healthcare #HealthTech #HIMSS19 @IrmaRaste https://t.co/R5ezpEcPWQ',\n",
" 'HIMSS Releases 2019 U.S. Leadership &amp; Workforce Survey Results https://t.co/zk9yzO38hr https://t.co/TG47h309XK',\n",
" 'Australian startup raises $14 million for smallsat launchers @SpaceNews_Inc https://t.co/GGQJd8B1SD',\n",
" 'Going back to the 2015 https://t.co/B7XIrdhlR4 has been helpful to remember why I started making them. https://t.co/5kl532vP21',\n",
" ' @ryan_reysling: What a fascinating idea! They should call it iDNA. #datastorage #DNA #datacompression https://t.co/hwc3xYGEMX',\n",
" 'How to tell if you’re talking to a bot #bots #ai @techreview https://t.co/ce24ZigXbQ',\n",
" 'Enjoy doing right today. \"You only live once, but if you do it right, once is enough.\" Mae West #character https://t.co/gHwJc07dQN',\n",
" 'Yamaha Ships YVC-200 Portable Speakerphone https://t.co/BlPivUoFBn',\n",
" 'Hosted PBX Providers for Sale: By BethSchultz Eastern Management Group expects hosted PBX companies will be acquired by premises-based PBX vendors to grow enterprise business. https://t.co/AbBPxXOVeZ @nojitter',\n",
" \"#Gartner's Top 10 IoT Technologies and Trends Through 2023 #kubernetes #vmware #iot https://t.co/baLmUNk7mY\",\n",
" 'AT&amp;T Foundry is building business value through #collaboration and prototyping https://t.co/6Iokf6co1Y #SDN #AI #IoT \\u2066@ATTBusiness\\u2069 #attinfluencer https://t.co/WlULYm70rh',\n",
" 'What Will Apple Cook Up Next? https://t.co/VlYs7iPMa5 #appletechnologyvideo https://t.co/sSPHEkfRnV',\n",
" \"Khashoggi's Death Shines A Light On Saudi Influence In Washington https://t.co/OU253lzw6j\",\n",
" \"Expert says humans' love for dolls helps teach us how to behave https://t.co/mrjK16FqE2 via https://t.co/aim3NTVUuD\",\n",
" 'Detroit’s GuardHat Snags $20M Series A for Industrial #IoT Platform #industrialiot @XconomyDET_AA @xconomy https://t.co/fKnS3c1uSw',\n",
" 'Delivery workers: Tip us in cash so companies have to pay us more https://t.co/WnuxOMhkMf #News https://t.co/UOC5MbmI0W',\n",
" ' @evankirstel: A Deluge Of Drones Fly Over Super Bowl Stadium, Despite Ban https://t.co/qE6jOc1K1Z',\n",
" 'FDA advisory panel votes 14-to-2 that the benefits of esketamine outweigh the risks. The vote brings the novel, rapid-acting treatment for depression one step closer to approval next month. https://t.co/DNrQFYQBP9 #HIMSS19',\n",
" ' @IrmaRaste: Find stability in motion - 5 lessons from an independent #CEO. #leadership #wisdom #business \\n@WEcomms @stephworrell @SMARCH…',\n",
" '@RigNet @GetCyphre See you there! #ATTinfluencer',\n",
" \" @RigNet: We're counting down the days until the #ATTBizSummit! Visit the @GetCyphre team and learn about new technology such as their AT…\",\n",
" 'Five Reasons to Curb 5G Enthusiasm...And Three Critical Solutions to Maintain It #network #consumers #smartphones @ecnonline https://t.co/aNILjPD24B #attbizsummit',\n",
" '7 Steps to Mastering #Data Preparation with #Python\\n by @kdnuggets @mattmayo13 |\\n\\nRead more at https://t.co/hpk0NEFWYR\\n\\n#MachineLearning #ML #BigData #Analytics #DataAnalysis #DataMining #DataScience # \\n\\ncc:@johnmyleswhite @andrewyng @cision https://t.co/ozwaekFCPb https://t.co/vRL6l72HDm',\n",
" ' @Ronald_vanLoon: 6 Key Requirements for #IoT Success \\n by @Datawatch | \\n\\n#InternetOfThings #BigData #DataViz #Visualization #DataAnalysi…',\n",
" ' @jastorey: ★★★★★ \"...loved all of Storey\\'s books so far, but this is definitely my favorite.\"\\nBuy this riveting YA/#SciFi tale now - THE…',\n",
" ' @chariss_walker: Mike has a secret - he sees the future. Someone found out and it could very well cost him his life in this paranormal t…',\n",
" '“Captivated trying to figure out what was going to happen next.”\\nThe Crystal Series – futuristic thrill rides\\nStart with first book CRYSTAL DECEPTION\\nSeries info: https://t.co/ofG9FlhPwc\\nBuy link: https://t.co/WYFfJv6K8n\\n#kindleunlimited #iartg #asmsg #scifi https://t.co/rmq8x6Fdfy',\n",
" ' @GardenJunkie1: ‘Success With Hydrangeas, A Gardeners Guide’ by Lorraine Ballato: Book Review https://t.co/RSc5wwxODH #hydrangeas #bookr…',\n",
" ' @cnicolesorrell: Don\\'t miss THE A OF GOING HOME. \"One epic journey that will have readers falling in love.\" https://t.co/8wZ2Zf0NtS #R…',\n",
" 'By @cgray129\\nSHADOWLAND\\nA Tale From The Dark Ages\\nhttps://t.co/vOymXg7krL\\n#kindle #fantasy #iartg\\nhttps://t.co/Eu5TAiVia0',\n",
" ' @MackTweetsBooks: One Very Odd Teacher by Robbie Yates @Robbie_b_Yates #bookreview https://t.co/aP2RfvlMXc via @BeritnBooks',\n",
" ' @TotalBookaholic: The newest book from Jennifer Probst, A BRAND NEW ENDING, releases October 23rd on KindleUnlimited. Preorder your copy…',\n",
" ' @wbellauthor: Parachute into hellish battle for Crete airfield! Read HOLD BACK THE SUN\\nhttps://t.co/JTnW70sZmj #WW2 #navalwar #ASMSG #I…',\n",
" ' @IAN_AuthorPromo: \"We Were Soldiers Too: The Second Korean War - The DMZ Conflict\"\\nhttps://t.co/zS66u4xF1E \\n@WeWereSoldiers2 #coldwar #h…',\n",
" ' @CircleofBooks: #historical #fiction #Kindle #iartg #asmsg\\nFeud (Rebels &amp; Brothers #1)\\n@Feud_writer\\nhttps://t.co/eYH62mXKuW https://t.co…',\n",
" 'Cheryl wondered if he would let the embers of their relationship die. \\nThe Crystal Series – Classic sci-fi. Futuristic thrills.\\nStart with first book CRYSTAL DECEPTION\\nSeries info: https://t.co/ofG9FlhPwc\\nBuy link: https://t.co/WYFfJv6K8n\\n#asmsg #ian1 #space #kindle https://t.co/AGdFkbOMNo',\n",
" 'Zillow’s CEO is bullish on blockchain https://t.co/9LBuXYLYWT',\n",
" \" @evankirstel: Facebook reportedly aims to buy a 'major' #cybersecurity company @engadget https://t.co/LWAAywHWDa\",\n",
" 'Rivals ARM and Intel make peace to secure Internet of Things https://t.co/p83ENfGVRh #IoT @Arm @ArmEmbedded',\n",
" 'Benefits of Using IoT in Healthcare #iot #healthcare @DZone https://t.co/nB1xLxxtjK',\n",
" 'Ford’s smart bed could save you from bed hogs, bad sleep, and possibly divorce https://t.co/h4DD6hoJUW #CoDesign https://t.co/vuF6lQ0RVM',\n",
" '#SaturdayMorning 💃 https://t.co/r45lnOYwU3',\n",
" 'Doggie makeover https://t.co/I8cR13XhU8',\n",
" 'BMW Goes All Out With AI, Electric Cars and Autonomous Motorcycles https://t.co/1OnU9jNgmX https://t.co/hrf3mDqbCz',\n",
