diff --git a/Dockerfile b/Dockerfile new file mode 100644 index 0000000..259554b --- /dev/null +++ b/Dockerfile @@ -0,0 +1,9 @@ +FROM python:3.7-alpine +MAINTAINER Andrew Sotheran +RUN apk update && \ + apk add py-pip libc-dev gcc +RUN pip install utils pycryptodome && \ + pip install nltk pandas numpy sklearn flask +COPY . /home/spam-filter/. +EXPOSE 9090 +CMD ["python", "/home/spam-filter/src/main.py"] \ No newline at end of file diff --git a/README.md b/README.md new file mode 100644 index 0000000..68e317f --- /dev/null +++ b/README.md @@ -0,0 +1,2 @@ +# Spam-Filter +Universal Spam Filter - for news and tweets data diff --git a/configuration/kubernetes/deployment.yaml b/configuration/kubernetes/deployment.yaml new file mode 100644 index 0000000..c1e9479 --- /dev/null +++ b/configuration/kubernetes/deployment.yaml @@ -0,0 +1,77 @@ +apiVersion: apps/v1 +kind: Deployment +metadata: + labels: + name: LABEL + name: RESOURCE_NAME + namespace: production +spec: + replicas: 1 + selector: + matchLabels: + app: RESOURCE_NAME + strategy: + type: RollingUpdate + rollingUpdate: + maxSurge: 1 + maxUnavailable: 0 + template: + metadata: + labels: + app: RESOURCE_NAME + spec: + containers: + - image: REPOSITORY/IMAGE + name: RESOURCE_NAME + env: + - name: KUBERNETES_NAMESPACE + valueFrom: + fieldRef: + fieldPath: metadata.namespace + - name: CONTAINER_CORE_LIMIT + valueFrom: + resourceFieldRef: + resource: limits.cpu + - name: CONTAINER_MAX_MEMORY + valueFrom: + resourceFieldRef: + resource: limits.memory + - name: DATABASE_URL + valueFrom: + secretKeyRef: + name: endpoints + key: dbGateway.url + - name: DATABASE_PORT + valueFrom: + secretKeyRef: + name: endpoints + key: dbGateway.port + - name: COINBASE_KEY + valueFrom: + secretKeyRef: + name: coinbase-secret + key: coinbase.api.key + - name: COINBASE_SECRET + valueFrom: + secretKeyRef: + name: coinbase-secret + key: coinbase.api.secret + - name: DB_GATEWAY_URL + valueFrom: + secretKeyRef: + name: endpoints + key: dbGateway.url + ports: + - containerPort: 9090 + name: RESOURCE_NAME + imagePullPolicy: Always + resources: + requests: + cpu: 50m + memory: 32Mi + limits: + cpu: 100m + memory: 32Mi + restartPolicy: Always + imagePullSecrets: + - name: registry-secret \ No newline at end of file diff --git a/configuration/kubernetes/service.yaml b/configuration/kubernetes/service.yaml new file mode 100644 index 0000000..c0a5e76 --- /dev/null +++ b/configuration/kubernetes/service.yaml @@ -0,0 +1,16 @@ +kind: Service +apiVersion: v1 +metadata: + labels: + name: LABEL + name: RESOURCE_NAME + namespace: production +spec: + selector: + app: RESOURCE_NAME + ports: + - port: 9090 + protocol: HTTP + targetPort: 9090 + sessionAffinity: None + type: ClusterIP \ No newline at end of file diff --git a/configuration/pipelines/build.groovy b/configuration/pipelines/build.groovy new file mode 100644 index 0000000..32756e6 --- /dev/null +++ b/configuration/pipelines/build.groovy @@ -0,0 +1,100 @@ +#!/usr/bin/env groovy + +env.APPLICATION_NAME = 'spam-filter' +env.APPLICATION_LABEL = 'utilities' +env.GIT_BRANCH = 'master' +env.GIT_REPOSITORY_PATH = "github.com/andyjk15/${env.APPLICATION_NAME}.git" +env.GIT_REPOSITORY_URL = "https://${env.GIT_REPOSITORY_PATH}" +env.GITHUB_CREDENTIALS_ID = 'Github' +env.DOCKER_REPOSITORY = 'registry.cryptosky.me' +env.DOCKER_REPOSITORY_URL = "https://${env.DOCKER_REPOSITORY}" +env.DOCKER_REPOSITORY_TCP = "tcp://${env.DOCKER_REPOSITORY}:4243" + +env.NAMESPACE = 'production' +env.SLAVE_LABEL = "cryptosky-aio-build" + +def mvn( String gloals ) { + sh "mvn -s configuration/settings.xml --show-version --batch-mode ${gloals}" +} + +String get_application_version() { + "1.0.0-b${env.BUILD_NUMBER}" +} + +String executeShellScript( String shellPath, String arg1 = '', String arg2 = '', String arg3 = '', String arg4 = '' ) { + sh "./${shellPath} ${arg1} ${arg2} ${arg3} ${arg4}" +} + +try { + timestamps { + node ("${env.SLAVE_LABEL}") { + stage('Initialise') { + checkout([$class: 'GitSCM', branches: [[name: 'master']], doGenerateSubmoduleConfigurations: false, extensions: [], submoduleCfg: [], userRemoteConfigs: [[credentialsId: 'Github', url: 'https://github.com/andyjk15/price-collector.git']]]) + + env.APPLICATION_VERSION = get_application_version() + + withCredentials( + [usernamePassword( + credentialsId: 'doctl', + passwordVariable: 'DOCTL_TOKEN', + usernameVariable: 'DOCTL_USERNAME' + )] + ) { + sh "doctl auth init --access-token ${DOCTL_TOKEN}" + sh "doctl kubernetes cluster kubeconfig save cryptosky-kubernetes-cluster-production" + } + } + + stage('Test Artifact') { + try { +// mvn 'verify -DskipUTs -DskipTests' + } finally { +// mvn 'test' + } + } + + stage('Build Image') { +// mvn 'clean package -DskipTests' + + executeShellScript("configuration/scripts/mapVarsToConfigs.sh", + env.DOCKER_REPOSITORY, + env.APPLICATION_NAME, + env.APPLICATION_VERSION, + env.APPLICATION_LABEL) + + } + + stage('Tag Repository') { + + withDockerServer([uri: "${env.DOCKER_REPOSITORY_TCP}"]) { + withDockerRegistry([credentialsId: 'Registry', url: "${env.DOCKER_REPOSITORY_URL}"]) { + def image = docker.build("${env.DOCKER_REPOSITORY}/${env.APPLICATION_NAME}:${env.APPLICATION_VERSION}") + image.push() + def latest = docker.build("${env.DOCKER_REPOSITORY}/${env.APPLICATION_NAME}:latest") + latest.push() + } + } + withCredentials( + [usernamePassword( + credentialsId: env.GITHUB_CREDENTIALS_ID, + passwordVariable: 'GIT_PASSWORD', + usernameVariable: 'GIT_USERNAME' + )] + ) { + sh "git tag ${env.APPLICATION_VERSION}" + sh "git push https://${GIT_USERNAME}:${GIT_PASSWORD}@${env.GIT_REPOSITORY_PATH} ${env.APPLICATION_VERSION}" + } + } + + stage('Deploy') { + executeShellScript("configuration/scripts/deployToKubernetes.sh", + env.APPLICATION_NAME) + } + } + } +} catch ( exception ) { + currentBuild.result = 'FAILURE' + throw exception +} finally { + currentBuild.result = 'SUCCESS' +} diff --git a/configuration/scripts/deployToKubernetes.sh b/configuration/scripts/deployToKubernetes.sh new file mode 100755 index 0000000..ae18ff2 --- /dev/null +++ b/configuration/scripts/deployToKubernetes.sh @@ -0,0 +1,10 @@ +#!/usr/bin/env bash + +APPLICATION_NAME=$1 + +kubectl apply -f configuration/kubernetes/deployment.yaml +kubectl apply -f configuration/kubernetes/service.yaml + +kubectl get pods + +kubectl rollout status deployment/${APPLICATION_NAME} --namespace=production \ No newline at end of file diff --git a/configuration/scripts/mapVarsToConfigs.sh b/configuration/scripts/mapVarsToConfigs.sh new file mode 100755 index 0000000..ad52c5d --- /dev/null +++ b/configuration/scripts/mapVarsToConfigs.sh @@ -0,0 +1,14 @@ +#!/usr/bin/env bash + +DOCKER_REPOSITORY=$1 +APPLICATION_NAME=$2 +APPLICATION_VERSION=$3 +APPLICATION_LABEL=$4 + +sed -i "s/REPOSITORY/${DOCKER_REPOSITORY}/g" configuration/kubernetes/deployment.yaml +sed -i "s/IMAGE/${APPLICATION_NAME}:${APPLICATION_VERSION}/g" configuration/kubernetes/deployment.yaml +sed -i "s/RESOURCE_NAME/${APPLICATION_NAME}/g" configuration/kubernetes/deployment.yaml +sed -i "s/LABEL/${APPLICATION_LABEL}/g" configuration/kubernetes/deployment.yaml + +sed -i "s/RESOURCE_NAME/${APPLICATION_NAME}/g" configuration/kubernetes/service.yaml +sed -i "s/LABEL/${APPLICATION_LABEL}/g" configuration/kubernetes/service.yaml \ No newline at end of file diff --git a/src/__init__.py b/src/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/src/main.py b/src/main.py new file mode 100644 index 0000000..b75962b --- /dev/null +++ b/src/main.py @@ -0,0 +1,37 @@ +#!/usr/bin/env python + +import sys, json +sys.path.append('/home/spam-filter/') + +from threading import Thread +from tweets.tweetFilter import tweetFilter +# from tweets.tweetFilter import tweetFilter +# from news.newsFilter import newsFilter + +from flask import Flask, request + +app = Flask(__name__) + +filter = tweetFilter() + +@app.route('/predict', methods=['GET']) +def tweetPredict(): + tweet = request.args.get('tweet') + + result = filter.tweetFilterPredit(tweet) + return json.dumps({'result': result, 'tweet': tweet}), 200, {'ContentType':'application/json'} + +def callTweetFilter(): + filter.tweetFilterTrain() + + app.run(port=9090) + +# def callNewsFilter(): + # newsFilter() + +if __name__ == '__main__': + print("Console: ", "==== Spam Filter - Tweets & News ====") + sys.stdout.flush() + + Thread(target=callTweetFilter).start() + # Thread(target=callNewsFilter).start() \ No newline at end of file diff --git a/src/resources/news_spam_ham.csv b/src/resources/news_spam_ham.csv new file mode 100644 index 0000000..e69de29 diff --git a/src/resources/tweet_spam_ham.csv b/src/resources/tweet_spam_ham.csv new file mode 100644 index 0000000..8cab65e --- /dev/null +++ b/src/resources/tweet_spam_ham.csv @@ -0,0 +1,1007 @@ +classes,tweet +spam,Bitcoin Satoshi EarnMoney cryptocurrency blockchain Airdrop New Airdrop Kryptono Lamborghini to Win Kryptono Exchange to Reward Top Traders with 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Right Now News - +ham,Hey check this out Bitcoin BTC shaking off Bears New Californian BitLicense May Slow down Bulls via Quarry app +ham,TopStory MobilePayments Federal Reserve May Add Bitcoin Crash to Stress Test Scenarios - CoinDesk see more +ham,Bitcoin BTC shaking off Bears New Californian BitLicense May Slow down Bulls +ham,The Google Keyboard now natively supports the bitcoin symbol input The response from Google seems a bit Unfair to the other currencies but who can ensure that anyone else can provide an absolute Fair solution for all Try to talk about Fair with us together +ham,Hey check this out Bitcoin Price Analysis The Third Attempt At Breaking Out Above $3980 Was Unsuccessful Is a Triple Bottom In Store via Quarry app +ham,Take our tech then deny our currency bitcoin litecoin ETHEREUM +spam,Need to use Bitcoin on Ethereum DApps Buy WBTC Wrapped BTC using KyberWidget on CoinGecko now and enjoy a 10% Rebate Retweet and Tag 2 friends for a chance to win an additional $50 WBTC Campaign ends 8 March 2359 GMT8 Learn more +spam,forklogen Bitcoin Technical Analysis Unlocked next 2 movement for everyoneCheck out If you want to see E point for bitcoinDm me for details It is very important action BitcoinAltcoin Analysis amp Margin Trades ๐Ÿ“Š ๐Ÿ”“ ๐Ÿ”“ ๐Ÿ”” ๐Ÿ‘จ ๐Ÿ’ผ +ham,CryptoStache could you imagine the publicity for bitcoin if you catch a case for showing yourself defacing bills id be so rich thank you +spam,PIZZA PARTY 10% off Lightning Pizza from now until Sunday Get it while its hot pizzaparty reckless bitcoin +ham,Thailand Bans ICOs From Using Bitcoin Cash Litecoin and Ethereum Classic +spam,Backend Java Developer - IntaPeople Cardiff UK - More Info Java jobs Hiring Careers Cardiff UK Cryptocurrency Blockchain BTC BitCoin ETH crypto ๐Ÿ“‹ +ham,Bitcoin will never disappear It was the first Live until the year 2100 and you will still see activity on its network However unless a pure currency coin has unique world-beating traits like $Nano has dont be surprised if they fade away over time +ham,If a white guy dms you dont get happy Hes s about to talk about bitcoin mining ๐ŸŒš ๐Ÿ˜‚ ๐Ÿ˜’ +spam,Want to pay with crypto in your daily life Wish to go shopping or buy a burger with bitcoin With SOZ personal multi-currency wallet you can make instant crypto payments for any daily activity Create SOZ account NOW SOZ SecretsofZurich payments shopping burgers ๐Ÿ‘‰ ๐Ÿ‘‰ โœ… +ham,Futures Exchange Promises Zero-Fees Startup Hits One Million Sign-Ups for Waitlist by Maria Yavuz aggregated via bitcoin $BTC crypto +ham,2017 early Bitcoin adopters just got lucky Its unfair 2037 early nation-states adopting Bitcoin as currency just got lucky Its unfair 2237 early interplanetary confederations hoarding massive bitcoin reserves as war-chest just got lucky Its unfair +ham,btc Bitcoin eth ethereum Just a question out to the Crypto community Whose been silly and bought into this price bounce We will see a price crash over the weekend ๐Ÿ™Š +spam,Support CasaHODL event if youre in NYC on Tuesday March 5th +ham,Microsoft Enters the ICO Space Can it be the Big Trigger for Growth MainLaunchPad stratisplatform chrisblockchain satyanadella scottgu Microsoft Azure chainspaceio musalbas Crypto CryptoCurrency Blockchain Bitcoin BTC ETH Cloud ๐Ÿ“ˆ +spam,tapatrade CryptoBoomNews Bitcoin Technical Analysis Unlocked next 2 movement for everyoneCheck out If you want to see E point for bitcoinDm me for details It is very important action BitcoinAltcoin Analysis amp Margin Trades ๐Ÿ“Š ๐Ÿ”“ ๐Ÿ”“ ๐Ÿ”” ๐Ÿ‘จ ๐Ÿ’ผ +ham,$BTC Bitcoin Daily Support and Resistance targets R3 391979 R2 389414 R1 387828 PP 385262 S1 382697 S2 381111 S3 378546 +spam,Looking to expand our sales team ad wsj nytimes reuters bloomberg thestreet forbes nasdaq IHubStockPosts newyork business cnn bet foxnews bitcoin blockchain music crypto cannabis weed marijuana CBD job work sales workfromhome +ham,The Bitcoin CEO Who Faked His Death Podcast 20 via Audioboom +ham,Someone hand Kanye his phone so he can go off on Jordyn Woods on Twitter and spill all the tea Oscars Oscar2019 Chelsea Kepa Sarri Billy Porter Casemiro UscardaDiva redcarpet Followback IFB Bitcoin BTC Eth Altcoin Ethereum Airdrop Crypto blockchain +ham,A Bitcoin Satellite Just Transmitted the First Pepe In Space +ham,Apple co-founder Steve Wozniak stevewoz claims that he is not interested in bitcoin as an investor and does not want to constantly monitor the price of BTC like others Hence Wozniak sold all his savings in bitcoins ๐Ÿ +ham,Securypto Blockchain philosophy is believing that highest level of security can only be achieved when every single user can verify the system integrity despite of their technical background bitcoin investments encryption pivx Komodo TRX verge Anonymous Privacy +ham,Bitcoin isnt a good idea - Central Banks E-mail isnt a good idea - Post Office The Internet isnt a good idea - Newspapers Television isnt a good idea - Radio Stations Streaming isnt a good idea - Blockbuster RT AlecZiupsnys disruption ๐Ÿฆ ๐Ÿ“ซ ๐Ÿ“ฐ ๐Ÿ“ป ๐Ÿ“ฝ +ham,So I was invited to speak on canalplus about life Bitcoin and Blockchain ๐Ÿ”ฅ +ham,Bitcoin February 28 2019 at 0150PM 1 BTC equivale a 38431101 USD +spam,Earn free rewards like gift cards paypal bitcoin and litecoin with Earnably swagbucks earnably sahm yleo itworks makemoney sidehustle Join me today +spam,Researcher - BT Group Ipswich United Kingdom - More Info Swift jobs Hiring Careers Ipswich United Kingdom Cryptocurrency Blockchain BTC BitCoin ETH crypto ๐Ÿ“‹ +ham,webbieguy ryscar13 davidgerard Ill put it in simpler terms for the slower ones in the class then Bitcoiners lie A lot They lie and lie and lie and they never question lies told by other bitcoiners they just repeat them Because they need to make bitcoin sound like a good idea which it is not +ham,Profit when Bitcoin is crashing Up to 100x Leverage long and short $INB $LSK $PPT $KCS $ZRX $ZIL $DGB $ONT $MIOTA $MGO $POLY $OMG $DGD $PAY $USDC $XTZ $VET ๐Ÿ“‰ ๐Ÿ“‰ โžก ๐Ÿ’ฐ ๐Ÿ’Ž +ham,In the 2014 bull market we saw price swings of - $100 per day for the first time ever In 2017 we saw price swings of - $1000 per day In the next bull market well see price swings of - $10000 per day bitcoin ๐Ÿป +ham,Low-cost reliable green hydroelectricity Industrial scale and professionally engineered design On-staff electricians Performance and monitoring platform in-house miner repair lab Bitfarms quebec bitcoin blockchain โœ… โœ… โœ… โœ… โœ… +ham,It is not like the card got lost misplaced or stolen Its a card that worked perfectly yesterday The only difference between yesterday and today is that Capitec got hungry for money This must be the biggest scam I ever encountered Long bitcoin short the banks +ham,Ragnarly This isnt dishonest This is reality Attendees of SRs are NOT leaders of bitcoin do not identify as leaders of bitcoin and Ive never heard anyone claim that except for your tweet The dissonance is your claim that theyre leaders +ham,Randalfio Gemini vertbase BittrexExchange Lol lol sorry didnt mean to be rude My question was more for buying some spot bitcoin +ham,This is a real deal use case for bitcoin and crypto +ham,The next bull market breakout will be notched with early massive profit taking getting rid of non believers who just want to get some of their losses back This will preclude any parabolic advance Once thats done well $BTC $ETH $LTC $XRP Bitcoin +spam,Bitcoin Satoshi crypto blockchain Airdrop New Airdrop HyperionX HyperionX is airdropping 10000 HYPE to their community members Estimated Value $75 1 Chat with Telegram Bot 2 Complete Social Tasks 3 1000 HYPE per ref ๐Ÿ“ข โœˆ ๐Ÿ’ฐ ๐Ÿ’ฐ ๐Ÿš€ +ham,We just published DigiFinex Daily Crypto Report Bitcoin Price Stays At Around $3800 DFT Fluctuation Range Narrows +ham,At this point in time it is probably as much about UNlearning as it is about learning Bitcoin So much wrong information has been sent out there The filtering process can be difficult but ultimately Proof of Work and economic incentives will save the day BSV +spam,Graduate Java Developer - South West London - Michael Page Technology - More Info Java jobs Hiring Careers London United Kingdom Cryptocurrency Blockchain BTC BitCoin ETH crypto ๐Ÿ“‹ +ham,Even back then Satoshi knew bitcoin wouldnt be practical for arbitrary micropayments +spam,Use cryptocurrencies bitcoin BTC Ethereum ETH Monero XMR Then you trust peer to peer networks with your money Trust Rakem for crypto secure p2p messagingcalling Rakem for privacy encryption Signup now get total encryption for 2 years +spam,New post Thailand Bans ICOs From Using Bitcoin Cash Litecoin and Ethereum Classic - Bitcoinist has been published on Crypto Ventures - +spam,Make money even when Bitcoin is going down by shorting 100x Click here $NANO $BTC $ETH $BCH $XLM $LTC $BNB $WAVES $STEEM $XVG $SC $DGB $GNT $STRAT $HOT $OMG $NEO $KCS $IOST $WAN $AION $LINK $FUN $GXS $ELA $NAS 1551072274 +spam,iOS Developer - London - Opilio Recruitment Ltd London UK - More Info Swift jobs Hiring Careers London UK Cryptocurrency Blockchain BTC BitCoin ETH crypto ๐Ÿ“‹ +spam,A must watch project with a fresh concept that is worth to contribute with Its have big future You make smart and useful project Good luck to the whole team Toqqn ico crypto bitcoin ethereum blockchain btc +ham,$404 Million to $100 Million GSR to Cut Overstock tZERO Investment 75% cryptocurrency crypto bitcoin cryptonews +spam,$MAXD Watch the demo ENTER TO WIN $1000 ad wsj nytimes IHubStockPosts business bitcoin blockchain music crypto cannabis marijuana CBD lasVagas gaming players gambling winn Lasvagasstrip casino entertainment +ham,Shortly after falling from its test of the low $4000s bitcoin managed to find support in the mid $3500s What does this mean going forward BTC $BTCUSD +spam,Vote on The significant majority of our political leaders are fraudulent VOTE Vote GOPChairwoman MAGA GOP realDonaldTrump nro senatemajldr VP FLOTUS WhiteHouse StateDept SenateGOP HouseGOP ad wsj nytimes business bitcoin blockchain +ham,Crypto Showdown Six Bitcoin Bulls vs Six Bitcoin Bears Plus News on Ripple and XRP Ethereum Tron Litecoin and Stellar Crypto Bitcoin BTC $BTC XRP $XRP Ethereum ETH $ETH Tron TRX $TRX Litecoin LTC $LTC Stellar XLM $XLM +ham,Read this tweet storm showing