├── .gitignore ├── Charlie Classification and Extraction.ipynb ├── README.md ├── Working.png ├── __init__.py ├── amounts.csv ├── demo_labeler.py ├── labeler.py ├── labels.csv ├── main.sh ├── number_words.txt ├── parser ├── amount_guesser_pipe.py ├── contract_parser.egg-info │ ├── PKG-INFO │ ├── SOURCES.txt │ ├── dependency_links.txt │ ├── requires.txt │ └── top_level.txt ├── contract_parser │ └── __init__.py ├── data.csv ├── familyclassifier │ ├── Charlie Classification and Extraction.ipynb │ ├── amounts.csv │ ├── amounts_unknown.csv │ ├── demo_labeler.py │ ├── labeler.py │ ├── labels.csv │ ├── main.sh │ └── test.csv ├── find_data_to_parse.py ├── initial_parse.txt ├── linker.csv ├── main.sh ├── name_parser_test.py ├── number_words.txt ├── parser-charlie-linker.py ├── parser_reader.py ├── setup.py ├── shorty.sh ├── tests │ └── test_features.py ├── train_output.csv ├── trainer.csv ├── training │ └── labeled.xml └── utilities.py ├── settings.py └── test.csv /.gitignore: -------------------------------------------------------------------------------- 1 | app.cfg 2 | *app.cfg 3 | *pyc 4 | parser/contract_parser/__init__.pyc -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- 1 | ![Alt text](https://s3-us-west-2.amazonaws.com/lensnola/images/Working.png) 2 | 3 | # What is this? 4 | 5 | This code uses natural language tools and methods to analyze 6500 contracts from the City of New Orleans. Specifically, it tries to answer two questions: 6 | 7 | - **How much is each contract worth?** The city does not post the value of each contract on its website. So there is no way to know how much money has been promised or spent. 8 | - **What kinds of contracts does the city post?** Many different kinds of "contracts" wash up on the city's purchasing portal. Each has different langauge, requiring different kinds of analysis. Can the 6500 contracts be broken into smaller families? For instance, can we distinguish between leases, film permits and cooperative endevor agreements? 9 | 10 | 11 | -------------------------------------------------------------------------------- /Working.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AbeHandler/contracts_nlp/f7f44103925c7b3239ebef4ba95691860a24ac5f/Working.png -------------------------------------------------------------------------------- /__init__.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AbeHandler/contracts_nlp/f7f44103925c7b3239ebef4ba95691860a24ac5f/__init__.py -------------------------------------------------------------------------------- /demo_labeler.py: -------------------------------------------------------------------------------- 1 | import IPython 2 | import sklearn as sk 3 | import numpy as np 4 | import matplotlib 5 | import matplotlib.pyplot as plt 6 | 7 | print 'IPython version:', IPython.__version__ 8 | print 'numpy version:', np.__version__ 9 | print 'scikit-learn version:', sk.__version__ 10 | print 'matplotlib version:', matplotlib.__version__ 11 | 12 | from sklearn.datasets import fetch_20newsgroups 13 | news = fetch_20newsgroups(subset='all') -------------------------------------------------------------------------------- /labeler.py: -------------------------------------------------------------------------------- 1 | import numpy as np 2 | X = np.array([[-1, -1], [-2, -1], [-3, -2], [1, 1], [2, 1], [3, 2]]) 3 | Y = np.array([1, 1, 1, 2, 2, 2]) 4 | from sklearn.naive_bayes import GaussianNB 5 | clf = GaussianNB() 6 | clf.fit(X, Y) 7 | print(clf.predict([[-0.8, -1]])) -------------------------------------------------------------------------------- /labels.csv: -------------------------------------------------------------------------------- 1 | 1154013-wink-companies-llc-contract-with-city-of-new,amendment 2 | 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1155526-orleans-levee-district-contract-with-city-of-new,other 269 | 779587-05-09-13-lsu-and-la-div-of-adminstration-va,cea 270 | 1659756-nola-aviation-llc-2nd-amendment-nola-aviation,other 271 | 204975-4-21-08-richard-j-richthofen-jr-legal-services,unknown 272 | 1159134-sunblock-systems-inc-contract-with-city-of-new,standard 273 | 1159583-eskew-dumez-ripple-apc-contract-with-city-of-new,other 274 | 1238972-evacuteer-org-contract-with-city-of-new-orleans,amendment 275 | 1154578-greater-new-orleans-foundation-contract-with,mou 276 | 1146160-early-childhood-and-family-learning-foundation,other 277 | 779180-01-14-13-tsa-lease-amendment,other 278 | 1031889-lsuhsc-contract-with-city-of-new-orleans-lsu-umc,amendment 279 | 1252900-accounts-research-and-recovery-co-contract-with,standard 280 | 1033410-greater-new-home-baptist-church-contract-with,cea 281 | 165902-4-2-11-new-orleans-building-corporation,amendment 282 | 1198305-three-fold-consultants-llc-contract-with-city-of,lost 283 | 1198308-state-of-louisiana-contract-with-city-of-new,lost 284 | 1198243-diamond-electrical-company-inc-contract-with,lost 285 | 1198285-patricia-m-glorioso-contract-with-city-of-new,lost 286 | 1198281-orleans-parish-sheriffs-office-contract-with,lost 287 | 1237319-lw156726,lost 288 | 1237324-lw368683,lost 289 | 1198237-digital-engineering-amp-imaging-inc-contract,lost 290 | 1198307-ronald-bell-contract-with-city-of-new-orleans,lost 291 | 1237327-pw257053,lost 292 | 1146022-hike-for-katreena-contract-with-city-of-new,lost 293 | 1198315-wdg-llc-contract-with-city-of-new-orleans-lump,lost 294 | 1198304-city-of-new-orleans-department-of-safety-and,lost 295 | 1198276-vergesrome-architects-apac-contract-with-city-of,lost 296 | 1198259-goodwill-industries-of-southeastern-louisiana,lost 297 | 1198280-hamilton-realty-co-llc-contract-with-city-of-new,lost 298 | 1237337-sp154605,lost 299 | 1146318-arkelbesh-contract-with-city-of-new-orleans,lost 300 | 1198247-ibm-contract-with-city-of-new-orleans-ibm-grant,lost 301 | 1146026-nola-green-roots-contract-with-city-of-new,lost 302 | 1198301-contract-furniture-group-l-l-c-contract-with,lost 303 | 1198206-oats-amp-hudson-contract-with-city-of-new,lost 304 | 1146013-press-street-contract-with-city-of-new-orleans,lost 305 | 1198251-waggonner-amp-ball-architects-contract-with-city,lost 306 | 1237329-pw258818,lost 307 | 1198261-brk-insurance-group-llc-contract-with-city-of,lost 308 | 1198236-concerned-citizens-for-a-better-algiers-inc,lost 309 | 1237338-wf265625,lost 310 | 1146031-early-childhood-and-family-learning-foundation,lost 311 | 1198229-louisiana-department-of-culture-recreation-and,lost 312 | 1198233-bridge-house-corporation-contract-with-city-of,lost 313 | 1198263-american-traffic-solutions-inc-contract-with,lost 314 | 1198302-shelia-walker-contract-with-city-of-new-orleans,lost 315 | 1198312-susansutherland-contract-with-city-of-new,lost 316 | 1237317-hl264995,lost 317 | 1198266-solutientwalton-mitigation-services-llc-a-joint,lost 318 | 1146317-louisiana-spca-contract-with-city-of-new-orleans,lost 319 | 1198300-hamilton-anderson-associates-contract-with-city,lost 320 | 1198258-moses-engineers-inc-contract-with-city-of-new,lost 321 | 1198241-new-cingular-wireless-pcs-llc-contract-with-city,lost 322 | 1198303-arthur-j-gallagher-risk-management-services,lost 323 | 1198225-jessie-burks-hmgp-contract-with-city-of-new,lost 324 | 1198310-orleans-parish-civil-sheriff-contract-with-city,lost 325 | 1146024-assurance-for-tomorrows-leaders-youth-foundation,lost 326 | 1146006-new-orleans-african-american-museum-contract,lost 327 | 1198273-new-orleans-area-habitat-for-humanity-contract,lost 328 | 1198319-tulane-educational-fund-adolescent-trials,lost 329 | 1198291-basile-j-uddo-contract-with-city-of-new-orleans,lost 330 | 1146327-state-of-louisiana-contract-with-city-of-new,lost 331 | 1198313-alisa-ealy-contract-with-city-of-new-orleans-act,lost 332 | 1198253-lsuhsc-contract-with-city-of-new-orleans-best,lost 333 | 1198269-vergesrome-architects-apac-contract-with-city-of,lost 334 | 1198212-materials-management-group-inc-contract-with,lost 335 | 1237318-lw155472,lost 336 | 1198283-under-armour-inc-contract-with-city-of-new,lost 337 | 1198203-pailet-meunier-amp-leblanc-l-l-p-contract-with,lost 338 | 1198226-new-cingular-wireless-pcs-llc-contract-with-city,lost 339 | 1146021-girl-scouts-louisiana-east-inc-contract-with,lost 340 | 1198297-occupational-health-centers-of-louisiana,lost 341 | 1198221-burk-contract-with-city-of-new-orleans-lower-9th,lost 342 | 1237330-pw264094,lost 343 | 1198287-three-fold-consultants-llc-contract-with-city-of,lost 344 | 1198286-aps-design-and-testing-llc-contract-with-city-of,lost 345 | 1146019-family-service-of-greater-new-orleans-contract,lost 346 | 1198314-gec-contract-with-city-of-new-orleans-amendment,lost 347 | 1237315-fc153672,lost 348 | 1198252-george-hero-architect-llc-contract-with-city-of,lost 349 | 1146010-junior-achievement-of-greater-new-orleans,lost 350 | 1198250-families-helping-families-of-southeast-louisiana,lost 351 | 1237331-pw264722,lost 352 | 1198255-j-n-e-enterprises-inc-contract-with-city-of-new,lost 353 | 1237309-ca154064,lost 354 | 1198254-colossus-inc-dba-interact-public-safety-systems,lost 355 | 1198230-state-of-louisiana-contract-with-city-of-new,lost 356 | 1146038-arts-council-of-new-orleans-contract-with-city,lost 357 | 1237310-ci257065,lost 358 | 1198205-st-bernard-project-contract-with-city-of-new,lost 359 | 1198222-marco-outdoor-advertising-inc-contract-with-city,lost 360 | 1237335-pw372703,lost 361 | 1198200-jones-lang-lasalle-americas-inc-contract-with,lost 362 | 1198306-snr-denton-us-llp-contract-with-city-of-new,lost 363 | 1198207-delta-air-lines-inc-contract-with-city-of-new,lost 364 | 1198232-perez-a-professional-corporation-contract-with,lost 365 | 1198209-cdm-contract-with-city-of-new-orleans-camp,lost 366 | 1146023-green-light-new-orleans-contract-with-city-of,lost 367 | 1198227-global-green-usa-contract-with-city-of-new,lost 368 | 1198256-james-s-cripps-associates-architects-llc,lost 369 | 1198295-mathes-brierre-architects-contract-with-city-of,lost 370 | 1198282-wayne-troyer-architect-llc-contract-with-city-of,lost 371 | 1198274-ramona-d-washington-esq-contract-with-city-of,lost 372 | 1198219-mothers-helpers-contract-with-city-of-new,lost 373 | 1198309-st-martin-brown-amp-associates-llp-contract-with,lost 374 | 1198262-allison-d-barca-d-v-m-contract-with-city-of-new,lost 375 | 1198299-audubon-nature-institute-contract-with-city-of,lost 376 | 1146316-the-challenger-group-inc-dba-challengersoft,lost 377 | 1198288-chevron-usa-contract-with-city-of-new-orleans,lost 378 | 1198218-deubler-electric-inc-contract-with-city-of-new,lost 379 | 1146310-emdrc-partners-llc-contract-with-city-of-new,lost 380 | 1198215-perez-a-professional-corporation-contract-with,lost 381 | 1198244-the-washington-research-project-contract-with,lost 382 | 1198238-firstline-school-inc-contract-with-city-of-new,lost 383 | 1198216-meyer-engineers-ltd-contract-with-city-of-new,lost 384 | 1198242-southern-united-neighborhoods-contract-with-city,lost 385 | 1237307-bc262768,lost 386 | 1146037-good-work-network-contract-with-city-of-new,lost 387 | 1198240-swati-j-shah-md-contract-with-city-of-new,lost 388 | 1146020-vietnamese-initiative-in-economic-training,lost 389 | 1198278-city-park-improvement-association-contract-with,lost 390 | 1198311-pailet-meunier-amp-leblanc-l-l-p-contract-with,lost 391 | 1198239-ecm-consultants-inc-contract-with-city-of-new,lost 392 | 1198316-design-workshop-contract-with-city-of-new,lost 393 | 1237314-di156198,lost 394 | 1198284-the-housing-authority-new-orleans-contract-with,lost 395 | 1198317-pelican-ice-amp-cold-storage-inc-contract-with,lost 396 | 1198270-st-martin-brown-amp-associates-llp-contract-with,lost 397 | 1198228-c-amp-s-consultants-inc-contract-with-city-of,lost 398 | 1198224-pascal-architects-llc-contract-with-city-of-new,lost 399 | 1198267-state-of-louisiana-contract-with-city-of-new,lost 400 | 1198260-tulane-university-school-of-medicine-contract,lost 401 | 1198277-roofing-solutions-contract-with-city-of-new,lost 402 | 1198265-vergesrome-architects-apac-contract-with-city-of,lost 403 | 1198289-zoll-data-system-contract-with-city-of-new,lost 404 | 1146027-neighborhood-development-foundation-contract,lost 405 | 1198217-doretha-joiner-hmgp-contract-with-city-of-new,lost 406 | 1198279-brenda-s-grayson-contract-with-city-of-new,lost 407 | 1198294-three-fold-consultants-llc-contract-with-city-of,lost 408 | 1198201-perez-a-professional-corporation-contract-with,lost 409 | 1237332-pw268204,lost 410 | 1198223-scnz-architects-l-l-c-contract-with-city-of-new,lost 411 | 1198213-meltwater-news-us-inc-contract-with-city-of-new,lost 412 | 1155569-concordia-llc-contract-with-city-of-new-orleans,amendment 413 | 1659784-waggoner-engineering-inc-waggoner-2014-cdbg-01c,standard 414 | 779307-03-11-13-linfield-hunter-amp-junius-fema-west,standard 415 | 1155303-fee-nah-nay-llc-contract-with-city-of-new,other 416 | 