Ecoer Logo

@caribbeanvibe

32

Knowledge is the ancient gift!

steemit.com/@caribbeanvibe
VOTING POWER100.00%
DOWNVOTE POWER100.00%
RESOURCE CREDITS100.00%
REPUTATION PROGRESS25.34%
Net Worth
0.368USD
STEEM
0.000STEEM
SBD
0.722SBD
Effective Power
5.010SP
├── Own SP
0.361SP
└── Incoming Deleg
+4.648SP

Detailed Balance

STEEM
balance
0.000STEEM
market_balance
0.000STEEM
savings_balance
0.000STEEM
reward_steem_balance
0.000STEEM
STEEM POWER
Own SP
0.361SP
Delegated Out
0.000SP
Delegation In
4.648SP
Effective Power
5.010SP
Reward SP (pending)
0.051SP
SBD
sbd_balance
0.553SBD
sbd_conversions
0.000SBD
sbd_market_balance
0.000SBD
savings_sbd_balance
0.000SBD
reward_sbd_balance
0.169SBD
{
  "balance": "0.000 STEEM",
  "savings_balance": "0.000 STEEM",
  "reward_steem_balance": "0.000 STEEM",
  "vesting_shares": "587.326856 VESTS",
  "delegated_vesting_shares": "0.000000 VESTS",
  "received_vesting_shares": "7556.332950 VESTS",
  "sbd_balance": "0.553 SBD",
  "savings_sbd_balance": "0.000 SBD",
  "reward_sbd_balance": "0.169 SBD",
  "conversions": []
}

Account Info

namecaribbeanvibe
id781658
rank539,044
reputation6396445167
created2018-03-02T10:08:06
recovery_accountsteem
proxyNone
post_count54
comment_count0
lifetime_vote_count0
witnesses_voted_for0
last_post2019-01-15T23:08:48
last_root_post2018-06-18T23:54:06
last_vote_time2018-06-18T23:54:42
proxied_vsf_votes0, 0, 0, 0
can_vote1
voting_power0
delayed_votes0
balance0.000 STEEM
savings_balance0.000 STEEM
sbd_balance0.553 SBD
savings_sbd_balance0.000 SBD
vesting_shares587.326856 VESTS
delegated_vesting_shares0.000000 VESTS
received_vesting_shares7556.332950 VESTS
reward_vesting_balance103.806510 VESTS
vesting_balance0.000 STEEM
vesting_withdraw_rate0.000000 VESTS
next_vesting_withdrawal1969-12-31T23:59:59
withdrawn0
to_withdraw0
withdraw_routes0
savings_withdraw_requests0
last_account_recovery1970-01-01T00:00:00
reset_accountnull
last_owner_update1970-01-01T00:00:00
last_account_update2018-04-16T16:56:06
minedNo
sbd_seconds0
sbd_last_interest_payment2018-04-24T20:13:21
savings_sbd_last_interest_payment1970-01-01T00:00:00
{
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  "memo_key": "STM7Lq5idnNBoLMN37BWQGUgv6yXfFo7roHrnSKBF2iYtsDqcTrYP",
  "json_metadata": "{\"profile\":{\"name\":\"caribbeanvibe\",\"about\":\"Knowledge is the ancient gift! \",\"cover_image\":\"http://ichef.bbci.co.uk/wwfeatures/wm/live/1280_640/images/live/p0/5x/h5/p05xh5dx.jpg\",\"profile_image\":\"https://steemitimages.com/DQmeDN9ogiLWiYhzbfAUfW61kvUnMeKG8Jziuo1MjA1W6CH/image.png\"}}",
  "posting_json_metadata": "{\"profile\":{\"name\":\"caribbeanvibe\",\"about\":\"Knowledge is the ancient gift! \",\"cover_image\":\"http://ichef.bbci.co.uk/wwfeatures/wm/live/1280_640/images/live/p0/5x/h5/p05xh5dx.jpg\",\"profile_image\":\"https://steemitimages.com/DQmeDN9ogiLWiYhzbfAUfW61kvUnMeKG8Jziuo1MjA1W6CH/image.png\"}}",
  "proxy": "",
  "last_owner_update": "1970-01-01T00:00:00",
  "last_account_update": "2018-04-16T16:56:06",
  "created": "2018-03-02T10:08:06",
  "mined": false,
  "recovery_account": "steem",
  "last_account_recovery": "1970-01-01T00:00:00",
  "reset_account": "null",
  "comment_count": 0,
  "lifetime_vote_count": 0,
  "post_count": 54,
  "can_vote": true,
  "voting_manabar": {
    "current_mana": "8143659806",
    "last_update_time": 1779056946
  },
  "downvote_manabar": {
    "current_mana": 2035914951,
    "last_update_time": 1779056946
  },
  "voting_power": 0,
  "balance": "0.000 STEEM",
  "savings_balance": "0.000 STEEM",
  "sbd_balance": "0.553 SBD",
  "sbd_seconds": "0",
  "sbd_seconds_last_update": "2018-04-24T20:13:21",
  "sbd_last_interest_payment": "2018-04-24T20:13:21",
  "savings_sbd_balance": "0.000 SBD",
  "savings_sbd_seconds": "0",
  "savings_sbd_seconds_last_update": "1970-01-01T00:00:00",
  "savings_sbd_last_interest_payment": "1970-01-01T00:00:00",
  "savings_withdraw_requests": 0,
  "reward_sbd_balance": "0.169 SBD",
  "reward_steem_balance": "0.000 STEEM",
  "reward_vesting_balance": "103.806510 VESTS",
  "reward_vesting_steem": "0.051 STEEM",
  "vesting_shares": "587.326856 VESTS",
  "delegated_vesting_shares": "0.000000 VESTS",
  "received_vesting_shares": "7556.332950 VESTS",
  "vesting_withdraw_rate": "0.000000 VESTS",
  "next_vesting_withdrawal": "1969-12-31T23:59:59",
  "withdrawn": 0,
  "to_withdraw": 0,
  "withdraw_routes": 0,
  "curation_rewards": 0,
  "posting_rewards": 475,
  "proxied_vsf_votes": [
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    0
  ],
  "witnesses_voted_for": 0,
  "last_post": "2019-01-15T23:08:48",
  "last_root_post": "2018-06-18T23:54:06",
  "last_vote_time": "2018-06-18T23:54:42",
  "post_bandwidth": 0,
  "pending_claimed_accounts": 0,
  "vesting_balance": "0.000 STEEM",
  "reputation": "6396445167",
  "transfer_history": [],
  "market_history": [],
  "post_history": [],
  "vote_history": [],
  "other_history": [],
  "witness_votes": [],
  "tags_usage": [],
  "guest_bloggers": [],
  "rank": 539044
}

