snake78 Steem Profile | Ecosynthesizer

@snake78

steemit.com/@snake78

VOTING POWER95.15%

DOWNVOTE POWER0.00%

RESOURCE CREDITS100.00%

REPUTATION PROGRESS13.96%

Net Worth

0.000USD

STEEM

0.000STEEM

SBD

0.000SBD

Own SP

0.000SP

Detailed Balance

STEEM
balance	0.000STEEM	STEEM
market_balance	0.000STEEM	STEEM
savings_balance	0.000STEEM	STEEM
reward_steem_balance	0.000STEEM	STEEM
STEEM POWER
Own SP	0.000SP	SP
Delegated Out	0.000SP	SP
Delegation In	0.000SP	SP
Effective Power	0.000SP	SP
Reward SP (pending)	0.000SP	SP
SBD
sbd_balance	0.000SBD	SBD
sbd_conversions	0.000SBD	SBD
sbd_market_balance	0.000SBD	SBD
savings_sbd_balance	0.000SBD	SBD
reward_sbd_balance	0.000SBD	SBD

{
  "balance": "0.000 STEEM",
  "savings_balance": "0.000 STEEM",
  "reward_steem_balance": "0.000 STEEM",
  "vesting_shares": "0.000000 VESTS",
  "delegated_vesting_shares": "0.000000 VESTS",
  "received_vesting_shares": "0.000000 VESTS",
  "sbd_balance": "0.000 SBD",
  "savings_sbd_balance": "0.000 SBD",
  "reward_sbd_balance": "0.000 SBD",
  "conversions": []
}

Account Info

name	snake78
id	702576
rank	1,912,199
reputation	-4478708041
created	2018-01-31T08:48:30
recovery_account	steem
proxy	None
post_count	3
comment_count	0
lifetime_vote_count	0
witnesses_voted_for	0
last_post	2018-08-07T21:01:33
last_root_post	2018-08-07T21:01:33
last_vote_time	2018-04-28T01:44:27
proxied_vsf_votes	0, 0, 0, 0
can_vote	1
voting_power	9,515
delayed_votes	0
balance	0.000 STEEM
savings_balance	0.000 STEEM
sbd_balance	0.000 SBD
savings_sbd_balance	0.000 SBD
vesting_shares	0.000000 VESTS
delegated_vesting_shares	0.000000 VESTS
received_vesting_shares	0.000000 VESTS
reward_vesting_balance	0.000000 VESTS
vesting_balance	0.000 STEEM
vesting_withdraw_rate	0.000000 VESTS
next_vesting_withdrawal	1969-12-31T23:59:59
withdrawn	81500867
to_withdraw	81500867
withdraw_routes	1
savings_withdraw_requests	0
last_account_recovery	1970-01-01T00:00:00
reset_account	null
last_owner_update	1970-01-01T00:00:00
last_account_update	1970-01-01T00:00:00
mined	No
sbd_seconds	18,301,626
sbd_last_interest_payment	2018-08-08T00:13:51
savings_sbd_last_interest_payment	1970-01-01T00:00:00

{
  "id": 702576,
  "name": "snake78",
  "owner": {
    "weight_threshold": 1,
    "account_auths": [],
    "key_auths": [
      [
        "STM6HsinZBzDA5pXQN8dUyoXd9rSiE899GLwNRH3tMnVvhGLvEct7",
        1
      ]
    ]
  },
  "active": {
    "weight_threshold": 1,
    "account_auths": [],
    "key_auths": [
      [
        "STM76y5YkiAgLdnrvR3gv2mTDwy9xonbtwWMjAoz3G5f5Lp3Wbn5C",
        1
      ]
    ]
  },
  "posting": {
    "weight_threshold": 1,
    "account_auths": [],
    "key_auths": [
      [
        "STM6sLd4fhMhvS4J6xFUQdR8KJMLushpduNFwsxqu8PZQCwXtm3XQ",
        1
      ]
    ]
  },
  "memo_key": "STM5Hu55ru4YDd27aLB29TTYWXavfmLcuycH6SUDAJ6tFdckY7vM1",
  "json_metadata": "",
  "posting_json_metadata": "",
  "proxy": "",
  "last_owner_update": "1970-01-01T00:00:00",
  "last_account_update": "1970-01-01T00:00:00",
  "created": "2018-01-31T08:48:30",
  "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": 3,
  "can_vote": true,
  "voting_manabar": {
    "current_mana": 9515,
    "last_update_time": 1524879867
  },
  "downvote_manabar": {
    "current_mana": 0,
    "last_update_time": 1517388510
  },
  "voting_power": 9515,
  "balance": "0.000 STEEM",
  "savings_balance": "0.000 STEEM",
  "sbd_balance": "0.000 SBD",
  "sbd_seconds": "18301626",
  "sbd_seconds_last_update": "2018-08-09T01:20:30",
  "sbd_last_interest_payment": "2018-08-08T00:13:51",
  "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": "0.000 SBD",
  "reward_steem_balance": "0.000 STEEM",
  "reward_vesting_balance": "0.000000 VESTS",
  "reward_vesting_steem": "0.000 STEEM",
  "vesting_shares": "0.000000 VESTS",
  "delegated_vesting_shares": "0.000000 VESTS",
  "received_vesting_shares": "0.000000 VESTS",
  "vesting_withdraw_rate": "0.000000 VESTS",
  "next_vesting_withdrawal": "1969-12-31T23:59:59",
  "withdrawn": 81500867,
  "to_withdraw": 81500867,
  "withdraw_routes": 1,
  "curation_rewards": 40,
  "posting_rewards": 0,
  "proxied_vsf_votes": [
    0,
    0,
    0,
    0
  ],
  "witnesses_voted_for": 0,
  "last_post": "2018-08-07T21:01:33",
  "last_root_post": "2018-08-07T21:01:33",
  "last_vote_time": "2018-04-28T01:44:27",
  "post_bandwidth": 0,
  "pending_claimed_accounts": 0,
  "vesting_balance": "0.000 STEEM",
  "reputation": -4478708041,
  "transfer_history": [],
  "market_history": [],
  "post_history": [],
  "vote_history": [],
  "other_history": [],
  "witness_votes": [],
  "tags_usage": [],
  "guest_bloggers": [],
  "rank": 1912199
}

Withdraw Routes

Incoming

Outgoing

Empty

luckdiver

100.000%STEEM

{
  "incoming": [],
  "outgoing": [
    {
      "id": 39058,
      "from_account": "snake78",
      "to_account": "luckdiver",
      "percent": 10000,
      "auto_vest": false
    }
  ]
}

From Date

To Date

steemitboardreplied to @snake78 / steemitboard-notify-snake78-20200131t101705000z

2020/01/31 10:17:06 UTC

40,406,961|7887b22

parent author	snake78
parent permlink	moving-closer-to-completely-optical-artificial-neural-network
author	steemitboard
permlink	steemitboard-notify-snake78-20200131t101705000z
title
body	Congratulations @snake78! You received a personal award! <table><tr><td>https://steemitimages.com/70x70/http://steemitboard.com/@snake78/birthday2.png</td><td>Happy Birthday! - You are on the Steem blockchain for 2 years!</td></tr></table> <sub>_You can view [your badges on your Steem Board](https://steemitboard.com/@snake78) and compare to others on the [Steem Ranking](https://steemitboard.com/ranking/index.php?name=snake78)_</sub> ###### [Vote for @Steemitboard as a witness](https://v2.steemconnect.com/sign/account-witness-vote?witness=steemitboard&approve=1) to get one more award and increased upvotes!
json metadata	{"image":["https://steemitboard.com/img/notify.png"]}
Transaction Info	Block #40406961/Trx 7887b225adb78777e2d0bb41e5f08bcfb8dafce8

View Raw JSON Data

{
  "trx_id": "7887b225adb78777e2d0bb41e5f08bcfb8dafce8",
  "block": 40406961,
  "trx_in_block": 4,
  "op_in_trx": 0,
  "virtual_op": 0,
  "timestamp": "2020-01-31T10:17:06",
  "op": [
    "comment",
    {
      "parent_author": "snake78",
      "parent_permlink": "moving-closer-to-completely-optical-artificial-neural-network",
      "author": "steemitboard",
      "permlink": "steemitboard-notify-snake78-20200131t101705000z",
      "title": "",
      "body": "Congratulations @snake78! You received a personal award!\n\n<table><tr><td>https://steemitimages.com/70x70/http://steemitboard.com/@snake78/birthday2.png</td><td>Happy Birthday! - You are on the Steem blockchain for 2 years!</td></tr></table>\n\n<sub>_You can view [your badges on your Steem Board](https://steemitboard.com/@snake78) and compare to others on the [Steem Ranking](https://steemitboard.com/ranking/index.php?name=snake78)_</sub>\n\n\n###### [Vote for @Steemitboard as a witness](https://v2.steemconnect.com/sign/account-witness-vote?witness=steemitboard&approve=1) to get one more award and increased upvotes!",
      "json_metadata": "{\"image\":[\"https://steemitboard.com/img/notify.png\"]}"
    }
  ]
}

steemitboardreplied to @snake78 / steemitboard-notify-snake78-20190131t100705000z

