Ecoer Logo
VOTING POWER100.00%
DOWNVOTE POWER100.00%
RESOURCE CREDITS100.00%
REPUTATION PROGRESS0.00%
Net Worth
0.007USD
STEEM
0.000STEEM
SBD
0.000SBD
Effective Power
5.008SP
├── Own SP
0.125SP
└── Incoming Deleg
+4.882SP

Detailed Balance

STEEM
balance
0.000STEEM
market_balance
0.000STEEM
savings_balance
0.000STEEM
reward_steem_balance
0.000STEEM
STEEM POWER
Own SP
0.125SP
Delegated Out
0.000SP
Delegation In
4.882SP
Effective Power
5.008SP
Reward SP (pending)
0.000SP
SBD
sbd_balance
0.000SBD
sbd_conversions
0.000SBD
sbd_market_balance
0.000SBD
savings_sbd_balance
0.000SBD
reward_sbd_balance
0.000SBD
{
  "balance": "0.000 STEEM",
  "savings_balance": "0.000 STEEM",
  "reward_steem_balance": "0.000 STEEM",
  "vesting_shares": "203.554714 VESTS",
  "delegated_vesting_shares": "0.000000 VESTS",
  "received_vesting_shares": "7940.105092 VESTS",
  "sbd_balance": "0.000 SBD",
  "savings_sbd_balance": "0.000 SBD",
  "reward_sbd_balance": "0.000 SBD",
  "conversions": []
}

Account Info

namejaballet
id980899
rank1,254,204
reputation122616876
created2018-05-10T03:45:39
recovery_accountsteem
proxyNone
post_count3
comment_count0
lifetime_vote_count0
witnesses_voted_for0
last_post2018-07-13T01:34:54
last_root_post2018-07-07T10:37:00
last_vote_time2018-07-10T03:37:39
proxied_vsf_votes0, 0, 0, 0
can_vote1
voting_power0
delayed_votes0
balance0.000 STEEM
savings_balance0.000 STEEM
sbd_balance0.000 SBD
savings_sbd_balance0.000 SBD
vesting_shares203.554714 VESTS
delegated_vesting_shares0.000000 VESTS
received_vesting_shares7940.105092 VESTS
reward_vesting_balance0.000000 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_update2018-05-10T04:06:18
minedNo
sbd_seconds0
sbd_last_interest_payment1970-01-01T00:00:00
savings_sbd_last_interest_payment1970-01-01T00:00:00
{
  "id": 980899,
  "name": "jaballet",
  "owner": {
    "weight_threshold": 1,
    "account_auths": [],
    "key_auths": [
      [
        "STM5kLNz3QGCmCrhMZxvjDcw2zY1E4JwXjUxuoqtP2ERPgXG6HuYn",
        1
      ]
    ]
  },
  "active": {
    "weight_threshold": 1,
    "account_auths": [],
    "key_auths": [
      [
        "STM57aN4aESwAd41nY7biksV5m4xbkBu88CqU3Yx3ZwTsA36B9SeZ",
        1
      ]
    ]
  },
  "posting": {
    "weight_threshold": 1,
    "account_auths": [],
    "key_auths": [
      [
        "STM6hFFLGSdxk3ALDcaFKQcph2qc3fBg1HV4GP3sJTPRtX5PQLe7X",
        1
      ]
    ]
  },
  "memo_key": "STM7HK74ycTRsiCudSfKVP34Ufq2QXo4XYcfMTxubZQMGcTWz7T4R",
  "json_metadata": "{\"profile\":{\"profile_image\":\"https://steemitimages.com/DQmRWhvKikHYCEP2PEQntFyx5ZGGjjhuwMACbXwqLe88JW6/07'%EB%82%9C%EA%B4%9C%EC%B0%AE%EC%95%8403.jpg\",\"cover_image\":\"https://steemitimages.com/DQmRWhvKikHYCEP2PEQntFyx5ZGGjjhuwMACbXwqLe88JW6/07'%EB%82%9C%EA%B4%9C%EC%B0%AE%EC%95%8403.jpg\"}}",
  "posting_json_metadata": "{\"profile\":{\"profile_image\":\"https://steemitimages.com/DQmRWhvKikHYCEP2PEQntFyx5ZGGjjhuwMACbXwqLe88JW6/07'%EB%82%9C%EA%B4%9C%EC%B0%AE%EC%95%8403.jpg\",\"cover_image\":\"https://steemitimages.com/DQmRWhvKikHYCEP2PEQntFyx5ZGGjjhuwMACbXwqLe88JW6/07'%EB%82%9C%EA%B4%9C%EC%B0%AE%EC%95%8403.jpg\"}}",
  "proxy": "",
  "last_owner_update": "1970-01-01T00:00:00",
  "last_account_update": "2018-05-10T04:06:18",
  "created": "2018-05-10T03:45:39",
  "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": "8143659806",
    "last_update_time": 1779068163
  },
  "downvote_manabar": {
    "current_mana": 2035914951,
    "last_update_time": 1779068163
  },
  "voting_power": 0,
  "balance": "0.000 STEEM",
  "savings_balance": "0.000 STEEM",
  "sbd_balance": "0.000 SBD",
  "sbd_seconds": "0",
  "sbd_seconds_last_update": "1970-01-01T00:00:00",
  "sbd_last_interest_payment": "1970-01-01T00:00:00",
  "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": "203.554714 VESTS",
  "delegated_vesting_shares": "0.000000 VESTS",
  "received_vesting_shares": "7940.105092 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": 0,
  "proxied_vsf_votes": [
    0,
    0,
    0,
    0
  ],
  "witnesses_voted_for": 0,
  "last_post": "2018-07-13T01:34:54",
  "last_root_post": "2018-07-07T10:37:00",
  "last_vote_time": "2018-07-10T03:37:39",
  "post_bandwidth": 0,
  "pending_claimed_accounts": 0,
  "vesting_balance": "0.000 STEEM",
  "reputation": 122616876,
  "transfer_history": [],
  "market_history": [],
