From dddadc48f55365bf8d230ee801f8e8b4fc22089f Mon Sep 17 00:00:00 2001 From: Priyankamandal7719 <71107020+Priyankamandal7719@users.noreply.github.com> Date: Thu, 1 Oct 2020 20:42:05 +1000 Subject: [PATCH] Optimizing pre-processing --- Sentiment_Analysis_on_Twitter.ipynb | 4963 +++++++++++++++------------ 1 file changed, 2776 insertions(+), 2187 deletions(-) diff --git a/Sentiment_Analysis_on_Twitter.ipynb b/Sentiment_Analysis_on_Twitter.ipynb index addaf05..3b71992 100644 --- a/Sentiment_Analysis_on_Twitter.ipynb +++ b/Sentiment_Analysis_on_Twitter.ipynb @@ -5,7 +5,7 @@ "colab": { "name": "Sentiment Analysis on Twitter.ipynb", "provenance": [], - "authorship_tag": "ABX9TyNXMAO3RcNFlLSZaBLlVYH0", + "authorship_tag": "ABX9TyMQPEchFsk+/Ix3sSSRHs4F", "include_colab_link": true }, "kernelspec": { @@ -27,9 +27,7 @@ { "cell_type": "code", "metadata": { - "id": "H-xaeK2YEAyq", - "colab_type": "code", - "colab": {} + "id": "H-xaeK2YEAyq" }, "source": [ "# Code to read csv file into Colaboratory:\n", @@ -45,35 +43,34 @@ "gauth.credentials = GoogleCredentials.get_application_default()\n", "drive = GoogleDrive(gauth)\n", "\n", - "# id = '1ERN9ucKil4Y70lrrpMpMeY0HeP0pSvI3' #PG\n", + "id = '1ffmFOrlcaTCCByKMq7E1LCXXK6daMkB_' \n", "# id = '1kwjKv0kuJte4qwK65YilFixA4ssCQU7n' #TSLA\n", "# link = 'https://drive.google.com/open?id=1ERN9ucKil4Y70lrrpMpMeY0HeP0pSvI3' \n" ], - "execution_count": null, + "execution_count": 5, "outputs": [] }, { "cell_type": "code", "metadata": { "id": "gDq2sr3aERcc", - "colab_type": "code", + "outputId": "e379eba7-0464-4a6b-c5f6-7726a3c6f50c", "colab": { "base_uri": "https://localhost:8080/", - "height": 415 - }, - "outputId": "dc7ca30c-d8cf-4ddc-e5b4-405be3fb2625" + "height": 202 + } }, "source": [ "downloaded = drive.CreateFile({'id':id}) \n", - "downloaded.GetContentFile('stocktwits_PG.csv') \n", - "dataframe = pd.read_csv('stocktwits_PG.csv')\n", + "downloaded.GetContentFile('stocktwits_AMZN.csv') \n", + "dataframe = pd.read_csv('stocktwits_AMZN.csv')\n", "\n", "# downloaded.GetContentFile('stocktwits_TSLA.csv') \n", "# dataframe = pd.read_csv('stocktwits_TSLA.csv')\n", "\n", - "dataframe.info()" + "dataframe.head()" ], - "execution_count": null, + "execution_count": 6, "outputs": [ { "output_type": "execute_result", @@ -107,118 +104,63 @@ "
\n", "1799486 rows × 5 columns
\n", "" ], "text/plain": [ - " symbol ... message_id\n", - "0 TSLA ... 228472656\n", - "1 TSLA ... 228472618\n", - "2 TSLA ... 228472036\n", - "3 TSLA ... 228471810\n", - "4 TSLA ... 228471610\n", - "... ... ... ...\n", - "1799481 TSLA ... 1540976\n", - "1799482 TSLA ... 1540973\n", - "1799483 TSLA ... 1540967\n", - "1799484 TSLA ... 1540535\n", - "1799485 TSLA ... 1540514\n", + " symbol ... message_id\n", + "0 AMZN ... 230085465\n", + "1 AMZN ... 230085430\n", + "2 AMZN ... 230084558\n", + "3 AMZN ... 230084470\n", + "4 AMZN ... 230083378\n", "\n", - "[1799486 rows x 5 columns]" + "[5 rows x 5 columns]" ] }, "metadata": { "tags": [] }, - "execution_count": 3 + "execution_count": 6 } ] }, @@ -226,16 +168,14 @@ "cell_type": "code", "metadata": { "id": "PSVus4xLEhOI", - "colab_type": "code", + "outputId": "5f5c6b16-2fbf-4550-ad62-0e9f25e8cb47", "colab": { "base_uri": "https://localhost:8080/", - "height": 191 - }, - "outputId": "da4003bc-a2c7-49cf-dad3-20953fcc868b" + "height": 1000 + } }, "source": [ - "# Tokenisation: for chopping character sequence into peices called tokens \n", - "# and throwing away characters such as punctuations\n", + "\n", "import nltk\n", "nltk.download('punkt')\n", "# from nltk.tokenize import word_tokenize\n", @@ -244,24 +184,215 @@ "from pprint import pprint\n", "# CASE FOLDING\n", "message = dataframe['message'].tolist()\n", + "message = [s.lower() for s in message]\n", "\n", - "pprint(message[145:150])\n" + "pprint(message[900:950])\n" ], - "execution_count": null, + "execution_count": 12, "outputs": [ { "output_type": "stream", "text": [ - "[nltk_data] Downloading package punkt to /root/nltk_data...\n", - "[nltk_data] Unzipping tokenizers/punkt.zip.\n", - "['\\u202aEven if you trade only options, we have many members just like you! '\n", - " 'ALL option trades for this member today. Come join us 👉 ClayTrader.com/team '\n", - " '$BABA $AMZN $TSLA\\u202c',\n", - " '$TSLA pump it up guys $1600 AH',\n", - " '$TSLA Big DEAL....BACK to July 2...OHH AHHH',\n", - " '$TSLA when Elon will pull rabbit out of the hat? Need his tweet badly',\n", - " '$TSLA who bought more today? My hunch is that today was your last big '\n", - " 'opportunity before the boom... we shall see.']\n" + "['$amzn new article : with stops at amazon and rover, convoy vp kristen '\n", + " 'forecki shares her map for success https://www.stck.pro/news/amzn/6453273',\n", + " '$amzn i hope it opens at $3200 tomorrow',\n", + " '$amzn: comparing the growth rate of the last 5 years to the rate of the '\n", + " 'upcoming 2 years, we see that the growth i ... '\n", + " 'https://www.chartmill.com/stock/analyzer/stock/amzn?view=fundamental-analysis&key=7e23e545-7a86-47d1-a0b4-6048c3164d97&utm_source=stocktwits&utm_medium=fa&utm_content=amzn&utm_campaign=social_tracking',\n", + " '🙌please check out our daily watchlist recap!!!! 🙌\\n'\n", + " '💰total dollar per share potential of $273.72!!!!💰\\n'\n", + " '👍please follow and turn on notifications to see more of our posts!!!!👍\\n'\n", + " '📈please also see our educational videos found below!!📈\\n'\n", + " ' youtube.com/unitedtraderschannel\\n'\n", + " '$tsla $amzn $ibm $cmg $snap\\n'\n", + " '@swingingforward',\n", + " '$amzn trump "covid will get worse before it gets better" \\n'\n", + " ' \\n'\n", + " '$$$$$$$$$$$$',\n", + " '$aapl $amzn $fb $msft $goog \\n'\n", + " '\\n'\n", + " 'mnuchin says had a productive meeting with pelosi, schumer, hopes to get new '\n", + " 'covid bill passes by end of july\\n'\n", + " '\\n'\n", + " '"hopes" & if that hope doesn't come thru markets will feel '\n", + " 'some pain. \\n'\n", + " '\\n'\n", + " 'trump has 104 days until voting day & if the markets are down/crash come '\n", + " 'election time he will likely lose.\\n'\n", + " '\\n'\n", + " 'phase 4 stimulus better be an overshoot & flood of money otherwise this '\n", + " 'will be what causes trump to be a 1 term president',\n", + " '$prts e commerce stocks will easily beat revenue estimates for q2 and raise '\n", + " 'estimates for q3. the trend will continue for many months with unemployment '\n", + " 'at all time highs. the lower prices online and the customer convenience with '\n", + " 'free shipping will push the highest quality e commerce stocks for years to '\n", + " 'come and us auto parts is trading at a huge discount to its peers and has '\n", + " 'among the highest growth rates. $w $chwy $amzn $etsy \\n'\n", + " '\\n'\n", + " 'see you at twenty ...',\n", + " '$qqq $soxx $tsla $amzn $fb\\n'\n", + " '\\n'\n", + " 'just finished today's sentiment report, tomorrow points to a 320-330 '\n", + " 'trading range and a 325-328 probable close. \\n'\n", + " '\\n'\n", + " 'care to learn how to trade, feel free to subscribe to my free weekly and '\n", + " 'daily reports. you can find my public email listed on my account.\\n'\n", + " '\\n'\n", + " 'cheers',\n", + " '$amzn 3250 eow',\n", + " '$amzn',\n", + " '$qqq $aapl $tsla $spy $amzn lmao. mmhm see you at march lows',\n", + " '$amzn all the tech and “stay at home” stocks have the same pattern. it will '\n", + " 'pump tomorrow after the healthy pullback.',\n", + " '$gnus - merchandise being sold! own website - '\n", + " 'https://www.rainbowrangers.com/shop or $amzn website - '\n", + " 'https://www.amazon.com/s?k=rainbow+rangers+toys&crid=jv5p3ykzx48x&sprefix=rainbow+ranger%2caps%2c162&ref=nb_sb_ss_organic-diversity_3_14',\n", + " '$spy there's no bubble here , the fact that bears have continually lost '\n", + " 'money gives them that feeling. check out vix channel over the last few '\n", + " 'months. clear down trending pattern showing a new bull market is just '\n", + " 'getting started. \\n'\n", + " '\\n'\n", + " 'a bear and his money are easily parted. algos are using this very well along '\n", + " 'with bulls. $aapl $amzn $tsla $qqq',\n", + " '@bluweed @jbh973 #truth. $f and $tsla both build things with four wheels. '\n", + " 'that’s about all they have in common. $amzn and $jcp both sell goods, '\n", + " 'nothing in common...',\n", + " '🔵 buy now 🔵 \\n'\n", + " ' \\n'\n", + " '$tsla at $1580 \\n'\n", + " ' \\n'\n", + " 'tp1 : $1720 \\n'\n", + " 'tp2 : $1750 \\n'\n", + " 'tp3 : $1780 \\n'\n", + " ' \\n'\n", + " 'sl : $1525 \\n'\n", + " ' \\n'\n", + " 'our highly profitable indicator is now out. \\n'\n", + " ' \\n'\n", + " 'vwapindicator.com/joeyg \\n'\n", + " ' \\n'\n", + " '$spy $msft $amzn $qqq',\n", + " '@jbh973 you know what they say, stupid people often don't have a sense '\n", + " 'of humor cause they just don't get it. spent part of this morning '\n", + " 'arguments with people who can not get that $appl is not a cell phone '\n", + " 'company, $tsla is not a car company and $amzn is not a retailer.',\n", + " '$ibio $amzn paws what do you think? 🐶⛑🤔. 