" ' @LisaH_Jackson: At a glance: Connected healthcare \\nhttps://t.co/tB6sdhoLcz\\n#ATTHealthcare\\n#IoT\\n#IoMT\\n#ATTBizSummit https://t.co/du3prBln…',\n",
" ' @StaceyMarxCR: Looks like there’s may be a line to meet pepper - she already has adoring fans. Looking forward to the intro along with…',\n",
" ' @futureof_work: AT&amp;T Foundry Launches Innovation Space for Vertical Industries https://t.co/5V446WIuYu #futureofwork #industry40 #automa…',\n",
" 'Uber will pay $148 million in connection to a 2016 data breach and cover-up #cybersecurity #attbizsummit #uber @saracsalinas https://t.co/pQCxLEqnhD',\n",
" ' @eViRaHealth: 🔥Our own @evankirstel is topping the #HIMSS19 #SocialMedia charts! \\n\\n👉 This one is by CastorEDC @CastorEDC #CastorQuest…',\n",
" ' @ShannonOMac: @JAmbroseNYC @CastorEDC @Kevin_Jackson @innonurse @JoeBabaian @BFMack @boltyboy @evankirstel @NathanGrunewald @drkdhoffman…',\n",
" \"Smash That MF'ing Horny Button https://t.co/c819VI86VY https://t.co/9XT09tgfqN\",\n",
" ' @ShapingInfluenc: Update from @NexusTek, leader in #manageditservices and #itsupport https://t.co/XrxPmss64T',\n",
" 'Magic Bus 🚐 https://t.co/sZXfof6HLZ',\n",
" '.@blueforcedev always has the best toys @Kevin_Jackson! #IoT #DoD #FirstResponders #Firefighters https://t.co/eKeQEzFRHx',\n",
" ' @CAinc: To empower your teams and enable continuous improvement, you need to implement an Agile Software solution to power your organiza…',\n",
" ' @evankirstel: #Cybercriminals are constantly changing tactics. A multilayered approach is your best #defense against next-generation thr…',\n",
" '1.',\n",
" \"What kind of monster doesn't strip the tracking code before sharing a link\",\n",
" 'I made my own Bongo Cat meme. \\n\\nMade using https://t.co/g2k3zEaFvz made by @scientiffic https://t.co/9VGwwA5TLk',\n",
" \"this is WAY more important than Trump's golf simulator in the news.\",\n",
" ' @MegFitz: With many companies beginning to train employees in VR, the logical next step was to go ahead and use VR during the interview…',\n",
" ' @IAMANITABAKER: YaYEEEE!! 🎁🎈👍🎶🎤💥❤ https://t.co/b8JLHRYoMa',\n",
" 'This should happen every day. The commenters on this post though, ugh. Never before have I thought maybe comment posting should require a license.',\n",
" 'Have I mentioned I constantly fantasize about what we will do to these folks at Nuremberg 2.0? https://t.co/UYhMDRMrVj',\n",
" '@SaigeXSaige Thanks man, but shit… that’s a low bar! 🙃',\n",
" \" @NativeApprops: I often think about with Gates' show how Anishinaabe author Louise Erdrich wouldn't give her DNA to be tested. She said,…\",\n",
" '@pablohidalgo but is it CANON',\n",
" '@joeDmarti Oh jeeze.',\n",
" 'Not even the Real players are protesting this goal. @AFCAjax got robbed. With many of these referee decisions you would think the UEFA really needs RMA to progress. #AJARMA ❌❌❌ https://t.co/axX6hnOKuz',\n",
" ' @Nick_Mudry: Are you a VR content creator and want to make videos and/or stream Audica? Hit me up! \\n \\n✅ DMs are OPEN.\\n💌 Wanna email? (I…',\n",
" ' @timoreilly: If you are a space nerd like me, this story will tug at your heartstrings. Sure, they are just machines, but they are also…',\n",
" ' @AngryBlackLady: This entire thread is AMAZING. https://t.co/K2drN3KcA6',\n",
" \"@CupOJoseph @glitch That's awesome! Tell your friends! Invite your neighbors!\",\n",
" 'Walking through NE Portland on a cold Saturday night, neighbors saying hi, crackling fires in back yards. Just ate an incredible dinner. Hung out at a cigar bar then went to a delicious gluten free vegan burger place. Whoa!',\n",
" \"LOL, I guess that's the first time I've ever been called a tech bro! It's a media company with a weird name, picked by the people who tried really hard to ruin the Chicago Tribune and related media entities.\",\n",
" ' @hilaryagro: In the Guatemalan genocide facilitated by Elliott Abrams, they targeted children so the survivors would be traumatized into…',\n",
" ' @EricTopol: One of the most impressive aspects of #AI in medicine is the ability for machines, via deep neural network training, to see…',\n",
" ' @chrissyfarr: My latest:\\n\\nThe average American would rather share their health data with health insurance companies, pharma and even the…',\n",
" ' @rajeshsawhney: India v/s China\\n\\nA friend shared confidentially results of a study by a Chinese Corp to figure out why India is growing…',\n",
" \" @joncagan: This is a wonderful video featuring Shelley Anna's talent and an apt illustration of the culture of @cmuengineering and @carn…\",\n",
" 'Elements of #successful #change #successfulchange #project #projectmanagement #transformation https://t.co/Pk7zfZdVPA',\n",
" \"FAIR just open sourced a new version of ELF OpenGo that includes a re-implementation of DeepMind's AlphaGoZero.\\nIt includes trained models with super-human performance.\\n\\nScience makes progress when information, code... https://t.co/T63l54WfJA\",\n",
" '#financial #regulation #mifid #mifid2 #mifidii #mifid-2 #mifid-ii https://t.co/Ia8SiM1HFq',\n",
" ' @planbelgie: March 13 | JOIN NOW @StevenVBe #unmute #CSR #duurzaamondernemen #business #bedrijven #networking #goededoel #Vietnam #techn…',\n",
" ' @hinssen: \"“New Retail” is a critical chapter in the comeback story of physical retail, and the evolving narrative of the digitization o…',\n",
" ' @AccentureIndia: Our @DrBhaskarGhosh in conversation with @StevenVBe discussing the future of talent and the skills needed at #INFOCOM20…',\n",
" '@infocomconnect @DrBhaskarGhosh Thanks for having me. Was a real pleasure to present at your wonderful event. 🙏',\n",
" 'Off to India. First time. \\nVery curious to learn more about their vision on customer experience. Speaking there on Thursday!',\n",
" \"The most crazy, dumb and funny idea of the decade? \\n\\nLet a 'Human Uber' Live Your Life So You Don't Have To - VICE https://t.co/X1bGZEP7vY\",\n",
" 'The First \"Unmanned Clinic\" in China; Ping An Good Doctor Uses AI Technology to Empower a Healthy City https://t.co/AobL1BkCFs',\n",
" ' @Chris_Jacq: The American Dream Is Alive. In China. https://t.co/47CqVhtWzL',\n",
" 'First big market for augmented reality: the military. Microsoft Wins $480 Million Army Battlefield Contract #AR https://t.co/0OPcZTJ4Eg',\n",
" '@lykle 😱😱😱',\n",