2019/01/31 10:07:06 UTC

29,934,461|439e120

parent author	snake78
parent permlink	moving-closer-to-completely-optical-artificial-neural-network
author	steemitboard
permlink	steemitboard-notify-snake78-20190131t100705000z
title
body	Congratulations @snake78! You received a personal award! <table><tr><td>https://steemitimages.com/70x70/http://steemitboard.com/@snake78/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/@snake78)_</sub> > Support [SteemitBoard's project](https://steemit.com/@steemitboard)! [Vote for its witness](https://v2.steemconnect.com/sign/account-witness-vote?witness=steemitboard&approve=1) and get one more award!
json metadata	{"image":["https://steemitboard.com/img/notify.png"]}
Transaction Info	Block #29934461/Trx 439e120ddcc637b5592e4cf1bff7dd64afe20fe1

View Raw JSON Data

{
  "trx_id": "439e120ddcc637b5592e4cf1bff7dd64afe20fe1",
  "block": 29934461,
  "trx_in_block": 3,
  "op_in_trx": 0,
  "virtual_op": 0,
  "timestamp": "2019-01-31T10:07:06",
  "op": [
    "comment",
    {
      "parent_author": "snake78",
      "parent_permlink": "moving-closer-to-completely-optical-artificial-neural-network",
      "author": "steemitboard",
      "permlink": "steemitboard-notify-snake78-20190131t100705000z",
      "title": "",
      "body": "Congratulations @snake78! You received a personal award!\n\n<table><tr><td>https://steemitimages.com/70x70/http://steemitboard.com/@snake78/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/@snake78)_</sub>\n\n\n> Support [SteemitBoard's project](https://steemit.com/@steemitboard)! **[Vote for its witness](https://v2.steemconnect.com/sign/account-witness-vote?witness=steemitboard&approve=1)** and **get one more award**!",
      "json_metadata": "{\"image\":[\"https://steemitboard.com/img/notify.png\"]}"
    }
  ]
}

snake78received 0.000 STEEM from power down installment (0.000 SP)

2019/01/07 17:12:06 UTC

29,252,389|virtual

from account	snake78
to account	snake78
withdrawn	0.000000 VESTS
deposited	0.000 STEEM
Transaction Info	Block #29252389/Virtual Operation #5

View Raw JSON Data

{
  "trx_id": "0000000000000000000000000000000000000000",
  "block": 29252389,
  "trx_in_block": 4294967295,
  "op_in_trx": 0,
  "virtual_op": 5,
  "timestamp": "2019-01-07T17:12:06",
  "op": [
    "fill_vesting_withdraw",
    {
      "from_account": "snake78",
      "to_account": "snake78",
      "withdrawn": "0.000000 VESTS",
      "deposited": "0.000 STEEM"
    }
  ]
}

snake78sent 0.000 STEEM to @luckdiver from power down installment (0.000 SP)

2019/01/07 17:12:06 UTC

29,252,389|virtual

from account	snake78
to account	luckdiver
withdrawn	0.000006 VESTS
deposited	0.000 STEEM
Transaction Info	Block #29252389/Virtual Operation #4

View Raw JSON Data

{
  "trx_id": "0000000000000000000000000000000000000000",
  "block": 29252389,
  "trx_in_block": 4294967295,
  "op_in_trx": 0,
  "virtual_op": 4,
  "timestamp": "2019-01-07T17:12:06",
  "op": [
    "fill_vesting_withdraw",
    {
      "from_account": "snake78",
      "to_account": "luckdiver",
      "withdrawn": "0.000006 VESTS",
      "deposited": "0.000 STEEM"
    }
  ]
}

snake78received 0.000 STEEM from power down installment (0.000 SP)

2018/12/31 17:12:06 UTC

29,051,040|virtual

from account	snake78
to account	snake78
withdrawn	0.000000 VESTS
deposited	0.000 STEEM
Transaction Info	Block #29051040/Virtual Operation #11

View Raw JSON Data

{
  "trx_id": "0000000000000000000000000000000000000000",
  "block": 29051040,
  "trx_in_block": 4294967295,
  "op_in_trx": 0,
  "virtual_op": 11,
  "timestamp": "2018-12-31T17:12:06",
  "op": [
    "fill_vesting_withdraw",
    {
      "from_account": "snake78",
      "to_account": "snake78",
      "withdrawn": "0.000000 VESTS",
      "deposited": "0.000 STEEM"
    }
  ]
}

snake78sent 0.003 STEEM to @luckdiver from power down installment (0.004 SP)

2018/12/31 17:12:06 UTC

29,051,040|virtual

from account	snake78
to account	luckdiver
withdrawn	6.269297 VESTS
deposited	0.003 STEEM
Transaction Info	Block #29051040/Virtual Operation #10

View Raw JSON Data

{
  "trx_id": "0000000000000000000000000000000000000000",
  "block": 29051040,
  "trx_in_block": 4294967295,
  "op_in_trx": 0,
  "virtual_op": 10,
  "timestamp": "2018-12-31T17:12:06",
  "op": [
    "fill_vesting_withdraw",
    {
      "from_account": "snake78",
      "to_account": "luckdiver",
      "withdrawn": "6.269297 VESTS",
      "deposited": "0.003 STEEM"
    }
  ]
}

snake78received 0.000 STEEM from power down installment (0.000 SP)

2018/12/24 17:12:06 UTC

28,849,533|virtual

from account	snake78
to account	snake78
withdrawn	0.000000 VESTS
deposited	0.000 STEEM
Transaction Info	Block #28849533/Virtual Operation #9

View Raw JSON Data

{
  "trx_id": "0000000000000000000000000000000000000000",
  "block": 28849533,
  "trx_in_block": 4294967295,
  "op_in_trx": 0,
  "virtual_op": 9,
  "timestamp": "2018-12-24T17:12:06",
  "op": [
    "fill_vesting_withdraw",
    {
      "from_account": "snake78",
      "to_account": "snake78",
      "withdrawn": "0.000000 VESTS",
      "deposited": "0.000 STEEM"
    }
  ]
}

snake78sent 0.003 STEEM to @luckdiver from power down installment (0.004 SP)

2018/12/24 17:12:06 UTC

28,849,533|virtual

from account	snake78
to account	luckdiver
withdrawn	6.269297 VESTS
deposited	0.003 STEEM
Transaction Info	Block #28849533/Virtual Operation #8

View Raw JSON Data

{
  "trx_id": "0000000000000000000000000000000000000000",
  "block": 28849533,
  "trx_in_block": 4294967295,
  "op_in_trx": 0,
  "virtual_op": 8,
  "timestamp": "2018-12-24T17:12:06",
  "op": [
    "fill_vesting_withdraw",
    {
      "from_account": "snake78",
      "to_account": "luckdiver",
      "withdrawn": "6.269297 VESTS",
      "deposited": "0.003 STEEM"
    }
  ]
}

snake78received 0.000 STEEM from power down installment (0.000 SP)

2018/12/17 17:12:06 UTC

28,648,067|virtual

from account	snake78
to account	snake78
withdrawn	0.000000 VESTS
deposited	0.000 STEEM
Transaction Info	Block #28648067/Virtual Operation #10

View Raw JSON Data

{
  "trx_id": "0000000000000000000000000000000000000000",
  "block": 28648067,
  "trx_in_block": 4294967295,
  "op_in_trx": 0,
  "virtual_op": 10,
  "timestamp": "2018-12-17T17:12:06",
  "op": [
    "fill_vesting_withdraw",
    {
      "from_account": "snake78",
      "to_account": "snake78",
      "withdrawn": "0.000000 VESTS",
      "deposited": "0.000 STEEM"
    }
  ]
}

snake78sent 0.003 STEEM to @luckdiver from power down installment (0.004 SP)

2018/12/17 17:12:06 UTC

28,648,067|virtual

from account	snake78
to account	luckdiver
withdrawn	6.269297 VESTS
deposited	0.003 STEEM
Transaction Info	Block #28648067/Virtual Operation #9

View Raw JSON Data

{
  "trx_id": "0000000000000000000000000000000000000000",
  "block": 28648067,
  "trx_in_block": 4294967295,
  "op_in_trx": 0,
  "virtual_op": 9,
  "timestamp": "2018-12-17T17:12:06",
  "op": [
    "fill_vesting_withdraw",
    {
      "from_account": "snake78",
      "to_account": "luckdiver",
      "withdrawn": "6.269297 VESTS",
      "deposited": "0.003 STEEM"
    }
  ]
}

snake78received 0.000 STEEM from power down installment (0.000 SP)

2018/12/10 17:12:06 UTC

28,446,600|virtual

from account	snake78
to account	snake78
withdrawn	0.000000 VESTS
deposited	0.000 STEEM
Transaction Info	Block #28446600/Virtual Operation #6

View Raw JSON Data

{
  "trx_id": "0000000000000000000000000000000000000000",
  "block": 28446600,
  "trx_in_block": 4294967295,
  "op_in_trx": 0,
  "virtual_op": 6,
  "timestamp": "2018-12-10T17:12:06",
  "op": [
    "fill_vesting_withdraw",
    {
      "from_account": "snake78",
      "to_account": "snake78",
      "withdrawn": "0.000000 VESTS",
      "deposited": "0.000 STEEM"
    }
  ]
}

snake78sent 0.003 STEEM to @luckdiver from power down installment (0.004 SP)

2018/12/10 17:12:06 UTC

28,446,600|virtual

from account	snake78
to account	luckdiver
withdrawn	6.269297 VESTS
deposited	0.003 STEEM
Transaction Info	Block #28446600/Virtual Operation #5