🆓🏧💴🚀💯💯🏁🆗buy',\n", + " '$amzn this will be up tomorrow :)',\n", + " '$spy poor bears desperate for a break from the thrashings. now they are '\n", + " 'posting trump s statements hoping that will work. what they do not know is '\n", + " 'market has already priced in these things over and over. none of this is new '\n", + " 'news.$aapl $amzn $tsla',\n", + " 'top sell flow money - 07.21.2020 - $msft $spy $amzn $fb via super stocks app',\n", + " '$spy $amzn $nvda $msft will get worse. shutdowns coming panic sell 😉🐻',\n", + " '$spy $amzn $nvda $msft \\n'\n", + " 'cnbc the fuvker want the market to tank\\n'\n", + " 'they created a selloff with some stimulus fake news today and trying more '\n", + " 'after hours',\n", + " 'dow jones industrial average gains as tech stocks slide $aapl $msft $amzn '\n", + " '$goog $fb \\n'\n", + " '\\n'\n", + " 'https://newsfilter.io/a/cfa8398d717d14e420ff7d91934d9a3a',\n", + " '$amzn it must be really miserable to go out of your way to be a bear and i '\n", + " 'am 100% convinced all bears are but hurt because they miss a rally and want '\n", + " 'to get in lower. facts.',\n", + " '$amzn imagine a world where everyone could be an alpha permabull instead of '\n", + " 'a 🌈 🐻',\n", + " '$amzn bullish 🚀🚀',\n", + " '$amzn earnings are not until 30th',\n", + " '$tsla $amzn the risk vs. reward is gonna be fricken amazing. dont sleep on '\n", + " 'these 2 guys. the money is about to go insane high',\n", + " '$msft $tsla if they beat estimates tomorrow, $amzn will run, and 4k '\n", + " 'after earnings.',\n", + " '$uber bearish technicals + extremely high valuation + losing billions every '\n", + " 'quarter + too many legal challenges + $amzn coming into competition + public '\n", + " 'offering. tell me one thing that makes you bullish on this; just one! (other '\n", + " 'than betting/gambling on the whole market to rally)',\n", + " '$shll took a bit of profit to $tsla and $amzn earnings plays. i’ll brb 😘',\n", + " '$amzn why? i’d love to hear ur reasoning..',\n", + " '$aapl $amzn $fb $msft $goog \\n'\n", + " '\\n'\n", + " 'how much u.s. currency is in circulation? \\n'\n", + " '\\n'\n", + " '👁\\u200d🗨as of july 8, 2020, there was $1.93 trillion worth of federal '\n", + " 'reserve notes in circulation.💣\\n'\n", + " '\\n'\n", + " '& all the rest is printed debt (printed into existence) 👀\\n'\n", + " '●notice the dollar has been fallen lately & this does what for the '\n", + " 'markets? take your time \\n'\n", + " '\\n'\n", + " '●supersonic melt-up in the works\\n'\n", + " 'https://www.federalreserve.gov/faqs/currency_12773.htm',\n", + " '$amzn what’s wrong with you beta’s why can’t u slap that ask so we get 3500',\n", + " '$tsla $amzn \\n'\n", + " 'thanks to the \\n'\n", + " 'tradersgroup.is-great.net/ \\n'\n", + " 'for suggesting \\n'\n", + " '$hal \\n'\n", + " ' & \\n'\n", + " '$v \\n'\n", + " ' swings. slowly grinding my way up. \\n'\n", + " 'i will have 2 trades available tomorrow ,\\n'\n", + " 'can't wait.\\n'\n", + " '\\n'\n", + " 'also if anyone interested , take a look at our trade group',\n", + " '$amzn open tmrw with 30$ down',\n", + " '$tsla $amzn 🎶i'll follow you down to the eye of the storm🎶 🤸🏻\\u200d♀️🤑',\n", + " 'tech bubble returns on monday: amazon rises 8% '\n", + " 'https://theotrade.com/tech-bubble-returns-on-monday-amazon-rises-8/ $spy '\n", + " '$amzn',\n", + " '$amzn #amzn anywhere in between or at 3080 - 3120 a buy trade for 3200+',\n", + " '$ba $tsla $amzn $googl $aapl\\n'\n", + " '\\n'\n", + " 'us moves one step closer to letting the boeing 737 max fly\\n'\n", + " 'by david koenig ap airlines writer \\n'\n", + " '\\n'\n", + " 'tuesday, july 21st 2020\\n'\n", + " '\\n'\n", + " 'u.s. safety officials are moving closer to letting boeing's grounded 737 '\n", + " 'max fly again.\\n'\n", + " '\\n'\n", + " 'the federal aviation administration said tuesday that it will soon issue a '\n", + " 'proposed safety directive for the plane.\\n'\n", + " '\\n'\n", + " 'the faa says it will give the public 45 days to comment on boeing's '\n", + " 'proposed changes to the plane and pilot-training procedures.',\n", + " 'your daily news digest for amazon.com $amzn '\n", + " 'https://wsfriend.com/daily/news/amzn/2020-07-21/',\n", + " '$amzn it looks like last week but it isn’t. i’ve been waiting to get long on '\n", + " 'this, and today took a bite before close. maintained channel as on 7/2 after '\n", + " 'a monster run. buying seemed strong to buoy at this level even as $spy '\n", + " 'flatlined. a lot of unknowns here but sometimes you just have to take a '\n", + " 'shot.',\n", + " '$ba $tsla $amzn $googl $aapl \\n'\n", + " '\\n'\n", + " 'so $2.76m in call options from one buyer before 10:30am. last time we '\n", + " 'started to see this kind of call option volume we ran from $115 to $239 just '\n", + " 'a bunch of weeks ago. the chart is setting up for another good looking run! '\n", + " 'and with the 737 certification forthcoming & january nasa - boeing '\n", + " '"space-x part 2" launch we could be seeing $250-$300 & '\n", + " 'thensome (aka tesla-like boost)',\n", + " '$amzn this will come back strong, then prob gonna be another massive sell '\n", + " 'off after taking profits. this q def beat. i personally shop on amazon daily '\n", + " 'haha',\n", + " '$amzn why red?',\n", + " '$tsla $snap$spy $amzn $msft whelp, nothing to do with the stonks, but it '\n", + " 'has everything to do with stonks',\n", + " '$amzn pos stock. average is 1770 but this trash doesn't move. need it at '\n", + " '10k minimum',\n", + " '$tsla $amzn . musk bezos etc getting richer and richer by several billions '\n", + " 'daily while coronovirus killing the rest of the world and making countless '\n", + " 'suffer a torturous end with a killer chinese virus. yup there is a god out '\n", + " 'there. rich get richer and richer on hype and speculation, but innocent weak '\n", + " 'and the helpless poor ones dying a horrible death ???? thanks for being such '\n", + " 'a just kind god out there, o god. lol 😂',\n", + " '$lulu \\n'\n", + " 'jump on the bandwagon. we are going from yoga pants > jorts and '\n", + " 'joggers> and now biker shorts (80s spandex) for those of you that '\n", + " 'don't know. pay attention to the trend next time you're out. only '\n", + " 'difference is now guys show off their "package" and women have '\n", + " 'wedgies in the from and back. camel. \\n'\n", + " '\\n'\n", + " '$amzn $msft $aapl $cmg']\n" ], "name": "stdout" } @@ -270,13 +401,7 @@ { "cell_type": "code", "metadata": { - "id": "W_3Ocaz4NQ0i", - "colab_type": "code", - "colab": { - "base_uri": "https://localhost:8080/", - "height": 1000 - }, - "outputId": "71c75db0-d6f2-48f2-bdb1-9adb9744fd98" + "id": "W_3Ocaz4NQ0i" }, "source": [ "!pip install emoji\n", @@ -288,204 +413,174 @@ " filtered_sentence = emoji.demojize(tokens)\n", " message_er.append(filtered_sentence)\n", "\n", - "pprint(message_er[100:150])" + "pprint(message_er[900:950])" ], "execution_count": null, - "outputs": [ - { - "output_type": "stream", - "text": [ - "['$TSLA what kind of leader endorses shit in a can. Fuck Goya!',\n", - " '$SPCE $TSLA $NKLA i think you guys should move some of those winnings over '\n", - " 'here to $SPCE its cheap atm and ready for lift off! If you don’t think '\n", - " 'commercialized space flight isn’t a multi-billion dollar business then your '\n", - " 'out of your mind! This is a bucket list type of attraction that everyone’s '\n", - " 'going to wanna do! Seats will be filled for years to come!',\n", - " '$TSLA what tomorrow it going end realistically?',\n", - " '$TSLA fuckoff Goya. Nobody like your shit anyways',\n", - " '$TSLA Goya = Shit in a can',\n", - " '$TSLA fuck Goya',\n", - " '$TSLA fuck off Goya '\n", - " 'lovers:middle_finger_dark_skin_tone::middle_finger_medium-dark_skin_tone::middle_finger::middle_finger_medium_skin_tone::middle_finger_medium-light_skin_tone:',\n", - " '$TSLA did u see the volume of July 24 $3500 calls???',\n", - " '$TSLA 26million shares have to be bought on deck. ...Math beats all emotion.',\n", - " '$TSLA Here’s the start of the move back to the $1,500’s.\\n'\n", - " '\\n'\n", - " 'The overall markets will react well to the $NFLX call, and that should give '\n", - " 'a boost to almost all tech.\\n'\n", - " '\\n'\n", - " 'This happens every damn time!!!