├── .gitignore ├── LICENSE ├── README.md ├── diagrams ├── Elasticsearch interface.graffle ├── Elasticsearch interface.png ├── arch-2013-09.graffle ├── arch-2013-09.png ├── arch-2014-03.graffle ├── arch-2014-03.png ├── arch-2014-06.graffle ├── arch-2014-06.png ├── arch-2017-01 STIX XML Output.graffle ├── arch-2017-01 STIX XML Output.png ├── arch-2017-01.graffle ├── arch-2017-01.png ├── arch-deps-2014-06.graffle │ ├── data.plist │ ├── image1.tiff │ ├── image2.png │ ├── image3.tiff │ ├── image4.tiff │ ├── image5.tiff │ ├── image6.tiff │ └── image7.tiff ├── arch-deps-2014-06.png ├── ontology-v0.0.graffle ├── ontology-v0.2.graffle ├── ontology-v0.3.graffle ├── ontology-v0.4-progress.png ├── ontology-v0.4.graffle ├── ontology-v0.4.png ├── ontology-v0.5.graffle ├── ontology-v0.5.png ├── stucco-extraction.graffle └── stucco-extraction.png ├── papers ├── 2013-ICMLA-Bridges-PACE.pdf ├── 2014-ase-paper.pdf ├── 2015-bootstrap-cisrc-paper.pdf ├── 2015-ontology-cisrc-paper.pdf ├── 2016-NAACL-submission.pdf └── 2016-cisrc-graphprints-submitted.pdf ├── posters ├── 2014-JMM-Jones-TextPoster.pdf ├── 2014-JMM-McNeill-BootstrappingPoster.pdf └── 2016-Flocon-Poster.pdf └── presentations ├── 2013.12-PACE.pptx ├── 2014-FloCon-Gerth.md ├── 2014-FloCon-Gerth.pdf ├── 2014.03.28-bridges-cisml.pptx ├── 2014.05.06-bridges-stucco.pptx ├── 2014.05.16-bridges-stucco.pptx ├── 2014.05.28-bridges.pptx ├── 2015.09-bridges-bootstrapping.pptx └── 2016.04-bootstrapping-implementation.pptx /.gitignore: -------------------------------------------------------------------------------- 1 | .DS_Store -------------------------------------------------------------------------------- /LICENSE: -------------------------------------------------------------------------------- 1 | Stucco is freely distributable under the terms of the MIT License. 2 | 3 | Copyright (c) UT-Battelle, LLC (the "Original Author") 4 | 5 | Permission is hereby granted, free of charge, to any person obtaining a copy of this software and associated documentation files (the "Software"), to deal in the Software without restriction, including without limitation the rights to use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of the Software, and to permit persons to whom the Software is furnished to do so, subject to the following conditions: 6 | 7 | The above copyright notice and this permission notice shall be included in all copies or substantial portions of the Software. 8 | 9 | THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS, THE U.S. GOVERNMENT, OR UT-BATTELLE BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE. -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- 1 | stucco documentation 2 | ==================== 3 | 4 | ## Issues 5 | 6 | Please track issues for Stucco on the [issues page in this repo](https://github.com/stucco/docs/issues). 7 | 8 | ## Documentation 9 | 10 | Documentation is on [the wiki](https://github.com/stucco/docs/wiki). 11 | 12 | ## Papers and Presentations 13 | * Conference Paper Submitted: C.R. Harshaw, R.A. Bridges, M.D. Iannacone, J.R. Goodall, "GraphPrints: Towards a Graph Analytic Method for Network Anomaly Detection" to CISRC 2016, Jan 28, 2016 [paper (pdf)](./papers/2016-cisrc-graphprints-submitted.pdf) 14 | * Conference Paper Submitted: R.A. Bridges, K.T.M. Huffer, C.L.Jones, M.D. Iannacone, J.R. Goodall, "Cyber Entity Extraction--Evaluating Current Methods, Making the Most of What's Available", submitted to NAACL HTL 2016 on Jan. 6, 2016, [paper (pdf)](./papers/2016-NAACL-submission.pdf) 15 | * Poster: C.R. Harshaw, R.A. Bridges, M.D. Iannacone, J.R. Goodall, "Graph-Prints: A Contextual, Model-Free, Multi-Scale Network Analysis Framework for Characterizing Network Flow Data" [*FloCon*](https://www.cert.org/flocon/), 2016 [poster (pdf)](./posters/2016-Flocon-Poster.pdf) 16 | * Paper: C.L. Jones, R.A. Bridges, K.T. Huffer, J.R. Goodall "Towards a relation extraction framework for cyber-security objects," Cyber and Information Security Research Conference, 2015. Runner-up Best Short Paper Award, [paper (pdf)](./papers/2015-bootstrap-cisrc-paper.pdf). Corresponding conference presentation of this publication [presentation (ppt)](./presentations/2015.09-bridges-bootstrapping.pptx) 17 | * Paper: M.D. Iannacone, S. Bohn, G. Nakamura, J. Gerth, K.T. Huffer, R.A. Bridges, E.M. Ferragut, J.R. Goodall "Developing an Ontology for Cyber Security Knowledge Graphs," Cyber and Information Security Research Conference, 2015, [paper (pdf)](./papers/2015-ontology-cisrc-paper.pdf). 18 | * Presentation: J. Gerth and J. R. Goodall. "Stucco - Situation and Threat Understanding by Correlating Contextual Observations". [*FloCon*](https://www.cert.org/flocon/), 2014. [abstract](./presentations/2014-FloCon-Gerth.md) / [presentation (pdf)](https://github.com/stucco/docs/blob/master/presentations/2014-FloCon-Gerth.pdf?raw=true) 19 | * Presentation: R.A.Bridges "New Techniques for Entity Extraction of Cyber Security Concepts". CISML Seminar, March 28, 2014. [presentation (ppt)](./presentations/2014.03.28-bridges-cisml.pptx?raw=true) 20 | * Presentation: R.A.Bridges "Stucco - Situation and Threat Understanding by Correlating Contextual Observations". ORNL short presentation to Mitre visitors, May 06, 2014. [presentation (ppt)](./presentations/2014.05.16-bridges-stucco.pptx?raw=true) 21 | * Paper: R.A. Bridges, C. Jones, M. Iannacone, K.M. Testa, J.R. Goodall, "Automatic Labeling for Entity Extraction in Cyber Security", [ASE Open Scientific Digital Library](http://cybersecurity2014.scienceengineering.org/), May 28, 2014 Stanford, CA. [paper (pdf)](./papers/2014-ase-paper.pdf?raw=true). Correpsonding conference presentation of this publication: R.A.Bridges "New Techniques for Entity Extraction of Cyber Security