View Raw JSON Data

{
  "trx_id": "0000000000000000000000000000000000000000",
  "block": 28446600,
  "trx_in_block": 4294967295,
  "op_in_trx": 0,
  "virtual_op": 5,
  "timestamp": "2018-12-10T17:12:06",
  "op": [
    "fill_vesting_withdraw",
    {
      "from_account": "snake78",
      "to_account": "luckdiver",
      "withdrawn": "6.269297 VESTS",
      "deposited": "0.003 STEEM"
    }
  ]
}

snake78received 0.000 STEEM from power down installment (0.000 SP)

2018/12/03 17:12:06 UTC

28,245,107|virtual

from account	snake78
to account	snake78
withdrawn	0.000000 VESTS
deposited	0.000 STEEM
Transaction Info	Block #28245107/Virtual Operation #6

View Raw JSON Data

{
  "trx_id": "0000000000000000000000000000000000000000",
  "block": 28245107,
  "trx_in_block": 4294967295,
  "op_in_trx": 0,
  "virtual_op": 6,
  "timestamp": "2018-12-03T17:12:06",
  "op": [
    "fill_vesting_withdraw",
    {
      "from_account": "snake78",
      "to_account": "snake78",
      "withdrawn": "0.000000 VESTS",
      "deposited": "0.000 STEEM"
    }
  ]
}

snake78sent 0.003 STEEM to @luckdiver from power down installment (0.004 SP)

2018/12/03 17:12:06 UTC

28,245,107|virtual

from account	snake78
to account	luckdiver
withdrawn	6.269297 VESTS
deposited	0.003 STEEM
Transaction Info	Block #28245107/Virtual Operation #5

View Raw JSON Data

{
  "trx_id": "0000000000000000000000000000000000000000",
  "block": 28245107,
  "trx_in_block": 4294967295,
  "op_in_trx": 0,
  "virtual_op": 5,
  "timestamp": "2018-12-03T17:12:06",
  "op": [
    "fill_vesting_withdraw",
    {
      "from_account": "snake78",
      "to_account": "luckdiver",
      "withdrawn": "6.269297 VESTS",
      "deposited": "0.003 STEEM"
    }
  ]
}

snake78received 0.000 STEEM from power down installment (0.000 SP)

2018/11/26 17:12:06 UTC

28,043,582|virtual

from account	snake78
to account	snake78
withdrawn	0.000000 VESTS
deposited	0.000 STEEM
Transaction Info	Block #28043582/Virtual Operation #29

View Raw JSON Data

{
  "trx_id": "0000000000000000000000000000000000000000",
  "block": 28043582,
  "trx_in_block": 4294967295,
  "op_in_trx": 0,
  "virtual_op": 29,
  "timestamp": "2018-11-26T17:12:06",
  "op": [
    "fill_vesting_withdraw",
    {
      "from_account": "snake78",
      "to_account": "snake78",
      "withdrawn": "0.000000 VESTS",
      "deposited": "0.000 STEEM"
    }
  ]
}

snake78sent 0.003 STEEM to @luckdiver from power down installment (0.004 SP)

2018/11/26 17:12:06 UTC

28,043,582|virtual

from account	snake78
to account	luckdiver
withdrawn	6.269297 VESTS
deposited	0.003 STEEM
Transaction Info	Block #28043582/Virtual Operation #28

View Raw JSON Data

{
  "trx_id": "0000000000000000000000000000000000000000",
  "block": 28043582,
  "trx_in_block": 4294967295,
  "op_in_trx": 0,
  "virtual_op": 28,
  "timestamp": "2018-11-26T17:12:06",
  "op": [
    "fill_vesting_withdraw",
    {
      "from_account": "snake78",
      "to_account": "luckdiver",
      "withdrawn": "6.269297 VESTS",
      "deposited": "0.003 STEEM"
    }
  ]
}

snake78received 0.000 STEEM from power down installment (0.000 SP)

2018/11/19 17:12:06 UTC

27,842,084|virtual

from account	snake78
to account	snake78
withdrawn	0.000000 VESTS
deposited	0.000 STEEM
Transaction Info	Block #27842084/Virtual Operation #8

View Raw JSON Data

{
  "trx_id": "0000000000000000000000000000000000000000",
  "block": 27842084,
  "trx_in_block": 4294967295,
  "op_in_trx": 0,
  "virtual_op": 8,
  "timestamp": "2018-11-19T17:12:06",
  "op": [
    "fill_vesting_withdraw",
    {
      "from_account": "snake78",
      "to_account": "snake78",
      "withdrawn": "0.000000 VESTS",
      "deposited": "0.000 STEEM"
    }
  ]
}

snake78sent 0.003 STEEM to @luckdiver from power down installment (0.004 SP)

2018/11/19 17:12:06 UTC

27,842,084|virtual

from account	snake78
to account	luckdiver
withdrawn	6.269297 VESTS
deposited	0.003 STEEM
Transaction Info	Block #27842084/Virtual Operation #7

View Raw JSON Data

{
  "trx_id": "0000000000000000000000000000000000000000",
  "block": 27842084,
  "trx_in_block": 4294967295,
  "op_in_trx": 0,
  "virtual_op": 7,
  "timestamp": "2018-11-19T17:12:06",
  "op": [
    "fill_vesting_withdraw",
    {
      "from_account": "snake78",
      "to_account": "luckdiver",
      "withdrawn": "6.269297 VESTS",
      "deposited": "0.003 STEEM"
    }
  ]
}

snake78received 0.000 STEEM from power down installment (0.000 SP)

2018/11/12 17:12:06 UTC

27,640,621|virtual

from account	snake78
to account	snake78
withdrawn	0.000000 VESTS
deposited	0.000 STEEM
Transaction Info	Block #27640621/Virtual Operation #7

View Raw JSON Data

{
  "trx_id": "0000000000000000000000000000000000000000",
  "block": 27640621,
  "trx_in_block": 4294967295,
  "op_in_trx": 0,
  "virtual_op": 7,
  "timestamp": "2018-11-12T17:12:06",
  "op": [
    "fill_vesting_withdraw",
    {
      "from_account": "snake78",
      "to_account": "snake78",
      "withdrawn": "0.000000 VESTS",
      "deposited": "0.000 STEEM"
    }
  ]
}

snake78sent 0.003 STEEM to @luckdiver from power down installment (0.004 SP)

2018/11/12 17:12:06 UTC

27,640,621|virtual

from account	snake78
to account	luckdiver
withdrawn	6.269297 VESTS
deposited	0.003 STEEM
Transaction Info	Block #27640621/Virtual Operation #6

View Raw JSON Data

{
  "trx_id": "0000000000000000000000000000000000000000",
  "block": 27640621,
  "trx_in_block": 4294967295,
  "op_in_trx": 0,
  "virtual_op": 6,
  "timestamp": "2018-11-12T17:12:06",
  "op": [
    "fill_vesting_withdraw",
    {
      "from_account": "snake78",
      "to_account": "luckdiver",
      "withdrawn": "6.269297 VESTS",
      "deposited": "0.003 STEEM"
    }
  ]
}

snake78received 0.000 STEEM from power down installment (0.000 SP)

2018/11/05 17:12:06 UTC

27,439,150|virtual

from account	snake78
to account	snake78
withdrawn	0.000000 VESTS
deposited	0.000 STEEM
Transaction Info	Block #27439150/Virtual Operation #16

View Raw JSON Data

{
  "trx_id": "0000000000000000000000000000000000000000",
  "block": 27439150,
  "trx_in_block": 4294967295,
  "op_in_trx": 0,
  "virtual_op": 16,
  "timestamp": "2018-11-05T17:12:06",
  "op": [
    "fill_vesting_withdraw",
    {
      "from_account": "snake78",
      "to_account": "snake78",
      "withdrawn": "0.000000 VESTS",
      "deposited": "0.000 STEEM"
    }
  ]
}

snake78sent 0.003 STEEM to @luckdiver from power down installment (0.004 SP)

2018/11/05 17:12:06 UTC

27,439,150|virtual

from account	snake78
to account	luckdiver
withdrawn	6.269297 VESTS
deposited	0.003 STEEM
Transaction Info	Block #27439150/Virtual Operation #15

View Raw JSON Data

{
  "trx_id": "0000000000000000000000000000000000000000",
  "block": 27439150,
  "trx_in_block": 4294967295,
  "op_in_trx": 0,
  "virtual_op": 15,
  "timestamp": "2018-11-05T17:12:06",
  "op": [
    "fill_vesting_withdraw",
    {
      "from_account": "snake78",
      "to_account": "luckdiver",
      "withdrawn": "6.269297 VESTS",
      "deposited": "0.003 STEEM"
    }
  ]
}

snake78received 0.000 STEEM from power down installment (0.000 SP)

2018/10/29 17:12:06 UTC

27,237,724|virtual

from account	snake78
to account	snake78
withdrawn	0.000000 VESTS
deposited	0.000 STEEM
Transaction Info	Block #27237724/Virtual Operation #8

View Raw JSON Data

{
  "trx_id": "0000000000000000000000000000000000000000",
  "block": 27237724,
  "trx_in_block": 4294967295,
  "op_in_trx": 0,
  "virtual_op": 8,
  "timestamp": "2018-10-29T17:12:06",
  "op": [
    "fill_vesting_withdraw",
    {
      "from_account": "snake78",
      "to_account": "snake78",
      "withdrawn": "0.000000 VESTS",
      "deposited": "0.000 STEEM"
    }
  ]
}

snake78sent 0.003 STEEM to @luckdiver from power down installment (0.004 SP)