Withdraw Routes

IncomingOutgoing
Empty
Empty
{
  "incoming": [],
  "outgoing": []
}
From Date
To Date
steemdelegated 4.648 SP to @caribbeanvibe
2026/05/17 22:29:06
delegatorsteem
delegateecaribbeanvibe
vesting shares7556.332950 VESTS
Transaction InfoBlock #106141336/Trx 0a8c1bba86c236a296a1fc9a24118e2ae9c7eaa2
View Raw JSON Data
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  "block": 106141336,
  "trx_in_block": 0,
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  "virtual_op": 0,
  "timestamp": "2026-05-17T22:29:06",
  "op": [
    "delegate_vesting_shares",
    {
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      "delegatee": "caribbeanvibe",
      "vesting_shares": "7556.332950 VESTS"
    }
  ]
}
steemdelegated 2.980 SP to @caribbeanvibe
2026/05/11 20:48:09
delegatorsteem
delegateecaribbeanvibe
vesting shares4844.122545 VESTS
Transaction InfoBlock #105967286/Trx 97d2bce3c591b62c3809fd9a6e44c7a48f86bef4
View Raw JSON Data
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}
steemdelegated 4.656 SP to @caribbeanvibe
2026/04/25 21:52:45
delegatorsteem
delegateecaribbeanvibe
vesting shares7568.848706 VESTS
Transaction InfoBlock #105509037/Trx acb3bd60410eeeb893170e7f2aba1de4b22a87b9
View Raw JSON Data
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  "op": [
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    }
  ]
}
steemdelegated 3.005 SP to @caribbeanvibe
2026/01/23 03:08:27
delegatorsteem
delegateecaribbeanvibe
vesting shares4885.669364 VESTS
Transaction InfoBlock #102846233/Trx df7467299c5b6446c74e0c93f5a9b45eccd9986b
View Raw JSON Data
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  "op": [
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}
2025/08/12 04:43:54
parent authorcaribbeanvibe
parent permlinksports-betting-intermediate-and-advance-level-strategies
authoroswaldd
permlinkt0v6h4
title
bodyI’ve been playing on WillBet Casino for a few weeks and it’s been solid. The interface is clean, which makes finding games quick and easy. There’s a good variety — from classics to newer releases — so I never get bored. The site [willbet-casino.com](https://willbet-casino.com/) runs smoothly even during busy hours, and deposits are processed instantly. Withdrawals have also been quick for me, which is always a huge plus. Definitely worth checking out if you want a reliable gaming spot.
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      "title": "",
      "body": "I’ve been playing on WillBet Casino for a few weeks and it’s been solid. The interface is clean, which makes finding games quick and easy. There’s a good variety — from classics to newer releases — so I never get bored. The site [willbet-casino.com](https://willbet-casino.com/) runs smoothly even during busy hours, and deposits are processed instantly. Withdrawals have also been quick for me, which is always a huge plus. Definitely worth checking out if you want a reliable gaming spot.",
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2025/07/25 09:09:54
parent authorcaribbeanvibe
parent permlinksports-betting-intermediate-and-advance-level-strategies
authorcarriejohnson
permlinkszy6si
title
bodyI’ve saved the wildest for last – have you seen their Aviator game? It’s intense. My hands were sweating the first time I played on https://1xbets.co.ke/aviator/ and now it’s a daily ritual. The rush is unreal. It's not just luck either – you need nerves and timing. One wrong click and boom, it’s gone. But when you get it right, mate, the feeling’s unbeatable. Give it a shot if you’re into adrenaline.
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      "title": "",
      "body": "I’ve saved the wildest for last – have you seen their Aviator game? It’s intense. My hands were sweating the first time I played on https://1xbets.co.ke/aviator/ and now it’s a daily ritual. The rush is unreal. It's not just luck either – you need nerves and timing. One wrong click and boom, it’s gone. But when you get it right, mate, the feeling’s unbeatable. Give it a shot if you’re into adrenaline.",
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steemdelegated 3.106 SP to @caribbeanvibe
2024/12/16 22:27:45
delegatorsteem
delegateecaribbeanvibe
vesting shares5049.888561 VESTS
Transaction InfoBlock #91292637/Trx 92a34e742d345b31f356289b9951c1dbbe7a8bc9
View Raw JSON Data
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  "timestamp": "2024-12-16T22:27:45",
  "op": [
    "delegate_vesting_shares",
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      "delegatee": "caribbeanvibe",
      "vesting_shares": "5049.888561 VESTS"
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2024/11/14 16:43:30
parent authorcaribbeanvibe
parent permlinksports-betting-intermediate-and-advance-level-strategies
authorwallitor
permlinksmy94h
title
bodyWhen it comes to intermediate and advanced sports betting strategies, I’ve found that focusing on data analysis can really set you apart. Tracking trends, player performance, and even team psychology gives you an edge. It’s also important to manage your bankroll wisely, ensuring you don’t get carried away with emotional bets. As for platforms, I’ve been using [1xBet Ghana](https://mohmafgh.com/1xbet/) recently, and I like how they offer detailed stats and live betting options—great for making informed decisions in real-time. Just remember, no strategy is foolproof, so stay patient and stick to what works for you!
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  "timestamp": "2024-11-14T16:43:30",
  "op": [
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    {
      "parent_author": "caribbeanvibe",
      "parent_permlink": "sports-betting-intermediate-and-advance-level-strategies",
      "author": "wallitor",
      "permlink": "smy94h",
      "title": "",
      "body": "When it comes to intermediate and advanced sports betting strategies, I’ve found that focusing on data analysis can really set you apart. Tracking trends, player performance, and even team psychology gives you an edge. It’s also important to manage your bankroll wisely, ensuring you don’t get carried away with emotional bets. As for platforms, I’ve been using [1xBet Ghana](https://mohmafgh.com/1xbet/) recently, and I like how they offer detailed stats and live betting options—great for making informed decisions in real-time. Just remember, no strategy is foolproof, so stay patient and stick to what works for you!",
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2023/11/13 14:22:48
parent authorcaribbeanvibe
parent permlinksports-betting-intermediate-and-advance-level-strategies
authoroleksandrengre
permlinks42fy0
title
bodySports betting offers a wide array of options. Bettors can wager on different sports, types of bets, and even live events as they happen. There are also a lot of projects, for example, [UFA](https://www.ufabetwins.me/ufa/), which I watched last week.
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      "permlink": "s42fy0",
      "title": "",
      "body": "Sports betting offers a wide array of options. Bettors can wager on different sports, types of bets, and even live events as they happen. There are also a lot of projects, for example, [UFA](https://www.ufabetwins.me/ufa/), which I watched last week.",
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steemdelegated 3.211 SP to @caribbeanvibe
2023/11/13 14:12:45
delegatorsteem
delegateecaribbeanvibe
vesting shares5219.022093 VESTS
Transaction InfoBlock #79846900/Trx 01c5051ed9fdb2fb691711f81767c2a42ee691d0
View Raw JSON Data
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  "timestamp": "2023-11-13T14:12:45",
  "op": [
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      "delegatee": "caribbeanvibe",
      "vesting_shares": "5219.022093 VESTS"
    }
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steemdelegated 5.017 SP to @caribbeanvibe
2023/09/21 19:46:33
delegatorsteem
delegateecaribbeanvibe
vesting shares8156.300879 VESTS
Transaction InfoBlock #78345377/Trx 25fb66ea6a2186532f957bd8ce53495d3fb3e448
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  "op": [
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2023/01/20 09:20:00
parent authorcaribbeanvibe
parent permlinksports-betting-intermediate-and-advance-level-strategies
authorjinx13
permlinkros1xc
title
bodyI don't trust any one-day bookmaker, it's better to trust popular and proven companies. I bet through mostbet. If you are interested in a review, visit https://pandyland.net/ . The bookmaker offers a lot of bonuses for players, especially for newbies. You can take a look and see for yourself.
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      "author": "jinx13",
      "permlink": "ros1xc",
      "title": "",
      "body": "I don't trust any one-day bookmaker, it's better to trust popular and proven companies. I bet through mostbet. If you are interested in a review, visit https://pandyland.net/ . The bookmaker offers a lot of bonuses for players, especially for newbies. You can take a look and see for yourself.",
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2022/12/15 17:25:54
parent authorcaribbeanvibe
parent permlinksports-betting-it-is
authoryenm
permlinkrmy0f3
title
bodyWhen I started betting on sports, I must have made the wrong choice of bookmaker because I immediately had problems getting the money I won. This would really help newbies and it's best to always try to choose a reliable site for betting, and the tops of the best sites here https://www.sportstips.com/bonus-codes/ helped me in this thing. It seems to me that this is a trusted source, information on which you can definitely trust. Plus they offer bonuses too!
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      "author": "yenm",
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      "title": "",
      "body": "When I started betting on sports, I must have made the wrong choice of bookmaker because I immediately had problems getting the money I won. This would really help newbies and it's best to always try to choose a reliable site for betting, and the tops of the best sites here https://www.sportstips.com/bonus-codes/ helped me in this thing. It seems to me that this is a trusted source, information on which you can definitely trust. Plus they offer bonuses too!",
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steemdelegated 5.154 SP to @caribbeanvibe
2022/11/03 09:48:03
delegatorsteem
delegateecaribbeanvibe
vesting shares8377.982317 VESTS
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2022/05/02 22:32:36
parent authorcaribbeanvibe
parent permlinksports-betting-it-is
authorcatinbox
permlinkrba1a9
title
bodyBeing a taxi driver and making bets seems funny to me, although I already earn more from a bookmaker than from a taxi, but now I do it for the soul. All because I found this site https://footballbettingz.com/ where I was able to earn some good money, because everything here is geared towards beginners. Try it too
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      "body": "Being a taxi driver and making bets seems funny to me, although I already earn more from a bookmaker than from a taxi, but now I do it for the soul. All because I found this site https://footballbettingz.com/ where I was able to earn some good money, because everything here is geared towards beginners. Try it too",
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2022/02/20 16:42:45
parent authorcaribbeanvibe
parent permlinksports-betting-it-is
authorfricky
permlinkr7m3r8
title
bodyOne of the most exciting and favorite sports is betting. Betting is an agreement between two parties where they would predict something. Basically, betting is a kind of gambling. But people don't called it as gambling. We know that gambling is making an agreement that one of the two will give money to the other based on their prediction which is not true at all. So this should be called as betting in my opinion. Betting here <a href="https://ibet789.fan/">ibet789</a> usually have many kinds. People can choose their favorite one for their interests and enjoy time for it.
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      "title": "",
      "body": "One of the most exciting and favorite sports is betting. Betting is an agreement between two parties where they would predict something. Basically, betting is a kind of gambling. But people don't called it as gambling. We know that gambling is making an agreement that one of the two will give money to the other based on their prediction which is not true at all. So this should be called as betting in my opinion. Betting here <a href=\"https://ibet789.fan/\">ibet789</a> usually have many kinds. People can choose their favorite one for their interests and enjoy time for it.",
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steemdelegated 5.289 SP to @caribbeanvibe
2022/01/17 09:13:18
delegatorsteem
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2021/12/16 06:45:57
parent authorcaribbeanvibe
parent permlinksports-betting-it-is
authorjackrichard1
permlinkr4744n
title
bodyI think these are really great tips for newbies. I also decided not to bet on everything, but to choose football, since I understand this sport the best. <a href="https://www.dimers.com/bet-hub/nhl/schedule">On this page</a>, I can always find many predictions for football matches, as well as quick bets that make the process easier. Taken together, it gives me a very good result, although many assured me that I would lose all my money.
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      "body": "I think these are really great tips for newbies. I also decided not to bet on everything, but to choose football, since I understand this sport the best. <a href=\"https://www.dimers.com/bet-hub/nhl/schedule\">On this page</a>, I can always find many predictions for football matches, as well as quick bets that make the process easier. Taken together, it gives me a very good result, although many assured me that I would lose all my money.",
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2021/08/13 13:25:27
parent authorcaribbeanvibe
parent permlinksports-betting-intermediate-and-advance-level-strategies
authorhaupt
permlinkqxs5ae
title
bodyTrust me, you're going to like it a lot. Betting can make any game more entertaining, so I think there are no reasons for you not to try it. You just need to find a good sportsbook, and there are many of them on the internet. <a href="https://www.dimers.com/quick-picks">By the following link</a>, you can check out the best platforms for betting, and I like this page because I often make winning bets there.
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      "title": "",
      "body": "Trust me, you're going to like it a lot. Betting can make any game more entertaining, so I think there are no reasons for you not to try it. You just need to find a good sportsbook, and there are many of them on the internet. <a href=\"https://www.dimers.com/quick-picks\">By the following link</a>, you can check out the best platforms for betting, and I like this page because I often make winning bets there.",
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2021/08/13 13:00:09
parent authorcaribbeanvibe
parent permlinksports-betting-intermediate-and-advance-level-strategies
authorgoosewashington
permlinkqxs446
title
bodyI've never made a bet, but since I find these articles quite often, I think it's a sign for me to try.
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steemdelegated 5.403 SP to @caribbeanvibe
2021/06/13 23:12:45
delegatorsteem
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steemdelegated 5.518 SP to @caribbeanvibe
2020/12/11 09:33:51
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steemdelegated 1.177 SP to @caribbeanvibe
2020/12/06 03:11:18
delegatorsteem
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steemdelegated 5.522 SP to @caribbeanvibe
2020/12/05 11:08:15
delegatorsteem
delegateecaribbeanvibe