Concepts". [ASE Conference](http://cybersecurity2014.scienceengineering.org/), May 28, 2014 Stanford, CA. [presentation (ppt)](./presentations/2014.05.28-bridges.pptx?raw=true) 22 | * Poster: N. McNeil, R. A. Bridges, and J. R. Goodall. "Bootstrapping for Text Extraction in Cyber Security". *Joint Math Meeting*, 2014. [poster (pdf)](https://github.com/stucco/docs/blob/master/posters/2014-JMM-McNeill-BootstrappingPoster.pdf?raw=true) 23 | * Poster: C. L. Jones, R. A. Bridges, M. D. Iannacone, and J. R. Goodall. "Text Analysis for Timely Discovery of Cyber Security Concepts". *Joint Math Meeting*, 2014. [poster (pdf)](https://github.com/stucco/docs/blob/master/posters/2014-JMM-Jones-TextPoster.pdf?raw=true) 24 | * Paper: R. A. Bridges, N. McNeil, M. D. Iannacone, B. Czejdo, N. Perez, and J. R. Goodall. "PACE: Pattern Accurate Computationally Efficient Bootstrapping for Timely Discovery of Cyber Security Concepts". *International Conference on Machine Learning and Applications (ICMLA) Special Session on Machine Learning Challenges in Cyber Security Applications*, 2013. [paper (pdf)](https://github.com/stucco/docs/blob/master/papers/2013-ICMLA-Bridges-PACE.pdf?raw=true). Corresponding conference presentation [presentation (ppt)](./presentations/2013.12-PACE.pptx) 25 | -------------------------------------------------------------------------------- /diagrams/Elasticsearch interface.graffle: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/stucco/docs/027489489bed027c9fc75963c340b7a1cd9df0a0/diagrams/Elasticsearch interface.graffle -------------------------------------------------------------------------------- /diagrams/Elasticsearch interface.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/stucco/docs/027489489bed027c9fc75963c340b7a1cd9df0a0/diagrams/Elasticsearch interface.png -------------------------------------------------------------------------------- /diagrams/arch-2013-09.graffle: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/stucco/docs/027489489bed027c9fc75963c340b7a1cd9df0a0/diagrams/arch-2013-09.graffle -------------------------------------------------------------------------------- /diagrams/arch-2013-09.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/stucco/docs/027489489bed027c9fc75963c340b7a1cd9df0a0/diagrams/arch-2013-09.png -------------------------------------------------------------------------------- /diagrams/arch-2014-03.graffle: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/stucco/docs/027489489bed027c9fc75963c340b7a1cd9df0a0/diagrams/arch-2014-03.graffle -------------------------------------------------------------------------------- /diagrams/arch-2014-03.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/stucco/docs/027489489bed027c9fc75963c340b7a1cd9df0a0/diagrams/arch-2014-03.png -------------------------------------------------------------------------------- /diagrams/arch-2014-06.graffle: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/stucco/docs/027489489bed027c9fc75963c340b7a1cd9df0a0/diagrams/arch-2014-06.graffle -------------------------------------------------------------------------------- /diagrams/arch-2014-06.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/stucco/docs/027489489bed027c9fc75963c340b7a1cd9df0a0/diagrams/arch-2014-06.png -------------------------------------------------------------------------------- /diagrams/arch-2017-01 STIX XML Output.graffle: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | ApplicationVersion 6 | 7 | com.omnigroup.OmniGraffle7 8 | 176.7.0.275714 9 | 10 | CreationDate 11 | 2016-03-01 17:57:53 +0000 12 | Creator 13 | Huffer, Kelly M. 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1003 | 1004 | fill 1005 | 1006 | Color 1007 | 1008 | b 1009 | 0.83828568458557129 1010 | g 1011 | 0.65832513570785522 1012 | r 1013 | 0.10963913053274155 1014 | space 1015 | srgb 1016 | 1017 | 1018 | 1019 | Text 1020 | 1021 | Pad 1022 | 3 1023 | Text 1024 | {\rtf1\ansi\ansicpg1252\cocoartf1404\cocoasubrtf470 1025 | {\fonttbl\f0\fswiss\fcharset0 Helvetica;} 1026 | {\colortbl;\red255\green255\blue255;} 1027 | \pard\tx560\tx1120\tx1680\tx2240\tx2800\tx3360\tx3920\tx4480\tx5040\tx5600\tx6160\tx6720\qc\partightenfactor0 1028 | 1029 | \f0\b\fs30 \cf1 Entity Extraction\ 1030 | Training} 1031 | VerticalPad 1032 | 0.0 1033 | 1034 | 1035 | 1036 | Bounds 1037 | {{261, 387}, {90, 63}} 1038 | Class 1039 | ShapedGraphic 1040 | FontInfo 1041 | 1042 | Font 1043 | Helvetica-Bold 1044 | Size 1045 | 13 1046 | 1047 | ID 1048 | 373 1049 | Magnets 1050 | 1051 | {0, 1} 1052 | {0, -1} 1053 | {1, 0} 1054 | {-1, 0} 1055 | 1056 | Shape 1057 | DocumentShape 1058 | Style 1059 | 1060 | fill 1061 | 1062 | Color 1063 | 1064 | b 1065 | 0.88297778367996216 1066 | g 1067 | 0.88298887014389038 1068 | r 1069 | 0.88296818733215332 1070 | space 1071 | srgb 1072 | 1073 | 1074 | 1075 | Text 1076 | 1077 | Text 1078 | {\rtf1\ansi\ansicpg1252\cocoartf1404\cocoasubrtf470 1079 | {\fonttbl\f0\fswiss\fcharset0 Helvetica;} 1080 | {\colortbl;\red255\green255\blue255;} 1081 | \pard\tx560\tx1120\tx1680\tx2240\tx2800\tx3360\tx3920\tx4480\tx5040\tx5600\tx6160\tx6720\qc\partightenfactor0 1082 | 1083 | \f0\b\fs24 \cf0 Labeled Corpus} 1084 | VerticalPad 1085 | 0.0 1086 | 1087 | 1088 | 1089 | Bounds 1090 | {{117, 387}, {90, 63}} 1091 | Class 1092 | ShapedGraphic 1093 | FontInfo 1094 | 1095 | Color 1096 | 1097 | b 1098 | 1 1099 | g 1100 | 1 1101 | r 1102 | 1 1103 | 1104 | Font 1105 | Helvetica-Bold 1106 | Size 1107 | 15 1108 | 1109 | ID 1110 | 372 1111 | Magnets 1112 | 1113 | {0, 1} 1114 | {0, -1} 1115 | {1, 0} 1116 | {-1, 0} 1117 | 1118 | Style 1119 | 1120 | fill 1121 | 1122 | Color 1123 | 1124 | b 1125 | 0.83828568458557129 1126 | g 1127 | 0.65832513570785522 1128 | r 1129 | 0.10963913053274155 1130 | space 1131 | srgb 1132 | 