  "post_history": [],
  "vote_history": [],
  "other_history": [],
  "witness_votes": [],
  "tags_usage": [],
  "guest_bloggers": [],
  "rank": 1254204
}

Withdraw Routes

IncomingOutgoing
Empty
Empty
{
  "incoming": [],
  "outgoing": []
}
From Date
To Date
steemdelegated 4.882 SP to @jaballet
2026/05/18 01:36:03
delegatorsteem
delegateejaballet
vesting shares7940.105092 VESTS
Transaction InfoBlock #106145056/Trx cf9dc188d32346a62a07fda84d51433b4c3807f4
View Raw JSON Data
{
  "trx_id": "cf9dc188d32346a62a07fda84d51433b4c3807f4",
  "block": 106145056,
  "trx_in_block": 1,
  "op_in_trx": 0,
  "virtual_op": 0,
  "timestamp": "2026-05-18T01:36:03",
  "op": [
    "delegate_vesting_shares",
    {
      "delegator": "steem",
      "delegatee": "jaballet",
      "vesting_shares": "7940.105092 VESTS"
    }
  ]
}
steemdelegated 3.215 SP to @jaballet
2026/05/12 09:19:45
delegatorsteem
delegateejaballet
vesting shares5227.894687 VESTS
Transaction InfoBlock #105982285/Trx efdc7b158bd97e4038a6c477a4bc737449be0966
View Raw JSON Data
{
  "trx_id": "efdc7b158bd97e4038a6c477a4bc737449be0966",
  "block": 105982285,
  "trx_in_block": 2,
  "op_in_trx": 0,
  "virtual_op": 0,
  "timestamp": "2026-05-12T09:19:45",
  "op": [
    "delegate_vesting_shares",
    {
      "delegator": "steem",
      "delegatee": "jaballet",
      "vesting_shares": "5227.894687 VESTS"
    }
  ]
}
steemdelegated 4.890 SP to @jaballet
2026/04/26 00:54:51
delegatorsteem
delegateejaballet
vesting shares7952.620848 VESTS
Transaction InfoBlock #105512672/Trx 3d2f4cd4a4213c20ccd094693236862c05e2df51
View Raw JSON Data
{
  "trx_id": "3d2f4cd4a4213c20ccd094693236862c05e2df51",
  "block": 105512672,
  "trx_in_block": 0,
  "op_in_trx": 0,
  "virtual_op": 0,
  "timestamp": "2026-04-26T00:54:51",
  "op": [
    "delegate_vesting_shares",
    {
      "delegator": "steem",
      "delegatee": "jaballet",
      "vesting_shares": "7952.620848 VESTS"
    }
  ]
}
steemdelegated 3.240 SP to @jaballet
2026/01/23 11:26:06
delegatorsteem
delegateejaballet
vesting shares5269.441506 VESTS
Transaction InfoBlock #102856167/Trx 7accf2186d5dcee589ef44e8b20b107c1f717e41
View Raw JSON Data
{
  "trx_id": "7accf2186d5dcee589ef44e8b20b107c1f717e41",
  "block": 102856167,
  "trx_in_block": 0,
  "op_in_trx": 0,
  "virtual_op": 0,
  "timestamp": "2026-01-23T11:26:06",
  "op": [
    "delegate_vesting_shares",
    {
      "delegator": "steem",
      "delegatee": "jaballet",
      "vesting_shares": "5269.441506 VESTS"
    }
  ]
}
steemdelegated 3.341 SP to @jaballet
2024/12/17 06:43:15
delegatorsteem
delegateejaballet
vesting shares5433.660703 VESTS
Transaction InfoBlock #91302525/Trx 4206931844ea3ad79c4a5dfd7a48d32a77dff547
View Raw JSON Data
{
  "trx_id": "4206931844ea3ad79c4a5dfd7a48d32a77dff547",
  "block": 91302525,
  "trx_in_block": 12,
  "op_in_trx": 0,
  "virtual_op": 0,
  "timestamp": "2024-12-17T06:43:15",
  "op": [
    "delegate_vesting_shares",
    {
      "delegator": "steem",
      "delegatee": "jaballet",
      "vesting_shares": "5433.660703 VESTS"
    }
  ]
}
steemdelegated 3.445 SP to @jaballet
2023/11/13 22:25:21
delegatorsteem
delegateejaballet
vesting shares5602.794235 VESTS
Transaction InfoBlock #79856712/Trx e4d4237083683fc6bf2a8bba46009c0d1e636b63
View Raw JSON Data
{
  "trx_id": "e4d4237083683fc6bf2a8bba46009c0d1e636b63",
  "block": 79856712,
  "trx_in_block": 4,
  "op_in_trx": 0,
  "virtual_op": 0,
  "timestamp": "2023-11-13T22:25:21",
  "op": [
    "delegate_vesting_shares",
    {
      "delegator": "steem",
      "delegatee": "jaballet",
      "vesting_shares": "5602.794235 VESTS"
    }
  ]
}
steemdelegated 5.251 SP to @jaballet
2023/09/21 23:25:42
delegatorsteem
delegateejaballet
vesting shares8540.073021 VESTS
Transaction InfoBlock #78349742/Trx 19f27151eb9aeec882d289c2d5a3b8ed78984db7
View Raw JSON Data
{
  "trx_id": "19f27151eb9aeec882d289c2d5a3b8ed78984db7",
  "block": 78349742,
  "trx_in_block": 0,
  "op_in_trx": 0,
  "virtual_op": 0,
  "timestamp": "2023-09-21T23:25:42",
  "op": [
    "delegate_vesting_shares",
    {
      "delegator": "steem",
      "delegatee": "jaballet",
      "vesting_shares": "8540.073021 VESTS"
    }
  ]
}
steemdelegated 5.388 SP to @jaballet
2022/11/03 13:00:27
delegatorsteem
delegateejaballet
vesting shares8761.754459 VESTS
Transaction InfoBlock #69114818/Trx 7b81a8a572642f47b9fb601897e05b4f5947490e