2018/10/29 17:12:06 UTC

27,237,724|virtual

from account	snake78
to account	luckdiver
withdrawn	6.269297 VESTS
deposited	0.003 STEEM
Transaction Info	Block #27237724/Virtual Operation #7

View Raw JSON Data

{
  "trx_id": "0000000000000000000000000000000000000000",
  "block": 27237724,
  "trx_in_block": 4294967295,
  "op_in_trx": 0,
  "virtual_op": 7,
  "timestamp": "2018-10-29T17:12:06",
  "op": [
    "fill_vesting_withdraw",
    {
      "from_account": "snake78",
      "to_account": "luckdiver",
      "withdrawn": "6.269297 VESTS",
      "deposited": "0.003 STEEM"
    }
  ]
}

snake78received 0.000 STEEM from power down installment (0.000 SP)

2018/10/22 17:12:06 UTC

27,036,265|virtual

from account	snake78
to account	snake78
withdrawn	0.000000 VESTS
deposited	0.000 STEEM
Transaction Info	Block #27036265/Virtual Operation #10

View Raw JSON Data

{
  "trx_id": "0000000000000000000000000000000000000000",
  "block": 27036265,
  "trx_in_block": 4294967295,
  "op_in_trx": 0,
  "virtual_op": 10,
  "timestamp": "2018-10-22T17:12:06",
  "op": [
    "fill_vesting_withdraw",
    {
      "from_account": "snake78",
      "to_account": "snake78",
      "withdrawn": "0.000000 VESTS",
      "deposited": "0.000 STEEM"
    }
  ]
}

snake78sent 0.003 STEEM to @luckdiver from power down installment (0.004 SP)

2018/10/22 17:12:06 UTC

27,036,265|virtual

from account	snake78
to account	luckdiver
withdrawn	6.269297 VESTS
deposited	0.003 STEEM
Transaction Info	Block #27036265/Virtual Operation #9

View Raw JSON Data

{
  "trx_id": "0000000000000000000000000000000000000000",
  "block": 27036265,
  "trx_in_block": 4294967295,
  "op_in_trx": 0,
  "virtual_op": 9,
  "timestamp": "2018-10-22T17:12:06",
  "op": [
    "fill_vesting_withdraw",
    {
      "from_account": "snake78",
      "to_account": "luckdiver",
      "withdrawn": "6.269297 VESTS",
      "deposited": "0.003 STEEM"
    }
  ]
}

snake78received 0.000 STEEM from power down installment (0.000 SP)

2018/10/15 17:12:06 UTC

26,834,827|virtual

from account	snake78
to account	snake78
withdrawn	0.000000 VESTS
deposited	0.000 STEEM
Transaction Info	Block #26834827/Virtual Operation #6

View Raw JSON Data

{
  "trx_id": "0000000000000000000000000000000000000000",
  "block": 26834827,
  "trx_in_block": 4294967295,
  "op_in_trx": 0,
  "virtual_op": 6,
  "timestamp": "2018-10-15T17:12:06",
  "op": [
    "fill_vesting_withdraw",
    {
      "from_account": "snake78",
      "to_account": "snake78",
      "withdrawn": "0.000000 VESTS",
      "deposited": "0.000 STEEM"
    }
  ]
}

snake78sent 0.003 STEEM to @luckdiver from power down installment (0.004 SP)

2018/10/15 17:12:06 UTC

26,834,827|virtual

from account	snake78
to account	luckdiver
withdrawn	6.269297 VESTS
deposited	0.003 STEEM
Transaction Info	Block #26834827/Virtual Operation #5

View Raw JSON Data

{
  "trx_id": "0000000000000000000000000000000000000000",
  "block": 26834827,
  "trx_in_block": 4294967295,
  "op_in_trx": 0,
  "virtual_op": 5,
  "timestamp": "2018-10-15T17:12:06",
  "op": [
    "fill_vesting_withdraw",
    {
      "from_account": "snake78",
      "to_account": "luckdiver",
      "withdrawn": "6.269297 VESTS",
      "deposited": "0.003 STEEM"
    }
  ]
}

snake78received 0.000 STEEM from power down installment (0.000 SP)

2018/10/08 17:12:06 UTC

26,633,365|virtual

from account	snake78
to account	snake78
withdrawn	0.000000 VESTS
deposited	0.000 STEEM
Transaction Info	Block #26633365/Virtual Operation #12

View Raw JSON Data

{
  "trx_id": "0000000000000000000000000000000000000000",
  "block": 26633365,
  "trx_in_block": 4294967295,
  "op_in_trx": 0,
  "virtual_op": 12,
  "timestamp": "2018-10-08T17:12:06",
  "op": [
    "fill_vesting_withdraw",
    {
      "from_account": "snake78",
      "to_account": "snake78",
      "withdrawn": "0.000000 VESTS",
      "deposited": "0.000 STEEM"
    }
  ]
}

snake78sent 0.003 STEEM to @luckdiver from power down installment (0.004 SP)

2018/10/08 17:12:06 UTC

26,633,365|virtual

from account	snake78
to account	luckdiver
withdrawn	6.269297 VESTS
deposited	0.003 STEEM
Transaction Info	Block #26633365/Virtual Operation #11

View Raw JSON Data

{
  "trx_id": "0000000000000000000000000000000000000000",
  "block": 26633365,
  "trx_in_block": 4294967295,
  "op_in_trx": 0,
  "virtual_op": 11,
  "timestamp": "2018-10-08T17:12:06",
  "op": [
    "fill_vesting_withdraw",
    {
      "from_account": "snake78",
      "to_account": "luckdiver",
      "withdrawn": "6.269297 VESTS",
      "deposited": "0.003 STEEM"
    }
  ]
}

snake78set power down withdrawal route to @luckdiver (100.00%)

2018/10/01 17:12:06 UTC

26,431,885|01cb62b

from account	snake78
to account	luckdiver
percent	10000
auto vest	false
Transaction Info	Block #26431885/Trx 01cb62b6427c1a9b8c5dd211764219ed713068e3

View Raw JSON Data

{
  "trx_id": "01cb62b6427c1a9b8c5dd211764219ed713068e3",
  "block": 26431885,
  "trx_in_block": 16,
  "op_in_trx": 0,
  "virtual_op": 0,
  "timestamp": "2018-10-01T17:12:06",
  "op": [
    "set_withdraw_vesting_route",
    {
      "from_account": "snake78",
      "to_account": "luckdiver",
      "percent": 10000,
      "auto_vest": false
    }
  ]
}

snake78started power down of 0.050 SP

2018/10/01 17:12:06 UTC

26,431,885|7b9ec22

account	snake78
vesting shares	81.500867 VESTS
Transaction Info	Block #26431885/Trx 7b9ec22b08b14bc7e923bcc6191fbfcb19923cdc

View Raw JSON Data

{
  "trx_id": "7b9ec22b08b14bc7e923bcc6191fbfcb19923cdc",
  "block": 26431885,
  "trx_in_block": 13,
  "op_in_trx": 0,
  "virtual_op": 0,
  "timestamp": "2018-10-01T17:12:06",
  "op": [
    "withdraw_vesting",
    {
      "account": "snake78",
      "vesting_shares": "81.500867 VESTS"
    }
  ]
}

spaminatorflagged (-0.34%) @snake78 / moving-closer-to-completely-optical-artificial-neural-network

2018/08/14 16:25:03 UTC

25,065,020|a0b5080

voter	spaminator
author	snake78
permlink	moving-closer-to-completely-optical-artificial-neural-network
weight	-34 (-0.34%)
Transaction Info	Block #25065020/Trx a0b5080838d315437b79e8d4fedc6506356e43dd

View Raw JSON Data

{
  "trx_id": "a0b5080838d315437b79e8d4fedc6506356e43dd",
  "block": 25065020,
  "trx_in_block": 8,
  "op_in_trx": 0,
  "virtual_op": 0,
  "timestamp": "2018-08-14T16:25:03",
  "op": [
    "vote",
    {
      "voter": "spaminator",
      "author": "snake78",
      "permlink": "moving-closer-to-completely-optical-artificial-neural-network",
      "weight": -34
    }
  ]
}

prowlerflagged (-1.00%) @snake78 / moving-closer-to-completely-optical-artificial-neural-network

2018/08/14 16:24:57 UTC

25,065,018|bc0f3ce

voter	prowler
author	snake78
permlink	moving-closer-to-completely-optical-artificial-neural-network
weight	-100 (-1.00%)
Transaction Info	Block #25065018/Trx bc0f3ce2cbf635603b9c20de727c4de10d6ca26c

View Raw JSON Data

{
  "trx_id": "bc0f3ce2cbf635603b9c20de727c4de10d6ca26c",
  "block": 25065018,
  "trx_in_block": 35,
  "op_in_trx": 0,
  "virtual_op": 0,
  "timestamp": "2018-08-14T16:24:57",
  "op": [
    "vote",
    {
      "voter": "prowler",
      "author": "snake78",
      "permlink": "moving-closer-to-completely-optical-artificial-neural-network",
      "weight": -100
    }
  ]
}

snake78sent 0.181 SBD to @avdvla1984- "round"

2018/08/09 01:20:30 UTC

24,902,977|22b4d23

from	snake78
to	avdvla1984
amount	0.181 SBD
memo	round
Transaction Info	Block #24902977/Trx 22b4d23aef10ff28818dfe8c4defa71566c05a17