204904-6-30-08-public-finanical-offices-issueing-of-bonds,amendment 417 | 1155371-the-beta-group-engineering-and-construction,amendment 418 | 741465-11-07-12-coover-clark-and-associates-airport,amendment 419 | 302213-11-30-09-unity-of-greater-new-orleans,cea 420 | 1341392-t3-tech-t3-tech-agreement,amendment 421 | 1157071-redmellon-llc-contract-with-city-of-new-orleans,other 422 | 1158540-scnz-architects-l-l-c-contract-with-city-of-new,amendment 423 | 204998-4-13-09-lee-ledbetter-and-associates-apc-nopd,amendment 424 | 1021131-fischer-environmental-services-inc-contract-with,amendment 425 | 1153530-state-of-louisiana-contract-with-city-of-new,cea 426 | 779534-05-15-13-digial-forensics-us-gap-assessment-of,standard 427 | 1033472-n-contract-with-city-of-new-orleans-vamc-amend-6,amendment 428 | 779480-04-16-13-southern-university-new-orleans-summer,cea 429 | 1049432-tulane-educational-fund-through-the-tulane,cea 430 | 165712-3-2-11-early-childhood-and-family-learning,lease 431 | 204985-4-2-09-lee-ledbetter-and-associates-algiers,amendment 432 | 205304-1-1-08-gilbert-r-buras-legal-research,standard 433 | 326258-08-08-11-hms-architects-apc-cemeteries,standard 434 | 323829-08-22-11-three-fold-consultants-llc-design,amendment 435 | 1659924-preservation-resource-centerrebuilding-together,amendment 436 | 1034020-dane-s-ciolino-llc-contract-with-city-of-new,standard 437 | 1659975-roedel-parsons-koch-blache-balhoff-and,amendment 438 | 1157558-urs-corporation-contract-with-city-of-new,amendment 439 | 1146943-river-birch-incorporated-contract-with-city-of,amendment 440 | 1154863-davislogic-inc-dba-all-hands-consulting-contract,standard 441 | 323747-03-01-11-banner-chevrolet-oem-general-motors,amendment 442 | 1160458-bonaventure-co-inc-contract-with-city-of-new,amendment 443 | 1051207-gec-contract-with-city-of-new-orleans-amendment,amendment 444 | 1156342-fee-nah-nay-llc-contract-with-city-of-new,film 445 | 1153574-priority-health-care-inc-contract-with-city-of,grant 446 | 1153837-lee-tractor-co-inc-contract-with-city-of-new,amendment 447 | 1160455-louisiana-state-university-contract-with-city-of,cea 448 | 1155725-simplexgrinnell-lp-contract-with-city-of-new,standard 449 | 205114-2-11-09-linfield-hunter-amp-junius-inc-joe-brown,amendment 450 | 775222-12-12-12-la-dept-of-environmental-quality-youth,amendment 451 | 165142-1-1-10-huplantier-hrapmann-hogen-and-maher-llp,standard 452 | 166245-5-8-09-three-fold-consultants-llc-sam-bonart,standard 453 | 1060854-airport-wildlife-consultants-contract-with-city,amendment 454 | 779597-06-10-13-garden-district-association-tile-street,cea 455 | 779604-05-09-13-beta-testing-amp-inspection-gentilly,amendment 456 | 1155689-project-lazarus-contract-with-city-of-new,grant 457 | 1155689-project-lazarus-contract-with-city-of-new,grant 458 | 1021246-arts-council-of-new-orleans-contract-with-city,cea 459 | 1154212-arts-council-of-new-orleans-contract-with-city,cea 460 | 1021241-frischhertz-electric-co-inc-contract-with-city,standard 461 | 323825-08-09-11-three-fold-consultants-llc-downtown,amendment 462 | 1155434-burk-contract-with-city-of-new-orleans-burk,standard 463 | 1160721-state-of-louisiana-contract-with-city-of-new,other 464 | 1153795-pascal-architects-llc-contract-with-city-of-new,standard 465 | 1155637-neighborhood-housing-services-of-new-orleans-inc,amendment 466 | 1157184-st-martin-brown-amp-associates-llp-contract-with,amendment 467 | 204876-7-27-08-c-and-s-consultants-amendment-construction,amendment 468 | 1158789-dix-farmers-flea-market-contract-with-city-of,lease 469 | 205288-1-1-08-youth-empowerment-project-case-management,grant 470 | 165954-4-13-11-just-title-llc,standard 471 | 1155631-redmellon-llc-contract-with-city-of-new-orleans,lease 472 | 779300-01-31-13-festival-productions-inc-super-bowl,cea 473 | 166030-4-21-10-wilbert-young-home-elevation,grant 474 | 1159062-task-force-llc-contract-with-city-of-new-orleans,standard 475 | 1156369-wrens-inc-contract-with-city-of-new-orleans-to,standard 476 | 165850-4-1-09-pjj-text-and-research-design,standard 477 | 1155102-occupational-health-centers-of-louisiana,amendment 478 | 1184449-terrell-contract-with-city-of-new-orleans,amendment 479 | 1153748-argus-architecture-engineering-llc-contract-with,standard 480 | 779247-02-18-13-frontier-airlines-airport-lease-agreement,lease 481 | 1150636-federal-aviation-administration-contract-with,other 482 | 1184405-crescent-city-cowboys-contract-with-city-of-new,cea 483 | 204964-5-1-08-scnz-architects-wesley-barrow-stadium,standard 484 | 165071-1-1-10-central-city-economic-opportunity,grant 485 | 775464-12-24-12-enmon-enterprises-airport-janitorial,amendment 486 | 1154405-the-washington-research-project-contract-with,standard 487 | 774572-11-01-12-environmental-systems-research,other 488 | 1146787-city-of-new-orleans-contract-with-city-of-new,lease 489 | 204851-8-19-08-three-fold-consultants-engineering,standard 490 | 779349-11-30-12-fed-ex-airport-lease-agreement,amendment 491 | 165505-2-3-10-st-martin-brown-amp-associates-cut-off,amendment 492 | 1153824-three-fold-consultants-llc-contract-with-city-of,standard 493 | 1020478-mary-canache-contract-with-city-of-new-orleans,lease 494 | 1023277-harmony-neighborhood-development-contract-with,amendment 495 | 1155771-sewerage-amp-water-board-of-new-orleans-contract,cea 496 | 1153943-brodart-co-contract-with-city-of-new-orleans,amendment 497 | 1155770-new-orelans-council-on-aging-contract-with-city,cea 498 | 1031224-boh-bros-construction-co-l-l-c-contract-with,amendment 499 | 1159146-goodwill-industries-of-southeastern-louisiana,standard 500 | 1659916-hntb-2012-fema-5g-3-amend-2-hntb-st-claude,amendment 501 | 781364-06-20-13-t3-technologies-telephone-support,amendment 502 | 1154533-jones-walker-contract-with-city-of-new-orleans,standard 503 | 1158601-donahuefavret-contractors-inc-contract-with-city,standard 504 | 1153834-covington-police-department-contract-with-city,cea 505 | 165068-1-1-10-central-city-economic-opportunity-corp,grant 506 | 1156296-steffes-vingiello-mckenzie-contract-with-city-of,amendment 507 | 779322-03-04-13-united-airlines-airport-lease-agreement,amendment 508 | 205286-1-1-09-dr-thaddeus-temple-consulting-services,standard 509 | 1153787-asi-contract-with-city-of-new-orleans-this-is-a,grant 510 | 1156229-bayard-management-group-llc-contract-with-city,standard 511 | 1112759-arthur-j-gallagher-risk-management-services,unknown 512 | 1031390-lou-piazza-amp-assocoates-contract-with-city-of,standard 513 | 779560-05-06-13-jones-walker-and-the-livingston-group,standard 514 | 1659881-grainger-inc-grainger-industrial-supplies,amendment 515 | 1034134-baptist-community-ministries-contract-with-city,other 516 | 205254-1-7-09-thomas-lee-legal-services-amendment,amendment 517 | 1156300-strategic-alliance-partners-llc-contract-with,amendment 518 | 1153437-russell-b-ramsey-contract-with-city-of-new,standard 519 | 1155751-adr-inc-contract-with-city-of-new-orleans,amendment 520 | 1154050-billes-architecture-llc-contract-with-city-of,standard 521 | 1156372-life-star-rescue-inc-contract-with-city-of-new,standard 522 | 1031321-like-new-shoeshine-contract-with-city-of-new,amendment 523 | 1155086-mdm-services-corporation-contract-with-city-of,standard 524 | 1021387-vietnamese-american-young-leaders-association-of,cea 525 | 1155633-custom-products-contract-with-city-of-new,standard 526 | 165144-1-1-10-jay-a-ginsberg-amendment,amendment 527 | 1156894-kaboom-contract-with-city-of-new-orleans-design,other 528 | 205258-1-26-09-materials-management-group-amendment,amendment 529 | 1659989-libertys-kitchen-inc-libertys-kitchen-wisner-cea,cea 530 | 1155645-bright-moments-llc-contract-with-city-of-new,amendment 531 | 779545-04-16-13-patton-boggs-llp-federal-advocacy-for,standard 532 | 1213648-shelter-resources-inc-d-b-a-belle-reve-new,amendment 533 | 1157312-lexipol-llc-contract-with-city-of-new-orleans,standard 534 | 1155470-tulane-life-support-training-center-contract,amendment 535 | 165599-2-19-09-urban-systems-inc-amendment,amendment 536 | 1158622-lamarque-ford-inc-contract-with-city-of-new,amendment 537 | 150684-7-14-09-linefield-hunder-amp-janiusjoe-brown,amendment 538 | 1155715-st-martin-brown-amp-associates-llp-contract-with,standard 539 | 166298-5-11-09-revenue-recovery-group-amendment,amendment 540 | 166034-4-21-10-zoll-data-systems-inc-survey,standard 541 | 781318-05-15-13-rudy-smith-service-inc-emergency-towing,amendment 542 | 1155557-neel-contract-with-city-of-new-orleans-this,amendment 543 | 1308024-tommie-vassel-cea-btw-cno-opso-and-tommie-vassel,cea 544 | 1155360-city-of-new-orleans-contract-with-city-of-new,cea 545 | 1157517-wayne-troyer-architect-llc-contract-with-city-of,amendment 546 | 165507-2-3-11-earl-koen-repairs-to-turf-equipment,amendment 547 | 779167-01-04-13-lambert-engineers-aviation-board-runway,standard 548 | 150646-7-16-09-pepper-and-associates-inc,standard 549 | 1033471-the-tobler-company-llc-contract-with-city-of-new,amendment 550 | 165348-1-11-11-labor-ready-southeast-contract-labor,amendment 551 | 1021216-fugro-consultants-contract-with-city-of-new,amendment 552 | 1155762-lee-tractor-co-inc-contract-with-city-of-new,amendment 553 | 1659908-orleans-parish-sheriffs-office-electronic,cea 554 | 774119-11-20-12-kemper-construction-nofd-fire-engine,standard 555 | 776157-04-01-12-american-association-of-airport-execs,amendment 556 | 204974-4-24-09-insight-developments-carrollton,amendment 557 | 1659899-tetra-tech-inc-amendment-to-extend-term-through,amendment 558 | 779453-04-05-13-burk-kleinpeter-fema-lower-9th-ward,standard 559 | 779357-03-22-13-bailey-and-associates-joe-brown-center,amendment 560 | 1146151-new-orleans-redevelopment-authority-contract,cea 561 | 1280853-wayne-sandoz-amp-associates-inc-contract-with,amendment 562 | 1049425-orleans-parish-sheriffs-office-contract-with,cea 563 | 1155713-builders-of-hope-contract-with-city-of-new,amendment 564 | 326447-10-27-11-cities-of-service-bloomberg,other 565 | 1031231-joli-preventative-healthcare-resource-ctr,cea 566 | 1033492-clarity-litigation-llc-contract-with-city-of-new,standard 567 | 1158654-adr-inc-contract-with-city-of-new-orleans-blight,standard 568 | 167164-12-15-10-hubbell-library-amendment,amendment 569 | 1153486-kuumbaacademy-contract-with-city-of-new-orleans,standard 570 | 1160665-pascal-architects-llc-contract-with-city-of-new,amendment 571 | 1155536-total-community-action-inc-contract-with-city-of,standard 572 | 1660004-blanca-lease-of-air-rights-by-cno-to-blanca-llc,lease 573 | 1659988-louisiana-green-corps-inc-la-green-corps-wisner,cea 574 | 1160660-dennis-brady-aia-and-donald-maginnis-aiajoint,standard 575 | 781324-05-22-13-plus-concrete-inc-lower-9th-ward,amendment 576 | 1031538-brodart-co-contract-with-city-of-new-orleans,amendment 577 | 779551-05-15-13-tulane-educational-fund-hiv-treatment,amendment 578 | 775348-11-26-12-jfa-associates-criminal-justice-policy,amendment 579 | 1210296-billes-architecture-llc-contract-with-city-of,amendment 580 | 1055734-waggoner-engineering-inc-contract-with-city-of,standard 581 | 774411-11-27-12-kutack-rock-llp-naval-support-activity,other 582 | 1659868-volkert-inc-stpdpw-project-no-h-009938-magnolia,standard 583 | 1020487-louisiana-housing-program-llc-contract-with-city,standard 584 | 1153831-concerned-citizens-for-a-better-algiers-inc,grant 585 | 205071-2-4-09-wink-companies-civil-court-amendment,amendment 586 | 1521448-hahn-enterprises-inc-cea-between-the-city-nordc,cea 587 | 205027-3-19-09-perez-inc-bartholomew-golf-course,amendment 588 | 779312-04-02-13-us-dept-of-agriculture-airport,other 589 | 1159084-new-orleans-area-habitat-for-humanity-contract,lease 590 | 166421-5-18-09-albert-s-pappalardo,standard 591 | 165201-1-1-10-new-orleans-mission-inc-homeless-shelter,grant 592 | 781763-07-31-13-kenall-inc-ap-sanchez-community-center,standard 593 | 1384056-crescent-commercial-construction-llc-milne,standard 594 | 1210545-design-engineering-inc-contract-with-city-of-new,standard 595 | 1374671-metro-amendment-1-to-cea-consent-decree-biennial,amendment 596 | 204901-6-5-08-revenue-recovery-group,standard 597 | 1252694-jb-james-construction-llc-contract-with-city-of,lease 598 | 1301211-c-tech-traning-for-reentry,standard 599 | 1153703-offices-of-darrell-brown-contract-with-city-of,amendment 600 | 1155028-state-of-louisiana-contract-with-city-of-new,other 601 | 1659840-all-south-consulting-engineers-2012-fema-12efm-1,amendment 602 | 779269-02-27-13-no-baptist-theological-seminary-office,lease 603 | 1155698-ldoe-recovery-school-district-contract-with-city,cea 604 | 1154184-w-j-bloecher-co-inc-contract-with-city-of-new,standard 605 | 1659783-phelps-dunbar-llp-amendment-no-2-money-only-to,amendment 606 | 1155336-orleans-public-defenders-contract-with-city-of,cea 607 | 326246-07-01-11-goodwill-industries-of-southeastern,amendment 608 | 1158994-rene-breaux-contract-with-city-of-new-orleans,lost 