View Raw JSON Data
{
  "trx_id": "7b81a8a572642f47b9fb601897e05b4f5947490e",
  "block": 69114818,
  "trx_in_block": 7,
  "op_in_trx": 0,
  "virtual_op": 0,
  "timestamp": "2022-11-03T13:00:27",
  "op": [
    "delegate_vesting_shares",
    {
      "delegator": "steem",
      "delegatee": "jaballet",
      "vesting_shares": "8761.754459 VESTS"
    }
  ]
}
steemdelegated 5.523 SP to @jaballet
2022/01/17 12:09:51
delegatorsteem
delegateejaballet
vesting shares8982.287690 VESTS
Transaction InfoBlock #60810857/Trx aa748f98161bfe5015ba2f163e125676b97fccb6
View Raw JSON Data
{
  "trx_id": "aa748f98161bfe5015ba2f163e125676b97fccb6",
  "block": 60810857,
  "trx_in_block": 24,
  "op_in_trx": 0,
  "virtual_op": 0,
  "timestamp": "2022-01-17T12:09:51",
  "op": [
    "delegate_vesting_shares",
    {
      "delegator": "steem",
      "delegatee": "jaballet",
      "vesting_shares": "8982.287690 VESTS"
    }
  ]
}
steemdelegated 5.636 SP to @jaballet
2021/06/14 02:01:48
delegatorsteem
delegateejaballet
vesting shares9166.056348 VESTS
Transaction InfoBlock #54609172/Trx 1e6460b847e517b41a869bc754c0114c362b32c1
View Raw JSON Data
{
  "trx_id": "1e6460b847e517b41a869bc754c0114c362b32c1",
  "block": 54609172,
  "trx_in_block": 2,
  "op_in_trx": 0,
  "virtual_op": 0,
  "timestamp": "2021-06-14T02:01:48",
  "op": [
    "delegate_vesting_shares",
    {
      "delegator": "steem",
      "delegatee": "jaballet",
      "vesting_shares": "9166.056348 VESTS"
    }
  ]
}
steemdelegated 5.751 SP to @jaballet
2020/12/11 12:18:48
delegatorsteem
delegateejaballet
vesting shares9353.478322 VESTS
Transaction InfoBlock #49356578/Trx 635c7390d78b3cb84b5420bd3ce52b694332b7f8
View Raw JSON Data
{
  "trx_id": "635c7390d78b3cb84b5420bd3ce52b694332b7f8",
  "block": 49356578,
  "trx_in_block": 0,
  "op_in_trx": 0,
  "virtual_op": 0,
  "timestamp": "2020-12-11T12:18:48",
  "op": [
    "delegate_vesting_shares",
    {
      "delegator": "steem",
      "delegatee": "jaballet",
      "vesting_shares": "9353.478322 VESTS"
    }
  ]
}
steemdelegated 1.176 SP to @jaballet
2020/12/06 05:55:45
delegatorsteem
delegateejaballet
vesting shares1912.543513 VESTS
Transaction InfoBlock #49208137/Trx 71b85f0fb54e2b754394e146b8935fecd8de28c6
View Raw JSON Data
{
  "trx_id": "71b85f0fb54e2b754394e146b8935fecd8de28c6",
  "block": 49208137,
  "trx_in_block": 0,
  "op_in_trx": 0,
  "virtual_op": 0,
  "timestamp": "2020-12-06T05:55:45",
  "op": [
    "delegate_vesting_shares",
    {
      "delegator": "steem",
      "delegatee": "jaballet",
      "vesting_shares": "1912.543513 VESTS"
    }
  ]
}
steemdelegated 5.755 SP to @jaballet
2020/12/05 15:56:42
delegatorsteem
delegateejaballet
vesting shares9359.686176 VESTS
Transaction InfoBlock #49191673/Trx b094033c9639050d6210b02fe729ceae506e8914
View Raw JSON Data
{
  "trx_id": "b094033c9639050d6210b02fe729ceae506e8914",
  "block": 49191673,
  "trx_in_block": 4,
  "op_in_trx": 0,
  "virtual_op": 0,
  "timestamp": "2020-12-05T15:56:42",
  "op": [
    "delegate_vesting_shares",
    {
      "delegator": "steem",
      "delegatee": "jaballet",
      "vesting_shares": "9359.686176 VESTS"
    }
  ]
}
steemdelegated 1.181 SP to @jaballet
2020/11/02 18:06:51
delegatorsteem
delegateejaballet
vesting shares1920.017158 VESTS
Transaction InfoBlock #48260718/Trx e48c1ca70f95addae5739ef6112dc87d56d0a3f5
View Raw JSON Data
{
  "trx_id": "e48c1ca70f95addae5739ef6112dc87d56d0a3f5",
  "block": 48260718,
  "trx_in_block": 2,
  "op_in_trx": 0,
  "virtual_op": 0,
  "timestamp": "2020-11-02T18:06:51",
  "op": [
    "delegate_vesting_shares",
    {
      "delegator": "steem",
      "delegatee": "jaballet",
      "vesting_shares": "1920.017158 VESTS"
    }
  ]
}
steemdelegated 5.880 SP to @jaballet
2020/05/09 06:54:18
delegatorsteem
delegateejaballet
vesting shares9562.491535 VESTS
Transaction InfoBlock #43218402/Trx 0ecf2e02a310f3a611564240aafb053eb66efec4
View Raw JSON Data
{
  "trx_id": "0ecf2e02a310f3a611564240aafb053eb66efec4",
  "block": 43218402,
  "trx_in_block": 14,
  "op_in_trx": 0,
  "virtual_op": 0,
  "timestamp": "2020-05-09T06:54:18",
  "op": [
    "delegate_vesting_shares",
    {
      "delegator": "steem",
      "delegatee": "jaballet",
      "vesting_shares": "9562.491535 VESTS"
    }
  ]
}
steemdelegated 1.201 SP to @jaballet