just how worthless Lightning Network is or will ever be +ham,These are just a few of the Options that TROPTIONS made available for people if they want it but it is not security regulated by the SEC PEC or others as some youd like you to believe You would have to include others like Bitcoin Etherium etc +spam,the year is 3000 only two holidays exist - toyotathon and happy honda days sale event bitcoin is the only currency walt disney has unfrozen himself and is supreme leader of the world everyone lives underwater but your great-great-great-granddaughter is doing fine +ham,CollinEnstad iwearahoodie Bitcoin wont be world money with 20k USD nodes that can decide not to propgate your tx or be bribed not to +ham,Bitcoin had the highest amount of transactions per day since the price was approaching an all-time-high If you were looking for a sign of a market turn this is it Most people just havent realized it yet ๐Ÿš€ +spam,The project that will help people arYound the world to earn income for their ICO I love projects that benefit people have time to participate Toqqn ico crypto bitcoin ethereum blockchain btc +spam,The best mobile wallet I have tried is about to kick it into overdrive - Bitcoin revolution is underway and its being led by BitcoinSV BSV +ham,The DeleteCoinbase movement is so powerful that Coinbase is now trying to prevent its users from deleting their accounts Thats what happens when you fuck with the honeybadger bitcoin ๐Ÿคฃ ๐Ÿฏ +ham,With DCENTs fingerprint authentication transactions are made secure and convenient DCENT is easy and safe KeepYourCryptoWithDcent coldwallet hardwallet crypto bitcoin rsk ๐Ÿ‘จ ๐Ÿ’ป +ham,aikulise mayann83927271 Ninjasieg1 airdropnotifyme CryptoBill Check out this tweet Thanks BTX Bitcoin bitcoinXnews +spam,I fixedly watch this project it is very interesting and promising company I wish to this project of dynamic growth Toqqn ico crypto bitcoin ethereum blockchain btc +ham,Bitcoin amp Cryptos are days away from EXPLODING ๐Ÿš€ ๐Ÿš€ ๐Ÿš€ ๐Ÿš€ ๐Ÿš€ ๐Ÿš€ ๐Ÿš€ ๐Ÿš€ ๐Ÿš€ ๐Ÿš€ ๐Ÿš€ ๐Ÿš€ +ham, team wish you a Secure Safe and healthy 2019 crypto year Crypto2019 bitcoin Cryptocurrency xrp ethereum BTC +ham,US national debt hits new milestone topping $22 trillion Paying it back becomes less of an option everyday Printing it becomes more of an option everyday We need more than just an insurance policy The inevitable solution Sound hard money Bitcoin +spam,2nd Shift General Laborer - Elwood Staffing Houston TX USA - More Info Wearables jobs Hiring Careers Houston TX Cryptocurrency Blockchain BTC BitCoin ETH crypto ๐Ÿ“‹ +ham,Why Bitcoin Think about it Can your fiat currency outlive its country Can your stable coin outlive its bank account Can your social media currency outlive its company Bitcoin is a network and currency that can thrive and survive in an ever-changing world +ham,A Very Useful Beginners Guide to Syscoin fintech $SYS bitcoin +ham,Alex Jones The Preposterous Poster Boy For Bitcoin Forbes +spam,RT TO GET NOTICED dm me sugar babies for sure cash out no bursting when bitcoin Is involved If you have a bank or cc dm sugarbabywanted sugarbabyneeded SugarBabyTwitter sugarbabylife SugarBabies sugardaddymeet sugardaddies sugardaddytwitter Sugarmummy sugarbaby +ham,Ohio Becomes First State to Let Businesses Pay Taxes With Bitcoin Nov 25 2018 He also wants to frame the state as a national leader in blockchain technology While Bitcoin tax payments are only accepted by businesses +ham,Ripple Moves 1 Billion XRP Worth $317 Million Includes New Mystery Message to Crypto Whale Watchers The revolution will be televised Buy XRP Short Bitcoin Wonka Knows ๐ŸŒŽ +spam,Want to win 50000 DOGECOINS Free Register with only 2 clicks - crypto bitcoin giveaway contest free airdrops airdrop ethereum neo tron ada dogecoin doge lewat fatpigsignals +ham,Thank you sir lets keep it flowing +spam,Regional Director Chicagoland Summer Camps - Galileo Learning - More Info Wearables jobs Hiring Careers Deerfield United States Cryptocurrency Blockchain BTC BitCoin ETH crypto ๐Ÿ“‹ +spam,Robinhood Free Stock Giveaway create a Robinhood account amp get a stock like $AAPL $VZ $FB or $DIS for FREE stocks trading Wallstreet bitcoin NASDAQ Crypto cryptocurrency Business daytrading NYSE dayrtader invest money CNBC Robinhood ๐Ÿ’ต +spam,Bitcoin crypto Airdrop New Airdrop TrakInvest TrakInvest - The worlds first virtual social trading platform that crowdsources financial information to generate equity trading signals and ideas Earn Up to 2500 INR $2500 Join Here ๐Ÿ“ข โœˆ ๐Ÿ’ฐ ๐Ÿ’ฐ ๐Ÿš€ +spam,The Hardware Bitcoin Wallet Get Trezor now for only 89 EUR btc bitcoin 12 +ham,Lyft IPO Beating Uber to the Punch Absolutely Crucial to Fuel Growth bitallcoins cryptocurrency bitcoin blockchain crypto ethereum btc litecoin money trading forex bitcoinmining eth bitcoins investing mining cryptonews icos +ham,Dows 9-Week Rally in Jeopardy as Trump Trade Deal Hangs in Balance bitallcoins cryptocurrency bitcoin blockchain crypto ethereum btc litecoin money trading forex bitcoinmining eth bitcoins investing mining cryptonews icos +ham,DrNEOphyte Hi Bitcoin Technical Analysis Unlocked next 2 movement for everyoneCheck out If you want to see E point for bitcoinDm me for details It is very important action BitcoinAltcoin Analysis amp Margin Trades ๐Ÿ‘จ ๐Ÿ’ผ ๐Ÿ“Š ๐Ÿ”“ ๐Ÿ”“ ๐Ÿ”” ๐Ÿ‘จ ๐Ÿ’ผ +ham,Bitcoin Exchange Security Tips How to Buy Bitcoin Safely +ham,Facebook and Telegram Are Hoping to Succeed Where Bitcoin Failed +spam,Regional Director Chicagoland Summer Camps - Galileo Learning - More Info Wearables jobs Hiring Careers Naperville United States Cryptocurrency Blockchain BTC BitCoin ETH crypto ๐Ÿ“‹ +ham,Cryptojamaica Bitcoin krakenfx Dont give up on bitcoin I recommend smith to everyone I invest with smith and he really changed my life I got 13BtC into my wallet this is real and legit Im so happy working with smith I can guarantee everybody this text him on aicsmith53gmail Com or 1 260-468-7657 +ham,Looks like a questionable service based on screenshot but we can let it slide since CashApp only has bitcoin for the US $41 next โฌ‡ +ham,STK PrivateSale is officially live 50% discount on ICO rate and 5% bonus STK for referring friends Dont miss it out referral blockchain fintech ethereum bitcoin tokensale crypto +spam,Coinxes private sales starts TODAY the 1st of March Public sales starts on the 1st of June You can still register to join Bitcoin bitcoininvestment crypto cryptotrading bitcoin ico digitalcurrency digitaltrading coinxestrading privatesales +ham,Bitcoin Bulls Jack Dorsey Elon Musk Steve Wozniak Bill Miller Peter Thiel Abigail Johnson Bitcoin Bears Jamie Dimon Warren Buffett Ben Bernanke Larry Fink Nouriel Roubini Joseph Stiglitz What side are you on +ham,SoFi Moves Into Crypto read more here bitcoin ethereum icosuccess cryptotradernews +ham,aantonop I will sell it and buy bitcoin and $kmd D +ham,mdotbit The price of bitcoin isnt going up its that each person is buying less but I did think the same thing at firstDamn they got way more sats than me ๐Ÿคฃ +ham,Malaysian bookstore with Bitcoin and crypto books on top of Finance category shelves +ham,Vladislav Ginko Crypto Pensions Will Render Retirement Age Increases Unnecessary aging BabyBoomers retirement retire RetirementPlanning pension PensionScheme Bitcoin +ham,HodlChihuahua Hi Bitcoin Technical Analysis Unlocked next 2 movement for everyoneCheck out If you want to see E point for bitcoinDm me for details It is very important action BitcoinAltcoin Analysis amp Margin Trades ๐Ÿ‘จ ๐Ÿ’ผ ๐Ÿ“Š ๐Ÿ”“ ๐Ÿ”“ ๐Ÿ”” ๐Ÿ‘จ ๐Ÿ’ผ +ham,If Square managed to sell ten thousands $BTC in a bear market imagine how much they will sell in a bull market +ham,BULL Per DiarNewsletter more than half a million addresses now hold $4000-$40000 of bitcoin Thats 2x the 2015 bear market equivalent true believer base at 15x the price And the metric is growing again after a net flat negative 2018 ๐Ÿ‚ +ham,I came for the money I stayed for the revolution Next crypto related tattoo will probably be binance logo Only company in crypto space I trust Im sure that Binance will have a great future with their CEO czbinance bitcoin btc $btc $eth $ltc litecoin ๐Ÿš€ ๐Ÿ˜Ž +ham,JUST IN New improvements to an existing blockstream code repository are set to make it easier for developers to build their own features on bitcoins lightning network via alyssahertig +ham,Keep a good eye on the website some big news comming in the next 10 days bitcoin blockchain cryptocurrency Anonymous privacy megaupload encryption pivx masternode +ham,426426D Hi Bitcoin Technical Analysis Unlocked next 2 movement for everyoneCheck out If you want to see E point for bitcoinDm me for details It is very important action BitcoinAltcoin Analysis amp Margin Trades ๐Ÿ‘จ ๐Ÿ’ผ ๐Ÿ“Š ๐Ÿ”“ ๐Ÿ”“ ๐Ÿ”” ๐Ÿ‘จ ๐Ÿ’ผ +ham,Lets try a different type of torcha goal to get 49 other people to buy some bitcoin today I will start with $50 Next person could buy $49 and so on until we get down to $1 Post a screenshot of your purchase via CashApp stackingsats mattodell MartyBent +ham,When your children ask you how did you help end the central banking system What will you answer bitcoin crypto money freedom future +ham,pierrerochard I cant this time only following the livestream But Ill be at blockchain week in May maybe theres a Bitcoin dinner there as well +ham,This year bitcoin BSV will have the platform Solidity and EOS promised to deliver and have failed to understand Bitcoin the way it was designed The system I defined in the Whitepaper Unbounded And a platform developers can use to build everything +ham,HeyRhett Or may be take Bitcoin from people and giving them facecoin ๐Ÿ˜€ +ham,Bitcoin $BTC update First green monthly candle since July 2018 Sidenote If you still have the ability to put skin in the game this late into a bear market consider yourself lucky What doesnt kill you makes you stronger Join the free chat +ham,pcgv999 Hi Bitcoin Technical Analysis Unlocked next 2 movement for everyoneCheck out If you want to see E point for bitcoinDm me for details It is very important action BitcoinAltcoin Analysis amp Margin Trades ๐Ÿ‘จ ๐Ÿ’ผ ๐Ÿ“Š ๐Ÿ”“ ๐Ÿ”“ ๐Ÿ”” ๐Ÿ‘จ ๐Ÿ’ผ +spam,Bitcoin 101 A Detailed Guide for Beginners Link fintech blockchain crypto cryptocurrency business cybersecurity market futures finance Retweet +ham,The onboarding experience is the biggest challenge to bringing new users into Bitcoin amp the Lightning Network Thrilled to see Radar tackling this head-on with ION radarion the easiest on-ramp to Lightning Check it out +ham,Did you know that 70% of the Bitcoin mining is in China which means if the Chinese government want to they could destroy Bitcoin Give Digibyte 15 minutes of your research time and you will see it is the best decentralized and most secure crypto bar none +ham, Building an API around Bitcoin and LND RPC with Nodejs and Express for fun and convenience Bitcoin LightningNetwork Nodejs โœ โšก +ham,CryptoAndTravel Hi Bitcoin Technical Analysis Unlocked next 2 movement for everyoneCheck out If you want to see E point for bitcoinDm me for details It is very important action BitcoinAltcoin Analysis amp Margin Trades ๐Ÿ‘จ ๐Ÿ’ผ ๐Ÿ“Š ๐Ÿ”“ ๐Ÿ”“ ๐Ÿ”” ๐Ÿ‘จ ๐Ÿ’ผ +ham,Bitcoin and ethereum in the future will be the apple and Samsung of today +ham,The United Arab Emirates and its neighbor Saudi Arabia launched a government-backed cryptocurrency to facilitate cross-border payments cryptocurrency bitcoin blockchain UAE +spam,camponez Ive transferred your tip of 000037103 BCH $005 USD to Sokath42 BCHForEveryone BitcoinCash +ham,Giving up lies like fiat will be very hard for many And there will be other lies that will be just as painful to abandon like a baby being weaned In the end they will all be weaned off of bitty and will move to Bitcoin What a great privilege it is to see it happening +ham,What Bitcoin Did 81 Bitcoin Rationalism With Lily Liu +ham,Economist and columnist of DECENTER Vladislav Ginko Crypto Pensions Will Render Retirement Age Increases Unnecessary aging BabyBoomers retirement retire RetirementPlanning pension PensionScheme Bitcoin +ham,czbinance Moneycaller JoshRoomsburg Walmart Oreo SpendCard binance BinanceInfo Is $BNB a better money than Bitcoin I just want you to say it so you can lose what little credibility you have to the actual community +spam,The Bitcoin Bug Which Created 184 Billion BTC Token Out of Thin Air +ham,Is Bitcoin the Future of Money Peter Schiff vs Erik Voorhees via YouTube Ever since this interview everything Mr Gold has been proved that he was wrong do your research please +spam,Thank you for supporting AIDUSofficial Project Aidus AIDUSofficial blockchain blockchaintechnology blockchainnews digitalcurrency crypto cryptocurrency ethereum ETH ethreumclassic stockmarket exchange bitcoin btc bitcoinnews bitcoininfo litecoin ๐Ÿ˜Š โœจ +ham,Thailand Bans Bitcoin Cash Ethereum Classic Litecoin from Trading Pairs amp ICOs +ham,RT Igluenza ImagineTraffic shadownomics CardiShadow winternomics Like the Bitcoin OGs that still hodl their unsplit-prefork coins Im going to take a SuperPosition like desantis suggested amp hodl all Kaz hardforks kazonomics winternomics shadownomics โžก โžก +ham,People still dont care about financial privacy My latest for BreakerMag touches on banknotes Venmo bitcoin zcash and prepaid debit cards +ham,Op Ed Defining Decentralization How Ambiguity Continues to Divide Crypto Bitcoin Blockchain Op-Ed +ham,Futures Exchange Promises Zero-Fees Startup Hits One Million Sign-Ups for Waitlist Where to Earn free bitcoins Bitcoin BTCPeek FreeBitcoin BTC FreeBTC Money cryptocurrency crypto blockchain Hezbollah FelizMartes TuesdayMotivation ๐Ÿ“ข +ham,arrangedchaos Hi Bitcoin Technical Analysis Unlocked next 2 movement for everyoneCheck out If you want to see E point for bitcoinDm me for details It is very important action BitcoinAltcoin Analysis amp Margin Trades ๐Ÿ‘จ ๐Ÿ’ผ ๐Ÿ“Š ๐Ÿ”“ ๐Ÿ”“ ๐Ÿ”” ๐Ÿ‘จ ๐Ÿ’ผ +ham,Everyone is free to choose and take the consequences You wont be able to coerce others Everyone will be able to see right through you because reality will scream that youre wrong This will happen with Bitcoin Fiat will become unnaceptable because it is false +spam,Today at 1pm Tech Scene Chicago broadcasts live on 1055 FM lumpenradio with guests Hannah Rosenberg and Jeremy Cogan from bchaininstitute and George Vukotich and David Carman from FinTankChicago blockchain bitcoin education crypto fintech technews chicagotech chicago +ham,FridayFeeling - lets revolutionize the world bitcoin +ham,DECENTER Vladislav Ginko Crypto Pensions Will Render Retirement Age Increases Unnecessary aging BabyBoomers retirement retire RetirementPlanning pension PensionScheme Bitcoin +spam,I think that this project has a strong team which has experience for future development this is a good project for investment Toqqn ico crypto bitcoin ethereum blockchain btc +ham,Dows 9-Week Rally in Jeopardy as Trump Trade Deal Hangs in Balance news bitcoin crypto cryptocurrency ethereum blockchain +ham,Square bought over 10000 BTC in Q4 2018 Only 160000 BTC were mined in Q4 2018 via rBitcoin bitcoin +spam,Bitcoin Satoshi crypto blockchain Airdrop New Airdrop Griffex Griffex is airdropping up to 9400 GFX to their community members Estimated Value $94 1 Sign Up Here 2 complete easy social tasks 3 1000 GFX by ref ๐Ÿ“ข โœˆ ๐Ÿ’ฐ ๐Ÿ’ฐ ๐Ÿš€ +spam,FUJI TOKEN LISTING ON HOTBIT 100K FUJI TOKEN airdrop each for 500 people Name FUJI TOKEN Symbol FUT Total supply 10 billion Follow Retweet Comment ETH ads Btc airdrops blockchain selfdrop ico eth bitcoin cryptocurrency yobit binance hotbit eth eos trx +spam, Telcoin is the future of sending money worldwide check out this video bitcoin Cryptocurrency blockchain Telcoin Coinmarketcap +ham,The moment you realize bitcoin is advertisings biggest threat +spam,Watch the CasaHODL team feast on pizza and talk self-sovereignty on Tuesday +ham,The TOQQN presents an opportunity to excite a workforce to break their habits and earn rewards for learning expediting modernization and improving morale Toqqn ico crypto bitcoin ethereum blockchain btc +ham,Altcoin is a combination of two words alt and coin signifying alternative cryptocurrency The Bitcoin as the first peer-to-peer digital currency has paved the way for many to follow There are more than 2090 cryptocurrencies in the market as of today Crypto101 +ham,The truth is beautiful and pure It is outside and apart from opinion It is always there unemotional neutral reliable Its calm steady and unchanging You can build on the truth and things that are true Thats why software works and its why Bitcoin is so very powerful +ham,Crypto is making waves catch the wave ๐ŸŒŠ ๐ŸŒŠ ๐ŸŒŠ ๐Ÿ’ฒ +spam,TOQQN Interesting project and interesting concept One of the best to date It is my great pleasure to participate and follow all the news Toqqn ico crypto bitcoin ethereum blockchain btc +ham,bkunzi01 Bitcoin NanoTipBot tip 02 bkunzi01 this nano tip is on chain check blockexplorer +ham,Facebook Secretly Talking with Bitcoin Exchanges about Listing its WhatsApp Cryptocurrency +ham,iwearahoodie bascule Well I know your pain And thats exactly what grinMW can do Bitcoin is not a medium of exchange but a store of value where different principles apply +ham,Bitcoin Price Sees Further Consolidation as the Bulls and Bears Lack Conviction +spam,BITCOIN OX TOKENS 10 Billion Airdrop for first 1000 people 10000 BOX EACH Name BITCOIN OX TOKEN Supply 10000000000 Symbol BOX Follow Retweet Comment ERC20 ico airdrop eth promo blockchain giveaway TokenSale +ham,If youre a business owner thinking of using crypto micropayments you need to read this unfiltered review of the Lightning network Instead of Lightning you should strongly consider XRPs Paychan +ham,Bitcoin Price Sees Further Consolidation as the Bulls and Bears Lack Conviction - Hacked +ham,CryptoDuck9 aantonop People will come to bitcoin by learning either from reading about it out of curiosity or from having their chosen fiat currency blow up in their face and having no choice Guess which one will be more profitable +ham,I say Stronger Together BTC LTC LN BitcoinFam and LitecoinFam need to realize a Eco-system is being built In some use cases it will be better to use LTC vs BTC and vice versa The compatibility compliments Embrace it StrongerTogether ATOMIC LAPPS CT โšก +ham,$ADK already has two banks in non-AEOI countries and will start online banking This will allow you to have accounts in non-AEOI countries from all over the world And we will regain the form of an old free bank Aidoskuneen AidosMarket EOS XTZ Tezos BITCOIN ETH XRP +spam,camponez Ive transferred your tip of 000037103 BCH $005 USD to LuanSperandio BCHForEveryone BitcoinCash +spam,Meet Crypto Current Conference Speaker James Oliver - Crypto Lawyer amp Mining Expert Legal Matters taxes accounting and opportunity zones panelist More info here gtgt cryptocurrency bitcoin altcoin +spam,Stanford Student Calls Out Crypto Professor for Inaccurate Bitcoin Lecture +spam,BTC and Lightning Network 2017 vs 2019 Vaporware derose retweet fintech crypto cryptocurrency blockchain bitcoin payment LightningNetwork lightningtorch bitcoincash bch nathanielpopper iwearahoodie +ham,bitcoin