View Raw JSON Data

{
  "trx_id": "22b4d23aef10ff28818dfe8c4defa71566c05a17",
  "block": 24902977,
  "trx_in_block": 13,
  "op_in_trx": 0,
  "virtual_op": 0,
  "timestamp": "2018-08-09T01:20:30",
  "op": [
    "transfer",
    {
      "from": "snake78",
      "to": "avdvla1984",
      "amount": "0.181 SBD",
      "memo": "round"
    }
  ]
}

minnowboostersent 0.003 SBD to @snake78- "You got an upgoat that will be done by robertking. We refund an open value of 0.003 SBD! Request-Id: 1447366"

2018/08/08 02:05:27 UTC

24,875,107|71f6bc3

from	minnowbooster
to	snake78
amount	0.003 SBD
memo	You got an upgoat that will be done by robertking. We refund an open value of 0.003 SBD! Request-Id: 1447366
Transaction Info	Block #24875107/Trx 71f6bc38a4cae5b31163b0cd8e4ca0f7db9c547a

View Raw JSON Data

{
  "trx_id": "71f6bc38a4cae5b31163b0cd8e4ca0f7db9c547a",
  "block": 24875107,
  "trx_in_block": 19,
  "op_in_trx": 0,
  "virtual_op": 0,
  "timestamp": "2018-08-08T02:05:27",
  "op": [
    "transfer",
    {
      "from": "minnowbooster",
      "to": "snake78",
      "amount": "0.003 SBD",
      "memo": "You got an upgoat that will be done by robertking. We refund an open value of 0.003 SBD! Request-Id: 1447366"
    }
  ]
}

robertkingupvoted (41.00%) @snake78 / moving-closer-to-completely-optical-artificial-neural-network

2018/08/08 02:05:27 UTC

24,875,107|25491d2

voter	robertking
author	snake78
permlink	moving-closer-to-completely-optical-artificial-neural-network
weight	4100 (41.00%)
Transaction Info	Block #24875107/Trx 25491d2e330ee82f781fb481a37ccacf5b4cf512

View Raw JSON Data

{
  "trx_id": "25491d2e330ee82f781fb481a37ccacf5b4cf512",
  "block": 24875107,
  "trx_in_block": 17,
  "op_in_trx": 0,
  "virtual_op": 0,
  "timestamp": "2018-08-08T02:05:27",
  "op": [
    "vote",
    {
      "voter": "robertking",
      "author": "snake78",
      "permlink": "moving-closer-to-completely-optical-artificial-neural-network",
      "weight": 4100
    }
  ]
}

snake78sent 0.150 SBD to @minnowbooster- "https://steemit.com/news/@snake78/moving-closer-to-completely-optical-artificial-neural-network"

2018/08/08 02:04:51 UTC

24,875,095|a1f014d

from	snake78
to	minnowbooster
amount	0.150 SBD
memo	https://steemit.com/news/@snake78/moving-closer-to-completely-optical-artificial-neural-network
Transaction Info	Block #24875095/Trx a1f014dbf9fba22e12f5e5ab9f45f5ad4477f316

View Raw JSON Data

{
  "trx_id": "a1f014dbf9fba22e12f5e5ab9f45f5ad4477f316",
  "block": 24875095,
  "trx_in_block": 3,
  "op_in_trx": 0,
  "virtual_op": 0,
  "timestamp": "2018-08-08T02:04:51",
  "op": [
    "transfer",
    {
      "from": "snake78",
      "to": "minnowbooster",
      "amount": "0.150 SBD",
      "memo": "https://steemit.com/news/@snake78/moving-closer-to-completely-optical-artificial-neural-network"
    }
  ]
}

shartzyupvoted (100.00%) @snake78 / moving-closer-to-completely-optical-artificial-neural-network

2018/08/08 01:53:27 UTC

24,874,867|9335b0b

voter	shartzy
author	snake78
permlink	moving-closer-to-completely-optical-artificial-neural-network
weight	10000 (100.00%)
Transaction Info	Block #24874867/Trx 9335b0b0a31c372e233cb4a60881bab41dad2d03

View Raw JSON Data

{
  "trx_id": "9335b0b0a31c372e233cb4a60881bab41dad2d03",
  "block": 24874867,
  "trx_in_block": 2,
  "op_in_trx": 0,
  "virtual_op": 0,
  "timestamp": "2018-08-08T01:53:27",
  "op": [
    "vote",
    {
      "voter": "shartzy",
      "author": "snake78",
      "permlink": "moving-closer-to-completely-optical-artificial-neural-network",
      "weight": 10000
    }
  ]
}

minnowboostersent 0.006 SBD to @snake78- "You got an upgoat that will be done by shartzy. We refund an open value of 0.006 SBD! Request-Id: 1447320"

2018/08/08 01:53:24 UTC

24,874,866|2c7762e

from	minnowbooster
to	snake78
amount	0.006 SBD
memo	You got an upgoat that will be done by shartzy. We refund an open value of 0.006 SBD! Request-Id: 1447320
Transaction Info	Block #24874866/Trx 2c7762ef2a8943be92a937a663696779cba924ad

View Raw JSON Data

{
  "trx_id": "2c7762ef2a8943be92a937a663696779cba924ad",
  "block": 24874866,
  "trx_in_block": 26,
  "op_in_trx": 0,
  "virtual_op": 0,
  "timestamp": "2018-08-08T01:53:24",
  "op": [
    "transfer",
    {
      "from": "minnowbooster",
      "to": "snake78",
      "amount": "0.006 SBD",
      "memo": "You got an upgoat that will be done by shartzy. We refund an open value of 0.006 SBD! Request-Id: 1447320"
    }
  ]
}

snake78sent 0.150 SBD to @minnowbooster- "https://steemit.com/news/@snake78/moving-closer-to-completely-optical-artificial-neural-network"

2018/08/08 01:52:30 UTC

24,874,848|8484aff

from	snake78
to	minnowbooster
amount	0.150 SBD
memo	https://steemit.com/news/@snake78/moving-closer-to-completely-optical-artificial-neural-network
Transaction Info	Block #24874848/Trx 8484aff27b24497ca6afe2217a25c8a4aecb079e

View Raw JSON Data

{
  "trx_id": "8484aff27b24497ca6afe2217a25c8a4aecb079e",
  "block": 24874848,
  "trx_in_block": 12,
  "op_in_trx": 0,
  "virtual_op": 0,
  "timestamp": "2018-08-08T01:52:30",
  "op": [
    "transfer",
    {
      "from": "snake78",
      "to": "minnowbooster",
      "amount": "0.150 SBD",
      "memo": "https://steemit.com/news/@snake78/moving-closer-to-completely-optical-artificial-neural-network"
    }
  ]
}

melooo182upvoted (100.00%) @snake78 / moving-closer-to-completely-optical-artificial-neural-network

2018/08/08 00:35:42 UTC

24,873,312|550982b

voter	melooo182
author	snake78
permlink	moving-closer-to-completely-optical-artificial-neural-network
weight	10000 (100.00%)
Transaction Info	Block #24873312/Trx 550982bf14cff189c88b2dfff232a0d390fb4a36

View Raw JSON Data

{
  "trx_id": "550982bf14cff189c88b2dfff232a0d390fb4a36",
  "block": 24873312,
  "trx_in_block": 29,
  "op_in_trx": 0,
  "virtual_op": 0,
  "timestamp": "2018-08-08T00:35:42",
  "op": [
    "vote",
    {
      "voter": "melooo182",
      "author": "snake78",
      "permlink": "moving-closer-to-completely-optical-artificial-neural-network",
      "weight": 10000
    }
  ]
}

kennybllupvoted (100.00%) @snake78 / moving-closer-to-completely-optical-artificial-neural-network

2018/08/08 00:35:24 UTC

24,873,306|e8ae42b

voter	kennybll
author	snake78
permlink	moving-closer-to-completely-optical-artificial-neural-network
weight	10000 (100.00%)
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nelufareasminupvoted (100.00%) @snake78 / moving-closer-to-completely-optical-artificial-neural-network

2018/08/08 00:35:21 UTC

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pointeblueupvoted (100.00%) @snake78 / moving-closer-to-completely-optical-artificial-neural-network

2018/08/08 00:35:21 UTC

24,873,305|6008a6b

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fiat19upvoted (100.00%) @snake78 / moving-closer-to-completely-optical-artificial-neural-network

2018/08/08 00:35:21 UTC

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2018/08/08 00:35:21 UTC

24,873,305|14b7675

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snake78sent 0.100 SBD to @minnowbooster- "https://steemit.com/news/@snake78/moving-closer-to-completely-optical-artificial-neural-network"

2018/08/08 00:34:24 UTC

24,873,286|5a5239b

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watcheronhillupvoted (100.00%) @snake78 / moving-closer-to-completely-optical-artificial-neural-network

2018/08/08 00:14:48 UTC

24,872,894|b27edf7

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minnowboostersent 0.011 SBD to @snake78- "You got an upgoat that will be done by watcheronhill. We refund an open value of 0.011 SBD! Request-Id: 1446949"

2018/08/08 00:14:48 UTC

24,872,894|eeb6a0e

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snake78sent 0.050 SBD to @minnowbooster- "https://steemit.com/news/@snake78/moving-closer-to-completely-optical-artificial-neural-network"