\\n'\n", - " '\\n'\n", - " 'Bears :shushing_face::shushing_face::shushing_face:',\n", - " '$TSLA hey @Jhoff917201 '\n", - " ':middle_finger_medium_skin_tone::middle_finger_medium_skin_tone::middle_finger_dark_skin_tone::middle_finger_medium-light_skin_tone::middle_finger_medium-dark_skin_tone: '\n", - " 'punk',\n", - " '$TSLA fuck Goya and fuck @Jhoff917201',\n", - " '$TSLA this just in! tesla short shorts sold out increases revenue by 10m :O '\n", - " 'haha',\n", - " '$TSLA hey you fucking pussy boy @Jhoff917201',\n", - " '$TSLA $SPY here comes powells printers brr brr brr',\n", - " '$TSLA little pussy bitch fuck @Jhoff917201',\n", - " '$TSLA another super pussy @Jhoff917201 '\n", - " ':middle_finger_medium-dark_skin_tone::middle_finger_medium-dark_skin_tone::middle_finger_dark_skin_tone::middle_finger_dark_skin_tone::middle_finger:',\n", - " 'I am going to short index funds hard when $TSLA join S&P500',\n", - " '$TSLA ..this dropped $300 in one day (from 1790)...and has been pinned '\n", - " 'around the same price since.. wondering what this is about :thinking_face:',\n", - " '$TSLA $1650 or $1400?',\n", - " '$TSLA fuck Goya. Would never buy that dog food shit before and surely not '\n", - " 'now with president orange man endorsement. Fucking joke of a president',\n", - " '$TSLA we can potentially see a gap up tomorrow',\n", - " '$TSLA with the recent increase in pps, wouldn’t an earnings beat already be '\n", - " 'priced in?',\n", - " '$TSLA What the hell and amzn',\n", - " '$TSLA will have the Friday excitement and be at 1650 by the end of the day',\n", - " '$TSLA someone is playing games with TESLA Stock',\n", - " '$TSLA OMG ANY NEWS? DID ELON TWEET? AFTER HOURS OMG!!!',\n", - " '$TSLA This just in - Tomorrow is FOMO Friday.',\n", - " '$TSLA Who’s excited for '\n", - " 'earnings..:beaming_face_with_smiling_eyes::beaming_face_with_smiling_eyes::beaming_face_with_smiling_eyes::beaming_face_with_smiling_eyes:',\n", - " '$TSLA this will drop hard if ER miss next week. Won’t be slap on the wrist '\n", - " 'like $NFLX. Elon will have to stop selling short shorts as early ad next '\n", - " 'week. :face_with_tears_of_joy:',\n", - " '$TSLA Tesla is going to destroy earnings',\n", - " '$TSLA I need your help to move out the hood lmao so please do good from now '\n", - " 'on!!!!! Be silent and deadly lol',\n", - " '$TSLA Price adjustment below 1000 coming soon',\n", - " '$TSLA The sky is falling',\n", - " '$TSLA the Netflix SP move is shaking Tesla holders to the core\\n'\n", - " '\\n'\n", - " 'Fear overcoming greed\\n'\n", - " '\\n'\n", - " 'House of cards and bottom card being removed',\n", - " '$TSLA look I take it back on saying Tesla is done !!! I’m just emotionally '\n", - " 'wreck from Tesla !!!! I had huge profit and if it stayed at my pocket would '\n", - " 'been a lot better !!!! My expectations are high so don’t slow down keep '\n", - " 'scoring big baby!!!! Be like Kobe or LeBron out perform lmao '\n", - " ':squinting_face_with_tongue:',\n", - " '$TSLA you need to get out ahead of the RH traders. They will sell at the '\n", - " 'lows.',\n", - " '$TSLA daily looks like tomorrow it will breakout. Hopefully to the upside '\n", - " ':grimacing_face:',\n", - " '$TSLA Come on hit that ask.',\n", - " '$TSLA love how my limit order sale missed by like 25 cents and now I’m down '\n", - " 'this week by $29,999',\n", - " '$NFLX Difference between this and $TSLA. $TSLA only someone rich can afford',\n", - " '$TSLA I tried to tell people.. sigh ...',\n", - " '$TSLA My Uber driver said he’s day trading TSLA. That says it all.',\n", - " '$TSLA $2000 tomorrow',\n", - " '$WKHS $IDEX $TSLA $GNUS $BOXL \\n'\n", - " '• Well I see it once again, these scam nerds who post "made entry" '\n", - " 'on 100 tickers. THEN, when the ticker pops they use their little spams for '\n", - " 'clout, and to try and get YOU (noob or amateur) or whoever it may be to buy '\n", - " 'their stupid subscriptions, please don't fall for that. No trader no '\n", - " 'matter how seasoned will have 100% accuracy in this market. As always just '\n", - " 'looking out, and I see straight through the bullish*t. Anyways, we have a '\n", - " 'lot to look forward too going into Friday, and I have my eyes on plenty of '\n", - " 'potential COVID plays. I’m excited to lead my team and people to real time '\n", - " 'alerts and returns, and if you would like to join my team just follow me on '\n", - " 'Instagram to join our DD chat, FREE. I have all of yours backs, let’s make '\n", - " 'this money together, Follow me on Instagram! @bullish_american \\n'\n", - " '• Team Bullish OUT.',\n", - " '\\u202aEven if you trade only options, we have many members just like you! '\n", - " 'ALL option trades for this member today. Come join us '\n", - " ':backhand_index_pointing_right: ClayTrader.com/team $BABA $AMZN $TSLA\\u202c',\n", - " '$TSLA pump it up guys $1600 AH',\n", - " '$TSLA Big DEAL....BACK to July 2...OHH AHHH',\n", - " '$TSLA when Elon will pull rabbit out of the hat? Need his tweet badly',\n", - " '$TSLA who bought more today? My hunch is that today was your last big '\n", - " 'opportunity before the boom... we shall see.']\n" - ], - "name": "stdout" - } - ] + "outputs": [] }, { "cell_type": "code", "metadata": { "id": "tNMP_E8GlC8m", - "colab_type": "code", + "outputId": "1524ab03-995d-4e97-aa18-d8e5f0410da4", "colab": { "base_uri": "https://localhost:8080/", - "height": 904 - }, - "outputId": "d1f07c2f-6329-4a0c-907f-983f156bd3ae" + "height": 1000 + } }, "source": [ "import re\n", "def remove_punctuation_re(x):\n", - " x = ' '.join(re.sub(\"https?://\\S+\",\"\",x).split()) #Removing URLs\n", - " x = ' '.join(re.sub(\"^@\\S+|\\s@\\S+\",\"\",x).split()) #Removing mentions\n", - " x = ' '.join(re.sub(r'[^$\\w\\s]','',x).split())\n", + " x = ' '.join(re.sub(\"https?://\\S+\",\"\",x).split()) #Removing URLs\n", + " x = ' '.join(re.sub(\"^@\\S+|\\s@\\S+\",\"\",x).split()) #Removing mentions\n", + " # x = ' '.join(re.sub(r'[^$\\w\\s]',\" \",x).split())\n", + " x = ' '.join(re.sub(r'[^\\w\\s]',\" \",x).split())\n", + " x = ' '.join(re.sub(r'_',\" \",x).split()) #Removing _ from emojis text\n", " # x = re.sub(r'[0-9]','',x) #Using regular expression to remove numbers\n", " # x = re.sub(r'[^a-z ]','',x) #Using regular expression to remove special character and accented character\n", " return x\n", " \n", "message_p = [remove_punctuation_re(s) for s in message_er]\n", "\n", - "message_p[100:150]" + "pprint(message_p[900:950])" ], - "execution_count": null, + "execution_count": 21, "outputs": [ { - "output_type": "execute_result", - "data": { - "text/plain": [ - "['$TSLA what kind of leader endorses shit in a can Fuck Goya',\n", - " '$SPCE $TSLA $NKLA i think you guys should move some of those winnings over here to $SPCE its cheap atm and ready for lift off If you dont think commercialized space flight isnt a multibillion dollar business then your out of your mind This is a bucket list type of attraction that everyones going to wanna do Seats will be filled for years to come',\n", - " '$TSLA what tomorrow it going end realistically',\n", - " '$TSLA fuckoff Goya Nobody like your shit anyways',\n", - " '$TSLA Goya Shit in a can',\n", - " '$TSLA fuck Goya',\n", - " '$TSLA fuck off Goya loversmiddle_finger_dark_skin_tonemiddle_finger_mediumdark_skin_tonemiddle_fingermiddle_finger_medium_skin_tonemiddle_finger_mediumlight_skin_tone',\n", - " '$TSLA did u see the volume of July 24 $3500 calls',\n", - " '$TSLA 26million shares have to be bought on deck Math beats all emotion',\n", - " '$TSLA Heres the start of the move back to the $1500s The overall markets will react well to the $NFLX call and that should give a boost to almost all tech This happens every damn time Bears shushing_faceshushing_faceshushing_face',\n", - " '$TSLA hey middle_finger_medium_skin_tonemiddle_finger_medium_skin_tonemiddle_finger_dark_skin_tonemiddle_finger_mediumlight_skin_tonemiddle_finger_mediumdark_skin_tone punk',\n", - " '$TSLA fuck Goya and fuck',\n", - " '$TSLA this just in tesla short shorts sold out increases revenue by 10m O haha',\n", - " '$TSLA hey you fucking pussy boy',\n", - " '$TSLA $SPY here comes powells printers brr brr brr',\n", - " '$TSLA little pussy bitch fuck',\n", - " '$TSLA another super pussy middle_finger_mediumdark_skin_tonemiddle_finger_mediumdark_skin_tonemiddle_finger_dark_skin_tonemiddle_finger_dark_skin_tonemiddle_finger',\n", - " 'I am going to short index funds hard when $TSLA join SampP500',\n", - " '$TSLA this dropped $300 in one day from 1790and has been pinned around the same price since wondering what this is about thinking_face',\n", - " '$TSLA $1650 or $1400',\n", - " '$TSLA fuck Goya Would never buy that dog food shit before and surely not now with president orange man endorsement Fucking joke of a president',\n", - " '$TSLA we can potentially see a gap up tomorrow',\n", - " '$TSLA with the recent increase in pps wouldnt an earnings beat already be priced in',\n", - " '$TSLA What the hell and amzn',\n", - " '$TSLA will have the Friday excitement and be at 1650 by the end of the day',\n", - " '$TSLA someone is playing games with TESLA Stock',\n", - " '$TSLA OMG ANY NEWS DID ELON TWEET AFTER HOURS OMG',\n", - " '$TSLA This just in Tomorrow is FOMO Friday',\n", - " '$TSLA Whos excited for earningsbeaming_face_with_smiling_eyesbeaming_face_with_smiling_eyesbeaming_face_with_smiling_eyesbeaming_face_with_smiling_eyes',\n", - " '$TSLA this will drop hard if ER miss next week Wont be slap on the wrist like $NFLX Elon will have to stop selling short shorts as early ad next week face_with_tears_of_joy',\n", - " '$TSLA Tesla is going to destroy earnings',\n", - " '$TSLA I need your help to move out the hood lmao so please do good from now on Be silent and deadly lol',\n", - " '$TSLA Price adjustment below 1000 coming soon',\n", - " '$TSLA The sky is falling',\n", - " '$TSLA the Netflix SP move is shaking Tesla holders to the core Fear overcoming greed House of cards and bottom card being removed',\n", - " '$TSLA look I take it back on saying Tesla is done Im just emotionally