609 | 1158994-rene-breaux-contract-with-city-of-new-orleans,grant 610 | 1521443-northeast-midwest-institute-miss-river-cities,cea 611 | 781696-06-20-13-linfield-hunter-and-junius-fema-little,amendment 612 | 162947-8-29-10-lsu-hospital-constructions,cea 613 | 781701-07-15-13-parish-hospital-service-district-no,cea 614 | 1154084-st-tammany-parish-sheriffs-office-contract-with,cea 615 | 1211245-stuart-consulting-group-inc-contract-with-city,amendment 616 | 205241-10-31-09-all-south-consulting-engineers,standard 617 | 1155539-southern-strategy-group-of-louisiana-contract,standard 618 | 1154494-linfield-hunter-amp-junius-inc-contract-with,amendment 619 | 204895-7-1-08-albert-architecture-and-urban-design-nofd,standard 620 | 779318-04-17-13-al-trans-services-heavy-duty-equipment,standard 621 | 1153636-orleans-parish-sheriffs-office-contract-with,cea 622 | 1150672-mdl-enterprises-llc-contract-with-city-of-new,standard 623 | 1210285-nola-aviation-llc-contract-with-city-of-new,amendment 624 | 166446-5-21-09-jahncke-and-burns-architects-llc-touro,standard 625 | 1154680-henry-consulting-contract-with-city-of-new,standard 626 | 1159037-science-applications-international-corporation,amendment 627 | 205303-1-1-08-harry-tervalon-legal-services,amendment 628 | 1676945-priority-health-care-inc-priority-health-1st,amendment 629 | 1158955-schindler-elevator-corporation-contract-with,standard 630 | 1153968-sewerage-amp-water-board-of-new-orleans-contract,cea 631 | 1160479-communities-in-schools-of-new-orleans-inc,grant 632 | 1155875-begue-amp-associates-inc-contract-with-city-of,standard 633 | 205119-2-1-11-providence-community-housing-home,standard 634 | 1153656-excelth-inc-contract-with-city-of-new-orleans,cea 635 | 166774-10-14-09-perez-apc-library-programming-services,standard 636 | 1154022-r-w-krebs-llc-contract-with-city-of-new-orleans,standard 637 | 781380-07-02-13-little-computer-solutions-airport,standard 638 | 741441-07-01-12-guidry-and-associates-contract-extension,amendment 639 | 1155662-hamilton-anderson-associates-contract-with-city,amendment 640 | 1031274-crescent-commercial-construction-llc-contract,standard 641 | 1660011-ian-taylor-grant-of-servitude-by-cno-to-ian-taylor,lease 642 | 1155310-royal-engineers-amp-consultants-llc-contract,amendment 643 | 741117-09-05-12-phelps-dunbar-legal-services,standard 644 | 84085-08-01-09-nopd-psych-services-devezin,amendment 645 | 326267-09-01-11-southeast-louisiana-area-health,amendment 646 | 166305-5-11-10-bp-payment-for-damages-to-orleans-parish,standard 647 | 1156370-ramelli-janitorial-service-inc-contract-with,amendment 648 | 150162-7-1-09-verges-rome-architects-apac-mcdonough,standard 649 | 326276-11-20-11-mardi-gras-hospitality-llc-mardi-gras,amendment 650 | 1031273-j-a-watts-inc-contract-with-city-of-new-orleans,standard 651 | 1158604-the-steeg-law-firm-llc-contract-with-city-of-new,standard 652 | 1155316-kaboom-contract-with-city-of-new-orleans,other 653 | 1154187-swati-j-shah-md-contract-with-city-of-new,standard 654 | 1660021-greater-new-orleans-youth-orchestra-gno-youth,cea 655 | 326242-06-01-11-swati-j-shah-healthy-start-new-orleans,standard 656 | 1155407-phoenix-global-engineering-and-construction-inc,amendment 657 | 1154500-materials-management-group-inc-contract-with,amendment 658 | 779583-01-01-13-progressive-solutions-herbicide-spraying,standard 659 | 1154729-hammerman-amp-gainer-inc-contract-with-city-of,standard 660 | 1159052-new-orleans-ballet-association-contract-with,grant 661 | 166546-5-24-10-murphy-appraisal-services-legal-services,standard 662 | 1502947-louisiana-health-care-quality-forum-la-health,other 663 | 1157310-concordia-llc-contract-with-city-of-new-orleans,standard 664 | 1392384-new-orleans-family-justice-alliance-an-amendment,amendment 665 | 165885-4-1-10-st-bernard-project-home-buyer-help,standard 666 | 1201862-new-orleans-convention-company-inc-contract-with,standard 667 | 1153937-smart-inc-contract-with-city-of-new-orleans-this,amendment 668 | 1200709-concentra-medical-centers-contract-with-city-of,standard 669 | 1153982-j-l-harper-consultant-contract-with-city-of-new,standard 670 | 1155690-great-expectations-foundation-inc-contract-with,amendment 671 | 1155374-daniel-v-cazenave-llc-contract-with-city-of-new,standard 672 | 1153858-truax-robles-baldwin-appraisers-llc-contract,standard 673 | 1153513-dryades-ymca-contract-with-city-of-new-orleans,standard 674 | 1154561-law-office-of-karen-r-longon-contract-with-city,standard 675 | 205193-12-1-08-ledbetter-fullerton-architects-nopd-2nd,amendment 676 | 165230-1-1-10-operation-reach-childcare-services,grant 677 | 1153823-responsibility-house-contract-with-city-of-new,other 678 | 779236-02-18-13-la-tax-free-shopping-commission,lease 679 | 1660016-shay-holdings-llc-grant-of-servitude-by-cno-to,lease 680 | 1157550-m-amp-s-collaborative-contract-with-city-of-new,amendment 681 | 779571-04-25-13-lofton-corporation-temporary-personnel,amendment 682 | 166791-10-18-10-redmellon-llc-tax-adjucation-property-3,lease 683 | 1153436-duplain-w-rhodes-funeral-home-contract-with-city,lease 684 | 328075-01-25-12-imre-hegedus-and-associated-architects,amendment 685 | 162900-8-13-10-office-of-public-health-infant-mortality,other 686 | 1252811-argote-derbes-graham-shuffield-amp-tatje-of-n-o,amendment 687 | 779489-04-01-13-nola-business-alliance-econ-development,cea 688 | 1154217-hope-enterprise-corporation-contract-with-city,cea 689 | 323813-06-09-11-trapolin-peer-architects-redesign,amendment 690 | 1154435-airgas-gulf-coast-contract-with-city-of-new,amendment 691 | 1160481-associated-reporters-inc-contract-with-city-of,amendment 692 | 1153452-travelers-aid-society-of-greater-new-orleans,grant 693 | 1157526-auzenne-amp-associates-llc-contract-with-city-of,standard 694 | 167127-12-8-10-battco-construnction-amp-maintenance-inc,standard 695 | 1211217-scott-construction-equipment-contract-with-city,amendment 696 | 1146776-caraway-leblanc-l-l-c-contract-with-city-of-new,amendment 697 | 166017-4-21-09-anne-m-nelsen,standard 698 | 741113-11-07-12-atkins-north-america-west-end,standard 699 | 1160459-comtech-communications-contract-with-city-of-new,standard 700 | 741468-09-19-12-barriere-construction-co-airport-access,standard 701 | 1155497-jay-a-ginsberg-contract-with-city-of-new-orleans,amendment 702 | 1154452-advocates-for-innovative-schools-inc-contract,cea 703 | 1158775-rose-m-robinson-contract-with-city-of-new,grant 704 | 166861-10-25-10-bright-moments-llc-roadway-repair,standard 705 | 1659855-ean-holdings-llc-2014-vehicle-rental-agreement,standard 706 | 326392-07-01-11-jeffrey-guidry-phd-evaluation-service,standard 707 | 1153478-financial-planning-center-contract-with-city-of,lease 708 | 779400-04-09-13-harmony-neighborhood-development-home,cea 709 | 1284266-city-of-new-orleans-contract-with-city-of-new,other 710 | 1210588-luther-speight-amp-company-cpas-amp-consultants,standard 711 | 326355-01-30-12-delgado-community-college-facility-use,lease 712 | 776405-01-23-13-trapolin-peer-architects-nofd-engine-31,amendment 713 | 1153938-greater-new-orleans-inc-contract-with-city-of,cea 714 | 1153522-imre-hegedus-amp-associated-architects-contract,amendment 715 | 1155657-begue-amp-associates-inc-contract-with-city-of,standard 716 | 167096-12-1-10-new-orleans-mission-inc-emergency-shelters,grant 717 | 1355025-city-of-new-orleans-soap-satisfaction-and,other 718 | 779309-02-22-13-richard-lambert-consultants-fema,amendment 719 | 165484-2-2-09-ciber-inc-amendment,amendment 720 | 1659851-auzenne-amp-associates-llc-auzenne-amp,amendment 721 | 204869-7-8-08-linfield-hunter-amp-junius-inc-gert-town,standard 722 | 1146778-capitelli-amp-wicker-contract-with-city-of-new,amendment 723 | 204906-6-24-08-perez-apc-brechtel-park-and-golf-course,unknown 724 | 1156408-hms-architects-apc-contract-with-city-of-new,standard 725 | 1159122-crescent-commercial-construction-llc-contract,standard 726 | 1156408-hms-architects-apc-contract-with-city-of-new,standard 727 | 774626-11-20-12-durr-heavy-construction-llc-harrison,standard 728 | 1153465-the-mckenna-firm-llc-contract-with-city-of-new,standard 729 | 1153465-the-mckenna-firm-llc-contract-with-city-of-new,standard 730 | 1156361-in-contract-with-city-of-new-orleans-carrollton,standard 731 | 326231-07-12-11-hard-rock-construction-llc-holiday,standard 732 | 1159513-da-vinci-builders-contract-with-city-of-new,standard 733 | 1153388-crescent-commercial-construction-llc-contract,standard 734 | 1153744-fleming-construction-co-llc-contract-with-city,standard 735 | 326218-06-07-11-eagle-golf-and-athletics-inc,standard 736 | 204975-4-21-08-richard-j-richthofen-jr-legal-services,standard 737 | 1153458-duplantier-hrapmann-hogan-amp-maher-llp-contract,standard 738 | 1237321-lw258808,lost 739 | 1198275-ramelli-janitorial-service-inc-contract-with,lost 740 | 1198245-mathes-brierre-architects-contract-with-city-of,lost 741 | 1198220-three-fold-consultants-llc-contract-with-city-of,lost 742 | 1154667-fhp-techtonics-contract-with-city-of-new-orleans,standard 743 | 1160366-southern-tire-mart-llc-contract-with-city-of-new,standard 744 | 323797-05-11-11-w-j-bloecher-co-llc-harris-playground,standard 745 | 205004-4-1-07-sigma-consulting-corp-amendment,amendment 746 | 1155586-mardi-gras-hospitality-llc-contract-with-city-of,amendment 747 | 1154577-dewberry-amp-davis-llc-contract-with-city-of-new,standard 748 | 1392457-hard-rock-construction-hard-rock-amend-4,amendment 749 | 204875-7-29-08-boh-bros-construction-law-street,standard 750 | 1360012-lenny-thorell-lenny-thorell-shelter-plus-care,standard 751 | 1153734-kenall-inc-contract-with-city-of-new-orleans,amendment 752 | 741186-10-17-12-unity-of-greater-new-orleans-homeless,amendment 753 | 1021234-integrated-logistical-support-inc-contract-with,amendment 754 | 1154360-melvin-n-cade-attorney-at-law-contract-with-city,amendment 755 | 1155498-three-fold-consultants-llc-contract-with-city-of,amendment 756 | 1159090-gulf-south-technology-solutions-llc-contract,standard 757 | 204882-7-17-08-lee-ledbetter-and-associates-st-roch,amendment 758 | 1153464-task-force-llc-contract-with-city-of-new-orleans,amendment 759 | 204844-8-5-08-atlas-advertising-website-design,standard 760 | 1023212-wdg-llc-contract-with-city-of-new-orleans,amendment 761 | -------------------------------------------------------------------------------- /main.sh: -------------------------------------------------------------------------------- 1 | #copy(select * from family_log where is_true=True) To '/tmp/test.csv' With CSV; get the data out of postgres 2 | if [ -f "test.csv" ] 3 | then 4 | echo "Already have test data from the server" 5 | else 6 | scp abe@162.243.152.217:/tmp/test.csv . 7 | fi 8 | 9 | csvcut -c 2,5 test.csv > labels.csv 10 | 11 | cat parser/linker.csv | sort | uniq > linker.csv 12 | cat linker.csv | parallel --pipe -L 1000 -N1 python amount_guesser_pipe.py 13 | 14 | #COPY (select * from amount_string_log where is_true=True or is_true=False) TO '/tmp/amounts.csv' DELIMITER ',' CSV; 15 | #COPY (select * from amount_string_log where is_true is NULL) TO '/tmp/amounts_unknown.csv' DELIMITER ',' CSV; 16 | #scp abe@projects.thelensnola.org:/tmp/amounts.csv . 17 | #scp abe@projects.thelensnola.org:/tmp/amounts_unknown.csv . 