2018/08/08 00:13:51 UTC

24,872,875|daaa4cf

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pmesent 0.600 SBD to @snake78- "withdraw"

2018/08/07 21:34:21 UTC

24,869,685|238ff87

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snake78updated options for moving-closer-to-completely-optical-artificial-neural-network

2018/08/07 21:01:33 UTC

24,869,030|99764a6

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snake78published a new post: moving-closer-to-completely-optical-artificial-neural-network

2018/08/07 21:01:33 UTC

24,869,030|99764a6

parent author
parent permlink	news
author	snake78
permlink	moving-closer-to-completely-optical-artificial-neural-network
title	Moving closer to completely optical artificial neural network
body	<html> <p>https://cdn.steemitimages.com/DQmSYp8mneVR9WjvUJeFPy8m3ibvNs5RyvdGm7Rp2v92kky/image.png<br></p> <p><strong>Optical training of neural networks could lead to more efficient artificial intelligence</strong></p> <p>https://cdn.steemitimages.com/DQmNkV9uemWgjo86Tm5ebMbAmb6jiC2yW4mZf7RhcbvK2ia/image.png</p> <p><em> Researchers have shown a neural network can be trained using an optical circuit (blue rectangle in the illustration). In the full network there would be several of these linked together. The laser inputs (green) encode information that is carried through the chip by optical waveguides (black). The chip performs operations crucial to the artificial neural network using tunable beam splitters, which are represented by the curved sections in the waveguides. These sections couple two adjacent waveguides together and are tuned by adjusting the settings of optical phase shifters (red and blue glowing objects), which act like 'knobs' that can be adjusted during training to perform a given task. </em></p> <p> <strong>Researchers have shown that it is possible to train artificial neural networks directly on an optical chip. The significant breakthrough demonstrates that an optical circuit can perform a critical function of an electronics-based artificial neural network and could lead to less expensive, faster and more energy efficient ways to perform complex tasks such as speech or image recognition.</strong></p> <p>'Using an optical chip to perform neural network computations more efficiently than is possible with digital computers could allow more complex problems to be solved,' said research team leader Shanhui Fan of Stanford University. 'This would enhance the capability of artificial neural networks to perform tasks required for self-driving cars or to formulate an appropriate response to a spoken question, for example. It could also improve our lives in ways we can't imagine now.'</p> <p> An artificial neural network is a type of artificial intelligence that uses connected units to process information in a manner similar to the way the brain processes information. Using these networks to perform a complex task, for instance voice recognition, requires the critical step of training the algorithms to categorize inputs, such as different words. </p> <p>Although optical artificial neural networks were recently demonstrated experimentally, the training step was performed using a model on a traditional digital computer and the final settings were then imported into the optical circuit. In <em>Optica</em>, The Optical Society's journal for high impact research, Stanford University researchers report a method for training these networks directly in the device by implementing an optical analogue of the 'backpropagation' algorithm, which is the standard way to train conventional neural networks.</p> <p>'Using a physical device rather than a computer model for training makes the process more accurate,' said Tyler W. Hughes, first author of the paper. 'Also, because the training step is a very computationally expensive part of the implementation of the neural network, performing this step optically is key to improving the computational efficiency, speed and power consumption of artificial networks.' </p> <p><br></p> <p> <strong>A light-based network</strong></p> <p>Although neural network processing is typically performed using a traditional computer, there are significant efforts to design hardware optimized specifically for neural network computing. Optics-based devices are of great interest because they can perform computations in parallel while using less energy than electronic devices. </p> <p> In the new work, the researchers overcame a significant challenge to implementing an all-optical neural network by designing an optical chip that replicates the way that conventional computers train neural networks.<br>  </p> <p> An artificial neural network can be thought of as a black box with a number of knobs. During the training step, these knobs are each turned a little and then the system is tested to see if the performance of the algorithms improved.<br>  'Our method not only helps predict which direction to turn the knobs but also how much you should turn each knob to get you closer to the desired performance,' said Hughes. 'Our approach speeds up training significantly, especially for large networks, because we get information about each knob in parallel.'<br>  </p> <p> <strong>On-chip training</strong></p> <p>The new training protocol operates on optical circuits with tunable beam splitters that are adjusted by changing the settings of optical phase shifters. Laser beams encoding information to be processed are fired into the optical circuit and carried by optical waveguides through the beam splitters, which are adjusted like knobs to train the neural network algorithms.</p> <p>In the new training protocol, the laser is first fed through the optical circuit. Upon exiting the device, the difference from the expected outcome is calculated. This information is then used to generate a new light signal, which is sent back through the optical network in the opposite direction. By measuring the optical intensity around each beam splitter during this process, the researchers showed how to detect, in parallel, how the neural network performance will change with respect to each beam splitter's setting. The phase shifter settings can be changed based on this information, and the process may be repeated until the neural network produces the desired outcome.</p> <p>The researchers tested their training technique with optical simulations by teaching an algorithm to perform complicated functions, such as picking out complex features within a set of points. They found that the optical implementation performed similarly to a conventional computer.</p> <p>'Our work demonstrates that you can use the laws of physics to implement computer science algorithms,' said Fan. 'By training these networks in the optical domain, it shows that optical neural network systems could be built to carry out certain functionalities using optics alone.</p> <p>'The researchers plan to further optimize the system and want to use it to implement a practical application of a neural network task. The general approach they designed could be used with various neural network architectures and for other applications such as reconfigurable optics. </p> </html>
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      "body": "<html> <p>https://cdn.steemitimages.com/DQmSYp8mneVR9WjvUJeFPy8m3ibvNs5RyvdGm7Rp2v92kky/image.png<br></p> <p><strong>Optical training of neural networks could lead to more efficient artificial intelligence</strong></p> <p>https://cdn.steemitimages.com/DQmNkV9uemWgjo86Tm5ebMbAmb6jiC2yW4mZf7RhcbvK2ia/image.png</p> <p><em>&nbsp;Researchers have shown a neural network can be trained using an optical circuit (blue rectangle in the illustration). In the full network there would be several of these linked together. The laser inputs (green) encode information that is carried through the chip by optical waveguides (black). The chip performs operations crucial to the artificial neural network using tunable beam splitters, which are represented by the curved sections in the waveguides. 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'This would enhance the capability of artificial neural networks to perform tasks required for self-driving cars or to formulate an appropriate response to a spoken question, for example. It could also improve our lives in ways we can't imagine now.'</p> <p>&nbsp;An artificial neural network is a type of artificial intelligence that uses connected units to process information in a manner similar to the way the brain processes information. Using these networks to perform a complex task, for instance voice recognition, requires the critical step of training the algorithms to categorize inputs, such as different words.&nbsp;</p> <p>Although optical artificial neural networks were recently demonstrated experimentally, the training step was performed using a model on a traditional digital computer and the final settings were then imported into the optical circuit. In <em>Optica</em>, The Optical Society's journal for high impact research, Stanford University researchers report a method for training these networks directly in the device by implementing an optical analogue of the 'backpropagation' algorithm, which is the standard way to train conventional neural networks.</p> <p>'Using a physical device rather than a computer model for training makes the process more accurate,' said Tyler W. Hughes, first author of the paper. 'Also, because the training step is a very computationally expensive part of the implementation of the neural network, performing this step optically is key to improving the computational efficiency, speed and power consumption of artificial networks.'&nbsp;</p> <p><br></p> <p>&nbsp;<strong>A light-based network</strong></p> <p>Although neural network processing is typically performed using a traditional computer, there are significant efforts to design hardware optimized specifically for neural network computing. Optics-based devices are of great interest because they can perform computations in parallel while using less energy than electronic devices.&nbsp;</p> <p>&nbsp;In the new work, the researchers overcame a significant challenge to implementing an all-optical neural network by designing an optical chip that replicates the way that conventional computers train neural networks.<br> &nbsp;</p> <p>&nbsp;An artificial neural network can be thought of as a black box with a number of knobs. During the training step, these knobs are each turned a little and then the system is tested to see if the performance of the algorithms improved.<br> &nbsp;'Our method not only helps predict which direction to turn the knobs but also how much you should turn each knob to get you closer to the desired performance,' said Hughes. 'Our approach speeds up training significantly, especially for large networks, because we get information about each knob in parallel.'<br> &nbsp;</p> <p>&nbsp;<strong>On-chip training</strong></p> <p>The new training protocol operates on optical circuits with tunable beam splitters that are adjusted by changing the settings of optical phase shifters. Laser beams encoding information to be processed are fired into the optical circuit and carried by optical waveguides through the beam splitters, which are adjusted like knobs to train the neural network algorithms.</p> <p>In the new training protocol, the laser is first fed through the optical circuit. Upon exiting the device, the difference from the expected outcome is calculated. This information is then used to generate a new light signal, which is sent back through the optical network in the opposite direction. By measuring the optical intensity around each beam splitter during this process, the researchers showed how to detect, in parallel, how the neural network performance will change with respect to each beam splitter's setting. The phase shifter settings can be changed based on this information, and the process may be repeated until the neural network produces the desired outcome.</p> <p>The researchers tested their training technique with optical simulations by teaching an algorithm to perform complicated functions, such as picking out complex features within a set of points. They found that the optical implementation performed similarly to a conventional computer.</p> <p>'Our work demonstrates that you can use the laws of physics to implement computer science algorithms,' said Fan. 'By training these networks in the optical domain, it shows that optical neural network systems could be built to carry out certain functionalities using optics alone.</p> <p>'The researchers plan to further optimize the system and want to use it to implement a practical application of a neural network task. The general approach they designed could be used with various neural network architectures and for other applications such as reconfigurable optics.&nbsp;</p> </html>",
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snake78deleted a comment or post