2020/05/08 10:41:06
delegatorsteem
delegateejaballet
vesting shares1953.311140 VESTS
Transaction InfoBlock #43194706/Trx 39ef29e8972528c3810ca349b43a8249df75ad86
View Raw JSON Data
{
  "trx_id": "39ef29e8972528c3810ca349b43a8249df75ad86",
  "block": 43194706,
  "trx_in_block": 10,
  "op_in_trx": 0,
  "virtual_op": 0,
  "timestamp": "2020-05-08T10:41:06",
  "op": [
    "delegate_vesting_shares",
    {
      "delegator": "steem",
      "delegatee": "jaballet",
      "vesting_shares": "1953.311140 VESTS"
    }
  ]
}
steemdelegated 5.945 SP to @jaballet
2019/11/01 08:02:36
delegatorsteem
delegateejaballet
vesting shares9668.890618 VESTS
Transaction InfoBlock #37788434/Trx c38ca5ca2d62373c62629c441d28041d483e8287
View Raw JSON Data
{
  "trx_id": "c38ca5ca2d62373c62629c441d28041d483e8287",
  "block": 37788434,
  "trx_in_block": 17,
  "op_in_trx": 0,
  "virtual_op": 0,
  "timestamp": "2019-11-01T08:02:36",
  "op": [
    "delegate_vesting_shares",
    {
      "delegator": "steem",
      "delegatee": "jaballet",
      "vesting_shares": "9668.890618 VESTS"
    }
  ]
}
2019/05/10 07:34:57
parent authorjaballet
parent permlinkr-how-to-do-text-mining
authorsteemitboard
permlinksteemitboard-notify-jaballet-20190510t073457000z
title
bodyCongratulations @jaballet! You received a personal award! <table><tr><td>https://steemitimages.com/70x70/http://steemitboard.com/@jaballet/birthday1.png</td><td>Happy Birthday! - You are on the Steem blockchain for 1 year!</td></tr></table> <sub>_You can view [your badges on your Steem Board](https://steemitboard.com/@jaballet) and compare to others on the [Steem Ranking](http://steemitboard.com/ranking/index.php?name=jaballet)_</sub> **Do not miss the last post from @steemitboard:** <table><tr><td><a href="https://steemit.com/steemitboard/@steemitboard/steemitboard-witness-update-2019-05"><img src="https://steemitimages.com/64x128/http://i.cubeupload.com/7CiQEO.png"></a></td><td><a href="https://steemit.com/steemitboard/@steemitboard/steemitboard-witness-update-2019-05">SteemitBoard - Witness Update</a></td></tr></table> ###### [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 InfoBlock #32779126/Trx 6eb82cb1c39fb3461bc22632f52bfa84b6c4a372
View Raw JSON Data
{
  "trx_id": "6eb82cb1c39fb3461bc22632f52bfa84b6c4a372",
  "block": 32779126,
  "trx_in_block": 15,
  "op_in_trx": 0,
  "virtual_op": 0,
  "timestamp": "2019-05-10T07:34:57",
  "op": [
    "comment",
    {
      "parent_author": "jaballet",
      "parent_permlink": "r-how-to-do-text-mining",
      "author": "steemitboard",
      "permlink": "steemitboard-notify-jaballet-20190510t073457000z",
      "title": "",
      "body": "Congratulations @jaballet! You received a personal award!\n\n<table><tr><td>https://steemitimages.com/70x70/http://steemitboard.com/@jaballet/birthday1.png</td><td>Happy Birthday! - You are on the Steem blockchain for 1 year!</td></tr></table>\n\n<sub>_You can view [your badges on your Steem Board](https://steemitboard.com/@jaballet) and compare to others on the [Steem Ranking](http://steemitboard.com/ranking/index.php?name=jaballet)_</sub>\n\n\n**Do not miss the last post from @steemitboard:**\n<table><tr><td><a href=\"https://steemit.com/steemitboard/@steemitboard/steemitboard-witness-update-2019-05\"><img src=\"https://steemitimages.com/64x128/http://i.cubeupload.com/7CiQEO.png\"></a></td><td><a href=\"https://steemit.com/steemitboard/@steemitboard/steemitboard-witness-update-2019-05\">SteemitBoard - Witness Update</a></td></tr></table>\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!",
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steemdelegated 6.067 SP to @jaballet
2018/11/26 17:55:18
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steemdelegated 18.525 SP to @jaballet
2018/09/13 00:52:03
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2018/08/21 03:41:42
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2018/08/09 08:43:21
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2018/08/09 08:43:00
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2018/08/09 08:26:45
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2018/07/13 01:34:54
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parent permlinkr-wordcloud
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bodyGreat! This is really helpful for me!!