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steemdelegated 1.181 SP to @caribbeanvibe
2020/11/02 12:12:24
delegatorsteem
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steemdelegated 5.646 SP to @caribbeanvibe
2020/05/09 04:06:42
delegatorsteem
delegateecaribbeanvibe
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steemdelegated 1.202 SP to @caribbeanvibe
2020/05/08 07:28:36
delegatorsteem
delegateecaribbeanvibe
vesting shares1953.311140 VESTS
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steemdelegated 5.663 SP to @caribbeanvibe
2020/03/17 11:18:21
delegatorsteem
delegateecaribbeanvibe
vesting shares9206.321759 VESTS
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steemdelegated 5.784 SP to @caribbeanvibe
2019/04/17 01:07:03
delegatorsteem
delegateecaribbeanvibe
vesting shares9402.238668 VESTS
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2019/03/02 11:14:48
parent authorcaribbeanvibe
parent permlinkcolombia-vs-japan-betting-tips
authorsteemitboard
permlinksteemitboard-notify-caribbeanvibe-20190302t111447000z
title
bodyCongratulations @caribbeanvibe! You received a personal award! <table><tr><td>https://steemitimages.com/70x70/http://steemitboard.com/@caribbeanvibe/birthday1.png</td><td>Happy Birthday! - You are on the Steem blockchain for 1 year!</td></tr></table> <sub>_[Click here to view your Board](https://steemitboard.com/@caribbeanvibe)_</sub> **Do not miss the last post from @steemitboard:** <table><tr><td><a href="https://steemit.com/carnival/@steemitboard/carnival-2019"><img src="https://steemitimages.com/64x128/http://i.cubeupload.com/rltzHT.png"></a></td><td><a href="https://steemit.com/carnival/@steemitboard/carnival-2019">Carnival Challenge - Collect badge and win 5 STEEM</a></td></tr></table> ###### [Vote for @Steemitboard as a witness](https://v2.steemconnect.com/sign/account-witness-vote?witness=steemitboard&approve=1) and get one more award and increased upvotes!
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      "title": "",
      "body": "Congratulations @caribbeanvibe! You received a personal award!\n\n<table><tr><td>https://steemitimages.com/70x70/http://steemitboard.com/@caribbeanvibe/birthday1.png</td><td>Happy Birthday! - You are on the Steem blockchain for 1 year!</td></tr></table>\n\n<sub>_[Click here to view your Board](https://steemitboard.com/@caribbeanvibe)_</sub>\n\n\n**Do not miss the last post from @steemitboard:**\n<table><tr><td><a href=\"https://steemit.com/carnival/@steemitboard/carnival-2019\"><img src=\"https://steemitimages.com/64x128/http://i.cubeupload.com/rltzHT.png\"></a></td><td><a href=\"https://steemit.com/carnival/@steemitboard/carnival-2019\">Carnival Challenge - Collect badge and win 5 STEEM</a></td></tr></table>\n\n###### [Vote for @Steemitboard as a witness](https://v2.steemconnect.com/sign/account-witness-vote?witness=steemitboard&approve=1) and get one more award and increased upvotes!",
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2019/01/22 04:24:42
parent authorcaribbeanvibe
parent permlinkre-steemcafe-s7hyebxb-20190115t230847245z
authorkenmelendez
permlinkkenmelendez-re-caribbeanvibe-re-steemcafe-s7hyebxb-20190122t042435274z
title
bodyWhen the cow jumps over it Posted using [Partiko iOS](https://steemit.com/@partiko-ios)
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steemdelegated 18.171 SP to @caribbeanvibe
2019/01/16 00:26:51
delegatorsteem
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vesting shares29537.935739 VESTS
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2019/01/15 23:08:48
parent authorsteemcafe
parent permlinks7hyebxb
authorcaribbeanvibe
permlinkre-steemcafe-s7hyebxb-20190115t230847245z
title
bodywhen moon?
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2018/06/19 00:33:24
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2018/06/18 23:58:27
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2018/06/18 23:57:21
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permlinkhow-to-forecast-bitcoin-prices
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2018/06/18 23:54:42
votercaribbeanvibe
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2018/06/18 23:54:06
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body![](https://cdn.steemitimages.com/DQmNj3AcZAA9mfK39LmvmYAY7r5mtGveh349U45mfqZpnDi/image.png) # TIP: Colombia to win, over 2.5 goals and it is either 2-1 or 3-1 for Colombia
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2018/06/18 23:50:45
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2018/06/18 23:28:24
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authorcaribbeanvibe
permlinkhow-to-forecast-bitcoin-prices
titleHOW TO FORECAST BITCOIN PRICES, REGRESSION!
bodyLet's continue where we left. In this post you can find a comprehensive explanation on the topics of Simple Linear regression (SLR). Remember that in the previous post we briefly pointed that in order to be able to run a regression and understand a regression there are 7 steps you must know. ![](https://cdn.steemitimages.com/DQmPRWB7aYfZFntH6vD52kTuXb3Hc6iWyBG684G3pjtbr43/image.png) ## 1 What are dependent and independent variables? The most basic procedure of a regression is defining what's your dependent variable and what's your independent variable. Well in order to understand what a independent variable and a dependent variable are you first have to know the basic SLR model which is the following y ̂_i=b_0+b_1 x_i![](https://cdn.steemitimages.com/DQmerrgkoGzY38N5nxTkj9b2yyeJdm5uQ8STKTRET9VH3L4/image.png) Your "y"axis is your dependent variable and your "x " axis is your independent variable. So how do you know which of your variables is the dependent and independent variable? well it's really simple. In order to know which on is which. Just remember this trick. Your dependent variable is the outcome variable, which in all the cases is the variable you are trying to predict. Since, we want to predict bitcoin prices, then the dependent variable, also known as the y variable is the bitcoin prices. Once you have your dependent variable, the other variables are your independent variables. The X axis AKA the independent variables are the variables that have some influence on your dependent variable. So if your independent variable changes then this will cause that your dependent variable changes. After knowing which are your dependent and independent variable, just plot your graph and make a scatter plot, to visualize your data. ## 2 What is a "Time series" SLR can be done on different topics and are use in many different fields. The way on uses SLR relies on the type of data one is working with. Since, we are focussing on making a SLR for bitcoin prices you have to know that the only two things you get from looking at a graph on coinmarketcap.com are the prices and time. These type of graphs where a certain outcome variables is plotted against time are called time series. ![](https://cdn.steemitimages.com/DQmbvy3z3NY5mEWTTRhGQYo37drUoYRgzVYdV8YynjebW9h/image.png) ## 3 What is seasonality? The first two concepts are relatively easy. Now we get into the more challenging parts of a SLR. When we are looking at a time series we have to talk about the seasonality. In some cases seasonality places a role. Seasonality is basically a pattern every year that seems to be present. Seasonality can be either multiplicative or summative. Its important to know whether the re is seasonality in your time series. If there's seasonality, we have to adjust for seasonality, otherwise our model will be missing important information that one can find in the seasonality. There are many different ways to adjust for seasonality, one of the easiest ways to adjust for seasonality is to use dummy variables. If you have a question regarding on how to do this then ask and we will explain it in a different post. Because the process has a few steps that will just make this post too long. ![](https://cdn.steemitimages.com/DQme4iPaYcJDyse6GgqsBACeUke9L4G4SrMn2WaKPMGCX8s/image.png) ## 4 What's a trend? good question, we will discuss this tomorrow. You can start having a look on what the difference is between stochastic and deterministic trends. ## 5 What are residuals? To be continued... ## 6 What's a random walk? or what is a white noise? To be continued... ## 7 What's cyclicaltity? To be continued.. ### We will continue on our next post with 4,5 and 6. We will leave 7 for one post alone, because it is one of the most interesting parts of the SLR models. Tomorrow we might not post due to the world cup. Our appologies
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      "body": "Let's continue where we left. In this post you can find a comprehensive explanation on the topics of Simple Linear regression (SLR). Remember that in the previous post we briefly pointed that in order to be able to run a regression and understand a regression there are 7 steps you must know.\n\n![](https://cdn.steemitimages.com/DQmPRWB7aYfZFntH6vD52kTuXb3Hc6iWyBG684G3pjtbr43/image.png)\n\n## 1 What are dependent and independent variables?\n The most basic procedure of a regression is defining what's your dependent variable and what's your independent variable. Well in order to understand what a independent variable and a dependent variable are you first have to know the basic SLR model which is the following y ̂_i=b_0+b_1 x_i![](https://cdn.steemitimages.com/DQmerrgkoGzY38N5nxTkj9b2yyeJdm5uQ8STKTRET9VH3L4/image.png)\n\nYour \"y\"axis is your dependent variable and your \"x \" axis is your independent variable. So how do you know which of your variables is the dependent and independent variable? well it's really simple. In order to know which on is which. Just remember this trick. Your dependent variable is the outcome variable, which in all the cases is the variable you are trying to predict. Since, we want to predict bitcoin prices, then the dependent variable, also known as the y variable is the bitcoin prices. Once you have your dependent variable, the other variables are your independent variables. The X axis AKA the independent variables are the variables that have some influence on your dependent variable. So if your independent variable changes then this will cause that your dependent variable changes. \n\nAfter knowing which are your dependent and independent variable, just plot your graph and make a scatter plot,  to visualize your data.\n\n## 2 What is a \"Time series\"\n\nSLR can be done on different topics and are use in many different fields. The way on uses SLR relies on the type of data one is working with. Since, we are focussing on making a SLR for bitcoin prices you have to know that the only two things you get from looking at a graph on coinmarketcap.com are the prices and time. These type of graphs where a certain outcome variables is plotted against time are called time series.\n![](https://cdn.steemitimages.com/DQmbvy3z3NY5mEWTTRhGQYo37drUoYRgzVYdV8YynjebW9h/image.png)\n\n## 3 What is seasonality?\nThe first two concepts are relatively easy. Now we get into the more challenging parts of a SLR. When we are looking at a time series we  have to talk about the seasonality. In some cases seasonality places a role. Seasonality is basically a pattern every year that seems to be present. Seasonality can be either multiplicative or summative. Its important to know whether the re is seasonality in your time series. If there's seasonality, we have to adjust for seasonality, otherwise our model will be missing important information that one can find in the seasonality. There are many different ways to adjust for seasonality, one of the easiest ways to adjust for seasonality is to use dummy  variables. If you have a question regarding on how to do this then ask and we will explain it in a different post. Because the process has a few steps that will just make this post too long.\n\n![](https://cdn.steemitimages.com/DQme4iPaYcJDyse6GgqsBACeUke9L4G4SrMn2WaKPMGCX8s/image.png)\n\n## 4 What's a trend?\ngood question, we will discuss this tomorrow. You can start having a look on what the difference is between stochastic and deterministic trends.\n\n## 5 What are residuals?\nTo be continued...\n\n## 6 What's a random walk? or what is a white noise?\nTo be continued...\n\n## 7 What's cyclicaltity?\nTo be continued..\n\n### We will continue on our next post with 4,5 and 6. We will leave 7 for one post alone, because it is one of the most interesting parts of the SLR models. Tomorrow we might not post due to the world cup. Our appologies",
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2018/06/18 23:26:36
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authorcaribbeanvibe
permlinkhow-to-forecast-bitcoin-prices
titleHOW TO FORECASt BITCOIN PRICES, REGRESSION!
bodyLet's continue where we left. In this post you can find a comprehensive explanation on the topics of Simple Linear regression (SLR). Remember that in the previous post we briefly pointed that in order to be able to run a regression and understand a regression there are 7 steps you must know. ![](https://cdn.steemitimages.com/DQmPRWB7aYfZFntH6vD52kTuXb3Hc6iWyBG684G3pjtbr43/image.png) ## 1 What are dependent and independent variables? The most basic procedure of a regression is defining what's your dependent variable and what's your independent variable. Well in order to understand what a independent variable and a dependent variable are you first have to know the basic SLR model which is the following y ̂_i=b_0+b_1 x_i![](https://cdn.steemitimages.com/DQmerrgkoGzY38N5nxTkj9b2yyeJdm5uQ8STKTRET9VH3L4/image.png) Your "y"axis is your dependent variable and your "x " axis is your independent variable. So how do you know which of your variables is the dependent and independent variable? well it's really simple. In order to know which on is which. Just remember this trick. Your dependent variable is the outcome variable, which in all the cases is the variable you are trying to predict. Since, we want to predict bitcoin prices, then the dependent variable, also known as the y variable is the bitcoin prices. Once you have your dependent variable, the other variables are your independent variables. The X axis AKA the independent variables are the variables that have some influence on your dependent variable. So if your independent variable changes then this will cause that your dependent variable changes. After knowing which are your dependent and independent variable, just plot your graph and make a scatter plot, to visualize your data. ## 2 What is a "Time series" SLR can be done on different topics and are use in many different fields. The way on uses SLR relies on the type of data one is working with. Since, we are focussing on making a SLR for bitcoin prices you have to know that the only two things you get from looking at a graph on coinmarketcap.com are the prices and time. These type of graphs where a certain outcome variables is plotted against time are called time series. ![](https://cdn.steemitimages.com/DQmbvy3z3NY5mEWTTRhGQYo37drUoYRgzVYdV8YynjebW9h/image.png) ## 3 What is seasonality? The first two concepts are relatively easy. Now we get into the more challenging parts of a SLR. When we are looking at a time series we have to talk about the seasonality. In some cases seasonality places a role. Seasonality is basically a pattern every year that seems to be present. Seasonality can be either multiplicative or summative. Its important to know whether the re is seasonality in your time series. If there's seasonality, we have to adjust for seasonality, otherwise our model will be missing important information that one can find in the seasonality. There are many different ways to adjust for seasonality, one of the easiest ways to adjust for seasonality is to use dummy variables. If you have a question regarding on how to do this then ask and we will explain it in a different post. Because the process has a few steps that will just make this post too long. ![](https://cdn.steemitimages.com/DQme4iPaYcJDyse6GgqsBACeUke9L4G4SrMn2WaKPMGCX8s/image.png) ## 4 What's a trend? good question, we will discuss this tomorrow. You can start having a look on what the difference is between stochastic and deterministic trends. ## 5 What are residuals? To be continued... ## 6 What's a random walk? or what is a white noise? To be continued... ## 7 What's cyclicaltity? To be continued.. ### We will continue on our next post with 4,5 and 6. We will leave 7 for one post alone, because it is one of the most interesting parts of the SLR models. Tomorrow we might not post due to the world cup. Our appologies