wreck from Tesla I had huge profit and if it stayed at my pocket would been a lot better My expectations are high so dont slow down keep scoring big baby Be like Kobe or LeBron out perform lmao squinting_face_with_tongue',\n", - " '$TSLA you need to get out ahead of the RH traders They will sell at the lows',\n", - " '$TSLA daily looks like tomorrow it will breakout Hopefully to the upside grimacing_face',\n", - " '$TSLA Come on hit that ask',\n", - " '$TSLA love how my limit order sale missed by like 25 cents and now Im down this week by $29999',\n", - " '$NFLX Difference between this and $TSLA $TSLA only someone rich can afford',\n", - " '$TSLA I tried to tell people sigh',\n", - " '$TSLA My Uber driver said hes day trading TSLA That says it all',\n", - " '$TSLA $2000 tomorrow',\n", - " '$WKHS $IDEX $TSLA $GNUS $BOXL Well I see it once again these scam nerds who post quotmade entryquot on 100 tickers THEN when the ticker pops they use their little spams for clout and to try and get YOU noob or amateur or whoever it may be to buy their stupid subscriptions please don39t fall for that No trader no matter how seasoned will have 100 accuracy in this market As always just looking out and I see straight through the bullisht Anyways we have a lot to look forward too going into Friday and I have my eyes on plenty of potential COVID plays Im excited to lead my team and people to real time alerts and returns and if you would like to join my team just follow me on Instagram to join our DD chat FREE I have all of yours backs lets make this money together Follow me on Instagram Team Bullish OUT',\n", - " 'Even if you trade only options we have many members just like you ALL option trades for this member today Come join us backhand_index_pointing_right ClayTradercomteam $BABA $AMZN $TSLA',\n", - " '$TSLA pump it up guys $1600 AH',\n", - " '$TSLA Big DEALBACK to July 2OHH AHHH',\n", - " '$TSLA when Elon will pull rabbit out of the hat Need his tweet badly',\n", - " '$TSLA who bought more today My hunch is that today was your last big opportunity before the boom we shall see']" - ] - }, - "metadata": { - "tags": [] - }, - "execution_count": 7 + "output_type": "stream", + "text": [ + "['amzn new article with stops at amazon and rover convoy vp kristen forecki '\n", + " 'shares her map for success',\n", + " 'amzn i hope it opens at 3200 tomorrow',\n", + " 'amzn comparing the growth rate of the last 5 years to the rate of the '\n", + " 'upcoming 2 years we see that the growth i',\n", + " 'raising hands please check out our daily watchlist recap raising hands money '\n", + " 'bag total dollar per share potential of 273 72 money bag thumbs up please '\n", + " 'follow and turn on notifications to see more of our posts thumbs up chart '\n", + " 'increasing please also see our educational videos found below chart '\n", + " 'increasing youtube com unitedtraderschannel tsla amzn ibm cmg snap',\n", + " 'amzn trump quot covid will get worse before it gets better quot',\n", + " 'aapl amzn fb msft goog mnuchin says had a productive meeting with pelosi '\n", + " 'schumer hopes to get new covid bill passes by end of july quot hopes quot '\n", + " 'amp if that hope doesn 39 t come thru markets will feel some pain trump has '\n", + " '104 days until voting day amp if the markets are down crash come election '\n", + " 'time he will likely lose phase 4 stimulus better be an overshoot amp flood '\n", + " 'of money otherwise this will be what causes trump to be a 1 term president',\n", + " 'prts e commerce stocks will easily beat revenue estimates for q2 and raise '\n", + " 'estimates for q3 the trend will continue for many months with unemployment '\n", + " 'at all time highs the lower prices online and the customer convenience with '\n", + " 'free shipping will push the highest quality e commerce stocks for years to '\n", + " 'come and us auto parts is trading at a huge discount to its peers and has '\n", + " 'among the highest growth rates w chwy amzn etsy see you at twenty',\n", + " 'qqq soxx tsla amzn fb just finished today 39 s sentiment report tomorrow '\n", + " 'points to a 320 330 trading range and a 325 328 probable close care to learn '\n", + " 'how to trade feel free to subscribe to my free weekly and daily reports you '\n", + " 'can find my public email listed on my account cheers',\n", + " 'amzn 3250 eow',\n", + " 'amzn',\n", + " 'qqq aapl tsla spy amzn lmao mmhm see you at march lows',\n", + " 'amzn all the tech and stay at home stocks have the same pattern it will pump '\n", + " 'tomorrow after the healthy pullback',\n", + " 'gnus merchandise being sold own website or amzn website',\n", + " 'spy there 39 s no bubble here the fact that bears have continually lost '\n", + " 'money gives them that feeling check out vix channel over the last few months '\n", + " 'clear down trending pattern showing a new bull market is just getting '\n", + " 'started a bear and his money are easily parted algos are using this very '\n", + " 'well along with bulls aapl amzn tsla qqq',\n", + " 'truth f and tsla both build things with four wheels that s about all they '\n", + " 'have in common amzn and jcp both sell goods nothing in common',\n", + " 'blue circle buy now blue circle tsla at 1580 tp1 1720 tp2 1750 tp3 1780 sl '\n", + " '1525 our highly profitable indicator is now out vwapindicator com joeyg spy '\n", + " 'msft amzn qqq',\n", + " 'you know what they say stupid people often don 39 t have a sense of humor '\n", + " 'cause they just don 39 t get it spent part of this morning arguments with '\n", + " 'people who can not get that appl is not a cell phone company tsla is not a '\n", + " 'car company and amzn is not a retailer',\n", + " 'ibio amzn paws what do you think dog face rescue worker s helmet thinking '\n", + " 'face FREE button ATM sign yen banknote rocket hundred points hundred points '\n", + " 'chequered flag OK button buy',\n", + " 'amzn this will be up tomorrow',\n", + " 'spy poor bears desperate for a break from the thrashings now they are '\n", + " 'posting trump s statements hoping that will work what they do not know is '\n", + " 'market has already priced in these things over and over none of this is new '\n", + " 'news aapl amzn tsla',\n", + " 'top sell flow money 07 21 2020 msft spy amzn fb via super stocks app',\n", + " 'spy amzn nvda msft will get worse shutdowns coming panic sell winking face '\n", + " 'bear face',\n", + " 'spy amzn nvda msft cnbc the fuvker want the market to tank they created a '\n", + " 'selloff with some stimulus fake news today and trying more after hours',\n", + " 'dow jones industrial average gains as tech stocks slide aapl msft amzn goog '\n", + " 'fb',\n", + " 'amzn it must be really miserable to go out of your way to be a bear and i am '\n", + " '100 convinced all bears are but hurt because they miss a rally and want to '\n", + " 'get in lower facts',\n", + " 'amzn imagine a world where everyone could be an alpha permabull instead of a '\n", + " 'rainbow bear face',\n", + " 'amzn bullish rocket rocket',\n", + " 'amzn earnings are not until 30th',\n", + " 'tsla amzn the risk vs reward is gonna be fricken amazing dont sleep on these '\n", + " '2 guys the money is about to go insane high',\n", + " 'msft tsla if they beat estimates tomorrow amzn will run and 4k after '\n", + " 'earnings',\n", + " 'uber bearish technicals extremely high valuation losing billions every '\n", + " 'quarter too many legal challenges amzn coming into competition public '\n", + " 'offering tell me one thing that makes you bullish on this just one other '\n", + " 'than betting gambling on the whole market to rally',\n", + " 'shll took a bit of profit to tsla and amzn earnings plays i ll brb face '\n", + " 'blowing a kiss',\n", + " 'amzn why i d love to hear ur reasoning',\n", + " 'aapl amzn fb msft goog how much u s currency is in circulation eye in speech '\n", + " 'bubble as of july 8 2020 there was 1 93 trillion worth of federal reserve '\n", + " 'notes in circulation bomb amp all the rest is printed debt printed into '\n", + " 'existence eyes notice the dollar has been fallen lately amp this does what '\n", + " 'for the markets take your time supersonic melt up in the works',\n", + " 'amzn what s wrong with you beta s why can t u slap that ask so we get 3500',\n", + " 'tsla amzn thanks to the tradersgroup is great net for suggesting hal amp v '\n", + " 'swings slowly grinding my way up i will have 2 trades available tomorrow can '\n", + " '39 t wait also if anyone interested take a look at our trade group',\n", + " 'amzn open tmrw with 30 down',\n", + " 'tsla amzn musical notes i 39 ll follow you down to the eye of the storm '\n", + " 'musical notes woman cartwheeling light skin tone money mouth face',\n", + " 'tech bubble returns on monday amazon rises 8 spy amzn',\n", + " 'amzn amzn anywhere in between or at 3080 3120 a buy trade for 3200',\n", + " 'ba tsla amzn googl aapl us moves one step closer to letting the boeing 737 '\n", + " 'max fly by david koenig ap airlines writer tuesday july 21st 2020 u s safety '\n", + " 'officials are moving closer to letting boeing 39 s grounded 737 max fly '\n", + " 