18 | #csvcut -c 2,3,4 amounts.csv > amounts.tmp 19 | #csvcut -c 2,3 amounts_unknown.csv > amounts_unknown.tmp 20 | #mv amounts_unknown.tmp amounts_unknown.csv 21 | #mv amounts.tmp amounts.csv 22 | -------------------------------------------------------------------------------- /number_words.txt: -------------------------------------------------------------------------------- 1 | eight 2 | eighteen 3 | eighty 4 | eleven 5 | fifteen 6 | fifty 7 | five 8 | forty 9 | four 10 | fourteen 11 | million 12 | nine 13 | nineteen 14 | AND 15 | ninety 16 | one 17 | one hundred 18 | seven 19 | seventeen 20 | seventy 21 | six 22 | sixteen 23 | sixty 24 | ten 25 | thirteen 26 | thirty 27 | thousand 28 | three 29 | twelve 30 | twenty 31 | two 32 | zero 33 | -------------------------------------------------------------------------------- /parser/amount_guesser_pipe.py: -------------------------------------------------------------------------------- 1 | import contract_parser 2 | import sys 3 | import csv 4 | import json 5 | 6 | 7 | def parsed_to_json(parsed, doc_cloud_id, original): 8 | output = {} 9 | types_of_stuff = set([i[1] for i in parsed]) 10 | for ty in types_of_stuff: 11 | output[ty] = [i[0] for i in parsed if i[1] == ty] 12 | output['id'] = doc_cloud_id 13 | output['original'] = original 14 | return output 15 | 16 | 17 | if __name__ == "__main__": 18 | for line in sys.stdin: 19 | for row in csv.reader([line]): 20 | parsed = contract_parser.parse(row[0]) 21 | json_data = parsed_to_json(parsed, row[1], row[0]) 22 | with open('parsed.json', 'a') as outfile: 23 | json.dump(json_data, outfile) -------------------------------------------------------------------------------- /parser/contract_parser.egg-info/PKG-INFO: -------------------------------------------------------------------------------- 1 | Metadata-Version: 1.1 2 | Name: contract-parser 3 | Version: 0.1 4 | Summary: UNKNOWN 5 | Home-page: UNKNOWN 6 | Author: UNKNOWN 7 | Author-email: UNKNOWN 8 | License: The MIT License: http://www.opensource.org/licenses/mit-license.php 9 | Description: UNKNOWN 10 | Platform: UNKNOWN 11 | Classifier: Development Status :: 3 - Alpha 12 | Classifier: Intended Audience :: Developers 13 | Classifier: Intended Audience :: Science/Research 14 | Classifier: License :: OSI Approved :: MIT License 15 | Classifier: Natural Language :: English 16 | Classifier: Operating System :: MacOS :: MacOS X 17 | Classifier: Operating System :: Microsoft :: Windows 18 | Classifier: Operating System :: POSIX 19 | Classifier: Programming Language :: Python :: 2.7 20 | Classifier: Programming Language :: Python :: 2 :: Only 21 | Classifier: Topic :: Software Development :: Libraries :: Python Modules 22 | Classifier: Topic :: Scientific/Engineering 23 | Classifier: Topic :: Scientific/Engineering :: Information Analysis 24 | -------------------------------------------------------------------------------- /parser/contract_parser.egg-info/SOURCES.txt: -------------------------------------------------------------------------------- 1 | setup.py 2 | contract_parser/__init__.py 3 | contract_parser.egg-info/PKG-INFO 4 | contract_parser.egg-info/SOURCES.txt 5 | contract_parser.egg-info/dependency_links.txt 6 | contract_parser.egg-info/requires.txt 7 | contract_parser.egg-info/top_level.txt -------------------------------------------------------------------------------- /parser/contract_parser.egg-info/dependency_links.txt: -------------------------------------------------------------------------------- 1 | 2 | -------------------------------------------------------------------------------- /parser/contract_parser.egg-info/requires.txt: -------------------------------------------------------------------------------- 1 | python-crfsuite>=0.7 2 | lxml -------------------------------------------------------------------------------- /parser/contract_parser.egg-info/top_level.txt: -------------------------------------------------------------------------------- 1 | contract_parser 2 | -------------------------------------------------------------------------------- /parser/contract_parser/__init__.py: -------------------------------------------------------------------------------- 1 | # -*- coding: utf-8 -*- 2 | import pycrfsuite 3 | import os 4 | import warnings 5 | from collections import OrderedDict 6 | import re 7 | import nltk 8 | import string 9 | from nltk.tokenize import RegexpTokenizer 10 | from nltk.corpus import words 11 | 12 | 13 | CURRENCY_REG = re.compile('\$[\d]+(\.\d)? billion|\w+|\$[\d\,]+(.\d\d)?') 14 | 15 | 16 | # _____________________ 17 | # |1. CONFIGURE LABELS! | 18 | # |_____________________| 19 | # (\__/) || 20 | # (•ㅅ•) || 21 | # / 　 づ 22 | 23 | LABELS = ["amendment_amount", "amendment_amount_description", "agreement_amount", "agreement_amount_description", "other_amount", "other_amount_description", "document_self_reference", "amount_alphabetic", "skip"] # The labels should be a list of strings 24 | 25 | 26 | def get_number_words(): 27 | return [l.replace("\n", "").lower() for l in open('number_words.txt')] 28 | 29 | NUMBER_WORDS = get_number_words() 30 | 31 | #***************** OPTIONAL CONFIG *************************************************** 32 | PARENT_LABEL = 'amount_string' # the XML tag for each labeled string 33 | GROUP_LABEL = 'Collection' # the XML tag for a group of strings 34 | NULL_LABEL = 'Null' # the null XML tag 35 | MODEL_FILE = 'learned_settings.crfsuite' # filename for the crfsuite settings file 36 | #************************************************************************************ 37 | 38 | try : 39 | TAGGER = pycrfsuite.Tagger() 40 | TAGGER.open(os.path.split(os.path.abspath(__file__))[0]+'/'+MODEL_FILE) 41 | except IOError : 42 | TAGGER = None 43 | warnings.warn('You must train the model (parserator train [traindata] [modulename]) to create the %s file before you can use the parse and tag methods' %MODEL_FILE) 44 | 45 | def parse(raw_string): 46 | if not TAGGER: 47 | raise IOError('\nMISSING MODEL FILE: %s\nYou must train the model before you can use the parse and tag methods\nTo train the model annd create the model file, run:\nparserator train [traindata] [modulename]' %MODEL_FILE) 48 | 49 | tokenizer = RegexpTokenizer('\$[\d]+(\.\d)? billion|\w+|\$[\d\,]+(.\d\d)?') 50 | tokens = tokenizer.tokenize(raw_string) 51 | if not tokens : 52 | return [] 53 | 54 | features = tokens2features(tokens) 55 | 56 | tags = TAGGER.tag(features) 57 | return zip(tokens, tags) 58 | 59 | 60 | def tag(raw_string) : 61 | tagged = OrderedDict() 62 | for token, label in parse(raw_string) : 63 | tagged.setdefault(label, []).append(token) 64 | 65 | for token in tagged : 66 | component = ' '.join(tagged[token]) 67 | component = component.strip(' ,;') 68 | tagged[token] = component 69 | 70 | return tagged 71 | 72 | 73 | # _____________________ 74 | # |2. CONFIGURE TOKENS! | 75 | # |_____________________| 76 | # (\__/) || 77 | # (•ㅅ•) || 78 | # / 　 づ 79 | def tokenize(raw_string): 80 | tokenizer = RegexpTokenizer('\$[\d]+(\.\d)? billion|\w+|\$[\d\,]+(.\d\d)?') 81 | tokens = tokenizer.tokenize(raw_string) 82 | if not tokens : 83 | return [] 84 | print tokens 85 | return tokens 86 | 87 | 88 | # _______________________ 89 | # |3. CONFIGURE FEATURES! | 90 | # |_______________________| 91 | # (\__/) || 92 | # (•ㅅ•) || 93 | # / 　 づ 94 | def tokens2features(tokens): 95 | # this should call tokenFeatures to get features for individual tokens, 96 | # as well as define any features that are dependent upon tokens before/after 97 | 98 | feature_sequence = [tokenFeatures(tokens[0])] 99 | previous_features = feature_sequence[-1].copy() 100 | 101 | for token in tokens[1:] : 102 | # set features for individual tokens (calling tokenFeatures) 103 | token_features = tokenFeatures(token) 104 | current_features = token_features.copy() 105 | 106 | # features for the features of adjacent tokens 107 | feature_sequence[-1]['next'] = current_features 108 | token_features['previous'] = previous_features 109 | 110 | # DEFINE ANY OTHER FEATURES THAT ARE DEPENDENT UPON TOKENS BEFORE/AFTER 111 | # for example, a feature for whether a certain character has appeared previously in the token sequence 112 | 113 | feature_sequence.append(token_features) 114 | previous_features = current_features 115 | 116 | if len(feature_sequence) > 1 : 117 | # these are features for the tokens at the beginning and end of a string 118 | feature_sequence[0]['rawstring.start'] = True 119 | feature_sequence[-1]['rawstring.end'] = True 120 | feature_sequence[1]['previous']['rawstring.start'] = True 121 | feature_sequence[-2]['next']['rawstring.end'] = True 122 | 123 | else : 124 | # a singleton feature, for if there is only one token in a string 125 | feature_sequence[0]['singleton'] = True 126 | 127 | return feature_sequence 128 | 129 | def tokenFeatures(token) : 130 | # this defines a dict of features for an individual token 131 | 132 | features = { # DEFINE FEATURES HERE. some examples: 133 | 'is_all_upper' : is_all_upper(token), 134 | 'token' : token.lower(), 135 | 'has_dollar_sign' : has_dollar_sign(token), 136 | 'has_number_word' : has_number_word(token), 137 | 'can_convert_to_float' : can_convert_to_float(token), 138 | 'has_comma' : has_comma(token), 139 | 'has_slash' : has_slash(token), 140 | 'is_english' : is_english(token), 141 | 'is_red_herring' : is_red_herring(token), 142 | 'num_alpha' : num_alpha(token) 143 | } 144 | 145 | return features 146 | 147 | 148 | def num_alpha(token): 149 | num_alphas = len([i for i in token if i.isdigit()]) 150 | return num_alphas 151 | 152 | 153 | def is_red_herring(token): 154 | herings = ["per", "insurance"] 155 | if token in herings: 156 | return True 157 | else: 158 | return False 159 | 160 | 161 | def is_currency(token): 162 | return CURRENCY_REG.match(token) 163 | 164 | 165 | def is_english(token): 166 | if token in words.words(): 167 | return True 168 | else: 169 | return False 170 | 171 | 172 | def has_slash(token): 173 | if "/" in token: 174 | return True 175 | else: 176 | return False 177 | 178 | def has_comma(token): 179 | if "," in token: 180 | return True 181 | else: 182 | return False 183 | 184 | def contains_billion(token): 185 | if "billion" in token: 186 | return True 187 | else: 188 | return False 189 | 190 | def can_convert_to_float(token): 191 | token = token.replace(",", "").replace("$", "") 192 | try: 193 | float(token) 194 | return True 195 | except: 196 | return False 197 | 198 | def has_dollar_sign(token): 199 | if "$" in token: 200 | return True 201 | else: 202 | return False 203 | 204 | def has_number_word(token): 205 | if token.lower() in NUMBER_WORDS: 206 | return True 207 | else: 208 | return False 209 | 210 | # define any other methods for features. this is an example to get the casing of a token 211 | def is_all_upper(token) : 212 | if token.isupper() : 213 | return True 214 | else : 215 | return False 216 | -------------------------------------------------------------------------------- /parser/familyclassifier/demo_labeler.py: -------------------------------------------------------------------------------- 1 | import IPython 2 | import sklearn as sk 3 | import numpy as np 4 | import matplotlib 5 | import matplotlib.pyplot as plt 6 | 7 | print 'IPython version:', IPython.__version__ 8 | print 'numpy version:', np.__version__ 9 | print 'scikit-learn version:', sk.__version__ 10 | print 'matplotlib version:', matplotlib.__version__ 11 | 12 | from sklearn.datasets import fetch_20newsgroups 13 | news = fetch_20newsgroups(subset='all') -------------------------------------------------------------------------------- /parser/familyclassifier/labeler.py: -------------------------------------------------------------------------------- 1 | import numpy as np 2 | X = np.array([[-1, -1], [-2, -1], [-3, -2], [1, 1], [2, 1], [3, 2]]) 3 | Y = np.array([1, 1, 1, 2, 2, 2]) 4 | from sklearn.naive_bayes import GaussianNB 5 | clf = GaussianNB() 6 | clf.fit(X, Y) 7 | print(clf.predict([[-0.8, -1]])) -------------------------------------------------------------------------------- /parser/familyclassifier/labels.csv: 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779210-12-10-12-se-la-area-health-education-center-food,amendment 237 | 1198272-solutientwalton-mitigation-services-llc-a-joint,lost 238 | 1158548-sizeler-thompson-brown-architects-apc-contract,standard 239 | 1153762-medical-center-of-louisiana-at-new-orleans,unknown 240 | 1153802-state-of-louisiana-contract-with-city-of-new,amendment 241 | 1659984-new-orleans-womens-shelter-inc-no-womens-shelter,cea 242 | 1154689-h-amp-g-insurance-inc-contract-with-city-of-new,amendment 243 | 326400-09-16-11-gec-kl-inc-roadway-enhancement,amendment 244 | 1155332-julien-engineering-amp-consulting-inc-contract,amendment 245 | 1155280-waggonner-amp-ball-architects-contract-with-city,amendment 246 | 1153695-three-fold-consultants-llc-contract-with-city-of,amendment 247 | 1031422-moses-engineers-inc-contract-with-city-of-new,standard 248 | 1160532-hms-architects-apc-contract-with-city-of-new,amendment 249 | 1200828-shaw-environmental-inc-a-cbi-company-contract,amendment 250 | 1237308-ca153991,lost 251 | 1198293-c-amp-s-consultants-inc-contract-with-city-of,lost 252 | 204906-6-24-08-perez-apc-brechtel-park-and-golf-course,unknown 253 | 1154520-three-fold-consultants-llc-contract-with-city-of,amendment 254 | 1155704-montgomery-roth-architecture-amp-interior-design,standard 255 | 1184355-retif-oil-amp-fuel-contract-with-city-of-new,amendment 256 | 1275784-able-tree-amp-landscape-service-inc-contract,amendment 257 | 1154502-tulane-life-support-training-center-contract,unknown 258 | 166047-4-23-11-scnz-architects-nopd-police-stables,amendment 259 | 1160308-chem-spray-south-inc-contract-with-city-of-new,amendment 260 | 1660035-arinc-1st-amendment-to-agreement-aeronautical,unknown 261 | 166922-10-30-09-waggonner-amp-ball-architects-milne,amendment 262 | 741094-10-09-12-costco-tif-agreement,cea 263 | 1043132-department-of-transportation-amp-development,unknown 264 | 1160522-lambertshedo-joint-venture-contract-with-city-of,unknown 265 | 1153770-stuart-consulting-group-inc-contract-with-city,amendment 266 | 149816-01-01-11-trapolin-peer-architects-fire-dept,amendment 267 | 1160328-catholic-charities-archdiocese-of-new-orleans,unknown 268 | 1155526-orleans-levee-district-contract-with-city-of-new,other 269 | 779587-05-09-13-lsu-and-la-div-of-adminstration-va,cea 270 | 