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2018/07/13 01:34:21
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jaballetupvoted (100.00%) @hironlee / r-wordcloud
2018/07/13 01:33:12
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2018/07/10 03:37:39
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2018/07/10 03:34:57
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2018/07/07 11:19:21
parent authorjaballet
parent permlinkr-how-to-do-text-mining
authorintroduce.bot
permlinkintroduce-bot-re-jaballetr-how-to-do-text-mining
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body✅ @jaballet, I gave you an upvote on your post! **Please give me a follow** and I will give you a follow in return and possible future votes!<br><br>Thank you in advance!
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2018/07/07 11:19:03
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2018/07/07 10:37:12
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2018/07/07 10:37:00
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2018/07/07 10:37:00
authorjaballet
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jaballetpublished a new post: r-how-to-do-text-mining
2018/07/07 10:37:00
parent author
parent permlinkr
authorjaballet
permlinkr-how-to-do-text-mining
titleR을 활용한 텍스트마이닝_how to do Text mining?
body❚ 실습하기_ 시각화(워드 클라우드)_영어텍스트 ☑1단계: 필요한 패키지 인스톨(요리 도구 셋팅) 일단, 코딩을 쳐보면서 따라해보자. install.packages("tm") #텍스트 처리를 할 수 있게 도와주는 패키지 install.packages("stringr") #문자열 처리를 할 수 있게 도와주는 패키지 install.packages("wordcloud") # 문자들을 시각화할 수 있게 도와주는 패키지 install.packages("NLP") #영어 텍스트에 특화된 패키지 install.packages("RColorBrewer") #색상을 다양하게 표현할 수 있게 도와주는 패키지 ☑2단계: 데이터 불러오기(요리재료 준비) 아직, 우리는 데이터가 없으니, 데이터부터 만들어 보자. 데이터는 .txt로 저장된 데이터를 불러와야 한다. 먼저, 영어로 된 데이터를 준비해보자. library(sp) getwd() setwd("D:/자신의 경로/")#경로가 맞지 않을 경우 변경 readLines("rblog.txt") #텍스트문서를 읽는 함수 myEtext<-readLines("rblog.txt") head(myEtext) ☑3단계: 데이터 전처리 하기(요리재료 다듬기) paste(readLines("rblog.txt"),collapse = " ")#7개의 라인을 1개로 만듦 myEtext2<-paste(readLines("rblog.txt"),collapse = " ") myEtext2 myEtext3<-gsub(pattern = "\\W", replace=" ",myEtext2) #gsub(찾을것, 바꿀것, 해당열), \\W은 영어구두점을 의미하는 것임 myEtext3 tolower(myEtext3) #모두 소문자로 처리 myEtext4<-tolower(myEtext3) myEtext4 library(tm) stopwords() #텍스트내의 불용어 removeWords(myEtext4,stopwords()) myEtext5<-removeWords(myEtext4,stopwords()) #불용어 삭제 stripWhitespace(myEtext5) myEtext6<-stripWhitespace(myEtext5) #쓸데 없는 공란 제거 ☑4단계: 단어 추출하기 (양념넣고 만들기) library(stringr) library(wordcloud) myEtext6 str_split(myEtext6,pattern = "\\s+") #문자열을 단어들의 조각으로 다시 찢어놓기, \\s+ 은 "" 뒤에 공백하나 띄우기 myEtext7<-str_split(myEtext6,pattern = "\\s+") class(myEtext7) #어떤 유형의 객체인가를 알수 있다 결과는 list로 우리가 필요한 자료유형은 문자형 자료이다. myEtextbag<-unlist(myEtext7) #리스트를 벡터로 바꿔주는 함수 class(myEtextbag) myEtextbag str(myEtextbag) ☑5단계: 워드클라우드 그리기 (테이블에 맛있게 셋팅하기) wordcloud(myEtextbag) wordcloud(myEtextbag,min.freq = 2) #최소 두번이상 wordcloud(myEtextbag,min.freq = 2,random.order = FALSE,scale = c(3,0.5),color=rainbow(3)) #scale최고 폰트에서 최저폰트 ![0704.png](https://cdn.steemitimages.com/DQmUCc26XSuhARy5n9WxZubQaLe3b8Wp8JNYN2U6GtkhCb9/0704.png)
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      "title": "R을 활용한 텍스트마이닝_how to do Text mining?",