1133 | 1134 | 1135 | Text 1136 | 1137 | Pad 1138 | 3 1139 | Text 1140 | {\rtf1\ansi\ansicpg1252\cocoartf1404\cocoasubrtf470 1141 | {\fonttbl\f0\fswiss\fcharset0 Helvetica;} 1142 | {\colortbl;\red255\green255\blue255;} 1143 | \pard\tx560\tx1120\tx1680\tx2240\tx2800\tx3360\tx3920\tx4480\tx5040\tx5600\tx6160\tx6720\qc\partightenfactor0 1144 | 1145 | \f0\b\fs30 \cf1 Auto-labeling} 1146 | VerticalPad 1147 | 0.0 1148 | 1149 | 1150 | 1151 | AllowLabelDrop 1152 | 1153 | Class 1154 | LineGraphic 1155 | Head 1156 | 1157 | ID 1158 | 329 1159 | 1160 | ID 1161 | 371 1162 | Points 1163 | 1164 | {324, 306} 1165 | {324, 279} 1166 | 1167 | Style 1168 | 1169 | shadow 1170 | 1171 | Draws 1172 | NO 1173 | 1174 | stroke 1175 | 1176 | HeadArrow 1177 | FilledArrow 1178 | HeadScale 1179 | 0.89999997615814209 1180 | Legacy 1181 | 1182 | TailArrow 1183 | FilledArrow 1184 | TailScale 1185 | 0.89999997615814209 1186 | 1187 | 1188 | Tail 1189 | 1190 | ID 1191 | 369 1192 | 1193 | 1194 | 1195 | AllowLabelDrop 1196 | 1197 | Class 1198 | LineGraphic 1199 | Head 1200 | 1201 | ID 1202 | 330 1203 | 1204 | ID 1205 | 368 1206 | Points 1207 | 1208 | {225, 175.5} 1209 | {279, 121.5} 1210 | 1211 | Style 1212 | 1213 | shadow 1214 | 1215 | Draws 1216 | NO 1217 | 1218 | stroke 1219 | 1220 | HeadArrow 1221 | FilledArrow 1222 | HeadScale 1223 | 0.89999997615814209 1224 | Legacy 1225 | 1226 | TailArrow 1227 | 0 1228 | TailScale 1229 | 0.89999997615814209 1230 | 1231 | 1232 | Tail 1233 | 1234 | ID 1235 | 327 1236 | Info 1237 | 3 1238 | 1239 | 1240 | 1241 | AllowLabelDrop 1242 | 1243 | Class 1244 | LineGraphic 1245 | Head 1246 | 1247 | ID 1248 | 327 1249 | Info 1250 | 4 1251 | 1252 | ID 1253 | 367 1254 | Points 1255 | 1256 | {99, 130.5} 1257 | {135, 175.5} 1258 | 1259 | Style 1260 | 1261 | shadow 1262 | 1263 | Draws 1264 | NO 1265 | 1266 | stroke 1267 | 1268 | HeadArrow 1269 | FilledArrow 1270 | HeadScale 1271 | 0.89999997615814209 1272 | Legacy 1273 | 1274 | TailArrow 1275 | 0 1276 | TailScale 1277 | 0.89999997615814209 1278 | 1279 | 1280 | Tail 1281 | 1282 | ID 1283 | 331 1284 | 1285 | 1286 | 1287 | AllowLabelDrop 1288 | 1289 | Class 1290 | LineGraphic 1291 | Head 1292 | 1293 | ID 1294 | 327 1295 | 1296 | ID 1297 | 366 1298 | Points 1299 | 1300 | {99, 229.5} 1301 | {135, 175.5} 1302 | 1303 | Style 1304 | 1305 | shadow 1306 | 1307 | Draws 1308 | NO 1309 | 1310 | stroke 1311 | 1312 | HeadArrow 1313 | FilledArrow 1314 | HeadScale 1315 | 0.89999997615814209 1316 | Legacy 1317 | 1318 | TailArrow 1319 | 0 1320 | TailScale 1321 | 0.89999997615814209 1322 | 1323 | 1324 | Tail 1325 | 1326 | ID 1327 | 332 1328 | Info 1329 | 3 1330 | 1331 | 1332 | 1333 | AllowLabelDrop 1334 | 1335 | Class 1336 | LineGraphic 1337 | Head 1338 | 1339 | ID 1340 | 329 1341 | 1342 | ID 1343 | 365 1344 | Points 1345 | 1346 | {225, 175.5} 1347 | {279, 247.5} 1348 | 1349 | Style 1350 | 1351 | shadow 1352 | 1353 | Draws 1354 | NO 1355 | 1356 | stroke 1357 | 1358 | HeadArrow 1359 | FilledArrow 1360 | HeadScale 1361 | 0.89999997615814209 1362 | Legacy 1363 | 1364 | TailArrow 1365 | 0 1366 | TailScale 1367 | 0.89999997615814209 1368 | 1369 | 1370 | Tail 1371 | 1372 | ID 1373 | 327 1374 | Info 1375 | 3 1376 | 1377 | 1378 | 1379 | AllowLabelDrop 1380 | 1381 | Class 1382 | LineGraphic 1383 | Head 1384 | 1385 | ID 1386 | 327 1387 | 1388 | ID 1389 | 364 1390 | Points 1391 | 1392 | {180, 99} 1393 | {180, 144} 1394 | 1395 | Style 1396 | 1397 | shadow 1398 | 1399 | Draws 1400 | NO 1401 | 1402 | stroke 1403 | 1404 | HeadArrow 1405 | FilledArrow 1406 | HeadScale 1407 | 0.89999997615814209 1408 | Legacy 1409 | 1410 | TailArrow 1411 | 0 1412 | TailScale 1413 | 0.89999997615814209 1414 | 1415 | 1416 | Tail 1417 | 1418 | ID 1419 | 328 1420 | 1421 | 1422 | 1423 | AllowLabelDrop 1424 | 1425 | Class 1426 | LineGraphic 1427 | Head 1428 | 1429 | ID 1430 | 325 1431 | 1432 | ID 1433 | 363 1434 | Points 1435 | 1436 | {369, 247.5} 1437 | {639, 247.5} 1438 | 1439 | Style 1440 | 1441 | shadow 1442 | 1443 | Draws 1444 | NO 1445 | 1446 | stroke 1447 | 1448 | HeadArrow 1449 | FilledArrow 1450 | HeadScale 1451 | 0.89999997615814209 1452 | Legacy 1453 | 1454 | TailArrow 1455 | 0 1456 | TailScale 1457 | 0.89999997615814209 1458 | 1459 | 1460 | Tail 1461 | 1462 | ID 1463 | 329 1464 | Info 1465 | 3 1466 | 1467 | 1468 | 1469 | AllowLabelDrop 1470 | 1471 | Class 1472 | LineGraphic 1473 | Head 1474 | 1475 | ID 1476 | 325 1477 | 1478 | ID 1479 | 362 1480 | Points 1481 | 1482 | {369, 121.5} 1483 | {639, 247.5} 1484 | 1485 | Style 1486 | 1487 | shadow 1488 | 1489 | Draws 1490 | NO 1491 | 1492 | stroke 1493 | 1494 | HeadArrow 1495 | FilledArrow 1496 | HeadScale 1497 | 0.89999997615814209 1498 | Legacy 1499 | 1500 | TailArrow 1501 | 0 1502 | TailScale 1503 | 0.89999997615814209 1504 | 1505 | 1506 | Tail 1507 | 1508 | ID 1509 | 330 1510 | Info 1511 | 3 1512 | 1513 | 1514 | 1515 | AllowLabelDrop 1516 | 1517 | Class 1518 | LineGraphic 1519 | Head 1520 | 1521 | ID 1522 | 281 1523 | Info 1524 | 4 1525 | 1526 | ID 1527 | 361 1528 | Points 1529 | 1530 | {324, 216} 1531 | {405, 121.5} 1532 | 1533 | Style 1534 | 1535 | shadow 1536 | 1537 | Draws 1538 | NO 1539 | 1540 | stroke 1541 | 1542 | HeadArrow 1543 | FilledArrow 1544 | HeadScale 1545 | 0.89999997615814209 1546 | Legacy 1547 | 1548 | TailArrow 1549 | 0 1550 | TailScale 1551 | 0.89999997615814209 1552 | 1553 | 1554 | Tail 1555 | 1556 | ID 1557 | 329 1558 | 1559 | 1560 | 1561 | AllowLabelDrop 1562 | 1563 | Class 1564 | LineGraphic 1565 | Head 1566 | 1567 | ID 1568 | 281 1569 | 1570 | ID 1571 | 360 1572 | Points 1573 | 1574 | {369, 121.5} 1575 | {405, 121.5} 1576 | 1577 | Style 1578 | 1579 | shadow 1580 | 1581 | Draws 1582 | NO 1583 | 1584 | stroke 1585 | 1586 | HeadArrow 1587 | FilledArrow 1588 | HeadScale 1589 | 0.89999997615814209 1590 | Legacy 