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      "body": "Let's continue where we left. In this post you can find a comprehensive explanation on the topics of Simple Linear regression (SLR). Remember that in the previous post we briefly pointed that in order to be able to run a regression and understand a regression there are 7 steps you must know.\n\n![](https://cdn.steemitimages.com/DQmPRWB7aYfZFntH6vD52kTuXb3Hc6iWyBG684G3pjtbr43/image.png)\n\n## 1 What are dependent and independent variables?\n The most basic procedure of a regression is defining what's your dependent variable and what's your independent variable. Well in order to understand what a independent variable and a dependent variable are you first have to know the basic SLR model which is the following y ̂_i=b_0+b_1 x_i![](https://cdn.steemitimages.com/DQmerrgkoGzY38N5nxTkj9b2yyeJdm5uQ8STKTRET9VH3L4/image.png)\n\nYour \"y\"axis is your dependent variable and your \"x \" axis is your independent variable. So how do you know which of your variables is the dependent and independent variable? well it's really simple. In order to know which on is which. Just remember this trick. Your dependent variable is the outcome variable, which in all the cases is the variable you are trying to predict. Since, we want to predict bitcoin prices, then the dependent variable, also known as the y variable is the bitcoin prices. Once you have your dependent variable, the other variables are your independent variables. The X axis AKA the independent variables are the variables that have some influence on your dependent variable. So if your independent variable changes then this will cause that your dependent variable changes. \n\nAfter knowing which are your dependent and independent variable, just plot your graph and make a scatter plot,  to visualize your data.\n\n## 2 What is a \"Time series\"\n\nSLR can be done on different topics and are use in many different fields. The way on uses SLR relies on the type of data one is working with. Since, we are focussing on making a SLR for bitcoin prices you have to know that the only two things you get from looking at a graph on coinmarketcap.com are the prices and time. These type of graphs where a certain outcome variables is plotted against time are called time series.\n![](https://cdn.steemitimages.com/DQmbvy3z3NY5mEWTTRhGQYo37drUoYRgzVYdV8YynjebW9h/image.png)\n\n## 3 What is seasonality?\nThe first two concepts are relatively easy. Now we get into the more challenging parts of a SLR. When we are looking at a time series we  have to talk about the seasonality. In some cases seasonality places a role. Seasonality is basically a pattern every year that seems to be present. Seasonality can be either multiplicative or summative. Its important to know whether the re is seasonality in your time series. If there's seasonality, we have to adjust for seasonality, otherwise our model will be missing important information that one can find in the seasonality. There are many different ways to adjust for seasonality, one of the easiest ways to adjust for seasonality is to use dummy  variables. If you have a question regarding on how to do this then ask and we will explain it in a different post. Because the process has a few steps that will just make this post too long.\n\n![](https://cdn.steemitimages.com/DQme4iPaYcJDyse6GgqsBACeUke9L4G4SrMn2WaKPMGCX8s/image.png)\n\n## 4 What's a trend?\ngood question, we will discuss this tomorrow. You can start having a look on what the difference is between stochastic and deterministic trends.\n\n## 5 What are residuals?\nTo be continued...\n\n## 6 What's a random walk? or what is a white noise?\nTo be continued...\n\n## 7 What's cyclicaltity?\nTo be continued..\n\n### We will continue on our next post with 4,5 and 6. We will leave 7 for one post alone, because it is one of the most interesting parts of the SLR models. Tomorrow we might not post due to the world cup. Our appologies",
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2018/06/18 23:26:03
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2018/06/18 23:25:48
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2018/06/18 23:25:36
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permlinkhow-to-forecast-bitcoin-prices
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bodyLet's continue where we left. In this post you can find a comprehensive explanation on the topics of Simple Linear regression (SLR). Remember that in the previous post we briefly pointed that in order to be able to run a regression and understand a regression there are 7 steps you must know. ![](https://cdn.steemitimages.com/DQmPRWB7aYfZFntH6vD52kTuXb3Hc6iWyBG684G3pjtbr43/image.png) ## 1 What are dependent and independent variables? The most basic procedure of a regression is defining what's your dependent variable and what's your independent variable. Well in order to understand what a independent variable and a dependent variable are you first have to know the basic SLR model which is the following y ̂_i=b_0+b_1 x_i![](https://cdn.steemitimages.com/DQmerrgkoGzY38N5nxTkj9b2yyeJdm5uQ8STKTRET9VH3L4/image.png) Your "y"axis is your dependent variable and your "x " axis is your independent variable. So how do you know which of your variables is the dependent and independent variable? well it's really simple. In order to know which on is which. Just remember this trick. Your dependent variable is the outcome variable, which in all the cases is the variable you are trying to predict. Since, we want to predict bitcoin prices, then the dependent variable, also known as the y variable is the bitcoin prices. Once you have your dependent variable, the other variables are your independent variables. The X axis AKA the independent variables are the variables that have some influence on your dependent variable. So if your independent variable changes then this will cause that your dependent variable changes. After knowing which are your dependent and independent variable, just plot your graph and make a scatter plot, to visualize your data. ## 2 What is a "Time series" SLR can be done on different topics and are use in many different fields. The way on uses SLR relies on the type of data one is working with. Since, we are focussing on making a SLR for bitcoin prices you have to know that the only two things you get from looking at a graph on coinmarketcap.com are the prices and time. These type of graphs where a certain outcome variables is plotted against time are called time series. ![](https://cdn.steemitimages.com/DQmbvy3z3NY5mEWTTRhGQYo37drUoYRgzVYdV8YynjebW9h/image.png) ## 3 What is seasonality? The first two concepts are relatively easy. Now we get into the more challenging parts of a SLR. When we are looking at a time series we have to talk about the seasonality. In some cases seasonality places a role. Seasonality is basically a pattern every year that seems to be present. Seasonality can be either multiplicative or summative. Its important to know whether the re is seasonality in your time series. If there's seasonality, we have to adjust for seasonality, otherwise our model will be missing important information that one can find in the seasonality. There are many different ways to adjust for seasonality, one of the easiest ways to adjust for seasonality is to use dummy variables. If you have a question regarding on how to do this then ask and we will explain it in a different post. Because the process has a few steps that will just make this post too long. ![](https://cdn.steemitimages.com/DQme4iPaYcJDyse6GgqsBACeUke9L4G4SrMn2WaKPMGCX8s/image.png) ## 4 What's a trend? good question, we will discuss this tomorrow. You can start having a look on what the difference is between stochastic and deterministic trends. ## 5 What are residuals? To be continued... ## 6 What's a random walk? or what is a white noise? To be continued... ## 7 What's cyclicaltity? To be continued.. ### We will continue on our next post with 4,5 and 6. We will leave 7 for one post alone, because it is one of the most interesting parts of the SLR models. Tomorrow we might not post due to the world cup. Our appologies
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2018/06/18 02:33:42
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2018/06/17 02:41:15
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2018/06/17 02:41:09
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2018/06/17 02:40:57
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2018/06/17 02:40:24
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2018/06/17 02:40:18
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bodyIs that time of every four years where fans an non football fans join together to watch the most anticipated tournament of the whole year. I'm talking about la liga. The world cup is the most beautiful event that has ever existed since I was 6 years old. I still remember Like it was yesterday when Zidane led France to winning the world cup. Now we are in a new era, an era were most people choose a team based on one player or different reasons. # Choosing a team for the world cup Choosing a team for the world cup to follow is something everyone must do in life. It gives life the purpose of living and watching the world cup. **How do you choose a team?** If one of the countries playing is the country of your birth then you are automatically a fan of that country. **What happens if your country did not classify?** well basically if you are a Ronaldo fan, you should choose Portugal, if you are a Messi fan you should choose Argentina. # So who's going tho win? That's easy... it is either between these countries: 1) Brazil, this is not the brazil of 2014 trust me, they qualified without loosing a single game! They are the favorites to win on my list (7-1 will not happen this time if they meet Germany) ![](https://cdn.steemitimages.com/DQmRf2YtfVhjfLU9u21n15X9vRSaBdKpSkcWC5GVhwUHXMV/image.png) 2) Germany, strong chemistry and the previous world cup winners! (Germany always seems to amaze me how each world cup they are always in the top three favorites to win) ![](https://cdn.steemitimages.com/DQmXKG4gB46q54QiqknZkg38MEq1HHUJnPaNHKCSxitrbMe/image.png) 3) France, young talents and of course the runner ups of the euro cup ![](https://cdn.steemitimages.com/DQmf44ggQs2WAB6BPK4NKMMaEmnCpbQLnkXDizDXYRBEMG8/image.png) 4) Portugal, not just because of CR7, but because they are the current Euro cup winners, so yeah they have plenty of chances. ![](https://cdn.steemitimages.com/DQmcb5oP9zTViUMcGAJ4gPoqXnqxab8iw8KB8VtuLP1C2FG/image.png) 5. Spain, If Spain manges to keep balance and find their beautiful form that they had in 2010 they will be a dangerous team and most likely the hardest to beat. ![](https://cdn.steemitimages.com/DQmd6gUEtgf4FXoiorYjSqSh8CW69RJ8Gz2FFaNj85D2AWj/image.png) ### These are the top 5 teams most likely to win. Other memorable mentions are: ### Russia ![](https://cdn.steemitimages.com/DQmP4YHvVg3BiciwKPLvzHfzzx2xDwRFyiRRiJ2rg9npuMA/image.png) ### Colombia ![](https://cdn.steemitimages.com/DQmSVeaVp7HK7VZXkU7kFAYgM4SZ6YswebPcd72iZHNUA1b/image.png) ### Argentina, their current form is actually not that great. However they have the second best player in the world! ![](https://cdn.steemitimages.com/DQmPdWsyNX32dsgPknumcXtP3RDMdmeyGQU49HoGHcMa7cA/image.png)
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      "body": "Is that time of every four years where fans an non football fans join together to watch the most anticipated tournament of the whole year. I'm talking about la liga. The world cup is the most beautiful event that has ever existed since I was 6 years old. I still remember Like it was yesterday when Zidane led France to winning the world cup. Now we are in a new era, an era were most people choose a team based on one player or different reasons.\n\n# Choosing a team for the world cup\nChoosing a team for the world cup to follow is something everyone must do in life. It gives life the purpose of living and watching the world cup. **How do you choose a team?** If one of the countries playing is the country of your birth then you are automatically a fan of that country. **What happens if your country did not classify?** well basically if you are a Ronaldo fan, you should choose Portugal, if you are a Messi fan you should choose Argentina. \n\n# So who's going tho win?\n\nThat's easy... it is either between these countries:\n\n1) Brazil, this is not the brazil of 2014 trust me, they qualified without loosing a single game! They are the favorites to win on my list (7-1 will not happen this time if they meet Germany)\n![](https://cdn.steemitimages.com/DQmRf2YtfVhjfLU9u21n15X9vRSaBdKpSkcWC5GVhwUHXMV/image.png) \n\n2) Germany, strong chemistry and the previous world cup winners! (Germany always seems to amaze me how each world cup they are always in the top three favorites to win)\n![](https://cdn.steemitimages.com/DQmXKG4gB46q54QiqknZkg38MEq1HHUJnPaNHKCSxitrbMe/image.png)\n\n3) France, young talents and of course the runner ups of the euro cup\n![](https://cdn.steemitimages.com/DQmf44ggQs2WAB6BPK4NKMMaEmnCpbQLnkXDizDXYRBEMG8/image.png)\n\n4) Portugal, not just because of CR7, but because they are the current Euro cup winners, so yeah they have plenty of chances.\n\n![](https://cdn.steemitimages.com/DQmcb5oP9zTViUMcGAJ4gPoqXnqxab8iw8KB8VtuLP1C2FG/image.png)\n\n5. Spain, If Spain manges to keep balance and find their beautiful form that they had in 2010 they will be a dangerous team and most likely the hardest to beat.\n\n![](https://cdn.steemitimages.com/DQmd6gUEtgf4FXoiorYjSqSh8CW69RJ8Gz2FFaNj85D2AWj/image.png)\n\n\n### These are the top 5 teams most likely to win. Other memorable mentions are:\n\n### Russia\n![](https://cdn.steemitimages.com/DQmP4YHvVg3BiciwKPLvzHfzzx2xDwRFyiRRiJ2rg9npuMA/image.png)\n\n \n### Colombia\n![](https://cdn.steemitimages.com/DQmSVeaVp7HK7VZXkU7kFAYgM4SZ6YswebPcd72iZHNUA1b/image.png)\n\n### Argentina, their current form is actually not that great. However they have the second best player in the world!\n![](https://cdn.steemitimages.com/DQmPdWsyNX32dsgPknumcXtP3RDMdmeyGQU49HoGHcMa7cA/image.png)",
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2018/06/13 22:21:42
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bodyThis is just a evening snack of knowledge stay tune for tomorrow and Friday for a more elaborate piece.
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2018/06/13 22:19:30
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permlinkadditional-information-about-linear-regression
titleADDITIONAL INFORMATION ABOUT LINEAR REGRESSION
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2018/06/13 22:18:48
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2018/06/13 22:18:15
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2018/06/13 22:18:06
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body![](https://cdn.steemitimages.com/DQmU75AiuRoErenK8vNZhjjXAdjaaLS8PcBrjrGfGbRFCsY/image.png) ### Before we dive in in SLR models (Simple linear regression models) there are a few things we have to discuss and explain. 1) What are dependent and independent variables 2) What is a "Time series"? 3) What is seasonality? 4) What's a trend? 5) What are residuals? 6) What's a random walk? or what is a white noise? 7) What's cyclicality? Of course we will briefly explain what a p value is and how you have to interpret the out put of a regression. Once we are this far that we have explained all the rules and concepts of a simple linear regression then we will show how to forecast with a SLR model. Remember always to have enough data in order to make a regression. The more data the better the quality, well in most cases. ![](https://cdn.steemitimages.com/DQmSY5o9tQVuCe2GXLJioaNhHXgWQrZYf5r7Gf9FvoqgKnq/image.png) We will continue with the 7 main concepts this week and by the end of next week will be touching up on forecasting (if everything goes according to schedule). # Stay tune for more ;)