1659756-nola-aviation-llc-2nd-amendment-nola-aviation,other 271 | 204975-4-21-08-richard-j-richthofen-jr-legal-services,unknown 272 | 1159134-sunblock-systems-inc-contract-with-city-of-new,standard 273 | 1159583-eskew-dumez-ripple-apc-contract-with-city-of-new,other 274 | 1238972-evacuteer-org-contract-with-city-of-new-orleans,amendment 275 | 1154578-greater-new-orleans-foundation-contract-with,mou 276 | 1146160-early-childhood-and-family-learning-foundation,other 277 | 779180-01-14-13-tsa-lease-amendment,other 278 | 1031889-lsuhsc-contract-with-city-of-new-orleans-lsu-umc,amendment 279 | 1252900-accounts-research-and-recovery-co-contract-with,standard 280 | 1033410-greater-new-home-baptist-church-contract-with,cea 281 | 165902-4-2-11-new-orleans-building-corporation,amendment 282 | 1198305-three-fold-consultants-llc-contract-with-city-of,lost 283 | 1198308-state-of-louisiana-contract-with-city-of-new,lost 284 | 1198243-diamond-electrical-company-inc-contract-with,lost 285 | 1198285-patricia-m-glorioso-contract-with-city-of-new,lost 286 | 1198281-orleans-parish-sheriffs-office-contract-with,lost 287 | 1237319-lw156726,lost 288 | 1237324-lw368683,lost 289 | 1198237-digital-engineering-amp-imaging-inc-contract,lost 290 | 1198307-ronald-bell-contract-with-city-of-new-orleans,lost 291 | 1237327-pw257053,lost 292 | 1146022-hike-for-katreena-contract-with-city-of-new,lost 293 | 1198315-wdg-llc-contract-with-city-of-new-orleans-lump,lost 294 | 1198304-city-of-new-orleans-department-of-safety-and,lost 295 | 1198276-vergesrome-architects-apac-contract-with-city-of,lost 296 | 1198259-goodwill-industries-of-southeastern-louisiana,lost 297 | 1198280-hamilton-realty-co-llc-contract-with-city-of-new,lost 298 | 1237337-sp154605,lost 299 | 1146318-arkelbesh-contract-with-city-of-new-orleans,lost 300 | 1198247-ibm-contract-with-city-of-new-orleans-ibm-grant,lost 301 | 1146026-nola-green-roots-contract-with-city-of-new,lost 302 | 1198301-contract-furniture-group-l-l-c-contract-with,lost 303 | 1198206-oats-amp-hudson-contract-with-city-of-new,lost 304 | 1146013-press-street-contract-with-city-of-new-orleans,lost 305 | 1198251-waggonner-amp-ball-architects-contract-with-city,lost 306 | 1237329-pw258818,lost 307 | 1198261-brk-insurance-group-llc-contract-with-city-of,lost 308 | 1198236-concerned-citizens-for-a-better-algiers-inc,lost 309 | 1237338-wf265625,lost 310 | 1146031-early-childhood-and-family-learning-foundation,lost 311 | 1198229-louisiana-department-of-culture-recreation-and,lost 312 | 1198233-bridge-house-corporation-contract-with-city-of,lost 313 | 1198263-american-traffic-solutions-inc-contract-with,lost 314 | 1198302-shelia-walker-contract-with-city-of-new-orleans,lost 315 | 1198312-susansutherland-contract-with-city-of-new,lost 316 | 1237317-hl264995,lost 317 | 1198266-solutientwalton-mitigation-services-llc-a-joint,lost 318 | 1146317-louisiana-spca-contract-with-city-of-new-orleans,lost 319 | 1198300-hamilton-anderson-associates-contract-with-city,lost 320 | 1198258-moses-engineers-inc-contract-with-city-of-new,lost 321 | 1198241-new-cingular-wireless-pcs-llc-contract-with-city,lost 322 | 1198303-arthur-j-gallagher-risk-management-services,lost 323 | 1198225-jessie-burks-hmgp-contract-with-city-of-new,lost 324 | 1198310-orleans-parish-civil-sheriff-contract-with-city,lost 325 | 1146024-assurance-for-tomorrows-leaders-youth-foundation,lost 326 | 1146006-new-orleans-african-american-museum-contract,lost 327 | 1198273-new-orleans-area-habitat-for-humanity-contract,lost 328 | 1198319-tulane-educational-fund-adolescent-trials,lost 329 | 1198291-basile-j-uddo-contract-with-city-of-new-orleans,lost 330 | 1146327-state-of-louisiana-contract-with-city-of-new,lost 331 | 1198313-alisa-ealy-contract-with-city-of-new-orleans-act,lost 332 | 1198253-lsuhsc-contract-with-city-of-new-orleans-best,lost 333 | 1198269-vergesrome-architects-apac-contract-with-city-of,lost 334 | 1198212-materials-management-group-inc-contract-with,lost 335 | 1237318-lw155472,lost 336 | 1198283-under-armour-inc-contract-with-city-of-new,lost 337 | 1198203-pailet-meunier-amp-leblanc-l-l-p-contract-with,lost 338 | 1198226-new-cingular-wireless-pcs-llc-contract-with-city,lost 339 | 1146021-girl-scouts-louisiana-east-inc-contract-with,lost 340 | 1198297-occupational-health-centers-of-louisiana,lost 341 | 1198221-burk-contract-with-city-of-new-orleans-lower-9th,lost 342 | 1237330-pw264094,lost 343 | 1198287-three-fold-consultants-llc-contract-with-city-of,lost 344 | 1198286-aps-design-and-testing-llc-contract-with-city-of,lost 345 | 1146019-family-service-of-greater-new-orleans-contract,lost 346 | 1198314-gec-contract-with-city-of-new-orleans-amendment,lost 347 | 1237315-fc153672,lost 348 | 1198252-george-hero-architect-llc-contract-with-city-of,lost 349 | 1146010-junior-achievement-of-greater-new-orleans,lost 350 | 1198250-families-helping-families-of-southeast-louisiana,lost 351 | 1237331-pw264722,lost 352 | 1198255-j-n-e-enterprises-inc-contract-with-city-of-new,lost 353 | 1237309-ca154064,lost 354 | 1198254-colossus-inc-dba-interact-public-safety-systems,lost 355 | 1198230-state-of-louisiana-contract-with-city-of-new,lost 356 | 1146038-arts-council-of-new-orleans-contract-with-city,lost 357 | 1237310-ci257065,lost 358 | 1198205-st-bernard-project-contract-with-city-of-new,lost 359 | 1198222-marco-outdoor-advertising-inc-contract-with-city,lost 360 | 1237335-pw372703,lost 361 | 1198200-jones-lang-lasalle-americas-inc-contract-with,lost 362 | 1198306-snr-denton-us-llp-contract-with-city-of-new,lost 363 | 1198207-delta-air-lines-inc-contract-with-city-of-new,lost 364 | 1198232-perez-a-professional-corporation-contract-with,lost 365 | 1198209-cdm-contract-with-city-of-new-orleans-camp,lost 366 | 1146023-green-light-new-orleans-contract-with-city-of,lost 367 | 1198227-global-green-usa-contract-with-city-of-new,lost 368 | 1198256-james-s-cripps-associates-architects-llc,lost 369 | 1198295-mathes-brierre-architects-contract-with-city-of,lost 370 | 1198282-wayne-troyer-architect-llc-contract-with-city-of,lost 371 | 1198274-ramona-d-washington-esq-contract-with-city-of,lost 372 | 1198219-mothers-helpers-contract-with-city-of-new,lost 373 | 1198309-st-martin-brown-amp-associates-llp-contract-with,lost 374 | 1198262-allison-d-barca-d-v-m-contract-with-city-of-new,lost 375 | 1198299-audubon-nature-institute-contract-with-city-of,lost 376 | 1146316-the-challenger-group-inc-dba-challengersoft,lost 377 | 1198288-chevron-usa-contract-with-city-of-new-orleans,lost 378 | 1198218-deubler-electric-inc-contract-with-city-of-new,lost 379 | 1146310-emdrc-partners-llc-contract-with-city-of-new,lost 380 | 1198215-perez-a-professional-corporation-contract-with,lost 381 | 1198244-the-washington-research-project-contract-with,lost 382 | 1198238-firstline-school-inc-contract-with-city-of-new,lost 383 | 1198216-meyer-engineers-ltd-contract-with-city-of-new,lost 384 | 1198242-southern-united-neighborhoods-contract-with-city,lost 385 | 1237307-bc262768,lost 386 | 1146037-good-work-network-contract-with-city-of-new,lost 387 | 1198240-swati-j-shah-md-contract-with-city-of-new,lost 388 | 1146020-vietnamese-initiative-in-economic-training,lost 389 | 1198278-city-park-improvement-association-contract-with,lost 390 | 1198311-pailet-meunier-amp-leblanc-l-l-p-contract-with,lost 391 | 1198239-ecm-consultants-inc-contract-with-city-of-new,lost 392 | 1198316-design-workshop-contract-with-city-of-new,lost 393 | 1237314-di156198,lost 394 | 1198284-the-housing-authority-new-orleans-contract-with,lost 395 | 1198317-pelican-ice-amp-cold-storage-inc-contract-with,lost 396 | 1198270-st-martin-brown-amp-associates-llp-contract-with,lost 397 | 1198228-c-amp-s-consultants-inc-contract-with-city-of,lost 398 | 1198224-pascal-architects-llc-contract-with-city-of-new,lost 399 | 1198267-state-of-louisiana-contract-with-city-of-new,lost 400 | 1198260-tulane-university-school-of-medicine-contract,lost 401 | 1198277-roofing-solutions-contract-with-city-of-new,lost 402 | 1198265-vergesrome-architects-apac-contract-with-city-of,lost 403 | 1198289-zoll-data-system-contract-with-city-of-new,lost 404 | 1146027-neighborhood-development-foundation-contract,lost 405 | 1198217-doretha-joiner-hmgp-contract-with-city-of-new,lost 406 | 1198279-brenda-s-grayson-contract-with-city-of-new,lost 407 | 1198294-three-fold-consultants-llc-contract-with-city-of,lost 408 | 1198201-perez-a-professional-corporation-contract-with,lost 409 | 1237332-pw268204,lost 410 | 1198223-scnz-architects-l-l-c-contract-with-city-of-new,lost 411 | 1198213-meltwater-news-us-inc-contract-with-city-of-new,lost 412 | 1155569-concordia-llc-contract-with-city-of-new-orleans,amendment 413 | 1659784-waggoner-engineering-inc-waggoner-2014-cdbg-01c,standard 414 | 779307-03-11-13-linfield-hunter-amp-junius-fema-west,standard 415 | 1155303-fee-nah-nay-llc-contract-with-city-of-new,other 416 | 204904-6-30-08-public-finanical-offices-issueing-of-bonds,amendment 417 | 1155371-the-beta-group-engineering-and-construction,amendment 418 | 741465-11-07-12-coover-clark-and-associates-airport,amendment 419 | 302213-11-30-09-unity-of-greater-new-orleans,cea 420 | 1341392-t3-tech-t3-tech-agreement,amendment 421 | 1157071-redmellon-llc-contract-with-city-of-new-orleans,other 422 | 1158540-scnz-architects-l-l-c-contract-with-city-of-new,amendment 423 | 204998-4-13-09-lee-ledbetter-and-associates-apc-nopd,amendment 424 | 1021131-fischer-environmental-services-inc-contract-with,amendment 425 | 1153530-state-of-louisiana-contract-with-city-of-new,cea 426 | 779534-05-15-13-digial-forensics-us-gap-assessment-of,standard 427 | 1033472-n-contract-with-city-of-new-orleans-vamc-amend-6,amendment 428 | 779480-04-16-13-southern-university-new-orleans-summer,cea 429 | 1049432-tulane-educational-fund-through-the-tulane,cea 430 | 165712-3-2-11-early-childhood-and-family-learning,lease 431 | 204985-4-2-09-lee-ledbetter-and-associates-algiers,amendment 432 | 205304-1-1-08-gilbert-r-buras-legal-research,standard 433 | 326258-08-08-11-hms-architects-apc-cemeteries,standard 434 | 323829-08-22-11-three-fold-consultants-llc-design,amendment 435 | 1659924-preservation-resource-centerrebuilding-together,amendment 436 | 1034020-dane-s-ciolino-llc-contract-with-city-of-new,standard 437 | 1659975-roedel-parsons-koch-blache-balhoff-and,amendment 438 | 1157558-urs-corporation-contract-with-city-of-new,amendment 439 | 1146943-river-birch-incorporated-contract-with-city-of,amendment 440 | 1154863-davislogic-inc-dba-all-hands-consulting-contract,standard 441 | 323747-03-01-11-banner-chevrolet-oem-general-motors,amendment 442 | 1160458-bonaventure-co-inc-contract-with-city-of-new,amendment 443 | 1051207-gec-contract-with-city-of-new-orleans-amendment,amendment 444 | 1156342-fee-nah-nay-llc-contract-with-city-of-new,film 445 | 1153574-priority-health-care-inc-contract-with-city-of,grant 446 | 1153837-lee-tractor-co-inc-contract-with-city-of-new,amendment 447 | 1160455-louisiana-state-university-contract-with-city-of,cea 448 | 1155725-simplexgrinnell-lp-contract-with-city-of-new,standard 449 | 205114-2-11-09-linfield-hunter-amp-junius-inc-joe-brown,amendment 450 | 775222-12-12-12-la-dept-of-environmental-quality-youth,amendment 451 | 165142-1-1-10-huplantier-hrapmann-hogen-and-maher-llp,standard 452 | 166245-5-8-09-three-fold-consultants-llc-sam-bonart,standard 453 | 1060854-airport-wildlife-consultants-contract-with-city,amendment 454 | 779597-06-10-13-garden-district-association-tile-street,cea 455 | 779604-05-09-13-beta-testing-amp-inspection-gentilly,amendment 456 | 1155689-project-lazarus-contract-with-city-of-new,grant 457 | 1155689-project-lazarus-contract-with-city-of-new,grant 458 | 1021246-arts-council-of-new-orleans-contract-with-city,cea 459 | 1154212-arts-council-of-new-orleans-contract-with-city,cea 460 | 1021241-frischhertz-electric-co-inc-contract-with-city,standard 461 | 323825-08-09-11-three-fold-consultants-llc-downtown,amendment 462 | 1155434-burk-contract-with-city-of-new-orleans-burk,standard 463 | 1160721-state-of-louisiana-contract-with-city-of-new,other 464 | 1153795-pascal-architects-llc-contract-with-city-of-new,standard 465 | 1155637-neighborhood-housing-services-of-new-orleans-inc,amendment 466 | 1157184-st-martin-brown-amp-associates-llp-contract-with,amendment 467 | 204876-7-27-08-c-and-s-consultants-amendment-construction,amendment 468 | 1158789-dix-farmers-flea-market-contract-with-city-of,lease 469 | 205288-1-1-08-youth-empowerment-project-case-management,grant 470 | 165954-4-13-11-just-title-llc,standard 471 | 1155631-redmellon-llc-contract-with-city-of-new-orleans,lease 472 | 779300-01-31-13-festival-productions-inc-super-bowl,cea 473 | 166030-4-21-10-wilbert-young-home-elevation,grant 474 | 1159062-task-force-llc-contract-with-city-of-new-orleans,standard 475 | 