" ' @moenaert: #CSR works! \\n#tiasnews \\narticle https://t.co/5ZLSXLqOaL https://t.co/ZPYvPLrf1q',\n",
" ' @DaveMichels: Colorado State University Ft Collins police got some new #ebikes @coloradostateU https://t.co/zTbFNGwn4Q',\n",
" '#Blockchain #Enterprise Survey Market Size, Status, Growth &amp; Outlook 2018-2025 @ABNewswire https://t.co/GQjtyL8SJh',\n",
" '@MassInno @InterSystems @MassTLC @amazon @IBMResearch @Neurala @Siemens @pega @Wayfair Can’t wait!',\n",
" ' @MassInno: MassIntelligence by @MassTLC will feature keynotes from @Amazon and @IBMResearch and real use cases from experts at @InterSys…',\n",
" 'Why Apple’s Gambit to Challenge Netflix and Amazon in the Streaming Market Is Good News #amazon #apple @feeonline https://t.co/DMT0T4Mnwp',\n",
" 'Managed services deliver best-in-class technology and skill sets while freeing your IT staff for strategic projects. As a managed services provider #MSP @tierpoint stays accountable throughout, with industry-leading #SLAs and a proven record.\\nhttps://t.co/xFPvOvolbt https://t.co/2DHMmWdR6c',\n",
" ' @EricssonNetwork: \"Why now? It’s more than feeds and speeds. Consumers and employees expect the network to deliver their way.\" @ericsson…',\n",
" ' @evankirstel: Amazing shots #volcano #hawaii https://t.co/qzWBOh08vZ',\n",
" ' @evankirstel: A “virtual” body can change the way you look at the world\\n\\n#VR #AR #virtualreality #Tech #XR #GITEX2018 #AugmentedReality…',\n",
" '.@HPE @Aruba forms industrial #IoT partnership with @Siemens #siemens #aruba https://t.co/g1XuYblcka',\n",
" 'Test https://t.co/eFF6tO9z95',\n",
" 'How To Break Your Phone Addiction https://t.co/7SojIePowO',\n",
" 'UC Diagnostics (UCD) from @NectarServices offers exceptional network health by enabling insight across Microsoft @SkypeBusiness #Cisco, #Avaya, and other industry-standard platforms providing faster issue resolution and a superior end-user experience. \\nhttps://t.co/CaNTpLAH0v https://t.co/cdh1VnCW64',\n",
" 'Google Home Hub review: Basic by design #google @technewstube https://t.co/Q90tE4oLO2',\n",
" ' @JohnNosta: It started here in a garage called Medtronic. Medtronic founder Earl Bakken has died in his Hawaii home https://t.co/ldq2dk…',\n",
" ' @jeffkagan: Google Fiber attributed its decision to leave Louisville, Ky., to a failed experimental construction method. https://t.co/Zz…',\n",
" 'Cluttered Phone and Computer? Put Your Files in the #Cloud @pierce @WSJ https://t.co/IjObWRDCDS',\n",
" 'The surprisingly long history of the Apple AirPods https://t.co/rS1a8igxxi',\n",
" 'Pimp my Rover #Mars #NASA https://t.co/2kmwr3UgIo',\n",
" ' @IrmaRaste: “At #HIMSS19, @SamsungPulse is discussing #partnerships 4 #digital #brain #health assessment tools &amp; its long-term efforts t…',\n",
" ' @InterSystems: Lou LaRocca from @J2_Interactive talks about how a great partnership is the reason for the successes in some of the most…',\n",
" ' @JohnDrumgooleJr: #BeyondSeeLevel 📝 Grab your copy soon!\\n\\n💻 https://t.co/5O89aHw0sl\\n💻 https://t.co/HpbJ2yIWAD\\n\\n📚: #GoodReads https://t.c…',\n",
" '@Chels_LA @AppsFlyer @AppLovin @unityads @ironSource @Vungle @Chartboost @AdColony @tapjoy @InMobi @YouAppi https://t.co/28QH11dgR4',\n",
" \".@Jack Dorsey says you shouldn't obsess over your follower count https://t.co/5k6v6Uf0TR\",\n",
" ' @evankirstel: Why #AI Will Not Replace Radiologists\\n\\nhttps://t.co/zttNKWqo1s [by @DrHughHarvey v/ @TDataScience HT @antgrasso]\\n#HealthT…',\n",
" ' @Kevin_Jackson: Organizations must find solutions that are highly secure to protect patient data. Learn more @ATTBusiness #ATTInfluencer…',\n",
" 'How To Avoid The Growing Pains Of Company Expansion https://t.co/XTz9ANWMqq',\n",
" ' @phonedotcom: Our Messenger has SMS &amp; MMS capability, and supports group messaging for up to 10 people. Send that selfie! https://t.co/i…',\n",
" ' @NobleSystems: A healthy dose of #gamification led to a 100% rise in onboarding efficiency (and bonus benefits!) for a merchant process…',\n",
" ' @dcallahan2: My POV: @evankirstel never sleeps, busy tweeting out interesting often funny stuff. @Kevin_Jackson is one of the most kind…',\n",
" \"Man gets two years in prison for sabotaging US Army servers with 'logic bomb' https://t.co/ddwe4BNHqt via @ZDNet &amp; @campuscodi #cybersecurity #ATTBizSummit @Kevin_Jackson\",\n",
" \" @evankirstel: There's a simple reason why your new smart TV was so affordable: It's collecting and selling your data https://t.co/wcHUrf…\",\n",
" ' @attJOBS: When the \"&amp;\" takes up a quarter of your name, you won\\'t forget its special day. Happy Ampersand Day! #LifeAtATT https://t.co/s…',\n",
" ' @ATTSmallBiz: Do you see a variance in sales for your #SmallBiz during the summer months?',\n",
" ' @Intelnetwork: In new blog @DanRod2000 outlines innovation on display at #CableTecExpo to transform cable access. Read about vCCAP, vCMT…',\n",
" 'Want to convince someone that you’re human? This one word could do the trick https://t.co/OwcRqEtxlK #ai https://t.co/xHzGwYbOqh',\n",
" \"The Stunning Skylines of #China's Megacities https://t.co/ALNZp6CZdJ via @WIRED\",\n",
" ' @basiaderkowska: @evankirstel @brand24 @dez_blanchfield @Kevin_Jackson Most active social media authors talking online about #HIMSS19. 💪…',\n",
" ' @Kevin_Jackson: My journey to #Dallas, Texas for the @ATTBusiness #ATTBizSummit has ended. What a trip!! #ATTInfluencer https://t.co/PEe…',\n",
" ' @FortinetHealth: Boomerang for the #pinksocks movement! Great day at #HIMSS19. Patient care, patient data, and fun connection for all! L…',\n",
" '@dcallahan2 @Kevin_Jackson @dez_blanchfield @disruptivedean https://t.co/jnLX7VreQu',\n",
" ' @GraceCordovano: Got love for #patients? Make a Valentine &amp; show your #love4patients at space 450 @savvy_coop \\n\\n#HIMMS19 #PatientAdvocac…',\n",
" \" @J2_Interactive: Get ambulances and emergency personnel back into the field quickly! \\nJoin us now to learn about the Houston Fire Dept's…\",\n",
" 'Alphabet : Google Takes Aim At Tech-Help Scams https://t.co/VZn7HHatkZ',\n",
" 'Why Smart Banks Are Rethinking UC #business #banking @nojitter https://t.co/GkcyUyvGG6',\n",
" ' @IrmaRaste: /WATCH/ 📣 #HIMSS19 lobby was transformed into the most wonderful #human cinnamon roll evah! This #community is pure☀️&amp;🌈, eve…',\n",
