Data Wrangling/BTC_Tweet_Scrape.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# BTC Prediction (Tweet Sentiment Analysis)\n",
    "\n",
    "## This notebook contains:\n",
    "- Scraping historical tweets from \"twint\" (open source twitter scraper)\n",
    "- Cleaning the tweets, removing unwanted characters etc.\n",
    "- The calculation of sentiment mean polarity saved as a new dataframe"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import twint\n",
    "import nest_asyncio\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import csv\n",
    "nest_asyncio.apply()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Configuring Twint\n",
    "\n",
    "#### What it will search for:\n",
    "- Tweets that contain BTCUSD\n",
    "- From our targeted time range: 2019-09-02 - 2020-11-17\n",
    "- English\n",
    "- Minimum likes = 33, to filter out the weak tweets. If more people like the tweet, it is probably more reliable.\n",
    "- Limited to only 10,000 tweets\n",
    "- Filtering retweets, to get a even spread of unique tweets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1327885997183479809 2020-11-15 03:07:47 -0500 <DaveCrypto83> #bitcoin #ew update $BTCUSD 1 day and 4hr charted on #bitfinex  Targetting low 17k first(4hr chart) then pullback to under side diagonal (see 1d chart).  Diagonal  lining up to finish around 20k🤑  I do ❤️ this count the structure is a beauty😍  Guys Pls Retweet &amp; Like 🙏  https://t.co/Kfm4WHZ3Vn\n",
      "1327703359307001857 2020-11-14 15:02:03 -0500 <Ozono_Merval> $BTCUSD por cruces de MM fueron compra las zonas USD 3.500 &amp; USD 6.500 Ahora hay que seguirlo de forma fina, ya que las MM están en zona de doble top Compresión semanal  https://t.co/2lHNhUfjZe\n",
      "1327699317201760256 2020-11-14 14:45:59 -0500 <Ozono_Merval> No vas a encontrar a otro loco que hable de AT de Medias Móviles 😁 $BTCUSD son claras las 2 zonas de correcciones, a priori de ondas 2 &amp; 4 y estaríamos en onda 5 &lt;pero&gt; debe romper su máximo histórico para confirmarlo #Bitcoin compresión mensual  https://t.co/sx79bdRAIH\n",
      "1327653784324108289 2020-11-14 11:45:03 -0500 <RadioSilentplay> $BTCUSD 15982 UPDATE: Monthly Bull Run:   Elliott Wave now at Wave 3 strongest wave:   Breaks 14.6k   Remarks: LONG with fluctuations shows potential target 21.2k-23k   Accumulating BTC ETH And blockchain related stocks for Q1-Q2 estimated time -April, May  Share Like Comment  https://t.co/MAqAicjGqX\n",
      "1327590639744200705 2020-11-14 07:34:08 -0500 <FeraSY1> #Bitcoin 4H TF 2 Important zone to watch for any possible Continuation   Support: 15770$ 4H S/R 15400s 4H S/R + 4H EMA55  Resistance: 16125 16500  HTFs S/R: Resistance: 16.5-16.7 Support: ~13.8  $BTC  Trade $BTCUSD w/ Low Fees:  https://t.co/nuksEGARmj  Details on Chart Share🔥  https://t.co/KReIotOpTF\n",
      "1327345962147344384 2020-11-13 15:21:52 -0500 <RadioSilentplay> $MARA 2.44 just broke all MA here   $BTCUSD expected 16k-28k   Volume: 7,117,342  Confirmation 2 close above 2.41   Last run $5.25  https://t.co/JWdfeAjz6u\n",
      "1327193302672822281 2020-11-13 05:15:16 -0500 <Yodaskk> $btc $btcusd #BTC   2017 20k top &amp; today's Price Action  (☞ﾟ∀ﾟ)☞  https://t.co/0eewgilCZ2\n",
      "1327157552593956866 2020-11-13 02:53:12 -0500 <FeraSY1> $BTC.D  ( #Bitcoin Dominance)   16 Hours till current 3D Candle close Will The Dominance Close Above This Down-Trend for the First time in 434 Days?  What's your Bet here?  #Crypto #Altcoins #Eth #Ethereum $BTC $BTCUSD  https://t.co/mbZlWjQL4I\n",
      "1327076176607600640 2020-11-12 21:29:51 -0500 <canuck2usa> $BTCUSD - I realize some of you DGAF about it, but this is a beautiful technical move, and I see chart art every time I look at it  https://t.co/UpHviQKaTL\n",
      "1326986110602502152 2020-11-12 15:31:57 -0500 <FeraSY1> #Bitcoin HTFs Chart  Weekly/Monthly based, No Much Levels left to consider here We hit a weekly level, one left + ATH wick  Key HTFs Support Zones: ~13700$ (+/-200$) ~11.8 ~11.5K  Resistance: 16200✅ 17170 18800 19800 aka ATH  $BTC $BTCUSD $XBTUSD Details on Chart, Share it🔥  https://t.co/8TiSTqlngV\n",
      "1326898097444818947 2020-11-12 09:42:13 -0500 <NCheron_bourse> Autre analyste à suivre le Bitcoin qui vise 30000$  $BTCUSD\n",
      "1326897830330560519 2020-11-12 09:41:09 -0500 <NicTrades> #Bitcoin   $BTCUSD Gartley patterns that fail usually become butterfly patterns  https://t.co/HnbWlekMjg\n",
      "1326896879368630274 2020-11-12 09:37:23 -0500 <NicTrades> #Bitcoin $BTCUSD  https://t.co/P1stacldBK\n",
      "1326778218859425793 2020-11-12 01:45:52 -0500 <jatkinson33> $GBTC up against some big resistance here. $BTCUSD  https://t.co/DRqetrE9Bj\n",
      "1326677417583398912 2020-11-11 19:05:19 -0500 <RadioSilentplay> $CYIO .029 Blockchain COVID19 Bull Flag:  Master support (50 MA) : .026  Vol(Heavy Day)1,229,348  Last run: .13  Catalyst: $BTCUSD 16-28k/ 10Q Financials Nov 15 and John O'Shea CEO Helio Crypto Co. now listed Nevada SOS  Bullish Indicator Bull Flag Bull Cup Handle Wave 3 Uptrend  https://t.co/sxNATnRHMo\n",
      "1326591542824464384 2020-11-11 13:24:05 -0500 <RadioSilentplay> $BTCUSD 16400-16700 looks like next levels to be tested   Small Caps: $MARA $DPW   OTC: $CYIO $BEGI $BFCH $BZTG $UNGS $WDRP $EPAZ more  Comment below which ones you are adding   BTC 16k-28k next  https://t.co/0UIv9wd6mL\n",
      "1326559560509878272 2020-11-11 11:17:00 -0500 <RadioSilentplay> $MARA 2.36 Bullish accumulation above Moving averages:  Vol: 3,609,229  Remarks: Look for 2 closes above 21 MA : 2.41   Last run $5.25   (LONG) In sympathy to $BTCUSD 16k-28k Q1 2021  https://t.co/zQ8C5pROzH\n",
      "1326231147249102851 2020-11-10 13:32:00 -0500 <FeraSY1> When $BTCUSD is going up, People r crying bcuz they r up $USD but down in Sats  When #Bitcoin is going down, they cry again cuz Up in Sats but down in $  If U R one of those, then U MUST decide ur base &amp; Trade/Act accordingly  Or Simply Divide ur Cap &amp; treat each part separately\n",
      "1326185384670212097 2020-11-10 10:30:09 -0500 <TrendSpider> $BTCUSD #BTC Yesterday, we posted a raindrop vs. hollow candle chart showing no volume above the diagonal resistance within the wick.   Now, we are getting continuation down today! #Bitcoin   Watch the new video below!  #Crypto  #cryptocurrency  #cryptocurrencies  https://t.co/CxgVYnr0OK\n",
      "1326174511763480576 2020-11-10 09:46:57 -0500 <cberktavsan> Bitcoin üçgen yapısı ile birlikte range yapmaya başladı. Yeni başlayacak trendi anlamak için range'in kırılım yönü belirleyici olacak.  Range içerisi, kısa vadeli trade için oldukça uygun. Kısa vadeli tradelerde, pozisyon boyutlarını küçültmekte fayda var $btcusd #Bitcoin  https://t.co/SmILAiiZz5\n",
      "1325868879038607373 2020-11-09 13:32:28 -0500 <TeddyVallee> And bullish on $BTCUSD wow\n",
      "1325844886071910400 2020-11-09 11:57:08 -0500 <bbands> Short-term topping pattern at the upper Bollinger Band suggests a correction of the recent gains and/or some consolidation. $btcusd   https://t.co/sDFrVcBdfb\n",
      "1325837523843772419 2020-11-09 11:27:53 -0500 <FeraSY1> $BTC Pairs are getting My Attention here  -Dominance Facing HTFs Resistance While #ETHBTC is bouncing of HTFs Support  - $BTCUSD is not looking Strong  Time to print more Sats 😎  Note: if This breaks out, Alts are going from REKT to REKTER  #Bitcoin #Altcoins  https://t.co/rO96IiJvBd\n",
      "1325817701189656578 2020-11-09 10:09:07 -0500 <canuck2usa> $BTCUSD, My neighbor and a good friend asked about it when it was 3K. I said buy, but he didn't. Last week asked me again. I said, wait, no chasing. He bought @ 15800 1/\n",
      "1325574479418945536 2020-11-08 18:02:38 -0500 <TenkanTrading> $BTCUSD 15.500 #bitcoin  🪙 Importante sostener / consolidar para seguir.  #Tenkanview\n",
      "1325406919788519427 2020-11-08 06:56:49 -0500 <NCheron_bourse> Le Bitcoin a consolidé hier parce qu'il avait gagné 60% en 5 semaines et qu'il avait besoin de respirer après avoir touché les 16K.  Si l'élection de Biden devait avoir pesé sur ce dernier hier pourquoi a-t-il repris 800$ depuis? Evitons de chercher midi à 14H. $BTCUSD  https://t.co/2omK4lSn13\n",
      "1325225053777244162 2020-11-07 18:54:08 -0500 <StockBoardAsset> maybe $BTCUSD plunge is a warning #es_f  https://t.co/SpF8nmIKHu\n",
      "1325177166775021570 2020-11-07 15:43:51 -0500 <Callum_Thomas> 4. S&amp;P500 priced in Bitcoin...  $SPX $BTCUSD  https://t.co/bmk6w8KPq1\n",
      "1324873245774974976 2020-11-06 19:36:11 -0500 <AdamMancini4> Back in June I posted Bitcoin $BTCUSD had coiled into a multi-year triangle setting up a run to 15k and 24k targets. 15k target has cleared. Looking for some flagging here then on to 24k  Great example of the power of simple chart patterns, and they are all you need to trade well\n",
      "1324658229566164994 2020-11-06 05:21:47 -0500 <Yodaskk> $btc $btcusd #BTC   Neil Armstrong is now Bitcoin Commander  https://t.co/BP74ztxpWC\n",
      "1324633569642352641 2020-11-06 03:43:48 -0500 <Yodaskk> Broken Parabolas, Am I right, fellows ? $btc $btcusd #btc  https://t.co/R7leH3LL8P\n",
      "1324615531534684160 2020-11-06 02:32:07 -0500 <Beetcoin> #Bitcoin $BTCUSD  By maximizing time/return; trend following is a killer beast.  https://t.co/8pElHEK5Yy\n",
      "1324542330117017600 2020-11-05 21:41:14 -0500 <alphatrends> Very interesting..  Bitcoin daily chart for last 90 days vs \"Bitcoin\" search on google trends  Looks like the public isn't as involved as I would expect, makes me think has lot more to go  Risk Management always Job #1  $BTC.X $BTCUSD  https://t.co/etW2pwJUAw\n",
      "1324516125103681536 2020-11-05 19:57:07 -0500 <canuck2usa> $BTCUSD - Runaway train mode 🚅  https://t.co/ReSKYPVV20\n",
      "1324480224604639233 2020-11-05 17:34:27 -0500 <RadioSilentplay> $BTCUSD 15,4K line break   It was mentioned that it could be last time BTC ever touches below 10k ever again   Not day trades : LONG Blockchain stocks and BTC related plays   $MARA follow feed to see others  https://t.co/N9G9ALb9Mm\n",
      "1324419355958931456 2020-11-05 13:32:35 -0500 <TrendSpider> #Bitcoin $BTCUSD #BTC Volume above resistance was your cue to drop your shorts.   The video below is imperative to understanding how Raindrop charts work!   Watch below!  https://t.co/K25J5mpoSQ\n",
      "1324384441431707650 2020-11-05 11:13:51 -0500 <NCheron_bourse> Le Bitcoin à 30 000$? Pas du tout inconcevable.  $BTCUSD  https://t.co/V0iyZd3YmE\n",
      "1324043752164499463 2020-11-04 12:40:04 -0500 <TheCryptoSniper> Market pricing in Biden win, Bad for Dollar, great for Bitcoin, as $BTCUSD makes a fresh 2020 high  https://t.co/kYtasnOUBK\n",
      "1323303416991416326 2020-11-02 11:38:15 -0500 <CryptoHamsterIO> Hash Ribbons has entered a \"capitulation\" zone.  Historically, it happens either before, or after a massive drop. So, it is not clear, what case it is now.  But the \"buy\" signal has been proven right.  I.e., it is wise to wait for it before going long again. #bitcoin $BTC $BTCUSD  https://t.co/tA6qXbytV8\n",
      "1323271668010262528 2020-11-02 09:32:05 -0500 <Yodaskk> $btc $btcusd #btc  This would be the bull scenario for me.   Parabolic advance from breaking above the Livermore accumulation cylinder  Low of the week around 13k2.  Confirmation with $btc closing above 13k6~~  https://t.co/1GelIMcfWa\n",
      "1322928967679152128 2020-11-01 10:50:19 -0500 <allstarcharts> There's only been one other month in history where Bitcoin closed higher, December 2017. Remember that month? That was nuts. My high school buddies were texting me about \"which cryptos to buy\". Not if they should buy. Specifically which ones. #bitcoin $BTCUSD  https://t.co/jVeoRX0LJ5\n",
      "1322866879145353217 2020-11-01 06:43:36 -0500 <Yodaskk> $btc $btcusd #btc  If we get a pullback,my ideal buy area is 11k5-11k8  Like in early September, confluence of: -61.8% fib retracement of past up move -61.8% fib retracement of Oct Monthly candle -trendline -monthly lvl - top of past range  I would expect this dip to be very fast  https://t.co/Q4wW8Tlo8Q\n",
      "1322602255745454087 2020-10-31 14:12:05 -0500 <RadioSilentplay> $BTCUSD price has been surging on Fear and uncertainty and this week decoupled from Major markets ahead of biggest uncertain election in past years.   https://t.co/aUssndDNaw via @cointelegraph  Bitcoin Blockchain is hottest sector into year’s end\n",
      "1322594179558625283 2020-10-31 13:39:59 -0500 <NCheron_bourse> Le Bitcoin est extrêmement haussier. Un nouveau record historique dans les trimestre à venir n’aurait rien d’étonnant d’autant que ce dernier « semble » se décorréler des indices boursiers. $BTCUSD\n",
      "1321287728953249792 2020-10-27 23:08:37 -0500 <RadioSilentplay> $BTCUSD 13,849 now if you paid attention to this thread below you were adding blockchain stocks in anticipation   $BTCUSD 14k-20k multi month bull run is here   What BTC stocks are you adding  https://t.co/YewuAlm6FR\n",
      "1320463915717939208 2020-10-25 16:35:05 -0500 <TeddyVallee> Bitcoin's share of global liquid markets is still a rounding error. $BTCUSD  https://t.co/5ZPpu4WxqH\n",
      "1320306480642392064 2020-10-25 06:09:29 -0500 <TKPTrader> This ladies and gentleman... is a Bitcoin Yearly chart. If this was a daily or 5 minute chart, would you be long or short?... I know my answer.. $BTCUSD $BTC.X $GBTC #BITCOIN  https://t.co/loyG10bsZe\n",
      "1319654227980025857 2020-10-23 10:57:40 -0500 <BullyEsq> Quite the bull flag on the $BTCUSD 4 hour chart with nice volume.  It's awful-triangle-shitty-charting season, boys!  https://t.co/3jtNMZqbET\n",
      "1319482160823271425 2020-10-22 23:33:56 -0500 <RadioSilentplay> $MARA 3.00 Following $BTCUSD with $ETHUSD breaking $420 now look for a breakout :  $BTCUSD 14k -20k   Last run $5.25  https://t.co/6d9c70Y6Zh\n",
      "1319055285709918208 2020-10-21 19:17:41 -0500 <RadioSilentplay> $MARA 3.19 after hours on $BTCUSD break   Last run $5.25   Remarks: Monthly Bull Market bitcoin similar to 2015: 500-15k   Expect: 14k-20k  https://t.co/OYL8Bv4jId\n",
      "1318987286487379969 2020-10-21 14:47:29 -0500 <nondualrandy> $BTCUSD the only chart you'll ever need  https://t.co/cHOaTHXU3E\n",
      "1318938397415702528 2020-10-21 11:33:13 -0500 <SJosephBurns> PayPal will let customers buy &amp; sell cryptocurrency. The company added that it plans to allow its customers to use cryptocurrencies to shop at the 26 million merchants on its network starting in early 2021 $PYPL $BTCUSD   https://t.co/b1VrdxHpex\n",
      "1318829538583904256 2020-10-21 04:20:39 -0500 <Beetcoin> #Bitcoin $BTCUSD  Major R/S held (bullish scenario expected).  Back in the business at new green arrow breakout.  https://t.co/ucftyi26II\n",
      "1318511421811019778 2020-10-20 07:16:34 -0500 <commander10> $BTCUSD on the verge of breaking 12000 and triggering this inverse H&amp;S. W1 chart. #bullish if breaks &amp; holds above. #BTCUSD #Bitcoin  https://t.co/MVvIScVPDK\n",
      "1317740401533603850 2020-10-18 04:12:48 -0500 <NicTrades> $BTCUSD #btc  A close and hold bove 11470 (also the big 618 fib) is a 4hr buy to target 11925 next.  Otherwise a close back below 11388 means another swing lower to retest of 11230 support and potentially 10845 support.  Beware false breaks  https://t.co/41V0naZDJg\n",
      "1317435760082079747 2020-10-17 08:02:16 -0500 <Yodaskk> $btc $btcusd #BTCUSD   This is probably the most important chart yet imo.  For the past year, we have a sharp increase in Stablecoins 𝙒𝙃𝙄𝙇𝙀 the nbr of $btc held on exchanges is decreasing. This. is. Bullish.  It's called accumulation. People are buying.  6/x  https://t.co/NcGOtNdS5e\n",
      "1317427664303591425 2020-10-17 07:30:06 -0500 <Yodaskk> $btc $btcusd #BTCUSD   Price following closely the Number of Active Adresses  More people in the ecosystem --&gt;  more money comin --&gt;  $btc price increase  3/x  https://t.co/q6eJ5brm6C\n",
      "1317426530444840962 2020-10-17 07:25:36 -0500 <Yodaskk> $btc $btcusd #BTC   OK, so @cryptoquant_com  is doing a closed beta and I'm lucky enough to be able to test it.  Let's make a Big thread right here to connect Onchain Analysis &amp;  Technical Analysis  Is $btc in a bull market or what ?  1/x\n",
      "1315937160160325632 2020-10-13 04:47:22 -0500 <NicTrades> #BTC $btcusd buy the dip  https://t.co/PHis4lHJqO\n",
      "1315920445057699846 2020-10-13 03:40:57 -0500 <TheCryptoSniper> To the Trolls &amp; Haters on the $ETHUSD short Call: \"Learn to be wrong like me!' - $BTCUSD sold the relative high after pivot long, HVFMethod. Will do YT soon on this topic.  https://t.co/7rs7xTzHTe\n",
      "1315677970548301825 2020-10-12 11:37:26 -0500 <Yodaskk> $btc $btcusd #btc  Update 7, entire fractal:  𝕺𝖈𝖙𝖔𝖇𝖊𝖗 12𝖙𝖍, 4 𝖞𝖊𝖆𝖗𝖘 𝖆𝖕𝖆𝖗𝖙  Praise the Illuminatis (☝ ՞ਊ ՞)☝  https://t.co/kgantmdq0F\n",
      "1315253783975391232 2020-10-11 07:31:52 -0500 <rektcapital> The psychological price of ~$10,000 has been an emotional reference point for investors over the years  Investors are bearish when BTC is below $10,000  And bullish when above  Bitcoin has managed to stay above $10,000 for four consecutive months now  $BTC $BTCUSD #Bitcoin  https://t.co/Bz0R8dIX4C\n",
      "1315130512264974336 2020-10-10 23:22:02 -0500 <TrendSpider> $BTCUSD #BTC   #Bitcoin definitely has the \"Sketchy Dude Smile\" pattern going on right now the weekly chart.    https://t.co/kGi5ODmeDy\n",
      "1314976963736596482 2020-10-10 13:11:53 -0500 <rektcapital> $BTC $BTCUSD #Bitcoin - Monthly (1M)  October candle has done very well to close just above $10.300  BTC has since gone up by $1,000  This is the 4th consecutive month that BTC has held above green area  Important to see how BTC deals with the upcoming Monthly diagonal resistance  https://t.co/k6Pr0TrEyJ\n",
      "1314528969115475970 2020-10-09 07:31:43 -0500 <cryptowat_ch> #Bitcoin rises to a high of $11,100 as $19M $BTCUSD shorts get liquidated at BitMEX 📈  Live Chart👉 https://t.co/d3pdD7UW0z  https://t.co/d7o3ZXbkp4\n",
      "1314214412543315969 2020-10-08 10:41:47 -0500 <TheCryptoSniper> Flippening alert: Out all ETHUSDT shorts, DOTS Closed.  $BTCUSD maybe a Long now..\n",
      "1314190274189504515 2020-10-08 09:05:52 -0500 <gualestrit> Square invierte $50 millones en #Bitcoin, cree que la criptomoneda es un instrumento de empoderamiento económico.  $SQ $BTC $BTCUSD   https://t.co/qSjtgoQzqB\n",
      "1313420507350528000 2020-10-06 06:07:05 -0500 <Yodaskk> $btc $btcusd #btc  So basically, here are the 2 possible paths I could see for $btc  (ﾉ☉ヮ⚆)ﾉ  https://t.co/saMhbSnvMH\n",
      "1313391427808907266 2020-10-06 04:11:32 -0500 <Beetcoin> #Bitcoin $BTCUSD - A month later update and guess what?  Comment on the chart.  \"have fun staying poor\" (that's last month meme right?) not understanding what going on higher timeframe.  Markets aren't manipulative/desceptive. It's just doing the same things for centuries.  https://t.co/eZfOllwenB\n",
      "1313323442364579842 2020-10-05 23:41:23 -0500 <KingThies> $BTCUSD Notes on this crazy high TF but I'll gladly give hopium when I see it  6M KDJ crossed bullish when it closed in July, confirming an unmistakably bullish 6M hammer at the same time.   Last time KDJ crossed bull was 2014 with a $200 $BTC low. Last cross bear at $17k high.  https://t.co/EqBprHFc9G\n",