2018/08/07 20:58:12 UTC

24,868,963|79f7832

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mack-botflagged (-0.50%) @snake78 / moving-closer-to-completely-optical-artificial-neural-network

2018/08/07 20:42:27 UTC

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snake78updated options for moving-closer-to-completely-optical-artificial-neural-network

2018/08/07 20:42:24 UTC

24,868,647|7c00947

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snake78published a new post: moving-closer-to-completely-optical-artificial-neural-network

2018/08/07 20:42:24 UTC

24,868,647|7c00947

parent author
parent permlink	news
author	snake78
permlink	moving-closer-to-completely-optical-artificial-neural-network
title	Moving closer to completely optical artificial neural network
body	text_body
json metadata	{"tags":["news"],"app":"steemit/0.1"}
Transaction Info	Block #24868647/Trx 7c00947928b356ba5741b4cdbf48a32cd4c3592f

View Raw JSON Data

{
  "trx_id": "7c00947928b356ba5741b4cdbf48a32cd4c3592f",
  "block": 24868647,
  "trx_in_block": 10,
  "op_in_trx": 0,
  "virtual_op": 0,
  "timestamp": "2018-08-07T20:42:24",
  "op": [
    "comment",
    {
      "parent_author": "",
      "parent_permlink": "news",
      "author": "snake78",
      "permlink": "moving-closer-to-completely-optical-artificial-neural-network",
      "title": "Moving closer to completely optical artificial neural network",
      "body": "text_body",
      "json_metadata": "{\"tags\":[\"news\"],\"app\":\"steemit/0.1\"}"
    }
  ]
}

snake78sent 0.160 STEEM to @luckdiver- "hi"

2018/06/01 15:32:15 UTC

22,944,490|34df75b

from	snake78
to	luckdiver
amount	0.160 STEEM
memo	hi
Transaction Info	Block #22944490/Trx 34df75b5b1d63a6f487485843cb685d513a4486e

View Raw JSON Data

{
  "trx_id": "34df75b5b1d63a6f487485843cb685d513a4486e",
  "block": 22944490,
  "trx_in_block": 37,
  "op_in_trx": 0,
  "virtual_op": 0,
  "timestamp": "2018-06-01T15:32:15",
  "op": [
    "transfer",
    {
      "from": "snake78",
      "to": "luckdiver",
      "amount": "0.160 STEEM",
      "memo": "hi"
    }
  ]
}

snake78claimed reward balance: 0.034 SP

2018/06/01 10:31:30 UTC

22,938,479|b1b398d

account	snake78
reward steem	0.000 STEEM
reward sbd	0.000 SBD
reward vests	54.983050 VESTS
Transaction Info	Block #22938479/Trx b1b398d123f471b3811ef44e8f40e1ef802fcb93

View Raw JSON Data

{
  "trx_id": "b1b398d123f471b3811ef44e8f40e1ef802fcb93",
  "block": 22938479,
  "trx_in_block": 13,
  "op_in_trx": 0,
  "virtual_op": 0,
  "timestamp": "2018-06-01T10:31:30",
  "op": [
    "claim_reward_balance",
    {
      "account": "snake78",
      "reward_steem": "0.000 STEEM",
      "reward_sbd": "0.000 SBD",
      "reward_vests": "54.983050 VESTS"
    }
  ]
}

snake78received 0.000 STEEM from power down installment (0.000 SP)

2018/05/29 17:28:51 UTC

22,860,444|virtual

from account	snake78
to account	snake78
withdrawn	0.000000 VESTS
deposited	0.000 STEEM
Transaction Info	Block #22860444/Virtual Operation #13

View Raw JSON Data

{
  "trx_id": "0000000000000000000000000000000000000000",
  "block": 22860444,
  "trx_in_block": 4294967295,
  "op_in_trx": 0,
  "virtual_op": 13,
  "timestamp": "2018-05-29T17:28:51",
  "op": [
    "fill_vesting_withdraw",
    {
      "from_account": "snake78",
      "to_account": "snake78",
      "withdrawn": "0.000000 VESTS",
      "deposited": "0.000 STEEM"
    }
  ]
}

snake78sent 0.000 VESTS to @luckdiver from power down installment (0.000 SP)

2018/05/29 17:28:51 UTC

22,860,444|virtual

from account	snake78
to account	luckdiver
withdrawn	0.000004 VESTS
deposited	0.000004 VESTS
Transaction Info	Block #22860444/Virtual Operation #12

View Raw JSON Data

{
  "trx_id": "0000000000000000000000000000000000000000",
  "block": 22860444,
  "trx_in_block": 4294967295,
  "op_in_trx": 0,
  "virtual_op": 12,
  "timestamp": "2018-05-29T17:28:51",
  "op": [
    "fill_vesting_withdraw",
    {
      "from_account": "snake78",
      "to_account": "luckdiver",
      "withdrawn": "0.000004 VESTS",
      "deposited": "0.000004 VESTS"
    }
  ]
}

snake78received 0.000 STEEM from power down installment (0.000 SP)

2018/05/22 17:28:51 UTC

22,659,248|virtual

from account	snake78
to account	snake78
withdrawn	0.000000 VESTS
deposited	0.000 STEEM
Transaction Info	Block #22659248/Virtual Operation #28

View Raw JSON Data

{
  "trx_id": "0000000000000000000000000000000000000000",
  "block": 22659248,
  "trx_in_block": 4294967295,
  "op_in_trx": 0,
  "virtual_op": 28,
  "timestamp": "2018-05-22T17:28:51",
  "op": [
    "fill_vesting_withdraw",
    {
      "from_account": "snake78",
      "to_account": "snake78",
      "withdrawn": "0.000000 VESTS",
      "deposited": "0.000 STEEM"
    }
  ]
}

snake78sent 157.308 VESTS to @luckdiver from power down installment (0.097 SP)

2018/05/22 17:28:51 UTC

22,659,248|virtual

from account	snake78
to account	luckdiver
withdrawn	157.307692 VESTS
deposited	157.307692 VESTS
Transaction Info	Block #22659248/Virtual Operation #27

View Raw JSON Data

{
  "trx_id": "0000000000000000000000000000000000000000",
  "block": 22659248,
  "trx_in_block": 4294967295,
  "op_in_trx": 0,
  "virtual_op": 27,
  "timestamp": "2018-05-22T17:28:51",
  "op": [
    "fill_vesting_withdraw",
    {
      "from_account": "snake78",
      "to_account": "luckdiver",
      "withdrawn": "157.307692 VESTS",
      "deposited": "157.307692 VESTS"
    }
  ]
}

snake78received 0.000 STEEM from power down installment (0.000 SP)

2018/05/15 17:28:51 UTC

22,457,684|virtual

from account	snake78
to account	snake78
withdrawn	0.000000 VESTS
deposited	0.000 STEEM
Transaction Info	Block #22457684/Virtual Operation #17

View Raw JSON Data

{
  "trx_id": "0000000000000000000000000000000000000000",
  "block": 22457684,
  "trx_in_block": 4294967295,
  "op_in_trx": 0,
  "virtual_op": 17,
  "timestamp": "2018-05-15T17:28:51",
  "op": [
    "fill_vesting_withdraw",
    {
      "from_account": "snake78",
      "to_account": "snake78",
      "withdrawn": "0.000000 VESTS",
      "deposited": "0.000 STEEM"
    }
  ]
}

snake78sent 157.308 VESTS to @luckdiver from power down installment (0.097 SP)

2018/05/15 17:28:51 UTC

22,457,684|virtual

from account	snake78
to account	luckdiver
withdrawn	157.307692 VESTS
deposited	157.307692 VESTS
Transaction Info	Block #22457684/Virtual Operation #16

View Raw JSON Data

{
  "trx_id": "0000000000000000000000000000000000000000",
  "block": 22457684,
  "trx_in_block": 4294967295,
  "op_in_trx": 0,
  "virtual_op": 16,
  "timestamp": "2018-05-15T17:28:51",
  "op": [
    "fill_vesting_withdraw",
    {
      "from_account": "snake78",
      "to_account": "luckdiver",
      "withdrawn": "157.307692 VESTS",
      "deposited": "157.307692 VESTS"
    }
  ]
}

snake78received 0.000 STEEM from power down installment (0.000 SP)

2018/05/08 17:28:51 UTC

22,256,104|virtual

from account	snake78
to account	snake78
withdrawn	0.000000 VESTS
deposited	0.000 STEEM
Transaction Info	Block #22256104/Virtual Operation #35

View Raw JSON Data

{
  "trx_id": "0000000000000000000000000000000000000000",
  "block": 22256104,
  "trx_in_block": 4294967295,
  "op_in_trx": 0,
  "virtual_op": 35,
  "timestamp": "2018-05-08T17:28:51",
  "op": [
    "fill_vesting_withdraw",
    {
      "from_account": "snake78",
      "to_account": "snake78",
      "withdrawn": "0.000000 VESTS",
      "deposited": "0.000 STEEM"
    }
  ]
}

snake78sent 157.308 VESTS to @luckdiver from power down installment (0.097 SP)

2018/05/08 17:28:51 UTC

22,256,104|virtual

from account	snake78
to account	luckdiver
withdrawn	157.307692 VESTS
deposited	157.307692 VESTS
Transaction Info	Block #22256104/Virtual Operation #34