" ' @lenisocial: Set your alarm for this one ⏰ #HIMSS19 \\n\\n@InterSystems @IrmaRaste @evankirstel @CoherenceMed https://t.co/HKQRM7a16R',\n",
" ' @IrmaRaste: 🔥Special shoutout to Dr. Mike Gonzalez, project director and champion of #ETHANSynapse, a real world #HealthTech in action!…',\n",
" \"ISSCC 2019 Preview: Moore's Law may be slowing down, but innovation isn't | ZDNet https://t.co/lecnDxgRUh\",\n",
" ' @wsgellman: RIP Chief Kent. Article is a must read. This amazing woman worked with #SOF teams on dangerous missions, spoke numerous lang…',\n",
" ' @evankirstel: Wait for it ..... 🐋 https://t.co/LTf5oYMSCt',\n",
" 'Making the right hyperconvergence choice: HCI hardware or software? @networkworld https://t.co/YvJdS580jt',\n",
" 'UK unions sound alarm over talks to implant employees with microchips https://t.co/2IK07W0q7S',\n",
" ' @TomKeppelerPR: .@InterSystems own @jefffried speaks with @HCA_News about the Internet of Things and healthcare and how #IRISDataPlatfor…',\n",
" 'Creepy moment last night: in the middle of the night our google home started producing the sound of a baby crying. Creepy experience 😱#ai #googlehome #fearexcitement',\n",
" ' @hinssen: As a result of major developments in AI, retail and customer behaviour in 2018, customer experience is about to undergo some b…',\n",
" \"I added a video to a @YouTube playlist https://t.co/mfaaZHbMdO Steven's week 107: News about UPS, Amazon, Apple Pay, Spotify en\",\n",
" \"Steven's week 107: News about UPS, Amazon, Apple Pay, Spotify en WeChat!: https://t.co/mfaaZHbMdO via @YouTube\",\n",
" ' @alexb9820: Met zijn gezin op reis gaan en de kinderen andere culturen leren kennen, is het liefste wat Steven van Belleghem doet https:…',\n",
" ' @nexxworks: Throwback clip to our amazing #China tour from earlier this year. If you want to understand how China is completely redefini…',\n",
" ' @Verint: @StevenVBe is taking the audience on a fascinating journey through the world of modern customer relationships during his keynot…',\n",
" 'See you tomorrow. Really excited about this tour and our program!',\n",
" 'EPISODE 100!\\nThanks for all the support! This episode features life insurance companies that want to use data from health apps, CRISPR technology changing mosquito genomes, Netflix’ entering the market of local content and making interactive tv shows. \\nhttps://t.co/H1LK7vcy1M',\n",
" '@gabbystern @raju @WHO @DrTedros @gatesfoundation Congratulations, my good friend! Wish you lots of success in this amazing new role',\n",
" \"Don't miss out on episode 100. Perfect content to start your weekend with :)\\nhttps://t.co/H1LK7vcy1M\",\n",
" 'Someone out here who is an active contributor on Wikipedia?',\n",
" \"Steven's week 100: Life insurance &amp; Apple Watch, CRISPR technology + news about Facebook &amp; Netflix: https://t.co/gm0PVVsw1Q via\",\n",
" 'Please stop with mystery shopping! https://t.co/1HdxlgYBjs',\n",
" '@MyCustomer Cool. Tx.',\n",
" ' @MyCustomer: How CVS created emotional connections by refusing to give customers what they wanted, by @StevenVBe #custserv #custexp http…',\n",
" 'My interview with David Li, founder of Shenzhen open innovation lab: https://t.co/0zHVfSqBhk via @YouTube',\n",
" 'Any good recommendations for a customer experience podcast?',\n",
" 'Thanks for having me! Was a real pleasure. https://t.co/Ay6vCG4PxF',\n",
" \"Taming Teams: Getting to Know Team's Teams: By Kevin Kieller Understanding, implementing, and improving efficiency with Microsoft Teams; this week’s installment: owner roles, member options https://t.co/S3pi8rRs0T @nojitter\",\n",
" 'Why 5G will disappoint everyone https://t.co/RIJaYSfqfB',\n",
" '🇺🇸 🙏 Please watch &amp; share! In support of #Veterans @ATT is donating $5 for every like click &amp; share of this #VeteransDay video - up to $250K to @NPowerOrg #ThankOurHeroes #ATTImpact @ATTBusiness #ATTInfluencer @dez_blanchfield @Kevin_Jackson @sstoesser https://t.co/irHfJpFVLq',\n",
" 'Top 10 AI technology trends for 2018 and beyond https://t.co/3FPZGFkex1 #MachineLearning #DeepLearning #NLP #NLG #pwc #AI @JeffreyBuskey @PwCUS @MikeQuindazzi https://t.co/jgfJJ3IXQq',\n",
" \"The 10 new products announced at @amazon's surprise event this week #iot #smarthome https://t.co/VxZ3TL77YV\",\n",
" 'A cuter Alexa powered by @Qualcomm_Tech https://t.co/015u2Luf6b',\n",
" ' @IrmaRaste: Results of #ETHANSynapse the program that optimizes emergency response in Houston, based on @InterSystems #HealthShare. \\n@J2…',\n",
" 'How AI Takes Cybersecurity to the Next Level #ddos #security #cybersecurity @DZone https://t.co/K1jb2NDhnR',\n",
" 'The amazing armadillo. Wonder if I can find one of these in #Texas next week https://t.co/UHTvecFTlI',\n",
" 'For every $1 they invest in cutting food waste, restaurants save $7 https://t.co/f9qenqhGOt #Impact https://t.co/9jcWMk2Kbn',\n",
" 'Emmanuel and Brigitte Macron Go Matchy Matchy—Right Down to the Small Details https://t.co/fxg1ddbQof',\n",
" 'What’s next for David Beckham’s Miami soccer stadium? https://t.co/MN0n4HKJGY',\n",
" 'BrandPost: What If You Could Get 54 Minutes Back on Every Hour? https://t.co/HoKo3dl1T9 https://t.co/2PR8yxXWZQ',\n",
" '🌊 A scale model showing how mangrove forests protect coasts from wave erosion #oceans #environment #sustainability https://t.co/p4RHQCvnsX',\n",
" ' @jesseeic: Happening now: @HIMSSAnalytics presenting the latest data on #cloud usage in #healthcare, sponsored by @Commvault. Trust in p…',\n",
" ' @dez_blanchfield: So great to catch up with David Rhew @drhew today thanks to the teams at Samsung Healthcare @SamsungPulse &amp; AT&amp;T Busin…',\n",
" ' @evankirstel: Telefónica refreshes startup program to focus on more mature companies #5g #innovation https://t.co/o72pw9OgW8',\n",
" 'No one person leaving a good company kills it, but sometimes one person staying can.',\n",
" ' @fabiomoioli: 17 equations that changed the world :-) https://t.co/8zOfGja2ua',\n",
" ' @microsoftitalia: \\'@fabiomoioli a #FutureSeriesFUSE: \"La collaborazione e intersezione tra AI e umani è la nuova frontiera. Pensate per…',\n",
" ' @fabiomoioli: We need to build a #Digital #culture where everybody has the digital skills they need to contribute and succeed in the new…',\n",