'again the federal aviation administration said tuesday that it will soon '\n", + " 'issue a proposed safety directive for the plane the faa says it will give '\n", + " 'the public 45 days to comment on boeing 39 s proposed changes to the plane '\n", + " 'and pilot training procedures',\n", + " 'your daily news digest for amazon com amzn',\n", + " 'amzn it looks like last week but it isn t i ve been waiting to get long on '\n", + " 'this and today took a bite before close maintained channel as on 7 2 after a '\n", + " 'monster run buying seemed strong to buoy at this level even as spy flatlined '\n", + " 'a lot of unknowns here but sometimes you just have to take a shot',\n", + " 'ba tsla amzn googl aapl so 2 76m in call options from one buyer before 10 '\n", + " '30am last time we started to see this kind of call option volume we ran from '\n", + " '115 to 239 just a bunch of weeks ago the chart is setting up for another '\n", + " 'good looking run and with the 737 certification forthcoming amp january nasa '\n", + " 'boeing quot space x part 2 quot launch we could be seeing 250 300 amp '\n", + " 'thensome aka tesla like boost',\n", + " 'amzn this will come back strong then prob gonna be another massive sell off '\n", + " 'after taking profits this q def beat i personally shop on amazon daily haha',\n", + " 'amzn why red',\n", + " 'tsla snap spy amzn msft whelp nothing to do with the stonks but it has '\n", + " 'everything to do with stonks',\n", + " 'amzn pos stock average is 1770 but this trash doesn 39 t move need it at 10k '\n", + " 'minimum',\n", + " 'tsla amzn musk bezos etc getting richer and richer by several billions daily '\n", + " 'while coronovirus killing the rest of the world and making countless suffer '\n", + " 'a torturous end with a killer chinese virus yup there is a god out there '\n", + " 'rich get richer and richer on hype and speculation but innocent weak and the '\n", + " 'helpless poor ones dying a horrible death thanks for being such a just kind '\n", + " 'god out there o god lol face with tears of joy',\n", + " 'lulu jump on the bandwagon we are going from yoga pants gt jorts and joggers '\n", + " 'gt and now biker shorts 80s spandex for those of you that don 39 t know pay '\n", + " 'attention to the trend next time you 39 re out only difference is now guys '\n", + " 'show off their quot package quot and women have wedgies in the from and back '\n", + " 'camel amzn msft aapl cmg']\n" + ], + "name": "stdout" } ] }, @@ -493,826 +588,1514 @@ "cell_type": "code", "metadata": { "id": "uLppyBIVlLhN", - "colab_type": "code", + "outputId": "09cf1e2c-6119-470b-af2d-541cb6cc0883", "colab": { "base_uri": "https://localhost:8080/", "height": 1000 - }, - "outputId": "37b3881d-5b06-423b-f1bc-ef2109e14db1" + } }, "source": [ "# message_tok = [TweetTokenizer.tokenize(sentence) for sentence in message_p]\n", - "\n", - "\n", - "\n", "tweet_tokenizer = TweetTokenizer()\n", "message_tok = []\n", "for sent in message_p:\n", " message_tok.append(tweet_tokenizer.tokenize(sent))\n", "\n", - "message_tok[100:150]" + "pprint(message_tok[900:950])" ], - "execution_count": null, + "execution_count": 23, "outputs": [ { - "output_type": "execute_result", - "data": { - "text/plain": [ - "[['$',\n", - " 'TSLA',\n", - " 'what',\n", - " 'kind',\n", - " 'of',\n", - " 'leader',\n", - " 'endorses',\n", - " 'shit',\n", - " 'in',\n", - " 'a',\n", - " 'can',\n", - " 'Fuck',\n", - " 'Goya'],\n", - " ['$',\n", - " 'SPCE',\n", - " '$',\n", - " 'TSLA',\n", - " '$',\n", - " 'NKLA',\n", - " 'i',\n", - " 'think',\n", - " 'you',\n", - " 'guys',\n", - " 'should',\n", - " 'move',\n", - " 'some',\n", - " 'of',\n", - " 'those',\n", - " 'winnings',\n", - " 'over',\n", - " 'here',\n", - " 'to',\n", - " '$',\n", - " 'SPCE',\n", - " 'its',\n", - " 'cheap',\n", - " 'atm',\n", - " 'and',\n", - " 'ready',\n", - " 'for',\n", - " 'lift',\n", - " 'off',\n", - " 'If',\n", - " 'you',\n", - " 'dont',\n", - " 'think',\n", - " 'commercialized',\n", - " 'space',\n", - " 'flight',\n", - " 'isnt',\n", - " 'a',\n", - " 'multibillion',\n", - " 'dollar',\n", - " 'business',\n", - " 'then',\n", - " 'your',\n", - " 'out',\n", - " 'of',\n", - " 'your',\n", - " 'mind',\n", - " 'This',\n", - " 'is',\n", - " 'a',\n", - " 'bucket',\n", - " 'list',\n", - " 'type',\n", - " 'of',\n", - " 'attraction',\n", - " 'that',\n", - " 'everyones',\n", - " 'going',\n", - " 'to',\n", - " 'wanna',\n", - " 'do',\n", - " 'Seats',\n", - " 'will',\n", - " 'be',\n", - " 'filled',\n", - " 'for',\n", - " 'years',\n", - " 'to',\n", - " 'come'],\n", - " ['$', 'TSLA', 'what', 'tomorrow', 'it', 'going', 'end', 'realistically'],\n", - " ['$', 'TSLA', 'fuckoff', 'Goya', 'Nobody', 'like', 'your', 'shit', 'anyways'],\n", - " ['$', 'TSLA', 'Goya', 'Shit', 'in', 'a', 'can'],\n", - " ['$', 'TSLA', 'fuck', 'Goya'],\n", - " ['$',\n", - " 'TSLA',\n", - " 'fuck',\n", - " 'off',\n", - " 'Goya',\n", - " 'loversmiddle_finger_dark_skin_tonemiddle_finger_mediumdark_skin_tonemiddle_fingermiddle_finger_medium_skin_tonemiddle_finger_mediumlight_skin_tone'],\n", - " ['$',\n", - " 'TSLA',\n", - " 'did',\n", - " 'u',\n", - " 'see',\n", - " 'the',\n", - " 'volume',\n", - " 'of',\n", - " 'July',\n", - " '24',\n", - " '$',\n", - " '3500',\n", - " 'calls'],\n", - " ['$',\n", - " 'TSLA',\n", - " '26million',\n", - " 'shares',\n", - " 'have',\n", - " 'to',\n", - " 'be',\n", - " 'bought',\n", - " 'on',\n", - " 'deck',\n", - " 'Math',\n", - " 'beats',\n", - " 'all',\n", - " 'emotion'],\n", - " ['$',\n", - " 'TSLA',\n", - " 'Heres',\n", - " 'the',\n", - " 'start',\n", - " 'of',\n", - " 'the',\n", - " 'move',\n", - " 'back',\n", - " 'to',\n", - " 'the',\n", - " '$',\n", - " '1500s',\n", - " 'The',\n", - " 'overall',\n", - " 'markets',\n", - " 'will',\n", - " 'react',\n", - " 'well',\n", - " 'to',\n", - " 'the',\n", - " '$',\n", - " 'NFLX',\n", - " 'call',\n", - " 'and',\n", - " 'that',\n", - " 'should',\n", - " 'give',\n", - " 'a',\n", - " 'boost',\n", - " 'to',\n", - " 'almost',\n", - " 'all',\n", - " 'tech',\n", - " 'This',\n", - " 'happens',\n", - " 'every',\n", - " 'damn',\n", - " 'time',\n", - " 'Bears',\n", - " 'shushing_faceshushing_faceshushing_face'],\n", - " ['$',\n", - " 'TSLA',\n", - " 'hey',\n", - " 'middle_finger_medium_skin_tonemiddle_finger_medium_skin_tonemiddle_finger_dark_skin_tonemiddle_finger_mediumlight_skin_tonemiddle_finger_mediumdark_skin_tone',\n", - " 'punk'],\n", - " ['$', 'TSLA', 'fuck', 'Goya', 'and', 'fuck'],\n", - " ['$',\n", - " 'TSLA',\n", - " 'this',\n", - " 'just',\n", - " 'in',\n", - " 'tesla',\n", - " 'short',\n", - " 'shorts',\n", - " 'sold',\n", - " 'out',\n", - " 'increases',\n", - " 'revenue',\n", - " 'by',\n", - " '10m',\n", - " 'O',\n", - " 'haha'],\n", - " ['$', 'TSLA', 'hey', 'you', 'fucking', 'pussy', 'boy'],\n", - " ['$',\n", - " 'TSLA',\n", - " '$',\n", - " 'SPY',\n", - " 'here',\n", - " 'comes',\n", - " 'powells',\n", - " 'printers',\n", - " 'brr',\n", - " 'brr',\n", - " 'brr'],\n", - " ['$', 'TSLA', 'little', 'pussy', 'bitch', 'fuck'],\n", - " ['$',\n", - " 'TSLA',\n", - " 'another',\n", - " 'super',\n", - " 'pussy',\n", - " 'middle_finger_mediumdark_skin_tonemiddle_finger_mediumdark_skin_tonemiddle_finger_dark_skin_tonemiddle_finger_dark_skin_tonemiddle_finger'],\n", - " ['I',\n", - " 'am',\n", - " 'going',\n", - " 'to',\n", - " 'short',\n", - " 'index',\n", - " 'funds',\n", - " 'hard',\n", - " 'when',\n", - " '$',\n", - " 'TSLA',\n", - " 'join',\n", - " 'SampP',\n", - " '500'],\n", - " ['$',\n", - " 'TSLA',\n", - " 'this',\n", - " 'dropped',\n", - " '$',\n", - " '300',\n", - " 'in',\n", - " 'one',\n", - " 'day',\n", - " 'from',\n", - " '1790and',\n", - " 'has',\n", - " 'been',\n", - " 'pinned',\n", - " 'around',\n", - " 'the',\n", - " 'same',\n", - " 'price',\n", - " 'since',\n", - " 'wondering',\n", - " 'what',\n", - " 'this',\n", - " 'is',\n", - " 'about',\n", - " 'thinking_face'],\n", - " ['$', 'TSLA', '$', '1650', 'or', '$', '1400'],\n", - " ['$',\n", - " 'TSLA',\n", - " 'fuck',\n", - " 'Goya',\n", - " 'Would',\n", - " 'never',\n", - " 'buy',\n", - " 'that',\n", - " 'dog',\n", - " 'food',\n", - " 'shit',\n", - " 'before',\n", - " 'and',\n", - " 'surely',\n", - " 'not',\n", - " 'now',\n", - " 'with',\n", - " 'president',\n", - " 'orange',\n", - " 'man',\n", - " 'endorsement',\n", - " 'Fucking',\n", - " 'joke',\n", - " 'of',\n", - " 'a',\n", - " 'president'],\n", - " ['$',\n", - " 'TSLA',\n", - " 'we',\n", - " 'can',\n", - " 'potentially',\n", - " 'see',\n", - " 'a',\n", - " 'gap',\n", - " 'up',\n", - " 'tomorrow'],\n", - " ['$',\n", - " 'TSLA',\n", - " 'with',\n", - " 'the',\n", - " 'recent',\n", - " 'increase',\n", - " 'in',\n", - " 'pps',\n", - " 'wouldnt',\n", - " 'an',\n", - " 'earnings',\n", - " 'beat',\n", - " 'already',\n", - " 'be',\n", - " 'priced',\n", - " 'in'],\n", - " ['$', 'TSLA', 'What', 'the', 'hell', 'and', 'amzn'],\n", - " ['$',\n", - " 'TSLA',\n", - " 'will',\n", - " 'have',\n", - " 'the',\n", - " 'Friday',\n", - " 'excitement',\n", - " 'and',\n", - " 'be',\n", - " 'at',\n", - " '1650',\n", - " 'by',\n", - " 'the',\n", - " 'end',\n", - " 'of',\n", - " 'the',\n", - " 'day'],\n", - " ['$', 'TSLA', 'someone', 'is', 'playing', 'games', 