      "1311713737460473856 2020-10-01 13:05:00 -0500 <CryptoHamsterIO> I don't see, how the news about Bitmex leads to the #bitcoin price drop. If their fund gets locked, it would decrease the supply = price should go high. If they get closed, less people would gamble and there would be less manipulation = price should go high. $BTC $BTCUSD #BItMEX\n",
      "1310548314530689024 2020-09-28 07:54:01 -0500 <rektcapital> $BTC $BTCUSD #Bitcoin - Quarterly (3M)  If Bitcoin can Quarterly Close like this above $10.800, it would invalidate the long-standing series of Quarterly Lower Highs dating back to late 2017  https://t.co/P9jbScIrB2\n",
      "1309495094731509761 2020-09-25 10:08:54 -0500 <Yodaskk> $btc $btcusd #BTC  Update 6, entire fractal:  Ascending triangle retest  https://t.co/OOeycnTweU\n",
      "1309412704730447874 2020-09-25 04:41:31 -0500 <Yodaskk> $btc $btcusd #btc  Oct 2019 Xi Pump &amp; Today's PA  https://t.co/ijhl2RjnYG\n",
      "1309178351119147015 2020-09-24 13:10:16 -0500 <rektcapital> $BTC $BTCUSD #Bitcoin   That was not relief  https://t.co/oncnzePs4c\n",
      "1309093258207916033 2020-09-24 07:32:09 -0500 <rektcapital> $BTC $BTCUSD #Bitcoin   Broke down from its lower timeframe Rising Wedge  But now we're seeing a recovery after setting new local lows  BTC could reject from the bottom of the Rising Wedge  If this is the case, then this rally will be relief and BTC will experience downside again  https://t.co/wMd2pdISbX\n",
      "1308895938396774402 2020-09-23 18:28:04 -0500 <Professor_BTC> If I was asked today to recommend four books to my #finance students, these are the four I would select.   #economy #inflation #economics #money #bitcoin #btc $btc $btcusd #gold #silver $gld $slv #fed #FederalReserve #BRRR   @saifedean  https://t.co/tutlNlvg1c\n",
      "1308215825388707840 2020-09-21 21:25:32 -0500 <alphatrends> looks like the intermediate term trends in cryptos are broken, I puked  $BTCUSD $ETHUSD $LTCUSD    Id rather buy higher with momentum than try to justify holding\n",
      "1308110672861954055 2020-09-21 14:27:42 -0500 <bbands> I know I have discussed this before, but I find it hyper interesting to see $btcusd reduced to just another risk-on/risk-off asset.\n",
      "1308030142183288833 2020-09-21 09:07:42 -0500 <cryptowat_ch> #Bitcoin drops to a weekly low of $10,490 as $11.5 million $BTCUSD longs get liquidated on BitMEX.  Is this the low? Or is more downside on the cards?   https://t.co/d3pdD7UW0z  https://t.co/uIH1cwwspx\n",
      "1307957738756997122 2020-09-21 04:20:00 -0500 <rektcapital> $BTC $BTCUSD #Bitcoin   Post-crash relief rallies into the red box have resulted in rejection followed by further downside  On this occasion though, Bitcoin is trying to hold the bottom of this red box (i.e. $10.800) as support  Buyers need to step in here for BTC to avoid a drop  https://t.co/QcAJGVqBMm\n",
      "1307686546607280130 2020-09-20 10:22:23 -0500 <CryptoHamsterIO> #Bitcoin long-term regression curve: technically, we are still in the accumulation phase. When the mean value level is broken, price goes parabolic again. Patience is the key. Currently, the mean price value is ~17000$ and the next ATH is at ~70000$. Both will go up. $BTC $BTCUSD  https://t.co/IYrWM148TO\n",
      "1307287496989040641 2020-09-19 07:56:42 -0500 <rektcapital> $BTC $BTCUSD #Bitcoin   Bitcoin just broke out and is currently overextending into the low $11,000s  Watching for how the Weekly closes in the context of this area of historical supply  https://t.co/wWRmHtSafz\n",
      "1305854701854892033 2020-09-15 09:03:17 -0500 <The_RockTrading> $BTCUSD 11K approaching $MARA 👀\n",
      "1305560733699039238 2020-09-14 13:35:09 -0500 <rektcapital> $BTC $BTCUSD #Bitcoin   It's happening  Price is now rallying towards $10.800  (Overextension into the low $11.000s on this rally is not out of the question)  https://t.co/kH2QszTyfF\n",
      "1304802030939025410 2020-09-12 11:20:20 -0500 <cryptobuzznews> “We are witnessing the greatest breakout in #Bitcoin  history and everyone is getting bearish at support” @vajolleratzii $btc $btcusd  https://t.co/vukDa02b3n\n",
      "1303987830067134464 2020-09-10 05:25:00 -0500 <rektcapital> $BTC $BTCUSD #Bitcoin   On the latest retrace, Bitcoin broke down cleanly from its $10.800 Monthly level  Relief towards $10.800 before the retrace continues isn't out of the question at this stage  https://t.co/bWCqbPOguG\n",
      "1303858001246261249 2020-09-09 20:49:06 -0500 <blueshirt_sd> What are the chances the Fed/Treasury is printing money and hammering $BTCUSD all day long? A parabolic rise in a decentralized store of value is a MUCH bigger threat than a similar move in gold. Since we know they manipulate gold it stands to reason they're fucking with BTC too.\n",
      "1303678242289840128 2020-09-09 08:54:48 -0500 <rektcapital> $BTC $BTCUSD #Bitcoin - 12 Month  The 12 month candle still looks healthy, with a great deal of bullish momentum behind it  A 12M close above ~$14,300 later this year and Bitcoin will likely reach a new ATH in 2021  https://t.co/1EYaUlORzf\n",
      "1303622932946714624 2020-09-09 05:15:02 -0500 <Yodaskk> Sept 2018 &amp; Now   $btc $btcusd #btc  https://t.co/MN78aGbpMp\n",
      "1303357022365200384 2020-09-08 11:38:23 -0500 <rektcapital> $BTC $BTCUSD #Bitcoin   It's not about perfectly timing the bottom  Or perfectly timing the top  It's about capturing the majority of the trend  https://t.co/ySCI39hk2l\n",
      "1303187937031524352 2020-09-08 00:26:30 -0500 <Beetcoin> #Bitcoin $BTCUSD - This is the bullish scenario for now.  If true, I expect price to oscillate around that R/S level with some volatility.  https://t.co/OXt3b4nb7d\n",
      "1302683531655643142 2020-09-06 15:02:11 -0500 <rektcapital> $BTC $BTCUSD #Bitcoin   Theoretically, Bitcoin could retrace as far as ~$8,500 for a retest of the old multi-year trendline resistance (red) and still maintain macro bullish momentum  https://t.co/Gf0kwnOGV9\n",
      "1301845214227767296 2020-09-04 07:31:00 -0500 <Yodaskk> To try to predict this dump, analyzing Options flows &amp; Onchain (Exchange inflow, Big transactions, miners outflows) was the PERFECT combo  $btc #btc $btcusd\n",
      "1301807218648592384 2020-09-04 05:00:01 -0500 <rektcapital> In early July, I wrote an article about Bitcoin's historical price tendencies after its respective Halvings  One of its key price behaviours suggests Bitcoin could retrace towards $9650 during a correction  Check out the article 👇   https://t.co/PJPA5hQYjB  $BTC $BTCUSD #Bitcoin  https://t.co/aRP8P8e7e3\n",
      "1301526242232094720 2020-09-03 10:23:31 -0500 <Yodaskk> $btc $btcusd #BTC  It's been days I'm saying I want 9755. Here is why:  Confluence of: - 200D SMA - h&amp;s target - CME gap - Golden Pocket (~61.8% fib retracement) - Livermore Accumulation cylinder 7 (̿▀̿‿ ̿▀̿ ̿)   https://t.co/IA5LrbmCMR  https://t.co/FsyUWQKu5K\n",
      "1300798524481732617 2020-09-01 10:11:50 -0500 <pabloheikinashi> Solo en #Argentina la volatilidad del mundo #crypto es nada comparado con la volatilidad de nuestra economía 😂  #Bitcoin #Criptomonedas $BTC $ETH $DAI $USDT $BTCUSD  https://t.co/oCtBfnBUeS\n",
      "1300350110946201603 2020-08-31 04:30:00 -0500 <rektcapital> $BTC $BTCUSD #Bitcoin   And this is where price rejects  Once support, now the trendline is acting as resistance  But given how strong the Weekly Close has been, it's likely that BTC will soon be able to once again properly challenge for a reclaim of this ~$11,750 trendline  https://t.co/RSn2e01XSs\n",
      "1300343407630581761 2020-08-31 04:03:22 -0500 <rektcapital> $BTC $BTCUSD #Bitcoin   Bitcoin has Weekly Closed above $11.400-$11.600 for the third straight week  This has never, ever been done before  https://t.co/AcUfASPuH3\n",
      "1299653581923069953 2020-08-29 06:22:14 -0500 <rektcapital> $BTC Monthly Closed above $10.800 for only the second time in history in July  And $BTCUSD already pulled back to successfully test $10.8K as new support this August  Technically BTC doesn't need to revisit $10.8K  Which is why BTC holding $11.4K-$11.6K is a good sign  #Bitcoin  https://t.co/LQzKcFq6lM\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1299643372618035200 2020-08-29 05:41:40 -0500 <rektcapital> $BTC $BTCUSD #Bitcoin   Bitcoin is on the cusp of Weekly Closing above $11.400-$11.600 for the third straight week  This has never, ever been done before  https://t.co/yIvfUkQYrm\n",
      "1299558473684774914 2020-08-29 00:04:19 -0500 <TrendSpider> Make sure to check out all the charts below!!  Charts reviewed tonight: $SPY $QQQ $IWM  $VIX $FB $AMZN $AAPL $NFLX $GOOG $MSFT $SPOT $SHOP $RKT $INTC $BIGC $BYND $ROKU $TWTR $OSTK $SLV $CRON $AMD $NVDA $CRM  $VIAC $FSLY $SPCE $BA $DKNG $NKLA  $SQ $BTCUSD $ETHUSD $XRPUSD &amp; more!!\n",
      "1299297907804450819 2020-08-28 06:48:55 -0500 <rektcapital> $BTC $BTCUSD #Bitcoin - Monthly  Only a few days away from the 1M Close...  The historic July candle broke $10.800 (red) for the first time since Dec' 2017   Whereas price turned $10.800 into support in August   Is BTC setting itself up for trend continuation in September?  https://t.co/i2OTuXwyt6\n",
      "1299117275627233280 2020-08-27 18:51:09 -0500 <tradertroy888> Are we just repeating the same schematic the market makers used from May &gt; July?  #BTC $BTC #BITCOIN #WYCKOFF #REACCUMULATION #MOONLAMBOS #MOON #CRYPTO $BTCUSD $XBTUSD  https://t.co/jPq72gZvBz\n",
      "1298990400590381061 2020-08-27 10:27:00 -0500 <rektcapital> $BTC $BTCUSD #Bitcoin   It's official  The almost 30-Day micro uptrend has been lost  https://t.co/7TvRjswPgC\n",
      "1298651174770323459 2020-08-26 11:59:02 -0500 <TrendSpider> $BTCUSD #BTC Going into a very bullish seasonal trend for the month of September...  Using TA (symmetrical triangle breakout) and seasonality (looking at the positivity rate in September) to get an edge i the markets!  #Bitcoin  https://t.co/OzWo2rl3XA\n",
      "1298533318741438464 2020-08-26 04:10:43 -0500 <FeraSY1> This is #Bitcoin Weekly chart which ur prema-bulls influencers R not showing to U  As for now, 4H EMA200 is trying to hold But, We must reclaim 11760 on daily, otherwise, retesting the yellow zone is on the table (10100$)  Share it🔥  $BTC #BTC $BTCUSD $XBTUSD #Trading #Crypto  https://t.co/tqEowInp33\n",
      "1298525946614624262 2020-08-26 03:41:25 -0500 <rektcapital> $BTC $BTCUSD #Bitcoin - Monthly  Could it be...  That July was the breakout candle  August was the pullback candle  And September will be the trend continuation candle?  https://t.co/ybVEsDdoiL\n",
      "1298380642158129152 2020-08-25 18:04:02 -0500 <bbands> Looking for a upside reversal here to initiate a long. $BTCUSD\n",
      "1297903439402471425 2020-08-24 10:27:48 -0500 <rektcapital> $BTC $BTCUSD #Bitcoin   Over the weekend, Bitcoin was able to close above the Higher Low and claim it as support  The technical uptrend is therefore still intact  Bitcoin will continue to maintain this current market structure until further notice  https://t.co/XODcfenPPx\n",
      "1297818428137443329 2020-08-24 04:50:00 -0500 <rektcapital> $BTC $BTCUSD #Bitcoin   For the first time ever, Bitcoin has been able to keep the $11.400-$11.600 as support for two weeks in a row  https://t.co/9Pau3pVrtN\n",
      "1297593901742731264 2020-08-23 13:57:48 -0500 <rektcapital> $BTC $BTCUSD #Bitcoin   Still maintaining the $11.400-$11.600 demand area heading into the Weekly close  Keeping this old resistance as a new area of support is good news  https://t.co/DgpLjd2PRq\n",
      "1296855350931595267 2020-08-21 13:03:04 -0500 <acardenasfx> Pendiente de $BTCUSD como indicador temprano de giro en la liquidez global .\n",
      "1296409143285297153 2020-08-20 07:30:00 -0500 <rektcapital> $BTC $BTCUSD #Bitcoin - 52 Week Timeframe  Zoom out  Keep the macro perspective in mind  https://t.co/OreLFpicXb\n",
      "1296012277011738624 2020-08-19 05:13:00 -0500 <rektcapital> $BTC $BTCUSD #Bitcoin  Despite the recent downside, Bitcoin is still in a technical uptrend as long as it holds the Higher Low (~$11,500) of its current structure  https://t.co/16eiNgUkzy\n",
      "1296009006495019008 2020-08-19 05:00:00 -0500 <rektcapital> $BTC $BTCUSD #Bitcoin  Two weeks ago, BTC Weekly Closed above $11.400-$11.600 for the first time since late Nov' 2017  Last week, BTC successfully turned this old resistance area into new support  This week, BTC is dipping into this area to reaffirm it as new support once again  https://t.co/iFCi6ZTuzv\n",
      "1295992650471034882 2020-08-19 03:55:00 -0500 <Yodaskk> $btc $btcusd #btc  Note to myself (again)  $BTC move in channels.  Ascending triangles are just a mirage  https://t.co/rpIZ5EfkOk\n",
      "1295835363030663168 2020-08-18 17:30:00 -0500 <rektcapital> $BTC $BTCUSD #Bitcoin   Bitcoin still looks incredible on the Monthly  Price hasn't been able to establish such solid bullish momentum above $10.800 since December 2017  https://t.co/51YQFn73KZ\n",
      "1295815725270142976 2020-08-18 16:11:58 -0500 <rektcapital> $BTC $BTCUSD #Bitcoin   Brokeout from its continuation structure  Now BTC is retesting it  Notice how Altcoins are hovering at their own support levels  They are waiting for BTC to confirm this retest so that they can confirm their rebounds as well  Altcoins are waiting to follow  https://t.co/BSZDhhrqO0\n",
      "1295726554815897600 2020-08-18 10:17:38 -0500 <rektcapital> $BTC $BTCUSD #Bitcoin   Retest attempt in progress  https://t.co/4CX0QlnS8c\n",
      "1295682604637855746 2020-08-18 07:23:00 -0500 <rektcapital> $BTC $BTCUSD #Bitcoin   Bitcoin hasn't seen such solid bullish momentum on the Weekly since December 2017  https://t.co/35TFVEMiJN\n",
      "1295644214584369152 2020-08-18 04:50:27 -0500 <Yodaskk> $BTC $BTCUSD #BTC  $xauusd $xau Gold Fractal  How would that make you feel ?  https://t.co/fokTMbBaaK\n",
      "1295537045193064449 2020-08-17 21:44:36 -0500 <AdamMancini4> Technical analysis 101 in Bitcoin $BTCUSD. It Broke out with force on July 25 from a perfect multiyear triangle now up ~$3k from my below setup  Playing catch up to $GOLD and given the size of the triangle we just broke from, this move is young with 15k then 24k targets next\n",
      "1295484512315617280 2020-08-17 18:15:51 -0500 <_Crypto_Maniac_> Dump it as hard as possible $BTCUSD  https://t.co/hudhBepZkX\n",
      "1295472787650260992 2020-08-17 17:29:15 -0500 <KingThies> $BTCUSD  With today's move to $12.5k, we've breached a former resistance at $12.2k, which will ideally hold before jettison to $13.3k.  After $13k I see us climbing back easily to $17k with limited daily resistance shown here in the chart.  Potentially seeing $20k by Jan...🚀  https://t.co/RxBgFxG1lb\n",
      "1295427462189334528 2020-08-17 14:29:09 -0500 <bbands> I imagine that someone is complaining about the $BTCUSD rally. Not me, a picture perfect advance so far.\n",
      "1295266749131235329 2020-08-17 03:50:32 -0500 <rektcapital> $BTC $BTCUSD #Bitcoin   Bitcoin has successfully retested the $11.400-$11.600 area into new support for the first time since early December 2017  https://t.co/XEZxTJz2Wk\n",
      "1295193684850479110 2020-08-16 23:00:12 -0500 <Trendspider_J> #Bitcoin is literally going to explode this coming week, mark this post. #BTC $BTCUSD  https://t.co/M9elndL5PN\n",
      "1294747554475839488 2020-08-15 17:27:26 -0500 <rektcapital> $BTC $BTCUSD #Bitcoin   Bitcoin needs to Daily Close above this trendline resistance to confirm a breakout and bring an end to the recent FOMO wicking tendency past this level  https://t.co/eia5LgUdR2\n",
      "1294628858357075969 2020-08-15 09:35:47 -0500 <RadioSilentplay> $BTCUSD longer term out look :  Back in 2014/2015: You had a bullish line break Back in 2018/2019: You had a bullish line break and $BTC rallied big  Remarks: You are seeing the same line break , indicating balance of probability multi-month bull market #bitcoin  https://t.co/DqCkI9mkVR\n",
      "1294380430351900672 2020-08-14 17:08:37 -0500 <TheChartReport> Today's Chart of the Day was shared by @allstarcharts   Click here to read more!   https://t.co/6qszawx6wC  #Bitcoin $BTCUSD $BTC.X #cryptocurrencies  https://t.co/wyvf8LxWqz\n",
      "1294348861868302336 2020-08-14 15:03:11 -0500 <AdamMancini4> While all the attention is on $GOLD &amp; $SILVER - don't forget about Bitcoin $BTCUSD. Technicals are lining up very nicely  1. It broke out of a multi-year bullish triangle on July 28th 2. Since then, its been bull flagging meaning another rally likely. Targets remain 15k then 24k\n",
      "1294274016275030017 2020-08-14 10:05:46 -0500 <allstarcharts> This is how the supply and demand dynamics look to me. 26,000 next after new ATH. Then 40,000 #Bitcoin $BTC.X $BTCUSD  https://t.co/ByOjQPoCNf\n",
      "1293849171166998528 2020-08-13 05:57:35 -0500 <rektcapital> $BTC $BTCUSD #Bitcoin   Over two week uptrend line is still holding  In fact, every time BTC would print a green candle just above this Higher Low, a volatile red candle would follow  And these red candles would precede upside  Upside tomorrow should the Daily close above the HL?  https://t.co/beuDaxaTf3\n",
      "1293124299549802496 2020-08-11 05:57:12 -0500 <rektcapital> $BTC $BTCUSD #Bitcoin - Quarterly (3M)  Bitcoin bull market confirmed  #cryptocurrency  https://t.co/I1RYxjxQ0V\n",
      "1292966771784327169 2020-08-10 19:31:15 -0500 <AdamMancini4> Many markets are extended after rallies ( $NDX, $SPX etc) but for those interested in chasing there are numerous markets still basing, or recently broken out from major consolidations  Energy $xle, Bitcoin $btcusd and financials come to mind and likely to benefit from rotation\n",
      "1292865351454035969 2020-08-10 12:48:14 -0500 <TrendSpider> This technique can be used in ANY market to find #laggards vs #leaders.   In this case, we are using the @alphatrends anchored VWAP from ATHs as a constant.   $BTCUSD $ETHUSD $XRPUSD $LTCUSD   #Bitcoin #Ethereum #Ripple #Litecoin   Watch below, you don't want to miss this!  https://t.co/MJMX8nfsUN\n",
      "1292858933015543810 2020-08-10 12:22:44 -0500 <mBTCPiz> $11,400 holds again on $BTCUSD for the bulls and today's dump + turbo rip up confirms the level and momentum.  Weekly resistance at $12,000 - $12,300 Nothing but sky up to $13,000 after that level  If above $11,400, but ze dips. If below, wait for $10,700ish  https://t.co/CLWfIDKEzf\n",
      "1292817840500887558 2020-08-10 09:39:27 -0500 <rektcapital> $BTC $BTCUSD #Bitcoin - 12 Month Timeframe  The 12M timeframe shows that BTC behaves in 4 year cycles  Each cycle has distinct phases  Bitcoin is currently in Phase 4  This year, BTC will try to break &amp; close above $14,334 to rally to new ATH in 2021   https://t.co/41grxuFEEf  https://t.co/3QrOXpPRyD\n",
      "1292676205951549441 2020-08-10 00:16:38 -0500 <HiddenPivots> $BTCUSD Boom🚀  https://t.co/Qu4A3PmFax\n",
      "1292650882379718661 2020-08-09 22:36:01 -0500 <AdamMancini4> Excellent rally in bitcoin $BTCUSD up over 2k since my post below. It broke out of a multi-year bullish triangle with force.  Bitcoin may be the new kid on the block but the same old classic patterns that apply to all financial assets still apply. Trend is up with 15k next target\n",