" ' @fabiomoioli: 17 equations that changed the world :-) https://t.co/8zOfGja2ua',\n",
" ' @fabiomoioli: We are at the dawn of a breakthrough, an #innovation #renaissance which will create new synergies between man and machines…',\n",
" 'thread on continuing evidence of many disconnects between newsrooms/journalists &amp; our (increasingly paying) customers. One of the fundamental reasons why our industry/profession will always have a hard time competing with companies/platforms/industries operating w/ audience data. https://t.co/c7I2QZunUA',\n",
" ' @NeinQuarterly: We regret to inform you of my course “Great Disappointments: Marx, Nietzsche, Freud.” Starting January at \\u2066@DeutschesHau…',\n",
" \"Congratulations @Bagehots' @JuliaAngwin, &amp; @thejefflarson and @SuePGardner @team_markup on raising $23 million for your new investigative non-profit https://t.co/inJB0Gc0FH from @craignewmark ($20 million) and @knightfdn @macfound Onward and upward. https://t.co/N0iWSlM80x\",\n",
" ' @fabiomoioli: We are at the dawn of an #innovation #renaissance which will create new synergies between #humans and #machine, requiring…',\n",
" \" @Cutler_econ: Help spread the word. \\n\\nI'm organizing a conference on Machine Learning in Health Care with @oziadias. All submissions we…\",\n",
" 'People often ask what their children should study to make sure they have a job in the AI future. Maybe… it doesn’t really matter!? https://t.co/GrRvcoT7L4',\n",
" ' @SussilloDavid: @checker5555 @hardmaru JAX is a python module for automatic differentiation of python and numpy code. It has autobatchin…',\n",
" \" @fchollet: JAX is a really fun low-level library for ML hacking: https://t.co/Xlme5TPEgn\\n\\nIt's basically Numpy with gradients. And it ca…\",\n",
" '“It’s far more important in life to know the basics really well across a few domains and combine that than it is to try and be a deep expert in any one domain.” — @naval',\n",
" 'bring back pixel art',\n",
" 'ok im done with fire emblem tweets, sorry',\n",
" 'alright already confused by literally every proper noun in the FE: Three Houses demo',\n",
" '@chillmage btw tc i liked your quest update i am very excited',\n",
" 'Would you like a personal #robot? What might you assign to a robot to do that you’d like not to have to fo⁉️I have a few ideas! \\n\\nPacked audience to hear social #robotics in the #Think2019 Theater‼️ \\n\\n#WatsonMarketing #WatsonCommerce #AI https://t.co/UTQyFldXyq',\n",
" 'looks like the new fire emblem game is going to be.....scottish?',\n",
" ' @FutureDrLubalo: We are happy to announce that the application are open for the Rwandan Deep Learning IndabaX Conference to be held in A…',\n",
" '“Humans are hardwired to project human qualities onto machines.” -Dr. Kate Darling, MIT\\n\\n#Think2019 #WatsonMarketing #robotics #AI #WednesdayMotivation #futureofwork #Womenintech #future https://t.co/USHeCcyDfk',\n",
" ' @ava: Thank you to @VinceSchilling of @IndianCountry and many others who identified the proud Native man who is being harassed. He is Mr…',\n",
" 'Checkout this slide! Read the fine print! 😂 Hilarious! (I literally Laughed out loud &lt;too loud&gt; sitting in the audience!\\n\\nHumans treat #robots as if they too have human thoughts, emotions, and motives.\\n\\n#Think2019 #WatsonMarketing #AI #futureofwork https://t.co/x8xvqcR4WX',\n",
" '@ElephasVe If it cleans my house, I’m interested! 😂 There’s nothing for sale here, just discussions about #robotics.',\n",
" \" @twainus: @Boring_AI @KayFButterfield @HeyAmandaRusso @wef @maria_axente @LofredM @aainaagarwal_ @johnchavens 1/ Read this on Aristotle'…\",\n",
" 'Blowing my mind about what #robots are doing now! #Think2019 #AI https://t.co/Xu4kBHqbBt',\n",
" ...]"
]
},
"metadata": {
"tags": []
},
"execution_count": 90
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "1TpJir-baPcY",
"colab_type": "text"
},
"source": [
"**5. Clean all the tweets [Data Preprocessing]**"
]
},
{
"cell_type": "code",
"metadata": {
"id": "VRmFjnL9Y2CH",
"colab_type": "code",
"colab": {}
},
"source": [
"cleaned_tweets = list(map(clean_tweets, all_tweets))"
],
"execution_count": 0,
"outputs": []
},
{
"cell_type": "markdown",
"metadata": {
"id": "3N9caoM8ab9g",
"colab_type": "text"
},
"source": [
"**6. Sneak-peek into processed data**"
]
},
{
"cell_type": "code",
"metadata": {
"id": "L4D69R-qY-ut",
"colab_type": "code",
"outputId": "d09b024e-fd05-48fb-dfdd-f48b83f38c8b",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 1000
}
},
"source": [
"cleaned_tweets[:5]"
],
"execution_count": 0,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"[['A.I',\n",
" 'Songwriting',\n",
" 'Has',\n",
" 'Arrived',\n",
" 'Do',\n",
" \"n't\",\n",
" 'Panic',\n",
" 'fintech',\n",
" 'music',\n",
" 'AI',\n",
" 'ArtificialIntelligence',\n",
" 'MachineLearning',\n",
" 'DeepLearning',\n",
" 'robotics',\n",
" 'danreilly11'],\n",
" ['IBM',\n",
" 'explores',\n",
" 'intersection',\n",
" 'AI',\n",
" 'ethics–and',\n",
" 'PacMan',\n",
" 'fintech',\n",
" 'insurtech',\n",
" 'ArtificialIntelligence',\n",
" 'MachineLearning',\n",
" 'DeepLearning',\n",
" 'robotics',\n",
" 'harrymccracken',\n",
" 'jblefevre60',\n",
" 'JohnSnowai',\n",
" 'pierrepinna',\n",
" 'IBM',\n",
" 'IBMWatson'],\n",
" ['SpirosMargaris',\n",
" 'Good',\n",
" 'read',\n",
" 'MachineLearning',\n",
" 'New',\n",
" 'Language',\n",
" 'Of',\n",
" 'Leadership',\n",
" 'fintech',\n",
" 'insurtech',\n",
" 'AI',\n",
" 'Artific…'],\n",
" ['SpirosMargaris',\n",
" 'ICOs',\n",
" 'vs.',\n",
" 'STOs',\n",
" 'How',\n",
" 'Know',\n",
" 'Which',\n",
" 'One',\n",
" 'Is',\n",
" 'Right',\n",
" 'Your',\n",
" 'Business',\n",
" 'fintech',\n",
" 'startup',\n",
" 'VC',\n",
" 'ICO…'],\n",
" ['SpirosMargaris',\n",
" '‘',\n",
" 'Ditch',\n",
" 'PingPongTable',\n",
" 'Other',\n",
" 'Tips',\n",
" 'Making',\n",
" 'Workplace',\n",
" 'Better',\n",
" 'fintech',\n",
" 'insurt…']]"
]
},
"metadata": {
"tags": []
},
"execution_count": 174
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "CuucUIjDgZlI",
"colab_type": "text"
},
"source": [
"**7. Finding Sentiment for each Tweet**"
]
},
{
"cell_type": "code",
"metadata": {
"id": "SNbv-EfqeNxJ",
"colab_type": "code",
"colab": {}
},
"source": [
"tweet_sentiment = [(' '.join(i), TextBlob(' '.join(i)).sentiment.polarity)\n",
