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 DelegationsDeleg
+4.882SP
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 | 0.125SP | SP |
| Delegated Out | 0.000SP | SP |
| Delegation In | 4.882SP | SP |
| Effective Power | 5.008SP | 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": "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
| name | jaballet |
| id | 980899 |
| rank | 1,254,204 |
| reputation | 122616876 |
| created | 2018-05-10T03:45:39 |
| recovery_account | steem |
| proxy | None |
| post_count | 3 |
| comment_count | 0 |
| lifetime_vote_count | 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 |
| proxied_vsf_votes | 0, 0, 0, 0 |
| can_vote | 1 |
| voting_power | 0 |
| 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 | 203.554714 VESTS |
| delegated_vesting_shares | 0.000000 VESTS |
| received_vesting_shares | 7940.105092 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| withdrawn | 0 |
| to_withdraw | 0 |
| withdraw_routes | 0 |
| 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 | 2018-05-10T04:06:18 |
| mined | No |
| sbd_seconds | 0 |
| sbd_last_interest_payment | 1970-01-01T00:00:00 |
| savings_sbd_last_interest_payment | 1970-01-01T00:00:00 |
{
"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
| Incoming | Outgoing |
|---|---|
Empty | Empty |
{
"incoming": [],
"outgoing": []
}From Date
To Date
2026/05/18 01:36:03
2026/05/18 01:36:03
| delegator | steem |
| delegatee | jaballet |
| vesting shares | 7940.105092 VESTS |
| Transaction Info | Block #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"
}
]
}2026/05/12 09:19:45
2026/05/12 09:19:45
| delegator | steem |
| delegatee | jaballet |
| vesting shares | 5227.894687 VESTS |
| Transaction Info | Block #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"
}
]
}2026/04/26 00:54:51
2026/04/26 00:54:51
| delegator | steem |
| delegatee | jaballet |
| vesting shares | 7952.620848 VESTS |
| Transaction Info | Block #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"
}
]
}2026/01/23 11:26:06
2026/01/23 11:26:06
| delegator | steem |
| delegatee | jaballet |
| vesting shares | 5269.441506 VESTS |
| Transaction Info | Block #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"
}
]
}2024/12/17 06:43:15
2024/12/17 06:43:15
| delegator | steem |
| delegatee | jaballet |
| vesting shares | 5433.660703 VESTS |
| Transaction Info | Block #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"
}
]
}2023/11/13 22:25:21
2023/11/13 22:25:21
| delegator | steem |
| delegatee | jaballet |
| vesting shares | 5602.794235 VESTS |
| Transaction Info | Block #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"
}
]
}2023/09/21 23:25:42
2023/09/21 23:25:42
| delegator | steem |
| delegatee | jaballet |
| vesting shares | 8540.073021 VESTS |
| Transaction Info | Block #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"
}
]
}2022/11/03 13:00:27
2022/11/03 13:00:27
| delegator | steem |
| delegatee | jaballet |
| vesting shares | 8761.754459 VESTS |
| Transaction Info | Block #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"
}
]
}2022/01/17 12:09:51
2022/01/17 12:09:51
| delegator | steem |
| delegatee | jaballet |
| vesting shares | 8982.287690 VESTS |
| Transaction Info | Block #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"
}
]
}2021/06/14 02:01:48
2021/06/14 02:01:48
| delegator | steem |
| delegatee | jaballet |
| vesting shares | 9166.056348 VESTS |
| Transaction Info | Block #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"
}
]
}2020/12/11 12:18:48
2020/12/11 12:18:48
| delegator | steem |
| delegatee | jaballet |
| vesting shares | 9353.478322 VESTS |
| Transaction Info | Block #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"
}
]
}2020/12/06 05:55:45
2020/12/06 05:55:45
| delegator | steem |
| delegatee | jaballet |
| vesting shares | 1912.543513 VESTS |
| Transaction Info | Block #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"
}
]
}2020/12/05 15:56:42
2020/12/05 15:56:42
| delegator | steem |
| delegatee | jaballet |
| vesting shares | 9359.686176 VESTS |
| Transaction Info | Block #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"
}
]
}2020/11/02 18:06:51
2020/11/02 18:06:51
| delegator | steem |
| delegatee | jaballet |
| vesting shares | 1920.017158 VESTS |
| Transaction Info | Block #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"
}
]
}2020/05/09 06:54:18
2020/05/09 06:54:18
| delegator | steem |
| delegatee | jaballet |
| vesting shares | 9562.491535 VESTS |
| Transaction Info | Block #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"
}
]
}2020/05/08 10:41:06