      "1292440253530288128 2020-08-09 08:39:03 -0500 <RadioSilentplay> $BTCUSD 11647 $SPX 3351 continues to be correlated.  #Bitcoin outperforming Global Markets with a 60% move from Jan  Blockchain sector continues to be the hottest sector: OTC and Small Caps   OTC: $BFCH $EPAZ $BZTG $UNGS $SWRM   Small Caps: $MARA $RIOT  $BTCUSD 12.5-13.5k soon  https://t.co/hfXOJpVFAn\n",
      "1292249965289340928 2020-08-08 20:02:55 -0500 <The_RockTrading> $BTCUSD We were on the edge last Sat night as it hit 12K, 118 currently. What do you think?\n",
      "1292113197152055297 2020-08-08 10:59:27 -0500 <HiddenPivots> $BTCUSD 😉  https://t.co/WyRqhWtX4z\n",
      "1291551115868282880 2020-08-06 21:45:56 -0500 <RadioSilentplay> $BTCUSD 11,838.70 Balance of Probability   Supports:  11002 10525 10278  Elliot Wave Theory Wave 5 Potential: 12,585-13,000  BOX is MASTER SUPPORT   Remarks: BLOCKCHAIN STOCKS REMAIN BULLISH  https://t.co/bv53cbxgiP\n",
      "1291452900858671104 2020-08-06 15:15:40 -0500 <The_RockTrading> $BTCUSD We can touch 12K in the next several hours....\n",
      "1291212150141259778 2020-08-05 23:19:00 -0500 <Ozono_Merval> $BTCUSD eso es por ahora un throwback 🇨🇭 en semanal #Bitcoin  https://t.co/7clBsI47qx\n",
      "1291208008895062017 2020-08-05 23:02:33 -0500 <The_RockTrading> Looks like a good possibility we may see 11900 some point tomorrow. $BTCUSD $MARA.\n",
      "1291157832168083459 2020-08-05 19:43:10 -0500 <RadioSilentplay> $BFCH .028 #bitcoin #blockchain $BTCUSD mining play:  Volume(Heavy Day):21,921,699 10-day average volume:8,802,182  Master support .0236/24/25/26  Pivot .045  Potential .25-1.00  Remarks: This is the $MARA of OTC same sector   DD below:  https://t.co/hlD0LyYWZO\n",
      "1291144345542971393 2020-08-05 18:49:34 -0500 <GorillaBTC> i´ll move all the funds of me and my partners from @krakenfx once and for all. I am not willing to accept this happening at all. If you can not provide a minimum of liquidity against this kind of wick while there are so many  alternatives that can you don´t deserve it. $BTCUSD  https://t.co/sUuQUWnleM\n",
      "1291044607086587904 2020-08-05 12:13:15 -0500 <The_RockTrading> $BTCUSD I wonder where $MARA will be at 12k? 🚀\n",
      "1291043934517379073 2020-08-05 12:10:35 -0500 <CryptoHamsterIO> #Bitcoin on a weekly time frame: an inverse head and shoulders formation with the target at around 16800$.  I personally do not think that it is valid from the strict TA standpoint, but as a self-fulfilling prophecy – could play out.  $BTC $BTCUSD  https://t.co/IcN5uYqkNX\n",
      "1291030215737712641 2020-08-05 11:16:04 -0500 <BitcoinMunger> #Bitcoin looks like its about to explode higher to me. $BTCUSD  https://t.co/j293YQqqns\n",
      "1290837711973232640 2020-08-04 22:31:07 -0500 <RadioSilentplay> $MARA 3.31 $BTCUSD Fibonacci Retrace-ment levels and support  Confirmation: 2 week close above 1.75   Remarks: Balance of Probability 7.06 with 2 closes above 1.75 on Friday 4pm  https://t.co/eDvOHUCS8c\n",
      "1290619914147962880 2020-08-04 08:05:40 -0500 <CryptoHamsterIO> Heads up for a potential head and shoulders formation on a 4h time frame. The target would be around the CME gap.  #bitcoin $BTC $BTCUSD  https://t.co/fqqnQh1182\n",
      "1290335003721654272 2020-08-03 13:13:32 -0500 <The_RockTrading> Noticing when $BTCUSD cools off $MARA does not drop to new lows instead only higher lows waiting and waiting for bitcoin to move up again. This is exponential.\n",
      "1289610746528059393 2020-08-01 13:15:36 -0500 <The_RockTrading> $BTCUSD 11706 going waking up Monday 12k is gonna be crazy. $MARA  https://t.co/8JnX0tIHwi\n",
      "1289564673549852674 2020-08-01 10:12:31 -0500 <allstarcharts> Bitcoin going out this month at new multi-year highs. Not evidence of a downtrend $BTCUSD $BCOIN #Bitcoin  https://t.co/InUR4v4K0S\n",
      "1289542826183729152 2020-08-01 08:45:42 -0500 <RadioSilentplay> $BTCUSD 11,666 showing strength and leans on balance of probability to break 12k and potentialy test:  Short Term Medium Target 13,585   The Move in #bitcoin still correlates with stock market.  $BTCUSD is outperforming stockmarket  #Blockchain stocks on High ALERT  $MARA $7  https://t.co/qaMAjKuNg2\n",
      "1289502762418479108 2020-08-01 06:06:31 -0500 <rektcapital> $BTC $BTCUSD #Bitcoin  Perfect breakout  Pullback into the Ascending Triangle top to S/R flip  Followed by continuation  Fantastic strength on this breakout  AND Bitcoin recently managed a historic Monthly Close above $10.800  https://t.co/FwO2THiTz0\n",
      "1289297447580180480 2020-07-31 16:30:40 -0500 <RadioSilentplay> $MARA 2.43 high after hours  $BTCUSD   Week 1: Closed above 1.75   Remarks: 2 week close above 1.75   Potential $7  https://t.co/RwSWcZfAO0\n",
      "1288512337914105857 2020-07-29 12:30:55 -0500 <TrendSpider> $BTCUSD #BTC #Bitcoin   Have you used Raindrops and Hollow candles side by side?  You definitely should, it allows you to see WITHIN the candle.  https://t.co/y6odk28usI\n",
      "1288509633213145089 2020-07-29 12:20:10 -0500 <rektcapital> $BTC $BTCUSD #Bitcoin   The bulls win  The breakout continues  https://t.co/MLLeK2bllh\n",
      "1288495871647027200 2020-07-29 11:25:29 -0500 <CryptoHamsterIO> #Bitcoin, monthly Heikin-Ashi candles. A very similar structure of the three regions, including the current sideways price action:  red (\"major bear\") –&gt; weak green (\"fake rally\") –&gt; red (\"#BTC goes to 0$\") –&gt; strong green, candles do not have lower shadows (\"disbelief\"). $BTCUSD  https://t.co/y4y1qxdGsn\n",
      "1288328362138705921 2020-07-29 00:19:52 -0500 <Ozono_Merval> $BTCUSD recuerden que no sólo es llegar a la línea - que la rotura no sea falso cruce - que debe existir un pullback una vez rota - que hasta ahora en semanal no salió, miren dónde está #Bitcoin  https://t.co/5wpFQuldRt\n",
      "1288047664039428097 2020-07-28 05:44:28 -0500 <Yodaskk> $btc $btcusd #btc  Are we allowed to dream, Anon ?  [̲̅$̲̅(̲̅ ͡° ͜ʖ ͡°̲̅)̲̅$̲̅]  https://t.co/zZ7wOXtmXS\n",
      "1287883445130027008 2020-07-27 18:51:55 -0500 <RadioSilentplay> Even @NICKIMINAJ is buying $MARA in sympathy to $BTCUSD 11k breakout   #shortsqueeze\n",
      "1287830944842313728 2020-07-27 15:23:18 -0500 <bbands> So we've seen the consequences of follow through out of a BB Squeeze, time for the h8trs to try bashing $BTCUSD\n",
      "1287821931954221056 2020-07-27 14:47:29 -0500 <RadioSilentplay> $MARA 1.75 kiss of 100 MA  just a beautiful start to a bullish beginning   Potential $7  Bullish Sector: $BTCUSD blockchain\n",
      "1287776006460157954 2020-07-27 11:45:00 -0500 <rektcapital> #ALTSEASON Checklist:  1. Bitcoin rallies ✅  2. Money begins to flow from $BTC to Large Caps like #Ethereum ✅  3. $BTCUSD and $ETHUSD move sideways ⏱️  4. Decline in Bitcoin Dominance ⏱️  5. Money flow from Large Caps to Mid Caps &amp; Low Caps ⏱️  #Bitcoin\n",
      "1287733496195284994 2020-07-27 08:56:05 -0500 <rektcapital> $BTC $BTCUSD #Bitcoin   For the first time ever...  Bitcoin has managed to confirm a breakout past the long-standing red trendline resistance that dates back to mid-December 2017  #Crypto #cryptocurrencies  https://t.co/2xTKX2zpTR\n",
      "1287604258880323584 2020-07-27 00:22:32 -0500 <Ozono_Merval> $BTCUSD en aritmética rompió, en logarítmica no No duerme nadie hoy no ? 😁 #Bitcoin compresión semanal  https://t.co/A5cvmfElrN\n",
      "1287603390495821826 2020-07-27 00:19:05 -0500 <RadioSilentplay> $MARA 1.04 #blockchain #bitcoin #BTC play on high alert with $BTCUSD breaking 10k expected 12k  Rule of 3: Golden Cross Bull Flag weekly Bullish Cup and handle Hot sector: blockchain  Remarks: $BTCUSD just broke 10k Short squeeze expected   Pivot 1.77  Potential : $7 higher  https://t.co/uQHAiMu7z2\n",
      "1287534643588337664 2020-07-26 19:45:54 -0500 <AdamMancini4> Bitcoin $BTCUSD is setting up for a  move - likely to follow in $GOLD's footsteps. We're coiling into a multi-year triangle, and these don't resolve with small moves. Given the trend entering this pattern was up, this should resolve the same way with 15k then 24k targets  https://t.co/9rRFm75PPp\n",
      "1287509089023660035 2020-07-26 18:04:22 -0500 <Beetcoin> #Bitcoin $BTCUSD - Bull market is in since 1st April 2019.  When you remove the \"crash covid\", trend is quite pristine.   I frequently argue with people who are still looking for shorts entry on the crypto markets. Dismiss them.  Look for buy entries instead.  https://t.co/w46qzQkaeZ\n",
      "1286970985728618496 2020-07-25 06:26:08 -0500 <rektcapital> Bitcoin has enjoyed price consolidation after every Halving  And Altcoins have rallied strongly during these periods of $BTC consolidation  This period of time after Halving 3 has been no different  History is repeating itself  $BTCUSD #Crypto #Bitcoin\n",
      "1286324774998814722 2020-07-23 11:38:19 -0500 <TXWestCapital> $DXY - daily bull div  $EURUSD - daily and larger bear div $AUDUSD - daily and larger bear div #Gold - daily and larger bear div #Silver - D3 and weekly bear div $SPX - daily and monthly bear div $IXIC - daily and higher bear div $BTCUSD - daily bear div\n",
      "1285596975358935040 2020-07-21 11:26:18 -0500 <bbands> OK, there is the first lift in the BB Squeeze. Now we need to see follow through or we'll be setup for real trouble, a Head Fake. $BTCUSD\n",
      "1285562878146338816 2020-07-21 09:10:49 -0500 <Yodaskk> $BTC $BTCUSD #BTC   🅼🅴🅶🅰 Thread on several Models / indicators / On Chain Analysis  Part 2   Update at $btc=9300, July 2020, massive multi months consolidation  Is $BTC a BUY ?\n",
      "1285503564450799616 2020-07-21 05:15:07 -0500 <rektcapital> $BTC $BTCUSD #Bitcoin   Bitcoin is still holding what will soon turn into a 3-month uptrend line  #cryptocurrencies  https://t.co/CblApHxpg2\n",
      "1285487634794635265 2020-07-21 04:11:49 -0500 <NicTrades> Never short a quiet market #BTC $BTCUSD\n",
      "1285485209178144768 2020-07-21 04:02:11 -0500 <CryptoHamsterIO> Descending channel has been broken to the upside on a higher volume.  Let's see if the resistance will become support or that was a fake breakout.  Could be a nice long entry if that support holds.  #bitcoin $BTC $BTCUSD  https://t.co/cRREiaidj3\n",
      "1284003954305560576 2020-07-17 01:56:13 -0500 <CryptoHamsterIO> When #bitcoin historical volatility percentile approaches a zero level it usually marks the start of a new trend or at least a strong price move.  Guess, where we are now...  $BTC $BTCUSD  https://t.co/IQU6iaY6Np\n",
      "1283697728091037696 2020-07-16 05:39:22 -0500 <rektcapital> $BTC $BTCUSD #Bitcoin   Bitcoin is threatening to lose its 2.5 month uptrend line  But we've seen downward wicks past this Higher Low many times  Which is why it's better wait for a 1D close relative to this uptrend line for a confirmed trend  #Crypto #cryptocurrencies  https://t.co/cSkyZKTY4z\n",
      "1283429309139628035 2020-07-15 11:52:46 -0500 <rektcapital> $BTC $BTCUSD #Bitcoin Dominance - 1W  A Weekly close below the dashed black level will mean that this recent bounce in Bitcoin Dominance will have been a relief rally before enjoying further downside  Further downside = Altseason continues  #cryptocurrency #Crypto #altseason  https://t.co/Led4mvom5V\n",
      "1283230943289974786 2020-07-14 22:44:32 -0500 <singhsoro> Starting to get long on $BTCUSD again\n",
      "1283168558399262724 2020-07-14 18:36:39 -0500 <PdqJones> @bbands Like how the bands are narrowing and $BTCUSD is staying above the center line @bbands?  https://t.co/W7n1sSmjWN\n",
      "1283160280684363781 2020-07-14 18:03:45 -0500 <bbands> Starting to get constructive on $BTCUSD again.\n",
      "1283050084859600897 2020-07-14 10:45:52 -0500 <CryptoHamsterIO> Daily Bollinger Bands width is approaching to its 20-months low...  #bitcoin $BTC $BTCUSD  https://t.co/xgmm9sTvkG\n",
      "1283028995416694785 2020-07-14 09:22:04 -0500 <allstarcharts> here's a great lesson on waiting for the breakout. anticipating this one has been costly. patience.... $BTCUSD $BTC.X #Bitcoin  https://t.co/b0bSWrTS7b\n",
      "1282732497516855296 2020-07-13 13:43:54 -0500 <rektcapital> $BTC $BTCUSD #Bitcoin   Still keeping the 2.5 month uptrend line as support  #Crypto  https://t.co/ncbzXIlbdD\n",
      "1282711525439033345 2020-07-13 12:20:33 -0500 <MontanaSeptic> 007: $tsla before you go running and selling your $tsla stock or calls because its \"too high\" and \"can not possibly go any higher\" do yourself a favor and study daily charts of $vw oct 2008, $qcom nov 1999, $btcusd 2017 etc.  big money is made by sitting tight and do not panic 😱\n",
      "1282283569839091712 2020-07-12 08:00:01 -0500 <rektcapital> If you're a Bitcoin investor and are disappointed with Bitcoin's performance after the Halving...  Then you really need to check this article out:   https://t.co/jplVcjDfyZ  Post-Halving consolidation is normal by standards of Bitcoin's price history  $BTC $BTCUSD #Bitcoin  https://t.co/BK8shexbI1\n",
      "1281926210432442369 2020-07-11 08:20:00 -0500 <rektcapital> $BTC $BTCUSD #Bitcoin   Bitcoin is still holding its 2.5 month uptrend line  #Crypto  https://t.co/r4DoQ7HK66\n",
      "1281451682136719361 2020-07-10 00:54:23 -0500 <Ozono_Merval> $BTCUSD actualizo, cruzó el 50% de la formación, prueba superada #Bitcoin compresión semanal  https://t.co/jUgDIW2kyK\n",
      "1281162092226195456 2020-07-09 05:43:40 -0500 <rektcapital> $BTC $BTCUSD #Bitcoin   Bitcoin is challenging its long-standing trendline resistance for the 5th time in the past 6 weeks  This red trendline dates back to mid-December 2017  #Crypto  https://t.co/ebbmk3Qc77\n",
      "1280907176710680576 2020-07-08 12:50:43 -0500 <BTC_JackSparrow> New Price Targets episode folks  Content: $BTCUSD, $ETHBTC and $ETHUSD  ~5 minutes per pair  Shoutout to everyone for the feedback from last week  Check out it out 👍   https://t.co/1D3d7V5zIJ\n",
      "1280799744546213890 2020-07-08 05:43:49 -0500 <rektcapital> #ALTSEASON Checklist:  1. Money flows from $BTC to Large Caps like $ETH ✅   2. Decline in Bitcoin Dominance ✅   3. $BTCUSD moves sideways ✅   4. Money flows from Large Caps to Mid Caps &amp; Low Caps ✅   5. Altcoin Market Cap breaks out ✅   6. $DOGE breaks out ✅   #Bitcoin\n",
      "1280438910166786048 2020-07-07 05:50:00 -0500 <rektcapital> $BTC $BTCUSD #Bitcoin Dominance - 1D   Clean breakdown  Welcome to Altseason  #cryptocurrency #Crypto  https://t.co/kZ5nPqRXZA\n",
      "1280113142115241987 2020-07-06 08:15:31 -0500 <rektcapital> $BTC $BTCUSD #Bitcoin   Bitcoin is currently forming an Ascending Triangle against its 2-month uptrending trendline  Initially, the reactions from this Higher Low were sharp &amp; quick  Over time however, the consolidation periods have been getting longer   #Crypto #cryptocurrency  https://t.co/DRrriSBRiu\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1280090700567150592 2020-07-06 06:46:20 -0500 <rektcapital> $BTC $BTCUSD #Bitcoin Dominance - 1D   Breaking down from a multi-month uptrend line (orange)  Clean breakdown from here means Altseason continues  #cryptocurrency #Crypto  https://t.co/ppzyLx9LFO\n",
      "1279747049047670790 2020-07-05 08:00:47 -0500 <Yodaskk> So, a small recap of all the bull &amp; bear arguments I found past weeks  $btc $btcusd #BTC    #Thread  1/x\n",
      "1279587653369896962 2020-07-04 21:27:24 -0500 <marketoccultat1> $BTCUSD Natal solar cycle ☀️#bitcoin #btc  https://t.co/ecXWnKjM3t\n",
      "1278704626980839425 2020-07-02 10:58:34 -0500 <BTC_JackSparrow> $BTCUSD denominated in Gold (vs $USD)  vs  $MSFT dot(.)com bubble re-accumulation  https://t.co/fxjBgHa1Th\n",
      "1277772880021868544 2020-06-29 21:16:09 -0500 <TrendSpider> Holy moly that was a lot of charts....   Please give us a like if this was helpful!  Reviewed: $SPY $QQQ $IWM $XBI $XLE $XLF $BTCUSD  $ETHUSD $GLD  $SLV $FB $AMZN $AAPL $NFLX $GOOG $CRON $CGC $TLRY $ATVI $GE $MRO $BA $ROKU $DIS $DAL  $M $TSLA $WORK $NCHL $JPM  $DDOG $SAVE $PENN\n",
      "1277358871280062475 2020-06-28 17:51:01 -0500 <Yodaskk> $btc $btcusd #btc  Each time we got a weekly Stoch (when Stoch &gt; 70) cross down, we got a pretty heavy correction  Each.  Time.  Even in massively bullish 2017.  https://t.co/1nQb3eMLi1\n",
      "1276980589858611200 2020-06-27 16:47:52 -0500 <NicTrades> Mercury retrograde and bitcoin $BTCUSD  https://t.co/z4QttLK2Bb\n",
      "1276590266280009728 2020-06-26 14:56:52 -0500 <Yodaskk> $btc $btcusd #BTC   “One Bear Fractal to rule them all, One Bera to find them, One Bera to bring them all. and in the darkness bind them.”  https://t.co/OKy0HCHKHt\n",
      "1276561727140827136 2020-06-26 13:03:27 -0500 <Beth_Kindig> Square’s cash app reported 50% of all payments in bitcoin. Read my full analysis on why bitcoin is a transformative protocol that is often misunderstood. $SQ $BTC $PYPL $BTCUSD $ETH $DXY   https://t.co/Y5fjUY4EMf  https://t.co/DL2mIBxYeV\n",
      "1276389016443600899 2020-06-26 01:37:10 -0500 <TrendSpider> $BTCUSD #Bitcoin #BTC Quite possibly my favorite chart currently that I have created... idk why.  https://t.co/TC2TqxMabS\n",
      "1276175761167331328 2020-06-25 11:29:46 -0500 <RealHxroLabs> 🧪Is #Bitcoin dominance about to breakdown?🧪 - $BTCUSD puts a bearish retest on range EQ. - $ETHBTC continues to consolidate under resistance. - $XTZ sitting at a very interesting location. - $BTC dominance looks ready to reward #altcoin traders. #cryptocurrency #altcoins  https://t.co/ouXtRq9oRc\n",
      "1275755392778338305 2020-06-24 07:39:22 -0500 <cryptowat_ch> #Bitcoin falls to a low of $9,262 as over $25 million $BTCUSD longs get liquidated at BitMEX.   https://t.co/B7gu0EfYSk  https://t.co/2b04tihBT8\n",
      "1275365597845561356 2020-06-23 05:50:28 -0500 <Yodaskk> $btc $btcusd  Reviving this thread.  Even if we didnt get the parabolic blow-off top in 2020, structure is still hella similar.  Now forming a multi-months ascending triangle  Just a kind reminder: that's exactly how $btc got out of 2015's bear market.   2020 to repeat history ?  https://t.co/pQZuTqQL7o\n",
      "1274083774859489282 2020-06-19 16:56:57 -0500 <SwenLink> $DEFI (-MKR - COMP)  If that doesn't look like an accumulation range breakout...👌👀🤑  Looks a lot like $BTCUSD accumulation in 2015...  https://t.co/IHBGEZK9PZ\n",
      "1273802369281568768 2020-06-18 22:18:45 -0500 <CryptoMikey888> #XVG fans like and retweet if you would like me to do another chart and pricing analysis  $XVG #XVGBTC #Bitcoin #BTC #BTCUSDT #BTCUSD #BTCUSDT #Crypto #cryptocurrencies #cryptotrading $btcusd #vergecurrency\n",
      "1273602577943445507 2020-06-18 09:04:51 -0500 <Yodaskk> $btc $btcusd #BTC  Just another shitty bull fractal so I can be mad when it dumps later  https://t.co/LqmuTjHr4a\n",
      "1272509158873370631 2020-06-15 08:40:00 -0500 <rektcapital> Historically it has taken many weeks for $BTC to break into a new trend after its Halving  This is the 5th week post-Halving that BTC has consolidated  Weeks from now, if BTC is to break out into a new bull trend...  This would be the range to do it from  $BTCUSD #Crypto #Bitcoin  https://t.co/TeJeWuEuBm\n",
      "1271141798451253248 2020-06-11 14:06:36 -0500 <cryptowat_ch> #Bitcoin falls to a low of $9,012 before quickly retracing its move over the next 45 mins.  During the move nearly $50 million was liquidated at BitMEX, $49 million of which were $BTCUSD longs.   https://t.co/B7gu0EfYSk  https://t.co/cCJwQLZcAd\n",