'with', 'TESLA', 'Stock'],\n", - " ['$',\n", - " 'TSLA',\n", - " 'OMG',\n", - " 'ANY',\n", - " 'NEWS',\n", - " 'DID',\n", - " 'ELON',\n", - " 'TWEET',\n", - " 'AFTER',\n", - " 'HOURS',\n", - " 'OMG'],\n", - " ['$', 'TSLA', 'This', 'just', 'in', 'Tomorrow', 'is', 'FOMO', 'Friday'],\n", - " ['$',\n", - " 'TSLA',\n", - " 'Whos',\n", - " 'excited',\n", - " 'for',\n", - " 'earningsbeaming_face_with_smiling_eyesbeaming_face_with_smiling_eyesbeaming_face_with_smiling_eyesbeaming_face_with_smiling_eyes'],\n", - " ['$',\n", - " 'TSLA',\n", - " 'this',\n", - " 'will',\n", - " 'drop',\n", - " 'hard',\n", - " 'if',\n", - " 'ER',\n", - " 'miss',\n", - " 'next',\n", - " 'week',\n", - " 'Wont',\n", - " 'be',\n", - " 'slap',\n", - " 'on',\n", - " 'the',\n", - " 'wrist',\n", - " 'like',\n", - " '$',\n", - " 'NFLX',\n", - " 'Elon',\n", - " 'will',\n", - " 'have',\n", - " 'to',\n", - " 'stop',\n", - " 'selling',\n", - " 'short',\n", - " 'shorts',\n", - " 'as',\n", - " 'early',\n", - " 'ad',\n", - " 'next',\n", - " 'week',\n", - " 'face_with_tears_of_joy'],\n", - " ['$', 'TSLA', 'Tesla', 'is', 'going', 'to', 'destroy', 'earnings'],\n", - " ['$',\n", - " 'TSLA',\n", - " 'I',\n", - " 'need',\n", - " 'your',\n", - " 'help',\n", - " 'to',\n", - " 'move',\n", - " 'out',\n", - " 'the',\n", - " 'hood',\n", - " 'lmao',\n", - " 'so',\n", - " 'please',\n", - " 'do',\n", - " 'good',\n", - " 'from',\n", - " 'now',\n", - " 'on',\n", - " 'Be',\n", - " 'silent',\n", - " 'and',\n", - " 'deadly',\n", - " 'lol'],\n", - " ['$', 'TSLA', 'Price', 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['$',\n", - " 'TSLA',\n", - " 'love',\n", - " 'how',\n", - " 'my',\n", - " 'limit',\n", - " 'order',\n", - " 'sale',\n", - " 'missed',\n", - " 'by',\n", - " 'like',\n", - " '25',\n", - " 'cents',\n", - " 'and',\n", - " 'now',\n", - " 'Im',\n", - " 'down',\n", - " 'this',\n", - " 'week',\n", - " 'by',\n", - " '$',\n", - " '29999'],\n", - " ['$',\n", - " 'NFLX',\n", - " 'Difference',\n", - " 'between',\n", - " 'this',\n", - " 'and',\n", - " '$',\n", - " 'TSLA',\n", - " '$',\n", - " 'TSLA',\n", - " 'only',\n", - " 'someone',\n", - " 'rich',\n", - " 'can',\n", - " 'afford'],\n", - " ['$', 'TSLA', 'I', 'tried', 'to', 'tell', 'people', 'sigh'],\n", - " ['$',\n", - " 'TSLA',\n", - " 'My',\n", - " 'Uber',\n", - " 'driver',\n", - " 'said',\n", - " 'hes',\n", - " 'day',\n", - " 'trading',\n", - " 'TSLA',\n", - " 'That',\n", - " 'says',\n", - " 'it',\n", - " 'all'],\n", - " ['$', 'TSLA', '$', '2000', 'tomorrow'],\n", - " ['$',\n", - " 'WKHS',\n", - " '$',\n", - " 'IDEX',\n", - " '$',\n", - " 'TSLA',\n", - " '$',\n", - " 'GNUS',\n", - " '$',\n", - " 'BOXL',\n", - " 'Well',\n", - " 'I',\n", - " 'see',\n", - " 'it',\n", - " 'once',\n", - " 'again',\n", - " 'these',\n", - " 'scam',\n", - " 'nerds',\n", - " 'who',\n", - " 'post',\n", - " 'quotmade',\n", - " 'entryquot',\n", - " 'on',\n", - " '100',\n", - " 'tickers',\n", - " 'THEN',\n", - " 'when',\n", - " 'the',\n", - " 'ticker',\n", - " 'pops',\n", - " 'they',\n", - " 'use',\n", - " 'their',\n", - " 'little',\n", - " 'spams',\n", - " 'for',\n", - " 'clout',\n", - " 'and',\n", - " 'to',\n", - " 'try',\n", - " 'and',\n", - " 'get',\n", - " 'YOU',\n", - " 'noob',\n", - " 'or',\n", - " 'amateur',\n", - " 'or',\n", - " 'whoever',\n", - " 'it',\n", - " 'may',\n", - " 'be',\n", - " 'to',\n", - " 'buy',\n", - " 'their',\n", - " 'stupid',\n", - " 'subscriptions',\n", - " 'please',\n", - " 'don',\n", - " '39t',\n", - " 'fall',\n", - " 'for',\n", - " 'that',\n", - " 'No',\n", - " 'trader',\n", - " 'no',\n", - " 'matter',\n", - " 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'BABA',\n", - " '$',\n", - " 'AMZN',\n", - " '$',\n", - " 'TSLA'],\n", - " ['$', 'TSLA', 'pump', 'it', 'up', 'guys', '$', '1600', 'AH'],\n", - " ['$', 'TSLA', 'Big', 'DEALBACK', 'to', 'July', '2OHH', 'AHHH'],\n", - " ['$',\n", - " 'TSLA',\n", - " 'when',\n", - " 'Elon',\n", - " 'will',\n", - " 'pull',\n", - " 'rabbit',\n", - " 'out',\n", - " 'of',\n", - " 'the',\n", - " 'hat',\n", - " 'Need',\n", - " 'his',\n", - " 'tweet',\n", - " 'badly'],\n", - " ['$',\n", - " 'TSLA',\n", - " 'who',\n", - " 'bought',\n", - " 'more',\n", - " 'today',\n", - " 'My',\n", - " 'hunch',\n", - " 'is',\n", - " 'that',\n", - " 'today',\n", - " 'was',\n", - " 'your',\n", - " 'last',\n", - " 'big',\n", - " 'opportunity',\n", - " 'before',\n", - " 'the',\n", - " 'boom',\n", - " 'we',\n", - " 'shall',\n", - " 'see']]" - ] - }, - "metadata": { - "tags": [] - }, - "execution_count": 13 + "output_type": "stream", + "text": [ + "[['amzn',\n", + " 'new',\n", + " 'article',\n", + " 'with',\n", + " 'stops',\n", + " 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'aka',\n", + " 'tesla',\n", + " 'like',\n", + " 'boost'],\n", + " ['amzn',\n", + " 'this',\n", + " 'will',\n", + " 'come',\n", + " 'back',\n", + " 'strong',\n", + " 'then',\n", + " 'prob',\n", + " 'gonna',\n", + " 'be',\n", + " 'another',\n", + " 'massive',\n", + " 'sell',\n", + " 'off',\n", + " 'after',\n", + " 'taking',\n", + " 'profits',\n", + " 'this',\n", + " 'q',\n", + " 'def',\n", + " 'beat',\n", + " 'i',\n", + " 'personally',\n", + " 'shop',\n", + " 'on',\n", + " 'amazon',\n", + " 'daily',\n", + " 'haha'],\n", + " ['amzn', 'why', 'red'],\n", + " ['tsla',\n", + " 'snap',\n", + " 'spy',\n", + " 'amzn',\n", + " 'msft',\n", + " 'whelp',\n", + " 'nothing',\n", + " 'to',\n", + " 'do',\n", + " 'with',\n", + " 'the',\n", + " 'stonks',\n", + " 'but',\n", + " 'it',\n", + " 'has',\n", + " 'everything',\n", + " 'to',\n", + " 'do',\n", + " 'with',\n", + " 'stonks'],\n", + " ['amzn',\n", + " 'pos',\n", + " 'stock',\n", + " 'average',\n", + " 'is',\n", + " '1770',\n", + " 'but',\n", + " 'this',\n", + " 'trash',\n", + " 'doesn',\n", + " '39',\n", + " 't',\n", + " 'move',\n", + " 'need',\n", + " 'it',\n", + " 'at',\n", + " '10k',\n", + " 'minimum'],\n", + " ['tsla',\n", + " 'amzn',\n", + " 'musk',\n", + " 'bezos',\n", + " 'etc',\n", + " 'getting',\n", + " 'richer',\n", + " 'and',\n", + " 'richer',\n", + " 'by',\n", + " 'several',\n", + " 'billions',\n", + " 'daily',\n", + " 'while',\n", + " 'coronovirus',\n", + " 'killing',\n", + " 'the',\n", + " 'rest',\n", + " 'of',\n", + " 'the',\n", + " 'world',\n", + " 'and',\n", + " 'making',\n", + " 'countless',\n", + " 'suffer',\n", + " 'a',\n", + " 'torturous',\n", + " 'end',\n", + " 'with',\n", + " 'a',\n", + " 'killer',\n", + " 'chinese',\n", + " 'virus',\n", + " 'yup',\n", + " 'there',\n", + " 'is',\n", + " 'a',\n", + " 'god',\n", + " 'out',\n", + " 'there',\n", + " 'rich',\n", + " 'get',\n", + " 'richer',\n", + " 'and',\n", + " 'richer',\n", + " 'on',\n", + " 'hype',\n", + " 'and',\n", + " 'speculation',\n", + " 'but',\n", + " 'innocent',\n", + " 'weak',\n", + " 'and',\n", + " 'the',\n", + " 'helpless',\n", + " 'poor',\n", + " 'ones',\n", + " 'dying',\n", + " 'a',\n", + " 'horrible',\n", + " 'death',\n", + " 'thanks',\n", + " 'for',\n", + " 'being',\n", + " 'such',\n", + " 'a',\n", + " 'just',\n", + " 'kind',\n", + " 'god',\n", + " 'out',\n", + " 'there',\n", + " 'o',\n", + " 'god',\n", + " 'lol',\n", + " 'face',\n", + " 'with',\n", + " 'tears',\n", + " 'of',\n", + " 'joy'],\n", + " ['lulu',\n", + " 'jump',\n", + " 'on',\n", + " 'the',\n", + " 'bandwagon',\n", + " 'we',\n", + " 'are',\n", + " 'going',\n", + " 'from',\n", + " 'yoga',\n", + " 'pants',\n", + " 'gt',\n", + " 'jorts',\n", + " 'and',\n", + " 'joggers',\n", + " 'gt',\n", + " 'and',\n", + " 'now',\n", + " 'biker',\n", + " 'shorts',\n", + " '80s',\n", + " 'spandex',\n", + " 'for',\n", + " 'those',\n", + " 'of',\n", + " 'you',\n", + " 'that',\n", + " 'don',\n", + " '39',\n", + " 't',\n", + " 'know',\n", + " 'pay',\n", + " 'attention',\n", + " 'to',\n", + " 'the',\n", + " 'trend',\n", + " 'next',\n", + " 'time',\n", + " 'you',\n", + " '39',\n", + " 're',\n", + " 'out',\n", + " 'only',\n", + " 'difference',\n", + " 'is',\n", + " 'now',\n", + " 'guys',\n", + " 'show',\n", + " 'off',\n", + " 'their',\n", + " 'quot',\n", + " 'package',\n", + " 'quot',\n", + " 'and',\n", + " 'women',\n", + " 'have',\n", + " 'wedgies',\n", + " 'in',\n", + " 'the',\n", + " 'from',\n", + " 'and',\n", + " 'back',\n", + " 'camel',\n", + " 'amzn',\n", + " 'msft',\n", + " 'aapl',\n", + " 'cmg']]\n" + ], + "name": "stdout" } ] }, @@ -1320,12 +2103,11 @@ "cell_type": "code", "metadata": { "id": "vc9RqHYUEsxB", - "colab_type": "code", + "outputId": "06eaafa3-9b30-48aa-c0a2-24b1104d2bef", "colab": { "base_uri": "https://localhost:8080/", "height": 1000 - }, - "outputId": "4a34cc2d-3e84-42a1-eb4c-ad0eb17ac2b2" + } }, "source": [ "# Removing stopwords\n", @@ -1338,1114 +2120,921 @@ " filtered_sentence = [w for w in tokens if not w in stop_words]\n", " message_sw.append(filtered_sentence)\n", "\n", - "pprint(message_sw[100:150])" + "pprint(message_sw[900:950])" ], - "execution_count": null, + "execution_count": 24, "outputs": [ { "output_type": "stream", "text": [ - "[['$', 'PG', 'Great', 'things', 'never', 'came', 'comfort', 'zones'],\n", - " ['$', 'PG', 'eyes', 'baby'],\n", - " ['Peak',\n", - " 'profit',\n", + "[nltk_data] Downloading package stopwords to /root/nltk_data...\n", + "[nltk_data] Unzipping corpora/stopwords.zip.