magazine op ed defining decentralization how ambiguity continues to divide crypto +ham,Are You Good Enough to Ride the Next Bitcoin 4-year Cycle via YouTube +ham,I was wrong Bitcoin isnt useful except in theory yet to 999999% of the world Congrats on being super early 74 billion nocoiners HODLharder +spam,RT TO GET NOTICED dm me sugar babies for sure cash out no bursting when bitcoin Is involved If you have a bank or cc dm sugarbabywanted sugarbabyneeded SugarBabyTwitter sugarbabylife SugarBabies sugardaddymeet sugardaddies sugardaddytwitter Sugarmummy sugarbaby +ham,Crypto News What Bitcoin Did 81 Bitcoin Rationalism With Lily Liu +ham,Crypto News US Mt Gox Victims Notch Legal Win Against CEO of Infamous Bitcoin Exchange +ham,dotmops alistairmilne Yes it is weird Perhaps they dont always have the bitcoin So they use delay tactics +spam,10 Amazing Crypto Apps for February 2019 read more here bitcoin ethereum icosuccess cryptotradernews +ham,Crypto News The Bitcoin Bug Which Created 184 Billion BTC Token Out of Thin Air +ham,Also mrfelton roasbeef r0ckstardev hodlonaut eiprol lnzap amp tons of people I dont know And thanks aantonop NickSzabo4 adam3us francispouliot MartyBent mattodell niccarter saifedean misirmahmudov bquittem for your contributions to the Bitcoin ecosystem ๐Ÿš€ +ham,Crypto News Bitcoin BTC shaking off Bears New Californian BitLicense May Slow down Bulls +ham,mdudas francispouliot That dude has done a lot for bitcoin but is pretty toxic Blocked me for asking a legitimate question +ham,Do you believe in a Parallel Universe I do them hollows official my man almost made it out the hood with BitCointil he had to swallow a NICKLE they put an apostle against you a beast with the most hostile of issues ready to snatch the gospel within you I rap diffrent +ham,I LOVE this deletecoinbase movement due to their recent acquisition Its proof to the outside world that we really do care about freedom and liberty and its not just virtue signaling with the ultimate goal of pumping Bitcoin +ham,Daily Crypto Report - Ethereum is expected to upgrade in 12hrs - Independent Blockchain RampD is gaining traction in China - Putin puts deadline on Digital Asset regulation in Russia bitcoin ethereum cryptocurrency digitalasset china russia +ham,jack if I tip you satoshis with lightning will you verify me Thanks bitcoin lightningnetwork โšก +spam,Bitcoin Satoshi crypto blockchain Airdrop New Airdrop Springrole SpringRole is airdropping 100 SPRING amp 100 SPRING by referral Token price 1 ETH 50000 SPRING 1 Sign Up Here 2 Link your Linkden profile 3 100 SPRING by ref ๐Ÿ“ข โœˆ ๐Ÿ’ฐ ๐Ÿš€ +ham,ALMOST EXACTLY 1 YR AGO I CALLED THE BITCOIN COLLAPSE SINCE THEN IT HAS GONE FROM ABOUT $19K TO LESS THAN $4K I SAID KEEP 12 amp SELL 12 NONE OF U FOLLOWED MY SAGE ADVICE OF COURSE THIS HASNT BEEN MY ONLY CALL ILL HAVE MORE CALLS FOR 2019 +ham,Bitcoin is not a list of cryptographic features its a very complex system of interacting mathematics and protocols in pursuit of what was a very unpopular goal - NickSzabo4 +ham,By decoding Bitcoins value Tobias Huber a phd candidate at ETH finds Bitcoin to be a new exit technology trustsquare +ham,RT if you think Airbnb should start accepting $BNB They should also accept Bitcoin but Im a sucker for wordplay binance czbinance binance ๐Ÿคฏ +spam,engelsizbestepe tcbestepe Get innovative crypt awards even more from Wirex Friend-Friend allows you to earn free Bitcoin by inviting your friends and family to join Wirex and Cryptoback gives you a BTC refund at all stores purchased with the Wirex Visa card Click here for wirexappcomrgalys +ham,If you cant fight it You havent the right tools Let blockchain be your privacy tool blockchain CRYPTO bitcoin investments encryption ico Airdrop privacy securemessage +ham,Federal Reserve May Add Bitcoin Crash to Stress Test Scenarios - CoinDesk +ham,Bitcoin Ended Its Longest Losing Streak Since Forever bitcoin crypto blockchain btc news eth ltc xrp +ham,danheld Yes stay healthy bc according to saifedean only 2 things are really scarce human time and bitcoin +ham,BitcoinMagazine paullinator EdgeWallet The goal of bitcoin $BTC is to take control our own money without centralized parties controling the money right +spam,C r y p t o C a r d Asia Africa Europe America USA Canada Australia CryptoPay Payments Finance CryptoCard CryptoWallet eCommerce Bank CryptoCurrencies Bitcoin Altcoins Token Domain Sale โœ” โžก ๐Ÿ” ๐Ÿ’ณ +ham,The search for freedom in a kinda lawless place A look at the loose anarchist enclave in Acapulco by me for WIRED +ham,$BTC - I closed my shorts from yesterday No closes below 3770 My next area of interest is Red My overall thoughts remain the same Every bounce is an opportunity to add onto a short position or short higher Argument invalid above 3960 Bitcoin +ham,$SSOK MONSTER RUN COMING NEXT WEEK GET SOME TODAY $BTC $LTC $ETH $XRP $BSV $BCH $XLM $EOS $TRX $DASH $QTUM bitcoin crypto blockchain cryptocurrencies litecoin ripple ethereum stellar +spam,BITCOIN OX STARTS BY 1200 am tonight DO WHATS RIGHTWE WONT BE SORRY IF YOU MISS THIS OPPORTUNITY Name BITCOIN OX TOKEN Supply 10000000000 Symbol BOX Follow Retweet Comment ERC20 ico airdrop eth promo blockchain giveaway TokenSale ใ€ฝ ใ€ฝ ใ€ฝ ๐Ÿš€ +ham,While waiting for elonmusk and kobebryant heres another thought VitalikButerin are you down LNTrustChain Bitcoin โšก +ham,Heres my honest feedback on the lightning network and Bitcoin I run a media company Its based in Australia I employ some people in the Philippines to help with back end stuff and some grunt work I want to pay them with Bitcoin But theres a problem +ham,Comparing Facebook coin to Bitcoin shows how many people still dont understand why BTC was created And saying FB coin is better than BTC is just hilarious hoping to succeed where Bitcoin failed Give me a break +ham,Maduro is taking Venezuelas gold reserves amp selling them off in a move deemed illegal by his own legislators If those reserves were in bitcoin a multisig arrangement would mean that a single despot could never embezzle from his own country Long bitcoin short the dictators +ham,National net wealth US $98T China $51T Japan $23T Germany $145T UK $142T France $138T Italy $106T Canada $83T Australia $76T Future reserve currency Bitcoin $68B I think there may be room to grow still ๐Ÿค” +ham,TBJGUN Bitcoin Technical Analysis Unlocked next 2 movement for everyoneCheck out If you want to see E point for bitcoinDm me for details It is very important action BitcoinAltcoin Analysis amp Margin Last %970 Profit ๐Ÿ“Š ๐Ÿ”“ ๐Ÿ”“ ๐Ÿ”” ๐Ÿ‘จ ๐Ÿ’ผ โœ… โ–ถ +ham,$SSOK MONSTER RUN COMING NEXT WEEK GET SOME TODAY $BTC $LTC $ETH $XRP $BSV $BCH $XLM $EOS $TRX $DASH $QTUM bitcoin crypto blockchain cryptocurrencies litecoin ripple ethereum stellar ipoguy +ham, SaleLease Pay monthly installments by arrangement bitcoin cryptocurrency blockchain Ethereum bitcoins cryptocurrencies crypto fintech BTC ETH ripple business Entrepreneur CryptoNews BusinessStrategy coin coins numismatics coincollecting +ham,ThatKevinSmith here is something i think youll dig for the next Smodcast +spam,bitcoin donation adress is 1NVNeGryRdNycGEqDv8KqFwUHNpadScU3q Please help my children donation +spam,You get a crypto currency every day without doing anything $BTC $ETH $ETC $BCH $ZEC Easy to register You can be a millionaire With opportunities in hand bitcoin mining +ham,Total world Sovereign funds $75T Pension funds $181T Stock market $73T Mutual funds $40T Real estate $228T Wealth $317T Money $80T Gold $75T ETFs $5T Bitcoin $0068T Still think you missed the boat We havent even figured out how to build the boat yet +ham,In Depth Can Bitcoin Be Traced Coinnounce +ham,Binance Moves More Bitcoin In A Day Than Square Did in All of 2018 - CCN +ham,thebryman530 ObiObvi Soros is turning the frikin Bitcoin geh +spam,Pre-Satoshi Pre-Bitcoin Meet the real OGs of crypto on our new YT show Meet the Block Producers 1st episode is up featuring Top 21 BP eyal of LiquidEOS where for the 1st time he discusses the DAPP protocol w me and bensig eosproxy brockthevote +ham,In the pursuit of mass adoption decentralization shouldnt be our goal but instead a means to achieve the many different and equally important goals that exist for bitcoin and cryptocurrency users paullinator CEO of EdgeWallet +ham,Another Tech Guru Said They Still Believe In Bitcoin Despite Price Crash Forbes +ham,WisellCarie Justaamess Hi Bitcoin Technical Analysis Unlocked next 2 movement for everyoneCheck out If you want to see E point for bitcoinDm me for details It is very important action BitcoinAltcoin Analysis amp Margin Last %970 Profit ๐Ÿ‘จ ๐Ÿ’ผ ๐Ÿ“Š ๐Ÿ”“ ๐Ÿ”“ ๐Ÿ”” ๐Ÿ‘จ ๐Ÿ’ผ โœ… โ–ถ +spam,American Teen Gets 11 Year Sentence For Pro-ISIS Tweets That Taught People How To Use Bitcoin Techdirt +ham,Sorry Jason but Bitcoins base layer wont become a tragedy of the commons Deal with it +spam,Bitcoin Satoshi crypto blockchain Airdrop New Airdrop GOZO Reward Free 1150 Gozo Tokens Refer Reward Free 400 Gozo Tokens Price 23$ 8$ Ref 1 Register Here 2 Verify your Email 3 Additional 400 GOZO by Referral ๐Ÿ“ข โœˆ ๐Ÿ’ฐ ๐Ÿ’ฐ ๐Ÿš€ +spam,Earn Bitcoin Mining with New CRYPTOTAB BROWSER altcoins cryptocurrencies blockchain earnmoney Cryptos token โŒจ +ham,Bitcoin Lights First Green Candle in 8 Months Has Accumulation Begun stocks cryptocurrency technology funny blog +ham,Who uses Bitcoin Bitcoin BTC $BTC DigitalAssets Cryptocurrency CryptoInvestments CryptoMarket CryptoTrading CryptoPrice Blockchain Crypto CryptoNews NostrumCoin NostrumEX CryptoExchange +spam,Ripples XRP Is Now Available to Users on and Coinbase Mob cryptocurrency bitcoin ico +ham,Talk about exposure mass adoption If Apple follows suit with the iPhone then BOOM Samsung crypto bitcoin ethereum xrp technology blockchain ๐Ÿ’ฅ +ham,for example the government should require that all bitcoin mining be powered by renewable energy only it is hugely polluting due to energy requirements +spam,BTCETHETCLTCBCHMONA Please please give me a little earlier Christmas present Bitcoin VirtualCurrency +spam,Get 3% OFF On GenesisMining CloudMining With PromoCode jywAkr Start Mining Article Dows 9-Week Rally in Jeopardy as Trump Trade Deal Hangs in Balance bitcoin investment blockchain +ham,ThunderCore raises $50M from Arrington XRP Pantera SV Angel others for its blockchain platform that it claims can be 100X faster than Ethereum and Bitcoin deantak VentureBeat +spam,We got 3 days left in Phase 1 of the Crowdsale Dont miss out on up to 40% off your WUG Tokens watchugot crowdsale hurry countdown blockchain charity challenge app crypto cryptocurrency btc eth bitcoin fintech +spam,Tradecipher makes professional crypto investment easy for you Get up to 1 Year of Goldlight Crypto Research $119 and A Chance to Win 01 Bitcoin $390 by joining the TradecipherCrypto Waitlist +ham,realRedH4T BitcoinMagazine paullinator EdgeWallet Dont give up on bitcoin I recommend smith to everyone I invest with smith and he really changed my life I got 13BtC into my wallet this is real and legit Im so happy working with smith I can guarantee everybody this text him on aicsmith53gmail Com or 1 260-468-7657 +ham,TorontoWillson Hi Bitcoin Technical Analysis Unlocked next 2 movement for everyoneCheck out If you want to see E point for bitcoinDm me for details It is very important action BitcoinAltcoin Analysis amp Margin Last %970 Profit ๐Ÿ‘จ ๐Ÿ’ผ ๐Ÿ“Š ๐Ÿ”“ ๐Ÿ”“ ๐Ÿ”” ๐Ÿ‘จ ๐Ÿ’ผ โœ… โ–ถ +ham,Great news I like the company grow Believe in your success this year Carefully following your development I joined the project and will strongly support him Toqqn ico crypto bitcoin ethereum blockchain btc +spam,Match time 1930 GMT Cagliari vs Inter Bet at by bitcoin btc soccer +ham, is here Harpia left amp Turpial right nodes hardware arrived Working on the demo w the two node types that Locha Mesh will have as a basic setup Bitcoin txs amp messages without internet access are closer Harpia mesh Bitcoin full LightningNetwork Blockstream ๐ŸŽ… ๐Ÿ›ฐ +ham,Profit when Bitcoin is crashing Up to 100x Leverage long and short $MONA $BAT $MCO $PPT $ELA $MANA $NEO $VET $DASH $SNT $BTG $MXM $BNB $LKY $USDC $NANO $XEM ๐Ÿ“‰ ๐Ÿ“‰ โžก ๐Ÿ’ฐ ๐Ÿ’Ž +ham,itcoin10 Hi Bitcoin Technical Analysis Unlocked next 2 movement for everyoneCheck out If you want to see E point for bitcoinDm me for details It is very important action BitcoinAltcoin Analysis amp Margin Last %970 Profit ๐Ÿ‘จ ๐Ÿ’ผ ๐Ÿ“Š ๐Ÿ”“ ๐Ÿ”“ ๐Ÿ”” ๐Ÿ‘จ ๐Ÿ’ผ โœ… โ–ถ +ham,Bitcoin Ended Its Longest Losing Streak Since Forever DigitalAssets Cryptocurrency BTC Bitcoin $BTC CryptoPrice CryptoMarket CryptoTrading FinTech CryptoInvestments Crypto Blockchain CryptoNews NostrumCoin NostrumEX CryptoExchange +spam,Watch the CasaHODL team feast on pizza and talk self-sovereignty on Tuesday +ham,Auction of Seized Bitcoin Draws Interest From 110 Countries BTC Bitcoin $BTC DigitalAssets Cryptocurrency CryptoAuction CryptoInvestments CryptoMarket CryptoTrading FinTech Crypto Blockchain CryptoNews NostrumCoin NostrumEX CryptoExchange +spam,RTErdogan tcbestepe Get innovative crypt awards even more from Wirex Friend-Friend allows you to earn free Bitcoin by inviting your friends and family to join Wirex and Cryptoback gives you a BTC refund at all stores purchased with the Wirex Visa card Click here for wirexappcomrgalys +spam,I think you should invest in this project and also support and be with it since this project has very high potential and can make your investments very profitable in the future Toqqn ico crypto bitcoin ethereum blockchain btc +ham,$BTC In 34 minutes we will end the biggest monthly losing streak in Bitcoins history Hallelujah ๐Ÿ™Œ +ham,Speranza1 Hi Bitcoin Technical Analysis Unlocked next 2 movement for everyone Check out If you want to see E point for bitcoinDm me for details It is very important action BitcoinAltcoin Analysis amp Margin Last %970 Profit ๐Ÿ‘จ ๐Ÿ’ผ ๐Ÿ“Š ๐Ÿ”“ ๐Ÿ”“ ๐Ÿ”” ๐Ÿ‘จ ๐Ÿ’ผ โœ… โ–ถ +ham,webbieguy ryscar13 jongulson davidgerard banks dont care about bitcoin hence why theyre creating their own internal PRIVATE blockchain digital assets check the news sir any value storage and transfer is a commodity youre completely contradicting yourself +spam,The best mobile wallet I have tried is about to kick it into overdrive - Bitcoin revolution is underway and its being led by BitcoinSV BSV +ham,Chinese Bitcoin Miners Set to Activate One Million Mining Machines CryptoMining Bitcoin BTC $BTC China Crypto Technology Blockchain CryptoMarket CryptoTrading Cryptocurrency DigitalAssets CryptoNews NostrumCoin NostrumEX CryptoExchange +ham,Do you believe in a Parallel Universe I do Its definite its funny this hell hole made a nigga who was heaven sent turn devilish incredulous no revelations just death thru project testaments too close to the edge my brood spear headed this decade of decadence BAR GOD +spam,HUDDLE AIRDROP55 up to 10000 HUDDLE Huddle will be listed IDEX on 4 March Click link Do social media tasks Refer and earn more Earn up to 10000 Huddle Claim Airdrop Airdrop Bounty Bitcoin ๐Ÿ“ฃ ๐ŸŒŸ ๐ŸŒŸ ๐ŸŒŸ ๐ŸŒŸ ๐ŸŒŸ ๐Ÿ’ฐ ๐Ÿ’ต ๐Ÿ’ต ๐Ÿ’ต ๐Ÿ”ธ ๐Ÿ”ธ ๐Ÿ“Œ ๐Ÿ“Œ ๐Ÿ“Œ ๐Ÿ”ธ ๐Ÿ˜ ๐Ÿš€ +ham,sjwhitworth swissairlines Ha now I get bitcoin follows +spam,TOQQN Token A very interesting idea Im sure it will be in great demand I am sure that everything will work out as the project is very big and comfortable Toqqn ico crypto bitcoin ethereum blockchain btc +spam,We need 1261 BTC $50k to hire the devs full-time for 3 months to make the mesh devices a reality If you donate $1k you will get 3 Turpial nodes which d let you have a mesh in your living room bitcoinbc1quxkp0kd9w2mgsw82a6uhax0ev5er9javqlk7aj 12 +ham,The crypto market is flexing hard today Bitcoin XRP Cardano crypto +ham,In Depth Can Bitcoin Be Traced bitcoin crypto blockchain btc news +spam,Why DAPS matters A summary in 3 points read all about it on $DAPS DAPSfam DAPS DAPSisComing DAPStoken DAPScoin ERC20 bitcoin BTC token ETH ETF LTC etherium ECA blockchain privacy cryptocurrency coins +ham,Ravencoin currently selling in at the 390-393 Satoshi range with a trading Volume of 43131 on BittrexExchange blockchain bitcoin ethereum crypto love technology hype invest happy RVN future markets RallyTogether security safety ๐Ÿค— +ham,Bitcoin has witnessed indecisive trading in the last 48 hours and would turn bullish again if prices rise above $3897 reports godbole17 +ham,cryptony Hi Bitcoin Technical Analysis Unlocked next 2 movement for everyoneCheck out If you want to see E point for bitcoinDm me for details It is very important action BitcoinAltcoin Analysis amp Margin Last %970 Profit ๐Ÿ‘จ ๐Ÿ’ผ ๐Ÿ“Š ๐Ÿ”“ ๐Ÿ”“ ๐Ÿ”” ๐Ÿ‘จ ๐Ÿ’ผ โœ… โ–ถ +spam,WHATS UP WITH HTMLCOINWait no longer Check it out now Bitcoin Ethereum Hybrid Althash Blockchain iOS Android mobile wallet ๐Ÿ‘‰ ๐Ÿ‘ˆ +spam,Davincij15 is giving away 1 bitcoin live on fudtvofficial when they reach 1000 likes retweet +ham,Episode 69 of Bitcoin And is LIVE Topics for today geoffgolberg is doing great work with Twitter analysis timjacobwise wants to forcibly medicate AlexJones MoisesRendon tells Congress about Bitcoin Plus Martys Bent TheDailyTrainREKT +ham,THIS TUESDAY IN NYC join me the CasaHODL squad jeremyrwelch TheBlueMatt for a celebration of the bare essentials Bitcoin Lightning Pizza and Beer foldapp โšก ๐Ÿบ ๐Ÿ• ๐Ÿคฏ +ham,Literally nobody on that list is hostile to bitcoin Where do you get these ideas +ham,pouyanroohi I mine bitcoin using the Bitman antminer S9 by you connecting your bitcoin wallet to my S9 antminer you can earn bitcoin +ham,Security audit funded by Bitcoin SV discovers and fixes vulnerabilities in BTC BCH BSV +ham,francispouliot BullBitcoin Given the failure of 10 years thousands of developers and billions of dollars to make Bitcoin usable for general transactions I find it implausibly pessimistic to say that only Bitcoin matters The future is much brighter than that +ham,IBM Crypto Head Sees Bitcoin at USD 1 Million Someday Will Bitcoin reach 1M USD Lets check it out here Source Faireum news BTC ETH XRP ADA BCH crypto cryptocurrency blockchain security scalability IBM USD +ham,fnietom So noobs who just bought Bitcoin for the first time always appreciate the asset have stronger hands than long time hodlers Thats interesting +ham,OfWudan You know if you can wrangle Bitcoin into this your onto a winner ๐Ÿคฃ +ham,Can you feel it now pulse check I have never more excited to be working on Bitcoin exclusively full-time as I am this very moment +ham,Are you in Brazil Well make sure to check out Dash on CoinbeneBrasil Not in Brazil Well you might still be able to access greater Dash liquidity through CoinBene Cryptocurrency liquidity is important for both consumer amp merchant adoption DashPay FinTech ๐Ÿš€ ๐Ÿ’ฏ +spam,Avalonminer 741 73 THs The Best Bitcoin Miner Mining Compare to S9 T9 eBay +spam,Bitcoin crypto Airdrop New Airdrop Bitdepositary Win BDT and join the ZERO TRADING FEE BDT Exchange waitlist Top 10 Users get each Person 10000 BDT $1000 1 Sign Up amp Verify email 2 Complete some tasks 3 BDT by ref ๐Ÿ“ข โœˆ ๐Ÿ’ฐ ๐Ÿš€ +ham,Thai SEC- $XRP Gets Green Signal with Other Top Coins as Eligible Cryptocurrency To Use in ICO xrp xrpcommunity XrpMr digitalassetbuy DiepSanh APompliano BankXRP XrpMr XrpYoda xrpnews Lichking78 boncryp