      "1270736907518070791 2020-06-10 11:17:42 -0500 <cryptowat_ch> We overlaid a few major events over the past 18 months on a $BTCUSD chart with Stock to Flow model applied.  h/t @100trillionUSD #Phase4 #Bitcoin  https://t.co/rmWNcmLDA2\n",
      "1270456312376279047 2020-06-09 16:42:43 -0500 <rektcapital> $BTC $BTCUSD #Bitcoin   What if Bitcoin just broke out of its 6-week range and is now attempting to turn $9650 into new support so as to springboard to higher price levels?  #Crypto  https://t.co/7IssUwEf8s\n",
      "1270285147162714118 2020-06-09 05:22:34 -0500 <Yodaskk> It's been a long time since I've done a fractal, so why not ? $btc $btcusd  https://t.co/bx9eFGtweR\n",
      "1269427753700524032 2020-06-06 20:35:35 -0500 <nckbtc> Let's take a look at how some of the most renown tech stocks are performing against #Bitcoin ($BTCUSD) over time:  • $AAPL vs $BTCUSD • $AMZN vs $BTCUSD • $GOOG vs $BTCUSD • $NFLX vs $BTCUSD  Wow... not so hot huh?  h/t @PrestonPysh   #WhatsYourDenominator?  https://t.co/looiYt1gBj\n",
      "1269188699738292225 2020-06-06 04:45:41 -0500 <Yodaskk> $btc $btcusd #btc  Greetings, Bitfinex whale  https://t.co/QFz9tcCqG7\n",
      "1268866892216905728 2020-06-05 07:26:56 -0500 <rektcapital> $BTC $BTCUSD #Bitcoin - Daily  While people may be panicking about today's pullback, it's actually an important technical step for BTC  Price is trying to retest $9650 as support  For most of May - Bitcoin has failed to do so  Here's the 5th try this month  #Crypto  https://t.co/cXEe0MLvis\n",
      "1268518474210566144 2020-06-04 08:22:26 -0500 <rektcapital> $BTC $BTCUSD #Bitcoin - Weekly  $9650 is the level to watch right now  Another Weekly close below $9650 &amp; BTC could reject  Weekly close above $9650 and BTC would briefly move higher, with a pullback into $9650 for a retest attempt to follow a week or two after breakout  #Crypto  https://t.co/t8lLjdILCc\n",
      "1268102984270901248 2020-06-03 04:51:26 -0500 <CryptoHamsterIO> #Bitcoin price major trends:  do you believe in coincidences or TA? 😉  In any case, it seems that the next year will be very interesting for $BTC.   $BTCUSD  https://t.co/ob9XdyiBxi\n",
      "1267942061900066816 2020-06-02 18:11:59 -0500 <bbands> The is a Head Fake at the upper Bollinger Band for $btcusd, time to be cautious or short.\n",
      "1267848256358363139 2020-06-02 11:59:14 -0500 <CryptoWhale> $BTCUSD: This is a STRONG resistance that has been rejected 3 times over the last 265 days ranging from 3-60% drops.   #Bitcoin #Cryptocurrency #BTC  https://t.co/CvTGUui1c7\n",
      "1267843671707262980 2020-06-02 11:41:01 -0500 <rektcapital> $BTC $BTCUSD #Bitcoin   If the 1W closes as a Gravestone Doji, a typically bearish reversal candlestick, at a resistance that has figured as a significant point of rejection since mid-December 2017...  Chances of a breakout get slim  BTC still has some time to fix this  #Crypto  https://t.co/gZvz2Dgnjk\n",
      "1267834125106524166 2020-06-02 11:03:05 -0500 <rektcapital> $BTC $BTCUSD #Bitcoin   Breakout, pullback, retest, continuation?  Needs to 1D close above ~$9600 for this to still be a possibility   #Crypto  https://t.co/RNwyt39Nk7\n",
      "1267831036244905984 2020-06-02 10:50:48 -0500 <NicTrades> $BTCUSD Bitcoin down 10% in a 5min candle -  and how is your day going?\n",
      "1267708261110820865 2020-06-02 02:42:56 -0500 <NCheron_bourse> Le Bitcoin est toujours recherché et s'approche d'une barrière historique à 10550$. L'éventuelle rupture de ce seuil serait significative, alerte posée. $BTCUSD  https://t.co/emv8xWFe2n\n",
      "1266949118297071616 2020-05-31 00:26:23 -0500 <Ozono_Merval> $BTCUSD está poniendo a prueba al #1 🇨🇭 #Bitcoin compresión diaria  https://t.co/AaWPplR21m\n",
      "1266723036847394816 2020-05-30 09:28:01 -0500 <Cosmoscuk> #btc de boğa tuzağı kokusu? 👀  #Binance $btcusd #cumartesi #btctürk  https://t.co/qggdtQdxmg\n",
      "1266688669957664768 2020-05-30 07:11:27 -0500 <rektcapital> $BTC $BTCUSD #Bitcoin   Is BTC forming a small flag below resistance of its macro pattern?  Maybe  But we've seen this sort of flagging below resistance in early May  For this small flag to play out, it needs to either break $9580 soon  Or hold ~$9,400 on the pullback  #Crypto  https://t.co/RsI1u7okvc\n",
      "1266408599531556868 2020-05-29 12:38:33 -0500 <bbands> If $BTCUSD crams some wax in its ears, and so misses the Siren's song, we could see a nice rally here as the psychological resistance at the round number gets torn out.\n",
      "1265948698682568704 2020-05-28 06:11:04 -0500 <Yodaskk> $BTC $BTCUSD #btc  🅡🅞🅐🅓🅜🅐🅟  If $btc can't take 10k resistance now, I think $btc will go the 6k6-7k1 region, to form an iH&amp;S  Confluence of: -100W SMA - Left shoulder horizontal support - Daily S1 -61.8% fib retracement of rally from 4k to 10k - Yearly Open  THREAD 1/x  https://t.co/I5tQwaaekq\n",
      "1265631960635973633 2020-05-27 09:12:28 -0500 <Yodaskk> I never noticed this before $btc $btcusd #BTC  Bitfinex whale kindly giving us directions  https://t.co/Sd18q0YnSD\n",
      "1264856260450701312 2020-05-25 05:50:07 -0500 <rektcapital> #ALTSEASON Checklist:  1. #Bitcoin rallies ✅  2. Money begins to flow from $BTC to Large Caps like #Ethereum ✅  3. Decline in Bitcoin Dominance ⏰  4. $BTCUSD moves sideways/gradually declines after an exponential rally⏰  5. Money flow from Large Caps to Mid Caps &amp; Low Caps ⏰\n",
      "1263842547371257856 2020-05-22 10:41:59 -0500 <TXWestCapital> #bitcoin #CME #CommitmentofTraders $btcusd $xbtusd  Still think we head higher without making a swing for $3000 again?  https://t.co/IoDQm7PiIl\n",
      "1263772389957079040 2020-05-22 06:03:12 -0500 <rektcapital> $BTC $BTCUSD #Bitcoin Dominance - 1D   Just broke down from a key area  If BTC.D follows through on this orange trajectory...  That would mean that Altcoins will have a few great weeks of price appreciation lasting until EoQ2  Altcoin Prices follow Altcoin Hype  #cryptocurrency  https://t.co/e8Nh7ktoIE\n",
      "1263138330792939520 2020-05-20 12:03:40 -0500 <NCheron_bourse> Bitcoin : The wall à 10000$ $BTCUSD  https://t.co/Ps9NqDrKP3\n",
      "1262192217705381891 2020-05-17 21:24:09 -0500 <Flex__Trades> $BTCUSD #Bitcoin $10500 break this speeds up in a big way. IMO.   Super constructive look to this.  https://t.co/I81iPuWfR1\n",
      "1262112724609269760 2020-05-17 16:08:17 -0500 <rektcapital> $BTC $BTCUSD #Bitcoin   As long as BTC stays above the black diagonal for the next 4 hours until the 1W close...  Bitcoin should have a good chance at breaking the blue Daily diagonal flag resistance to challenge for the lower $10,000s next week  #Crypto  https://t.co/HgsaRYncY4\n",
      "1262075424282116098 2020-05-17 13:40:04 -0500 <WhaleTrades> $1,000,000 worth of #bitcoin LONGED @ $9780.11 [17/05/20 17:40:03]  Exchange: bybit | Pair: $BTCUSD 💴💴💴💴💴💴💴💴💴💴💴💴💴💴💴💴💴💴💴💴💴💴💴💴  Move slow - Luke Martin\n",
      "1261124292038873088 2020-05-14 22:40:36 -0500 <CryptoWhale> $BTCUSD: We will be back below $9000 in no time.  I hope people shorted the top with me again!  https://t.co/S0K6mWyrNB\n",
      "1260901895939461123 2020-05-14 07:56:53 -0500 <rektcapital> $BTC $BTCUSD #Bitcoin   This trendline has been a strong resistance since mid-December 2017  A Weekly candle close would most likely confirm a new era for Bitcoin's price  Weekly close looking promising at this time but price needs to stay above ~$9100 until end of week  #Crypto  https://t.co/IvhYkzFcbU\n",
      "1260151329990811648 2020-05-12 06:14:24 -0500 <Yodaskk> $btc $btcusd #btc  Fractal mode, Engaged.  https://t.co/KM7WR0awFL\n",
      "1260101269663830016 2020-05-12 02:55:28 -0500 <CryptoHamsterIO> Sometimes bitcoin price follows the simplest patterns.  Here is a bear flag with the target around 7650$, which also matches a high trading volume/support zone and the 38.2% Fibonacci retracement level.  $BTC $BTCUSD #bitcoin  https://t.co/KzmsgZAyHn\n",
      "1259801685461020672 2020-05-11 07:05:02 -0500 <rektcapital> $BTC $BTCUSD #Bitcoin   Rejection from diagonal resistance upon Weekly close  If BTC holds ~$8550  Price could relief rally to the low $9000s before rejecting  Breakdown from ~$8550 --&gt; revisit of high $7000s  Get ready for the next move on PrimeXBT   https://t.co/tDLGrNg2Sg #ad  https://t.co/bL3uBkAjUo\n",
      "1259479369942097922 2020-05-10 09:44:16 -0500 <CryptoHamsterIO> $BTC $BTCUSD #bitcoin  https://t.co/7e0KpSqA8c\n",
      "1259421343780605953 2020-05-10 05:53:41 -0500 <Yodaskk> $btc $btcusd #btc  $btc daily  &amp; $btc hourly  see some similarities ?  #Fractals4Ever  https://t.co/zSSgLeEi6e\n",
      "1259277857924149248 2020-05-09 20:23:32 -0500 <FusionptCapital> Ok I didn't put this together but I did find it interesting.  $BTCUSD $SPX  https://t.co/4zZbMOj6Hb\n",
      "1259210547876282370 2020-05-09 15:56:04 -0500 <Ozono_Merval> $BTCUSD el triángulo que sigo, solo se anula, si rompe la formación antes de junio #Bitcoin compresión semanal #Crypto  https://t.co/YmEOyaIAhz\n",
      "1258786186799136770 2020-05-08 11:49:48 -0500 <CryptoHamsterIO> Descending broadening wedges:  for upward breakouts, use the highest peak (A) in the chart pattern as the target. – Thomas N. Bulkowski $BTC $BTCUSD #bitcoin  https://t.co/jiAHkFyrih\n",
      "1258745462494019586 2020-05-08 09:07:59 -0500 <allstarcharts> is it going to be like this? everyone seems to think so $BTCUSD #bitcoin $btc.x $BCOIN  https://t.co/pl6FaC4AdD\n",
      "1258745387973632000 2020-05-08 09:07:41 -0500 <cryptobuzznews> #FF today, all underrated, follow em!  @MacroCRG  @theo_crypto99  @realadamli  @BullChain  @cryptomeowmeow  @joshnomics @Hayess5178  @CryptoNewton  @ihatecodee  @DaanCrypto  @HerroCrypto  @Larousse____  @888Velvet  @RookieXBT  @Timeless_Crypto  @ByzGeneral   $btcusd $btc $ltc\n",
      "1258460336249847815 2020-05-07 14:14:59 -0500 <CryptoWhale> $BTCUSD: This level has lots of sell orders by big whales which leads me it is a prime area to open shorts if we can gradually move above there sometime this month.   Do not buy #BTC at these high levels because especially after halving, we will see a big dump (+ mining collapse)  https://t.co/SqUU9ceVzJ\n",
      "1258375034873114627 2020-05-07 08:36:02 -0500 <CryptoHamsterIO> Is the bottom in?  #bitcoin $BTC $BTCUSD #Halving  https://t.co/mnNF1c48bv\n",
      "1258232579188121606 2020-05-06 23:09:58 -0500 <CryptoHamsterIO> #bitcoin $BTC $BTCUSD  https://t.co/sgNDXYe7r8\n",
      "1257988647560806401 2020-05-06 07:00:40 -0500 <rektcapital> $BTC $BTCUSD #Bitcoin   BTC at major resistance  A HTF breakout past this point would be ideal  Why?  a) Potential FOMO wicks  b) 1D candle closes have happened here  c) Short-lived pullbacks to test diagonal as support have happened before breakdown  More on this in my YT video  https://t.co/TaDDNmK7Kw\n",
      "1257736402126716931 2020-05-05 14:18:20 -0500 <Yodaskk> $btc $btcusd #BTc Orderbook is pretty thick on the bid-side tbh  https://t.co/mG1gTpAheB\n",
      "1257609769759715328 2020-05-05 05:55:09 -0500 <rektcapital> $BTC $BTCUSD #Bitcoin - Quarterly (3M)  Bitcoin has rallied over +40% since the beginning of its Quarter in early April  Price is currently at a key resistance that, once broken, will most likely confirm a Bitcoin bull market  #cryptocurrency  https://t.co/O8u2mMiyeI\n",
      "1257357698603065350 2020-05-04 13:13:30 -0500 <rektcapital> $BTC $BTCUSD #Bitcoin - 12 Month Timeframe  Remember Bitcoin's crash from a few weeks back?  Neither does Bitcoin's 12 Month price chart  Bitcoin has since fully recovered from the crash  In fact, the crash looks like minor volatility in the grander scheme of things  #Crypto  https://t.co/XByaZbRv7Y\n",
      "1257342672655785985 2020-05-04 12:13:48 -0500 <rektcapital> $BTC $BTCUSD #Bitcoin - 12 Month Timeframe  If we zoom out - turns out the historic crash may have just been one huge pre-Halving shakeout  Bitcoin's price is back on track when it comes to its 4-Year Cycle  It's as if the crash never happened...  #Crypto  https://t.co/n7Bd7UrLI9\n",
      "1256539359987326979 2020-05-02 07:01:43 -0500 <CryptoWhale> $BTCUSD: No other #Crypto page is talking about the CME Gap at $3,550, which will likely be hit sometime this year.  I recommend people have some spare fiat left for the inevitable drop (whenever it may be) to accumulate at these ranges!   #Bitcoin #CryptoWhale #BTC  https://t.co/EEl0lE6F6L\n",
      "1256537916697833472 2020-05-02 06:55:59 -0500 <CryptoHamsterIO> Bullish pennant.  A 100% target matches highs in February and October.  A 34% target matches the previous high. Keep in mind though that \"break even failure rate for up/down breakouts [is] 54%; 56%\" (T. Bulkowski). $BTC $BTCUSD #bitcoin  https://t.co/RCNS5JkEV7\n",
      "1256494151610359808 2020-05-02 04:02:04 -0500 <CryptoWhale> $BTCUSD RETRACEMENT COMING!📉  - RSI OVERBOUGHT  - 9K CME GAP FILLED - STRONG RESISTANCE  We have another CME gap ($7650) that opened up on April 24th, which will 100% be filled.   This means we WILL go below 8K again!  https://t.co/MjyjhVixdv\n",
      "1255488210173595648 2020-04-29 09:24:49 -0500 <rektcapital> $BTC $BTCUSD #Bitcoin  Bitcoin's Monthly close is just around the corner  If price continues to rally like this, the Monthly may very well close in a way that engulfs the candle body of the previous month  #BitcoinHalving  https://t.co/Dzv6mD8tdN\n",
      "1255413479239974912 2020-04-29 04:27:52 -0500 <Yodaskk> $BTC $BTCUSD #BTC  UPDATE 2:   If this fractal continues, now is the parabolic stage :o  https://t.co/tpSJGQXxat\n",
      "1254943076226699264 2020-04-27 21:18:39 -0500 <TeddyVallee> Why do all the robinhood charts I see show straight up accumulation into stocks getting worked? Not even a downtick. Is the millenial trader belief and pain tolerance that strong? $68tn being inherited by these guys over next 20 years. Good for $btcusd.\n",
      "1254917957576044544 2020-04-27 19:38:50 -0500 <KingThies> $BTCUSD preparing to straight send it 📤 IMO.   I haven't felt this bullish since Jan 2019. Been saying it since initial $5k surge in beginning of April.   See you on the rocket.  https://t.co/fE2ahDqt79\n",
      "1254740383587872768 2020-04-27 07:53:14 -0500 <rektcapital> $BTC $BTCUSD #Bitcoin  It's exciting to think about BTC breaking out from this longterm triangle  But that shouldn't be the focus now  This breakout could take weeks or even months  Our focus should be on BTC staying above $7250 to enable a run to ~$9300 (intra-triangle movement)  https://t.co/5fpEEUShkC\n",
      "1254101947130482688 2020-04-25 13:36:18 -0500 <rektcapital> $BTC $BTCUSD #Bitcoin   The algorithms are back  I wonder how this is going to end  #Crypto  https://t.co/8jaoWhmH8t\n",
      "1254035933042638850 2020-04-25 09:13:59 -0500 <CryptoHamsterIO> Bitcoin Hash Ribbons has left the red \"capitulation\" zone, flashing \"buy\" signal.  Two last times such a signal was followed by the price of bitcoin grown by 260% and 45% correspondingly.  Will see, how it goes this time 👀🍿 $BTC $BTCUSD #bitcoin  https://t.co/o0XGxduTyj\n",
      "1253866032642396163 2020-04-24 21:58:52 -0500 <CryptoHamsterIO> Resistance becoming support – a very similar thing was during the last rising trend in January-February 2020.  On the one hand, it looks very healthy, on the other hand, we all know, what happened next...  #bitcoin $BTC $BTCUSD $XBT  https://t.co/ee9DlhjjGc\n",
      "1253450625720999937 2020-04-23 18:28:11 -0500 <davidbelle_> Here’s $BTCUSD   19th March.   Everyone forgets about the dollar side of the equation 🤡  https://t.co/5j1XX60vsl\n",
      "1253330517061062656 2020-04-23 10:30:55 -0500 <TeddyVallee> Highest conviction view over the next 1-3 yrs is that CB balance sheets are going in one direction - up. Given this premise, it seems the best form of expression is via $BTCUSD. While the chart below will need to prove itself, it holds weight both empirically and intuitively.  https://t.co/GIjOa15hJ4\n",
      "1253304734837993472 2020-04-23 08:48:28 -0500 <CryptoHamsterIO> Dow Jones in 1930s and 2020.  Nobody knows what will happen with the global economy, but if @RayDalio is right, the crash is far from being over.  #DowJones #SPX500 #SPX #NASDAQ100 $DJA $DJI $SPX $NDX #bitcoin $BTC $BTCUSD $XBT  https://t.co/1GNeoq4ItK\n",
      "1252889776438427649 2020-04-22 05:19:34 -0500 <CryptoHamsterIO> Ultra-bearish scenario for bitcoin based on the previous bear market dynamics and Fibonacci retracement levels (log scale):  – the bottom should be at ~1000$ – the bear market will continue until the end of 2021.  $BTC $BTCUSD #bitcoin $XBT  https://t.co/a0hNTH1QgS\n",
      "1252298137890324482 2020-04-20 14:08:37 -0500 <bbands> $BTCUSD and friends moving into Squeeze territory.  https://t.co/QT2N96fb1H What time is it?\n",
      "1252172950872248320 2020-04-20 05:51:10 -0500 <rektcapital> $BTC $BTCUSD #Bitcoin   The latest Weekly close means that this is the 6th week in a row...   That Bitcoin has been wicking towards and getting rejected from the $7000-$7250 resistance area  #Crypto  https://t.co/e9gi7BONI8\n",
      "1251465205600616448 2020-04-18 06:58:50 -0500 <rektcapital> $BTC $BTCUSD #Bitcoin   This is the 5th week is a row...   That Bitcoin has been wicking towards and getting rejected from the $7000-$7250 resistance area  #Crypto  https://t.co/BZ6YfRg4vH\n",
      "1249547962398715906 2020-04-13 00:00:24 -0500 <HyenukChu> Para no perder la perspectiva, así va el 2020. $TLT 20.91% $GLD 10.31% $AGG 4.06% $UUP 3.45% $LQD 2.72% $QQQ -6.32% $HYG -6.52% $BTCUSD -6.84% $SPY -14.01% $FINX -15.07% $VNQ -15.32% $NOBL -17.28% $EFA -20.57% $EEM -22.07% $IWM -25.80% $MJ -34.42% $USO -61.09%\n",
      "1249070236386627585 2020-04-11 16:22:05 -0500 <FeraSY1> #Bitcoin  One day left till we get the weekly close, a close like this is BEARISH Nothing more a bearish retest or December lows with Shooting-star weekly candle  6200, 5900, 5400, 5150 are in Play  #BTC #XBT #XBTUSD #BTCUSD $BTC $BTCUSD $XBTUSD #Crypto  https://t.co/50pJtcPh9K\n",
      "1248779913747931136 2020-04-10 21:08:27 -0500 <_Crypto_Maniac_> What are the odds we would be looking at both the #crypto and the stock market crawling along a massive bear flag?  Stay tuned  $BTCUSD $XRPUSD $DJI $SP  https://t.co/jcrTCB2FLQ\n",
      "1247529338473287684 2020-04-07 10:19:06 -0500 <Yodaskk> $btc $btcusd #btc  Well, f$ck, that's similar  https://t.co/zaFegvY3uB\n",
      "1247032413454204928 2020-04-06 01:24:30 -0500 <MacroScope17> As the \"liquidity tsunami = eventual inflation\" narrative slowly starts to take hold with larger macro-based traders, watch for more of this. $BTCUSD  https://t.co/mHj9Mz6tRi\n",
      "1246392017976020992 2020-04-04 06:59:48 -0500 <Yodaskk> $btc $btcusd #btc  is it me or is it starting to look like the slow grind we had at the end of the 3.2k accumulation bottom?  https://t.co/Khllq9A6i9\n",
      "1246147976193507329 2020-04-03 14:50:04 -0500 <TheCryptoSniper> The progress in Bitcoin, to even a small countertrend target belies weakness, we have taken what we made &amp; run, post our CRypto finds session. An inverse $BTCUSD chart illustrates how soon the next CRypto attack maybe.  https://t.co/XRWrJEq80r\n",
      "1246090913547456513 2020-04-03 11:03:19 -0500 <ACXtrades> Is it me or $ETHUSD always looks a lot more clearer than $BTCUSD in terms of levels.\n",