1156369-wrens-inc-contract-with-city-of-new-orleans-to,standard 476 | 165850-4-1-09-pjj-text-and-research-design,standard 477 | 1155102-occupational-health-centers-of-louisiana,amendment 478 | 1184449-terrell-contract-with-city-of-new-orleans,amendment 479 | 1153748-argus-architecture-engineering-llc-contract-with,standard 480 | 779247-02-18-13-frontier-airlines-airport-lease-agreement,lease 481 | 1150636-federal-aviation-administration-contract-with,other 482 | 1184405-crescent-city-cowboys-contract-with-city-of-new,cea 483 | 204964-5-1-08-scnz-architects-wesley-barrow-stadium,standard 484 | 165071-1-1-10-central-city-economic-opportunity,grant 485 | 775464-12-24-12-enmon-enterprises-airport-janitorial,amendment 486 | 1154405-the-washington-research-project-contract-with,standard 487 | 774572-11-01-12-environmental-systems-research,other 488 | 1146787-city-of-new-orleans-contract-with-city-of-new,lease 489 | 204851-8-19-08-three-fold-consultants-engineering,standard 490 | 779349-11-30-12-fed-ex-airport-lease-agreement,amendment 491 | 165505-2-3-10-st-martin-brown-amp-associates-cut-off,amendment 492 | 1153824-three-fold-consultants-llc-contract-with-city-of,standard 493 | 1020478-mary-canache-contract-with-city-of-new-orleans,lease 494 | 1023277-harmony-neighborhood-development-contract-with,amendment 495 | 1155771-sewerage-amp-water-board-of-new-orleans-contract,cea 496 | 1153943-brodart-co-contract-with-city-of-new-orleans,amendment 497 | 1155770-new-orelans-council-on-aging-contract-with-city,cea 498 | 1031224-boh-bros-construction-co-l-l-c-contract-with,amendment 499 | 1159146-goodwill-industries-of-southeastern-louisiana,standard 500 | 1659916-hntb-2012-fema-5g-3-amend-2-hntb-st-claude,amendment 501 | 781364-06-20-13-t3-technologies-telephone-support,amendment 502 | 1154533-jones-walker-contract-with-city-of-new-orleans,standard 503 | 1158601-donahuefavret-contractors-inc-contract-with-city,standard 504 | 1153834-covington-police-department-contract-with-city,cea 505 | 165068-1-1-10-central-city-economic-opportunity-corp,grant 506 | 1156296-steffes-vingiello-mckenzie-contract-with-city-of,amendment 507 | 779322-03-04-13-united-airlines-airport-lease-agreement,amendment 508 | 205286-1-1-09-dr-thaddeus-temple-consulting-services,standard 509 | 1153787-asi-contract-with-city-of-new-orleans-this-is-a,grant 510 | 1156229-bayard-management-group-llc-contract-with-city,standard 511 | 1112759-arthur-j-gallagher-risk-management-services,unknown 512 | 1031390-lou-piazza-amp-assocoates-contract-with-city-of,standard 513 | 779560-05-06-13-jones-walker-and-the-livingston-group,standard 514 | 1659881-grainger-inc-grainger-industrial-supplies,amendment 515 | 1034134-baptist-community-ministries-contract-with-city,other 516 | 205254-1-7-09-thomas-lee-legal-services-amendment,amendment 517 | 1156300-strategic-alliance-partners-llc-contract-with,amendment 518 | 1153437-russell-b-ramsey-contract-with-city-of-new,standard 519 | 1155751-adr-inc-contract-with-city-of-new-orleans,amendment 520 | 1154050-billes-architecture-llc-contract-with-city-of,standard 521 | 1156372-life-star-rescue-inc-contract-with-city-of-new,standard 522 | 1031321-like-new-shoeshine-contract-with-city-of-new,amendment 523 | 1155086-mdm-services-corporation-contract-with-city-of,standard 524 | 1021387-vietnamese-american-young-leaders-association-of,cea 525 | 1155633-custom-products-contract-with-city-of-new,standard 526 | 165144-1-1-10-jay-a-ginsberg-amendment,amendment 527 | 1156894-kaboom-contract-with-city-of-new-orleans-design,other 528 | 205258-1-26-09-materials-management-group-amendment,amendment 529 | 1659989-libertys-kitchen-inc-libertys-kitchen-wisner-cea,cea 530 | 1155645-bright-moments-llc-contract-with-city-of-new,amendment 531 | 779545-04-16-13-patton-boggs-llp-federal-advocacy-for,standard 532 | 1213648-shelter-resources-inc-d-b-a-belle-reve-new,amendment 533 | 1157312-lexipol-llc-contract-with-city-of-new-orleans,standard 534 | 1155470-tulane-life-support-training-center-contract,amendment 535 | 165599-2-19-09-urban-systems-inc-amendment,amendment 536 | 1158622-lamarque-ford-inc-contract-with-city-of-new,amendment 537 | 150684-7-14-09-linefield-hunder-amp-janiusjoe-brown,amendment 538 | 1155715-st-martin-brown-amp-associates-llp-contract-with,standard 539 | 166298-5-11-09-revenue-recovery-group-amendment,amendment 540 | 166034-4-21-10-zoll-data-systems-inc-survey,standard 541 | 781318-05-15-13-rudy-smith-service-inc-emergency-towing,amendment 542 | 1155557-neel-contract-with-city-of-new-orleans-this,amendment 543 | 1308024-tommie-vassel-cea-btw-cno-opso-and-tommie-vassel,cea 544 | 1155360-city-of-new-orleans-contract-with-city-of-new,cea 545 | 1157517-wayne-troyer-architect-llc-contract-with-city-of,amendment 546 | 165507-2-3-11-earl-koen-repairs-to-turf-equipment,amendment 547 | 779167-01-04-13-lambert-engineers-aviation-board-runway,standard 548 | 150646-7-16-09-pepper-and-associates-inc,standard 549 | 1033471-the-tobler-company-llc-contract-with-city-of-new,amendment 550 | 165348-1-11-11-labor-ready-southeast-contract-labor,amendment 551 | 1021216-fugro-consultants-contract-with-city-of-new,amendment 552 | 1155762-lee-tractor-co-inc-contract-with-city-of-new,amendment 553 | 1659908-orleans-parish-sheriffs-office-electronic,cea 554 | 774119-11-20-12-kemper-construction-nofd-fire-engine,standard 555 | 776157-04-01-12-american-association-of-airport-execs,amendment 556 | 204974-4-24-09-insight-developments-carrollton,amendment 557 | 1659899-tetra-tech-inc-amendment-to-extend-term-through,amendment 558 | 779453-04-05-13-burk-kleinpeter-fema-lower-9th-ward,standard 559 | 779357-03-22-13-bailey-and-associates-joe-brown-center,amendment 560 | 1146151-new-orleans-redevelopment-authority-contract,cea 561 | 1280853-wayne-sandoz-amp-associates-inc-contract-with,amendment 562 | 1049425-orleans-parish-sheriffs-office-contract-with,cea 563 | 1155713-builders-of-hope-contract-with-city-of-new,amendment 564 | 326447-10-27-11-cities-of-service-bloomberg,other 565 | 1031231-joli-preventative-healthcare-resource-ctr,cea 566 | 1033492-clarity-litigation-llc-contract-with-city-of-new,standard 567 | 1158654-adr-inc-contract-with-city-of-new-orleans-blight,standard 568 | 167164-12-15-10-hubbell-library-amendment,amendment 569 | 1153486-kuumbaacademy-contract-with-city-of-new-orleans,standard 570 | 1160665-pascal-architects-llc-contract-with-city-of-new,amendment 571 | 1155536-total-community-action-inc-contract-with-city-of,standard 572 | 1660004-blanca-lease-of-air-rights-by-cno-to-blanca-llc,lease 573 | 1659988-louisiana-green-corps-inc-la-green-corps-wisner,cea 574 | 1160660-dennis-brady-aia-and-donald-maginnis-aiajoint,standard 575 | 781324-05-22-13-plus-concrete-inc-lower-9th-ward,amendment 576 | 1031538-brodart-co-contract-with-city-of-new-orleans,amendment 577 | 779551-05-15-13-tulane-educational-fund-hiv-treatment,amendment 578 | 775348-11-26-12-jfa-associates-criminal-justice-policy,amendment 579 | 1210296-billes-architecture-llc-contract-with-city-of,amendment 580 | 1055734-waggoner-engineering-inc-contract-with-city-of,standard 581 | 774411-11-27-12-kutack-rock-llp-naval-support-activity,other 582 | 1659868-volkert-inc-stpdpw-project-no-h-009938-magnolia,standard 583 | 1020487-louisiana-housing-program-llc-contract-with-city,standard 584 | 1153831-concerned-citizens-for-a-better-algiers-inc,grant 585 | 205071-2-4-09-wink-companies-civil-court-amendment,amendment 586 | 1521448-hahn-enterprises-inc-cea-between-the-city-nordc,cea 587 | 205027-3-19-09-perez-inc-bartholomew-golf-course,amendment 588 | 779312-04-02-13-us-dept-of-agriculture-airport,other 589 | 1159084-new-orleans-area-habitat-for-humanity-contract,lease 590 | 166421-5-18-09-albert-s-pappalardo,standard 591 | 165201-1-1-10-new-orleans-mission-inc-homeless-shelter,grant 592 | 781763-07-31-13-kenall-inc-ap-sanchez-community-center,standard 593 | 1384056-crescent-commercial-construction-llc-milne,standard 594 | 1210545-design-engineering-inc-contract-with-city-of-new,standard 595 | 1374671-metro-amendment-1-to-cea-consent-decree-biennial,amendment 596 | 204901-6-5-08-revenue-recovery-group,standard 597 | 1252694-jb-james-construction-llc-contract-with-city-of,lease 598 | 1301211-c-tech-traning-for-reentry,standard 599 | 1153703-offices-of-darrell-brown-contract-with-city-of,amendment 600 | 1155028-state-of-louisiana-contract-with-city-of-new,other 601 | 1659840-all-south-consulting-engineers-2012-fema-12efm-1,amendment 602 | 779269-02-27-13-no-baptist-theological-seminary-office,lease 603 | 1155698-ldoe-recovery-school-district-contract-with-city,cea 604 | 1154184-w-j-bloecher-co-inc-contract-with-city-of-new,standard 605 | 1659783-phelps-dunbar-llp-amendment-no-2-money-only-to,amendment 606 | 1155336-orleans-public-defenders-contract-with-city-of,cea 607 | 326246-07-01-11-goodwill-industries-of-southeastern,amendment 608 | 1158994-rene-breaux-contract-with-city-of-new-orleans,lost 609 | 1158994-rene-breaux-contract-with-city-of-new-orleans,grant 610 | 1521443-northeast-midwest-institute-miss-river-cities,cea 611 | 781696-06-20-13-linfield-hunter-and-junius-fema-little,amendment 612 | 162947-8-29-10-lsu-hospital-constructions,cea 613 | 781701-07-15-13-parish-hospital-service-district-no,cea 614 | 1154084-st-tammany-parish-sheriffs-office-contract-with,cea 615 | 1211245-stuart-consulting-group-inc-contract-with-city,amendment 616 | 205241-10-31-09-all-south-consulting-engineers,standard 617 | 1155539-southern-strategy-group-of-louisiana-contract,standard 618 | 1154494-linfield-hunter-amp-junius-inc-contract-with,amendment 619 | 204895-7-1-08-albert-architecture-and-urban-design-nofd,standard 620 | 779318-04-17-13-al-trans-services-heavy-duty-equipment,standard 621 | 1153636-orleans-parish-sheriffs-office-contract-with,cea 622 | 1150672-mdl-enterprises-llc-contract-with-city-of-new,standard 623 | 1210285-nola-aviation-llc-contract-with-city-of-new,amendment 624 | 166446-5-21-09-jahncke-and-burns-architects-llc-touro,standard 625 | 1154680-henry-consulting-contract-with-city-of-new,standard 626 | 1159037-science-applications-international-corporation,amendment 627 | 205303-1-1-08-harry-tervalon-legal-services,amendment 628 | 1676945-priority-health-care-inc-priority-health-1st,amendment 629 | 1158955-schindler-elevator-corporation-contract-with,standard 630 | 1153968-sewerage-amp-water-board-of-new-orleans-contract,cea 631 | 1160479-communities-in-schools-of-new-orleans-inc,grant 632 | 1155875-begue-amp-associates-inc-contract-with-city-of,standard 633 | 205119-2-1-11-providence-community-housing-home,standard 634 | 1153656-excelth-inc-contract-with-city-of-new-orleans,cea 635 | 166774-10-14-09-perez-apc-library-programming-services,standard 636 | 1154022-r-w-krebs-llc-contract-with-city-of-new-orleans,standard 637 | 781380-07-02-13-little-computer-solutions-airport,standard 638 | 741441-07-01-12-guidry-and-associates-contract-extension,amendment 639 | 1155662-hamilton-anderson-associates-contract-with-city,amendment 640 | 1031274-crescent-commercial-construction-llc-contract,standard 641 | 1660011-ian-taylor-grant-of-servitude-by-cno-to-ian-taylor,lease 642 | 1155310-royal-engineers-amp-consultants-llc-contract,amendment 643 | 741117-09-05-12-phelps-dunbar-legal-services,standard 644 | 84085-08-01-09-nopd-psych-services-devezin,amendment 645 | 326267-09-01-11-southeast-louisiana-area-health,amendment 646 | 166305-5-11-10-bp-payment-for-damages-to-orleans-parish,standard 647 | 1156370-ramelli-janitorial-service-inc-contract-with,amendment 648 | 150162-7-1-09-verges-rome-architects-apac-mcdonough,standard 649 | 326276-11-20-11-mardi-gras-hospitality-llc-mardi-gras,amendment 650 | 1031273-j-a-watts-inc-contract-with-city-of-new-orleans,standard 651 | 1158604-the-steeg-law-firm-llc-contract-with-city-of-new,standard 652 | 1155316-kaboom-contract-with-city-of-new-orleans,other 653 | 1154187-swati-j-shah-md-contract-with-city-of-new,standard 654 | 1660021-greater-new-orleans-youth-orchestra-gno-youth,cea 655 | 326242-06-01-11-swati-j-shah-healthy-start-new-orleans,standard 656 | 1155407-phoenix-global-engineering-and-construction-inc,amendment 657 | 1154500-materials-management-group-inc-contract-with,amendment 658 | 779583-01-01-13-progressive-solutions-herbicide-spraying,standard 659 | 1154729-hammerman-amp-gainer-inc-contract-with-city-of,standard 660 | 1159052-new-orleans-ballet-association-contract-with,grant 661 | 166546-5-24-10-murphy-appraisal-services-legal-services,standard 662 | 1502947-louisiana-health-care-quality-forum-la-health,other 663 | 1157310-concordia-llc-contract-with-city-of-new-orleans,standard 664 | 1392384-new-orleans-family-justice-alliance-an-amendment,amendment 665 | 165885-4-1-10-st-bernard-project-home-buyer-help,standard 666 | 1201862-new-orleans-convention-company-inc-contract-with,standard 667 | 1153937-smart-inc-contract-with-city-of-new-orleans-this,amendment 668 | 1200709-concentra-medical-centers-contract-with-city-of,standard 669 | 1153982-j-l-harper-consultant-contract-with-city-of-new,standard 670 | 1155690-great-expectations-foundation-inc-contract-with,amendment 671 | 1155374-daniel-v-cazenave-llc-contract-with-city-of-new,standard 672 | 1153858-truax-robles-baldwin-appraisers-llc-contract,standard 673 | 1153513-dryades-ymca-contract-with-city-of-new-orleans,standard 674 | 1154561-law-office-of-karen-r-longon-contract-with-city,standard 675 | 205193-12-1-08-ledbetter-fullerton-architects-nopd-2nd,amendment 676 | 165230-1-1-10-operation-reach-childcare-services,grant 677 | 1153823-responsibility-house-contract-with-city-of-new,other 678 | 779236-02-18-13-la-tax-free-shopping-commission,lease 679 | 1660016-shay-holdings-llc-grant-of-servitude-by-cno-to,lease 680 | 1157550-m-amp-s-collaborative-contract-with-city-of-new,amendment 681 | 779571-04-25-13-lofton-corporation-temporary-personnel,amendment 682 | 166791-10-18-10-redmellon-llc-tax-adjucation-property-3,lease 683 | 1153436-duplain-w-rhodes-funeral-home-contract-with-city,lease 684 | 328075-01-25-12-imre-hegedus-and-associated-architects,amendment 685 | 162900-8-13-10-office-of-public-health-infant-mortality,other 686 | 1252811-argote-derbes-graham-shuffield-amp-tatje-of-n-o,amendment 687 | 779489-04-01-13-nola-business-alliance-econ-development,cea 688 | 1154217-hope-enterprise-corporation-contract-with-city,cea 689 | 323813-06-09-11-trapolin-peer-architects-redesign,amendment 690 | 1154435-airgas-gulf-coast-contract-with-city-of-new,amendment 691 | 1160481-associated-reporters-inc-contract-with-city-of,amendment 692 | 1153452-travelers-aid-society-of-greater-new-orleans,grant 693 | 1157526-auzenne-amp-associates-llc-contract-with-city-of,standard 694 | 167127-12-8-10-battco-construnction-amp-maintenance-inc,standard 695 | 1211217-scott-construction-equipment-contract-with-city,amendment 696 | 1146776-caraway-leblanc-l-l-c-contract-with-city-of-new,amendment 697 | 166017-4-21-09-anne-m-nelsen,standard 698 | 741113-11-07-12-atkins-north-america-west-end,standard 699 | 1160459-comtech-communications-contract-with-city-of-new,standard 700 | 741468-09-19-12-barriere-construction-co-airport-access,standard 701 | 1155497-jay-a-ginsberg-contract-with-city-of-new-orleans,amendment 702 | 1154452-advocates-for-innovative-schools-inc-contract,cea 703 | 1158775-rose-m-robinson-contract-with-city-of-new,grant 704 | 166861-10-25-10-bright-moments-llc-roadway-repair,standard 705 | 1659855-ean-holdings-llc-2014-vehicle-rental-agreement,standard 706 | 326392-07-01-11-jeffrey-guidry-phd-evaluation-service,standard 707 | 1153478-financial-planning-center-contract-with-city-of,lease 708 | 779400-04-09-13-harmony-neighborhood-development-home,cea 709 | 1284266-city-of-new-orleans-contract-with-city-of-new,other 710 | 1210588-luther-speight-amp-company-cpas-amp-consultants,standard 711 | 326355-01-30-12-delgado-community-college-facility-use,lease 712 | 776405-01-23-13-trapolin-peer-architects-nofd-engine-31,amendment 713 | 1153938-greater-new-orleans-inc-contract-with-city-of,cea 714 | 1153522-imre-hegedus-amp-associated-architects-contract,amendment 715 | 1155657-begue-amp-associates-inc-contract-with-city-of,standard 716 | 167096-12-1-10-new-orleans-mission-inc-emergency-shelters,grant 717 | 1355025-city-of-new-orleans-soap-satisfaction-and,other 718 | 779309-02-22-13-richard-lambert-consultants-fema,amendment 719 | 165484-2-2-09-ciber-inc-amendment,amendment 720 | 1659851-auzenne-amp-associates-llc-auzenne-amp,amendment 721 | 204869-7-8-08-linfield-hunter-amp-junius-inc-gert-town,standard 722 | 1146778-capitelli-amp-wicker-contract-with-city-of-new,amendment 723 | 204906-6-24-08-perez-apc-brechtel-park-and-golf-course,unknown 724 | 1156408-hms-architects-apc-contract-with-city-of-new,standard 725 | 1159122-crescent-commercial-construction-llc-contract,standard 726 | 1156408-hms-architects-apc-contract-with-city-of-new,standard 727 | 774626-11-20-12-durr-heavy-construction-llc-harrison,standard 728 | 1153465-the-mckenna-firm-llc-contract-with-city-of-new,standard 729 | 1153465-the-mckenna-firm-llc-contract-with-city-of-new,standard 730 | 1156361-in-contract-with-city-of-new-orleans-carrollton,standard 731 | 326231-07-12-11-hard-rock-construction-llc-holiday,standard 732 | 1159513-da-vinci-builders-contract-with-city-of-new,standard 733 | 1153388-crescent-commercial-construction-llc-contract,standard 734 | 1153744-fleming-construction-co-llc-contract-with-city,standard 735 | 326218-06-07-11-eagle-golf-and-athletics-inc,standard 736 | 204975-4-21-08-richard-j-richthofen-jr-legal-services,standard 737 | 1153458-duplantier-hrapmann-hogan-amp-maher-llp-contract,standard 738 | 1237321-lw258808,lost 739 | 1198275-ramelli-janitorial-service-inc-contract-with,lost 740 | 1198245-mathes-brierre-architects-contract-with-city-of,lost 741 | 1198220-three-fold-consultants-llc-contract-with-city-of,lost 742 | 1154667-fhp-techtonics-contract-with-city-of-new-orleans,standard 743 | 1160366-southern-tire-mart-llc-contract-with-city-of-new,standard 744 | 323797-05-11-11-w-j-bloecher-co-llc-harris-playground,standard 745 | 205004-4-1-07-sigma-consulting-corp-amendment,amendment 746 | 1155586-mardi-gras-hospitality-llc-contract-with-city-of,amendment 747 | 1154577-dewberry-amp-davis-llc-contract-with-city-of-new,standard 748 | 1392457-hard-rock-construction-hard-rock-amend-4,amendment 749 | 204875-7-29-08-boh-bros-construction-law-street,standard 750 | 1360012-lenny-thorell-lenny-thorell-shelter-plus-care,standard 751 | 1153734-kenall-inc-contract-with-city-of-new-orleans,amendment 752 | 741186-10-17-12-unity-of-greater-new-orleans-homeless,amendment 753 | 1021234-integrated-logistical-support-inc-contract-with,amendment 754 | 1154360-melvin-n-cade-attorney-at-law-contract-with-city,amendment 755 | 1155498-three-fold-consultants-llc-contract-with-city-of,amendment 756 | 1159090-gulf-south-technology-solutions-llc-contract,standard 757 | 204882-7-17-08-lee-ledbetter-and-associates-st-roch,amendment 758 | 1153464-task-force-llc-contract-with-city-of-new-orleans,amendment 759 | 204844-8-5-08-atlas-advertising-website-design,standard 760 | 1023212-wdg-llc-contract-with-city-of-new-orleans,amendment 761 | -------------------------------------------------------------------------------- /parser/familyclassifier/main.sh: -------------------------------------------------------------------------------- 1 | #copy(select * from family_log where is_true=True) To '/tmp/test.csv' With CSV; get the data out of postgres 2 | if [ -f "test.csv" ] 3 | then 4 | echo "Already have test data from the server" 5 | else 6 | scp abe@projects.thelensnola.org:/tmp/test.csv . 7 | fi 8 | 9 | csvcut -c 2,5 test.csv > labels.csv 10 | 11 | #COPY (select * from amount_string_log where is_true=True or is_true=False) TO '/tmp/amounts.csv' DELIMITER ',' CSV; 12 | #COPY (select * from amount_string_log where is_true is NULL) TO '/tmp/amounts_unknown.csv' DELIMITER ',' CSV; 13 | scp abe@projects.thelensnola.org:/tmp/amounts.csv . 14 | scp abe@projects.thelensnola.org:/tmp/amounts_unknown.csv . 15 | csvcut -c 2,3,4 amounts.csv > amounts.tmp 16 | csvcut -c 2,3 amounts_unknown.csv > amounts_unknown.tmp 17 | mv amounts_unknown.tmp amounts_unknown.csv 18 | mv amounts.tmp amounts.csv -------------------------------------------------------------------------------- /parser/find_data_to_parse.py: -------------------------------------------------------------------------------- 1 | import glob 2 | import csv 3 | import re 4 | import glob 5 | import nltk 6 | import string 7 | from nltk.corpus import words 8 | from contracts_ml.settings import Settings 9 | from random import shuffle 10 | 11 | s = Settings() 12 | 13 | glob_files = glob.glob(s.corpus_location + "/*_text.txt") 14 | shuffle(glob_files) #shuffle glob files to get random training data 15 | 16 | pattern = ".{75}\$[0-9]+.{75}" 17 | 18 | output = [] 19 | 20 | 21 | def is_english(token): 22 | if token in words.words(): 23 | return True 24 | else: 25 | return False 26 | 27 | 28 | def add_line(hit, dcid): 29 | 30 | with open("data.csv", 'a') as f: 31 | writer = csv.writer(f) 32 | writer.writerow([hit, dcid]) 33 | 34 | 35 | for f in glob_files: 36 | lines = "".join([l.replace("\\n", "") for l in open(f)]).replace("\\n", "") 37 | for hit in re.findall(pattern, lines): 38 | hit = hit.replace("}", "").replace("{", "") 39 | tokens = nltk.word_tokenize(hit) 40 | english_tokens = [t for t in tokens if is_english(t)] 41 | if float(len(english_tokens))/float(len(tokens)) > .5: #if more than 50 % english... 42 | dcid = f.replace("_text.txt", "").replace(s.corpus_location, "").replace("/", "") 43 | add_line(hit, dcid) -------------------------------------------------------------------------------- /parser/main.sh: -------------------------------------------------------------------------------- 1 | #sudo python setup.py develop 2 | py find_data_to_parse.py 3 | csvcut -c 1 data.csv > trainer.csv 4 | parserator label trainer.csv training/labeled.xml contract_parser 5 | parserator train training/labeled.xml contract_parser -------------------------------------------------------------------------------- /parser/name_parser_test.py: -------------------------------------------------------------------------------- 1 | import contract_parser 2 | print contract_parser.parse('Therefore, the maximum sum payable under the terms of this agreement shall not exceed $182,000.00.') 3 | -------------------------------------------------------------------------------- /parser/number_words.txt: -------------------------------------------------------------------------------- 1 | eight 2 | eighteen 3 | eighty 4 | eleven 5 | fifteen 6 | fifty 7 | five 8 | forty 9 | four 10 | fourteen 11 | million 12 | nine 13 | nineteen 14 | AND 15 | ninety 16 | one 17 | one hundred 18 | seven 19 | seventeen 20 | seventy 21 | six 22 | sixteen 23 | sixty 24 | ten 25 | thirteen 26 | thirty 27 | thousand 28 | three 29 | twelve 30 | twenty 31 | two 32 | zero 33 | -------------------------------------------------------------------------------- /parser/parser-charlie-linker.py: -------------------------------------------------------------------------------- 1 | import csv 2 | import re 3 | import os 4 | 5 | from collections import Counter 6 | from utilities import filter_hits 7 | from utilities import get_page_with_phrase 8 | from sqlalchemy.ext.declarative import declarative_base 9 | from sqlalchemy import create_engine 10 | from charlie.models.charlie_classes import AmountString 11 | from charlie.settings import Settings 12 | from sqlalchemy.orm import sessionmaker 13 | 14 | 15 | '''setup database connection''' 16 | connection_string = Settings().connection_string 17 | engine = create_engine(connection_string) 18 | Session = sessionmaker(bind=engine) 19 | Session.configure(bind=engine) 20 | session = Session() 21 | 22 | 23 | data_file = "".join([p for p in open("parsed.json")]) 24 | 25 | hits = re.findall("{[^}]+}", data_file) 26 | 27 | hits = filter_hits(hits, 'agreement_amount') 28 | 29 | output = [] 30 | 31 | for h in hits: 32 | output.append((h['id'], h['original'], h['agreement_amount'])) 33 | 34 | ids = [o[0] for o in output] 35 | 36 | counter = Counter(ids) 37 | 38 | to_check_with_human = [] 39 | to_retrain = [] 40 | 41 | for c in counter.keys(): 42 | if int(counter[c]) == 1: 43 | to_check_with_human.append(c) 44 | if int(counter[c]) > 1: 45 | to_retrain.append(c) 46 | 47 | try: 48 | os.remove("charlie_queue.csv") 49 | except: 50 | pass 51 | 52 | for i in to_check_with_human: 53 | check_w_charlie = [o for o in output if o[0]==i] 54 | assert len(check_w_charlie) == 1 55 | check_w_charlie = check_w_charlie.pop() 56 | dcid = str(check_w_charlie[0]) 57 | context = str(check_w_charlie[1]) 58 | amt = str(check_w_charlie[2].pop()) 59 | page_in_dc = str(get_page_with_phrase(dcid, context)) 60 | with open('charlie_queue.csv', 'a') as f: 61 | print dcid 62 | writer = csv.writer(f) 63 | am = AmountString(dcid, context, amt, page_in_dc, 'agreement_amount') 64 | session.add(am) 65 | session.commit() -------------------------------------------------------------------------------- /parser/parser_reader.py: -------------------------------------------------------------------------------- 1 | import json 2 | import ast 3 | import re 4 | from colorama import Fore, Back, Style 5 | import csv 6 | import sys 7 | from utilities import filter_hits 8 | 9 | tag_to_check = sys.argv[1] 10 | 11 | 12 | def color_me_red(input_text, color_this): 13 | return input_text.replace(color_this, Fore.RED + color_this + Fore.RESET) 14 | 15 | def write_new(line): 16 | with open('corrected.csv', 'a') as csvfile: 17 | spamwriter = csv.writer(csvfile, delimiter=',', quotechar='"', quoting=csv.QUOTE_MINIMAL) 18 | spamwriter.writerow([line]) 19 | 20 | 21 | data_file = "".join([p for p in open("parsed.json")]) 22 | 23 | hits = re.findall("{[^}]+}", data_file) 24 | 25 | hits = filter_hits(hits, tag_to_check) 26 | 27 | counter = 0 28 | 29 | for h in hits: 30 | counter += 1 31 | print str(counter) + " of " + str(len(hits)) 32 | print "{} | {}".format(color_me_red(h[tag_to_check][0], h[tag_to_check][0]), color_me_red(h['original'].strip(), h[tag_to_check][0])) 33 | var = raw_input("Correct (c) or Not (n)?") 