1591 | 1592 | TailArrow 1593 | 0 1594 | TailScale 1595 | 0.89999997615814209 1596 | 1597 | 1598 | Tail 1599 | 1600 | ID 1601 | 330 1602 | 1603 | 1604 | 1605 | AllowLabelDrop 1606 | 1607 | Class 1608 | LineGraphic 1609 | Head 1610 | 1611 | ID 1612 | 275 1613 | 1614 | ID 1615 | 359 1616 | Points 1617 | 1618 | {495, 121.5} 1619 | {639, 121.5} 1620 | 1621 | Style 1622 | 1623 | shadow 1624 | 1625 | Draws 1626 | NO 1627 | 1628 | stroke 1629 | 1630 | HeadArrow 1631 | FilledArrow 1632 | HeadScale 1633 | 0.89999997615814209 1634 | Legacy 1635 | 1636 | TailArrow 1637 | 0 1638 | TailScale 1639 | 0.89999997615814209 1640 | 1641 | 1642 | Tail 1643 | 1644 | ID 1645 | 281 1646 | Info 1647 | 3 1648 | 1649 | 1650 | 1651 | AllowLabelDrop 1652 | 1653 | Class 1654 | LineGraphic 1655 | Head 1656 | 1657 | ID 1658 | 325 1659 | Info 1660 | 2 1661 | 1662 | ID 1663 | 358 1664 | Points 1665 | 1666 | {684, 153} 1667 | {684, 216} 1668 | 1669 | Style 1670 | 1671 | shadow 1672 | 1673 | Draws 1674 | NO 1675 | 1676 | stroke 1677 | 1678 | HeadArrow 1679 | FilledArrow 1680 | HeadScale 1681 | 0.89999997615814209 1682 | Legacy 1683 | 1684 | TailArrow 1685 | 0 1686 | TailScale 1687 | 0.89999997615814209 1688 | 1689 | 1690 | Tail 1691 | 1692 | ID 1693 | 275 1694 | 1695 | 1696 | 1697 | AllowLabelDrop 1698 | 1699 | Class 1700 | LineGraphic 1701 | Head 1702 | 1703 | ID 1704 | 292 1705 | 1706 | ID 1707 | 357 1708 | Points 1709 | 1710 | {828, 279} 1711 | {828, 333} 1712 | 1713 | Style 1714 | 1715 | shadow 1716 | 1717 | Draws 1718 | NO 1719 | 1720 | stroke 1721 | 1722 | HeadArrow 1723 | FilledArrow 1724 | HeadScale 1725 | 0.89999997615814209 1726 | Legacy 1727 | 1728 | TailArrow 1729 | FilledArrow 1730 | TailScale 1731 | 0.89999997615814209 1732 | 1733 | 1734 | Tail 1735 | 1736 | ID 1737 | 269 1738 | 1739 | 1740 | 1741 | AllowLabelDrop 1742 | 1743 | Class 1744 | LineGraphic 1745 | Head 1746 | 1747 | ID 1748 | 292 1749 | 1750 | ID 1751 | 356 1752 | Points 1753 | 1754 | {729, 364.5} 1755 | {783, 364.5} 1756 | 1757 | Style 1758 | 1759 | shadow 1760 | 1761 | Draws 1762 | NO 1763 | 1764 | stroke 1765 | 1766 | HeadArrow 1767 | FilledArrow 1768 | HeadScale 1769 | 0.89999997615814209 1770 | Legacy 1771 | 1772 | TailArrow 1773 | FilledArrow 1774 | TailScale 1775 | 0.89999997615814209 1776 | 1777 | 1778 | Tail 1779 | 1780 | ID 1781 | 97 1782 | 1783 | 1784 | 1785 | AllowLabelDrop 1786 | 1787 | Class 1788 | LineGraphic 1789 | Head 1790 | 1791 | ID 1792 | 269 1793 | 1794 | ID 1795 | 355 1796 | Points 1797 | 1798 | {729, 247.5} 1799 | {783, 247.5} 1800 | 1801 | Style 1802 | 1803 | shadow 1804 | 1805 | Draws 1806 | NO 1807 | 1808 | stroke 1809 | 1810 | HeadArrow 1811 | FilledArrow 1812 | HeadScale 1813 | 0.89999997615814209 1814 | Legacy 1815 | 1816 | TailArrow 1817 | 0 1818 | TailScale 1819 | 0.89999997615814209 1820 | 1821 | 1822 | Tail 1823 | 1824 | ID 1825 | 325 1826 | 1827 | 1828 | 1829 | AllowLabelDrop 1830 | 1831 | Class 1832 | LineGraphic 1833 | Head 1834 | 1835 | ID 1836 | 291 1837 | 1838 | ID 1839 | 17 1840 | Points 1841 | 1842 | {828, 396} 1843 | {828, 423} 1844 | 1845 | Style 1846 | 1847 | shadow 1848 | 1849 | Draws 1850 | NO 1851 | 1852 | stroke 1853 | 1854 | HeadArrow 1855 | FilledArrow 1856 | HeadScale 1857 | 0.89999997615814209 1858 | Legacy 1859 | 1860 | TailArrow 1861 | FilledArrow 1862 | TailScale 1863 | 0.89999997615814209 1864 | 1865 | 1866 | Tail 1867 | 1868 | ID 1869 | 292 1870 | 1871 | 1872 | 1873 | Bounds 1874 | {{9, 198}, {90, 63}} 1875 | Class 1876 | ShapedGraphic 1877 | FontInfo 1878 | 1879 | Font 1880 | Helvetica-Bold 1881 | Size 1882 | 13 1883 | 1884 | ID 1885 | 332 1886 | Magnets 1887 | 1888 | {0, 1} 1889 | {0, -1} 1890 | {1, 0} 1891 | {-1, 0} 1892 | 1893 | Shape 1894 | DocumentShape 1895 | Style 1896 | 1897 | fill 1898 | 1899 | Color 1900 | 1901 | b 1902 | 0.88297778367996216 1903 | g 1904 | 0.88298887014389038 1905 | r 1906 | 0.88296818733215332 1907 | space 1908 | srgb 1909 | 1910 | 1911 | 1912 | Text 1913 | 1914 | Text 1915 | {\rtf1\ansi\ansicpg1252\cocoartf1404\cocoasubrtf470 1916 | {\fonttbl\f0\fswiss\fcharset0 Helvetica;} 1917 | {\colortbl;\red255\green255\blue255;} 1918 | \pard\tx560\tx1120\tx1680\tx2240\tx2800\tx3360\tx3920\tx4480\tx5040\tx5600\tx6160\tx6720\qc\partightenfactor0 1919 | 1920 | \f0\b\fs24 \cf0 Exogenous Data} 1921 | VerticalPad 1922 | 0.0 1923 | 1924 | 1925 | 1926 | Bounds 1927 | {{9, 99}, {90, 63}} 1928 | Class 1929 | ShapedGraphic 1930 | FontInfo 1931 | 1932 | Font 1933 | Helvetica-Bold 1934 | Size 1935 | 13 1936 | 1937 | ID 1938 | 331 1939 | Magnets 1940 | 1941 | {0, 1} 1942 | {0, -1} 1943 | {1, 0} 1944 | {-1, 0} 1945 | 1946 | Shape 1947 | DocumentShape 1948 | Style 1949 | 1950 | fill 1951 | 1952 | Color 1953 | 1954 | b 1955 | 0.88297778367996216 1956 | g 1957 | 0.88298887014389038 1958 | r 1959 | 0.88296818733215332 1960 | space 1961 | srgb 1962 | 1963 | 1964 | 1965 | Text 1966 | 1967 | Text 1968 | {\rtf1\ansi\ansicpg1252\cocoartf1404\cocoasubrtf470 1969 | {\fonttbl\f0\fswiss\fcharset0 Helvetica;} 1970 | {\colortbl;\red255\green255\blue255;} 1971 | \pard\tx560\tx1120\tx1680\tx2240\tx2800\tx3360\tx3920\tx4480\tx5040\tx5600\tx6160\tx6720\qc\partightenfactor0 1972 | 1973 | \f0\b\fs24 \cf0 Endogenous Data} 1974 | VerticalPad 1975 | 0.0 1976 | 1977 | 1978 | 1979 | Bounds 1980 | {{279, 90}, {90, 63}} 1981 | Class 1982 | ShapedGraphic 1983 | FontInfo 1984 | 1985 | Color 1986 | 1987 | b 1988 | 1 1989 | g 1990 | 1 1991 | r 1992 | 1 1993 | 1994 | Font 1995 | Helvetica-Bold 1996 | Size 1997 | 15 1998 | 1999 | ID 2000 | 330 2001 | Magnets 2002 | 2003 | {0, 1} 2004 | {0, -1} 2005 | {1, 0} 2006 | {-1, 0} 2007 | 2008 | Style 2009 | 2010 | fill 2011 | 2012 | Color 2013 | 2014 | b 2015 | 0.83828568458557129 2016 | g 2017 | 0.65832513570785522 2018 | r 2019 | 0.10963913053274155 