      "1245531597732024320 2020-04-01 22:00:48 -0500 <TeddyVallee> % of cryptocurrencies 55% off 100d high vs. $BTCUSD. Historically, this has marked selling exhaustion and led to a ST bounce or the beginning of a new trend.  https://t.co/YXlVyDMhEv\n",
      "1245401172078444547 2020-04-01 13:22:32 -0500 <rektcapital> $BTC $BTCUSD #Bitcoin - Quarterly (3M)  Latest Quarterly close shows a slowing down in the sellside action that BTCUSD has experienced over the past few Quarters  Another major low past green is possible but BTC looks like it will slowly curl up over time   https://t.co/3eYnO3mPgP  https://t.co/llpaRHwJMj\n",
      "1244994340759494657 2020-03-31 10:25:56 -0500 <Yodaskk> $btc $btcusd #btc  idk if we are distributing here, but it hella looks like it  ¯\\_(ツ)_/¯  https://t.co/F5XxqsDsAJ\n",
      "1244649443657318401 2020-03-30 11:35:26 -0500 <CryptoHamsterIO> Heads up. A potential H$S on a 4h TF with Stochastic(/RSI) tops and 50MA as resistance. Also, some charged bearish TD Sequential candles on a 1h TF. Confirmation on a breakout needed. So far we are merely printing a right shoulder. 4650$ if plays out though. $BTC $BTCUSD #bitcoin  https://t.co/OgFamX3R6N\n",
      "1244374155639664640 2020-03-29 17:21:32 -0500 <alphatrends> Bitcoin tested prior support and it acted as resistance, the trend is lower $BTC.X $BTCUSD  https://t.co/ldAMHY7naN\n",
      "1244243179035033602 2020-03-29 08:41:05 -0500 <Yodaskk> $btc $btcusd #btc  Until we are out of this channel, i don't see why after testing the upper bound, we shouldnt test the lower bound  https://t.co/1fVHD9EDeb\n",
      "1243199224440897536 2020-03-26 11:32:47 -0500 <Yodaskk> $BTC $BTCUSD #BTC   Was March 12th the  TSO (𝕿𝖊𝖗𝖒𝖎𝖓𝖆𝖑 𝑺𝒉𝒂𝒌𝒆𝒐𝒖𝒕)  of a 3 years long Wyckoff Accumulation ?  Thread:  1/6  https://t.co/s3vZCJ8lBD\n",
      "1242389193961230337 2020-03-24 05:54:00 -0500 <trader_blitz> BTC/USD | $BTCUSD | $BTC $USD  Bitcoin Possible bear flag  Long or short it with BTC on Trade8:  https://t.co/4Ju6zFUOyv  https://t.co/XbW6FJI4Vk\n",
      "1242385904234377219 2020-03-24 05:40:56 -0500 <Yodaskk> $btc $btcusd  Why i'm having a hard time being bullish here  https://t.co/fUV750oweM\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1242092945508945922 2020-03-23 10:16:49 -0500 <CryptoHamsterIO> Bitcoin is continuing to follow the Bump-and-Run Reversal pattern.  👀 $BTC $BTCUSD #bitcoin  https://t.co/II2lObqmtX\n",
      "1241777441997303810 2020-03-22 13:23:07 -0500 <rektcapital> $BTC $BTCUSD #Bitcoin   Reminds me of a Hanging Man candlestick formation  Should this be the case, Bitcoin will see further downside from here  #Crypto  https://t.co/tE0qYXxMcu\n",
      "1241698037770092545 2020-03-22 08:07:36 -0500 <rektcapital> $BTC $BTCUSD #Bitcoin - Monthly  The green box is a key point of reference in terms of directional bias for Bitcoin heading into the Monthly close  A close below the green would see price occupy the lower half of this macro triangular market structure in April  #Crypto  https://t.co/24qEAgjaoe\n",
      "1240519045603983360 2020-03-19 02:02:42 -0500 <BTC_JackSparrow> Longing $BTCUSD is essentially shorting the US dollar  I'd say that is a great idea right now\n",
      "1240281586110738438 2020-03-18 10:19:08 -0500 <HyenukChu> Para mantener la perspectiva. Así van  $USO-60.00% US oil $MJ-44.96% Cannabis $IWM -37.29% Small Caps $EEM -29.85% Emergentes $VNQ -29.31% REITs $NOBL -25.36% Dividendos $BTCUSD -25.25% ¿Refugio? $SPY -24.70% SP500 etf $GLD -1.37% Oro $UUP 4.68% USD $TLT 11.52% Bonos\n",
      "1240189138197983232 2020-03-18 04:11:46 -0500 <TheCryptoSniper> Warning to my Crypto Followers, very enegaged on Traditional markets thru @themarketsniper $BTCUSD is setting up structure for new Lows Sub-$3K's, Sorry not good news Bitcoin new post boom lows possible.\n",
      "1239982654126272512 2020-03-17 14:31:17 -0500 <rektcapital> $BTC $BTCUSD #Bitcoin   There's no question about it  Many \"weak hands\" panic sold on this latest -53% crash in Bitcoin's price action  But how many long-term HODLers sold?   Probably not many  How many bargain-hunters will be stepping in ahead of the Halving?  To be continued...  https://t.co/zd0p0i0DOh\n",
      "1239951788163444737 2020-03-17 12:28:38 -0500 <rektcapital> $BTC $BTCUSD #Bitcoin - 10W  The most recent 10 Week candle opened yesterday  It shows some initial follow-through after a crash to the bottom of this triangular market structure  #Crypto  https://t.co/3cc8I5K2My\n",
      "1239928982784610305 2020-03-17 10:58:00 -0500 <Yodaskk> $BTC $BTCUSD #BTC   🅼🅴🅶🅰 Thread on several Models / indicators / On Chain Analysis  post Doom Drop  Is $BTC a BUY ?\n",
      "1239497615512920066 2020-03-16 06:23:54 -0500 <rektcapital> $BTC $BTCUSD #Bitcoin  Latest 1W close above the 200 Weekly EMA was positive but the sell-off continues  Price is threatening to tap the top of the ranging period ($4150) that preceded a +230% rally to $13,900  The top of the ranging period is ~confluent with the macro trendline  https://t.co/ZxYqKCRQVs\n",
      "1239414729686175744 2020-03-16 00:54:33 -0500 <BTC_JackSparrow> Can someone create an infinite loan loop and just buy all $BTC with that toiler paper money?  Then crash the dollar so the loans pays itself by higher $BTCUSD prices  Voila, you just saved Bitcoin  (this is a joke, but if I could I’d do it)\n",
      "1238424751166685189 2020-03-13 07:20:44 -0500 <rektcapital> $BTC $BTCUSD #Bitcoin   What if...  This latest capitulation was merely a macro pullback following the Ascending Triangle breakout past $4150  And now Bitcoin pulled back to test $4150 into new support before continuing its trend  #Crypto  https://t.co/PeA0cI9Fkt\n",
      "1238402562371530755 2020-03-13 05:52:33 -0500 <NicTrades> $BTCUSD If you were long and wrong yesterday in BTC and down 30% hang on - we should bounce from here back to 8500 This is why I'm still bullish (and we are 50% off the lows)  https://t.co/izGjDGoFpD\n",
      "1238056170952241153 2020-03-12 06:56:07 -0500 <rektcapital> $BTC $BTCUSD #Bitcoin  Bitcoin has dropped over -26% today  The Black Swan event has strongly impacted Bitcoin's price and has most likely invalidated its key historical pre-Halving price tendencies  Weekly close will be crucial in terms of confirming this  #Crypto #coronavirus  https://t.co/SsNO9x5mPg\n",
      "1237466844409352192 2020-03-10 15:54:21 -0500 <rektcapital> $BTC $BTCUSD #Bitcoin  Now that Bitcoin has revisited the Weekly Higher Low (black), it needs to showcase strength here so as to protect its historical pre-Halving price tendencies  #Crypto  https://t.co/52QRsvA6U2\n",
      "1237332967086841857 2020-03-10 07:02:22 -0500 <rektcapital> $BTC $BTCUSD #Bitcoin - 1D  The bounce has started  #Crypto  https://t.co/WKkcxyHyO1\n",
      "1237019160766377985 2020-03-09 10:15:25 -0500 <bbands> Bitcoin fall victim to the COVID-19 panic. I truly did not see that coming, I thought it might act as a safe haven asset. $BTCUSD\n",
      "1236962460801916928 2020-03-09 06:30:06 -0500 <rektcapital> Revisit of the Weekly Higher Low ✅  A revisit of the Weekly Higher Low was Step 2 of my 6 Step Bitcoin investing strategy for 2020  Checkout the rest of my investing strategy for BTC 👇   https://t.co/A2UO3cs8jV  $BTC $BTCUSD #Bitcoin  https://t.co/NmdEnSTvSL\n",
      "1236948174406914048 2020-03-09 05:33:20 -0500 <rektcapital> $BTC $BTCUSD #Bitcoin   History is repeating itself so far...  https://t.co/LoVjAT25NE\n",
      "1236907125114155008 2020-03-09 02:50:13 -0500 <CryptoHamsterIO> At the global support line.  What if it does not hold? $BTC $BTCUSD #bitcoin  https://t.co/7buIqjXcUE\n",
      "1236739334956552192 2020-03-08 15:43:29 -0500 <rektcapital> $BTC $BTCUSD #Bitcoin   In this bull market, investors have been presented with a financial opportunity every time Bitcoin broke down from the 200 EMA (black)  This time will be no different  #Crypto  https://t.co/lXJU2peXKy\n",
      "1236647368218607616 2020-03-08 09:38:03 -0500 <cointradernik> $BTCUSD Weekly  https://t.co/oYERR97Dps\n",
      "1236362679658393600 2020-03-07 13:46:47 -0500 <Yodaskk> $btc $btcusd #btc  Yeah, sorry for the bulas out there, but this range looks hella like re-distribution 😬  #Wyckoff  https://t.co/wEQizbmT1v\n",
      "1235962001488310272 2020-03-06 11:14:38 -0500 <rektcapital> $BTC $BTCUSD #Bitcoin  Investors believe that $20,000 is a psychological inflexion point for BTC  That $20K is the level that will spur strong emotions &amp; buy-side momentum once breached  But the 12M chart shows that $14,334 may actually be that key level   https://t.co/gjV9mcnNNw\n",
      "1235561396227751936 2020-03-05 08:42:47 -0500 <Yodaskk> $BTC $BTCUSD #btc  𝐌𝐚𝐜𝐫𝐨 𝐋𝐢𝐯𝐞𝐫𝐦𝐨𝐫𝐞 𝐀𝐜𝐜𝐮𝐦𝐮𝐥𝐚𝐭𝐢𝐨𝐧 𝐂𝐲𝐥𝐢𝐧𝐝𝐞𝐫  I think we may be in the middle of a massive accumulation, starting with an inverse Head &amp; Shoulders, and morphing into a Livermore Accumulation Cylinder.  https://t.co/3DFKQsTuqD\n",
      "1235297685353136128 2020-03-04 15:14:53 -0500 <rektcapital> $BTC #Bitcoin - 12M Timeframe  The Halving (blue) is arguably the single most important event in Bitcoin's history  It is no coincidence that $BTCUSD rallies to new ATHs post-Halving  Post-Halving 1 growth: +3420%  Post-Halving 2 growth: +4080%   https://t.co/gjV9mcnNNw  #Crypto  https://t.co/0sXQdzDkgu\n",
      "1235219758989168643 2020-03-04 10:05:14 -0500 <rektcapital> $BTC $BTCUSD #Bitcoin   Bitcoin broke out past its old Yearly High of $504 around 56 days before Halving 2 after retesting the Weekly Higher Low (black) as support  Now it is ~68 days until Halving 3 and BTC is very close to its Weekly Higher Low  Could history repeat itself?  https://t.co/A9GC5ov8Cc\n",
      "1234935537104019456 2020-03-03 15:15:50 -0500 <rektcapital> $BTC $BTCUSD #Bitcoin - 12 Month Timeframe  The 12M timeframe shows that BTC behaves in 4 year cycles  Each cycle has distinct phases  Bitcoin is currently in Phase 4  This year, BTC will try to break &amp; close above $14,334 to rally to new ATH in 2021   https://t.co/gjV9mcnNNw  https://t.co/mkjtL6fLfn\n",
      "1234570741133148160 2020-03-02 15:06:16 -0500 <mBTCPiz> Not convinced of this $btcusd bottom just yet. Price needs to clear the bearish throwback level for bull trend continuation, otherwise, I'd expect the lows at $8,200 to be swept eventually  #bitcoin  https://t.co/Fa1J9VxsK5\n",
      "1234465257357225985 2020-03-02 08:07:07 -0500 <rektcapital> $BTC $BTCUSD #Bitcoin   After an entire week of sellside action, BTC has managed a decent Weekly close above the Range EQ (~$8,550)  So far, so good but buyers need to show up  The bounce that follows from here will be telling as to how strong of a support this Range EQ really is  https://t.co/TkWXYYUp9V\n",
      "1233812390430396417 2020-02-29 12:52:51 -0500 <cryptobuzznews> Studies show the single Most significant factor in starting a bull-run for #bitcoin has been the presence of a February 29th 🚀  Which, for those who didn't know... is today :) $btc $btcusd  https://t.co/hBIXjQ39DL\n",
      "1233046037193019394 2020-02-27 10:07:38 -0500 <TXWestCapital> Anyone else long off the $BTCUSD lows? Or are all of y'all back in the bearish camp waiting on sub-$6400 again? Hidden bull divs on the H4 and D1 looking to confirm. H1 gave a bull div at the swing low yesterday evening to indicate a likely reversal. #bitcoin $xbtusd\n",
      "1233023189044744193 2020-02-27 08:36:51 -0500 <CryptoHamsterIO> Simple moving averages on 20 and 50 weeks periods.  Only twice in the whole history of bitcoin there were bearish crossovers.  First time after that there was a drop by ~67% and the second time – by ~53%.  The third crossover has been printed today😬 $BTC $BTCUSD #bitcoin $XBT  https://t.co/22kJTMkI82\n",
      "1232265274155552768 2020-02-25 06:25:10 -0500 <FeraSY1> #Bitcoin it's Really started to worry me, How Long this Weekly S/R will hold, tested many times on LTFs last few days  it's still a weekly support with Falling wedge &amp; Bull div on LTFs yet, still waiting for proper reaction  #BTC $BTC #BTCUSD $BTCUSD  https://t.co/8zOopZE7I6\n",
      "1231160678561415170 2020-02-22 05:15:54 -0500 <signals_fintwit> $btcusd price based on S2F model.  The 5th quantile of residuals as pointed out by @btconometrics serves as a useful bottom catcher. Here's the projection of the potential bottoms, tops and median price values for the next block era.  2020 EoY should close above $14k.  $btc $xbt  https://t.co/emDThQBvbt\n",
      "1230665195585855489 2020-02-20 20:27:01 -0500 <CryptoHamsterIO> 10500$ resistance got rejected again. It looks like a potential (❗️) IH&amp;S formation. the right shoulder could find support around 50 weeks SMA. According to Thomas Bulkowski, the IH&amp;S target is ~74% of the pattern hight.  In this case, it is around 13200$. $BTC $BTCUSD #bitcoin  https://t.co/uuqe3Dlqs0\n",
      "1230441035165294593 2020-02-20 05:36:17 -0500 <Yodaskk> $btc $btcusd #btc  Past occurences of 50/200 D SMA golden crosses always had pullback into the cross before continuation upward, except for a fakeout in 2014  (bitstamp chart)  https://t.co/RkqmLXAAFn\n",
      "1230248564745482241 2020-02-19 16:51:29 -0500 <gualestrit> Bitcoin se desploma con fuerte volumen  $BTCUSD -7.0%  https://t.co/DH5GcS0q5C\n",
      "1230190420430381062 2020-02-19 13:00:26 -0500 <CoinistBot> Buy trigger for $BTCUSD  *Updates are provided in real-time for pairs on Bybit:  https://t.co/Cq15lqarF9  https://t.co/zE9sU884M4\n",
      "1230122746895589376 2020-02-19 08:31:32 -0500 <GorillaBTC> $BTCUSD #BTC : here is what I see as a possible best case scenario pre-halving. Even though it is a different approach, the target matches nicely with @filbfilb ´s latest forecast update. Thanks for the inspiration buddy. Get the free  https://t.co/BbwHWr22O1 weekly newsletter:  https://t.co/hl2bG9AFSr\n",
      "1228227979437735939 2020-02-14 03:02:24 -0500 <Beetcoin> #Bitcoin $BTCUSD - Month later update.   #TA &gt; all  https://t.co/HveVN4wTHm\n",
      "1227289412339408896 2020-02-11 12:52:52 -0500 <HighAltitudeInv> Dude this Bitcoin Elliott Wave count just keeps getting sexier.   - 3 wave minimum target = $23,000  - Volume Keeps growing (and breaking records)  - Ichimoku cloud is now supported on 3D  This cycle is just getting started.  #bitcoin $crypto $btcusd  https://t.co/Ze8EClyFPR\n",
      "1226493204859629569 2020-02-09 08:09:01 -0500 <Yodaskk> $btc $btcusd #btc  Does this 2 year scenario turn you on ?  https://t.co/llwDRpTKNW\n",
      "1226348373399212032 2020-02-08 22:33:31 -0500 <PicassoBursatil> Che lo van a mufar al #bitcoin si todos publican 10k...  $btc $btcusd #btcusd #btc\n",
      "1226344802423365633 2020-02-08 22:19:19 -0500 <MacroScope17> Posted in November. Still operative.   My view is that any dips from here (whether shallow or deep) will be short-lived as new macro-driven money looks for entry. $BTCUSD\n",
      "1225267666207870977 2020-02-05 22:59:10 -0500 <MacroScope17> \"Hearing more and more inquiry.\"   Agree. The only other time I've heard as much was in late 2017. But impt distinction: Back then, the talk was all about short-term spec trading. Now it's about BTC as macro/geopolitical hedge and digital gold.   Maturation of an asset. $BTCUSD\n",
      "1225220402407886849 2020-02-05 19:51:22 -0500 <alphatrends> I am long $BTCUSD $BTC.X and other cryptos but am expecting a pause here at the VWAP from the 2019 high  https://t.co/uScetDCpqN\n",
      "1224318095784849408 2020-02-03 08:05:55 -0500 <Yodaskk> $BTC $BTCUSD  BIG Thread with ~~25 reasons to be macro-bullish  🅱🅸🆃🅲🅾🅸🅽   🅱🆄🅻🅻     🅼🅰🆁🅺🅴🆃   🅼🅾🅾🅽    🅴🅳🅸🆃🅸🅾🅽🚀🌕  1/x\n",
      "1224303539691970560 2020-02-03 07:08:04 -0500 <rektcapital> #ALTSEASON Checklist:  1. Bitcoin rallies ✅  2. Money begins to flow from $BTC to Large Caps like #Ethereum ✅  3. Decline in Bitcoin Dominance ✅  4. $BTCUSD moves sideways ✅  5. Money flow from Large Caps to Mid Caps &amp; Low Caps ✅  #Bitcoin\n",
      "1223752498109960193 2020-02-01 18:38:26 -0500 <MacroScope17> The longer BTC hangs in this tight zone, the more violent a move to 10k+ could be. Macro conditions have never been more ideal so many new eyes and lots of $ watching here. Short term momos should be glued to chart/volume. $BTCUSD\n",
      "1223401285963145216 2020-01-31 19:22:50 -0500 <rektcapital> $BTC $BTCUSD #Bitcoin - 1M  Excellent Monthly close ✅   The 1M close confirms an exit from the Monthly $7770-$9300 range  February is already a good month  #Crypto  https://t.co/6WRHd6ASWf\n",
      "1223356464733048837 2020-01-31 16:24:44 -0500 <NicTrades> $BTCUSD Bitcoin at a sticky level - how I am trading it  https://t.co/Z0VuUQmY5Z\n",
      "1222589448078135296 2020-01-29 13:36:53 -0500 <PriceActionTR1> Yeni video yayında ! $btcusd buraya nasıl geldi, Market yapısı ve özel bir strateji !    https://t.co/AFRr8XJhyQ\n",
      "1222489741205086208 2020-01-29 07:00:41 -0500 <rektcapital> $BTC $BTCUSD #Bitcoin - 1D  Retest in progress... ⏱️  #Crypto  https://t.co/gy6mchBpg1\n",
      "1222335762730905603 2020-01-28 20:48:50 -0500 <AnondranCrypto> Three White Soldiers pattern on Bitcoin daily. $BTCUSD  I🚀  https://t.co/o8QstqLKNS\n",
      "1222321967161847809 2020-01-28 19:54:01 -0500 <rektcapital> $BTC $BTCUSD #Bitcoin - 1D  Bitcoin has managed its first Daily close above the Range High since late October 2019  To fully confirm its exit from the Monthly range, BTC needs to turn the Range High into a new support  Retest attempt soon  #Crypto  https://t.co/xu76HzREMR\n",
      "1221988829759803392 2020-01-27 21:50:15 -0500 <AnondranCrypto> Strongest Monthly close for Bitcoin yet, almost a full body candle, Bulls aiming for a double whammy Bullish engulfing close above $9186.  One more trend reversal sign. $BTCUSD #Bitcoin  https://t.co/HzKbuOWNPB\n",
      "1221976275343986688 2020-01-27 21:00:21 -0500 <alphatrends> In tonight's webinar to Alphatrends subscribers I mentioned that this is the first time my crypto account has been fully  long in a while,  I am long all three $BTCUSD $ETHUSD $LTCUSD  https://t.co/StgcvuPNkq\n",
      "1221962441829101573 2020-01-27 20:05:23 -0500 <rektcapital> $BTC $BTCUSD #Bitcoin - 1M  The Monthly close is just around the corner and price is just below the Range High resistance (~9,300)  Extremely bullish if the Monthly manages to close above ~$9,300  #Crypto  https://t.co/APaXWRFMLd\n",
      "1221861996133539841 2020-01-27 13:26:15 -0500 <rektcapital> $BTC $BTCUSD #Bitcoin - 1W  Higher timeframe retest successful ✅   Bitcoin has confirmed a break out from the 7-month downtrending channel  This week will be all about price following through on these promising technical signs  #Crypto  https://t.co/RYSkstS9Jz\n",
      "1221584458840707072 2020-01-26 19:03:25 -0500 <CoinistBot> Buy trigger for $BTCUSD  *Updates are provided in real-time*  https://t.co/mBNiJJ6Vhy\n",
      "1221075692684808192 2020-01-25 09:21:46 -0500 <FeraSY1> #Bitcoin, #ethereum &amp; #XRP   Analysis and possible coming Plays including both $BTC &amp; $USDT pairs.   Please watch, Share &amp;  Subscribe to our Channel. Thanks  Education &amp; Market update By TradingABCD  $XRPUSD $BTCUSD #ETH $ETHBTC $ETHUSD #BTC    https://t.co/JXdDxHrwRr\n",
      "1220377725384282113 2020-01-23 11:08:17 -0500 <bbands> This is a 'logical place' for $btcusd to find support, a pullback to a breakout level and the middle BB.\n",
      "1220302802439720960 2020-01-23 06:10:34 -0500 <cryptobuzznews> It’s incredible how well the song (zombie) goes with this video .. dudes a badass if you don’t know, now you do. $btc $btcusd\n",