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      "body": "![](https://cdn.steemitimages.com/DQmU75AiuRoErenK8vNZhjjXAdjaaLS8PcBrjrGfGbRFCsY/image.png)\n### Before we dive in in SLR models (Simple linear regression models) there are a few things we have to discuss and explain. \n1) What are dependent and independent variables\n2) What is a \"Time series\"?\n3) What is seasonality?\n4) What's a trend?\n5) What are residuals?\n6) What's a random walk? or what is a white noise?\n7) What's cyclicality?\n\nOf course we will briefly explain what a p value is and how you have to interpret the out put of a regression. Once we are this far that we have explained all the rules and concepts of a simple linear regression then we will show how to forecast with a SLR model. Remember always to have enough data in order to make a regression. The more data the better the quality, well in most cases. \n![](https://cdn.steemitimages.com/DQmSY5o9tQVuCe2GXLJioaNhHXgWQrZYf5r7Gf9FvoqgKnq/image.png)\n\nWe will continue with the 7 main concepts this week and by the end of next week will be touching up on forecasting (if everything goes according to schedule).\n\n# Stay tune for more ;)",
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2018/06/12 10:21:42
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2018/06/12 09:54:03
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2018/06/12 09:53:51
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bodyIf you have any questions regarding forecasting or any other topics , do not hesitate to ask we do not bite ;). We hope to have helped out a lot with this post, cheers. Remember that we will be forecasting bitcoin prices once we have shown all the rules and theorems behind the SLR. Then we will move to another segment that you as a follower can choose :D. cheers everyone and enjoy the sun.
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      "body": "If you have any questions regarding forecasting or any other topics , do not hesitate to ask we do not bite ;). We hope to have helped out a lot with this post, cheers. Remember that we will be forecasting bitcoin prices once we have shown all the rules and theorems behind the SLR. Then we will move to another segment that you as a follower can choose :D. cheers everyone and enjoy the sun.",
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2018/06/12 09:50:48
parent author
parent permlinkblog
authorcaribbeanvibe
permlinkhow-to-forecast-bitcoin-prices-part-3-for-intermediate
titleHOW TO FORECAST BITCOIN PRICES PART 3 (FOR INTERMEDIATE) !!!
body## Why did it took so long? It's been a while since we wrote something. Some of us have been busy with work, finishing master's and finding a job. Finally we are close to summer vacation, which means vacation. This also means that we will have more time to write or blogs on topics. # Which forecasting method are we talking about? Well lets pick up where we left at. In our last blog we talked about forecasting with exponential smoothing and moving average. Those two methods are really easy to use. So we definitely recommend to check our previous blog which explains these two extensively. Today we will talk about the one an only the ***regression model!*** ![](https://cdn.steemitimages.com/DQmVsi2y6keHS8eAcgTfrsy3GHqSzapBW5uVfrQnKvgt5We/image.png) # Regression my old friend If you ever had statistics or basics in time-series, you have definitely heard of the regression model. We will be talking about the simple linear regression model. Linear regression is used quite often for large run forecasts and it is popular among corporate firms. ![](https://cdn.steemitimages.com/DQmS5uxbGq9e9qUxApHtvNDzVPR8bcHBFmiiBhVPRVzgGrt/image.png) # SLR (Simple linear regression) ***Using regression models for forecasting*** can be done in three stages. Number one specified the dependent variables. Secondly, create a model indicating the form of the relation between the independent and dependent variables. Once the first two steps have been clarified then, the model can be estimated by means of the regression analysis. Once you have the data you basically can run a linear regression analysis. A regression analysis can be done in almost in any program and software. You can even code and make your own linear regression analysis from scratch using java , C++, python ect. If you have excel, in excel you can fin the analysis tool pack. Once you click on the analysis tool pack you can find the regression analysis option. # Developing regression models We will now describe the basic steps that are used to develop a regression. Keep in mind there's a lot of theory behind regression, and also behind the simple linear regression. SLR can become sometimes difficult to understand because there are certain rules you have to follow. *Nevertheless, you don't have to follow all the rules and theorems, you follow the rules to make your regression model more accurate. The less rules you follow the less accurate your model will be. Here we just mention the four basic steps. In our next part theorems of SRL are discussed and in our last part we touch up on the econometrics behind the SLR. 1) **Plot prices over time** (in this case bitcoin prices, this is also known as a time series) 2) **Consider the variables that are relevant to predict the prices** (normally this is done, but for bitcoin we only focus on the price variable, we will talk in the next part about trends, seasonality, residuals ect.) 3) **Collect data** (you can do this by going to coinmarketcap website and download the bitcoin prices of the last three months, last year, our last five years and put it on a excel file). 4) **Analyze the data** (this is done after you let excel or your chosen program run the regression, you will obtain a table and a graph that you will have to interpret. We will help you in the next parts on how to interpret a regression output) ![](https://cdn.steemitimages.com/DQmQi93uZ4A5jiPi1mKEvETXLz8enWXoeWjDPGwUssWx9Sa/image.png) # Stay tune We will describe the rules, theorems and analysis in the next upcoming posts. The Simple linear regression is not so simple, but do not worry we will try to explain everything as simple as possible. We will show in the end after all the basics have been explained how we can currently regres the bitcoin prices. # P.S Just hold on in these bear markets and stay strong for now!
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      "body": "## Why did it took so long?\nIt's been a while since we wrote something. Some of us have been busy with work, finishing master's and finding a job. Finally we are close to summer vacation, which means vacation. This also means that we will have more time to write or blogs on topics.\n\n# Which forecasting method are we talking about?\n\nWell lets pick up where we left at. In our last blog we talked about forecasting with exponential smoothing and moving average. Those two methods are really easy to use. So we definitely recommend to check our previous blog which explains these two extensively. Today we will talk about the one an only the ***regression model!***\n\n![](https://cdn.steemitimages.com/DQmVsi2y6keHS8eAcgTfrsy3GHqSzapBW5uVfrQnKvgt5We/image.png)\n\n# Regression my old friend\n If you ever had statistics or basics in time-series, you have definitely heard of the regression model. We will be talking about the simple linear regression model. Linear regression is used quite often for large run forecasts and it is popular among corporate firms.\n\n![](https://cdn.steemitimages.com/DQmS5uxbGq9e9qUxApHtvNDzVPR8bcHBFmiiBhVPRVzgGrt/image.png)\n\n# SLR (Simple linear regression)\n\n***Using regression models for forecasting*** can be done in three stages. Number one specified the dependent variables. Secondly, create a model indicating the form of the relation between the independent and dependent variables. Once the first two steps have been clarified then, the model can be estimated by means of the regression analysis. Once you have the data you basically can run a linear regression analysis.  A regression analysis can be done in almost in any program and software. You can even code and make your own linear regression analysis from scratch using java , C++, python ect. If you have excel, in excel you can fin the analysis tool pack. Once you click on the analysis tool pack you can find the regression analysis option.\n\n# Developing regression models\n\nWe will now describe the basic steps that are used to develop a regression. Keep in mind there's a lot of theory behind regression, and also behind the simple linear regression. SLR can become sometimes difficult to understand because there are certain rules you have to follow. *Nevertheless, you don't have to follow all the rules and theorems, you follow the rules to make your regression model more accurate. The less rules you follow the less accurate your model will be. Here we just mention the four basic steps. In our next part theorems of SRL are discussed and in our last part we touch up on the econometrics behind the SLR.\n\n\n1) **Plot prices over time** (in this case bitcoin prices, this is also known as a time series)\n2) **Consider the variables that are relevant to predict the prices** (normally this is done, but for bitcoin we only focus on the price variable, we will talk in the next part about trends, seasonality, residuals ect.)\n3) **Collect data** (you can do this by going to coinmarketcap website and download the bitcoin prices of the last three months, last year, our last five years and put it on a excel file).\n4) **Analyze the data** (this is done after you let excel or your chosen program run the regression, you will obtain a table and a graph that you will have to interpret. We will help you in the next parts on how to interpret a regression output)\n\n\n\n![](https://cdn.steemitimages.com/DQmQi93uZ4A5jiPi1mKEvETXLz8enWXoeWjDPGwUssWx9Sa/image.png)\n\n# Stay tune\n\nWe will describe the rules, theorems and analysis in the next upcoming posts. The Simple linear regression is not so simple, but do not worry we will try to explain everything as simple as possible. We will show in the end after all the basics have been explained how we can currently regres the bitcoin prices. \n\n# P.S  Just hold on in these bear markets and stay strong for now!",
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2018/05/11 11:44:42
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2018/05/11 11:33:51
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2018/05/11 07:40:00
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permlinkhow-to-forecast-bitcoin-prices-part-2-for-beginners-and-intermediate
titleHOW TO FORECAST BITCOIN prices PART 2 (for beginners and intermediate) !
body# Two simple forecasting methods In our previous post we discussed the different types of forecasting methods that exist. In this part we will focus on the two most simple forecasting methods. They are well known and often used by almost everyone. The two methods we are talking about are the **Moving averages and the Exponential smoothing.** Before we get into the mist difficult and advance forecasting methods we have to explain the simple methods. In order to master an art you have to master all levels of the art, the same counts for forecasting. Just like the cartoon "avatar ang", you will have to become master of all the elements of forecasting. ![](https://steemitimages.com/DQmY9hSd6cn2x4T9fVp2H16MTa8c3CmV8MDUfNmB4BHhbwH/image.png) ## Moving averages Moving averages are used to reduce the *'noise'* in data to uncover the underlying pattern by smooting out random variations. To explain it in a more simple matter lets look at the two graphs below. ![](https://steemitimages.com/DQmVoPVsRGA6SyY8qVzaUCoJk6XcGdEXmNWDJzqqC8whTKC/image.png) This graph is known as a time series. The reason it is called a time series, is because time is part of the series. When forecasting bitcoin prices you will have two components that are important. One is the **bitcoin prices and the other one is "time".** This graph above is a very basic time series. The bitcoin time series will not look like the one above. This graphs represents an easy pattern, and is we can see the variation, is changes in a multiplicative way. When we forecast this graph we want our forecast to contain the almost all the information possible in this time series. The more the forecast takes into account, the more accurate forecast will be. ## So what's this smoothing? The time series below is a good example why this smoothing can be useful. As you can see the variation changes drastically different over time. When we make a forecast of this time series, the forecast might not take every variation into account. What we want is that it does take into account most of the variation and therefore, we smooth out this variation, so that it can be taken into account when forecasting. ![](https://steemitimages.com/DQmU5iqXMdhWFhjL4GS54WgFFn29kvPybkHTTkQZa8NsHXi/image.png) The moving average is really simple. The way it is calculated is by adding the previous three means and dividing it by 3. Apply this formula to your spread sheet in excel and you will be able to forecast the future price of bitcoin (highly un accurate method). One thing you have to take into account we do not know ST+1, so instead of St+1 we will now use ST-2. Let us know explain this formula, ST= the current price and ST-1= the previous price of previous period and St-2 is the previous price of two previous period. ![](https://steemitimages.com/DQmdBYNTtewE2oMuFiaNmS85ZVHdnZSBYdVEsAV4YwnLdD1/image.png) ## This all may sound a bit confusing, so let's give an example by using one of our spread sheets: ![](https://steemitimages.com/DQmRUuur2YgourtShLBMBBC6Kv8A63XeuzVzbsqhW2AbxAP/image.png) AS you can see, we basically take the average of the first three periods and divided it by 3 and the value we get it the price of the next period. *** remember to define the period, in our example one period is equal to one quarter= 3 months.*** ## Exponential Smoothing We just explained moving averages, now we will explain exponential smoothing. Exponential smoothing is a combination of the current period's price and the previous period times a factor. The formula you can use on your excel spread sheet is the following: ![](https://steemitimages.com/DQmPAro1AX4QW22dQzuwjEmCFxdMsGNAaHCCTxskTHttcrT/image.png) a is the factor that lies between 0 and 1. You can define a on however, you want to, but it has to be between 0 and 1. The closer to one the less variation you take into the forecast, the closer to 1 the more variation you take into account in the forecast. You sill see a lot of St, the St is just the price of the particular time give. ## Once again it all may sound confusing so let's give another example by using our excel spread sheet: ![](https://steemitimages.com/DQmP5KBUwn68zG8h3LF2kuzSMMJLBaM7PjuAWVTE9P3oFhp/image.png) S25 is the current period E3 is the factor we were talking about in our case we chose 0.3. Now that you know the moving averages and the exponential smoothing, it is time for you to practice. ### We will next talk about the method that is mostly used in practice and in professional companies. That method is the regression. Regression is really important for forecasting. Stay tune for the next part. ![](https://steemitimages.com/DQmZ1eDL2D8mCFTPoo7skziU1CLRFkh6aRSpU1wqt1BakSv/image.png)