" for i in cleaned_tweets]"
],
"execution_count": 0,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "2pStv5WKgypt",
"colab_type": "code",
"colab": {}
},
"source": [
"# create a dataframe \n",
"df_sentiment = pd.DataFrame(tweet_sentiment, columns=['tweet', 'polarity'])"
],
"execution_count": 0,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "MGnR6fZ-kOVA",
"colab_type": "code",
"colab": {}
},
"source": [
"# Sentiment definition\n",
"def label_sentiment(row):\n",
" if row['polarity'] > 0:\n",
" return \"Positive\"\n",
" elif row['polarity'] < 0:\n",
" return \"Negative\"\n",
" else:\n",
" return \"Neutral\""
],
"execution_count": 0,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "_joKmwvBiiSD",
"colab_type": "code",
"outputId": "4e075127-8e04-4952-92ff-42c9272f8276",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 1000
}
},
"source": [
"# add sentiment based on polarity\n",
"df_sentiment['sentiment'] = df_sentiment.apply(lambda row: label_sentiment(row),axis = 1) \n",
"df_sentiment"
],
"execution_count": 0,
"outputs": [
{
"output_type": "execute_result",
"data": {
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" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>tweet</th>\n",
" <th>polarity</th>\n",
" <th>sentiment</th>\n",
" </tr>\n",
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" <td>A.I Songwriting Has Arrived Do n't Panic finte...</td>\n",
" <td>0.000000e+00</td>\n",
" <td>Neutral</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>IBM explores intersection AI ethics–and PacMan...</td>\n",
" <td>0.000000e+00</td>\n",
" <td>Neutral</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>SpirosMargaris Good read MachineLearning New L...</td>\n",
" <td>4.181818e-01</td>\n",
" <td>Positive</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>SpirosMargaris ICOs vs. STOs How Know Which On...</td>\n",
" <td>2.857143e-01</td>\n",
" <td>Positive</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>SpirosMargaris ‘ Ditch PingPongTable Other Tip...</td>\n",
" <td>1.875000e-01</td>\n",
" <td>Positive</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>SpirosMargaris This portrait made AI sold 432,...</td>\n",
" <td>3.750000e-01</td>\n",
" <td>Positive</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>SpirosMargaris Detecting Crime Through Artific...</td>\n",
" <td>0.000000e+00</td>\n",
" <td>Neutral</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>Salz_Er Vontobel bringt einen Robo Advisor meh...</td>\n",
" <td>0.000000e+00</td>\n",
" <td>Neutral</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>andi_staub techforgood Blockchain Social Impac...</td>\n",
" <td>3.333333e-02</td>\n",
" <td>Positive</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>dinisguarda In new digital data driven world B...</td>\n",
" <td>9.090909e-02</td>\n",
" <td>Positive</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10</th>\n",
" <td>Think AI Is Too Scary This Expert Wants Calm Y...</td>\n",
" <td>1.850372e-17</td>\n",
" <td>Positive</td>\n",
" </tr>\n",
" <tr>\n",
" <th>11</th>\n",
" <td>Xbond49 Zambian startup MangweePayments launch...</td>\n",
" <td>0.000000e+00</td>\n",
" <td>Neutral</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12</th>\n",
" <td>ipfconline1 Geoffrey Hinton Future Artificial ...</td>\n",
" <td>-2.000000e-01</td>\n",
" <td>Negative</td>\n",
" </tr>\n",
" <tr>\n",
" <th>13</th>\n",
" <td>hudson_chatbots insurtech via NodeXL spirosmar...</td>\n",
" <td>0.000000e+00</td>\n",
" <td>Neutral</td>\n",
" </tr>\n",
" <tr>\n",
" <th>14</th>\n",
" <td>a_christoph evankirstel “ Who keeps kicking se...</td>\n",
" <td>0.000000e+00</td>\n",
" <td>Neutral</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15</th>\n",
" <td>evankirstel future parking</td>\n",
" <td>0.000000e+00</td>\n",
" <td>Neutral</td>\n",
" </tr>\n",
" <tr>\n",
" <th>16</th>\n",
" <td>How Facebook 500 companies bring 3.8 billion p...</td>\n",
" <td>0.000000e+00</td>\n",
" <td>Neutral</td>\n",
" </tr>\n",
" <tr>\n",
" <th>17</th>\n",
" <td>Augmenting Intelligence Enabling Neural Networ...</td>\n",
" <td>0.000000e+00</td>\n",
" <td>Neutral</td>\n",
" </tr>\n",
" <tr>\n",
" <th>18</th>\n",
" <td>5 Growth Hacks Your SaaS Businesses</td>\n",
" <td>0.000000e+00</td>\n",
" <td>Neutral</td>\n",
" </tr>\n",
" <tr>\n",
" <th>19</th>\n",
" <td>Pablo Stanley clever Humaaans project inspired...</td>\n",
" <td>1.666667e-01</td>\n",
" <td>Positive</td>\n",
" </tr>\n",
" <tr>\n",
" <th>20</th>\n",
" <td>evankirstel 6 biggest impacts DigitalHealth ne...</td>\n",
" <td>0.000000e+00</td>\n",
" <td>Neutral</td>\n",
" </tr>\n",
" <tr>\n",
" <th>21</th>\n",
" <td>Analysts wonder wireless phone growth coming s...</td>\n",
" <td>0.000000e+00</td>\n",
" <td>Neutral</td>\n",
" </tr>\n",
" <tr>\n",
" <th>22</th>\n",
" <td>Crossing Atlantic 3.5 hours Yes please aviatio...</td>\n",
" <td>0.000000e+00</td>\n",
" <td>Neutral</td>\n",
" </tr>\n",
" <tr>\n",
" <th>23</th>\n",
" <td>dnew cybersecboardrm And talking</td>\n",
" <td>0.000000e+00</td>\n",
" <td>Neutral</td>\n",
" </tr>\n",
" <tr>\n",
" <th>24</th>\n",
" <td>Here SingaporeAir makes passengers comfortable...</td>\n",
" <td>4.000000e-01</td>\n",
" <td>Positive</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25</th>\n",
" <td>Epic CEO Faulkner Confront Life Big Tech Compa...</td>\n",
" <td>5.000000e-02</td>\n",
" <td>Positive</td>\n",
" </tr>\n",
" <tr>\n",
" <th>26</th>\n",
" <td>LisaH_Jackson Why IoT needs edge Edge computin...</td>\n",
" <td>0.000000e+00</td>\n",
" <td>Neutral</td>\n",
" </tr>\n",
" <tr>\n",
" <th>27</th>\n",
" <td>evankirstel 🎣 🐟 SaturdayMorning Greece fishing...</td>\n",
" <td>0.000000e+00</td>\n",
" <td>Neutral</td>\n",
" </tr>\n",
" <tr>\n",
" <th>28</th>\n",
" <td>evankirstel DigitalBanking appealing 2 billion...</td>\n",
" <td>5.000000e-01</td>\n",
" <td>Positive</td>\n",
" </tr>\n",
" <tr>\n",
" <th>29</th>\n",
" <td>evankirstel Airbnb 48BC</td>\n",
" <td>0.000000e+00</td>\n",
" <td>Neutral</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>59969</th>\n",
" <td>FintechCH Swiss bank crypto services 'tip iceb...</td>\n",
" <td>0.000000e+00</td>\n",
" <td>Neutral</td>\n",
" </tr>\n",
" <tr>\n",
" <th>59970</th>\n",
" <td>SpirosMargaris What You Need Know About Augmen...</td>\n",