      "1220091916714414081 2020-01-22 16:12:35 -0500 <rektcapital> $BTC $BTCUSD #Bitcoin - 1W  Higher timeframe retest attempt in progress ⏱️  If the Weekly can close like this, that would be a great step to confirming a higher timeframe breakout from this downtrending channel  #Crypto  https://t.co/2A7VmQTIIr\n",
      "1219223007689834496 2020-01-20 06:39:51 -0500 <Yodaskk> $btc $btcusd  𝗕𝗶𝘁𝗰𝗼𝗶𝗻 𝗗𝗶𝗳𝗳𝗶𝗰𝘂𝗹𝘁𝘆 𝗥𝗶𝗯𝗯𝗼𝗻 𝗔𝗻𝗮𝗹𝘆𝘀𝗶𝘀  Red: Ribbon compresses, end of bear market Green: Ribbon expands due to 1st rally Blue: Ribbon compresses again before MAJOR bull rally  1/3  https://t.co/xNTwRWxPdU\n",
      "1219195077660037126 2020-01-20 04:48:52 -0500 <CryptoHamsterIO> Hey, bitcoin, how about making a C&amp;H?  $BTC $BTCUSD #bitcoin  https://t.co/4euWPYLehK\n",
      "1219063177146556416 2020-01-19 20:04:45 -0500 <alphatrends> Im putting together some charts to discuss in the FREE Anchored VWAP webinar I will be conducting at 12PM Eastern TOMORROW signup here  https://t.co/EZUtpcJV46  $BTCUSD $TSLA  https://t.co/odUkEYfo2J\n",
      "1218870013341437955 2020-01-19 07:17:11 -0500 <Yodaskk> $btc $btcusd  idk, this dip reminds me of the February 24th 2019 dip  This was followed by a 1 month very slow grind up into the April 1st Moon Mission Joke.  https://t.co/qwNLvWAP1H\n",
      "1217729587762868225 2020-01-16 03:45:32 -0500 <Beetcoin> #Bitcoin $BTCUSD - how's last week doing?  https://t.co/IYcvAPp3dQ\n",
      "1217496755098529792 2020-01-15 12:20:21 -0500 <Yodaskk> $BTC $BTCUSD  On the weekly, Bull market are where RSI&gt;55, and Bear Market when RSI&lt;55.  Right now, we are exactly at this crucial line. Which way ?  https://t.co/y5568fDYmS\n",
      "1217189399491940353 2020-01-14 15:59:01 -0500 <dd_crypto_> $btc $btcusd Ne erken ne geç, tam zamanında 🎯🎯  Analiz sonu.. 🤠  https://t.co/crEqciQgTT\n",
      "1217138526875242498 2020-01-14 12:36:52 -0500 <cointradernik> $BTCUSD rising but dominance falling is what dreams are made of.\n",
      "1217098198566821888 2020-01-14 09:56:37 -0500 <FeraSY1> #Bitcoin  I would be careful here  Weekly Levels are shown on chart. Very Clean price action and interaction with the weekly Levels.  My Plan: Weakness here -&gt; Short down to 8250 8730 Flip into Support -&gt; Longing up to 9.4K  $BTCUSD $BTC #BTC   Share 🔥🚀  https://t.co/PNswchr8AZ\n",
      "1217091238639304704 2020-01-14 09:28:58 -0500 <rektcapital> $BTC  A breach of the trendline resistance &amp; the downtrend is likely over  $BTCUSD doesn't have to breakout today  Nor does it have to breakout tomorrow  But this downtrending channel reminds me of a bullish continuation pattern  Only 119 days left until the #Bitcoin Halving...  https://t.co/6sZ16iY76r\n",
      "1216900577935818753 2020-01-13 20:51:21 -0500 <alphatrends> Cryptos getting some action Daily and hourly charts of  $BTCUSD $LTCUSD $ETHUSD  https://t.co/LDw4voKJAC\n",
      "1216898735529132032 2020-01-13 20:44:02 -0500 <NicTrades> I want to break freeee ! $BTCUSD  https://t.co/Qi8ntsHN7P\n",
      "1216886049529585664 2020-01-13 19:53:37 -0500 <MacroScope17> Posted in March 2019 just under 4K. Why? 1) Saw institutional buyers 2) Longterm TA turned up 3) Global macro and monetary policy 4) Stagnant price but growing ecosystem.   Depending on how you define \"stagnant,\" all still operative. $BTCUSD\n",
      "1216126925627772928 2020-01-11 17:37:08 -0500 <CryptoHamsterIO> Parabolic SAR on a weekly time frame turned bullish first time for six months.  $BTC $BTCUSD #bitcoin  https://t.co/h5eK8iopNf\n",
      "1215276872927453187 2020-01-09 09:19:19 -0500 <loomdart> Now that the iran conflict seems to have subsided, I think we get one big sweeping move for $BTCUSD and $XAUUSD that results in this linear correlation being broken for the foreseeable future  It was nice while it lasted however bitcoin is an instrument that has just recovered\n",
      "1215134502776758272 2020-01-08 23:53:36 -0500 <KingThies> $BTCUSD  Waiting for a smaller pullback from our current price at $7,950.   Buy Zne for me personally at $7.3k-$7.5k.  Sell Zne thereafter on a 2W-1M Swing around $10k or higher to $11k.   Updting as needed. SL once bought @ $7.1k with re-entry at $6.6k and $5.1k if we go south.  https://t.co/DDUNBzsDB4\n",
      "1214701642412691456 2020-01-07 19:13:34 -0500 <MacroScope17> Some U.S. desks definitely looking for BTC right now.   You're an NYC-based fund. It's 7pm. What are you going to long/short that's liquid and avail RIGHT NOW? How are you hedging your existing positions? Overseas? Give it a try. Spoos? Try it. Gold? Good luck. $BTCUSD #liquidity\n",
      "1214596432851820545 2020-01-07 12:15:30 -0500 <Beetcoin> #Bitcoin $BTCUSD - Few planets alignment:  - Out of a consolidation (grey) - Under Major Oblique - Volume Contraction - RSI under bullish area  https://t.co/GPAVle9TH1\n",
      "1214368793000128512 2020-01-06 21:10:56 -0500 <MacroScope17> Gave heads-up on Saturday that institutional interest had picked up in BTC.  Again, in a time of higher geopolitical risk, instant 24/7 availability becomes very attractive. No other asset matches it. $BTCUSD\n",
      "1214327202982051840 2020-01-06 18:25:40 -0500 <exitscammed> /6 Took Profit at 7781.5 for +26.84r. What started as a scalp to 7000 turned into a massive swing trade $btc $btcusd $xbtusd.  https://t.co/LFbzbP8l0p\n",
      "1213971406628765697 2020-01-05 18:51:52 -0500 <RookieXBT> Side by side view of GOLD and BITCOIN  These assets are often seen as a hedge against world crisis  Bitcoin has alot of room to run.  Credits to @Bill87926598 on @tradingview for inspiration  $BTCUSD $BTC $XAU $XAUUSD  https://t.co/JPv0sNfywJ\n",
      "1213441991893086208 2020-01-04 07:48:10 -0500 <CryptoHamsterIO> On-balance volume descending wedge is getting tighter. #bitcoin $BTC $BTCUSD  https://t.co/XT5EJDoQIW\n",
      "1213190926425870336 2020-01-03 15:10:31 -0500 <MacroScope17> BTC’s immediate reaction to Iraq events continued to cement its role as a legit, go-to global macro instrument.   Expecting this to accelerate in coming years. $BTCUSD\n",
      "1211200886682210304 2019-12-29 03:22:49 -0500 <KingThies> $BTCUSD   Majority of CT flipping bull for macro trend. I'm not there yet. Still thinking we drop down. I'll jump on the bull wagon if we clear $8k however.   But immediate future may dump in next few days. Supports &amp; Resistances highlighted on chart.  https://t.co/ciqiyahcmC\n",
      "1209833472350654464 2019-12-25 08:49:12 -0500 <rektcapital> $BTC $BTCUSD #Bitcoin - 1Y  What can you tell me about Bitcoin's price action on the Yearly timeframe?  The 2019 Yearly close is only a few days away...  #Crypto  https://t.co/CWJFmYfq2t\n",
      "1209092586809503744 2019-12-23 07:45:11 -0500 <rektcapital> #Bitcoin tendency progress update:  a) $BTC may not see a new high in 2019 ✅  b) Could eclipse $13,9K to reach ~$16K in 2020 pre-Halving ⏱️  c) May retrace ~38-50% up to 100 days pre-Halving ⏱️  d) Will make new ATH post-Halving ⏱️   https://t.co/4StGraQAaQ  #Crypto $BTCUSD\n",
      "1208791129354899456 2019-12-22 11:47:18 -0500 <cryptopicasso> 2 day $BTCUSD 👀 Let the bull out the gate  https://t.co/bJ2Q7ewQOa\n",
      "1207755084567703552 2019-12-19 15:10:25 -0500 <crypto_sim> You guys better have that twitch station subscribed and alerted 🤓 #instantutility #timingmatters $btcusd    https://t.co/UIrWicZHcW  https://t.co/IHTzhqzHtt  https://t.co/IoxKGmg4x7\n",
      "1206939783152459776 2019-12-17 09:10:42 -0500 <TheBootMex> The recession wouldn't be bullish for $BTCUSD - risk assets are dumped during recessions. The currency crises, on the other hand, would be bullish. But would it accomplish your lambo-dreams?\n",
      "1206884909668872192 2019-12-17 05:32:39 -0500 <rektcapital> $BTC $BTCUSD #Bitcoin   One week later and it's happening  #Crypto  https://t.co/JrdNUccROC\n",
      "1203186705781575681 2019-12-07 00:37:19 -0500 <KingThies> 👀 $BTCUSD  https://t.co/Pm3l3HoE4r\n",
      "1199846154965602304 2019-11-27 19:23:10 -0500 <crypto_sim> The ecosystem staying focused on habit -&gt; Steady flow of results 🔥  Kaz taught em to play all markets 💪🏻   https://t.co/6eGRY6QU3W  https://t.co/IHTzhqRiS3 $BTCUSD $SPY  https://t.co/6Pac1qJEh5\n",
      "1199774423609311233 2019-11-27 14:38:07 -0500 <bbands> How about that? A nice little pre-turkey day present, eh? I'll be giving a little extra thanks. $BTCUSD  Of course technical analysis of crypto currency totally doesn't work at all! Not worth a darn... #Thankful\n",
      "1199040918076026882 2019-11-25 14:03:26 -0500 <bbands> Turkey week bottom in crypto space? The setup is looking good. $BTCUSD\n",
      "1198958953058754560 2019-11-25 08:37:44 -0500 <exitscammed> /1 $BTC Took 8 trades yesterday, 7 of which where live traded and TP’d a 9th trade that was on going. 8 winners altogether, 1 loser. Cleared a total of +36r $BTCUSD $XBT #Bitcoin  +7.1r  https://t.co/grzBcR9Fvr  +2.64r  https://t.co/dCww7QxZmP   +19.36r  https://t.co/cStiiOnlKu\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1198674436955742208 2019-11-24 13:47:10 -0500 <TechCharts> $BTCUSD is below the year-long average. Long-term average at 7.9K becomes the new resistance. Downtrend  https://t.co/bSIWq0gqQo\n",
      "1198082415068991489 2019-11-22 22:34:41 -0500 <CryptoHamsterIO> $BTC $BTCUSD #bitcoin  https://t.co/BAmdYzL83a\n",
      "1197507459805519872 2019-11-21 08:30:01 -0500 <rektcapital> Less than 180 days until the next #Bitcoin Halving  Green boxes show the mid-November to early January period prior to each of $BTC's Halvings  Historically, $BTCUSD has enjoyed a few weeks of uninterrupted upside movement heading into the New Year  Will this time be different?  https://t.co/QEEMj17Djj\n",
      "1197489759997833217 2019-11-21 07:19:41 -0500 <Yodaskk> $BTC $BTCUSD  I think both the structures at 3k bottom and right now are similar  -Fake-out to the downside into scampump (exagerated by the Xi pump) -Slow bleed on decreasing volume (less sellers) -Price  fake-out below 78.6% fib retracement into old support - Pump  https://t.co/o3FSOXxeup\n",
      "1196828637905006593 2019-11-19 11:32:37 -0500 <ThisIsNuse> My take on mining charts:  None  I'll follow the regular $BTCUSD as I've always done.\n",
      "1196679491357011969 2019-11-19 01:39:58 -0500 <KingThies> 1W $BTCUSD OBV subtly sitting above resistance. This is significant IMO.  https://t.co/GehixGUfem\n",
      "1196399730378641408 2019-11-18 07:08:18 -0500 <Yodaskk> $BTC $BTCUSD  LOL, tell me this isn't $btc in 2019  https://t.co/e3FtsKG4SV\n",
      "1195759592103264256 2019-11-16 12:44:37 -0500 <allstarcharts> for those who think Technical Analysis is voodoo, here is former support turning into resistance in #bitcoin just like the teach you on the first day of Technical Analysis Kindergarten $BTCUSD $BCOIN $BTC.X  https://t.co/SkCdIqPQ2W\n",
      "1195376636675477505 2019-11-15 11:22:53 -0500 <dd_crypto_> $btcusd Bullish Wolfe İhtimali 🤠  Şu anki düşüş de wolfe için yeterli gelebilir fakat kutudan veya trend çizgisinin kırılımıyla pozisyon almayı düşünürüm. 8078 altında analiz geçersiz.  https://t.co/GPXNkZ3oqV\n",
      "1195176766232383489 2019-11-14 22:08:41 -0500 <SwenLink> $BTCUSD:  Those highs 8870 at will be swept before she heads to the lower 8000s imo...  https://t.co/Ac7BEamjnG\n",
      "1194691769599836160 2019-11-13 14:01:28 -0500 <SwenLink> $BTCUSD: 🤔  https://t.co/isJP97R8gd\n",
      "1193977011254874112 2019-11-11 14:41:17 -0500 <SwenLink> $BTCUSD: 🤔  https://t.co/Jag7SYfvNa\n",
      "1192900201045991425 2019-11-08 15:22:25 -0500 <exitscammed> $BTC I've been running a long position from 8708. Trigger was the stop hunt. Common set up for me. Targeting 9055. $BTCUSD $XBT #Bitcoin.  https://t.co/9dZD9BSfA9\n",
      "1192531147785289728 2019-11-07 14:55:56 -0500 <SwenLink> $BTCUSD: Macro View  2014 Bear Market:  - Red: ~410 days to bottom - White:  ~720 days (2 yrs) to reach ATH - Green:  360 days (1 yr) from old ATH to new ATH (20K)  2018 Bear Market:  - Red: Bottom in Feb 2019 ✅ - White: Reach old ATH in Jan 2021 - Green: New ATH in Jan 2022  https://t.co/qBYrDM61SV\n",
      "1192408981265768448 2019-11-07 06:50:29 -0500 <KingThies> $BTCUSD  ¯\\_(ツ)_/¯  https://t.co/sQVazY1L7B\n",
      "1192048025662824451 2019-11-06 06:56:11 -0500 <rektcapital> I'm not expecting too much upside from $BTCUSD this year  The new phase of this Market Cycle is likely going to heat up in 2020 ahead of the #Bitcoin Halving  For me, the objective for Q4 2019 was to accumulate $BTC on its first major bull market correction for post-Halving gains\n",
      "1191875341935140865 2019-11-05 19:30:00 -0500 <yevgenydevine> ⁶ All \"altcoin\" markets were \"paused\" by extremely large sell order blocks right before every upward rally, to drive every drop of liquidity from these markets to $BTCUSD. Every $BTC rally was instigated on @Bitfinex and then was followed by other exchanges.\n",
      "1191695265541042176 2019-11-05 07:34:26 -0500 <rektcapital> #Bitcoin is currently trying to flip the Monthly Range High into a new level of demand  The last few times that $BTCUSD flipped the RH into support was when BTC was retracing  With the correction most likely over, $BTC is now trying to do the same - but this time in a new uptrend  https://t.co/MkXS3PVn3L\n",
      "1191622497109721089 2019-11-05 02:45:17 -0500 <SatoshiiHeavy> This is insane TBH  CME gap filled   Price DUMPED but not on any exchange.  $BTCUSD  whats your take?  @TheCryptoDog  @nebraskangooner  @Rnb010  @ChartVampire  @SmartContracter  @CredibleCrypto  https://t.co/zToTbRCl4j\n",
      "1191518608527986688 2019-11-04 19:52:28 -0500 <bbands> I am being asked about a Head Fake on the six hour $btcusd chart. The setup up is near perfect all that is needed is completion, a hard down bar.  https://t.co/6GmgDiy3yz I'll be talking about these in Milan for Swissquote this Friday. @Swissquote_it\n",
      "1191353885610233856 2019-11-04 08:57:55 -0500 <pankaj_delta_ex> Deribit's flash crash on Halloween. Issue with their index calculation methodology caused the crash.  Full analysis here:  https://t.co/KGg7XHkRSR  #CryptoNews #cryptocurrency #bitcoin #Crypto #cryptotwitter $XBTUSD $BTCUSD #btcnews\n",
      "1191271980596527104 2019-11-04 03:32:27 -0500 <KingThies> Upcoming $BTCUSD Block Halving - Observations &amp; What to Expect (Should the trend of the previous two continue)  https://t.co/Bc3L02V1kC\n",
      "1190435851899002881 2019-11-01 21:09:58 -0500 <allstarcharts> Interesting developments in Bitcoin:  - After a prior uptrend, the \"consolidation\" resolved lower, rather that in the direction of trend - Momentum diverged positively on that break - Bulls winning this battle can go a long way to winning the war  $BTCUSD $BTC.X #bitcoin #crypto  https://t.co/G7tYEM2mYi\n",
      "1189631123531456513 2019-10-30 15:52:16 -0500 <CoinistBot> Buy trigger for $BTCUSD  *Updates are provided in real-time*  https://t.co/e9sQkkLy9O\n",
      "1189211525963243522 2019-10-29 12:04:56 -0500 <CryptoHamsterIO> Very interesting. Popcorn is ready. $BTC $BTCUSD #bitcoin  https://t.co/DcaRNjQ0ZE\n",
      "1188523311241842690 2019-10-27 14:30:13 -0500 <VentureCoinist> The @CoinistBot is all systems green for the first month back online.   Tracking $ETHUSD, $XRPUSD, $BTCUSD higher timeframe trends on  https://t.co/Oe5VmAlbPM  All updates are tweeted out live and timestamped.  https://t.co/lmCFMnvlqu\n",
      "1188262637534101504 2019-10-26 21:14:24 -0500 <ThisIsNuse> Out of $DOGE, $ZRX, and $BAT  All momentum taken out by the $BTCUSD move this weekend (which was absolutely impressive)  Just got back to my monitors after a camping trip w/ the family.  Beautiful destruction. Everywhere.\n",
      "1188073232227799041 2019-10-26 08:41:46 -0500 <NCheron_bourse> Ça y est tout le monde s’enflamme parce que le Bitcoin a repris 2000$, certains vont encore entrer en pleine accélération et se faire plumer. À moins de tenir les positions sans stop à long terme, difficile de trader cette configuration. $BTCUSD\n",
      "1187960678415355904 2019-10-26 01:14:31 -0500 <CryptoHamsterIO> 👀 $BTC $BTCUSD #bitcoin\n",
      "1187957731765948416 2019-10-26 01:02:49 -0500 <MadelonVos__> Wow what an exiting day and night 🔥 Volume is shrinking. Let's see if we can get this breakout confirmed. Still waiting for it... $btcusd  https://t.co/IbQQBsT73T\n",
      "1187911264212836352 2019-10-25 21:58:10 -0500 <PicassoBursatil> $BTCUSD explotó.\n",
      "1187907607400452096 2019-10-25 21:43:38 -0500 <MacroScope17> Chatter about this BTC spike. Will post this for now: hearing possible large conversion out of HKD. Been expecting capital flight for a while, would not be surprised. Also that this spike driven by Friday gold buyers continuing to allocate in anticipation of next week. $BTCUSD\n",
      "1187781953728049153 2019-10-25 13:24:20 -0500 <bbands> $btcusd And.... There is your Head Fake.\n",
      "1187632168048029696 2019-10-25 03:29:08 -0500 <CryptoHamsterIO> 2018 and 2019 crashes: in both cases RSI dropped to an oversold area and then it started to grow, while price continued to decrease, forming a bullish divergences with RSI on a daily timeframe  (if we wouldn't be too picky with lows). 🤔👀 $BTC $BTCUSD #bitcoin  https://t.co/uS8HQnJbKk\n",
      "1186001410342772737 2019-10-20 15:29:05 -0500 <Intuit_Trading> $BTC correction looks like it's coming to an end and we could be resuming the climb towards 100k+, the rest of the crypto market will likely follow this trend and make much bigger gains  #elliottwave #btc #bitcoin $BTCUSD #cryptocurrency #blockchain #tron   https://t.co/zYZ2k8icri\n",
      "1185345719017697280 2019-10-18 20:03:36 -0500 <alphatrends> can't help but think \"the more times support is tested, the more likely it is to fail\" when I look at this daily Bitcoin $BTCUSD chart.  Support, in this case, is the VWAP anchored from the February spike.  Be careful if long  https://t.co/kwwetrzqkY\n",
      "1184500141606109184 2019-10-16 12:03:35 -0500 <bbands> Good potential for a Head Fake in $BTCUSD. Wait for it.  https://t.co/JR0rYZdUfS\n",
      "1184469430169792512 2019-10-16 10:01:33 -0500 <exitscammed> $BTC Cleared +21.48r between two different short positions on xbtusd. Very satisfied with the performance here. Will keep looking for short scalps until we breach range low (7688) $BTCUSD $XBT #Bitcoin.  https://t.co/CdDk8CKlEm\n",
      "1184386296313237505 2019-10-16 04:31:12 -0500 <signals_fintwit> 0/ Been working on a $btc price prediction model based on Stock-to-Flow analysis, using Machine Learning. for the past few days. Here's how the prediction looks going into the halving next May.  Details will be shared later.  $btcusd $xbt  https://t.co/5g5wA1lKYF\n",
      "1182657917994045440 2019-10-11 10:03:15 -0500 <rektcapital> Here are two important $BTCUSD tendencies:  - BTC has made a new ATH in each of its Market Cycles  - BTC rallies exponentially after the Halving  For me, it's all about the macro perspective  I have no reason to sell my $BTC investment too soon   https://t.co/4StGraQAaQ  #Crypto\n",
      "1182529983706619904 2019-10-11 01:34:53 -0500 <exitscammed> $BTC short 8776. Will throw up a better chart in am, going to sleep here shortly. Been waiting for 8800 for a long time now $BTCUSD $XBT #Bitcoin.  https://t.co/0d3WOas6FB\n",