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      "body": "# Two simple forecasting methods\nIn our previous post we discussed the different types of forecasting methods that exist. In this part we will focus on the two most simple forecasting methods. They are well known and often used by almost everyone. The two methods we are talking about  are the **Moving averages and the Exponential smoothing.** Before we get into the mist difficult and advance forecasting methods we have to explain the simple methods. In order to master an art you have to master all levels of the art, the same counts for forecasting. Just like the cartoon \"avatar ang\", you will have to become master of all the elements of forecasting.\n\n![](https://steemitimages.com/DQmY9hSd6cn2x4T9fVp2H16MTa8c3CmV8MDUfNmB4BHhbwH/image.png)\n\n## Moving averages\n\nMoving averages are used to reduce the *'noise'* in data to uncover the underlying pattern by smooting out random variations.  To explain it in a more simple matter lets look at the two graphs below.\n\n![](https://steemitimages.com/DQmVoPVsRGA6SyY8qVzaUCoJk6XcGdEXmNWDJzqqC8whTKC/image.png)\n\nThis graph is known as a time series. The reason it is called a time series, is because time is part of the series.  When forecasting bitcoin prices you will have two components that are important. One is the **bitcoin prices and the other one is \"time\".** This graph above is a very basic time series. The bitcoin time series will not look like the one above. This graphs represents an easy pattern,  and is we can see the variation, is changes in a multiplicative way.  When we forecast this graph we want our forecast to contain the almost all the information possible in this time series. The more the forecast takes into account, the more accurate forecast will be. \n\n## So what's this smoothing?\n\nThe time series below is a good example why this smoothing can be useful. As you can see the variation changes drastically different over time. When we make a forecast of this time series, the forecast might not take every variation into account. What we want is that it does take into account most of the variation and therefore, we smooth out this variation, so that it can be taken into account when forecasting. \n\n\n![](https://steemitimages.com/DQmU5iqXMdhWFhjL4GS54WgFFn29kvPybkHTTkQZa8NsHXi/image.png)\n\nThe moving average is really simple. The way it is calculated is by adding the previous three means and dividing it by 3.  Apply this formula to your spread sheet in excel and you will be able to forecast the future price of bitcoin (highly un accurate method). One thing you have to take into account we do not know ST+1, so instead of St+1 we will now use ST-2. Let us know explain this formula, ST= the current price and ST-1= the previous price of previous period and St-2 is the previous price of two previous period.\n \n![](https://steemitimages.com/DQmdBYNTtewE2oMuFiaNmS85ZVHdnZSBYdVEsAV4YwnLdD1/image.png)\n\n## This all may sound a bit confusing, so let's give an example by using one of our spread sheets:\n![](https://steemitimages.com/DQmRUuur2YgourtShLBMBBC6Kv8A63XeuzVzbsqhW2AbxAP/image.png)\n\nAS you can see, we basically take the average of the first three periods and divided it by 3 and the value we get it the price of the next period.\n\n*** remember to define the period, in our example one period is equal to one quarter= 3 months.***\n\n## Exponential Smoothing\n\nWe just explained moving averages, now we will explain exponential smoothing. Exponential smoothing is a combination of the current period's price and the previous period times a factor. The formula you can use on your excel spread sheet is the following:\n![](https://steemitimages.com/DQmPAro1AX4QW22dQzuwjEmCFxdMsGNAaHCCTxskTHttcrT/image.png)\n\na is the factor that lies between 0 and 1. You can define a on however, you want to, but it has to be between 0 and 1. The closer to one the less variation you take into the forecast, the closer to 1 the more variation you take into account in the forecast.  You sill see a lot of St, the St is just the price of the particular time give. \n\n## Once again it all may sound confusing so let's give another example by using our excel spread sheet:\n![](https://steemitimages.com/DQmP5KBUwn68zG8h3LF2kuzSMMJLBaM7PjuAWVTE9P3oFhp/image.png)\n\nS25 is the current period E3 is the factor we were talking about in our case we chose 0.3. \n\nNow that you know the moving averages and the exponential smoothing, it is time for you to practice.\n\n### We will next talk about the method that is mostly used in practice and in professional companies. That method is the regression. Regression is really important for forecasting. Stay tune for the next part.\n\n![](https://steemitimages.com/DQmZ1eDL2D8mCFTPoo7skziU1CLRFkh6aRSpU1wqt1BakSv/image.png)",
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2018/05/10 15:48:39
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bodyHey everyone, If you got any questions regarding forecasting, or anything else just let us know ;) cheers.
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2018/05/10 15:41:54
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2018/05/10 15:35:57
parent author
parent permlinkblog
authorcaribbeanvibe
permlinkhow-to-forecast-bitcoin-prices-part-2-for-beginners-and-intermediate
titleHOW TO FORECAST BITCOIN prices PART 2 (for beginners and intermediate) !
body# Two simple forecasting methods In our previous post we discussed the different types of forecasting methods that exist. In this part we will focus on the two most simple forecasting methods. They are well known and often used by almost everyone. The two methods we are talking about are the **Moving averages and the Exponential smoothing.** Before we get into the mist difficult and advance forecasting methods we have to explain the simple methods. In order to master an art you have to master all levels of the art, the same counts for forecasting. Just like the cartoon "avatar ang", you will have to become master of all the elements of forecasting. ![](https://steemitimages.com/DQmY9hSd6cn2x4T9fVp2H16MTa8c3CmV8MDUfNmB4BHhbwH/image.png) ## Moving averages Moving averages are used to reduce the *'noise'* in data to uncover the underlying pattern by smooting out random variations. To explain it in a more simple matter lets look at the two graphs below. ![](https://steemitimages.com/DQmVoPVsRGA6SyY8qVzaUCoJk6XcGdEXmNWDJzqqC8whTKC/image.png) This graph is known as a time series. The reason it is called a time series, is because time is part of the series. When forecasting bitcoin prices you will have two components that are important. One is the **bitcoin prices and the other one is "time".** This graph above is a very basic time series. The bitcoin time series will not look like the one above. This graphs represents an easy pattern, and is we can see the variation, is changes in a multiplicative way. When we forecast this graph we want our forecast to contain the almost all the information possible in this time series. The more the forecast takes into account, the more accurate forecast will be. ## So what's this smoothing? The time series below is a good example why this smoothing can be useful. As you can see the variation changes drastically different over time. When we make a forecast of this time series, the forecast might not take every variation into account. What we want is that it does take into account most of the variation and therefore, we smooth out this variation, so that it can be taken into account when forecasting. ![](https://steemitimages.com/DQmU5iqXMdhWFhjL4GS54WgFFn29kvPybkHTTkQZa8NsHXi/image.png) The moving average is really simple. The way it is calculated is by adding the previous three means and dividing it by 3. Apply this formula to your spread sheet in excel and you will be able to forecast the future price of bitcoin (highly un accurate method). One thing you have to take into account we do not know ST+1, so instead of St+1 we will now use ST-2. Let us know explain this formula, ST= the current price and ST-1= the previous price of previous period and St-2 is the previous price of two previous period. ![](https://steemitimages.com/DQmdBYNTtewE2oMuFiaNmS85ZVHdnZSBYdVEsAV4YwnLdD1/image.png) ## This all may sound a bit confusing, so let's give an example by using one of our spread sheets: ![](https://steemitimages.com/DQmRUuur2YgourtShLBMBBC6Kv8A63XeuzVzbsqhW2AbxAP/image.png) AS you can see, we basically take the average of the first three periods and divided it by 3 and the value we get it the price of the next period. *** remember to define the period, in our example one period is equal to one quarter= 3 months.*** ## Exponential Smoothing We just explained moving averages, now we will explain exponential smoothing. Exponential smoothing is a combination of the current period's price and the previous period times a factor. The formula you can use on your excel spread sheet is the following: ![](https://steemitimages.com/DQmPAro1AX4QW22dQzuwjEmCFxdMsGNAaHCCTxskTHttcrT/image.png) a is the factor that lies between 0 and 1. You can define a on however, you want to, but it has to be between 0 and 1. The closer to one the less variation you take into the forecast, the closer to 1 the more variation you take into account in the forecast. You sill see a lot of St, the St is just the price of the particular time give. ## Once again it all may sound confusing so let's give another example by using our excel spread sheet: ![](https://steemitimages.com/DQmP5KBUwn68zG8h3LF2kuzSMMJLBaM7PjuAWVTE9P3oFhp/image.png) S25 is the current period E3 is the factor we were talking about in our case we chose 0.3. Now that you know the moving averages and the exponential smoothing, it is time for you to practice. ### We will next talk about the method that is mostly used in practice and in professional companies. That method is the regression. Regression is really important for forecasting. Stay tune for the next part. ![](https://steemitimages.com/DQmZ1eDL2D8mCFTPoo7skziU1CLRFkh6aRSpU1wqt1BakSv/image.png)
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      "body": "# Two simple forecasting methods\nIn our previous post we discussed the different types of forecasting methods that exist. In this part we will focus on the two most simple forecasting methods. They are well known and often used by almost everyone. The two methods we are talking about  are the **Moving averages and the Exponential smoothing.** Before we get into the mist difficult and advance forecasting methods we have to explain the simple methods. In order to master an art you have to master all levels of the art, the same counts for forecasting. Just like the cartoon \"avatar ang\", you will have to become master of all the elements of forecasting.\n\n![](https://steemitimages.com/DQmY9hSd6cn2x4T9fVp2H16MTa8c3CmV8MDUfNmB4BHhbwH/image.png)\n\n## Moving averages\n\nMoving averages are used to reduce the *'noise'* in data to uncover the underlying pattern by smooting out random variations.  To explain it in a more simple matter lets look at the two graphs below.\n\n![](https://steemitimages.com/DQmVoPVsRGA6SyY8qVzaUCoJk6XcGdEXmNWDJzqqC8whTKC/image.png)\n\nThis graph is known as a time series. The reason it is called a time series, is because time is part of the series.  When forecasting bitcoin prices you will have two components that are important. One is the **bitcoin prices and the other one is \"time\".** This graph above is a very basic time series. The bitcoin time series will not look like the one above. This graphs represents an easy pattern,  and is we can see the variation, is changes in a multiplicative way.  When we forecast this graph we want our forecast to contain the almost all the information possible in this time series. The more the forecast takes into account, the more accurate forecast will be. \n\n## So what's this smoothing?\n\nThe time series below is a good example why this smoothing can be useful. As you can see the variation changes drastically different over time. When we make a forecast of this time series, the forecast might not take every variation into account. What we want is that it does take into account most of the variation and therefore, we smooth out this variation, so that it can be taken into account when forecasting. \n\n\n![](https://steemitimages.com/DQmU5iqXMdhWFhjL4GS54WgFFn29kvPybkHTTkQZa8NsHXi/image.png)\n\nThe moving average is really simple. The way it is calculated is by adding the previous three means and dividing it by 3.  Apply this formula to your spread sheet in excel and you will be able to forecast the future price of bitcoin (highly un accurate method). One thing you have to take into account we do not know ST+1, so instead of St+1 we will now use ST-2. Let us know explain this formula, ST= the current price and ST-1= the previous price of previous period and St-2 is the previous price of two previous period.\n \n![](https://steemitimages.com/DQmdBYNTtewE2oMuFiaNmS85ZVHdnZSBYdVEsAV4YwnLdD1/image.png)\n\n## This all may sound a bit confusing, so let's give an example by using one of our spread sheets:\n![](https://steemitimages.com/DQmRUuur2YgourtShLBMBBC6Kv8A63XeuzVzbsqhW2AbxAP/image.png)\n\nAS you can see, we basically take the average of the first three periods and divided it by 3 and the value we get it the price of the next period.\n\n*** remember to define the period, in our example one period is equal to one quarter= 3 months.***\n\n## Exponential Smoothing\n\nWe just explained moving averages, now we will explain exponential smoothing. Exponential smoothing is a combination of the current period's price and the previous period times a factor. The formula you can use on your excel spread sheet is the following:\n![](https://steemitimages.com/DQmPAro1AX4QW22dQzuwjEmCFxdMsGNAaHCCTxskTHttcrT/image.png)\n\na is the factor that lies between 0 and 1. You can define a on however, you want to, but it has to be between 0 and 1. The closer to one the less variation you take into the forecast, the closer to 1 the more variation you take into account in the forecast.  You sill see a lot of St, the St is just the price of the particular time give. \n\n## Once again it all may sound confusing so let's give another example by using our excel spread sheet:\n![](https://steemitimages.com/DQmP5KBUwn68zG8h3LF2kuzSMMJLBaM7PjuAWVTE9P3oFhp/image.png)\n\nS25 is the current period E3 is the factor we were talking about in our case we chose 0.3. \n\nNow that you know the moving averages and the exponential smoothing, it is time for you to practice.\n\n### We will next talk about the method that is mostly used in practice and in professional companies. That method is the regression. Regression is really important for forecasting. Stay tune for the next part.\n\n![](https://steemitimages.com/DQmZ1eDL2D8mCFTPoo7skziU1CLRFkh6aRSpU1wqt1BakSv/image.png)",
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2018/05/06 07:26:33
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2018/05/04 12:03:51
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2018/05/04 11:44:42
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bodyThank you for posting, this has been a really helpful post. I didn't know about ezira, but know I know a bit more. I will dig a bit deeper on what the platform is about and will have a look at the white paper. Keep on the good work!!
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2018/05/04 11:39:03
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authorcaribbeanvibe
permlinkhow-to-forecast-prices-or-crytpo-prices-part-1-for-beginners
titleHOW TO FORECAST PRICES OR CRYTPO PRICES PART 1(for beginners)!
body@@ -606,17 +606,16 @@ predict -s potenti
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2018/05/04 11:37:54
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2018/05/04 11:36:03
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2018/05/04 11:35:54
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Account Metadata