" <td>0.000000e+00</td>\n",
" <td>Neutral</td>\n",
" </tr>\n",
" <tr>\n",
" <th>59971</th>\n",
" <td>SpirosMargaris How Innovative Newsrooms Are Us...</td>\n",
" <td>5.000000e-01</td>\n",
" <td>Positive</td>\n",
" </tr>\n",
" <tr>\n",
" <th>59972</th>\n",
" <td>Is ArtificialIntelligence Only Rich fintech in...</td>\n",
" <td>1.875000e-01</td>\n",
" <td>Positive</td>\n",
" </tr>\n",
" <tr>\n",
" <th>59973</th>\n",
" <td>Future Of Money From Cryptocurrencies To Money...</td>\n",
" <td>0.000000e+00</td>\n",
" <td>Neutral</td>\n",
" </tr>\n",
" <tr>\n",
" <th>59974</th>\n",
" <td>Is It Possible To Learn DataScience amp Machin...</td>\n",
" <td>0.000000e+00</td>\n",
" <td>Neutral</td>\n",
" </tr>\n",
" <tr>\n",
" <th>59975</th>\n",
" <td>This Google DeepMind crushed puny humans StarC...</td>\n",
" <td>-1.000000e-01</td>\n",
" <td>Negative</td>\n",
" </tr>\n",
" <tr>\n",
" <th>59976</th>\n",
" <td>Why GeorgeSoros Attacks China AI Push 'Mortal ...</td>\n",
" <td>0.000000e+00</td>\n",
" <td>Neutral</td>\n",
" </tr>\n",
" <tr>\n",
" <th>59977</th>\n",
" <td>SimonCocking Great interview bjornulveus ABBA ...</td>\n",
" <td>8.000000e-01</td>\n",
" <td>Positive</td>\n",
" </tr>\n",
" <tr>\n",
" <th>59978</th>\n",
" <td>SpirosMargaris How AI teaches 4-legged robots ...</td>\n",
" <td>0.000000e+00</td>\n",
" <td>Neutral</td>\n",
" </tr>\n",
" <tr>\n",
" <th>59979</th>\n",
" <td>Why XRP MarketCap May Be Overstated Billions M...</td>\n",
" <td>0.000000e+00</td>\n",
" <td>Neutral</td>\n",
" </tr>\n",
" <tr>\n",
" <th>59980</th>\n",
" <td>RAlexJimenez Join StevenDickens3 NeilCattermul...</td>\n",
" <td>0.000000e+00</td>\n",
" <td>Neutral</td>\n",
" </tr>\n",
" <tr>\n",
" <th>59981</th>\n",
" <td>Brand new Blockchain Technology Q4 2018 Report...</td>\n",
" <td>1.363636e-01</td>\n",
" <td>Positive</td>\n",
" </tr>\n",
" <tr>\n",
" <th>59982</th>\n",
" <td>rshevlin Remember Shevlin Law For every data p...</td>\n",
" <td>-2.000000e-01</td>\n",
" <td>Negative</td>\n",
" </tr>\n",
" <tr>\n",
" <th>59983</th>\n",
" <td>SpirosMargaris How AI made robot dog good boy ...</td>\n",
" <td>7.000000e-01</td>\n",
" <td>Positive</td>\n",
" </tr>\n",
" <tr>\n",
" <th>59984</th>\n",
" <td>ttavlas 3rd Annual Medical Capital Innovation ...</td>\n",
" <td>0.000000e+00</td>\n",
" <td>Neutral</td>\n",
" </tr>\n",
" <tr>\n",
" <th>59985</th>\n",
" <td>rajat_shrimal This translation tool helps user...</td>\n",
" <td>0.000000e+00</td>\n",
" <td>Neutral</td>\n",
" </tr>\n",
" <tr>\n",
" <th>59986</th>\n",
" <td>rajat_shrimal China testing social credit syst...</td>\n",
" <td>3.333333e-02</td>\n",
" <td>Positive</td>\n",
" </tr>\n",
" <tr>\n",
" <th>59987</th>\n",
" <td>Chefs TruckDrivers Beware AI Is Coming Your Jo...</td>\n",
" <td>0.000000e+00</td>\n",
" <td>Neutral</td>\n",
" </tr>\n",
" <tr>\n",
" <th>59988</th>\n",
" <td>Good read What AI bias fintech insurtech quaes...</td>\n",
" <td>7.000000e-01</td>\n",
" <td>Positive</td>\n",
" </tr>\n",
" <tr>\n",
" <th>59989</th>\n",
" <td>SpirosMargaris Why AI Is No Hoax It Just Over-...</td>\n",
" <td>0.000000e+00</td>\n",
" <td>Neutral</td>\n",
" </tr>\n",
" <tr>\n",
" <th>59990</th>\n",
" <td>SpirosMargaris 3 Things You Need To Know About...</td>\n",
" <td>0.000000e+00</td>\n",
" <td>Neutral</td>\n",
" </tr>\n",
" <tr>\n",
" <th>59991</th>\n",
" <td>horstwilmes Python Digest Stories via python_p...</td>\n",
" <td>0.000000e+00</td>\n",
" <td>Neutral</td>\n",
" </tr>\n",
" <tr>\n",
" <th>59992</th>\n",
" <td>cgledhill ApplePay coming Target Taco Bell Spe...</td>\n",
" <td>0.000000e+00</td>\n",
" <td>Neutral</td>\n",
" </tr>\n",
" <tr>\n",
" <th>59993</th>\n",
" <td>sbmeunier Why Digital Banking Should Include H...</td>\n",
" <td>2.666667e-01</td>\n",
" <td>Positive</td>\n",
" </tr>\n",
" <tr>\n",
" <th>59994</th>\n",
" <td>andi_staub inspiring Exploring philosophical i...</td>\n",
" <td>2.500000e-01</td>\n",
" <td>Positive</td>\n",
" </tr>\n",
" <tr>\n",
" <th>59995</th>\n",
" <td>MeganCaywood Great article JimMarous 5 Innovat...</td>\n",
" <td>8.000000e-01</td>\n",
" <td>Positive</td>\n",
" </tr>\n",
" <tr>\n",
" <th>59996</th>\n",
" <td>ipfconline1 5 Types Deep Transfer Learning == ...</td>\n",
" <td>0.000000e+00</td>\n",
" <td>Neutral</td>\n",
" </tr>\n",
" <tr>\n",
" <th>59997</th>\n",
" <td>WorldTrendsInfo Top AI Leaders nodexl MikeQuin...</td>\n",
" <td>5.000000e-01</td>\n",
" <td>Positive</td>\n",
" </tr>\n",
" <tr>\n",
" <th>59998</th>\n",
" <td>FinMKTG 4 Infographics Outlining Hong Kong Fin...</td>\n",
" <td>0.000000e+00</td>\n",
" <td>Neutral</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>59999 rows × 3 columns</p>\n",
"</div>"
],
"text/plain": [
" tweet ... sentiment\n",
"0 A.I Songwriting Has Arrived Do n't Panic finte... ... Neutral\n",
"1 IBM explores intersection AI ethics–and PacMan... ... Neutral\n",
"2 SpirosMargaris Good read MachineLearning New L... ... Positive\n",
"3 SpirosMargaris ICOs vs. STOs How Know Which On... ... Positive\n",
"4 SpirosMargaris ‘ Ditch PingPongTable Other Tip... ... Positive\n",
"5 SpirosMargaris This portrait made AI sold 432,... ... Positive\n",
"6 SpirosMargaris Detecting Crime Through Artific... ... Neutral\n",
"7 Salz_Er Vontobel bringt einen Robo Advisor meh... ... Neutral\n",
"8 andi_staub techforgood Blockchain Social Impac... ... Positive\n",
"9 dinisguarda In new digital data driven world B... ... Positive\n",
"10 Think AI Is Too Scary This Expert Wants Calm Y... ... Positive\n",
"11 Xbond49 Zambian startup MangweePayments launch... ... Neutral\n",
"12 ipfconline1 Geoffrey Hinton Future Artificial ... ... Negative\n",
"13 hudson_chatbots insurtech via NodeXL spirosmar... ... Neutral\n",
"14 a_christoph evankirstel “ Who keeps kicking se... ... Neutral\n",
"15 evankirstel future parking ... Neutral\n",
"16 How Facebook 500 companies bring 3.8 billion p... ... Neutral\n",
"17 Augmenting Intelligence Enabling Neural Networ... ... Neutral\n",
"18 5 Growth Hacks Your SaaS Businesses ... Neutral\n",
"19 Pablo Stanley clever Humaaans project inspired... ... Positive\n",
"20 evankirstel 6 biggest impacts DigitalHealth ne... ... Neutral\n",
"21 Analysts wonder wireless phone growth coming s... ... Neutral\n",
"22 Crossing Atlantic 3.5 hours Yes please aviatio... ... Neutral\n",