      "1180805642409238528 2019-10-06 07:22:58 -0500 <KingThies> A lot going on with this #bitcoin chart, although I encourage you to follow/study to understand what goes on in various parts of market cycle. This is just the surface on $BTCUSD  https://t.co/ALiupwC5Xy\n",
      "1178683115872628737 2019-09-30 10:48:48 -0500 <KingThies> $BTCUSD  Currently just under $8.2k   Resistance Zones - $8.6k, $9.2k, $9.9k &amp; $10.2k Strongest Supports - $8.4k, $7.6k   At least gunning for mid-BB on 1D &amp; 3D. Re-evaluate afterward.   Timeframe within 48-72hrs  https://t.co/qYfv9zRC0I\n",
      "1176908909346344962 2019-09-25 13:18:44 -0500 <CryptoHamsterIO> Bitcoin have NEVER dropped below the lower Bollinger Band on a bull market so far.  Now it is at ~7700$. So, either ~8k is a bottom, or this is not a bull market anymore.  $BTCUSD #bitcoin $BTC  https://t.co/1tNIoCzS9g\n",
      "1176654443665752064 2019-09-24 20:27:35 -0500 <FusionptCapital> Incredible symmetry tbh.  $BTCUSD $XBT $GBTC  https://t.co/gdgOzh4Lfx\n",
      "1176592723580739585 2019-09-24 16:22:19 -0500 <Amdalleq> \"Bitcoin tumbled as much as 17% to $8,087, the most on an intraday basis since January 2018. So-called alternative coins such as Ether and Litecoin slumped even more, declining as much as 25% and 21%, respectively.\"  $btcusd  https://t.co/nJQa5PiLBC\n",
      "1176369736814419968 2019-09-24 01:36:15 -0500 <TechCharts> $BTCUSD #cryptocurrencies Irrespective of the breakout direction, the breakout or breakdown will take place from extreme low volatility condition.  Usually these type of setups are followed by a steady trend period.   Low volatility begets high volatility and vice versa.  https://t.co/XyBoVMulbA\n",
      "1176356558545883137 2019-09-24 00:43:53 -0500 <CryptoHamsterIO> $BTCUSD, 1D.  Every time, when we had a bullish crossover on Stochastic RSI at the oversold zone, we had a rise in bitcoin price after that.  9 times from the middle of April. No exceptions.  We have one more now. Brace yourself! $BTC #bitcoin  https://t.co/N26iqDufxh\n",
      "1174776730998976512 2019-09-19 16:06:13 -0500 <BTCVIX> dalai lama formation complete in $BTCUSD  https://t.co/JFSCkprxwh\n",
      "1174748218850103296 2019-09-19 14:12:55 -0500 <bbands> That's a small Head Fake in $BTCUSD\n",
      "1174314320487993344 2019-09-18 09:28:46 -0500 <loomdart> Interesting thing to note is that funding for $BTCUSD has been ticking up for longs recently. Stark contrast to sub $9500 where it was negative. (Horizontal line is the 0 point, below 0.01 is negative above is positive.)  https://t.co/oPuhxab2te\n",
      "1173600266828075009 2019-09-16 10:11:22 -0500 <rektcapital> The previous Bull Market lasted 152 weeks   In the first 81 weeks - $BTC rallied 383% prior to its second Halving  After Halving 2 - BTC rallied $4080% in 70 weeks  #Bitcoin is now in the 24th week of its new Bull Market  $BTCUSD has rallied 340% so far   https://t.co/4StGraQAaQ\n",
      "1173498379264872448 2019-09-16 03:26:30 -0500 <CryptoHamsterIO> $BTCUSD, 1W, RSI, Stochastic RSI. For the last 3.5 years, EVERY time when the weekly Stochastic RSI had a major bullish crossover it was a true signal of the RSI low as well as the price low (even during the bear period in 2018).  11 TIMES!  WE-ARE-GOING-UP! 🔥🔥🔥  $BTC #bitcoin  https://t.co/B4UcEhe76v\n",
      "1173438891279314944 2019-09-15 23:30:07 -0500 <CryptoHamsterIO> Bitcoin longs to shorts ratio goes down –&gt; $BTCUSD goes up. Just with some delay.  Look at that slope for the recent drop in the longs/shorts ratio... $BTC #bitcoin  https://t.co/tBOLDpboCO\n",
      "1173338314423832578 2019-09-15 16:50:28 -0500 <BTC_JackSparrow> Gun to your head, in one month:  $BTCUSD   $ETHBTC  $LTCBTC  Will be lower/higher?  I’ll go first:  $BTCUSD 📉  $ETHBTC 📈  $LTCBTC 📈\n",
      "1173231669702221824 2019-09-15 09:46:42 -0500 <cryptopicasso> $BTCUSD  #Fibonacci  #Fractal  #marketcycle  Fractals within fractals  #cryptocurrency $BTC #bitcoin #HODL  https://t.co/aZEW3qitR5\n",
      "1172174872895614977 2019-09-12 11:47:22 -0500 <bbands> $BTCUSD is in a BB Squeeze as are many of the alts. Positive divergences are developing. Awaiting confirmation of a move higher.\n",
      "1172150006444224514 2019-09-12 10:08:33 -0500 <KingThies> $BTCUSD Bbands inside kelts on 1D, with price rising across basis suggesting growing bullish momentum with bband squeeze in play. Historically in these set ups, continued volume growth will lead to bullish expansion and price movement to the upside.  https://t.co/wYby5RVuwO\n",
      "1170386322122596359 2019-09-07 13:20:18 -0500 <SwenLink> $BTCUSD: Wouldn't be surprised if this range compresses into a pennant again...  https://t.co/ylOHhYSzCb\n",
      "1170006307916533761 2019-09-06 12:10:16 -0500 <SimmonsSupreme> Pretty amazing ROI in #tier3 over the last few days. Just closed the second trade. Lots of haters out there but the #winternomics discord is where it's at. $btc $btcusd #timingmatters #biasisakiller  https://t.co/m5r3mGKk2V  https://t.co/6OAa1mldTK\n",
      "1169995178263924736 2019-09-06 11:26:02 -0500 <SwenLink> $BTCUSD: Skeptical of this breakout.  Would prefer to see a close above 10960 (on 4H &amp; 1D). If daily closes below 10950. I'll be looking for shorts.  Overall this reminds me a lot of June 2018, where we swept the previous high but then dumped and printed that inverse H&amp;S.  https://t.co/8Q8fwv1cLl\n",
      "1168851819738619904 2019-09-03 07:42:44 -0500 <cointradernik> This would shaft the most market participants: $BTCUSD  https://t.co/BNG7sIRgRw\n",
      "1168823232809488386 2019-09-03 05:49:09 -0500 <CryptoHamsterIO> $BTCUSD, 1D, RSI Every time, when there is a breakout of the RSI resistance trend, bitcoin rises.  We just had another breakout.  Bullish. $BTC #bitcoin  https://t.co/YIoJIL5utc\n",
      "1168387992593031168 2019-09-02 00:59:39 -0500 <loomdart> the \"6k break\" for $BTCUSD was preceded by a steedily increasing funding rate that hit rather absurd levels before the bitcoin support level finally broke  Compare that funding level to the current funding level. What differences do you notice?  https://t.co/PF1lqSTInr\n",
      "[!] No more data! Scraping will stop now.\n",
      "found 0 deleted tweets in this search.\n",
      "[+] Finished: Successfully collected 465 Tweets.\n"
     ]
    }
   ],
   "source": [
    "# configure Twint and run scrape\n",
    "\n",
    "c = twint.Config()\n",
    "c.Search = \"$BTCUSD\"\n",
    "c.Since = \"2019-09-02\"\n",
    "c.Until = \"2020-11-17\"\n",
    "c.Lang = \"en\"\n",
    "c.Min_likes = 33\n",
    "c.Limit = 10000\n",
    "c.Pandas = True\n",
    "c.Filter_retweets = True\n",
    "c.Count = True\n",
    "\n",
    "twint.run.Search(c)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# function to return twint tweets columns\n",
    "\n",
    "def available_columns():\n",
    "    return twint.output.panda.Tweets_df.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "# function to return columns to pandas dataframe\n",
    "\n",
    "def twint_to_pandas(columns):\n",
    "    return twint.output.panda.Tweets_df[columns]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['id', 'conversation_id', 'created_at', 'date', 'timezone', 'place',\n",
       "       'tweet', 'language', 'hashtags', 'cashtags', 'user_id', 'user_id_str',\n",
       "       'username', 'name', 'day', 'hour', 'link', 'urls', 'photos', 'video',\n",
       "       'thumbnail', 'retweet', 'nlikes', 'nreplies', 'nretweets', 'quote_url',\n",
       "       'search', 'near', 'geo', 'source', 'user_rt_id', 'user_rt',\n",
       "       'retweet_id', 'reply_to', 'retweet_date', 'translate', 'trans_src',\n",
       "       'trans_dest'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "available_columns()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "# create dataframe from tweets\n",
    "\n",
    "df_tweets = twint_to_pandas([\"date\", \"username\", \"tweet\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "# reset index\n",
    "\n",
    "df_tweets.reset_index(drop=True, inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "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>date</th>\n",
       "      <th>username</th>\n",
       "      <th>tweet</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2020-11-15 03:07:47</td>\n",
       "      <td>DaveCrypto83</td>\n",
       "      <td>#bitcoin #ew update $BTCUSD 1 day and 4hr char...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2020-11-14 15:02:03</td>\n",
       "      <td>Ozono_Merval</td>\n",
       "      <td>$BTCUSD por cruces de MM fueron compra las zon...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2020-11-14 14:45:59</td>\n",
       "      <td>Ozono_Merval</td>\n",
       "      <td>No vas a encontrar a otro loco que hable de AT...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2020-11-14 11:45:03</td>\n",
       "      <td>RadioSilentplay</td>\n",
       "      <td>$BTCUSD 15982 UPDATE: Monthly Bull Run:   Elli...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2020-11-14 07:34:08</td>\n",
       "      <td>FeraSY1</td>\n",
       "      <td>#Bitcoin 4H TF 2 Important zone to watch for a...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>2020-11-13 15:21:52</td>\n",
       "      <td>RadioSilentplay</td>\n",
       "      <td>$MARA 2.44 just broke all MA here   $BTCUSD ex...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>2020-11-13 05:15:16</td>\n",
       "      <td>Yodaskk</td>\n",
       "      <td>$btc $btcusd #BTC   2017 20k top &amp;amp; today's...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>2020-11-13 02:53:12</td>\n",
       "      <td>FeraSY1</td>\n",
       "      <td>$BTC.D  ( #Bitcoin Dominance)   16 Hours till ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>2020-11-12 21:29:51</td>\n",
       "      <td>canuck2usa</td>\n",
       "      <td>$BTCUSD - I realize some of you DGAF about it,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>2020-11-12 15:31:57</td>\n",
       "      <td>FeraSY1</td>\n",
       "      <td>#Bitcoin HTFs Chart  Weekly/Monthly based, No ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>2020-11-12 09:42:13</td>\n",
       "      <td>NCheron_bourse</td>\n",
       "      <td>Autre analyste à suivre le Bitcoin qui vise 30...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>2020-11-12 09:41:09</td>\n",
       "      <td>NicTrades</td>\n",
       "      <td>#Bitcoin   $BTCUSD Gartley patterns that fail ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>2020-11-12 09:37:23</td>\n",
       "      <td>NicTrades</td>\n",
       "      <td>#Bitcoin $BTCUSD  https://t.co/P1stacldBK</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>2020-11-12 01:45:52</td>\n",
       "      <td>jatkinson33</td>\n",
       "      <td>$GBTC up against some big resistance here. $BT...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>2020-11-11 19:05:19</td>\n",
       "      <td>RadioSilentplay</td>\n",
       "      <td>$CYIO .029 Blockchain COVID19 Bull Flag:  Mast...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>2020-11-11 13:24:05</td>\n",
       "      <td>RadioSilentplay</td>\n",
       "      <td>$BTCUSD 16400-16700 looks like next levels to ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>2020-11-11 11:17:00</td>\n",
       "      <td>RadioSilentplay</td>\n",
       "      <td>$MARA 2.36 Bullish accumulation above Moving a...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>2020-11-10 13:32:00</td>\n",
       "      <td>FeraSY1</td>\n",
       "      <td>When $BTCUSD is going up, People r crying bcuz...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>2020-11-10 10:30:09</td>\n",
       "      <td>TrendSpider</td>\n",
       "      <td>$BTCUSD #BTC Yesterday, we posted a raindrop v...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>2020-11-10 09:46:57</td>\n",
       "      <td>cberktavsan</td>\n",
       "      <td>Bitcoin üçgen yapısı ile birlikte range yapmay...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                   date         username  \\\n",
       "0   2020-11-15 03:07:47     DaveCrypto83   \n",
       "1   2020-11-14 15:02:03     Ozono_Merval   \n",
       "2   2020-11-14 14:45:59     Ozono_Merval   \n",
       "3   2020-11-14 11:45:03  RadioSilentplay   \n",
       "4   2020-11-14 07:34:08          FeraSY1   \n",
       "5   2020-11-13 15:21:52  RadioSilentplay   \n",
       "6   2020-11-13 05:15:16          Yodaskk   \n",
       "7   2020-11-13 02:53:12          FeraSY1   \n",
       "8   2020-11-12 21:29:51       canuck2usa   \n",
       "9   2020-11-12 15:31:57          FeraSY1   \n",
       "10  2020-11-12 09:42:13   NCheron_bourse   \n",
       "11  2020-11-12 09:41:09        NicTrades   \n",
       "12  2020-11-12 09:37:23        NicTrades   \n",
       "13  2020-11-12 01:45:52      jatkinson33   \n",
       "14  2020-11-11 19:05:19  RadioSilentplay   \n",
       "15  2020-11-11 13:24:05  RadioSilentplay   \n",
       "16  2020-11-11 11:17:00  RadioSilentplay   \n",
       "17  2020-11-10 13:32:00          FeraSY1   \n",
       "18  2020-11-10 10:30:09      TrendSpider   \n",
       "19  2020-11-10 09:46:57      cberktavsan   \n",
       "\n",
       "                                                tweet  \n",
       "0   #bitcoin #ew update $BTCUSD 1 day and 4hr char...  \n",
       "1   $BTCUSD por cruces de MM fueron compra las zon...  \n",
       "2   No vas a encontrar a otro loco que hable de AT...  \n",
       "3   $BTCUSD 15982 UPDATE: Monthly Bull Run:   Elli...  \n",
       "4   #Bitcoin 4H TF 2 Important zone to watch for a...  \n",
       "5   $MARA 2.44 just broke all MA here   $BTCUSD ex...  \n",
       "6   $btc $btcusd #BTC   2017 20k top &amp; today's...  \n",
       "7   $BTC.D  ( #Bitcoin Dominance)   16 Hours till ...  \n",
       "8   $BTCUSD - I realize some of you DGAF about it,...  \n",
       "9   #Bitcoin HTFs Chart  Weekly/Monthly based, No ...  \n",
       "10  Autre analyste à suivre le Bitcoin qui vise 30...  \n",
       "11  #Bitcoin   $BTCUSD Gartley patterns that fail ...  \n",
       "12          #Bitcoin $BTCUSD  https://t.co/P1stacldBK  \n",
       "13  $GBTC up against some big resistance here. $BT...  \n",
       "14  $CYIO .029 Blockchain COVID19 Bull Flag:  Mast...  \n",
       "15  $BTCUSD 16400-16700 looks like next levels to ...  \n",
       "16  $MARA 2.36 Bullish accumulation above Moving a...  \n",
       "17  When $BTCUSD is going up, People r crying bcuz...  \n",
       "18  $BTCUSD #BTC Yesterday, we posted a raindrop v...  \n",
       "19  Bitcoin üçgen yapısı ile birlikte range yapmay...  "
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_tweets.head(20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(464, 3)"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_tweets.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "RangeIndex(start=0, stop=464, step=1)"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_tweets.index"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "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>date</th>\n",
       "      <th>username</th>\n",
       "      <th>tweet</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2020-11-15 03:07:47</td>\n",
       "      <td>DaveCrypto83</td>\n",
       "      <td>#bitcoin #ew update $BTCUSD 1 day and 4hr char...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2020-11-14 15:02:03</td>\n",
       "      <td>Ozono_Merval</td>\n",
       "      <td>$BTCUSD por cruces de MM fueron compra las zon...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2020-11-14 14:45:59</td>\n",
       "      <td>Ozono_Merval</td>\n",
       "      <td>No vas a encontrar a otro loco que hable de AT...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2020-11-14 11:45:03</td>\n",
       "      <td>RadioSilentplay</td>\n",
       "      <td>$BTCUSD 15982 UPDATE: Monthly Bull Run:   Elli...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2020-11-14 07:34:08</td>\n",
       "      <td>FeraSY1</td>\n",
       "      <td>#Bitcoin 4H TF 2 Important zone to watch for a...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  date         username  \\\n",
       "0  2020-11-15 03:07:47     DaveCrypto83   \n",
       "1  2020-11-14 15:02:03     Ozono_Merval   \n",
       "2  2020-11-14 14:45:59     Ozono_Merval   \n",
       "3  2020-11-14 11:45:03  RadioSilentplay   \n",
       "4  2020-11-14 07:34:08          FeraSY1   \n",
       "\n",
       "                                               tweet  \n",
       "0  #bitcoin #ew update $BTCUSD 1 day and 4hr char...  \n",
       "1  $BTCUSD por cruces de MM fueron compra las zon...  \n",
       "2  No vas a encontrar a otro loco que hable de AT...  \n",
       "3  $BTCUSD 15982 UPDATE: Monthly Bull Run:   Elli...  \n",
       "4  #Bitcoin 4H TF 2 Important zone to watch for a...  "
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_tweets.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "# save tweets dataframe to csv file\n",
    "\n",
    "df_tweets.to_csv('tweets_btcusd.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "# pull tweets dataframe in to make new dataframe\n",
    "\n",
    "df1_tweets=pd.read_csv(\"tweets_btcusd.csv\", index_col=[0], parse_dates=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(464, 3)"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df1_tweets.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "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>date</th>\n",
       "      <th>username</th>\n",
       "      <th>tweet</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2020-11-15 03:07:47</td>\n",
       "      <td>DaveCrypto83</td>\n",
       "      <td>#bitcoin #ew update $BTCUSD 1 day and 4hr char...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2020-11-14 15:02:03</td>\n",
       "      <td>Ozono_Merval</td>\n",
       "      <td>$BTCUSD por cruces de MM fueron compra las zon...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2020-11-14 14:45:59</td>\n",
       "      <td>Ozono_Merval</td>\n",
       "      <td>No vas a encontrar a otro loco que hable de AT...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2020-11-14 11:45:03</td>\n",
       "      <td>RadioSilentplay</td>\n",
       "      <td>$BTCUSD 15982 UPDATE: Monthly Bull Run:   Elli...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2020-11-14 07:34:08</td>\n",
       "      <td>FeraSY1</td>\n",
       "      <td>#Bitcoin 4H TF 2 Important zone to watch for a...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  date         username  \\\n",
       "0  2020-11-15 03:07:47     DaveCrypto83   \n",
       "1  2020-11-14 15:02:03     Ozono_Merval   \n",
       "2  2020-11-14 14:45:59     Ozono_Merval   \n",
       "3  2020-11-14 11:45:03  RadioSilentplay   \n",
       "4  2020-11-14 07:34:08          FeraSY1   \n",
       "\n",
       "                                               tweet  \n",
       "0  #bitcoin #ew update $BTCUSD 1 day and 4hr char...  \n",
       "1  $BTCUSD por cruces de MM fueron compra las zon...  \n",
       "2  No vas a encontrar a otro loco que hable de AT...  \n",
       "3  $BTCUSD 15982 UPDATE: Monthly Bull Run:   Elli...  \n",
       "4  #Bitcoin 4H TF 2 Important zone to watch for a...  "