POSTING JSON METADATA
profile{"name":"caribbeanvibe","about":"Knowledge is the ancient gift! ","cover_image":"http://ichef.bbci.co.uk/wwfeatures/wm/live/1280_640/images/live/p0/5x/h5/p05xh5dx.jpg","profile_image":"https://steemitimages.com/DQmeDN9ogiLWiYhzbfAUfW61kvUnMeKG8Jziuo1MjA1W6CH/image.png"}
JSON METADATA
profile{"name":"caribbeanvibe","about":"Knowledge is the ancient gift! ","cover_image":"http://ichef.bbci.co.uk/wwfeatures/wm/live/1280_640/images/live/p0/5x/h5/p05xh5dx.jpg","profile_image":"https://steemitimages.com/DQmeDN9ogiLWiYhzbfAUfW61kvUnMeKG8Jziuo1MjA1W6CH/image.png"}
{
  "posting_json_metadata": {
    "profile": {
      "name": "caribbeanvibe",
      "about": "Knowledge is the ancient gift! ",
      "cover_image": "http://ichef.bbci.co.uk/wwfeatures/wm/live/1280_640/images/live/p0/5x/h5/p05xh5dx.jpg",
      "profile_image": "https://steemitimages.com/DQmeDN9ogiLWiYhzbfAUfW61kvUnMeKG8Jziuo1MjA1W6CH/image.png"
    }
  },
  "json_metadata": {
    "profile": {
      "name": "caribbeanvibe",
      "about": "Knowledge is the ancient gift! ",
      "cover_image": "http://ichef.bbci.co.uk/wwfeatures/wm/live/1280_640/images/live/p0/5x/h5/p05xh5dx.jpg",
      "profile_image": "https://steemitimages.com/DQmeDN9ogiLWiYhzbfAUfW61kvUnMeKG8Jziuo1MjA1W6CH/image.png"
    }
  }
}