\n", + "[['amzn',\n", + " 'new',\n", + " 'article',\n", + " 'stops',\n", + " 'amazon',\n", + " 'rover',\n", + " 'convoy',\n", + " 'vp',\n", + " 'kristen',\n", + " 'forecki',\n", + " 'shares',\n", + " 'map',\n", + " 'success'],\n", + " ['amzn', 'hope', 'opens', '3200', 'tomorrow'],\n", + " ['amzn',\n", + " 'comparing',\n", + " 'growth',\n", + " 'rate',\n", " 'last',\n", - " '6',\n", - " 'expired',\n", - " 'option',\n", - " 'alerts',\n", - " '$',\n", - " 'PG',\n", - " '22.05',\n", - " '|',\n", - " '100.89',\n", - " '|',\n", - " '-97.27',\n", - " '|',\n", - " '34.38',\n", - " '|',\n", - " '93.75',\n", - " '|',\n", - " '50.00',\n", - " '|'],\n", - " ['$',\n", - " 'PG',\n", - " '[',\n", - " 'Jul-17',\n", - " '122.00',\n", - " 'Puts',\n", - " ']',\n", - " 'Option',\n", - " 'volume',\n", - " 'Up',\n", - " '+1633.33',\n", - " '%',\n", - " '|',\n", - " 'Volume',\n", - " ':',\n", - " '156',\n", - " 'vs',\n", - " '9'],\n", - " ['$',\n", - " 'PG',\n", - " 'maintains',\n", - " 'quarterly',\n", - " 'dividend',\n", - " '$',\n", - " '0.7907',\n", + " '5',\n", + " 'years',\n", + " 'rate',\n", + " 'upcoming',\n", + " '2',\n", + " 'years',\n", + " 'see',\n", + " 'growth'],\n", + " ['raising',\n", + " 'hands',\n", + " 'please',\n", + " 'check',\n", + " 'daily',\n", + " 'watchlist',\n", + " 'recap',\n", + " 'raising',\n", + " 'hands',\n", + " 'money',\n", + " 'bag',\n", + " 'total',\n", + " 'dollar',\n", " 'per',\n", " 'share',\n", - " ';',\n", - " 'equating',\n", - " 'annualized',\n", - " 'yield',\n", - " '2.5',\n", - " '%'],\n", - " ['Closing',\n", - " 'Bell',\n", - " 'today',\n", - " '(',\n", - " '7/15/2020',\n", - " ')',\n", - " ':',\n", - " '$',\n", - " 'MCD',\n", - " '$',\n", - " 'VZ',\n", - " '$',\n", - " 'PG',\n", - " 'stock',\n", - " 'suggestions',\n", - " 'selling',\n", - " 'short',\n", - " '.',\n", - " 'More',\n", - " 'information',\n", - " 'sell',\n", - " 'price',\n", - " 'range',\n", - " ',',\n", - " 'charts',\n", - " ',',\n", - " 'expected',\n", - " 'sell',\n", - " 'returns',\n", - " 'option',\n", + " 'potential',\n", + " '273',\n", + " '72',\n", + " 'money',\n", + " 'bag',\n", + " 'thumbs',\n", + " 'please',\n", + " 'follow',\n", + " 'turn',\n", + " 'notifications',\n", + " 'see',\n", + " 'posts',\n", + " 'thumbs',\n", + " 'chart',\n", + " 'increasing',\n", + " 'please',\n", + " 'also',\n", + " 'see',\n", + " 'educational',\n", + " 'videos',\n", + " 'found',\n", + " 'chart',\n", + " 'increasing',\n", + " 'youtube',\n", + " 'com',\n", + " 'unitedtraderschannel',\n", + " 'tsla',\n", + " 'amzn',\n", + " 'ibm',\n", + " 'cmg',\n", + " 'snap'],\n", + " ['amzn', 'trump', 'quot', 'covid', 'get', 'worse', 'gets', 'better', 'quot'],\n", + " ['aapl',\n", + " 'amzn',\n", + " 'fb',\n", + " 'msft',\n", + " 'goog',\n", + " 'mnuchin',\n", + " 'says',\n", + " 'productive',\n", + " 'meeting',\n", + " 'pelosi',\n", + " 'schumer',\n", + " 'hopes',\n", + " 'get',\n", + " 'new',\n", + " 'covid',\n", + " 'bill',\n", + " 'passes',\n", + " 'end',\n", + " 'july',\n", + " 'quot',\n", + " 'hopes',\n", + " 'quot',\n", + " 'amp',\n", + " 'hope',\n", + " '39',\n", + " 'come',\n", + " 'thru',\n", + " 'markets',\n", + " 'feel',\n", + " 'pain',\n", + " 'trump',\n", + " '104',\n", + " 'days',\n", + " 'voting',\n", + " 'day',\n", + " 'amp',\n", + " 'markets',\n", + " 'crash',\n", + " 'come',\n", + " 'election',\n", + " 'time',\n", + " 'likely',\n", + " 'lose',\n", + " 'phase',\n", + " '4',\n", + " 'stimulus',\n", + " 'better',\n", + " 'overshoot',\n", + " 'amp',\n", + " 'flood',\n", + " 'money',\n", + " 'otherwise',\n", + " 'causes',\n", + " 'trump',\n", + " '1',\n", + " 'term',\n", + " 'president'],\n", + " ['prts',\n", + " 'e',\n", + " 'commerce',\n", + " 'stocks',\n", + " 'easily',\n", + " 'beat',\n", + " 'revenue',\n", + " 'estimates',\n", + " 'q2',\n", + " 'raise',\n", + " 'estimates',\n", + " 'q3',\n", + " 'trend',\n", + " 'continue',\n", + " 'many',\n", + " 'months',\n", + " 'unemployment',\n", + " 'time',\n", + " 'highs',\n", + " 'lower',\n", " 'prices',\n", - " 'given',\n", - " 'Closing',\n", - " 'Bell',\n", - " 'video',\n", - " '(',\n", - " '7/14/2020',\n", - " ')',\n", - " ',',\n", - " 'JusTrading',\n", - " 'YouTube',\n", - " 'channel',\n", - " ',',\n", - " 'check',\n", - " '.',\n", - " 'If',\n", - " 'would',\n", - " 'like',\n", - " 'daily',\n", - " 'suggested',\n", + " 'online',\n", + " 'customer',\n", + " 'convenience',\n", + " 'free',\n", + " 'shipping',\n", + " 'push',\n", + " 'highest',\n", + " 'quality',\n", + " 'e',\n", + " 'commerce',\n", " 'stocks',\n", - " 'report',\n", - " ',',\n", - " 'join',\n", + " 'years',\n", + " 'come',\n", " 'us',\n", - " 'Patreon',\n", - " 'Collaborator',\n", - " ',',\n", - " 'Supporter',\n", - " 'Winner',\n", - " '.',\n", - " 'Thank',\n", - " 'You',\n", - " '!',\n", - " '(',\n", - " 'Part',\n", - " '3',\n", - " ')'],\n", - " ['Last',\n", - " 'Strong',\n", - " '#',\n", - " 'Russell1000',\n", - " '$',\n", - " 'RUI',\n", - " '#',\n", - " 'mega',\n", - " '#',\n", - " 'stocks',\n", - " 'Technical',\n", - " 'Analysis',\n", - " 'today',\n", - " ':',\n", - " '$',\n", - " 'PG'],\n", - " ['Last',\n", - " 'Strong',\n", - " '#',\n", - " 'USMarkets',\n", - " '#',\n", - " 'mega',\n", - " '#',\n", - " 'stocks',\n", - " 'Technical',\n", - " 'Analysis',\n", + " 'auto',\n", + " 'parts',\n", + " 'trading',\n", + " 'huge',\n", + " 'discount',\n", + " 'peers',\n", + " 'among',\n", + " 'highest',\n", + " 'growth',\n", + " 'rates',\n", + " 'w',\n", + " 'chwy',\n", + " 'amzn',\n", + " 'etsy',\n", + " 'see',\n", + " 'twenty'],\n", + " ['qqq',\n", + " 'soxx',\n", + " 'tsla',\n", + " 'amzn',\n", + " 'fb',\n", + " 'finished',\n", " 'today',\n", - " ':',\n", - " '$',\n", - " 'PG',\n", - " '$',\n", - " 'NVS'],\n", - " ['$',\n", - " 'PG',\n", - " 'announced',\n", - " 'dividend',\n", - " '(',\n", - " 'Procter',\n", - " '&',\n", - " 'amp',\n", - " ';',\n", - " 'Gamble',\n", - " 'Company',\n", - " '(',\n", - " 'The',\n", - " ')',\n", - " ')'],\n", - " ['Updated',\n", - " 'ratings',\n", - " 'Procter',\n", - " 'Gamble',\n", - " '(',\n", - " '$',\n", - " 'PG',\n", - " ')',\n", - " ',',\n", - " 'ETRADE…',\n", - " '#',\n", - " 'insidertrading',\n", - " '#',\n", + " '39',\n", + " 'sentiment',\n", + " 'report',\n", + " 'tomorrow',\n", + " 'points',\n", + " '320',\n", + " '330',\n", + " 'trading',\n", + " 'range',\n", + " '325',\n", + " '328',\n", + " 'probable',\n", + " 'close',\n", + " 'care',\n", + " 'learn',\n", + " 'trade',\n", + " 'feel',\n", + " 'free',\n", + " 'subscribe',\n", + " 'free',\n", + " 'weekly',\n", + " 'daily',\n", + " 'reports',\n", + " 'find',\n", + " 'public',\n", + " 'email',\n", + " 'listed',\n", + " 'account',\n", + " 'cheers'],\n", + " ['amzn', '3250', 'eow'],\n", + " ['amzn'],\n", + " ['qqq', 'aapl', 'tsla', 'spy', 'amzn', 'lmao', 'mmhm', 'see', 'march', 'lows'],\n", + " ['amzn',\n", + " 'tech',\n", + " 'stay',\n", + " 'home',\n", " 'stocks',\n", - " '#',\n", - " 'fintechnews'],\n", - " ['DOW',\n", - " '30',\n", - " 'Stocks',\n", - " 'highest',\n", - " 'Price',\n", - " 'Range',\n", - " 'Ratio',\n", - " ':',\n", - " '$',\n", - " 'HD',\n", - " '$',\n", - " 'WMT',\n", - " '$',\n", - " 'AAPL',\n", - " '$',\n", - " 'UNH',\n", - " '$',\n", - " 'PG'],\n", - " ['$',\n", - " 'PG',\n", - " 'NEW',\n", - " 'ARTICLE',\n", - " ':',\n", - " 'P',\n", - " '&',\n", - " 'amp',\n", - " ';',\n", - " 'G',\n", - " 'Declares',\n", - " 'Quarterly',\n", - " 'Dividend'],\n", - " ['Procter',\n", - " '&',\n", - " 'amp',\n", - " ';',\n", - " 'Gamble',\n", - " 'Co',\n", - " '(',\n", - " 'NYSE',\n", - " ':',\n", - " 'PG',\n", - " ')',\n", - " 'Issue',\n", - " '$',\n", - " '0.79',\n", - " 'Quarterly',\n", - " 'Dividend',\n", - " '$',\n", - " 'PG',\n", - " '#',\n", - " 'PG'],\n", - " ['Procter',\n", - " '&',\n", - " 'amp',\n", - " ';',\n", - " 'Gamble',\n", - " 'announces',\n", - " 'quarterly',\n", - " 'dividend',\n", - " '$',\n", - " '0.7907',\n", - " '.',\n", - " 'Payable',\n", - " '8/17/2020',\n", - " '.',\n", - " '2.53',\n", - " '%',\n", - " 'Yield',\n", - " '.',\n", - " '$',\n", - " 'PG'],\n", - " ['$',\n", - " 'PG',\n", - " 'selected',\n", - " '$',\n", - " 'GOOG',\n", - " 'Cloud',\n", - " 'data',\n", - " 'analytics',\n", - " '&',\n", - " 'amp',\n", - " ';',\n", - " 'AI',\n", - " 'technology',\n", - " 'enable',\n", - " 'personalized',\n", - " 'experiences',\n", - " 'consumers',\n", - " '.',\n", - " 'Through',\n", - " 'new',\n", - " 'collaboration',\n", - " ',',\n", - " 'P',\n", - " '&',\n", - " 'amp',\n", - " ';',\n", - " 'G',\n", - " 'able',\n", - " 'leverage',\n", - " 'consumer',\n", - " 'media',\n", - " 'data',\n", - " 'innovate',\n", - " 'product',\n", - " 'experiences',\n", - " 'enrich',\n", - " 'shopping',\n", - " 'journey',\n", - " 'existing',\n", + " 'pattern',\n", + " 'pump',\n", + " 'tomorrow',\n", + " 'healthy',\n", + " 'pullback'],\n", + " ['gnus', 'merchandise', 'sold', 'website', 'amzn', 'website'],\n", + " ['spy',\n", + " '39',\n", + " 'bubble',\n", + " 'fact',\n", + " 'bears',\n", + " 'continually',\n", + " 'lost',\n", + " 'money',\n", + " 'gives',\n", + " 'feeling',\n", + " 'check',\n", + " 'vix',\n", + " 'channel',\n", + " 'last',\n", + " 'months',\n", + " 'clear',\n", + " 'trending',\n", + " 'pattern',\n", + " 'showing',\n", " 