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df1_tweets.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "# set index as \"date\" column\n",
    "\n",
    "df1_tweets.set_index(['date'], inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "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>username</th>\n",
       "      <th>tweet</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2020-11-15 03:07:47</th>\n",
       "      <td>DaveCrypto83</td>\n",
       "      <td>#bitcoin #ew update $BTCUSD 1 day and 4hr char...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-11-14 15:02:03</th>\n",
       "      <td>Ozono_Merval</td>\n",
       "      <td>$BTCUSD por cruces de MM fueron compra las zon...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-11-14 14:45:59</th>\n",
       "      <td>Ozono_Merval</td>\n",
       "      <td>No vas a encontrar a otro loco que hable de AT...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-11-14 11:45:03</th>\n",
       "      <td>RadioSilentplay</td>\n",
       "      <td>$BTCUSD 15982 UPDATE: Monthly Bull Run:   Elli...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-11-14 07:34:08</th>\n",
       "      <td>FeraSY1</td>\n",
       "      <td>#Bitcoin 4H TF 2 Important zone to watch for a...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                            username  \\\n",
       "date                                   \n",
       "2020-11-15 03:07:47     DaveCrypto83   \n",
       "2020-11-14 15:02:03     Ozono_Merval   \n",
       "2020-11-14 14:45:59     Ozono_Merval   \n",
       "2020-11-14 11:45:03  RadioSilentplay   \n",
       "2020-11-14 07:34:08          FeraSY1   \n",
       "\n",
       "                                                                 tweet  \n",
       "date                                                                    \n",
       "2020-11-15 03:07:47  #bitcoin #ew update $BTCUSD 1 day and 4hr char...  \n",
       "2020-11-14 15:02:03  $BTCUSD por cruces de MM fueron compra las zon...  \n",
       "2020-11-14 14:45:59  No vas a encontrar a otro loco que hable de AT...  \n",
       "2020-11-14 11:45:03  $BTCUSD 15982 UPDATE: Monthly Bull Run:   Elli...  \n",
       "2020-11-14 07:34:08  #Bitcoin 4H TF 2 Important zone to watch for a...  "
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df1_tweets.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "# import re for regular expression operations to clean tweets\n",
    "\n",
    "import re"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "# clean tweets and add new cleaned tweets column\n",
    "\n",
    "df1_tweets['tweet_text_clean']=df1_tweets['tweet'].apply(lambda row: ' '.join(re.sub(\"(@[A-Za-z0-9]+)|([^0-9A-Za-z \\t])|(\\w+:\\/\\/\\S+)\", \" \", row).split()))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "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>username</th>\n",
       "      <th>tweet</th>\n",
       "      <th>tweet_text_clean</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2020-11-15 03:07:47</th>\n",
       "      <td>DaveCrypto83</td>\n",
       "      <td>#bitcoin #ew update $BTCUSD 1 day and 4hr char...</td>\n",
       "      <td>bitcoin ew update BTCUSD 1 day and 4hr charted...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-11-14 15:02:03</th>\n",
       "      <td>Ozono_Merval</td>\n",
       "      <td>$BTCUSD por cruces de MM fueron compra las zon...</td>\n",
       "      <td>BTCUSD por cruces de MM fueron compra las zona...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-11-14 14:45:59</th>\n",
       "      <td>Ozono_Merval</td>\n",
       "      <td>No vas a encontrar a otro loco que hable de AT...</td>\n",
       "      <td>No vas a encontrar a otro loco que hable de AT...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-11-14 11:45:03</th>\n",
       "      <td>RadioSilentplay</td>\n",
       "      <td>$BTCUSD 15982 UPDATE: Monthly Bull Run:   Elli...</td>\n",
       "      <td>BTCUSD 15982 UPDATE Monthly Bull Run Elliott W...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-11-14 07:34:08</th>\n",
       "      <td>FeraSY1</td>\n",
       "      <td>#Bitcoin 4H TF 2 Important zone to watch for a...</td>\n",
       "      <td>Bitcoin 4H TF 2 Important zone to watch for an...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-11-13 15:21:52</th>\n",
       "      <td>RadioSilentplay</td>\n",
       "      <td>$MARA 2.44 just broke all MA here   $BTCUSD ex...</td>\n",
       "      <td>MARA 2 44 just broke all MA here BTCUSD expect...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-11-13 05:15:16</th>\n",
       "      <td>Yodaskk</td>\n",
       "      <td>$btc $btcusd #BTC   2017 20k top &amp;amp; today's...</td>\n",
       "      <td>btc btcusd BTC 2017 20k top amp today s Price ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-11-13 02:53:12</th>\n",
       "      <td>FeraSY1</td>\n",
       "      <td>$BTC.D  ( #Bitcoin Dominance)   16 Hours till ...</td>\n",
       "      <td>BTC D Bitcoin Dominance 16 Hours till current ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-11-12 21:29:51</th>\n",
       "      <td>canuck2usa</td>\n",
       "      <td>$BTCUSD - I realize some of you DGAF about it,...</td>\n",
       "      <td>BTCUSD I realize some of you DGAF about it but...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-11-12 15:31:57</th>\n",
       "      <td>FeraSY1</td>\n",
       "      <td>#Bitcoin HTFs Chart  Weekly/Monthly based, No ...</td>\n",
       "      <td>Bitcoin HTFs Chart Weekly Monthly based No Muc...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-11-12 09:42:13</th>\n",
       "      <td>NCheron_bourse</td>\n",
       "      <td>Autre analyste à suivre le Bitcoin qui vise 30...</td>\n",
       "      <td>Autre analyste suivre le Bitcoin qui vise 3000...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-11-12 09:41:09</th>\n",
       "      <td>NicTrades</td>\n",
       "      <td>#Bitcoin   $BTCUSD Gartley patterns that fail ...</td>\n",
       "      <td>Bitcoin BTCUSD Gartley patterns that fail usua...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-11-12 09:37:23</th>\n",
       "      <td>NicTrades</td>\n",
       "      <td>#Bitcoin $BTCUSD  https://t.co/P1stacldBK</td>\n",
       "      <td>Bitcoin BTCUSD</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-11-12 01:45:52</th>\n",
       "      <td>jatkinson33</td>\n",
       "      <td>$GBTC up against some big resistance here. $BT...</td>\n",
       "      <td>GBTC up against some big resistance here BTCUSD</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-11-11 19:05:19</th>\n",
       "      <td>RadioSilentplay</td>\n",
       "      <td>$CYIO .029 Blockchain COVID19 Bull Flag:  Mast...</td>\n",
       "      <td>CYIO 029 Blockchain COVID19 Bull Flag Master s...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-11-11 13:24:05</th>\n",
       "      <td>RadioSilentplay</td>\n",
       "      <td>$BTCUSD 16400-16700 looks like next levels to ...</td>\n",
       "      <td>BTCUSD 16400 16700 looks like next levels to b...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-11-11 11:17:00</th>\n",
       "      <td>RadioSilentplay</td>\n",
       "      <td>$MARA 2.36 Bullish accumulation above Moving a...</td>\n",
       "      <td>MARA 2 36 Bullish accumulation above Moving av...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-11-10 13:32:00</th>\n",
       "      <td>FeraSY1</td>\n",
       "      <td>When $BTCUSD is going up, People r crying bcuz...</td>\n",
       "      <td>When BTCUSD is going up People r crying bcuz t...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-11-10 10:30:09</th>\n",
       "      <td>TrendSpider</td>\n",
       "      <td>$BTCUSD #BTC Yesterday, we posted a raindrop v...</td>\n",
       "      <td>BTCUSD BTC Yesterday we posted a raindrop vs h...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-11-10 09:46:57</th>\n",
       "      <td>cberktavsan</td>\n",
       "      <td>Bitcoin üçgen yapısı ile birlikte range yapmay...</td>\n",
       "      <td>Bitcoin gen yap s ile birlikte range yapmaya b...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                            username  \\\n",
       "date                                   \n",
       "2020-11-15 03:07:47     DaveCrypto83   \n",
       "2020-11-14 15:02:03     Ozono_Merval   \n",
       "2020-11-14 14:45:59     Ozono_Merval   \n",
       "2020-11-14 11:45:03  RadioSilentplay   \n",
       "2020-11-14 07:34:08          FeraSY1   \n",
       "2020-11-13 15:21:52  RadioSilentplay   \n",
       "2020-11-13 05:15:16          Yodaskk   \n",
       "2020-11-13 02:53:12          FeraSY1   \n",
       "2020-11-12 21:29:51       canuck2usa   \n",
       "2020-11-12 15:31:57          FeraSY1   \n",
       "2020-11-12 09:42:13   NCheron_bourse   \n",
       "2020-11-12 09:41:09        NicTrades   \n",
       "2020-11-12 09:37:23        NicTrades   \n",
       "2020-11-12 01:45:52      jatkinson33   \n",
       "2020-11-11 19:05:19  RadioSilentplay   \n",
       "2020-11-11 13:24:05  RadioSilentplay   \n",
       "2020-11-11 11:17:00  RadioSilentplay   \n",
       "2020-11-10 13:32:00          FeraSY1   \n",
       "2020-11-10 10:30:09      TrendSpider   \n",
       "2020-11-10 09:46:57      cberktavsan   \n",
       "\n",
       "                                                                 tweet  \\\n",
       "date                                                                     \n",
       "2020-11-15 03:07:47  #bitcoin #ew update $BTCUSD 1 day and 4hr char...   \n",
       "2020-11-14 15:02:03  $BTCUSD por cruces de MM fueron compra las zon...   \n",
       "2020-11-14 14:45:59  No vas a encontrar a otro loco que hable de AT...   \n",
       "2020-11-14 11:45:03  $BTCUSD 15982 UPDATE: Monthly Bull Run:   Elli...   \n",
       "2020-11-14 07:34:08  #Bitcoin 4H TF 2 Important zone to watch for a...   \n",
       "2020-11-13 15:21:52  $MARA 2.44 just broke all MA here   $BTCUSD ex...   \n",
       "2020-11-13 05:15:16  $btc $btcusd #BTC   2017 20k top &amp; today's...   \n",
       "2020-11-13 02:53:12  $BTC.D  ( #Bitcoin Dominance)   16 Hours till ...   \n",
       "2020-11-12 21:29:51  $BTCUSD - I realize some of you DGAF about it,...   \n",
       "2020-11-12 15:31:57  #Bitcoin HTFs Chart  Weekly/Monthly based, No ...   \n",
       "2020-11-12 09:42:13  Autre analyste à suivre le Bitcoin qui vise 30...   \n",
       "2020-11-12 09:41:09  #Bitcoin   $BTCUSD Gartley patterns that fail ...   \n",
       "2020-11-12 09:37:23          #Bitcoin $BTCUSD  https://t.co/P1stacldBK   \n",
       "2020-11-12 01:45:52  $GBTC up against some big resistance here. $BT...   \n",
       "2020-11-11 19:05:19  $CYIO .029 Blockchain COVID19 Bull Flag:  Mast...   \n",
       "2020-11-11 13:24:05  $BTCUSD 16400-16700 looks like next levels to ...   \n",
       "2020-11-11 11:17:00  $MARA 2.36 Bullish accumulation above Moving a...   \n",
       "2020-11-10 13:32:00  When $BTCUSD is going up, People r crying bcuz...   \n",
       "2020-11-10 10:30:09  $BTCUSD #BTC Yesterday, we posted a raindrop v...   \n",
       "2020-11-10 09:46:57  Bitcoin üçgen yapısı ile birlikte range yapmay...   \n",
       "\n",
       "                                                      tweet_text_clean  \n",
       "date                                                                    \n",
       "2020-11-15 03:07:47  bitcoin ew update BTCUSD 1 day and 4hr charted...  \n",
       "2020-11-14 15:02:03  BTCUSD por cruces de MM fueron compra las zona...  \n",
       "2020-11-14 14:45:59  No vas a encontrar a otro loco que hable de AT...  \n",
       "2020-11-14 11:45:03  BTCUSD 15982 UPDATE Monthly Bull Run Elliott W...  \n",
       "2020-11-14 07:34:08  Bitcoin 4H TF 2 Important zone to watch for an...  \n",
       "2020-11-13 15:21:52  MARA 2 44 just broke all MA here BTCUSD expect...  \n",
       "2020-11-13 05:15:16  btc btcusd BTC 2017 20k top amp today s Price ...  \n",
       "2020-11-13 02:53:12  BTC D Bitcoin Dominance 16 Hours till current ...  \n",
       "2020-11-12 21:29:51  BTCUSD I realize some of you DGAF about it but...  \n",
       "2020-11-12 15:31:57  Bitcoin HTFs Chart Weekly Monthly based No Muc...  \n",
       "2020-11-12 09:42:13  Autre analyste suivre le Bitcoin qui vise 3000...  \n",
       "2020-11-12 09:41:09  Bitcoin BTCUSD Gartley patterns that fail usua...  \n",
       "2020-11-12 09:37:23                                     Bitcoin BTCUSD  \n",
       "2020-11-12 01:45:52    GBTC up against some big resistance here BTCUSD  \n",
       "2020-11-11 19:05:19  CYIO 029 Blockchain COVID19 Bull Flag Master s...  \n",
       "2020-11-11 13:24:05  BTCUSD 16400 16700 looks like next levels to b...  \n",
       "2020-11-11 11:17:00  MARA 2 36 Bullish accumulation above Moving av...  \n",
       "2020-11-10 13:32:00  When BTCUSD is going up People r crying bcuz t...  \n",
       "2020-11-10 10:30:09  BTCUSD BTC Yesterday we posted a raindrop vs h...  \n",
       "2020-11-10 09:46:57  Bitcoin gen yap s ile birlikte range yapmaya b...  "
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df1_tweets.head(20)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Getting the sentiment for each tweet\n",
    "\n",
    "The sentiment was gathered using mean polarity from TextBlobs. Each tweet for each day that mentioned \"BTC\" was given either the characteristic of positive or negative. Polarity being the degree of emotion expressed through the tweet. \n",
    "\n",
    "- A negative polarity is anything less than 0. \n",
    "- A polarity equal to 0 is neutral. \n",
    "- A positive polarity is more than 0. \n",
    "\n",
    "The polarity is then aggregated for each day, as we are trying to only predict the daily price."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "# import TextBlob for sentiment analysis \n",
    "\n",
    "from textblob import TextBlob"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "# get sentiment for each clean tweet in each row\n",
    "\n",
    "df1_tweets['tweet_sentiment']=df1_tweets['tweet_text_clean'].apply(\n",
    "            lambda row: 1 if TextBlob(row).sentiment.polarity>0 else(0 if TextBlob(row).sentiment.polarity==0 else -1))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "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>username</th>\n",
       "      <th>tweet</th>\n",
       "      <th>tweet_text_clean</th>\n",
       "      <th>tweet_sentiment</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2019-09-06 12:10:16</th>\n",
       "      <td>SimmonsSupreme</td>\n",
       "      <td>Pretty amazing ROI in #tier3 over the last few...</td>\n",
       "      <td>Pretty amazing ROI in tier3 over the last few ...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-09-06 11:26:02</th>\n",
       "      <td>SwenLink</td>\n",
       "      <td>$BTCUSD: Skeptical of this breakout.  Would pr...</td>\n",
       "      <td>BTCUSD Skeptical of this breakout Would prefer...</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-09-03 07:42:44</th>\n",
       "      <td>cointradernik</td>\n",
       "      <td>This would shaft the most market participants:...</td>\n",
       "      <td>This would shaft the most market participants ...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-09-03 05:49:09</th>\n",
       "      <td>CryptoHamsterIO</td>\n",
       "      <td>$BTCUSD, 1D, RSI Every time, when there is a b...</td>\n",
       "      <td>BTCUSD 1D RSI Every time when there is a break...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-09-02 00:59:39</th>\n",
       "      <td>loomdart</td>\n",
       "      <td>the \"6k break\" for $BTCUSD was preceded by a s...</td>\n",
       "      <td>the 6k break for BTCUSD was preceded by a stee...</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                            username  \\\n",
       "date                                   \n",
       "2019-09-06 12:10:16   SimmonsSupreme   \n",
       "2019-09-06 11:26:02         SwenLink   \n",
       "2019-09-03 07:42:44    cointradernik   \n",
       "2019-09-03 05:49:09  CryptoHamsterIO   \n",
       "2019-09-02 00:59:39         loomdart   \n",
       "\n",
       "                                                                 tweet  \\\n",
       "date                                                                     \n",
       "2019-09-06 12:10:16  Pretty amazing ROI in #tier3 over the last few...   \n",
       "2019-09-06 11:26:02  $BTCUSD: Skeptical of this breakout.  Would pr...   \n",
       "2019-09-03 07:42:44  This would shaft the most market participants:...   \n",
       "2019-09-03 05:49:09  $BTCUSD, 1D, RSI Every time, when there is a b...   \n",
       "2019-09-02 00:59:39  the \"6k break\" for $BTCUSD was preceded by a s...   \n",
       "\n",
       "                                                      tweet_text_clean  \\\n",
       "date                                                                     \n",
       "2019-09-06 12:10:16  Pretty amazing ROI in tier3 over the last few ...   \n",
       "2019-09-06 11:26:02  BTCUSD Skeptical of this breakout Would prefer...   \n",
       "2019-09-03 07:42:44  This would shaft the most market participants ...   \n",
       "2019-09-03 05:49:09  BTCUSD 1D RSI Every time when there is a break...   \n",
       "2019-09-02 00:59:39  the 6k break for BTCUSD was preceded by a stee...   \n",
       "\n",
       "                     tweet_sentiment  \n",
       "date                                  \n",
       "2019-09-06 12:10:16                1  \n",
       "2019-09-06 11:26:02               -1  \n",
       "2019-09-03 07:42:44                1  \n",
       "2019-09-03 05:49:09                0  \n",
       "2019-09-02 00:59:39               -1  "
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df1_tweets.tail()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "# drop time sequence from each row in index\n",
    "\n",
    "df1_tweets.index = pd.to_datetime(df1_tweets.index)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "# create new dataframe from resampling daily, with mean for each day\n",
    "\n",
    "tweets_indicator_df=df1_tweets.resample('D').tweet_sentiment.mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "date\n",
       "2019-09-02   -1.0\n",
       "2019-09-03    0.5\n",
       "2019-09-04    NaN\n",
       "2019-09-05    NaN\n",
       "2019-09-06    0.0\n",
       "Freq: D, Name: tweet_sentiment, dtype: float64"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tweets_indicator_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [],
   "source": [
    "# use foward fill method to replace NaN values\n",
    "\n",
    "tweets_indicator_df = tweets_indicator_df.fillna(method='ffill')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "pandas.core.series.Series"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "type(tweets_indicator_df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(441,)"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tweets_indicator_df.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [],
   "source": [
    "# save tweet sentiment indicator to csv file\n",
    "\n",
    "tweets_indicator_df.to_csv('btc_sentiment.csv')"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}