View Raw JSON Data

{
  "trx_id": "0000000000000000000000000000000000000000",
  "block": 22256104,
  "trx_in_block": 4294967295,
  "op_in_trx": 0,
  "virtual_op": 34,
  "timestamp": "2018-05-08T17:28:51",
  "op": [
    "fill_vesting_withdraw",
    {
      "from_account": "snake78",
      "to_account": "luckdiver",
      "withdrawn": "157.307692 VESTS",
      "deposited": "157.307692 VESTS"
    }
  ]
}

snake78received 0.001 SP curation reward for @bunnypuncher / wfwyn-bunnypuncher-s-daily-giveaway-4-26-2018-13-sbd-total-in-prizes

2018/05/04 21:21:27 UTC

22,145,597|virtual

curator	snake78
reward	2.036117 VESTS
comment author	bunnypuncher
comment permlink	wfwyn-bunnypuncher-s-daily-giveaway-4-26-2018-13-sbd-total-in-prizes
Transaction Info	Block #22145597/Virtual Operation #184

View Raw JSON Data

{
  "trx_id": "0000000000000000000000000000000000000000",
  "block": 22145597,
  "trx_in_block": 4294967295,
  "op_in_trx": 0,
  "virtual_op": 184,
  "timestamp": "2018-05-04T21:21:27",
  "op": [
    "curation_reward",
    {
      "curator": "snake78",
      "reward": "2.036117 VESTS",
      "comment_author": "bunnypuncher",
      "comment_permlink": "wfwyn-bunnypuncher-s-daily-giveaway-4-26-2018-13-sbd-total-in-prizes"
    }
  ]
}

snake78received 0.001 SP curation reward for @kenmelendez / b37b7ed0-4a34-11e8-aa5b-83da28bb4ae3

2018/05/04 16:35:39 UTC

22,139,881|virtual

curator	snake78
reward	2.036138 VESTS
comment author	kenmelendez
comment permlink	b37b7ed0-4a34-11e8-aa5b-83da28bb4ae3
Transaction Info	Block #22139881/Virtual Operation #444

View Raw JSON Data

{
  "trx_id": "0000000000000000000000000000000000000000",
  "block": 22139881,
  "trx_in_block": 4294967295,
  "op_in_trx": 0,
  "virtual_op": 444,
  "timestamp": "2018-05-04T16:35:39",
  "op": [
    "curation_reward",
    {
      "curator": "snake78",
      "reward": "2.036138 VESTS",
      "comment_author": "kenmelendez",
      "comment_permlink": "b37b7ed0-4a34-11e8-aa5b-83da28bb4ae3"
    }
  ]
}

snake78received 0.001 SP curation reward for @brittuf / eth-town-update-and-etherstocks-buy-of-the-day

2018/05/04 07:45:27 UTC

22,129,279|virtual

curator	snake78
reward	2.036177 VESTS
comment author	brittuf
comment permlink	eth-town-update-and-etherstocks-buy-of-the-day
Transaction Info	Block #22129279/Virtual Operation #88

View Raw JSON Data

{
  "trx_id": "0000000000000000000000000000000000000000",
  "block": 22129279,
  "trx_in_block": 4294967295,
  "op_in_trx": 0,
  "virtual_op": 88,
  "timestamp": "2018-05-04T07:45:27",
  "op": [
    "curation_reward",
    {
      "curator": "snake78",
      "reward": "2.036177 VESTS",
      "comment_author": "brittuf",
      "comment_permlink": "eth-town-update-and-etherstocks-buy-of-the-day"
    }
  ]
}

snake78received 0.005 SP curation reward for @sthink / test

2018/05/04 03:50:48 UTC

22,124,588|virtual

curator	snake78
reward	8.144777 VESTS
comment author	sthink
comment permlink	test
Transaction Info	Block #22124588/Virtual Operation #166

View Raw JSON Data

{
  "trx_id": "0000000000000000000000000000000000000000",
  "block": 22124588,
  "trx_in_block": 4294967295,
  "op_in_trx": 0,
  "virtual_op": 166,
  "timestamp": "2018-05-04T03:50:48",
  "op": [
    "curation_reward",
    {
      "curator": "snake78",
      "reward": "8.144777 VESTS",
      "comment_author": "sthink",
      "comment_permlink": "test"
    }
  ]
}

snake78received 0.001 SP curation reward for @herorasseru / token-generation-chamber-now-active-8-100

2018/05/04 01:43:21 UTC

22,122,040|virtual

curator	snake78
reward	2.036203 VESTS
comment author	herorasseru
comment permlink	token-generation-chamber-now-active-8-100
Transaction Info	Block #22122040/Virtual Operation #34

View Raw JSON Data

{
  "trx_id": "0000000000000000000000000000000000000000",
  "block": 22122040,
  "trx_in_block": 4294967295,
  "op_in_trx": 0,
  "virtual_op": 34,
  "timestamp": "2018-05-04T01:43:21",
  "op": [
    "curation_reward",
    {
      "curator": "snake78",
      "reward": "2.036203 VESTS",
      "comment_author": "herorasseru",
      "comment_permlink": "token-generation-chamber-now-active-8-100"
    }
  ]
}

snake78received 0.001 SP curation reward for @moneyroad / eth-btc-bot-buy-signal-2018-04-26

2018/05/03 20:23:57 UTC

22,115,654|virtual

curator	snake78
reward	2.036227 VESTS
comment author	moneyroad
comment permlink	eth-btc-bot-buy-signal-2018-04-26
Transaction Info	Block #22115654/Virtual Operation #696

View Raw JSON Data

{
  "trx_id": "0000000000000000000000000000000000000000",
  "block": 22115654,
  "trx_in_block": 4294967295,
  "op_in_trx": 0,
  "virtual_op": 696,
  "timestamp": "2018-05-03T20:23:57",
  "op": [
    "curation_reward",
    {
      "curator": "snake78",
      "reward": "2.036227 VESTS",
      "comment_author": "moneyroad",
      "comment_permlink": "eth-btc-bot-buy-signal-2018-04-26"
    }
  ]
}

snake78received 0.001 SP curation reward for @pearliciousme / what-is-financial-freedom-to-you

2018/05/03 20:10:12 UTC

22,115,379|virtual

curator	snake78
reward	2.036228 VESTS
comment author	pearliciousme
comment permlink	what-is-financial-freedom-to-you
Transaction Info	Block #22115379/Virtual Operation #115

View Raw JSON Data

{
  "trx_id": "0000000000000000000000000000000000000000",
  "block": 22115379,
  "trx_in_block": 4294967295,
  "op_in_trx": 0,
  "virtual_op": 115,
  "timestamp": "2018-05-03T20:10:12",
  "op": [
    "curation_reward",
    {
      "curator": "snake78",
      "reward": "2.036228 VESTS",
      "comment_author": "pearliciousme",
      "comment_permlink": "what-is-financial-freedom-to-you"
    }
  ]
}

Manabar

Voting Power95.15%

Downvote Power0.00%

Resource Credits100.00%

Reputation Progress13.96%

{
  "voting_manabar": {
    "current_mana": 9515,
    "last_update_time": 1524879867
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  "downvote_manabar": {
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    "last_update_time": 1517388510
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  "rc_account": {
    "account": "snake78",
    "rc_manabar": {
      "current_mana": 2020748973,
      "last_update_time": 1546881126
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    "max_rc_creation_adjustment": {
      "amount": "2020748973",
      "precision": 6,
      "nai": "@@000000037"
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    "max_rc": 2020748973
  }
}

Account Metadata

POSTING JSON METADATA
None
JSON METADATA
None

{
  "posting_json_metadata": {},
  "json_metadata": {}
}

Auth Keys

Owner

Single Signature

Public Keys

STM6HsinZBzDA5pXQN8dUyoXd9rSiE899GLwNRH3tMnVvhGLvEct71/1

Active

Single Signature

Public Keys

STM76y5YkiAgLdnrvR3gv2mTDwy9xonbtwWMjAoz3G5f5Lp3Wbn5C1/1

Posting

Single Signature

Public Keys

STM6sLd4fhMhvS4J6xFUQdR8KJMLushpduNFwsxqu8PZQCwXtm3XQ1/1

Memo

STM5Hu55ru4YDd27aLB29TTYWXavfmLcuycH6SUDAJ6tFdckY7vM1

{
  "owner": {
    "weight_threshold": 1,
    "account_auths": [],
    "key_auths": [
      [
        "STM6HsinZBzDA5pXQN8dUyoXd9rSiE899GLwNRH3tMnVvhGLvEct7",
        1
      ]
    ]
  },
  "active": {
    "weight_threshold": 1,
    "account_auths": [],
    "key_auths": [
      [
        "STM76y5YkiAgLdnrvR3gv2mTDwy9xonbtwWMjAoz3G5f5Lp3Wbn5C",
        1
      ]
    ]
  },
  "posting": {
    "weight_threshold": 1,
    "account_auths": [],
    "key_auths": [
      [
        "STM6sLd4fhMhvS4J6xFUQdR8KJMLushpduNFwsxqu8PZQCwXtm3XQ",
        1
      ]
    ]
  },
  "memo": "STM5Hu55ru4YDd27aLB29TTYWXavfmLcuycH6SUDAJ6tFdckY7vM1"
}

Witness Votes

0 / 30

No active witness votes.

[]