CKJCryptonews Ripple btc Bitcoin +ham,This is what bitcoin crypto is about Freeing yourself from the control of centralized currency +spam,Last Chance To Join The bcbitcoin Crypto Giveaway 25000 BitTorrent BTT Up For Grabs Winner Announced Today 400PM Follow Like amp Share BC Bitcoin To Enter And Be In With A Chance To Win ๐Ÿ“ˆ ๐Ÿš€ ๐Ÿ“Š ๐Ÿ’ฐ +ham,ThunderCore raises $50M from Arrington XRP Pantera SV Angel others for its blockchain platform that it claims can be 100X faster than Ethereum and Bitcoin Dean TakahashiVentureBeat TechNews TechTips +ham,ThunderCore raises $50M from Arrington XRP Pantera SV Angel others for its blockchain platform that it claims can be 100X faster than Ethereum and Bitcoin Dean TakahashiVentureBeat via Techmeme +ham,Diffrent between a security expert and a intruder is determined by their ethics Ethics makes blockchain a long term winner blockchain CRYPTO Bitcoin Anonymous SecurityTokens Airdrop ICO megaupload piratebay torrent +spam,The Blockchain Daily is out Thanks to CirrusDataUSA blockchain bitcoin +spam,Its LIVE Trade here tokensale bitcoin btc ethereum eth empirecash EMPC cryptocurrency crypto cryptonews cryptotrading blockchain investincryptocurrency ico latoken cryptoexchange investincrypto altcoins altcoin +ham,$BTC bitcoin Laser Edition - Two trendlines I find very interesting - Very similar - Purple breakout retest - Pink still in downtrend testing trend - memelines more for fun than srs ta +ham,New blog post on Medium - The blockchain backed solution for sexworkers blockchain Crypto bitcoin Ethereum ETH future love +ham,Unpopular opinion Lightning is shit It violates the Bitcoin core principles it is a half assed attempt to scale Bitcoin which cant be scaled in terms of tps because of its fundamental principles PS I actually like Bitcoin thats why +spam,SaharaReporters Earn free Bitcoin daily by clicking and reading ads Sign up with the link below +ham,Notes from joeykrug during tonights inside PanteraCapital by Cryptonite how crypto change finance 1 247 money never sleeps 2 Inherently global binance definitely beats coinbase here 3 Cutting the middleman and the fat 4 Bitcoin will be gt3500 but lt25000 in 2022 +ham,Apple has added Ripples XRP token to the stock market application $XRP has started to rise xrp xrparmy xrpcommunity XrpMr digitalassetbuy DiepSanh APompliano BankXRP XrpMr XrpYoda xrpnews Lichking78 boncryp btc Bitcoin +spam,Avalonminer 741 73 THs The Best Bitcoin Miner Mining Compare to S9 T9 +spam,O - OPEN Open an account with us today to buy cryptocurrency with your credit card directly from your local bank account BitcoinEthereum Dash Tron +ham,Stellar XLM Cryptocurrency APPROVED By Thailand SEC bitcoin dollar cryptocurrency stocks money finance gold banks investor news blockchain +ham,Start trading today make huge profit Chanel your fear and start making money today bring and end to your financial problems SouthAfrica blockchain UnitedStates forex Crypto cryptocurrency bitcoinprice bitcoin binaryoptions +ham,iwearahoodie BrickstringTech Hanakookie1 DanielKrawisz Your either really dumb or your trolling me - Probably both there are no bank accounts in bitcoin you moron - It works off UTXOs What on earth does blocksize have to do with the holding of a private key +ham,weissjeffm aantonop Please explain When you blow up all your wealth how will you bring money to buy bitcoin ๐Ÿค” +ham,Iranian banks lay plans to tokenize gold real estate assets on the blockchain Irans biggest banks have joined forces towards a vision of tokenizing assets on a private blockchain platform that may start officially operating by March 20th Bitcoin crypto Ripple ๐Ÿ’ฅ +ham,DegenSpartan AlexSaundersAU tinkercrypto synthetixio Hi Bitcoin Technical Analysis Unlocked next 2 movement for everyoneCheck out If you want to see E point for bitcoinDm me for details It is very important action BitcoinAltcoin Analysis amp Margin Last %970 Profit ๐Ÿ‘จ ๐Ÿ’ผ ๐Ÿ“Š ๐Ÿ”“ ๐Ÿ”“ ๐Ÿ”” ๐Ÿ‘จ ๐Ÿ’ผ โœ… โ–ถ +spam,The most promosing ico support us by investing your money as soon as possible The project provides many benefits for investor this is a very cool ICO friends I advise everyoneToqqn ico crypto bitcoin ethereum blockchain btc +ham,nChain are head and shoulders the leaders in crypto space innovation +ham,Lightning Network update for Bitcoin and Litecoin of Nodes Bitcoin 68521861% Litecoin 154 166% Channels Bitcoin 30738 341% Litecoin 949 387% Capacity Bitcoin 73215 BTC 19% Litecoin 13161 LTC 100% +spam,TOQQN - a very profitable tokens You havent bought Buy Profit and stability in the first place Toqqn ico crypto bitcoin ethereum blockchain btc +ham,Op Ed Defining Decentralization How Ambiguity Continues to Divide Crypto XBT BTC Bitcoin +ham,Bitcoin Price Analysis The Third Attempt At Breaking Out Above $3980 Was Unsuccessful Is a Triple Bottom In Store - Coingape +ham,Kind of magic do you agree crypto bitcoin BTC cryptocurrency cryptoexchange Bitfinex Trader ethfinex ๐Ÿ’ซ ๐ŸŒŸ โญ โœจ +ham,Another great partnership in our way during mass adoption with a promising partner cloverdex $ECA ECA PaywithElectra +ham, AceD - Making Progress Not Excuses AceD AceDcoin acedpoker AceDFam bitcoin cryptotwitter mrcryptocash altcoins Coinbase cryptonews masternode ๐Ÿค‘ ๐Ÿค‘ ๐Ÿค‘ ๐Ÿค‘ ๐Ÿค‘ ๐Ÿค‘ ๐Ÿค‘ ๐Ÿค‘ ๐Ÿค‘ +spam,Great news Its have big future You make smart and useful projectA promising project which deserves your attention Toqqn ico crypto bitcoin ethereum blockchain btc +ham,Analyst Bitcoin Faces Serious Demand Problem Despite BTC Holding Above $3800 Support Level cryptocurrency feedly +ham,ThunderCore raises $50M from Arrington XRP Pantera SV Angel others for its blockchain platform that it claims can be 100X faster than Ethereum and Bitcoin Dean TakahashiVentureBeat +spam,QBE will be listed on BITKER feneroio more details BITCOIN btc ETHEREUM ETH eos eosio neo iost CyberSecurity fintech cryptocurrencies IOT +ham,That was a hard time for me trying to find such cryptogolds like this project Be in toach with me and there will be other projects that are perfect to be invested in ICOHCXPAY HCXPAY bitcoin HealthCombix +spam,Bitcoin crypto Airdrop New Airdrop p2pb2b Airdrop Contest Is Live on p2pb2b Trading Platform Win your 1 million Tokens Just Register Here ๐Ÿ“ข โœˆ ๐Ÿ’ฐ ๐Ÿš€ +ham,ReijoKuha Hi Bitcoin Technical Analysis Unlocked next 2 movement for everyoneCheck out If you want to see E point for bitcoinDm me for details It is very important action BitcoinAltcoin Analysis amp Margin Last %970 Profit ๐Ÿ‘จ ๐Ÿ’ผ ๐Ÿ“Š ๐Ÿ”“ ๐Ÿ”“ ๐Ÿ”” ๐Ÿ‘จ ๐Ÿ’ผ โœ… โ–ถ +spam,We are GLAD to announce that the first 001 BTC Giveaway campaign is officially live Click to participate and win 001 BTC bitcoin btc btcfaucet +ham,M3llowYell0w Hi Bitcoin Technical Analysis Unlocked next 2 movement for everyoneCheck out If you want to see E point for bitcoinDm me for details It is very important action BitcoinAltcoin Analysis amp Margin Last %970 Profit ๐Ÿ‘จ ๐Ÿ’ผ ๐Ÿ“Š ๐Ÿ”“ ๐Ÿ”“ ๐Ÿ”” ๐Ÿ‘จ ๐Ÿ’ผ โœ… โ–ถ +spam,Whether market is up or down Securypto project will keep developing Read all about the huge progress bitcoin Crypto ico icos Airdrop Blockchain DASH TRX SiaCoin storj +ham,iamDCinvestor 10 years history of Bitcoin have proven 1 thing crypto payment wont achieve mainstream adoption due to price volatility Crypto payment only make sense with stablecoins involved The whole DeFi experiment is way more interesting than singular focus on LN +ham,FloweeTheHub Another earlyprolific bitcoin dev was Mike Hearn But Mr Hearn is convinced it is already too late for BTC-2016 But there ARE Open P2P Cash alternatives that have NOT had scaling artificially limited +ham,$GBTC $457 this is a bitcoin trust stock OTC stock it hit as high as near $1900 ayear ago but when bitcoin gone up HUGE 52wk lows is 360 +spam,Check out our official Bounty and Airdrop Announcement on Bitcoin Talk CreditTerra credit crypto blockchain +ham, Samsung S10 including cryptocurrency walletyou may have to be Stevie Wonder not see whats happening bitcoin cryptocurrency +ham,My brother just sent me this A pay phone And it accepts Bitcoin The future is somewhere cc mbrodkorb +ham,cryptoknytekid Hi Bitcoin Technical Analysis Unlocked next 2 movement for everyoneCheck out If you want to see E point for bitcoinDm me for details It is very important action BitcoinAltcoin Analysis amp Margin Last %970 Profit ๐Ÿ‘จ ๐Ÿ’ผ ๐Ÿ“Š ๐Ÿ”“ ๐Ÿ”“ ๐Ÿ”” ๐Ÿ‘จ ๐Ÿ’ผ โœ… โ–ถ +ham, - ThunderCore raises $50M from Arrington XRP Pantera SV Angel others for its blockchain platform that it claims can be 100X faster than Ethereum and Bitcoin Dean TakahashiVentureBeat tech mobile +ham,Facebook is hoping to succeed where Bitcoin failed and are in talks with exchanges to get their coin listed Bitcoin failed to be censored Bitcoin failed to be controlled Bitcoin failed to be manipulated They will succeed on all three of those points with their own coin +ham,iwearahoodie jdaxiom There are also payroll services that specialize in paying employees partially or entirely in crypto bitcoin Ive not studied that market in a few years but they existed to help solve issues like you expressed Core tech is great but realistically need a solutions ecosystem +ham,MichaelKogan14 starkness vindaRd RyanMilb patio11 Yup Bitcoin itself is after 10 years also still in Beta did you know that +ham,So ITS really are literally lasted 9 hours before it a new bitcoin +ham,Top ranking Bitcoin Faucet that really pays There are so many ways to earn - Money ๐Ÿ‘ ๐Ÿ˜ +spam,This tweet RT Airdropnotecom Bitcoin Satoshi crypto blockchain Airdrop New Airdrop Nexxo Nexxo airdrop worth 4205 NEXXO and 2241 NEXXO by hasnt been tweeted more than 4 times ๐Ÿ“ข +ham,This tweet Unfamiliar with crypto No worries Well help members through the entire process of exchanging acquiring sending and withdrawing their toqqns Toqqn ico crypto bitcoin ethereum blockchain btc hasnt been tweeted more than 0 times +ham,This tweet RT Nupetc1 Facebook and Telegram Are Hoping to Succeed Where Bitcoin Failed Interesting readfacebook altco hasnt been tweeted more than 1 times +ham, 1 Bitcoin with unit price of $389035 market cap of $68335442785 5177% and 24 hr vol of $771683679022 3148% +ham,This tweet RT BuildUrDreams Blockstream Releases Lightning Upgrade With New Plugin Functionality blockchain bitcoin b hasnt been tweeted more than 2 times +ham,This tweet Report Claims That Sextortionists Absconded With Over $300000 in Crypto in 2018 - bitcoin btc bitcoinnews blockchain hasnt been tweeted more than 0 times +ham,Where is bitcoin headed ThisGuy uses TechnicalAnalysis to predict a swing upwards after a drop down to about 4k This was predicted 1 month ago +spam,IAM Platform Curated Retweet Via Could you use an extra $20 to invest in bitcoin or cryptocurrency Sign up for an online bank account for a free cash bonus Details here - IAMPlatform TopInfluence CryptoCurrency +ham,14 Update your Ledger hardware wallet ASAP if you havent already Last month Ledger released v155 stating that it contained a critical security fix on the Bitcoin app I wondered how serious it was and today I found out the answer ๐Ÿ˜ฎ +ham,This tweet RT VideoBoursefr Live LeJournalDuCoin TradingduCoin Cryptos en 2019 entre Contexte Fondamental et Technique crypto bitcoin blockchain trading hasnt been tweeted more than 0 times +ham,You Suffer But why Bitcoin just hit $386986 time to remotely toggle your rig at home bitcoin +spam,This tweet RT Airdropnotecom Bitcoin Satoshi crypto blockchain Airdrop New Airdrop Uphold Uphold is airdropping $500k in UPUSD stablecoin t hasnt been tweeted more than 1 times ๐Ÿ“ข +ham,BitCoin for the dark web used to buy all da organs bradley3ks +ham,This tweet Daily profit for HODLING BTC since 2013 Data taken since 29102018 1045am UTC Updated every hour bitcoin btc cryptocurrency blockchain cryptotrade profit hasnt been tweeted more than 0 times +ham,This tweet Toqqn is a platform for users to provide private transactions giving users a full-advertising social experience ico crypto bitcoin ethereum blockchain btc toqqn hasnt been tweeted more than 0 times +ham,This tweet March 01 2019 BTCMANAGER - Bitcoin Crypto News Blockchain ICO RT hasnt been tweeted more than 0 times +spam,Market Update The price of Bitcoin is currently $388200 Crypto $BTC BTC View the coin here here +ham,Binance $384682 Bitstamp $3834 Bitfinex $39426 Coinbase $385289 Check out some AltCoins Start trading now bitcoin ethereum blockchain +spam,This tweet I introduce you new ICO project that will make success soon - TOQQN Its blockchain project developed by professional team Dont miss it Toqqn ico crypto bitcoin ethereum blockchain btc hasnt been tweeted more than 0 times +ham,This tweet Auction of Seized Bitcoin Draws Interest From 110 Countries blockchain bitcoin btc hasnt been tweeted more than 0 times +spam,Take Off Exchange Payment 1 Decentralized Multi-Token Payment - Through dApps easy settlement via the already used wallet metamask etc - Easy-to-use User Intarfece Crypto bitcoinBlockchain ether ethereum cryptocurrency DEX +ham,This tweet Bitcoin Price Analysis The Third Attempt At Breaking Out Above $3980 Was Unsuccessful Is a Triple Bottom In Store bitcoin crypto blockchain btc news eth ltc xrp hasnt been tweeted more than 0 times +ham,Here is this hours Machine Learned Bitcoin insights A Strong Upward Trend is being seen Support Resistance at 378432 381783 384100 386325 389814 390961 For more AI insights go to +ham,A new post Circle Introduces Market Surveillance to Fight Insider Trading Pump and Dump Schemes is added on altnewsnu altcoin bitcoin news +ham,Loved him so much that I have ever seen Wherever did you not see you twitterbot crypto cryptocurrency bitcoin ethereum +ham,One Bitcoin now worth $3869857 Market Cap $67975 Billion Based on coindesk BPI bitcoin +ham,One Bitcoin now worth $383435bitstamp High $3845300 Low $3783620 Market Cap $67346 Billion bitcoin +ham,TOP-12 most-mentioned crypto this hour 1 bitcoin 2 ethereum 3 xrp 4 neo 5 steem 6 nem 7 litecoin 8 eos 9 dash 10 digitexfutures 11 qash 12 tether cryptocurrency altcoin blockchain news CryptoBuzzTracker +ham,This tweet RT Securypto If you really have nothing to hide please publish your bitcoin private keys No Why not Exactly Privacy is not about h has been retweeted 578 times +ham,Bitcoin Social Sentiment is currently MIXED 0% Visit to find out why $BTC $BTCUSD Friday 01 March 2019 0600PM +ham,This tweet RT Securypto Keep a good eye on the website some big news comming in the next 10 days bitcoin blockchain cry has been retweeted 516 times +ham,Alex Jones alleges Soros affiliates wanted him to pump bitcoin 8 years ago on Joe Rogan Podcast 1255 at timestamp 13100 cryptocurrency crypto +ham,What Bitcoin Did 81 Bitcoin Rationalism With Lily Liu BTC +ham,cryptocurrency Price Analysis for Bitsend BSD Last Hour Change -14 % 01-03-2019 2000 Price in USD 0044661742 Price in EUR 00392970628 New Price in Bitcoin BTC 000001149 Coin Rank 756 โฌ‡ +ham,This tweet DomainNameForSale DomainName domain Coin Token CoinToken CoinTokenEx Blockchain bitcoin Ex DEX BTC hasnt been tweeted more than 0 times +ham,$67193 Veteran Crypto Trader Explains His Oddly-Specific Bitcoin Price Target cryptonews cryptolife cryptocurrency tradingcrypto ethereum btc bitcoin blockchain crypto eth cryptocurrencynews CryptoNews cryptoinvestor cryptocurrencies fin +ham,BardsOfWar To biblical names or phrases Many correlations of similar language names to similar numbers Bitcion is 333 Bitcoin has peaked and hit bottom on this number spread sometimes in 3yrs 3months 3 days Or 333days from last Topcrazy when you work at it a bit Use it to help +spam, is for sale domain domains selldomain domainnames domainname domainers enterpreneur dial blockchain eth Ethereum function feature brand btc Productivity speeddial smartphone mobile speed fastdial call bitcoin cloud hello tech +ham,Its a new month and we are still purchasing Bitcoins at the best rates you can think of If youve got coins in bits or bulk we can purchase it and pay you for it immediately Wonder what youre still waiting for just sell that Bitcoin today ๐Ÿ’ฏ โœŠ ๐Ÿ™ +spam,Bitcoin tweets - top stories by CoinLook TusharJain jgarzik +ham,If you had $4 grand would you buy 1 bitcoin or put 1 grand on 4 different coins ethereum xlm xrp +spam,Ultimate Peace Of Mind For 3 Years Enjoy online security and privacy for up to 6 devices for just $299month with NordVPN cloudsecurity androidtv photography ICO blockchain startup entrepreneur tech technews bitcoin streaming travel +spam,Get BTC for FREE Use faucet rotator here - Up to $125 each hour crypto news bitcoin BTC faucet rotator +spam,This tweet eth crypto blockchain btc bitcoin hasnt been tweeted more than 0 times +spam,This tweet RT CreditTerra Check out our official Bounty and Airdrop Announcement on Bitcoin Talk CreditTerra credit cry has been retweeted 33 times +spam,computerart bitcoin blockchain s LAST Block Height 565227 See more on +spam,Top 3 tightest radar pairs for Mar 1 on binance 1 ADABTC 2 XMRBTC 3 DCRBTC cryptocurrency bitcoin altcoins btc ADA XMR DCR +spam,Thank you for organizing events We will reward those who contribute to the beginning of the ICO airdrop airdrops bounty cryptocurrency eth btc crypto bitcoin blockchain ethereum ico xrp giveaway design developer +ham,Must read thread on lightning Ive never used myself but reading this experience just makes me think how many times more an Ethereum smart contract implementation would be easier to use +ham,What is the real bottom for $BTC Bitcoin Our top author TheDLavrov thinks that it is 3000$ per coin Dont you agree with that Join our community share your ideas and receive feedback from other traders on tradingview +spam,Another Friday Its March 01 2019 at 1000AM Have you earned your free bitcoin today grindabuck +ham,You have to give credit to czbinance for what he has done with Binance they have just went from strength to strength and just look at $BNB the growth it has had recently greatteam crypto bitcoin exchange +ham,Will Bitcoin ever be considered money ECO2307 +ham,Russian Bitcoin Fraud Suspect on Hunger Strike Admitted to Greek Clinic GreekReporter +spam,GCT Crypto Value AIRDROP Follow twitter and retweet-like pin tweet What is your twitter username airdrop airdrops bounty cryptocurrency eth btc crypto bitcoin blockchain ethereum ico xrp giveaway coin +ham,This Dont expect bitcoin to suit your needs its uncensorable money understand what does it mean and why is important Decentralization bitcoin +ham,12 Onchain Stablecoin Transactions Remain Low Despite Surge in Trade Volume via BTCTN This article shows even stablecoins arent the answer to the crypto adoption with no on-chain usage the only use for the stablecoin is for pure speculation +ham,ehananoki yep thats what they say about bitcoin it can only go up up up +ham,Another Agora-affiliated email this time sent to The Daily Callers list Secure Your Bitcoin This Is Urgent Youre running out of time to easily turn a small stake into $30000 $40000 or more +spam,STK PrivateSale is officially live 50% discount on ICO rate and 5% bonus STK for referring friends Dont miss it out referral blockchain fintech ethereum bitcoin tokensale crypto +spam,More