2020/05/08 10:41:06
| delegator | steem |
| delegatee | jaballet |
| vesting shares | 1953.311140 VESTS |
| Transaction Info | Block #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"
}
]
}2019/11/01 08:02:36
2019/11/01 08:02:36
| delegator | steem |
| delegatee | jaballet |
| vesting shares | 9668.890618 VESTS |
| Transaction Info | Block #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
2019/05/10 07:34:57
| 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! <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 Info | Block #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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2018/11/26 17:55:18
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2018/09/13 00:52:03
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jaballetmuted @introduce.bot
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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2018/07/13 01:34:21
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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
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2018/07/07 11:19:03
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fastresteemupvoted (1.00%) @jaballet / r-how-to-do-text-mining
2018/07/07 10:37:12
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jaballetupvoted (100.00%) @jaballet / r-how-to-do-text-mining
2018/07/07 10:37:00
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}jaballetupdated options for r-how-to-do-text-mining2018/07/07 10:37:00
jaballetupdated options for r-how-to-do-text-mining
2018/07/07 10:37:00
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}jaballetpublished a new post: r-how-to-do-text-mining2018/07/07 10:37:00
jaballetpublished a new post: r-how-to-do-text-mining
2018/07/07 10:37:00
| parent author | |
| parent permlink | r |
| author | jaballet |
| permlink | r-how-to-do-text-mining |
| title | R을 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  |
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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",
"json_metadata": "{\"tags\":[\"r\",\"textmining\",\"gsub\",\"scale\"],\"image\":[\"https://cdn.steemitimages.com/DQmUCc26XSuhARy5n9WxZubQaLe3b8Wp8JNYN2U6GtkhCb9/0704.png\"],\"app\":\"steemkr/0.1\",\"format\":\"markdown\"}"
}
]
}2018/05/10 04:18:33
2018/05/10 04:18:33
| delegator | steem |
| delegatee | jaballet |
| vesting shares | 30329.624155 VESTS |
| Transaction Info | Block #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 properties2018/05/10 04:06:18
jaballetupdated their account properties
2018/05/10 04:06:18
| 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"}} |
| Transaction Info | Block #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 properties2018/05/10 04:05:48
jaballetupdated their account properties
2018/05/10 04:05:48
| 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"}} |
| Transaction Info | Block #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\"}}"
}
]
}jaballetupvoted (100.00%) @jaballet / re-jinkim-ycljt-20180510t040059039z2018/05/10 04:01:12
jaballetupvoted (100.00%) @jaballet / re-jinkim-ycljt-20180510t040059039z
2018/05/10 04:01:12
| voter | jaballet |
| author | jaballet |
| permlink | re-jinkim-ycljt-20180510t040059039z |
| weight | 10000 (100.00%) |
| Transaction Info | Block #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
}
]
}jaballetreplied to @jinkim / re-jinkim-ycljt-20180510t040059039z2018/05/10 04:01:00
jaballetreplied to @jinkim / re-jinkim-ycljt-20180510t040059039z
2018/05/10 04:01:00
| 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"} |
| Transaction Info | Block #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\"}"
}
]
}2018/05/10 03:45:39
2018/05/10 03:45:39
| 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 | [] |
| Transaction Info | Block #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": []
}
]
}Manabar
Voting Power100.00%
Downvote Power100.00%
Resource Credits100.00%
Reputation Progress0.00%
{
"voting_manabar": {
"current_mana": "8143659806",
"last_update_time": 1779068163
},
"downvote_manabar": {
"current_mana": 2035914951,
"last_update_time": 1779068163
},
"rc_account": {
"account": "jaballet",
"rc_manabar": {
"current_mana": "10164408779",
"last_update_time": 1779068163
},
"max_rc_creation_adjustment": {
"amount": "2020748973",
"precision": 6,
"nai": "@@000000037"
},
"max_rc": "10164408779"
}
}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"
}
},
"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"
}
}
}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.
[]