2020 | space 2021 | srgb 2022 | 2023 | 2024 | 2025 | Text 2026 | 2027 | Pad 2028 | 3 2029 | Text 2030 | {\rtf1\ansi\ansicpg1252\cocoartf1404\cocoasubrtf470 2031 | {\fonttbl\f0\fswiss\fcharset0 Helvetica;} 2032 | {\colortbl;\red255\green255\blue255;} 2033 | \pard\tx560\tx1120\tx1680\tx2240\tx2800\tx3360\tx3920\tx4480\tx5040\tx5600\tx6160\tx6720\qc\partightenfactor0 2034 | 2035 | \f0\b\fs30 \cf1 Message Queue} 2036 | VerticalPad 2037 | 0.0 2038 | 2039 | 2040 | 2041 | Bounds 2042 | {{279, 216}, {90, 63}} 2043 | Class 2044 | ShapedGraphic 2045 | FontInfo 2046 | 2047 | Color 2048 | 2049 | b 2050 | 1 2051 | g 2052 | 1 2053 | r 2054 | 1 2055 | 2056 | Font 2057 | Helvetica-Bold 2058 | Size 2059 | 15 2060 | 2061 | ID 2062 | 329 2063 | Magnets 2064 | 2065 | {0, 1} 2066 | {0, -1} 2067 | {1, 0} 2068 | {-1, 0} 2069 | 2070 | Style 2071 | 2072 | fill 2073 | 2074 | Color 2075 | 2076 | b 2077 | 0.83828568458557129 2078 | g 2079 | 0.65832513570785522 2080 | r 2081 | 0.10963913053274155 2082 | space 2083 | srgb 2084 | 2085 | 2086 | 2087 | Text 2088 | 2089 | Pad 2090 | 3 2091 | Text 2092 | {\rtf1\ansi\ansicpg1252\cocoartf1404\cocoasubrtf470 2093 | {\fonttbl\f0\fswiss\fcharset0 Helvetica;} 2094 | {\colortbl;\red255\green255\blue255;} 2095 | \pard\tx560\tx1120\tx1680\tx2240\tx2800\tx3360\tx3920\tx4480\tx5040\tx5600\tx6160\tx6720\qc\partightenfactor0 2096 | 2097 | \f0\b\fs30 \cf1 Document Service} 2098 | VerticalPad 2099 | 0.0 2100 | 2101 | 2102 | 2103 | Bounds 2104 | {{135, 36}, {90, 63}} 2105 | Class 2106 | ShapedGraphic 2107 | FontInfo 2108 | 2109 | Color 2110 | 2111 | b 2112 | 1 2113 | g 2114 | 1 2115 | r 2116 | 1 2117 | 2118 | Font 2119 | Helvetica-Bold 2120 | Size 2121 | 15 2122 | 2123 | ID 2124 | 328 2125 | Magnets 2126 | 2127 | {0, 1} 2128 | {0, -1} 2129 | {1, 0} 2130 | {-1, 0} 2131 | 2132 | Style 2133 | 2134 | fill 2135 | 2136 | Color 2137 | 2138 | b 2139 | 0.83828568458557129 2140 | g 2141 | 0.65832513570785522 2142 | r 2143 | 0.10963913053274155 2144 | space 2145 | srgb 2146 | 2147 | 2148 | 2149 | Text 2150 | 2151 | Pad 2152 | 3 2153 | Text 2154 | {\rtf1\ansi\ansicpg1252\cocoartf1404\cocoasubrtf470 2155 | {\fonttbl\f0\fswiss\fcharset0 Helvetica;} 2156 | {\colortbl;\red255\green255\blue255;} 2157 | 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750 | \pard\tx560\tx1120\tx1680\tx2240\tx2800\tx3360\tx3920\tx4480\tx5040\tx5600\tx6160\tx6720\qc\partightenfactor0 751 | 752 | \f0\b\fs24 \cf0 Models} 753 | VerticalPad 754 | 0 755 | 756 | 757 | 758 | Bounds 759 | {{405, 387}, {90, 63}} 760 | Class 761 | ShapedGraphic 762 | FontInfo 763 | 764 | Color 765 | 766 | b 767 | 1 768 | g 769 | 1 770 | r 771 | 1 772 | 773 | Font 774 | Helvetica-Bold 775 | Size 776 | 15 777 | 778 | ID 779 | 374 780 | Magnets 781 | 782 | {0, 1} 783 | {0, -1} 784 | {1, 0} 785 | {-1, 0} 786 | 787 | Shape 788 | Rectangle 789 | Style 790 | 791 | fill 792 | 793 | Color 794 | 795 | b 796 | 0.8 797 | g 798 | 0.591753 799 | r 800 | 0.115449 801 | 802 | 803 | 804 | Text 805 | 806 | Pad 807 | 3 808 | Text 809 | {\rtf1\ansi\ansicpg1252\cocoartf1404\cocoasubrtf470 810 | \cocoascreenfonts1{\fonttbl\f0\fswiss\fcharset0 Helvetica;} 811 | {\colortbl;\red255\green255\blue255;} 812 | \pard\tx560\tx1120\tx1680\tx2240\tx2800\tx3360\tx3920\tx4480\tx5040\tx5600\tx6160\tx6720\qc\partightenfactor0 813 | 814 | \f0\b\fs30 \cf1 Entity Extraction\ 815 | Training} 816 | VerticalPad 817 | 0 818 | 819 | 820 | 821 | Bounds 822 | {{261, 387}, {90, 63}} 823 | Class 824 | ShapedGraphic 825 | FontInfo 826 | 827 | Font 828 | Helvetica-Bold 829 | Size 830 | 13 831 | 832 | ID 833 | 373 834 | Magnets 835 | 836 | {0, 1} 837 | {0, -1} 838 | {1, 0} 839 | {-1, 0} 840 | 841 | Shape 842 | DocumentShape 843 | Style 844 | 845 | fill 846 | 847 | Color 848 | 849 | b 850 | 0.854902 851 | g 852 | 0.854902 853 | r 854 | 0.854902 855 | 856 | 857 | 858 | Text 859 | 860 | Text 861 | {\rtf1\ansi\ansicpg1252\cocoartf1404\cocoasubrtf470 862 | \cocoascreenfonts1{\fonttbl\f0\fswiss\fcharset0 Helvetica;} 863 | {\colortbl;\red255\green255\blue255;} 864 | \pard\tx560\tx1120\tx1680\tx2240\tx2800\tx3360\tx3920\tx4480\tx5040\tx5600\tx6160\tx6720\qc\partightenfactor0 865 | 866 | \f0\b\fs24 \cf0 Labeled Corpus} 867 | VerticalPad 868 | 0 869 | 870 | 871 | 872 | Bounds 873 | {{117, 387}, {90, 63}} 874 | Class 875 | ShapedGraphic 876 | FontInfo 877 | 878 | Color 879 | 880 | b 881 | 1 882 | g 883 | 1 884 | r 885 | 1 886 | 887 | Font 888 | Helvetica-Bold 889 | Size 890 | 15 891 | 892 | ID 893 | 372 894 | Magnets 895 | 896 | {0, 1} 897 | {0, -1} 898 | {1, 0} 899 | {-1, 0} 900 | 901 | Shape 902 | Rectangle 903 | Style 904 | 905 | fill 906 | 907 | Color 908 | 909 | b 910 | 0.8 911 | g 912 | 0.591753 913 | r 914 | 0.115449 915 | 916 | 917 | 918 | Text 919 | 920 | Pad 921 | 3 922 | Text 923 | {\rtf1\ansi\ansicpg1252\cocoartf1404\cocoasubrtf470 924 | \cocoascreenfonts1{\fonttbl\f0\fswiss\fcharset0 Helvetica;} 925 | {\colortbl;\red255\green255\blue255;} 926 | \pard\tx560\tx1120\tx1680\tx2240\tx2800\tx3360\tx3920\tx4480\tx5040\tx5600\tx6160\tx6720\qc\partightenfactor0 927 | 928 | \f0\b\fs30 \cf1 Auto-labeling} 929 | VerticalPad 930 | 0 931 | 932 | 933 | 934 | AllowLabelDrop 935 | 936 | Class 937 | LineGraphic 938 | Head 939 | 940 | ID 941 | 329 942 | 943 | ID 944 | 371 945 | Points 946 | 947 | {324, 306} 948 | {324, 279} 949 | 950 | Style 951 | 952 | stroke 953 | 954 | HeadArrow 955 | FilledArrow 956 | HeadScale 957 | 0.89999997615814209 958 | Legacy 959 | 960 | TailArrow 961 | FilledArrow 962 | TailScale 963 | 0.89999997615814209 964 | 965 | 966 | Tail 967 | 968 | ID 969 | 369 970 | 971 | 972 | 973 | AllowLabelDrop 974 | 975 | Class 976 | LineGraphic 977 | Head 978 | 979 | ID 980 | 330 981 | 982 | ID 983 | 368 984 | Points 985 | 986 | {225, 175.5} 987 | {279, 121.5} 988 | 989 | Style 990 | 991 | stroke 992 | 993 | HeadArrow 994 | FilledArrow 995 | HeadScale 996 | 0.89999997615814209 997 | Legacy 998 | 999 | TailArrow 1000 | 0 1001 | TailScale 1002 | 0.89999997615814209 1003 | 1004 | 1005 | Tail 1006 | 1007 | ID 1008 | 327 1009 | Info 1010 | 3 1011 | 1012 | 1013 | 1014 | AllowLabelDrop 1015 | 1016 | Class 1017 | LineGraphic 1018 | Head 1019 | 1020 | ID 1021 | 327 1022 | Info 1023 | 4 1024 | 1025 | ID 1026 | 367 1027 | Points 1028 | 1029 | {99, 130.5} 1030 | {135, 175.5} 1031 | 1032 | Style 1033 | 1034 | stroke 1035 | 1036 | HeadArrow 1037 | FilledArrow 1038 | HeadScale 1039 | 0.89999997615814209 1040 | Legacy 1041 | 1042 | TailArrow 1043 | 0 1044 | TailScale 1045 | 0.89999997615814209 1046 | 1047 | 1048 | Tail 1049 | 1050 | ID 1051 | 331 1052 | 1053 | 1054 | 1055 | AllowLabelDrop 1056 | 1057 | Class 1058 | LineGraphic 1059 | Head 1060 | 1061 | ID 1062 | 327 1063 | 1064 | ID 1065 | 366 1066 | Points 1067 | 1068 | {99, 229.5} 1069 | {135, 175.5} 1070 | 1071 | Style 1072 | 1073 | stroke 1074 | 1075 | HeadArrow 1076 | FilledArrow 1077 | HeadScale 1078 | 0.89999997615814209 1079 | Legacy 1080 | 1081 | TailArrow 1082 | 0 1083 | TailScale 1084 | 0.89999997615814209 1085 | 1086 | 1087 | Tail 1088 | 1089 | ID 1090 | 332 1091 | Info 1092 | 3 1093 | 1094 | 1095 | 1096 | AllowLabelDrop 1097 | 1098 | Class 1099 | LineGraphic 1100 | Head 1101 | 1102 | ID 1103 | 329 1104 | 1105 | ID 1106 | 365 1107 | Points 1108 | 1109 | {225, 175.5} 1110 | {279, 247.5} 1111 | 1112 | Style 1113 | 1114 | stroke 1115 | 1116 | HeadArrow 1117 | FilledArrow 1118 | HeadScale 1119 | 0.89999997615814209 1120 | Legacy 1121 | 1122 | TailArrow 1123 | 0 1124 | TailScale 1125 | 0.89999997615814209 1126 | 1127 | 1128 | Tail 1129 | 1130 | ID 1131 | 327 1132 | Info 1133 | 3 1134 | 1135 | 1136 | 1137 | AllowLabelDrop 1138 | 1139 | Class 1140 | LineGraphic 1141 | Head 1142 | 1143 | ID 1144 | 327 1145 | 1146 | ID 1147 | 364 1148 | Points 1149 | 1150 | {180, 99} 1151 | {180, 144} 1152 | 1153 | Style 1154 | 1155 | stroke 1156 | 1157 | HeadArrow 1158 | FilledArrow 1159 | HeadScale 1160 | 0.89999997615814209 1161 | Legacy 1162 | 1163 | TailArrow 1164 | 0 1165 | TailScale 1166 | 0.89999997615814209 1167 | 1168 | 1169 | Tail 1170 | 1171 | ID 1172 | 328 1173 | 1174 | 1175 | 1176 | AllowLabelDrop 1177 | 1178 | Class 1179 | LineGraphic 1180 | Head 1181 | 1182 | ID 1183 | 325 1184 | 1185 | ID 1186 | 363 1187 | Points 1188 | 1189 | {369, 247.5} 1190 | {639, 247.5} 1191 | 1192 | Style 1193 | 1194 | stroke 1195 | 1196 | HeadArrow 1197 | FilledArrow 1198 | HeadScale 1199 | 0.89999997615814209 1200 | Legacy 1201 | 1202 | TailArrow 1203 | 0 1204 | TailScale 1205 | 0.89999997615814209 1206 | 1207 | 1208 | Tail 1209 | 1210 | ID 1211 | 329 1212 | Info 1213 | 3 1214 | 1215 | 1216 | 1217 | AllowLabelDrop 1218 | 1219 | Class 1220 | LineGraphic 1221 | Head 1222 | 1223 | ID 1224 | 325 1225 | 1226 | ID 1227 | 362 1228 | Points 1229 | 1230 | {369, 121.5} 1231 | {639, 247.5} 1232 | 1233 | Style 1234 | 1235 | stroke 1236 | 1237 | HeadArrow 1238 | FilledArrow 1239 | HeadScale 1240 | 0.89999997615814209 1241 | Legacy 1242 | 1243 | TailArrow 1244 | 0 1245 | TailScale 1246 | 0.89999997615814209 1247 | 1248 | 1249 | Tail 1250 | 1251 | ID 1252 | 330 1253 | Info 1254 | 3 1255 | 1256 | 1257 | 1258 | AllowLabelDrop 1259 | 1260 | Class 1261 | LineGraphic 1262 | Head 1263 | 1264 | ID 1265 | 281 1266 | Info 1267 | 4 1268 | 1269 | ID 1270 | 361 1271 | Points 1272 | 1273 | {324, 216} 1274 | {405, 121.5} 1275 | 1276 | Style 1277 | 1278 | stroke 1279 | 1280 | HeadArrow 1281 | FilledArrow 1282 | HeadScale 1283 | 0.89999997615814209 1284 | Legacy 1285 | 1286 | TailArrow 1287 | 0 1288 | TailScale 1289 | 0.89999997615814209 1290 | 1291 | 1292 | Tail 1293 | 1294 | ID 1295 | 329 1296 | 1297 | 1298 | 1299 | AllowLabelDrop 1300 | 1301 | Class 1302 | LineGraphic 1303 | Head 1304 | 1305 | ID 1306 | 281 1307 | 1308 | ID 1309 | 360 1310 | Points 1311 | 1312 | {369, 121.5} 1313 | {405, 121.5} 1314 | 1315 | Style 1316 | 1317 | stroke 1318 | 1319 | HeadArrow 1320 | FilledArrow 1321 | HeadScale 1322 | 0.89999997615814209 1323 | Legacy 1324 | 1325 | TailArrow 1326 | 0 1327 | TailScale 1328 | 0.89999997615814209 1329 | 1330 | 1331 | Tail 1332 | 1333 | ID 1334 | 330 1335 | 1336 | 1337 | 1338 | AllowLabelDrop 1339 | 1340 | Class 1341 | LineGraphic 1342 | Head 1343 | 1344 | ID 1345 | 275 1346 | 1347 | ID 1348 | 359 1349 | Points 1350 | 1351 | {495, 121.5} 1352 | {639, 121.5} 1353 | 1354 | Style 1355 | 1356 | stroke 1357 | 1358 | HeadArrow 1359 | FilledArrow 1360 | HeadScale 1361 | 0.89999997615814209 1362 | Legacy 1363 | 1364 | TailArrow 1365 | 0 1366 | TailScale 1367 | 0.89999997615814209 1368 | 1369 | 1370 | Tail 1371 | 1372 | ID 1373 | 281 1374 | Info 1375 | 3 1376 | 1377 | 1378 | 1379 | AllowLabelDrop 1380 | 1381 | Class 1382 | LineGraphic 1383 | Head 1384 | 1385 | ID 1386 | 325 1387 | Info 1388 | 2 1389 | 1390 | ID 1391 | 358 1392 | Points 1393 | 1394 | {684, 153} 1395 | {684, 216} 1396 | 1397 | Style 1398 | 1399 | stroke 1400 | 1401 | HeadArrow 1402 | FilledArrow 1403 | HeadScale 1404 | 0.89999997615814209 1405 | Legacy 1406 | 1407 | TailArrow 1408 | 0 1409 | TailScale 1410 | 0.89999997615814209 1411 | 1412 | 1413 | Tail 1414 | 1415 | ID 1416 | 275 1417 | 1418 | 1419 | 1420 | AllowLabelDrop 1421 | 1422 | Class 1423 | LineGraphic 1424 | Head 1425 | 1426 | ID 1427 | 292 1428 | 1429 | ID 1430 | 357 1431 | Points 1432 | 1433 | {828, 279} 1434 | {828, 333} 1435 | 1436 | Style 1437 | 1438 | stroke 1439 | 1440 | HeadArrow 1441 | FilledArrow 1442 | HeadScale 1443 | 0.89999997615814209 1444 | Legacy 1445 | 1446 | TailArrow 1447 | FilledArrow 1448 | TailScale 1449 | 0.89999997615814209 1450 | 1451 | 1452 | Tail 1453 | 1454 | ID 1455 | 269 1456 | 1457 | 1458 | 1459 | AllowLabelDrop 1460 | 1461 | Class 1462 | LineGraphic 1463 | Head 1464 | 1465 | ID 1466 | 292 1467 | 1468 | ID 1469 | 356 1470 | Points 1471 | 1472 | {729, 364.5} 1473 | {783, 364.5} 1474 | 1475 | Style 1476 | 1477 | stroke 1478 | 1479 | HeadArrow 1480 | FilledArrow 1481 | HeadScale 1482 | 0.89999997615814209 1483 | Legacy 1484 | 1485 | TailArrow 1486 | FilledArrow 1487 | TailScale 1488 | 0.89999997615814209 1489 | 1490 | 1491 | Tail 1492 | 1493 | ID 1494 | 97 1495 | 1496 | 1497 | 1498 | AllowLabelDrop 1499 | 1500 | Class 1501 | LineGraphic 1502 | Head 1503 | 1504 | ID 1505 | 269 1506 | 1507 | ID 1508 | 355 1509 | Points 1510 | 1511 | {729, 247.5} 1512 | {783, 247.5} 1513 | 1514 | Style 1515 | 1516 | stroke 1517 | 1518 | HeadArrow 1519 | FilledArrow 1520 | HeadScale 1521 | 0.89999997615814209 1522 | Legacy 1523 | 1524 | TailArrow 1525 | 0 1526 | TailScale 1527 | 0.89999997615814209 1528 | 1529 | 1530 | Tail 1531 | 1532 | ID 1533 | 325 1534 | 1535 | 1536 | 1537 | AllowLabelDrop 1538 | 1539 | Class 1540 | LineGraphic 1541 | Head 1542 | 1543 | ID 1544 | 291 1545 | 1546 | ID 1547 | 17 1548 | Points 1549 | 1550 | {828, 396} 1551 | {828, 423} 1552 | 1553 | Style 1554 | 1555 | stroke 1556 | 1557 | HeadArrow 1558 | FilledArrow 1559 | HeadScale 1560 | 0.89999997615814209 1561 | Legacy 1562 | 1563 | TailArrow 1564 | FilledArrow 1565 | TailScale 1566 | 0.89999997615814209 1567 | 1568 | 1569 | Tail 1570 | 1571 | ID 1572 | 292 1573 | 1574 | 1575 | 1576 | Bounds 1577 | {{9, 198}, {90, 63}} 1578 | Class 1579 | ShapedGraphic 1580 | FontInfo 1581 | 1582 | Font 1583 | Helvetica-Bold 1584 | Size 1585 | 13 1586 | 1587 | ID 1588 | 332 1589 | Magnets 1590 | 1591 | {0, 1} 1592 | {0, -1} 1593 | {1, 0} 1594 | {-1, 0} 1595 | 1596 | Shape 1597 | DocumentShape 1598 | Style 1599 | 1600 | fill 1601 | 1602 | Color 1603 | 1604 | b 1605 | 0.854902 1606 | g 1607 | 0.854902 1608 | r 1609 | 0.854902 1610 | 1611 | 1612 | 1613 | Text 1614 | 1615 | Text 1616 | {\rtf1\ansi\ansicpg1252\cocoartf1404\cocoasubrtf470 1617 | \cocoascreenfonts1{\fonttbl\f0\fswiss\fcharset0 Helvetica;} 1618 | {\colortbl;\red255\green255\blue255;} 1619 | \pard\tx560\tx1120\tx1680\tx2240\tx2800\tx3360\tx3920\tx4480\tx5040\tx5600\tx6160\tx6720\qc\partightenfactor0 1620 | 1621 | \f0\b\fs24 \cf0 Exogenous Data} 1622 | VerticalPad 1623 | 0 1624 | 1625 | 1626 | 1627 | Bounds 1628 | {{9, 99}, {90, 63}} 1629 | Class 1630 | ShapedGraphic 1631 | FontInfo 1632 | 1633 | Font 1634 | Helvetica-Bold 1635 | Size 1636 | 13 1637 | 1638 | ID 1639 | 331 1640 | Magnets 1641 | 1642 | {0, 1} 1643 | {0, -1} 1644 | {1, 0} 1645 | {-1, 0} 1646 | 1647 | Shape 1648 | DocumentShape 1649 | Style 1650 | 1651 | fill 1652 | 1653 | Color 1654 | 1655 | b 1656 | 0.854902 1657 | g 1658 | 0.854902 1659 | r 1660 | 0.854902 1661 | 1662 | 1663 | 1664 | Text 1665 | 1666 | Text 1667 | {\rtf1\ansi\ansicpg1252\cocoartf1404\cocoasubrtf470 1668 | \cocoascreenfonts1{\fonttbl\f0\fswiss\fcharset0 Helvetica;} 1669 | {\colortbl;\red255\green255\blue255;} 1670 | \pard\tx560\tx1120\tx1680\tx2240\tx2800\tx3360\tx3920\tx4480\tx5040\tx5600\tx6160\tx6720\qc\partightenfactor0 1671 | 1672 | \f0\b\fs24 \cf0 Endogenous Data} 1673 | VerticalPad 1674 | 0 1675 | 1676 | 1677 | 1678 | Bounds 1679 | {{279, 90}, {90, 63}} 1680 | Class 1681 | ShapedGraphic 1682 | FontInfo 1683 | 1684 | Color 1685 | 1686 | b 1687 | 1 1688 | g 1689 | 1 1690 | r 1691 | 1 1692 | 1693 | Font 1694 | Helvetica-Bold 1695 | Size 1696 | 15 1697 | 1698 | ID 1699 | 330 1700 | Magnets 1701 | 1702 | {0, 1} 1703 | {0, -1} 1704 | {1, 0} 1705 | {-1, 0} 1706 | 1707 | Shape 1708 | Rectangle 1709 | Style 1710 | 1711 | fill 1712 | 1713 | Color 1714 | 1715 | b 1716 | 0.8 1717 | g 1718 | 0.591753 1719 | r 1720 | 0.115449 1721 | 1722 | 1723 | 1724 | Text 1725 | 1726 | Pad 1727 | 3 1728 | Text 1729 | {\rtf1\ansi\ansicpg1252\cocoartf1404\cocoasubrtf470 1730 | \cocoascreenfonts1{\fonttbl\f0\fswiss\fcharset0 Helvetica;} 1731 | {\colortbl;\red255\green255\blue255;} 1732 | \pard\tx560\tx1120\tx1680\tx2240\tx2800\tx3360\tx3920\tx4480\tx5040\tx5600\tx6160\tx6720\qc\partightenfactor0 1733 | 1734 | \f0\b\fs30 \cf1 Message Queue} 1735 | VerticalPad 1736 | 0 1737 | 1738 | 1739 | 1740 | Bounds 1741 | {{279, 216}, {90, 63}} 1742 | Class 1743 | ShapedGraphic 1744 | FontInfo 1745 | 1746 | Color 1747 | 1748 | b 1749 | 1 1750 | g 1751 | 1 1752 | r 1753 | 1 1754 | 1755 | Font 1756 | Helvetica-Bold 1757 | Size 1758 | 15 1759 | 1760 | ID 1761 | 329 1762 | Magnets 1763 | 1764 | {0, 1} 1765 | {0, -1} 1766 | {1, 0} 1767 | {-1, 0} 1768 | 1769 | Shape 1770 | Rectangle 1771 | Style 1772 | 1773 | fill 1774 | 1775 | Color 1776 | 1777 | b 1778 | 0.8 1779 | g 1780 | 0.591753 1781 | r 1782 | 0.115449 1783 | 1784 | 1785 | 1786 | Text 1787 | 1788 | Pad 1789 | 3 1790 | Text 1791 | {\rtf1\ansi\ansicpg1252\cocoartf1404\cocoasubrtf470 1792 | \cocoascreenfonts1{\fonttbl\f0\fswiss\fcharset0 Helvetica;} 1793 | {\colortbl;\red255\green255\blue255;} 1794 | \pard\tx560\tx1120\tx1680\tx2240\tx2800\tx3360\tx3920\tx4480\tx5040\tx5600\tx6160\tx6720\qc\partightenfactor0 1795 | 1796 | \f0\b\fs30 \cf1 Document Service} 1797 | VerticalPad 1798 | 0 1799 | 1800 | 1801 | 1802 | Bounds 1803 | {{135, 36}, {90, 63}} 1804 | Class 1805 | ShapedGraphic 1806 | FontInfo 1807 | 1808 | Color 1809 | 1810 | b 1811 | 1 1812 | g 1813 | 1 1814 | r 1815 | 1 1816 | 1817 | Font 1818 | Helvetica-Bold 1819 | Size 1820 | 15 1821 | 1822 | ID 1823 | 328 1824 | Magnets 1825 | 1826 | {0, 1} 1827 | {0, -1} 1828 | {1, 0} 1829 | {-1, 0} 1830 | 1831 | Shape 1832 | Rectangle 1833 | Style 1834 | 1835 | fill 1836 | 1837 | Color 1838 | 1839 | b 1840 | 0.8 1841 | g 1842 | 0.591753 1843 | r 1844 | 0.115449 1845 | 1846 | 1847 | 1848 | Text 1849 | 1850 | Pad 1851 | 3 1852 | Text 1853 | {\rtf1\ansi\ansicpg1252\cocoartf1404\cocoasubrtf470 