info about $btc time locks cryptocurrency crypto blockchain blockchaintechnology bitcoin +ham,THREADgt 1 I decided to spend some time running the numbers using a mix of several known as well as some hypothetical fundamental inputs for Bitcoin to come up with a demo as to how $btc could easily achieve the six figure valuation and beyond ill explain whats behind it here +ham,22 this isnt going to drive adoption for crypto bitcoin ethereum btc eth speculation is not the answer to getting the masses to use digital currencies let alone stablecoins +ham,Revenues on the Mend Bitcoin Miners Gross Margins Grew 39% in February Mining operations that process SHA-256 coins like BTC and BCH saw Revenues slashed due to the bear market lows at the end of 2018 Crypto News Watch - +spam,Invest Now amp Get 20% Bonus Register - Join our Ubecoin Family - invest investment cryptocurrency airdrops ico airdrop bitcoin ether ethereum BTC eth investinico bestico +spam,AWS - Software Engineer - Hired Newark United States - More Info Ruby jobs Hiring Careers Newark United States Cryptocurrency Blockchain BTC BitCoin ETH crypto ๐Ÿ“‹ +ham,What Will happen next week Lets see if this is a bear or bull market $BTC $ETH $BNB $EOS $ONT $BITB $FTC $THC $AMP $ERC $RADS $LGD $AUR $NEOS $EFL $DGD $PINK $XMY $BRK $SBD $BTA $CLUB $XDN $CANN $GAM $VRC $CLAM $XVC $FAIR $ION $OMNI $PDC $INFX $XMG $RBY $IOTA $IOST bitcoin +ham,czbinance Argentinas public transport card is able to use Bitcoin in 37 locations across the country by approximately 7 million people Now Argentinas government is stepping in to fund Binance Labs projects Crypto is the future ๐Ÿ”ฅ ๐Ÿ”ฅ +spam,$BTC BTC - bitcoins Current Price $39047544 1h -001 % 24h 041 % 7d 144% More on +ham,The LNTrustChain ends when we reach 429 Msats That means there are 52 spots left on the chain as of now The torch will then be donated to btcven along with this fundraiser +ham,Dear noobs Bitcoin is NOT naturally going down It is being pushed down via whales placing spoofy sell orders on exchanges to make noobs and risk managers sell to buy back lower They are stealing your bags and will make you buy back at a higher price Retweet this +ham,Is it binance token new way to hedge against bitcoin +spam,The latest Realrhapintl Thanks to NaijaTunez funny bitcoin +spam,React - Software Engineer - Hired Belmont United States - More Info Ruby jobs Hiring Careers Belmont United States Cryptocurrency Blockchain BTC BitCoin ETH crypto ๐Ÿ“‹ +spam,250000 EUCX WORTH OVER $6000 USD EUCX EUROPEAN CRYPTO EXCHANGE CONTEST TO ENTER CLICK BELOW TO SIGN UP FOLLOW eucxio amp bjammerboy LIKE amp RETWEET blockchain crypto bitcoin ๐Ÿ” ๐Ÿ” ๐Ÿ“ข ๐Ÿ“ข โœ” โœ” โœ” +ham,Twitter CEO Jack Dorsey has been buying $10000 worth of Bitcoin per week +spam,Bitcoin Satoshi crypto blockchain Airdrop New Airdrop Nexxo Nexxo airdrop worth 4205 NEXXO and 2241 NEXXO by ref Estimated Value Up to $8300 1 Sign Up Here 2 Watch intro video 3000 NEXXO 3 Join Telegram Group 1205 NEXXO ๐Ÿ“ข โœˆ ๐Ÿ’ฐ ๐Ÿš€ +spam,6 GPU Crypto Cryptocurrency Bitcoin Ethereum Mining Rig Aluminum Stackable Case $3900 End Date Tuesday Apr-2-2019 114028 PDT Buy It Now for only $3900 Buy It Now Add to watch list from bitcoin cryptomining cryptocurr +spam,PNY NVIDIA GeForce GTX 1060 6GB GDDR5 PCIe 30 x16 Graphic Card DUAL FAN IN BOX $15900 End Date Friday Apr-5-2019 104400 PDT Buy It Now for only $15900 Buy It Now Add to watch list from bitcoin cryptomining cryptocu +ham,The first cryptocurrency to gain mainstream attention will be Kin It will probably be this year It is not the same as Bitcoin do not confuse the two Kin is beholden to the law and not decentralized instead uses the tech to allow multiple apps to adopt same virtual currency +ham,While waiting for elonmusk and kobebryant heres another thought VitalikButerin are you down LNTrustChain Bitcoin โšก +spam,React - Software Engineer - Hired Menlo Park United States - More Info Ruby jobs Hiring Careers MenloPark United States Cryptocurrency Blockchain BTC BitCoin ETH crypto ๐Ÿ“‹ +spam,Need to buy Bitcoin XRP Litecoin Ethereum or BitcoinCash Now available on XCH4NGE P2P Exchange and available in 241 countries worldwide Register today and be a successful trader XCH4NGE Worldwide P2P Cryptocurrency cryptoexchange XRPcommunity +ham,I seriously cant wait for the bull market The smile Im going to have all day long towards all the non-believers and jealous people $BTC BITCOIN CRYPTO +spam,BuyDigiByte Ive transferred your tip of 000001 BCH $00013313916234 USD to apagut BCHForEveryone BitcoinCash +spam,Bitcoin crypto Airdrop New Airdrop p2pb2b Airdrop Contest Is Live on p2pb2b Trading Platform Win your 1 million Tokens Just Register Here ๐Ÿ“ข โœˆ ๐Ÿ’ฐ ๐Ÿš€ +spam,Long Short Bitcoin amp altcoin changes with up to 100x Leverage at PrimeXBT Register right away and turn your $79 into $15000 Earn money even if it is dropping $DRGN $QASH $XRP $ARK $ETN $NPXS $TUSD $BTG $USDC ๐Ÿค‘ ๐Ÿคฉ โœ… โœ… ๐Ÿ“‰ ๐Ÿ“‰ +ham,BITCOIN BULLISH FORMATION GOING TO BE DONE 1Click Masternodes via โ“‚ +ham,Cash on the Verge of Collapse While Bitcoin Transactions Near Record Highs +ham,Bitcoin Lightning-powered jukebox at the bitcoinrodeoyeg 12345 satoshis per song is pretty darn affordable D +spam,BlockFi launches Bitcoin BTC and Ethereum ETH savings account with 6% annual interest - +ham,Bitcoin Price Prediction A Lull Before The Move Above $4k - +spam,AWS - Software Engineer - Hired Atherton United States - More Info Ruby jobs Hiring Careers Atherton United States Cryptocurrency Blockchain BTC BitCoin ETH crypto ๐Ÿ“‹ +ham,bitcoin BULLISH FORMATION GOING TO BE DONE for BITFINEXBTCUSD by shano94 +spam,We released The Green Report for February 2019 Stay up to date with $BITG This month Stake Base Coin Vote 3 Sistemkoin Listing Web Wallet Release +spam,Z address AKA Private Mining Another pool added to the list The Virus is spreading APompliano +spam,If anybody would like an easy way to buy bitcoin and transfer fiat Try Cash App using my code and well each get $5 DMGFBLF +spam,ht MartyBent youve made the UKs mainstream media with TFTC21 +spam,React - Software Engineer - Hired Los Altos United States - More Info Ruby jobs Hiring Careers LosAltos United States Cryptocurrency Blockchain BTC BitCoin ETH crypto ๐Ÿ“‹ +ham,Ive been in crypto for more than 6 years now and promising interest has NEVER been a good sign Run +ham,Imperatriz Leopoldinense a prominent Brazilian samba school has chosen money and bitcoin as the theme of its 2019 performance - +ham,Transportation-related funding available from the SmallBusiness Administration Some for NEMT some for data exchange technology think bitcoin and for autonomousvehicles technology Info at +spam,Hadoop Developer locals to NJ Only - Techstar Consulting Inc - More Info Java jobs Hiring Careers Piscataway United States Cryptocurrency Blockchain BTC BitCoin ETH crypto ๐Ÿ“‹ +spam,Guys this is a great Bounty Company Do not be afraid to invest it justified itself more than once with excellent indicators This is a super ALCEDO Blockchain Investing Alcedoico TokenSale Crowdsale Bitcoin ICO Token Ethereum +spam,Free mining bitcoin no deposit Free Bitcoin no need to invest Free cloud mining Verified by Pay 100% pz $$$ Sign Up - +spam,We invite you to our 1st ClinicAll Social Media Contest WIN BIG PRIZES REAL MONEY -gt Bitcoin amp CHC Tokens Check it out now - register now 30 Days runtimclinicall ico healthcare contest btc ๐Ÿ’ฐ โฌ‡ โฌ‡ โฌ‡ โฌ‡ โฌ‡ โฌ‡ โฌ‡ โฌ‡ โฌ‡ โฌ‡ โฌ‡ โฌ‡ โฌ‡ ๐Ÿš€ +ham,Bitcoin is not a good idea - Central Banks E-mail is not a good idea - Post Office The Internet is not a good idea - Newspapers Television is not a good idea - Radio Stations Streaming is not a good idea - Blockbuster AlecZiupsnys ๐Ÿฆ ๐Ÿ“ซ ๐Ÿ“ฐ ๐Ÿ“ป ๐Ÿ“ฝ +ham,Bitcoin Bull Tim Draper Only Criminals Will Use Fiat in Five Years bitcoin BTC cryptocurrency +spam,ethereumJoseph ConsenSysAcad ConsenSys A $1000 blockchain course and you dont even teach them how to run and use a Bitcoin full node Tell you what if you promise to incorporate it in the program Ill produce the materials at no cost +ham,Debate Bitcoin will not be more than a store of value +ham,Feb Volume Report Leading Markets Post Strongest Month Since Q1 2018 February produced the largest monthly volume since the first quarter of last year with 30-day BTC trade activity surpassing $200 billion and ETH exceeding $100 billion +spam,Cryptocurrency Giveaway to promote my Twitter Page To get 100 $OCN Tokens You have to Follow itzLenaCrypto Retweet amp Like this Post Comment $ETH address amp tag 3 friends Winner will be picked on march 15th BTC Bitcoin ETH LTC TRX XRP Free Cash ๐ŸŽ ๐Ÿ“ฃ โžก โžก โžก ๐Ÿ“Œ +spam,How to make $1 million Step 1 Buy 1 Bitcoin Step 2 Go to the beach Step 3 Relax +spam,Ready to start your crypto journey with us Sign up now at bitcoin trading investment ico cryptoexchange +spam,toqqnproject A while ago I found this unfamiliar ICO-project on the market I feel like that their idea is so newToqqn ooobtc Bitcoin +ham,TheCryptoDog It powers the Golem network blockchain which is used to accumulate more bitcoin thus creating equal economic opportunity and a freer society +ham,In 2018 we received more than 1100 scam reports Many target residential amp small business customers To protect against scams remember - We dont accept bitcoin as a method of payment - Inaccurate account numbers are a sign of fraud More FPM2019 +ham,DeaterBob BobMcElrath Screw futures if anyone wanted to buy Bitcoin they bought Bitcoin Everything else is a scam waiting to unfold In this instead of Dont trust verify there is a shift of trust towards bakkt There is always an ulterior motive +ham,Its been 10 years since Bitcoin emerged now we talk about Blockchain Tokenization and Stablecoins We are still on the learning curve bitcoin blockchain tokenization +spam,Bitcoin Satoshi crypto blockchain Airdrop New Airdrop Idap Idap Round 3 airdrop is worth 200 IDAP and 200 IDAP by referral 1 Sign up Here 2 Verify your Email 3 200 IDAP by ref ๐Ÿ“ข โœˆ ๐Ÿ’ฐ ๐Ÿš€ +spam,Make a bitcoin with friends Futurenet Bitcoin +spam,Will there be a successful Bitcoin ETF in 2019 Click on the link below to read our blog post bitcoinetf uprosefinmart cboe vaneck +ham,If we compare Bitcoin with all of the altcoins we see that it is still dominant in many aspects the most significant being the capitalization +spam,Bitcoin Satoshi crypto blockchain Airdrop New Airdrop Coinbates Coinbates a crypto cashback Plafrorm Token CoinBates BATES Quantity 250 tokens $1250 100 BATES by Referring friends Claim airdrop ๐Ÿ“ข โœˆ ๐Ÿ’ฐ ๐Ÿฅˆ ๐Ÿ’ฐ ๐Ÿš€ +ham,Will Tron TRX Crash Because of Craig Wright Comments - bitcoin cryptocurrency trading +spam,mrtchingy TonyLocksmiths Capetlevrai The bitcoin api +spam,Ledger Nano S Cryptocurrency Hardware Wallet Bitcoin amp Alts AUTHORIZED RETAILER eBay +spam,YouTube Kripto LOL explains about BeLLPlatform in his YouTube Channel in Russian Check it out BeLLWallet BeLLDEX BeLLCoin blockchain cryptocurrency crypto bitcoin ethereum ICO tokensake crowdsale ๐ŸŽฅ ๐Ÿš€ +ham,jaybny BitMEXResearch jonmatonis Ripple 50 billion into building a ecosystem Look at a bigger picture I look at it as a way to bridge between bitcoin and fiat XRP supports the bitcoin ecosystem no matter how much bitcoiners fights that fact +spam,$NCAP NEWS JUST OUT $jbzy $bvtk $onci bitcoin $plsb $frfs $mmex $svte $acrl $anfe $abvg $shmn $hmla $ptop $cwir $btsc $btcs $hrrb $mmeg $asab $hrrn $ecmh $sanp $onci $wofa $nwbo $ottv $nouv $vida $grdo $rmrk $haon blockchain $hpnn $dolv $intv startup ๐Ÿ“ˆ +spam,Bitcoin Are you a BITCOIN enthusiast At the same time a sports lover Do you want to Win Earn and enjoy while supporting your favorite sports franchise +spam,YouTube Tokenized TV explains about BeLLWallet in his YouTube Channel in Russian Check it out BeLLPlatform BeLLDEX BeLLCoin blockchain cryptocurrency crypto bitcoin ethereum ICO tokensake crowdsale ๐ŸŽฅ ๐Ÿš€ +ham,Can you imagine how much people around the world spend on LOTTO Hindreds of Billions per month and lose it all next day essentially They will find Bitcoin as a safe haven amp might win BiG with adoption on its way LOTTO legalized govt gambling where 999999999999999% lose +spam,crypto freecoins FreeCoin freetokens faucet Airdrops airdrop airdropalert bitcoin ico giveaway BTC Eth NEW TOP FAUCET You can claim BITHER token every 2 hours Sign up here and click on GET YOUR BTR Note ICO price 1 BTR 001ETH ๐Ÿ‘‡ +ham,What are todays wildest crypto gainers amp losers Check out our volatility snapshot for a quick view - and see more at SPHR PEPECASH AID BCI BBN BCD REX IDH bitsonlinecom TalonTech1 cryptocurrency tokens bitcoin ethereum cryptotrading +spam,The Soba Home detox kit is here Order Online sober treatement intervention addiction dependency detox relapse bitcoin recovery wsj nytimes reuters blockchain business cnn bet OPITOX foxnews crypto homedetox newyork cannabis CBD +spam,Meet $BTG Co-Founder Martin Kuvandzhiev at the Bitcoin Wednesday Live stream March Edition happening today at 1900 local time in Amsterdam Netherlands Martin will explain all about 51% attacks and what Bitcoingold does to prevent them -gt +ham,Proud to be apart of the HummingPay network Looking forward to move the forefronts of adoption together $TRX AcceptHummingPay +ham,Pump Alert - BCPTBTC on Binance Price increase 711% Volume 1123% - $BCPT $BTC binance crypto bitcoin cryptoalerts cointrendz More on ๐Ÿ“ˆ ๐Ÿš€ +spam,Data Infrastructure Manager - Hired Union City United States - More Info C jobs Hiring Careers UnionCity United States Cryptocurrency Blockchain BTC BitCoin ETH crypto ๐Ÿ“‹ +spam,Recommended read on Medium You Dont Understand Bitcoin Because You Think Money Is Real +ham,Facebook Will Probably Launch a Cryptocurrency in the First Half of This Year but it Looks to Be the Polar Opposite of Bitcoin BTC Rather it May Be a PayPal and Visa Competitor March 06 2019 at 0630PM CryptoCurrency +ham,Bitcoins chances of becoming internet money would increase dramatically if goods were denominated in satoshis 1 hundred millionth of a BTC or even millisatoshis 1 hundred billionth of a BTC Paying 1000 satoshis is just so much more intuitive than paying 00001 BTC +ham,Much respect for the pioneering work Caitlin is doing in WY but her rehypothecating Bitcoin boogeyman is getting ridiculous Her takes across publications have formed a narrative that draws on both incomplete and faulty assumptions +spam,Windows Tools Engineer - Docker Palo Alto United States - More Info C jobs Hiring Careers PaloAlto United States Cryptocurrency Blockchain BTC BitCoin ETH crypto ๐Ÿ“‹ +ham,Binance dumped 119 million BNB coins on February 5th You can download the data from CoinMarketCap Market CapPriceTotal BNB supply bitcoin blockchain btc bitcoinnews Crypto cryptopia CryptoNews cryptocurrency Binance BinanceCoin +spam,No ETF Decision Yet But Gemini-Backed Bitcoin Interest Account Is Live +spam,How to mine bitcoin cash Viabtc mining pool tutorial Bitcoincash mining Cryptocurrency +spam,Cryptocurrency Hardware Chip in Your Mobile Phone SIMSlot +spam,Its WednesdayMotivation day Are you a Scala Engineer living in Canada looking for a Job Check-out swissborg job offers Jobs Fintech Blockchain crypto Buidl developer btc bitcoin +spam,Failure Analysis - Kelly Services Santa Clara CA USA - More Info C jobs Hiring Careers SantaClara CA Cryptocurrency Blockchain BTC BitCoin ETH crypto ๐Ÿ“‹ +ham,Why bitcoin will not drop under $2k 1 Miners already capitulated difficulty -25% NovDec 2 Too close to the Halving 14 months 3 BTC never dropped below geometric mean $2750 4 BTC never dropped below 50% of stock-to-flow model $5500 5 RSI bottomed at 42 now rising +spam,Blocpal presents new corporate website read more here blocpal ethereum sponsoredpost Bitcoin icosuccess +spam,When Darren writes I read learn and enjoy +ham,Bitcoin Is the Beginning Blockchain Is Going to Disrupt Politics Too +spam,Tradecipher makes professional crypto investment easy for you Get up to 1 Year of Goldlight Crypto Research $119 and A Chance to Win 01 Bitcoin $390 by joining the TradecipherCrypto Waitlist +spam,Data Infrastructure Manager - Hired Redwood City United States - More Info C jobs Hiring Careers RedwoodCity United States Cryptocurrency Blockchain BTC BitCoin ETH crypto ๐Ÿ“‹ +ham,MoonOverlord Dear noobs Bitcoin is NOT naturally staying above 3550 It is being propped up by USDT which on some days is having above 200% its circulating supply in transactions The exchanges are stealing your money Sincerely Bart +spam,If we reach $6666 by July 2018 Im giving away 1 bitcoin to everyone who retweets this +ham,Bitcoin BTC Usage Reaching All-Time High Is a Bull Run Coming +ham,Venezuelan Government Supports Bitcoin and Litecoin Payments Launches New Crypto Remittance Platform Amidst Crisis The Daily Hodl +spam,CryptoCurrency Investment 5 Plans Paying from 6% Daily to 45% Daily PowerBTC Running for 139 Days 5 Plans Short Terms from 2 to 7 Days Minimum to Invest is 50 USD in BITCOIN Register Invest Here BTC MakeMoney Crypto Forex ETH BCH +ham,Times up elonmusk kobebryant The torch waits for no one even world-changers can miss great opportunities vitalikbuterin answer stuck in Ethereums pending Txs queue Will probably take a while Happily passing to Bitcoin guru erikvoorhees LNTrustChain ๐Ÿ˜‰ โšก +spam,New post BlockFi launches Bitcoin BTC and Ethereum ETH savings account with 6% annual interest +ham,New post Bitcoin Price Prediction A Lull Before The Move Above $4k +spam, GIVEAWAY 50$ worth of $DOGE amp $RPD rain 1 Follow MarksCrypto 2 Like retweet 3 Join 4 Tag 2 people Winner announced when they have 500 TG members giveaway cryptocurrency contest crypto influencermarketing btc bitcoin ๐ŸŒง โ˜” ๐Ÿ‘‡ ๐ŸŒฌ ๐ŸŒช +spam,I just published Bitcoin Ethereum Ripple EOS Litecoin Bitcoin Cash Stellar Tron Binance Coin Bitcoin SV +ham,Looks great I bet its highly useful for a lot of people and businesses +ham,CaitlinLong BobMcElrath Only way Id do it is but bitcoin and get it offline in cold storage But Ive never found a clear guide on how to do that safely so have never done it +spam,LongShort Bitcoin changes with up to 100x Leverage at PrimeXBT Register immediately and trade your $79 into $15000 Receive money even when BTC is falling $XBT $FCT $ETC $RVN $LOOM $R $ZEC $CNX $WICC $OMG ๐ŸŽ‰ ๐Ÿค‘ โœ… โœ… ๐Ÿ“‰ ๐Ÿ“‰ +ham,History hints at the death of modern banking Long Bitcoin +spam,1Earning interest on your Bitcoin sounds like a great win You HODL put your bitcoin to work earn some extra cash But wait TheRealBlockFi crypto interest account rehypothecates your bitcoin From their terms of service +spam,Administrator - 6 Month FTC - Manpower Eastleigh United Kingdom - More Info Go jobs Hiring Careers Eastleigh United Kingdom Cryptocurrency Blockchain BTC BitCoin ETH crypto ๐Ÿ“‹ +ham,Binance CEO No Profit-Sharing With Users Due To BNB Security Status bitcoin blockchain fintech +spam, EVO AI uses arbitrage amp ArtificialIntelligence to earn you money JOIN TELEGRAM NOW ---gt crypto cryptocurrency blockchain news technology DailyNews ethereum bitcoin invest investing โœจ โœจ โœจ +spam,Stop paying fees for every trade Come home to EUCX amp unleash your limitless potential with Unlimited zero-fee trades