      "body": "❚ 실습하기_ 시각화(워드 클라우드)_영어텍스트\n☑1단계: 필요한 패키지 인스톨(요리 도구 셋팅)\n\n\n일단, 코딩을 쳐보면서 따라해보자.\n\ninstall.packages(\"tm\") #텍스트 처리를 할 수 있게 도와주는 패키지\n\ninstall.packages(\"stringr\") #문자열 처리를 할 수 있게 도와주는 패키지\n\ninstall.packages(\"wordcloud\") # 문자들을 시각화할 수 있게 도와주는 패키지\n\ninstall.packages(\"NLP\") #영어 텍스트에 특화된 패키지\n\ninstall.packages(\"RColorBrewer\") #색상을 다양하게 표현할 수 있게 도와주는 패키지\n\n☑2단계: 데이터 불러오기(요리재료 준비)\n\n\n아직, 우리는 데이터가 없으니, 데이터부터 만들어 보자.\n\n데이터는 .txt로 저장된 데이터를 불러와야 한다.\n\n먼저, 영어로 된 데이터를 준비해보자.\n\n\n\nlibrary(sp)\n\ngetwd()\n\nsetwd(\"D:/자신의 경로/\")#경로가 맞지 않을 경우 변경\n\nreadLines(\"rblog.txt\") #텍스트문서를 읽는 함수\n\nmyEtext<-readLines(\"rblog.txt\")\n\nhead(myEtext)\n\n☑3단계: 데이터 전처리 하기(요리재료 다듬기)\n\n\n\npaste(readLines(\"rblog.txt\"),collapse = \" \")#7개의 라인을 1개로 만듦\n\nmyEtext2<-paste(readLines(\"rblog.txt\"),collapse = \" \")\n\nmyEtext2\n\nmyEtext3<-gsub(pattern = \"\\\\W\", replace=\" \",myEtext2) #gsub(찾을것, 바꿀것, 해당열), \\\\W은 영어구두점을 의미하는 것임\n\nmyEtext3\n\ntolower(myEtext3) #모두 소문자로 처리\n\nmyEtext4<-tolower(myEtext3)\n\nmyEtext4\n\nlibrary(tm)\n\nstopwords() #텍스트내의 불용어\n\nremoveWords(myEtext4,stopwords())\n\nmyEtext5<-removeWords(myEtext4,stopwords()) #불용어 삭제\n\nstripWhitespace(myEtext5)\n\nmyEtext6<-stripWhitespace(myEtext5) #쓸데 없는 공란 제거\n\n☑4단계: 단어 추출하기 (양념넣고 만들기)\n\n\nlibrary(stringr)\n\nlibrary(wordcloud)\n\n\n\nmyEtext6\n\nstr_split(myEtext6,pattern = \"\\\\s+\") #문자열을 단어들의 조각으로 다시 찢어놓기, \\\\s+ 은 \"\" 뒤에 공백하나 띄우기\n\nmyEtext7<-str_split(myEtext6,pattern = \"\\\\s+\")\n\nclass(myEtext7) #어떤 유형의 객체인가를 알수 있다 결과는 list로 우리가 필요한 자료유형은 문자형 자료이다.\n\n\n\nmyEtextbag<-unlist(myEtext7) #리스트를 벡터로 바꿔주는 함수\n\nclass(myEtextbag)\n\nmyEtextbag\n\nstr(myEtextbag)\n\n\n\n\n\n☑5단계: 워드클라우드 그리기 (테이블에 맛있게 셋팅하기)\n\nwordcloud(myEtextbag)\n\nwordcloud(myEtextbag,min.freq = 2) #최소 두번이상\n\n\n\nwordcloud(myEtextbag,min.freq = 2,random.order = FALSE,scale = c(3,0.5),color=rainbow(3)) #scale최고 폰트에서 최저폰트\n\n![0704.png](https://cdn.steemitimages.com/DQmUCc26XSuhARy5n9WxZubQaLe3b8Wp8JNYN2U6GtkhCb9/0704.png)",
      "json_metadata": "{\"tags\":[\"r\",\"textmining\",\"gsub\",\"scale\"],\"image\":[\"https://cdn.steemitimages.com/DQmUCc26XSuhARy5n9WxZubQaLe3b8Wp8JNYN2U6GtkhCb9/0704.png\"],\"app\":\"steemkr/0.1\",\"format\":\"markdown\"}"
    }
  ]
}
steemdelegated 18.650 SP to @jaballet
2018/05/10 04:18:33
delegatorsteem
delegateejaballet
vesting shares30329.624155 VESTS
Transaction InfoBlock #22297897/Trx 6a50b7a4c9f69e7724d26f1a487f57fa6503c7ae
View Raw JSON Data
{
  "trx_id": "6a50b7a4c9f69e7724d26f1a487f57fa6503c7ae",
  "block": 22297897,
  "trx_in_block": 3,
  "op_in_trx": 0,
  "virtual_op": 0,
  "timestamp": "2018-05-10T04:18:33",
  "op": [
    "delegate_vesting_shares",
    {
      "delegator": "steem",
      "delegatee": "jaballet",
      "vesting_shares": "30329.624155 VESTS"
    }
  ]
}
jaballetupdated their account properties
2018/05/10 04:06:18
accountjaballet
memo keySTM7HK74ycTRsiCudSfKVP34Ufq2QXo4XYcfMTxubZQMGcTWz7T4R
json metadata{"profile":{"profile_image":"https://steemitimages.com/DQmRWhvKikHYCEP2PEQntFyx5ZGGjjhuwMACbXwqLe88JW6/07'%EB%82%9C%EA%B4%9C%EC%B0%AE%EC%95%8403.jpg","cover_image":"https://steemitimages.com/DQmRWhvKikHYCEP2PEQntFyx5ZGGjjhuwMACbXwqLe88JW6/07'%EB%82%9C%EA%B4%9C%EC%B0%AE%EC%95%8403.jpg"}}
Transaction InfoBlock #22297652/Trx 861c87c118bee6e790ec6b0e7400e756e43b599f
View Raw JSON Data
{
  "trx_id": "861c87c118bee6e790ec6b0e7400e756e43b599f",
  "block": 22297652,
  "trx_in_block": 96,
  "op_in_trx": 0,
  "virtual_op": 0,
  "timestamp": "2018-05-10T04:06:18",
  "op": [
    "account_update",
    {
      "account": "jaballet",
      "memo_key": "STM7HK74ycTRsiCudSfKVP34Ufq2QXo4XYcfMTxubZQMGcTWz7T4R",