1854 | \cocoascreenfonts1{\fonttbl\f0\fswiss\fcharset0 Helvetica;} 1855 | {\colortbl;\red255\green255\blue255;} 1856 | \pard\tx560\tx1120\tx1680\tx2240\tx2800\tx3360\tx3920\tx4480\tx5040\tx5600\tx6160\tx6720\qc\partightenfactor0 1857 | 1858 | \f0\b\fs30 \cf1 Scheduler} 1859 | VerticalPad 1860 | 0 1861 | 1862 | 1863 | 1864 | Bounds 1865 | {{135, 144}, {90, 63}} 1866 | Class 1867 | ShapedGraphic 1868 | FontInfo 1869 | 1870 | Color 1871 | 1872 | b 1873 | 1 1874 | g 1875 | 1 1876 | r 1877 | 1 1878 | 1879 | Font 1880 | Helvetica-Bold 1881 | Size 1882 | 15 1883 | 1884 | ID 1885 | 327 1886 | Magnets 1887 | 1888 | {0, 1} 1889 | {0, -1} 1890 | {1, 0} 1891 | {-1, 0} 1892 | 1893 | Shape 1894 | Rectangle 1895 | Style 1896 | 1897 | fill 1898 | 1899 | Color 1900 | 1901 | b 1902 | 0.8 1903 | g 1904 | 0.591753 1905 | r 1906 | 0.115449 1907 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-------------------------------------------------------------------------------- 1 | # Stucco - Situation and Threat Understanding by Correlating Contextual Observations 2 | 3 | ### Presented at [FloCon 2014](https://www.cert.org/flocon/) 4 | 5 | ### [Slides (pdf)](https://github.com/stucco/docs/blob/master/presentations/2014-FloCon-Gerth.pdf?raw=true) 6 | 7 | We report early results from a DHS-funded research project that is working on augmenting and annotating flow data in order to provide additional context for cybersecurity analysts. Stucco seeks to organize both structured data, such as that found in CVE, with data from unstructured text from places such as cybersecurity blogs so that it can be presented as part of a visual analytic system. This research is led by Oak Ridge National Laboratory in collaboration with Pacific Northwest National Laboratory, Stanford University, and REN-ISAC. 8 | 9 | Stucco addresses a fundamental problem in cyber attack discovery and situational understanding: the difficulty of putting security events in context. Security event data, such as intrusion detection system alerts, provide a starting point for analysis, but are information impoverished. Analysts must manually gather and synthesize relevant data to add context to events. Further, these sources are almost all from within an enterprise, ignoring the vast amounts of external data that could provide context to events. There is a wealth of available data that could be used to provide context for security events and to facilitate threat awareness relevant to an analyst’s environment, but this data is not currently systematically collected or integrated into cyber security systems. 10 | 11 | Cyber security analysts need information to gain situational understanding – not more data that lacks context. The focus of Stucco is not to simply collect more data for indexing or clustering documents. Rather, Stucco will organize domain concepts that match the way analysts think. Stucco will collect data not typically integrated into security systems, extract domain concepts and relationships, and integrate that information into a cyber security knowledge graph to accelerate situational understanding. 12 | 13 | By organizing data into a knowledge graph, security analysts will be able to rapidly search for domain concepts, speeding up access to the information needed for decision-making. Additionally, the information returned will only be that which is pertinent to their search. This approach ensures that only the minimal set of relevant information is provided to the analyst, ensuring they aren’t overwhelmed by additional data. Our approach enables analysts to more quickly identify events that can be discarded as false positives and to perform more thorough analysis with the relevant context to make decisions. 14 | 15 | -------------------------------------------------------------------------------- /presentations/2014-FloCon-Gerth.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/stucco/docs/027489489bed027c9fc75963c340b7a1cd9df0a0/presentations/2014-FloCon-Gerth.pdf -------------------------------------------------------------------------------- /presentations/2014.03.28-bridges-cisml.pptx: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/stucco/docs/027489489bed027c9fc75963c340b7a1cd9df0a0/presentations/2014.03.28-bridges-cisml.pptx -------------------------------------------------------------------------------- /presentations/2014.05.06-bridges-stucco.pptx: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/stucco/docs/027489489bed027c9fc75963c340b7a1cd9df0a0/presentations/2014.05.06-bridges-stucco.pptx -------------------------------------------------------------------------------- /presentations/2014.05.16-bridges-stucco.pptx: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/stucco/docs/027489489bed027c9fc75963c340b7a1cd9df0a0/presentations/2014.05.16-bridges-stucco.pptx -------------------------------------------------------------------------------- /presentations/2014.05.28-bridges.pptx: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/stucco/docs/027489489bed027c9fc75963c340b7a1cd9df0a0/presentations/2014.05.28-bridges.pptx -------------------------------------------------------------------------------- /presentations/2015.09-bridges-bootstrapping.pptx: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/stucco/docs/027489489bed027c9fc75963c340b7a1cd9df0a0/presentations/2015.09-bridges-bootstrapping.pptx -------------------------------------------------------------------------------- /presentations/2016.04-bootstrapping-implementation.pptx: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/stucco/docs/027489489bed027c9fc75963c340b7a1cd9df0a0/presentations/2016.04-bootstrapping-implementation.pptx --------------------------------------------------------------------------------