at a price of just 4995 a month bitcoin blockchain cryptocurrency news regulations CryptoNews governance ICO $EUCX $BTC $ETH $XRP $TRX +ham,Im an artist amp I have a ridiculously silly imagination but never in a million years would I have ever imagined a giant blow up tyrannosaurus admiring my artwork in of all places Hong Kong HKBlockchainWeek bitcoin crypto EOS ETH Satoshi +ham,Geometric revenue growth dictates the need for more management talent adding financial services veteran Jakob Bosshard as AlgoTraders Chief Operating Officer algotrading bitcoin quanttrading crypto cryptocurrency integration algorithms +spam,QA Manager - Hired Hampstead United Kingdom - More Info Python jobs Hiring Careers Hampstead United Kingdom Cryptocurrency Blockchain BTC BitCoin ETH crypto ๐Ÿ“‹ +ham,Lightning Network the real scam coin If you want secure reliable fast cheap and works now - use Bitcoin Cash instead ๐Ÿ˜‚ ๐Ÿ˜‚ ๐Ÿ’ธ ๐Ÿ’ธ +ham, CRYPTO NEWS QuadrigaCX Judge Extends Courtroom Drama As Crypto Exchange Struggles to Account for Millions in Lost Bitcoin Ethereum Litecoin and More Link ๐Ÿ“ข ๐Ÿš€ ๐Ÿ“Œ +ham,If your one of those BITCOIN going to 100k People I VALUE DOG SHIT MORE THAN ANYTHING U HAVE TO SAY +ham,CNBCnow Confidential and secure communication methods plus unregulated currency ex bitcoin on a wide spread has will be a dream come true for criminals and a nightmare for the police +ham,Revenues on the Mend Bitcoin Miners Gross Margins Grew 39% in February +ham,If Real Booming Crypto Volume Could Push Bitcoin Into Raging Bull Market newsoftheweek Bitcoin blockchain crypto โžก ๐Ÿ—บ โ–ถ +ham,Hypnoxys Decentralized Messaging Application Successfully Reaches Hard-Cap with Incentivised Dapp cryptocurrency crypto bitcoin cryptonews +ham,Tencent Slashes at $271 Billion Stock Slump with Massive 50% Recovery cryptocurrency crypto bitcoin cryptonews +spam,Bitcoin Satoshi crypto blockchain Airdrop New Airdrop Uphold Uphold is airdropping $500k in UPUSD stablecoin to participants 1 Join Here 2 Earn more by referring friends ๐Ÿ“ข โœˆ ๐Ÿ’ฐ ๐Ÿš€ +spam,Director of Engineering Digital Transformation Director Technology - More Info NET jobs Hiring Careers London United Kingdom Cryptocurrency Blockchain BTC BitCoin ETH crypto ๐Ÿ“‹ +ham,Since the inception of Bitcoin in 2008 amidst the global economic turning point the utility and fostering of cryptocurrencies have exploded cldx cloverdex DEX ico bounty +spam,$MAXD How High Could You Soar With MAXD Shares ENTER TO WIN $1000 ad wsj nytimes IHubStockPosts business bitcoin blockchain music crypto cannabis marijuana CBD lasVagas gaming players gambling winn Lasvagasstrip casino entertainment +ham,College kids are using campus electricity to mine crypto bitcoin +ham,Facebook and Telegram Are Hoping to Succeed Where Bitcoin Failed +ham,Why jack dorsey is buying $10k in bitcoin btc every week instabtc instaethereum instavenezuela btcnews pumpanddump IoT trading enigma $USD $CNY $QRL $BTCEUR +ham,Coinbase Cuts Ties With Hacking Team Following Spyware Backlash bitcoin +ham,Dow Falls Again But Top Strategist Says Its Time to Buy cryptonews cryptolife cryptocurrency tradingcrypto ethereum btc bitcoin blockchain crypto eth cryptocurrencynews CryptoNews cryptoinvestor cryptocurrencies fintech +ham,I just updated my 2017 article Coin Control Is Must Learn If You Care About Your Privacy In Bitcoin +ham,Lining up trades here for Bitcoin XBT Short order at 3850 placed Long order at 3791 placed Stop loss for the short order placed at 3904 Lets see how that plays out it cant go any worse than my 4 failed Litecoin shorts in the past month ๐Ÿ™ƒ +spam,Facebook Will Probably Launch a Cryptocurrency in the First Half of This Year but it Looks to Be the Polar Opposite of Bitcoin BTC Rather it May Be a PayPal and Visa Competitor via CryptoIQ +spam,Head of Software Engineering - Informatiq Consulting Luton UK - More Info NET jobs Hiring Careers Luton UK Cryptocurrency Blockchain BTC BitCoin ETH crypto ๐Ÿ“‹ +spam,Bitcoin QampA What is the Halvening via YouTube +ham,This is the best internet service provider website i have ever seen I have been using this website This is really cool and quality of sharing is also good BeLLCoin BeLLPlatform BeLLDEX blockchain ethereum bitcoin cryptocurrency ICO tokensale +ham,WhenIGoBackInTime I will be a bitcoin billionaire BitcoinStripper +ham,Bitcoin Price Prediction A Lull Before The Move Above$4k +spam,Xch4nge is a P2P cryptocurrency marketplace that allows users to Bitcoins XRP Litecoins Bitcoin Cash with just 1% seller fees and no fees for buyers XCH4NGE Worldwide P2P Cryptocurrency cryptoexchange XRPcommunity +ham,Cash amp8216on the Verge of Collapseamp8217 While Bitcoin Transactions Near Record Highs +ham,Been trying since last night to find the best candidate to pass the torch We have reached out to elonmusk and kobebryant to bring more awareness to Lightning Torch let see whos onboard to move LNTrustChain and Bitcoin forward โšก +spam,Software Engineer - Audience Portal - Open to flexibleremote working - BBC - More Info Javascript jobs Hiring Careers Cardiff UK Cryptocurrency Blockchain BTC BitCoin ETH crypto ๐Ÿ“‹ +ham,Rehypothecation creates paper bitcoin and violates the 21M cap and the investment thesis of basically everyone in bitcoin +ham,APompliano CarpeNoctom Bitcoin doesnt buy you a position in the Whitehouse either +spam,Dogecoin mousepad for only $099 Free Shipping doge dogecoin btc bitcoin 14 +ham,Some examples of the privacy ratings segwit savings analysis on First off is a transaction spending from a legacy address amp spending much more on fees spending a round payment amount eg 10 amp using unnecessary inputs +spam,toqqnproject This is a awesome project We must know and support I signed for juror but was denied Its unfortunate but I will continue to support this project Toqqn ooobtc bitcoin +ham,Hey check this out Bitcoin Transactions Are Approaching Highs Set During Crypto Market Bull Run CryptoGlobe via Quarry app +spam,$MAXD makes Any App Sound Better ENTER TO WIN $1000 ad wsj nytimes reuters bloomberg forbes nasdaq IHubStockPosts newyork business cnn bet foxnews bitcoin blockchain music crypto cannabis marijuana CBD rollingstones +spam,$MAXD Risk Reward Ratio Could Be In Your Favor MAXD Shares ENTER TO WIN $1000 ad wsj nytimes IHubStockPosts business bitcoin blockchain music crypto cannabis marijuana CBD lasVagas gaming players gambling winn casino entertainment +ham,Twitter CEO Jack Dorsey has been buying $10000 worth of Bitcoin per week - $BTC $TWTR crypto blockchain news +spam,Ledger Nano S Cryptocurrency Hardware Wallet Bitcoin amp Alts AUTHORIZED RETAILER +ham,Hypnoxys Decentralized Messaging Application Successfully Reaches Hard-Cap with Incentivised Dapp news bitcoin crypto cryptocurrency ethereum blockchain +ham,me with bitcoin tbh i do not need an 8th time thank u +spam,Super awesome artwork The future of money Bitcoin +ham,Starbucks Will Now Accept Bitcoin Facilitated By The NYSE Backed Bakkt Platform +ham,So the money I put in bitcoin five months ago to buy Civil tokens is no longer worth enough to buy a Civil token deflation +ham,Twitter boss Jack Dorsey buying $10000 in bitcoin each week as he predicts massive price rise +ham,Bear or bull just gotta keep building Thanks Forbes +spam,Bitcoin crypto Airdrop New Airdrop Pibble Project5 PIBBLE Airdrop $300000 value of tokens will be distributed 1 Vote for PIBBLE to 200% Airdrop 2 Register a PIBBLE wallet on Allbit and get 2000 PIB 3 1000 PIB by Referring ๐Ÿ“ข ๐Ÿš€ +spam,Ripple Recap A Week to Remember for XRP - ethereum bitcoin litecoin ada trx xrp eth btc btch TRONxlm stellar dash $ripple $ada $xrp $eth $btc $btch $xlm $eos +spam,FullStack Java Developer - Novateur Technologies Inc - More Info Java jobs Hiring Careers Chicago United States Cryptocurrency Blockchain BTC BitCoin ETH crypto ๐Ÿ“‹ +ham,Our exchange clients including Coinbase do not provide us with any personally identifiable information about their users Dr James Smith CEO Elliptic +ham,ConnerBrown niccarter I have no problem with loans Big fan of loans The issue is the terms for BlockFi They can change the rate at any point They are subsidizing the rate with VC cost The loans will only be used to short Bitcoin resulting in counterparty risk that is not commensurate with ROI +ham,Opened a bitcoin wallet today BitPay to receive bitcoin payments lets see how it goes +spam,Cheer up your morning with this sexy girl pornstar NicoletteShea tittytuesday GirlsOfTwitter cloudmacchiato bitcoin FinalAmarAMuerte LaTrampaDelFairy pancakes porn hot sexy bigboobs bigtits gorgeous nsfw mature AskStar ๐Ÿ‘ ๐Ÿ‘ +ham,Invest Now In Ripples XRP Before Its Value Goes To The Moon Experts Say - ethereum bitcoin litecoin ada trx xrp eth btc btch TRONxlm stellar dash $ripple $ada $xrp $eth $btc $btch $xlm $eos +ham,Samsung Galaxy S10 to Support Bitcoin BTC amp Ethereum ETH SamsungGalaxyS10 ethereum BTC enjincoin +ham,Cryptocurrency Networking 101 How to Get the Most and Make the Best from Blockchain Events Bitcoin ExchangeGuide +spam,Tvia the future of non addictive pain management pain painmanagement nonaddictive adwsj nytimes reuters newyork business cnn bet foxnewsbitcoin blockchain crypto energy cannabis CBD weed LAtimes miami chicago Tvia espn sports +ham,We analyzed Uphold crypto purchases via ACH amp SEPA between 010118 amp 021419 Here are a few highlights Europeans favored bitcoin 66% of SEPA buys In the Americas $XRP accounted for 59% of ACH buys Read more Uphold stats โžก โžก โžก +spam,Lending firm TheRealBlockFi is launching a crypto savings account with 6 percent annual interest payable monthly in bitcoin or ether CEO BlockFiZac joins TMacheel on CheddarLIVE to discuss +ham,Today I introduce Bitgraph an interactive visual graph explorer for Bitcoin +spam,Java Developer - ApTask Chicago United States - More Info Java jobs Hiring Careers Chicago United States Cryptocurrency Blockchain BTC BitCoin ETH crypto ๐Ÿ“‹ +ham,$BTC has found its sweet spot $3600 to $4200 Looking forward to when Bitcoin breaks out of this range +spam,Another day another airport I swear Ill run into Tom Hanks soon enough TheTerminal But first a mirror Oohhh and Dear Goldman khakis are so fifties go for designer ripped jeans n combat boots decentralized crypto bitcoin LArain ๐Ÿ˜› ๐Ÿ˜† ๐Ÿ‘ ๐Ÿคฃ ๐Ÿ“ธ ๐Ÿ˜ ๐Ÿ™‚ ๐Ÿ™ƒ +ham,Why Investors Should Be Paying Attention to AGI bitcoin altcoins fintech SingularityNET +ham,Bitcoin mining sees growth after 19-month low +ham,BTChap Its not that different from a normal bank You give up custody of your bitcoin and have counterparty risk and get 6% in return on the other side blockfi makes 6% on loans they provide to their customers Its a legit business model its not a risk-free 6% though +spam,Information Security Governance Lead - Santander Bank - More Info Java jobs Hiring Careers NewYork United States Cryptocurrency Blockchain BTC BitCoin ETH crypto ๐Ÿ“‹ +ham,Frances Main Trade Seaport Joins Blockchain Pilot for Freight Logistics Report Where to Earn free bitcoins Bitcoin BTCPeek FreeBitcoin BTC FreeBTC Money cryptocurrency crypto blockchain Hezbollah FelizMartes TuesdayMotivation ๐Ÿ“ข +ham,Inbox me if you want to earn extra income daily or weekly paid from your bitcoinmining profitable wealth bitcoin ethereum Daytrader cryptocurrency forextrader Litecoin capitalism investment bitcoin investors Forbes400 stock +ham,Massacre of Children in Peru Might Have Been a Sacrifice to Stop Bad Weather news science Revolution blockchain bitcoin cryptocurrency ethereum crypto technology fintech kbx EliteMiningInc +ham,Whats more crazy than bitcoin getting to $1000000 in the future Bitcoin getting to where it is now in the first place Never underestimate bitcoin +ham,regretandreward BitMEXResearch jonmatonis Ripple yes i agree hence my first reply +ham,1 Bitcoin grows stronger everyday By the time nation states realize its a new reserve asset that competes with central banks there wont be anything they can do to stop it Bitcoin will be too big and expensive to attack +ham,Why you shouldnt take any trading signals in the choppy market traders binaryoptions forex trade bitcoin crypto cryptocurrency cryptoinvesting CryptocurrencyNews btc news EXCHANGE altcoins finance investment stocks investing ethereum +ham,Bitcoin Cash Technical Analysis BCHUSD bulls capitalizing after big support assistance BitcoinCash Technical Analysis PivotPoints SupportResistance CryptoCurrencies +spam,Free mining bitcoin no deposit Free Bitcoin no need to invest Free cloud mining Verified by Pay 100% nq $$$ Sign Up - +spam,The project is a unique company which has no equal on the market The company is striking in its scale and ambition BeLLCoin BeLLPlatform BeLLDEX blockchain ethereum bitcoin cryptocurrency ICO tokensale +ham,EOS Litecoin Spike 13% in $5 Billion Crypto Boost Can Bitcoin Surge +ham,It looks like bitcoin could even move out of the internet into radio making it resilient to internet censorship The innovations in bitcoin technology are coming at a fast pace lately Whats next +ham,Smart idea But depends if a decentralised social media platform even takes off My guess is that the worlds edge lords and nazi larpers will jump on and ruin the project within weeks It wont have the participation that twitter has Now if twitter decentralises its diff story +spam,Free Crypto Buy Bitcoin and get free coins BTC isnt going to 10x anytime soon but this might bitcoin free crypto cryptocurrency btc ethereum ripple tron blockchain altcoin bitcoinprice hodl +ham,SO BULLISH kroger dumps visa and looks into Bitcoin lyft partners with SolveCare amp Starbucks explains their equity with Bakkt Onward - APompliano cryptocurrencies ๐Ÿš€ +ham,Think with us for a second Every year that passes the dollar has less buying power However gold keeps going up in value because of its scarcity and perceived value People are calling Bitcoin Digital Gold Trade coins via this awesome Crypto signal App ๐Ÿค” +ham,Bitcoin is up 10% Might as well do another giveaway Time to giveaway the next Blockchain Education Annual Membership $2997 Just follow me OracleOfCrypto and RT this tweet Winner will be announced 3919 +ham,Just posted a new paper Deconstructing Decentralization Exploring the Core Claim of Crypto Systems crypto decentralization veilofdecentralization blockchain bitcoin ethereum +spam,Bitcoin crypto Airdrop New Airdrop EFIN Get 1000 free EFIN coins simply by executing 10 Easy Trades on the eFIN platform This Limited Time offer is valid only for the first 200000 eFIN sign-ups There are now 10800 Sign up today for free ๐Ÿ“ข ๐Ÿš€ +ham,juanencripto iamjosephyoung Ah yeah invest in bitcoin The bitcoin maximalists are crazy Imagine argentina had invested a year ago They would be bankrupt today Have you guys ever thought that a in a real investment the investor gets dividends +ham,While Regulators Focus on Bitcoin Russias Largest Private Bank Laundered $9 Billion +ham,Revenues on the Mend Bitcoin Miners Gross Margins Grew 39% in February - Bitcoin Crypto News Blockchain +ham,Bitcoin Price Prediction A Lull Before The Move Above $4k +ham,People Are Paying Bitcoin to Send Weird and Wild Messages Into Space +spam,There are three ways to avoid wasting half your life as an employee working to fulfill somebody elses dream 1 Find a job you really love 2 start your own business or 3 buy Bitcoin +ham,Bitcoin Approaches $3900 as Crypto Markets Stabilize Stock Market Slightly Down +ham,Todays Bitcoin News Report Best Cryptocurrency Stories Overview to Read BTC ETH XRP and BCH Price Watch Todays Cryptocurrency Coin Chart Predictions Prices change every day in the crypto industry Knowing what to look for can make the difference be +ham,MrRichieHolland mrtchingy TonyLocksmiths Bitcoin is by design an open API p +ham,Soon it will be possible to get paid through WhatsApp Payments a friend shared this image and link with me I cant wait whatsapp crypto bitcoin blockchain ๐Ÿ˜Š +ham,Governments claim that a cashless society enables them to protect citizens from criminals The specters of terrorism and organized crime are often cited at this point But this makes the naive assumption that governments itself can never become evil cryptopoetry +spam,Hall Did you know XCH4NGE is now available in Iceland Residents can now buy amp sell XRP BTC LTC ETH amp BCH with live support low fees and multiple payment options Join us today at XCH4NGE Global Cryptocurrency Bitcoin cryptonews +ham,Ayushman Bharat on way to become worlds largest free healthcare scheme Arun Jaitley NEW DELHIFinance Minister Arun Jaitley Wednesday said the Pradhan Mantri Jan Arogya Yojana Ayushman Bharat is on its way to become the worl finance bitcoin tech +ham,Its look like stopped the dumping of bitcoin +spam,10 $BNB Giveaway $100 Value 3 RULES Follow SmokinEther Retweet amp Like This Tweet Turn On Tweet Alerts $BTC $LTC $XRP $BTT $ETH Bitcoin Altcoin czbinance Airdrop Binance $TRX Market Change officialmcafee Bounty Giveaway ๐Ÿšจ ๐Ÿค‘ ๐Ÿ’ฐ ๐Ÿ‘‡ โœ… โœ… โœ… ๐Ÿ‘‰ ๐Ÿ”” ๐Ÿ’ข +spam,Without any property of steep mining equipment anyone can become a node in their computer and collect payments with a click to their Blockchain Cryptocurrency ICO Grabity Bitcoin Ethereum EOS +ham,iiblockchain Great Scott the bears a 20th century term for traders who want the market to go down want bitcoin to fall to 95% of ath as you can see on the chart However theyre just trying to create a parallel time-line amp btc will in fact rise before 2021 I cant give a precise date ๐Ÿš— ๐Ÿ”ฅ +ham,Just think Litecoins 24hr trading volume is now higher than its entire market cap a month ago LitecoinFam IgnitetheFireLTC LTC Bitcoin Crypto Venezuela LN LightningNetwork LITECOIN is LEADING +spam,Dear all Dont forget Prime X ICO SALE Live Now Lets buy before STAGE 1 ends for STAGE 1 we only sell 7000000 PXC LIMITED Sign up with Us More Information ICO Binance Bitcoin Ethereum PrimeX Blockchain +spam, 250000 EUCX WORTH OVER $6000 USD EUCX EUROPEAN CRYPTO EXCHANGE CONTESTbrought to you by cryptoadventura amp MarchantMarket TO ENTER CLICK HERE TO SIGN UP FOLLOW eucxio LIKE amp RETWEET blockchain crypto bitcoin EUCX ๐Ÿ” ๐Ÿ” ๐Ÿ“ข ๐Ÿ“ข โœ” โœ” โœ” +spam,Do you want to accept crypto in your store XWallet gives merchants the power to easily accept crypto payments instantly Download to register as a Pundi X merchant and get a $2 worth of Bitcoin bonus +ham,BITCOIN IS ABOUT TO EXPLODE Starbucks Will Be Accepting BITCOIN Lyft via YouTube +ham,UNICEF Explores Blockchain to Improve Internet for Every School in Kyrgyzstan via coindesk bitcoin cryptocurrency +spam,DigiByte VS VISA - New Exchange Listing via YouTube DGB - cheaper fees and faster transactions than Bitcoin and Litecoin kroger sophicNick Visa If you are exploring CryptoCurrency as a solution do not forget the superior UTXO BlockChain +spam,Next week eToro will be hosting eToros first-ever US event in San Francisco on March 7th Guest speakers APompliano amp howardlindzon cocktails and blockchain conversation RSVP here bitcoin crypto $BTC $ETH $XRP +spam,CryptoCurrentl4 has some great points While we love our fellow crypto cousins BTC LTC etc DigiBytes transaction speed makes it ideal for in-person payments Customers waiting in line