      "json_metadata": "{\"profile\":{\"profile_image\":\"https://steemitimages.com/DQmRWhvKikHYCEP2PEQntFyx5ZGGjjhuwMACbXwqLe88JW6/07'%EB%82%9C%EA%B4%9C%EC%B0%AE%EC%95%8403.jpg\",\"cover_image\":\"https://steemitimages.com/DQmRWhvKikHYCEP2PEQntFyx5ZGGjjhuwMACbXwqLe88JW6/07'%EB%82%9C%EA%B4%9C%EC%B0%AE%EC%95%8403.jpg\"}}"
    }
  ]
}
jaballetupdated their account properties
2018/05/10 04:05:48
accountjaballet
memo keySTM7HK74ycTRsiCudSfKVP34Ufq2QXo4XYcfMTxubZQMGcTWz7T4R
json metadata{"profile":{"profile_image":"https://steemitimages.com/DQmRWhvKikHYCEP2PEQntFyx5ZGGjjhuwMACbXwqLe88JW6/07'%EB%82%9C%EA%B4%9C%EC%B0%AE%EC%95%8403.jpg"}}
Transaction InfoBlock #22297642/Trx d8187a583327c016b64afffbc93646d26003ff44
View Raw JSON Data
{
  "trx_id": "d8187a583327c016b64afffbc93646d26003ff44",
  "block": 22297642,
  "trx_in_block": 22,
  "op_in_trx": 0,
  "virtual_op": 0,
  "timestamp": "2018-05-10T04:05:48",
  "op": [
    "account_update",
    {
      "account": "jaballet",
      "memo_key": "STM7HK74ycTRsiCudSfKVP34Ufq2QXo4XYcfMTxubZQMGcTWz7T4R",
      "json_metadata": "{\"profile\":{\"profile_image\":\"https://steemitimages.com/DQmRWhvKikHYCEP2PEQntFyx5ZGGjjhuwMACbXwqLe88JW6/07'%EB%82%9C%EA%B4%9C%EC%B0%AE%EC%95%8403.jpg\"}}"
    }
  ]
}
2018/05/10 04:01:12
voterjaballet
authorjaballet
permlinkre-jinkim-ycljt-20180510t040059039z
weight10000 (100.00%)
Transaction InfoBlock #22297550/Trx d09a5fa2d54c25795b34fb09bd25fdfe88a6e129
View Raw JSON Data
{
  "trx_id": "d09a5fa2d54c25795b34fb09bd25fdfe88a6e129",
  "block": 22297550,
  "trx_in_block": 13,
  "op_in_trx": 0,
  "virtual_op": 0,
  "timestamp": "2018-05-10T04:01:12",
  "op": [
    "vote",
    {
      "voter": "jaballet",
      "author": "jaballet",
      "permlink": "re-jinkim-ycljt-20180510t040059039z",
      "weight": 10000
    }
  ]
}
2018/05/10 04:01:00
parent authorjinkim
parent permlinkycljt
authorjaballet
permlinkre-jinkim-ycljt-20180510t040059039z
title
body이해가 쉽게 잘 작성하셨네요!!
json metadata{"tags":["kr-newbie"],"app":"steemit/0.1"}
Transaction InfoBlock #22297546/Trx 52a449f367d65cb2da7a836bff4ae75f9a8c7605
View Raw JSON Data
{
  "trx_id": "52a449f367d65cb2da7a836bff4ae75f9a8c7605",
  "block": 22297546,
  "trx_in_block": 55,
  "op_in_trx": 0,
  "virtual_op": 0,
  "timestamp": "2018-05-10T04:01:00",
  "op": [
    "comment",
    {
      "parent_author": "jinkim",
      "parent_permlink": "ycljt",
      "author": "jaballet",
      "permlink": "re-jinkim-ycljt-20180510t040059039z",
      "title": "",
      "body": "이해가 쉽게 잘 작성하셨네요!!",
      "json_metadata": "{\"tags\":[\"kr-newbie\"],\"app\":\"steemit/0.1\"}"
    }
  ]
}
steemcreated a new account: @jaballet
2018/05/10 03:45:39
fee0.100 STEEM
delegation30690.000000 VESTS
creatorsteem
new account namejaballet
owner{"weight_threshold":1,"account_auths":[],"key_auths":[["STM5kLNz3QGCmCrhMZxvjDcw2zY1E4JwXjUxuoqtP2ERPgXG6HuYn",1]]}
active{"weight_threshold":1,"account_auths":[],"key_auths":[["STM57aN4aESwAd41nY7biksV5m4xbkBu88CqU3Yx3ZwTsA36B9SeZ",1]]}
posting{"weight_threshold":1,"account_auths":[],"key_auths":[["STM6hFFLGSdxk3ALDcaFKQcph2qc3fBg1HV4GP3sJTPRtX5PQLe7X",1]]}
memo keySTM7HK74ycTRsiCudSfKVP34Ufq2QXo4XYcfMTxubZQMGcTWz7T4R
json metadata{}
extensions[]
Transaction InfoBlock #22297239/Trx e325cddfd60e49d06aaf75b2f83219b263a5e31c
View Raw JSON Data
{
  "trx_id": "e325cddfd60e49d06aaf75b2f83219b263a5e31c",
  "block": 22297239,
  "trx_in_block": 24,