"23 dnew cybersecboardrm And talking ... Neutral\n",
"24 Here SingaporeAir makes passengers comfortable... ... Positive\n",
"25 Epic CEO Faulkner Confront Life Big Tech Compa... ... Positive\n",
"26 LisaH_Jackson Why IoT needs edge Edge computin... ... Neutral\n",
"27 evankirstel 🎣 🐟 SaturdayMorning Greece fishing... ... Neutral\n",
"28 evankirstel DigitalBanking appealing 2 billion... ... Positive\n",
"29 evankirstel Airbnb 48BC ... Neutral\n",
"... ... ... ...\n",
"59969 FintechCH Swiss bank crypto services 'tip iceb... ... Neutral\n",
"59970 SpirosMargaris What You Need Know About Augmen... ... Neutral\n",
"59971 SpirosMargaris How Innovative Newsrooms Are Us... ... Positive\n",
"59972 Is ArtificialIntelligence Only Rich fintech in... ... Positive\n",
"59973 Future Of Money From Cryptocurrencies To Money... ... Neutral\n",
"59974 Is It Possible To Learn DataScience amp Machin... ... Neutral\n",
"59975 This Google DeepMind crushed puny humans StarC... ... Negative\n",
"59976 Why GeorgeSoros Attacks China AI Push 'Mortal ... ... Neutral\n",
"59977 SimonCocking Great interview bjornulveus ABBA ... ... Positive\n",
"59978 SpirosMargaris How AI teaches 4-legged robots ... ... Neutral\n",
"59979 Why XRP MarketCap May Be Overstated Billions M... ... Neutral\n",
"59980 RAlexJimenez Join StevenDickens3 NeilCattermul... ... Neutral\n",
"59981 Brand new Blockchain Technology Q4 2018 Report... ... Positive\n",
"59982 rshevlin Remember Shevlin Law For every data p... ... Negative\n",
"59983 SpirosMargaris How AI made robot dog good boy ... ... Positive\n",
"59984 ttavlas 3rd Annual Medical Capital Innovation ... ... Neutral\n",
"59985 rajat_shrimal This translation tool helps user... ... Neutral\n",
"59986 rajat_shrimal China testing social credit syst... ... Positive\n",
"59987 Chefs TruckDrivers Beware AI Is Coming Your Jo... ... Neutral\n",
"59988 Good read What AI bias fintech insurtech quaes... ... Positive\n",
"59989 SpirosMargaris Why AI Is No Hoax It Just Over-... ... Neutral\n",
"59990 SpirosMargaris 3 Things You Need To Know About... ... Neutral\n",
"59991 horstwilmes Python Digest Stories via python_p... ... Neutral\n",
"59992 cgledhill ApplePay coming Target Taco Bell Spe... ... Neutral\n",
"59993 sbmeunier Why Digital Banking Should Include H... ... Positive\n",
"59994 andi_staub inspiring Exploring philosophical i... ... Positive\n",
"59995 MeganCaywood Great article JimMarous 5 Innovat... ... Positive\n",
"59996 ipfconline1 5 Types Deep Transfer Learning == ... ... Neutral\n",
"59997 WorldTrendsInfo Top AI Leaders nodexl MikeQuin... ... Positive\n",
"59998 FinMKTG 4 Infographics Outlining Hong Kong Fin... ... Neutral\n",
"\n",
"[59999 rows x 3 columns]"
]
},
"metadata": {
"tags": []
},
"execution_count": 219
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "ndYLQFbxlAqu",
"colab_type": "code",
"colab": {}
},
"source": [
"# write output into another csv file\n",
"df_sentiment.to_csv('./tweets_sentiment_analysis.csv', index=False)"
],
"execution_count": 0,
"outputs": []
},
{
"cell_type": "markdown",
"metadata": {
"id": "4bKEem7fgnpk",
"colab_type": "text"
},
"source": [
"**Data Visualization**"
]
},
{
"cell_type": "code",
"metadata": {
"id": "9fMRODXxaq_8",
"colab_type": "code",
"outputId": "5e6901cb-6724-4cf9-832f-0ba684d55200",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 285
}
},
"source": [
"# Flatten list of words in clean tweets\n",
"all_words_nsw_nc = list(itertools.chain(*cleaned_tweets))\n",
"\n",
"# Create counter of words in clean tweets\n",
"counts_nsw_nc = collections.Counter(all_words_nsw_nc)\n",
"\n",
"counts_nsw_nc.most_common(15)\n"
],
"execution_count": 0,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"[('AI', 8429),\n",
" ('amp', 3215),\n",
" ('evankirstel', 3163),\n",
" ('via', 3152),\n",
" ('fintech', 3014),\n",
" ('MachineLearning', 2662),\n",
" ('IoT', 2660),\n",
" ('ArtificialIntelligence', 2404),\n",
" ('How', 2250),\n",
" ('new', 2139),\n",
" ('people', 2132),\n",
" ('This', 2123),\n",
" ('It', 2031),\n",
" (\"n't\", 1902),\n",
" ('“', 1844)]"
]
},
"metadata": {
"tags": []
},
"execution_count": 221
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "R6NbtOmtau8w",
"colab_type": "code",
"outputId": "d7eb5b6b-cbe9-439f-b094-822c4a9005e5",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 206
}
},
"source": [
"clean_tweets_ncw = pd.DataFrame(counts_nsw_nc.most_common(15),\n",
" columns=['words', 'count'])\n",
"clean_tweets_ncw.head()"
],
"execution_count": 0,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>words</th>\n",
" <th>count</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>AI</td>\n",
" <td>8429</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>amp</td>\n",
" <td>3215</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>evankirstel</td>\n",
" <td>3163</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>via</td>\n",
" <td>3152</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>fintech</td>\n",
" <td>3014</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" words count\n",
"0 AI 8429\n",
"1 amp 3215\n",
"2 evankirstel 3163\n",
"3 via 3152\n",
"4 fintech 3014"
]
},
"metadata": {
"tags": []
},
"execution_count": 222
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "V-wYM_p_azRi",
"colab_type": "code",
"outputId": "b689b937-e9ef-46cb-a3cc-8f316fd6c5e4",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 501
}
},
"source": [
"fig, ax = plt.subplots(figsize=(8, 8))\n",
"\n",
"# Plot horizontal bar graph\n",
"clean_tweets_ncw.sort_values(by='count').plot.barh(x='words',\n",
" y='count',\n",
" ax=ax,\n",
" color=\"b\")\n",
"\n",
"ax.set_title(\"Common Words Found in Tweets (Without Stopwords)\")\n",
"\n",
"plt.show()\n"
],
"execution_count": 0,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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NN1SoUIGMjAwqVKjA+PHjWbRoEUuWLDGOPW7cOPz8/AgNDSUvL4+RI0cSFRVF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\n",
"text/plain": [
"<Figure size 576x576 with 1 Axes>"
]
},
"metadata": {
"tags": []
}
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "1CkdCj0pa2Bq",
"colab_type": "code",
"colab": {}
},
"source": [
""
],
"execution_count": 0,
"outputs": []
}
]
}
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