'new',\n", - " 'consumers',\n", - " '.',\n", - " '$',\n", - " 'AMD',\n", - " '&',\n", - " 'amp',\n", - " ';',\n", - " '$',\n", - " 'GOOGL',\n", - " 'Cloud',\n", - " 'announce',\n", - " 'beta',\n", - " 'availability',\n", - " 'Confidential',\n", - " 'Virtual',\n", - " 'Machines',\n", - " 'Google',\n", - " 'Compute',\n", - " 'Engine',\n", - " 'powered',\n", - " '2nd',\n", - " 'Gen',\n", - " 'AMD',\n", - " 'EPYC',\n", - " 'processors',\n", - " ',',\n", - " 'taking',\n", - " 'advantage',\n", - " 'processors',\n", - " '&',\n", - " '#',\n", + " 'bull',\n", + " 'market',\n", + " 'getting',\n", + " 'started',\n", + " 'bear',\n", + " 'money',\n", + " 'easily',\n", + " 'parted',\n", + " 'algos',\n", + " 'using',\n", + " 'well',\n", + " 'along',\n", + " 'bulls',\n", + " 'aapl',\n", + " 'amzn',\n", + " 'tsla',\n", + " 'qqq'],\n", + " ['truth',\n", + " 'f',\n", + " 'tsla',\n", + " 'build',\n", + " 'things',\n", + " 'four',\n", + " 'wheels',\n", + " 'common',\n", + " 'amzn',\n", + " 'jcp',\n", + " 'sell',\n", + " 'goods',\n", + " 'nothing',\n", + " 'common'],\n", + " ['blue',\n", + " 'circle',\n", + " 'buy',\n", + " 'blue',\n", + " 'circle',\n", + " 'tsla',\n", + " '1580',\n", + " 'tp1',\n", + " '1720',\n", + " 'tp2',\n", + " '1750',\n", + " 'tp3',\n", + " '1780',\n", + " 'sl',\n", + " '1525',\n", + " 'highly',\n", + " 'profitable',\n", + " 'indicator',\n", + " 'vwapindicator',\n", + " 'com',\n", + " 'joeyg',\n", + " 'spy',\n", + " 'msft',\n", + " 'amzn',\n", + " 'qqq'],\n", + " ['know',\n", + " 'say',\n", + " 'stupid',\n", + " 'people',\n", + " 'often',\n", " '39',\n", - " ';',\n", - " 'advanced',\n", - " 'security',\n", - " 'features',\n", - " '.',\n", - " 'The',\n", - " 'first',\n", - " 'product',\n", - " 'Google',\n", - " 'Cloud',\n", - " 'Confidential',\n", - " 'Computing',\n", - " 'portfolio',\n", - " ',',\n", - " 'Confidential',\n", - " 'VMs',\n", - " ',',\n", - " 'enables',\n", - " 'customers',\n", - " 'first',\n", - " 'time',\n", - " 'encrypt',\n", - " 'data',\n", - " 'in-use',\n", - " 'processed',\n", - " 'rest',\n", - " 'in-transit',\n", - " '.',\n", - " 'Based',\n", - " 'N2D',\n", - " 'family',\n", - " 'VMs',\n", - " 'Google',\n", - " 'Compute',\n", - " 'Engine',\n", - " ',',\n", - " 'Confidential',\n", - " 'VMs',\n", - " 'provide',\n", - " 'customers',\n", - " 'high',\n", - " 'performance',\n", - " 'processing',\n", - " 'demanding',\n", - " 'computational',\n", - " 'tasks',\n", - " 'enable',\n", - " 'encryption',\n", - " 'even',\n", - " 'sensitive',\n", - " 'data',\n", - " 'cloud',\n", - " 'processed',\n", - " '.'],\n", - " ['$', 'PG', 'P', '&', 'amp', ';', 'G', 'Declares', 'Quarterly', 'Dividend'],\n", - " ['$', 'PG', 'filed', 'SEC', 'Regulated', 'Disclosure', 'Financial', 'Exhibit'],\n", - " ['Procter',\n", - " '&',\n", - " 'amp',\n", - " ';',\n", - " 'Gamble',\n", - " 'Company',\n", - " ':',\n", - " 'July',\n", - " '2020',\n", - " 'Dividend',\n", - " 'Press',\n", - " 'Release',\n", - " 'News',\n", - " 'Release',\n", - " '$',\n", - " 'PG'],\n", - " ['$',\n", - " 'PG',\n", - " '[',\n", - " '15s',\n", - " '.',\n", - " 'delayed',\n", - " ']',\n", - " ':',\n", - " 'Issued',\n", - " 'Press',\n", - " 'Release',\n", - " 'July',\n", - " '14',\n", - " ',',\n", - " '16:15:00',\n", - " ':',\n", - " 'P',\n", - " '&',\n", - " 'amp',\n", - " ';',\n", - " 'G',\n", - " 'Declares',\n", - " 'Quarterly',\n", - " 'Dividend'],\n", - " ['$',\n", - " 'PG',\n", - " '[',\n", - " '15s',\n", - " '.',\n", - " 'delayed',\n", - " ']',\n", - " 'filed',\n", - " 'form',\n", - " '8-K',\n", - " 'July',\n", - " '14',\n", - " ',',\n", - " '16:16:47'],\n", - " ['$',\n", - " 'PG',\n", - " 'Form',\n", - " '8-K',\n", - " ':',\n", - " 'REGULATION',\n", - " 'FD',\n", - " 'DISCLOSURE',\n", - " 'On',\n", - " 'July',\n", - " '14',\n", - " ',',\n", + " 'sense',\n", + " 'humor',\n", + " 'cause',\n", + " '39',\n", + " 'get',\n", + " 'spent',\n", + " 'part',\n", + " 'morning',\n", + " 'arguments',\n", + " 'people',\n", + " 'get',\n", + " 'appl',\n", + " 'cell',\n", + " 'phone',\n", + " 'company',\n", + " 'tsla',\n", + " 'car',\n", + " 'company',\n", + " 'amzn',\n", + " 'retailer'],\n", + " ['ibio',\n", + " 'amzn',\n", + " 'paws',\n", + " 'think',\n", + " 'dog',\n", + " 'face',\n", + " 'rescue',\n", + " 'worker',\n", + " 'helmet',\n", + " 'thinking',\n", + " 'face',\n", 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'quarterly',\n", - " 'report',\n", - " '30th',\n", - " 'July',\n", - " '2020',\n", - " '.',\n", - " 'Volume',\n", - " 'Indicator',\n", - " ':',\n", - " 'Procter',\n", - " 'Gamble…'],\n", - " ['Late',\n", - " 'Night',\n", - " 'Read',\n", - " '!',\n", - " 'Updated',\n", - " '7/10',\n", - " 'RE-VAMPED',\n", - " 'Top',\n", - " '5',\n", - " 'Foundation',\n", - " 'Dividend',\n", - " 'Stocks',\n", - " 'YOUR',\n", - " 'Portfolio',\n", - " '!',\n", - " '3',\n", - " '5',\n", - " 'look',\n", - " 'undervalued',\n", - " '!',\n", - " 'List',\n", - " 'includes',\n", - " ':',\n", - " '-Johnson',\n", - " '&',\n", - " 'amp',\n", - " ';',\n", - " 'Johnson',\n", - " '$',\n", - " 'JNJ',\n", - " '-McDonald',\n", - " '&',\n", - " '#',\n", - " '39',\n", - " ';',\n", - " '$',\n", - " 'MCD',\n", - " '-ConEd',\n", - " '$',\n", - " 'ED',\n", - " '-AT',\n", - " '&',\n", - " 'amp',\n", - " ';',\n", - " 'T',\n", - " '$',\n", - " 'T',\n", - " '-Procter',\n", - " 'Gamble',\n", - " '$',\n", - " 'PG'],\n", - " ['Procter',\n", - " 'Gamble',\n", - " '(',\n", - " '$',\n", - " 'PG',\n", - " ')',\n", - " 'financial',\n", - " 'leverage',\n", - " ':',\n", - " 'VERY',\n", - " 'STRONG',\n", - " '.',\n", - " 'Current…',\n", - " '#',\n", - " 'trading',\n", - " '#',\n", - " 'ideas',\n", - " '#',\n", - " 'stocks'],\n", - " ['$', 'CRON', ',', '$', 'PG', 'Simple', 'Rule', 'To', 'eye', 'stocks'],\n", - " ['Your', 'daily', 'News', 'digest', 'Procter', 'Gamble', 'Company', '$', 'PG'],\n", - " ['$',\n", - " 'PGM.CA',\n", - " 'analyzed',\n", - " '4',\n", - " 'analysts',\n", - " '.',\n", - " 'The',\n", - " 'buy',\n", - " 'consensus',\n", - " '80',\n", - " '%',\n", - " '.',\n", - " 'So',\n", - " 'analysts',\n", - " 'seem',\n", - " 'mildly',\n", - " 'confident',\n", - " '$',\n", - " 'PG',\n", - " '...'],\n", - " ['$',\n", - " 'PG',\n", + " 'volume',\n", + " 'ran',\n", + " '115',\n", + " '239',\n", + " 'bunch',\n", + " 'weeks',\n", + " 'ago',\n", + " 'chart',\n", + " 'setting',\n", + " 'another',\n", " 'good',\n", - " 'COVID',\n", - " 'stock',\n", " 'looking',\n", - " 'likely',\n", - " 'realise',\n", + " 'run',\n", + " '737',\n", + " 'certification',\n", + " 'forthcoming',\n", + " 'amp',\n", + " 'january',\n", + " 'nasa',\n", + " 'boeing',\n", + " 'quot',\n", + " 'space',\n", + " 'x',\n", + " 'part',\n", + " '2',\n", + " 'quot',\n", + " 'launch',\n", + " 'could',\n", + " 'seeing',\n", + " '250',\n", + " '300',\n", + " 'amp',\n", + " 'thensome',\n", + " 'aka',\n", + " 'tesla',\n", + " 'like',\n", + " 'boost'],\n", + " ['amzn',\n", + " 'come',\n", + " 'back',\n", " 'strong',\n", - " 'earning',\n", - " 'EOM',\n", - " '.',\n", - " 'What',\n", - " '’',\n", - " 'thoughts',\n", - " '?',\n", - " '.',\n", - " ':',\n", - " 'nerd_face',\n", - " ':']]\n" + " 'prob',\n", + " 'gonna',\n", + " 'another',\n", + " 'massive',\n", + " 'sell',\n", + " 'taking',\n", + " 'profits',\n", + " 'q',\n", + " 'def',\n", + " 'beat',\n", + " 'personally',\n", + " 'shop',\n", + " 'amazon',\n", + " 'daily',\n", + " 'haha'],\n", + " ['amzn', 'red'],\n", + " ['tsla',\n", + " 'snap',\n", + " 'spy',\n", + " 'amzn',\n", + " 'msft',\n", + " 'whelp',\n", + " 'nothing',\n", + " 'stonks',\n", + " 'everything',\n", + " 'stonks'],\n", + " ['amzn',\n", + " 'pos',\n", + " 'stock',\n", + " 'average',\n", + " '1770',\n", + " 'trash',\n", + " '39',\n", + " 'move',\n", + " 'need',\n", + " '10k',\n", + " 'minimum'],\n", + " ['tsla',\n", + " 'amzn',\n", + " 'musk',\n", + " 'bezos',\n", + " 'etc',\n", + " 'getting',\n", + " 'richer',\n", + " 'richer',\n", + " 'several',\n", + " 'billions',\n", + " 'daily',\n", + " 'coronovirus',\n", + " 'killing',\n", + " 'rest',\n", + " 'world',\n", + " 'making',\n", + " 'countless',\n", + " 'suffer',\n", + " 'torturous',\n", + " 'end',\n", + " 'killer',\n", + " 'chinese',\n", + " 'virus',\n", + " 'yup',\n", + " 'god',\n", + " 'rich',\n", + " 'get',\n", + " 'richer',\n", + " 'richer',\n", + " 'hype',\n", + " 'speculation',\n", + " 'innocent',\n", + " 'weak',\n", + " 'helpless',\n", + " 'poor',\n", + " 'ones',\n", + " 'dying',\n", + " 'horrible',\n", + " 'death',\n", + " 'thanks',\n", + " 'kind',\n", + " 'god',\n", + " 'god',\n", + " 'lol',\n", + " 'face',\n", + " 'tears',\n", + " 'joy'],\n", + " ['lulu',\n", + " 'jump',\n", + " 'bandwagon',\n", + " 'going',\n", + " 'yoga',\n", + " 'pants',\n", + " 'gt',\n", + " 'jorts',\n", + " 'joggers',\n", + " 'gt',\n", + " 'biker',\n", + " 'shorts',\n", + " '80s',\n", + " 'spandex',\n", + " '39',\n", + " 'know',\n", + " 'pay',\n", + " 'attention',\n", + " 'trend',\n", + " 'next',\n", + " 'time',\n", + " '39',\n", + " 'difference',\n", + " 'guys',\n", + " 'show',\n", + " 'quot',\n", + " 'package',\n", + " 'quot',\n", + " 'women',\n", + " 'wedgies',\n", + " 'back',\n", + " 'camel',\n", + " 'amzn',\n", + " 'msft',\n", + " 'aapl',\n", + " 'cmg']]\n" ], "name": "stdout" }