  "op_in_trx": 0,
  "virtual_op": 0,
  "timestamp": "2018-05-10T03:45:39",
  "op": [
    "account_create_with_delegation",
    {
      "fee": "0.100 STEEM",
      "delegation": "30690.000000 VESTS",
      "creator": "steem",
      "new_account_name": "jaballet",
      "owner": {
        "weight_threshold": 1,
        "account_auths": [],
        "key_auths": [
          [
            "STM5kLNz3QGCmCrhMZxvjDcw2zY1E4JwXjUxuoqtP2ERPgXG6HuYn",
            1
          ]
        ]
      },
      "active": {
        "weight_threshold": 1,
        "account_auths": [],
        "key_auths": [
          [
            "STM57aN4aESwAd41nY7biksV5m4xbkBu88CqU3Yx3ZwTsA36B9SeZ",
            1
          ]
        ]
      },
      "posting": {
        "weight_threshold": 1,
        "account_auths": [],
        "key_auths": [
          [
            "STM6hFFLGSdxk3ALDcaFKQcph2qc3fBg1HV4GP3sJTPRtX5PQLe7X",
            1
          ]
        ]
      },
      "memo_key": "STM7HK74ycTRsiCudSfKVP34Ufq2QXo4XYcfMTxubZQMGcTWz7T4R",
      "json_metadata": "{}",
      "extensions": []
    }
  ]
}

Account Metadata

POSTING JSON METADATA
profile{"profile_image":"https://steemitimages.com/DQmRWhvKikHYCEP2PEQntFyx5ZGGjjhuwMACbXwqLe88JW6/07'%EB%82%9C%EA%B4%9C%EC%B0%AE%EC%95%8403.jpg","cover_image":"https://steemitimages.com/DQmRWhvKikHYCEP2PEQntFyx5ZGGjjhuwMACbXwqLe88JW6/07'%EB%82%9C%EA%B4%9C%EC%B0%AE%EC%95%8403.jpg"}
JSON METADATA
profile{"profile_image":"https://steemitimages.com/DQmRWhvKikHYCEP2PEQntFyx5ZGGjjhuwMACbXwqLe88JW6/07'%EB%82%9C%EA%B4%9C%EC%B0%AE%EC%95%8403.jpg","cover_image":"https://steemitimages.com/DQmRWhvKikHYCEP2PEQntFyx5ZGGjjhuwMACbXwqLe88JW6/07'%EB%82%9C%EA%B4%9C%EC%B0%AE%EC%95%8403.jpg"}
{
  "posting_json_metadata": {
    "profile": {
      "profile_image": "https://steemitimages.com/DQmRWhvKikHYCEP2PEQntFyx5ZGGjjhuwMACbXwqLe88JW6/07'%EB%82%9C%EA%B4%9C%EC%B0%AE%EC%95%8403.jpg",
      "cover_image": "https://steemitimages.com/DQmRWhvKikHYCEP2PEQntFyx5ZGGjjhuwMACbXwqLe88JW6/07'%EB%82%9C%EA%B4%9C%EC%B0%AE%EC%95%8403.jpg"
    }
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  "json_metadata": {
    "profile": {
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      "cover_image": "https://steemitimages.com/DQmRWhvKikHYCEP2PEQntFyx5ZGGjjhuwMACbXwqLe88JW6/07'%EB%82%9C%EA%B4%9C%EC%B0%AE%EC%95%8403.jpg"
    }
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}

Auth Keys

Owner
Single Signature
Public Keys
STM5kLNz3QGCmCrhMZxvjDcw2zY1E4JwXjUxuoqtP2ERPgXG6HuYn1/1
Active
Single Signature
Public Keys
STM57aN4aESwAd41nY7biksV5m4xbkBu88CqU3Yx3ZwTsA36B9SeZ1/1
Posting
Single Signature
Public Keys
STM6hFFLGSdxk3ALDcaFKQcph2qc3fBg1HV4GP3sJTPRtX5PQLe7X1/1
Memo
STM7HK74ycTRsiCudSfKVP34Ufq2QXo4XYcfMTxubZQMGcTWz7T4R
{
  "owner": {
    "weight_threshold": 1,
    "account_auths": [],
    "key_auths": [
      [
        "STM5kLNz3QGCmCrhMZxvjDcw2zY1E4JwXjUxuoqtP2ERPgXG6HuYn",
        1
      ]
    ]
  },
  "active": {
    "weight_threshold": 1,
    "account_auths": [],
    "key_auths": [
      [
        "STM57aN4aESwAd41nY7biksV5m4xbkBu88CqU3Yx3ZwTsA36B9SeZ",
        1
      ]
    ]
  },
  "posting": {
    "weight_threshold": 1,
    "account_auths": [],
    "key_auths": [
      [
        "STM6hFFLGSdxk3ALDcaFKQcph2qc3fBg1HV4GP3sJTPRtX5PQLe7X",
        1
      ]
    ]
  },
  "memo": "STM7HK74ycTRsiCudSfKVP34Ufq2QXo4XYcfMTxubZQMGcTWz7T4R"
}

Witness Votes

0 / 30
No active witness votes.
[]