Auth Keys

Owner
Single Signature
Public Keys
STM86DE1GECbUzqkZEYP1UkhKPpHxFKiFZbR4KPUYNmQMefBw9Qh11/1
Active
Single Signature
Public Keys
STM5jAMmfK1sgZM7PqB8VWhH4CD7cMicYkFbnow9VtXi1dyq4RMmc1/1
Posting
Single Signature
Public Keys
STM6q42uYNwWZfdSGzBpNjUovFjAo21Kdcv9zggHU6GEYKnrgdtbH1/1
Memo
STM7Lq5idnNBoLMN37BWQGUgv6yXfFo7roHrnSKBF2iYtsDqcTrYP
{
  "owner": {
    "weight_threshold": 1,
    "account_auths": [],
    "key_auths": [
      [
        "STM86DE1GECbUzqkZEYP1UkhKPpHxFKiFZbR4KPUYNmQMefBw9Qh1",
        1
      ]
    ]
  },
  "active": {
    "weight_threshold": 1,
    "account_auths": [],
    "key_auths": [
      [
        "STM5jAMmfK1sgZM7PqB8VWhH4CD7cMicYkFbnow9VtXi1dyq4RMmc",
        1
      ]
    ]
  },
  "posting": {
    "weight_threshold": 1,
    "account_auths": [],
    "key_auths": [
      [
        "STM6q42uYNwWZfdSGzBpNjUovFjAo21Kdcv9zggHU6GEYKnrgdtbH",
        1
      ]
    ]
  },
  "memo": "STM7Lq5idnNBoLMN37BWQGUgv6yXfFo7roHrnSKBF2iYtsDqcTrYP"
}

Witness Votes

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No active witness votes.
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