need speedy transactions DigiCafe gets the job done in 75 seconds +ham,EUCX is pioneering in regards to compliance and setting an example by being in close discourse with regulators and the government Be a part of history in the making bitcoin blockchain cryptocurrency regulations CryptoNews governance ICO $EUCX $BTC $ETH +spam,April 11th is approaching be sure to secure an EARLY BIRD TICKET NOW Here is a tip from Blockchain Solution Summit Enjoy blockchain BCSS satoshi bitcoin losangeles california conference advice +ham,Bitcoin has been in the news Wonder what all the fuss is Bitcoin +ham,Bitcoin Minings Most Surprising Haven Your Local College Campus via +ham,Crypto Panic Bitcoin QampA What is the Halvening Crypto Cashflow via ๐Ÿ™‹ +spam,Dont miss Your chance to earn profit from this great project I believe You will succeed and You will turn the world of the crypto industry Good luck in Your endeavors PrimeX ICO blockchain altcoin ethereum Bitcoin cryptocurrency +spam,Facebooks 2FA Sham Users Are Yet Again Exploited cryptonews cryptolife cryptocurrency tradingcrypto ethereum btc bitcoin blockchain crypto eth cryptocurrencynews CryptoNews cryptoinvestor cryptocurrencies fintech +spam,Trade now Frances Main Trade Seaport Joins Blockchain Pilot for Freight Logistics Report bitcoin +ham,If Amazon accepts bitcoin then why the heck dont you own some yet Get yours here +spam, is for sale selldomain domain domains domainname domainnames flower floss flowershop brand platform app bitcoin btc trading ewallet transaction services transfer money cash assets business blockchain account website forum +spam,Bitcoin Magazine EXCLUSIVE Will Tron TRX Crash Because of Craig Wright Comments Blockchain Syscoin Crypto $SYS +spam,Also interested in this project because it is very promising +ham,Cryptocurrency is more opportunity than threat says this First State Fintech Lab FSFL302 advisor BTC bitcoin blockchain finserv fintech banking in +ham,EdanYago Nice straw man you got there Would be a shame if some maximalist were to point out that he thinks shitcoins will continue to exist in a constant churn of uninteresting stupid games as Bitcoin remains the only one with a chance of succeeding as neutral apolitical hard money +ham,Wish I had known about bitcoin in 2010 ๐Ÿ˜ญ +ham,Supporting btcven is one of the best use cases for Bitcoin right now I couldnt be happier to support their work People in Venezuela NEED Bitcoin If you have any extra satoshis lying around I strongly encourage you to donate as well CantStopBitcoin +ham,justicemate I follow ideas not Men BitconSV Bitcoin BSV If most of the CSW haters would just focus on the ideas and not the Man they would realize the error of their ways +ham,Why should you trust in machine learning and not your gut Lightning speed decisions The near-unlimited computational power of machine intelligence outperforms the speed of human decision making and execution PrimeX ICO blockchain altcoin ethereum Bitcoin cryptocurrency +ham,Calling BitcoinSV a SCAM is essentially the same as calling bitcoin a scam in 2009 Think about it $BSV $BTC +spam,Free Bitcoin instantly I have recover all my scammed coins +ham,Twitter CEO Jack Dorsey buying $10000 in bitcoin each week as he predicts - JackDorsey +ham,CryptoDypto FrancesCoppola TGooding Dont forget that davidgerard has been whining about Bitcoin $BTC since $12 USD Scam Its dead amp a fad All these Haters are so funny they cant do a shit to stop Bitcoin protocol and the Token $BTC Cc ncweaver JorgeStolfi ButtCoin ArmandBouillet ๐Ÿ‘‡ ๐Ÿคท ๐Ÿ˜‚ ๐Ÿคฃ ๐Ÿ˜‚ ๐Ÿคฃ +ham,Current Bitcoin BTC Price $388157 USD The Bitcoin BTC Price a year ago on 2018-03-05 $1143298 USD bitcoin +spam,10000 $BTT - FLSAH GIVEAWAY - 1 winner will be randomly picked in 48h Easy steps 1Follow amp us 2Like amp RT this 3Like amp RT Dont forget to participate too-gt6K$ BTC TRX XRP giveaway bounty CryptoAdventure EUCX ICO PrivateSale Ongoing ๐ŸŽ ๐ŸŽ +ham,Bitcoin Analysis Price Shows Similarities with 2017 What Are Bullish and Bearish Scenarios in the Short Term btcnews cryptonews cryptocurrencies blockchain finance crypto altcoinnews cryptotrading trading cryptocurrency btc +ham,Bitcoin Minings Most Surprising Haven Your Local College Campus - +spam,BitCoin ConsenSys-Backed Civil Tries Again on Newsroom Token Launch +ham,Fuck the mainstream Fuck mass adoption as a design goal Bitcoin is punk rock If you cant take the heat get the fuck out the kitchen +spam,WileECryptote dont buy shit coins just send me your bitcoin and lets get it over with +ham,Its here our biggest announcement to date The team at is incredibly excited to officially welcome rogerkver to our advisory board Mass adoption of cryptocurrency is the goal and were only getting started ๐ŸŽ‰ ๐Ÿ‘Š +ham,Tired Stressed Watch this time lapse video and let the soothing sound of Bachs Prelude in C Major wash away your problems Bitcoin satisfyingvideo timelapse +spam,Anyone hiring a beta tester a beta a writer a male model a comedian an innovator a theta a counselor a philosopher or a remote doctor Because DMs are open for my routing and account number and my bitcoin is in the info Just lemme know whatcha need +ham,Bitcoin can handle 7 TPS and I receive payments in 10 minutes as a merchant Visa can handle 20000 TPS and I receive payments in 2 days as a merchant So which is better Source jeihjeih +ham,Breaking Acquisition documents shared with Bitcoin Magazine reveal that Coinbase purchased Neutrino for the previously undisclosed price of $135 million +ham,Cash on the Verge of Collapse While Bitcoin Transactions Near Record Highs via CCNMarkets +ham,Most educated people fail to appreciate Bitcoin because they only specialize in 1 field To truly understand Bitcoin you must have some grasp of - Econ - CS - Cryptography - Game Theory - Central Banking - Governance - Global Macro - Risk - Psych - Networks - Dist Systems +ham,A great overview of the Latium platform with some explanations of our current features and future expansions we are bringing to the crypto industry The Latium staff is always interested in collaborating with meetups amp putting crypto into the hands of every day users ๐Ÿ™ +ham,Zer0space1 Rofl how does the federal reserve curtail your freedom Why do you even have money arent you using bitcoin and gold +ham,MUST READ On 5 February 2019 AISYS Global held an investment briefing for investors in the framework of AISYS project in New York More about this event at this article Aidus blockchain digitalcurrency crypto cryptocurrency ethereum exchange bitcoin btc โœจ ๐Ÿค ๐Ÿ˜Š +spam,Bitcoin crypto Airdrop New Airdrop BIGtoken Earn rewards when you Sign Up for BIG and share your data 1 Sign Up Here 2 Complete daily Surveys 3 additional rewards by Referring ๐Ÿ“ข ๐Ÿš€ +ham,Vitalik Buterin Ethereum ETH More Advanced than Bitcoin BTC ethereum ETH +ham,BitcoinDood your missing context bitcoin dood +spam,WizXoXo You can now use your BitcoinDash or Ethereum to buy recharge cards for all networkkurepay cryptocurrency Gofundme Kurepayofficial DashNigeriaBiz Dashpay VitalikButerin +ham,What is decentralized community essential theory blockchain fintech bitcoin insurtech DigitalTransformation +spam,Call Social Start Now 5054337321 the best to manage your Social Marketing Account ad wsj nytimes reuters bloomberg thestreet forbes nasdaq IHubStockPosts cnn bet foxnews bitcoin blockchain music crypto cannabis weed marijuana CBD +ham,revenues on the mend bitcoin miners gross margins grew 39% in february cryptocurrency ripplenews trx trading altcoins coinbase SmartContracts enigma $CNY $BTCEUR money retweet +spam,BuySell Bitcoin changes with up to 100x Leverage at PrimeXBT Register straight away and turn your $75 into $10000 Receive money even if the price is going down $REP $MITH $STORJ $CRYPTO $SUB $ZRX $ZEN $MAID $ ๐Ÿค‘ ๐Ÿ’ฐ โœ… โœ… ๐Ÿ“‰ ๐Ÿ“‰ +ham,Litecoin Is Rocketing Boosting Bitcoin And Ethereum--Heres Why crypto2018 ๐Ÿ”— +ham,Because too few risk noninflationary money usurers historically become a thing and lend money at very high interest rates And since interest rates are high risk is big and incentive to grow capital diminishes few business initiatives form Tags Bitcoin Economics +ham,You have to be delusional at this point to not believe that digitally native assets like Bitcoin are going to be the standard in the future Dont be left behind +ham,Satoshi Nakamoto inventor of the sunk cost fallacy +ham, Whoever controls the media controls the mind And we are being softened up here The globalists have been working towards a cashless society for years Hence they conspired against Bitcoin Once they outlaw cash they will then have full control +ham,Being at the forefront of the Bitcoin mining industry is a matter of US national security We cannot allow China to dominate the Bitcoin transaction processing market +ham,Every now and then I think about the fact that someone legit deposited $20000 into an account to purchase a single bitcoin +ham,QuadrigaCX Judge Extends Courtroom Drama As Crypto Exchange Struggles to Account for Millions in Lost Bitcoin Ethereum Litecoin and More +ham,The latest Blockchain Today Thanks to IrishTechNews chrismezzz blockchain bitcoin +spam,Want to pay with crypto in your daily life Wish to go shopping or buy a burger with bitcoin With SOZ personal multi-currency wallet you can make instant crypto payments for any daily activity Create SOZ account NOW SOZ SecretsofZurich payments shopping burgers ๐Ÿ‘‰ ๐Ÿ‘‰ โœ… +ham,PROGRESS Two 4MW customized transformers arrived this week Complete with large smart fans built in for added cooling support in case of unexpected heat waves during summer peak hours Always better to be safe then sorry ASIC $BTC Mining Bitcoin Hosting $LTC $ETH $BCH +ham,TheRealBlockFi People rushing to give away their bitcoin Amazing +ham,CElston JpintoPedro joerogan They dont want you to buy Bitcoin just saiyan +spam,BitValve P2P Exchange will support BitcoinCash Ripple Litecoin and many more for encrypted trading bitcoincash litecoin ethereum bitcoin ripple bitvale +ham,People Are Paying Bitcoin to Send Weird and 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altcoin 1417 +ham,Explore millennia of human inventions in one exhibition Free Domain gt Hosting Get bitcoin for free +ham,Just waiting on the sidelines for $btc bottom so I can buy bitcoin for super cheap $eth $ltc ๐Ÿคฉ ๐Ÿคฉ +ham,Why Jack Dorsey Is Buying $10K in Bitcoin BTC Every Week +ham,LightningNetwork observed 7031 nodes 3718 with active channels 32017 channels 751338 BTC capacity $291658748 new in the past 24h 44 nodes 565 channels median node capacity 0016 BTC $6237 Lightning LN bitcoin $BTC +spam,Airdrop Live back with a SECOND ROUND btc bitcoin cresio cres wallstreet trade trading signals airdrop bounty token ethereum xrp multiexchange exchange cryptocurrency ico blockchain +ham,itecoin is adding MimbleWimble MimbleWimble takes the main architecture of itecoin removes code adds Confidential Transactions and the idea of cut-through and the result is a highly compressible and opaque blockchain ltc litecoin bitcoin btc litecoinfam SatoshiLite +spam,Eventbrite Just HODL It SXSW 2019 with dBlitz - 2nd Annual Bitcoin Event +ham,Grabity provides an innovative Blockchain marketplace for universal marketplace and Blockchain users Blockchain Cryptocurrency ICO Grabity Bitcoin Ethereum EOS +ham,Im going to invest in bitcoin and hopefully lose all my money +spam,Follow everyone who RT Likes this Start trading cryptos today Binance Kucoin Cryptocurrency is the future Dont be left behind CryptoDrive Bitcoin blockchain ICO BTC eth crypto airdrop bounty Binance kucoin xrp +spam,Our much anticipated Baccarat game is finally live Check the new and improved game on Play with bitcoin or eos and start earning dividends today EOSBET iGaming eosio btc +ham,Samson Mow CSO of Blockstream explains in a fireside chat that Lightning still has a long ways to go before being usable there is no original plan for Bitcoin to be a p2p electronic cash system Bitcoin is not a payments network and more โšก ๐Ÿคฆ โ™‚ +ham,Bitcoin $BTC $ETH fundstrat fintechfrank crypto business forbescrypto tuurdeemester casahodl jack biz I was very wrong NiallFerguson on crypto +ham,Ethereum ETH Price Prediction 2019 - Back to Two or Four Digits CaptainAltcoin crypto Bitcointalk bitcoinnews cryptotwitter cryptocurrency bitcoin CryptoNews cryptocurrencynews cryptoinvestment $eth eth ethereum +ham,Bitcoin is the worst bubble that entrepreneur William Hurley has ever seen +ham,Bitcoin mining sees growth after 19-monthlow +spam,Videos I made for the cosscrypto promo competition Please like and subscribe and Thanks TheCryptoLark boxmining bitcoin cryptocurrency cryptoexchange AshWednesday coss ethereum cryptocurrencymarket cryptotrading +ham,Litecoin Is Rocketing Boosting Bitcoin And Ethereum--Heres Why +ham,tpacchia I was about to tip you but you dont have a bitcoin account yet LightningNetwork TippinTwitter +spam,LOVEArmeniaWe hope to help thank you bitcoin 1896UwURka9J4MCbSdwfMc1pynArfWYXUf amazoncom Wish List +ham,Dash Core Group to Lay Off Staff in Crypto Winter Cost-Cutting Effort 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Ethereum ETH Ripple XRP EOS Stellar Litecoin LTC Cardano Monero TRON IOTA Dash Tezos ๐Ÿ‘‰ ๐Ÿ‘€ ๐Ÿ“ˆ ๐Ÿ“‰ โœ… +ham,The Graphene Block Propagation Protocol Advantages and LimitationsChallenges FinTech Cryptocurrency Blockchain Dash Crypto Bitcoin +spam,Facebook and Telegram Are Hoping to Succeed Where BitcoinFailed +spam,We dont talk much about price in our blog but we made an exception today for part 4 of our Skeptics Guide to Bitcoin Investing in Bitcoin with zhusu +ham,CryptoCurrentl4 has some great points While we love our fellow crypto cousins BTC LTC etc DigiBytes transaction speed makes it ideal for in-person payments Customers waiting in line need speedy transactions DigiCafe gets the job done in 75 seconds +spam,No ETF Decision Yet But Gemini-Backed Bitcoin Interest Account Is Live crypto Bitcoin ETFs +ham,Cant wait for more and more of these LMAO +ham,Cyber Security Threats in the Age of IoT infosec IoT security AI BigData Hacker bitcoin blockchain fintech cybersecuin +ham,Here we go Idiots Leave me alone I know what I talking about Eric DO something Bloody Im so tired Cc ericlombrozo ๐Ÿ‘‡ ๐Ÿ˜‰ +spam,Liquidity Index amp Volume Scanner LIVE Now on our platform Covering more than 300 Binance coin pairs Check our article on how to use it crypto bitcoin eth bnb +ham,Question The idea behind ETFs is to make index funds or certain portfolio strategies more accessable You can buy an index or a country or an industry You can also buy commodities without having to store them What exactly would be the point of a Bitcoin ETF besides hype +ham,Crazy reduction in a little over a year +ham,Bitcoin $BTC update First green monthly candle since July 2018 Sidenote If you still have the ability to put skin in the game this late into a bear market consider yourself lucky What doesnt kill you makes you stronger Join the free chat +spam,Doing my first giveaway 100 $XLM Stellar for the winner All you have to do -follow like amp RT -Join amp complete task bots -Tag 3 friends amp 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Blockchain Pilot for Freight Logistics Report by Helen Partz aggregated via bitcoin $BTC crypto +ham,Finally met UpstreamDataInc founder SGBarbour Steve builds mobile Bitcoin mines for Oil and Gas producers to liquidate trapped off-grid methane too costly to movesell and converts the existing wasted gas flaringventing into cheap electricity and bitcoins Amazing โšก โ› +spam,People earning cryptocurrency on the piepieapp can now stake their Mithril tokens to earn fasterstore different coins amp swap to other coins at by MithrilOfficial blockchain free freemoney investment bitcoin litecoin ethereum iota digibyte +ham,Bitcoin BTC Venezuela approaches cryptocurrency nation status Patria platform to enable Bitcoin and Litecoin payments $BTC ETH $ETH Ripple BTC Bitcoin Ethereum $xrp BitcoinCash Altcoins +ham,Very cool Ethereum eth ether blockchain crypto cryptocurrency bitcoin btc +spam,Free mining bitcoin no deposit Free Bitcoin no need to invest Free cloud mining Verified by Pay 100% uj 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one this 2019 Ante community keep upvoting ๐Ÿ™ ๐Ÿ”ฅ +spam,Binance update BCPT 6% up HOT 8% up Join our Telegram channel bitcoin BTC ETH XRP LTC BCH cryptocurrency Crypto cryptotrading +spam,Bonus Bitcoin Free bitcoin faucet Claim up to 5000 satoshi every 15 minutes bitcoin faucet via bonusbit +ham,Wrapped non-ethereum tokens on the ethereum chain are an important development to watch closely Though I do hope people put attention on security and at least make multisig federations to distribute trust between multiple institutions +spam,10$ bitcoin Livestream giveaway RT amp Follow Be active in stream ๐ŸŽ ๐ŸŽ โœ… โœ… ๐Ÿ“Ž +ham,Theres a feeling in the air Is It Time To FOMO back in to Bitcoin place Your Bets Here ๐Ÿค” ๐Ÿคท โ™‚ +ham,Hodlers are the revolutionaries A reflection on the important role hodlers play in developing Bitcoins network and other cryptocurrency networks +ham,Are you ready for a better future ๐Ÿ˜ +ham,Boomerscum I just bought 15 dollars worth of bitcoin Was this a good idea +ham,Unpopular opinion Bitcoins price will never be stabilized Especially when priced against inflationary currencies like fiat Here is golds historical price trend for some perspective +ham,adam3us Nice work I think blockstream continuing to improve their bitcoin block explorer maybe provide a bunch of free open apis like - web sockets to listen for payments to an address etc is very good and worthwhile service to provide to help foster growth +ham,MatthewLeoKell1 Thanks for following Matthew Come join our free Crypto signals group on Telegram - We provide some of the best Cryptocurrency trading signals to help to maximize profit bitcoin btc blockchain crypto cryptocurrency +ham,IDAP Bitcoin BTC crypto blockchain Project with a serious idea I advise to carefully study WP about this ICO +ham,Starbucks Will Now Accept Bitcoin crypto ethereum cryptocurrency bitcoin coffee starbucks +spam, 250000 EUCX WORTH OVER $6000 USD EUCX EUROPEAN CRYPTO EXCHANGE AWARENESS CONTEST TO ENTER 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Regulators Focus on Bitcoin Russias Largest Private Bank Laundered $9 Billion This wouldnt happen if people are in control of their own digital asset Visit to become your own bank plaakcommunity beyourownbank vergefam +ham,bitcoin cryptocurrency is only a matter of time ๐ŸŒ‹ +ham,News and Fundimental Trading just following rules to capture pips as much as possible forex forexlifestyle luxury forextrading cars bitcoin makemoney money rich +spam,Medici Portfolio Firm Partners with Caribbean Bank to Pilot Digital Currency Bitcoin BTC ETH LTC XRP +ham,How much would you pay to send a message that will fly through the space long after youre gone With Bitcoin it can cost you less than 5 cents Get creative +ham,Bitcoin BTC Price Should Hit $20k in March 2021 Analysts Predict +spam,$Share this and sign up for a free stock $ Stock market BitcoinInvestment Savings Free app Promotional giveaway $ +ham,Humans need water to survive Bitcoin doesnt need water +ham,75 billion people 21 million bitcoin Do the math +ham,Old but gold hodl crypto cryptocurrency bitcoin btc eth xrp bch ada ltc neo xrb xlm xem eos iot dash cmc xmr trx ven icx qtum +ham,Soin theoryI would like to attend a bitcoin conference but even though Im not poor the cost is kind of insane Conference fees over $1000 travel costs probably about $1000 then hotel stay in say New York another $1500 or more Cant really justify dropping $3-4k +ham,Economic historian admits to being very wrong about Bitcoin $BTC +spam, So true crypto cryptocurrency bitcoin btc eth xrp bch ada ltc neo xrb xlm xem eos iot dash cmc xmr trx ven icx qtum ๐Ÿ˜‚ ๐Ÿ˜‚ ๐Ÿ˜‚ +spam,What are some BlockChain use-cases IoT Industry40 CyberSecurity finTech Bitcoin CyberSecurity innovation voting Crypto Insurtech infosec HealthTech MT Fisher85M +ham,Fun fact the Bitcoin codebase is released under the MIT software license which does not contain a patent grant Submarine patents where you release code and then sue everyone using it for license have been successful in the US but never at scale +ham,udiWertheimer ethereumJoseph ConsenSysAcad ConsenSys Im not sure what such developer would even want to build on Bitcoin +ham,Ichimoku Cloud Bitcoin Daily Chart Shows Value Moving out of Bear Cloud and Shows Price indicator green shooting above current price candle Could be Positive Signal bitcoin +ham,Bitcoin Minings Most Surprising Haven Your Local CollegeCampus +spam,Mrwhosetheboss elonmusk verified Twitter gotta get those sweet bitcoin giveaways +ham,Twitter CEO to Joe Rogan I Think Currency of The Internet Will Be Bitcoin - +spam,TheRealBlockFi Give your bitcoin to me instead of blockfi At least you will be helping a poor guy instead of a rich one 35pbodavjPa4eZnLRx1L722YP5WGERVAxB +ham,Ethereum ETH Price Prediction Bulls Are Back With Target $150 cryptocurrency bitcoin fintech +spam,Trade IT Token In IDAX Exchange IDAX is one of top 10 Exchanges In CoinMarketCap Dont miss this event and win big prizes Be my Team Join Here Please Like 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PAYPAL FampF PAYMENT ONLY Quit bc Im pc banned dm if youre interested in og skull too TAGS skulltrooper ghoultrooper fortnite account renegaderaider reconexpert blackknight selling selly cracked sale +ham,Unpopular opinion Bitcoins price will be less volatile as its marketcap grows but will never be stabilized Especially when priced against inflationary currencies like fiat Here is golds historical price trend for some perspective +ham,meet the Chilean bitcoin miners that HATE forward thinking +ham,bitcoinsv is money and data that will make the world closer more open lighter and better $bsv bsv bitcoin +spam,Countdown clock to ICO Thx for support of MICHAELANTONIO Webpagesdesign TRLmagcom bitcoin btc +spam,Ive just posted a new blog How to use a Bitcoin wallet Set-up Buy Trade Store and Withdraw Bitcoin - Bitcoin amp Crypto Guide - Altcoin Buzz +spam,Instant $PAC Instant $PAC is the key for $PAC Coins adoption as a daily use cryptocurrency PACcoinOfficial PACBrad NetworksManager WashingtonElite pacnode PACCharityDept PacCoin bitcoin Litecoin LitecoinFam $PAC Dash PAC crypto cryptocurrency Blockchain ๐ŸŒ ๐ŸŒ +ham, GLOBAL MARKET ETHEREUM STATISTICS 06032019 by Aidus AIDUSofficial blockchain blockchaintechnology blockchainnews digitalcurrency crypto cryptocurrency ethereum ETH ethreumclassic stockmarket exchange bitcoin btc bitcoinnews ๐Ÿ“Š ๐Ÿ—“ +ham,gtScams pump the hardest gtBitcoin s 1 crypto of all time gtBitcoin is scam +ham,Lightning Network Growth in last 30 days When something compounds at 20% per month it gets very big very fast Dont risk ignoring it Node Count 7045 193% Channel Count 32010 381% Network Capacity $2901508 180% LNTrustChain bitcoin $btc +ham,A man gave away all his cash With some bitcoin he built up a stash Now hes driving a Kia Crying out MaMa Mia Till the bull market strikes in a flash +ham,Satoshi Square is TOMORROW Thursday 07 at the Basement 45 Mott 7pm Host Rachel Seigal - CryptoFinally Speakers Eric Pinos - CEO of blockchain education network Kumail Akbari - New Light Beings Nick Spanos Founder Bitcoin Center International +ham,ScottAdamsSays how would printing of paper money change the calculs of UBI Fiat money isnt a good option if paid in dollars Bitcoin or gold standard back money would be the only way I would suggest it be considered +ham,danheld RichardHeartWin theonevortex AlecZiupsnys Actually I think Bicoiners are the most conservative and pragmatic of the bunch Bitcoin is the most well-established and proven coin with the best devs Extremists seem to be everyone else shilling something as the next Bitcoin +ham,SuperYan Easily reload and invest in bitcoin when it was only a few cents Either that or essentially do what my boy Biff did in back to the future and make enough money to retire at 25 +ham,Tim May I cant speak for what Satoshi intended but I sure dont think it involved bitcoin exchanges that have draconian rules about KYC AML passports freezes on accounts and laws about reporting suspicious activity to the local secret police Cont +spam,Blockchain For Non-Profits 10 Possible Use Cases from DisruptorDaily bitcoin blockchain nonprofit Socialimpact transparency GiveTrack donations cryptocurrency charity philanthropy ๐ŸŒ ๐Ÿ” +ham,First and Second Withdrawal in about 50 days from an investment of $400 in AWS Mining You dont have to look for bitcoin buyers or know how to do bitcoin transactions You will get your raw alert in naira straight into your bank account LetsLeverage AWS +spam,BuySell Bitcoin amp altcoin moves with up to 100x Leverage at PrimeXBT Register today and trade your $150 into $5000 Earn money even if it is declining $ETHUSD $DOGE $ONT $TRX $BTC $AION $INB $CRYPTO $GUSD $K ๐Ÿค‘ ๐ŸŽ‰ โœ… โœ… ๐Ÿ“‰ ๐Ÿ“‰ +ham,Appearing in more publications We are on the good way block blockchain saiterm cryptocurrencyexchange crypto ico bitcoin ethereum industry environment +ham,Hey check this out QuadrigaCX Judge Extends Courtroom Drama As Crypto Exchange Struggles to 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swing trades Opened and added position last 2 days Finally arrived to my first TP forex luxury forexlifestyle cars rich money bitcoin luxuryhomes +ham,Grabitys ecosystem tolerates to reduce the power of the whole web and reducing node through Orbital Consensus and Genesis Hoist Blockchain Cryptocurrency ICO Grabity Bitcoin Ethereum EOS +spam,iLink2Music ELINK ERC20 Ethereum Bitcoin Blockchain One of the strongest projects in 2019 The project intresting for all investors The project is developing very good +spam,Bitcoin crypto Airdrop New Airdrop Cryptosoul CryptoSoul is the first battle royale mining game in the world Already on Coinmarketcap $0000573 1 Sign up amp Verify email 2 Complete some tasks amp KYC to Withdraw 3 Soul by ref ๐Ÿ“ข โœˆ ๐Ÿ’ฐ ๐Ÿš€ +spam,BANG BANG TheRealBlockFi is launching a Bitcoin and Ether deposit account today where you get paid 6% annual interest compounding monthly paid in cryptocurrency Bringing the HEAT on a Tuesday ๐Ÿ”ฅ ๐Ÿ”ฅ +ham,udiWertheimer antiprosynth ethereumJoseph ConsenSysAcad ConsenSys What would developers build on Bitcoin The self-proclaimed primary use case of Bitcoin is doing nothing with it aka hodling +spam,DR CRYPTO GIVEAWAY Win 100 $BITG on 41 Bitcoin Green is on a great run I will help one lucky winner start proof-of-staking mining Let me know why you are excited to begin staking 1 Follow drhodes amp btcgreen 2 Retweet Tag A Friend 3 Post $BITG address +ham,aantonop bitcoin qampa what is the halvening +ham,Renown Historian of Money Says He Was Very Wrong About Bitcoin +spam,$MAXD Can You Profit From MAXD Shares ENTER TO WIN $1000 bose pure HD beets1 ad wsj nytimes reuters bloomberg forbes nasdaq IHubStockPosts newyork business cnn bet foxnews bitcoin blockchain cannabis marijuana CBD rollingstones +spam,BuySell Bitcoin amp altcoin volatility with up to 100x Leverage at PrimeXBT Sign up straight away and turn your $100 into $7500 Make money even when the price is going down $IOST $THETA $CRO $MITH $ZRX $BTC $IOTA ๐Ÿคฉ ๐ŸŽ‰ โœ… โœ… ๐Ÿ“‰ ๐Ÿ“‰ +ham,michaelriedler ok i guess custodianship is an issue ironically anyway I doubt well see a bitcoin etf any time soon +ham,Crypto exchange Gemini-backed TheRealBlockFi is now allowing users to deposit Ethereum and Bitcoin into accounts that pay 62% annually which is an unprecedented interest rate considering that most banks pay clients a mere 008% on their fiat savings +spam,SELLING FULL ACCESS PURPLE OG SKULL TROOPER BITCOIN or PAYPAL FampF PAYMENT ONLY Selling bc Im pc banned account is fine tho DM ME TAGS skulltrooper ghoultrooper fortnite account renegaderaider reconexpert blackknight selling selly cracked sale +ham,Bitcoin Minings Most Surprising Haven Your Local College Campus +ham,When Will Bitcoin Break Free of the Bearish Blues Price Analysis for BTC March 6 BeInCrypto +ham,Were still a long way from usable bitcoin-only wallets on mobile - MyceliumCom - decent UX no segwit no LN - bluewalletio - LN awkward UX with zigzag awkward mentioning segwit and bip numbers nobody cares hide it - jack you can fix this CashApp can bring sane UX +spam,INFOGRAPHIC BLOCK-FI BITCOIN INTEREST ACCOUNTS - u can now earn 62% interest on your Crypto Here is a simplified overview how BlockFis Crypto interest accounts works for you to evaluate if its really worth doing it Pls retweet to spread awareness NotYourKeysNotYourBitcoin ๐Ÿคฆ โ™‚ +ham,iamjosephyoung They should just buy and avoid all the noise surrounding crypto and blockchain Bitcoin not blockchain +ham,Did you know that $BTG will implement Plasma technology in 2019 Do you know how will benefit the network RoadMap -gt Plasma - gt BitcoinGold plasma bitcoin btc Blockchain cryptocurrencies +spam,One way ticket to almost overnight riches forex news money stocks crypto video cryptocurrency bitcoin news fx education business today btc blockchain ethereum ico love tech rating oil daytrading review strategy venezuela job +spam,Why isnt more people talking about this Venezuela to allow remittance in Bitcoin and Litecoin Biggest story of 2019 in my opinion They did this after there Govt Crypto failed APompliano SatoshiLite clifhigh +spam,The latest The Crypto Coin Current Thanks to Extraceptional RachaelOdhiambo raceforprofits bitcoin cryptocurrency +ham,Litecoin Is Rocketing Boosting Bitcoin And Ethereum--Heres Why by billybambrough bitcoin +ham,If Real Booming Crypto Volume Could Push Bitcoin Into Raging Bull Market +ham,bitcoin next rally area for BITSTAMPBTCUSD by Larizadeh +spam,Were giving away some bitninjasupply swag Win a Wu-Crypto or Bitcoin Atari tee in a color and size of your choice To enter Follow FomoHunt Retweet and tag 2 friends Winners chosen Saturday March 16th +spam,TRON Founder to Airdrop $20M and Tesla Giveaway to Celebrate Companys Success via newlc crypto bitcoin +spam,ico Main-Sale in 2019 join today with 50% discount bitcoin lisk +spam,The type of accidents Im tryna make \ No newline at end of file diff --git a/src/tweets/tweetFilter.py b/src/tweets/tweetFilter.py new file mode 100644 index 0000000..c23630d --- /dev/null +++ b/src/tweets/tweetFilter.py @@ -0,0 +1,261 @@ +#!/usr/bin/env python + +import os, sys +from nltk.tokenize import word_tokenize +from nltk.corpus import stopwords +from nltk.stem import PorterStemmer +from math import log, sqrt +import pandas as pd +import numpy as np + +from sklearn.naive_bayes import MultinomialNB +from sklearn.feature_extraction.text import CountVectorizer +from sklearn.model_selection import train_test_split +from sklearn.metrics import classification_report, accuracy_score + +# Global Metrics +HB_NB_Precision = 0 +HB_NB_Recall = 0 +HB_NB_F_Score = 0 +HB_NB_Accuracy = 0 + +## Logic +def processTweet(tweet, gram = 2): + tweet = tweet.lower() #Lower cases + + words = word_tokenize(tweet) #Tokenise words in text + words = [w for w in words if len(w) > 2] + + if gram > 2: ## Increasing grams can increase accuracy + w = [] + for i in range(len(words) - gram + 1): + w += [' '.join(words[i:i + gram])] + return w + + # Remove stopwords + sw = stopwords.words('english') + words = [word for word in words if word not in sw] + + stemmer = PorterStemmer() # Stem words + words = [stemmer.stem(word) for word in words] + + return words + +class classifier(object): + def __init__(self, trainData): + self.tweet = trainData['tweet'] + self.labels = trainData['class'] + + def train(self): + self.TF_and_IDF() ## Bag of Words + self.TF_IDF() ## Term Frequecies + + def TF_and_IDF(self): + noTweets = self.tweet.shape[0] + self.spam = self.labels.value_counts()[1] + self.ham = self.labels.value_counts()[0] + self.total = self.spam + self.ham + + # Initialise spam vars + self.spamCount = 0 + self.hamCount = 0 + self.tfSpam = dict() + self.tfHam = dict() + self.idfSpam = dict() + self.idfHam = dict() + + ## Logic + + for entry in range(noTweets): + processed = processTweet(self.tweet[entry]) + count = list() #To keep track of whether the word has occured in the message or not. IDF count + for word in processed: + if self.labels[entry]: + self.tfSpam[word] = self.tfSpam.get(word, 0) + 1 + self.spamCount += 1 + else: + self.tfHam[word] = self.tfHam.get(word, 0) + 1 + self.hamCount += 1 + if word not in count: ## And below is Addictive Smoothing + count += [word] + for word in count: + if self.labels[entry]: + self.idfSpam[word] = self.idfSpam.get(word, 0) + 1 + else: + self.idfHam[word] = self.idfHam.get(word, 0) + 1 + + def TF_IDF(self): + self.probSpam = dict() + self.probHam = dict() + self.sumSpam = 0 + self.sumHam = 0 + for word in self.tfSpam: + self.probSpam[word] = (self.tfSpam[word]) * log((self.spam + self.ham) / (self.idfSpam[word] + self.idfHam.get(word, 0))) + self.sumSpam += self.probSpam[word] + for word in self.tfSpam: + self.probSpam[word] = (self.probSpam[word] + 1) / (self.sumSpam + len(list(self.probSpam.keys()))) + for word in self.tfHam: + self.probHam[word] = (self.tfHam[word]) * log((self.spam + self.ham) / (self.idfSpam.get(word, 0) + self.idfHam[word])) + self.sumHam += self.probHam[word] + for word in self.tfHam: + self.probHam[word] = (self.probHam[word] + 1) / (self.sumHam + len(list(self.probHam.keys()))) + + self.probSpamTotal, self.probHamTotal = self.spam / self.total, self.ham / self.total + + def classify(self, processed): + pSpam, pHam = 0, 0 + for word in processed: + if word in self.probSpam: + pSpam += log(self.probSpam[word]) + else: + pSpam -= log(self.sumSpam + len(list(self.probSpam.keys()))) + if word in self.probHam: + pHam += log(self.probHam[word]) + else: + pHam -= log(self.sumHam + len(list(self.probHam.keys()))) + pSpam += log(self.probSpamTotal) + pHam += log(self.probHamTotal) + return pSpam >= pHam + + def predict(self, testData): + result = dict() + for (i, tweet) in enumerate(testData): + processed = processTweet(tweet) + result[i] = int(self.classify(processed)) + return result + +def metrics(labels, predictions): + true_pos, true_neg, false_pos, false_neg = 0, 0, 0, 0 + for i in range(len(labels)): + true_pos += int(labels[i] == 1 and predictions[i] == 1) + true_neg += int(labels[i] == 0 and predictions[i] == 0) + false_pos += int(labels[i] == 0 and predictions[i] == 1) + false_neg += int(labels[i] == 1 and predictions[i] == 0) + HB_NB_Precision = true_pos / (true_pos + false_pos) + HB_NB_Recall = true_pos / (true_pos + false_neg) + HB_NB_F_Score = 2 * HB_NB_Precision * HB_NB_Recall / (HB_NB_Precision + HB_NB_Recall) + HB_NB_Accuracy = (true_pos + true_neg) / (true_pos + true_neg + false_pos + false_neg) + + print("HB Precision: ", HB_NB_Precision) + print("HB Recall: ", HB_NB_Recall) + print("HB F-score: ", HB_NB_F_Score) + print("HB Accuracy: ", HB_NB_Accuracy) + +class filterSpam(object): + def __init__(self, training_set): + self.training_set = training_set + + def trainFilter(self): + self.dataset() + self.train() + + def dataset(self): + self.data = pd.read_csv(self.training_set) + + self.data['class'] = self.data['classes'].map({'ham': 0, 'spam': 1}) + + self.data.drop(['classes'], axis=1, inplace=True) + + self.trainIndex, self.testIndex = list(), list() + for i in range(self.data.shape[0]): + if np.random.uniform(0, 1) < 0.75: + self.trainIndex += [i] + else: + self.testIndex += [i] + self.trainData = self.data.loc[self.trainIndex] + self.testData = self.data.loc[self.testIndex] + + self.trainData.reset_index(inplace=True) + self.testData.reset_index(inplace=True) + self.trainData.drop(['index'], axis=1, inplace=True) + self.testData.drop(['index'], axis=1, inplace=True) + + def train(self): + self.spamFilter = classifier(self.trainData) + self.spamFilter.train() + + def testData_Prediction(self): + prediction = self.spamFilter.predict(self.testData['tweet']) + + return prediction + + def testPrediction(self): + + # Test Spam/Ham tweets - should return True and False respectivly + spam = processTweet("Earn more than 0015 btc free No deposit No investment Free Bitcoins - Earn $65 free btc in 5 minutes bitcoin freebtc getbtc") + ham = processTweet("Bitcoin closed with some gains in month of February") + + hamTweet = self.spamFilter.classify(ham) + spamTweet = self.spamFilter.classify(spam) + + print("Console: ", "Spam Tweet -- ", spamTweet) + sys.stdout.flush() + print("Console: ", "Ham Tweet -- ", hamTweet) + sys.stdout.flush() + + def filterStatistics(self, prediction): + metrics(self.testData['class'], prediction) + + def filterTweet(self, tweet): + + processed = processTweet(tweet) + + classified = self.spamFilter.classify(processed) + + return classified + +class multinomialNaiveBayes(object): + def __init__(self, training_set): + self.training_set = training_set + + def trainFilter(self): + self.dataset() + self.train() + self.predictTest() + + def dataset(self): + self.data = pd.read_csv(self.training_set) + + self.data.drop_duplicates(inplace = True) + + self.data['class'] = self.data['classes'].map({'ham': 0, 'spam': 1}) + + self.cv = CountVectorizer(analyzer=processTweet) + + messages_bow = self.cv.fit_transform(self.data['tweet']) + + self.X_train, self.X_test, self.y_train, self.y_test = train_test_split(messages_bow, self.data['class'], test_size = 0.20, random_state = 0) + + def train(self): + self.classifier = MultinomialNB() + self.classifier.fit(self.X_train, self.y_train) + + def predictTest(self): + self.pred = self.classifier.predict(self.X_test) + print('Accuracy: ', accuracy_score(self.y_test, self.pred)) + + def predict(self, tweet): + message = self.cv.transform([tweet]).toarray() + + return self.classifier.predict(message) + +class tweetFilter(object): + def __init__(self): + pass + + def tweetFilterTrain(self): + self.Filter = multinomialNaiveBayes("src/resources/tweet_spam_ham.csv") + + self.Filter.trainFilter() + + ### Self coded NB get around 75 -> 85% accuracy ( not as good as SKlearns ) + # Filter.trainFilter() + # + # prediction = Filter.testData_Prediction() + # Filter.filterStatistics(prediction) + # + # Filter.testPrediction() + def tweetFilterPredit(self, tweet): + df = pd.DataFrame(self.Filter.predict(tweet)) + df[0] = df[0].map({0: 'ham', 1: 'spam'}) + return df[0][0]