34 | if var == "n": 35 | write_new(h['original']) -------------------------------------------------------------------------------- /parser/setup.py: -------------------------------------------------------------------------------- 1 | try: 2 | from setuptools import setup 3 | except ImportError : 4 | raise ImportError("setuptools module required, please go to https://pypi.python.org/pypi/setuptools and follow the instructions for installing setuptools") 5 | 6 | setup( 7 | version='0.1', 8 | url='', 9 | description='', 10 | name='contract_parser', 11 | packages=['contract_parser'], 12 | license='The MIT License: http://www.opensource.org/licenses/mit-license.php', 13 | install_requires=['python-crfsuite>=0.7', 14 | 'lxml'], 15 | classifiers=[ 16 | 'Development Status :: 3 - Alpha', 17 | 'Intended Audience :: Developers', 18 | 'Intended Audience :: Science/Research', 19 | 'License :: OSI Approved :: MIT License', 20 | 'Natural Language :: English', 21 | 'Operating System :: MacOS :: MacOS X', 22 | 'Operating System :: Microsoft :: Windows', 23 | 'Operating System :: POSIX', 24 | 'Programming Language :: Python :: 2.7', 25 | 'Programming Language :: Python :: 2 :: Only', 26 | 'Topic :: Software Development :: Libraries :: Python Modules', 27 | 'Topic :: Scientific/Engineering', 28 | 'Topic :: Scientific/Engineering :: Information Analysis'] 29 | ) 30 | -------------------------------------------------------------------------------- /parser/shorty.sh: -------------------------------------------------------------------------------- 1 | cat data.csv | parallel --pipe -L 1000 -N1 python amount_guesser_pipe.py 2 | -------------------------------------------------------------------------------- /parser/tests/test_features.py: -------------------------------------------------------------------------------- 1 | from contract_parser import tokenize 2 | from contract_parser import can_convert_to_float 3 | from contract_parser import get_number_words 4 | from contract_parser import has_dollar_sign 5 | from contract_parser import is_currency 6 | 7 | import unittest 8 | 9 | 10 | 11 | class TestTokenizing(unittest.TestCase) : 12 | 13 | 14 | 15 | def test_can_convert_to_float(self): 16 | assert can_convert_to_float("$23403") 17 | 18 | def test_can_not_convert_to_float(self): 19 | assert not can_convert_to_float("$2a403") 20 | 21 | def test_has_dollar_sign(self): 22 | assert has_dollar_sign("$182,000.00") 23 | 24 | def test_is_currency(self): 25 | assert is_currency("$182,000.00") 26 | 27 | def test_is_not_currency(self): 28 | assert is_currency("$1s82,00asdf0.00") 29 | 30 | 31 | if __name__ == '__main__' : 32 | unittest.main() 33 | -------------------------------------------------------------------------------- /parser/train_output.csv: -------------------------------------------------------------------------------- 1 | " be initiated.Budget: The City will provide the Sub-Recipient a maximum of $1,083,100.00 of D-CDBGfunds which may only be spent in accordance with the b" 2 | " be initiated.Budget: The City will provide the Sub~Recipient a maximum of $639,173.22 of fundswhich may only be spent in accordance with the budget (see " 3 | "014.2. The rnaximum sum payable under the herein extended contract term is $6,000.00.U.)Audit and Other Oversight: It is agreed that the Contractor will" 4 | " photographic report -Written report of findings o Estimated fee for task: $177,219.00 Hazard ,Bathometric and landside Surveying o Estimated fee for task" 5 | "itlg -Produce Final Deliverable, Plans and Specs o Estimated fee for task: $385,468.00 The underwater structural inspection is necessary for the completio" 6 | "the inspection of the support pilings at the Yacht Harbor Marina will cost $95,200.00. This cost includes a three (3) man dive team, dive package with un" 7 | ", our estimated budget for a Hazard, Bathymetric and Landside Surveying is $100,000.00. The task for this work should include the following: ./ Establish " 8 | "erty damage, hodin injury and personal 8:advertising injury with limits of $1,000,000 per occurrence, with a general aggregate iirnit of$2,000,000.2. Wo" 9 | "lopment, and deployment. The total cost for these services shall not exceed$14,500. Proposal submiss'on instructions for this project are outlined below." 10 | "costs associated withproviding the requested services and shall not exceed $14,500.2.3 Award and ExecutionThe reserves the right to enter into a contract" 11 | "ence of engaged citizens The total cost for these services shaltnot exceed $14,500.$veral major aspects of the website design have been developed by 016 " 12 | "law and comprehensive general liability insurance in amounts not less than $1,000,000 peroccurrence and cause City to be named as an additional insured " 13 | "ontractor for proposed_ commitments forexpenses with a comparable value of $2,500,000.00 as allocated in the budget; to include suchdocuments as financi" 14 | "uppoo: actualexpenditures related to the implementation of the Campaign of $5,000,000, for the entireCampaig.Payment for .serviee:s is contingent upon t" 15 | "s, attached hereto as Exhibit A. NOBC will pay the Contractor a ?at fee of $24,000, inclusive of reimbursements for costs.1. TERM: The term of this Agree" 16 | " The aggregate amount of all services under this agreement shall not exceed$4,911,500.3. The termination date of the Agreement shall be extended to Nove" 17 | -------------------------------------------------------------------------------- /parser/trainer.csv: -------------------------------------------------------------------------------- 1 | "General Liability insurance will be purchased and maintained with limits of$1,000,000 per occurrence and $2,000,000 in the aggregate. The insurance shal" 2 | "000,000 total construction value: $5,000,000 per project aggregate;5. Over $25,000,000 total construction value: per project aggregate limits to be estab" 3 | ilar circumstances.-10- K. Designer shall be liable for a delay penalty of $500 per calendar day for late submissions and/ormissed milestones in the Const 4 | l Opinion of Probable Cost.Designer shall be liable for a delay penalty of $500.00 per calendar day for late submissions ofthe deliverables listed above a 5 | "will pay the Contractor for professional legal services at a fixed rate of $75.00per hour, per attorney, inclusive of all costs, fees, expenses and overh" 6 | "s of 1110 of an hour. The maximum amount to be paid under this contract is $20,000.00. No amount of work is guaranteed under this agreement; payments wil" 7 | "grees to compensate the Contractor in the amount not to exceed amaximum of $375,000.00 (Three hundred seventy ?ve thousand dollars and nocents) for servic" 8 | "evant federal guidelinesfor any and all contract expenditures in excess of $500,000.00. Two copies of the said Iaudit are to be forwarded to the Mayor?s O" 9 | "ry herein, the maximimumcompensation payable under this agreement shall be $15,000.00 The term of this Agreement is from the Effective Date through October" 10 | act providers at the cumulative rate ofthree hundred seventy?five dollars ($375) per day and any and all stipulated damages received by- Lessee from a con 11 | " insurance guaranteeing the timely payment of principaland interest on the $45,940,000 Louisiana Local Government Environmental Facilitiesand Community D" 12 | "sreports.i. Daylight Overdraft Protection. The bank must provide a minimum $1,000,000 DaylightOverdraft Line of Credit subject to credit review by the b" 13 | language inserted in its entirety.The City shall compensate the Contractor $60.00 per hour for professional servicesfor audits performed in Louisiana and 14 | "n of the necessary funds. Themaximum amount payable under this contract is $75,000.00.Both parties to this amendment, Assured Compliance, Inc., and the C" 15 | "this agreement.9 oF 14\f1 2 34All other organizations who expend less than $500,000 in federal funds may be selected to have an audit performed on those f" 16 | "ding Occupational Disease, subject to a limit of liability of notless than $100,000.00.Comprehensive General Liability Insurance, with limits of liability" 17 | "urrence. The limits of liability for property damage shall not be less than$500,000.00 each occurrence and not less than $500,000.00 aggregate. Such insur" 18 | "le limits of liability injury and/or death andfor property damage shall be $500,000.00.B. Each insurance policy maintained by the Consultant, or performed" 19 | "rtakings, and recognizances in an amountnot to exceed Ten Million Dollars ($10,000,000) for any single obligation, and specifically for the following des" 20 | "ion: The Agreement is amended to increase the compensation in the amountof $260,000.00 (two hundred sixty thousand dollars and no cents). The maximumaggre" 21 | "age, bodily injury and personal advertising injury withlimits no less than $1,000,000 per occurrence. If a general aggregate limit applies, either thege" 22 | "stodyand control of the contractor. Coverage limits shall not be less than $500,000.Other Insurance ProvisionsThe insurance policies are to contain, or be" 23 | "y agrees to pay the Contractor the maximum amount of Thirty-five Thousand ($35,000) Dollars for services provided in conjunction with this agreement. A p" 24 | "20 219 of 14\f1 23SECTION VIII - AUDIT COMPLIANCEOrganizations that expend $500,000 or more of federal funds in the organization's fiscal year are require" 25 | "le portion of the audit cost. All other organizations who expend less than $500,000 in federal funds, may be selected to have an audit perfonned on those " 26 | "r reproduction reimbursement.The Designer is liable for a delay penalty of $500 per calendar day for late submissions,deductible by the City without furth" 27 | "anding, the maximum fee payable under thisAgreement for Basic Services is: $479,147.00; unless altered by a written executedamendment to this Agreement.Th" 28 | y as determined maybe imposed by the Chief Administrative Officer of up to $500.00 per day.Extensions It is understood and acknowledged by all parties to 29 | "General Liability insurance will be purchased and maintained with limits of$1,000,000 per occurrence and $2,000,000 in the aggregate. The insurance shal" 30 | "lCompletion or the acceptance of the project, whichever is later.(1) Under $1,000,000 total construction value: $500,000 per claim and annual aggregate;" 31 | "uested by the City.2.FEES: The maximum sum payable under this Agreement is $15,000. As a prerequisite topayment, Contractor shall submit invoices detaili" 32 | "ensation payable under this agreement up to a maximum amount not to exceed $564,541.00 (Five hundred sixty-four thousand, five hundred forty-one dollars a" 33 | " June 30, 2012.2. The maximum compensation payable under this amendment is $3,237,842.00 andincludes die following line items; a. $1,000,000.00 of Disas" 34 | " a new Police Stables and Canine facilityat a revised construction cost of $4,898,025.00 with the associatedfee calculated using the Louisiana Fee Calcu" 35 | "mined and agreed upon by theparties to this Agreement at a later date.TOTAL$549,949.00B. The term of the Original Agreement is hereby extended for one yea" 36 | " described in AttachmentA.2. FEES: The sum payable under this Agreement is $55,416.00..3. TERM: The term of this Agreement is from the execution date sta" 37 | "pensation. The maximum aggregate sum payable pursuant to this Arnendment is$6,000.00.3. Audit and Other Oversight. It is agreed that the Contractor will" 38 | "n established units of service in the39 amount riot to exceed a maximum of $165,685.00 (one hundred sixty ?ve thousand, six40 hundred, eighty five dollars" 39 | " on an ?occurrence? basis;with a minimal acceptable limit of not less than $1,000,000 per occurrence; $3,000,000 aggregateand shall inelude products com" 40 | "eted operations coverage with a minimal acceptable limit of notless than a $3,000,000 aggregate and Personal Injury with a minimal acceptable limit of n" 41 | "of this agreement.14SECTION IX - AUDIT COMPLIANCEOrganizations that expend $500,000 or more of federal funds in the organization?s fiscal yearare required" 42 | "ibleportion of the audit cost.All other organizations who expend less than $500,000 in federal funds my be selected tohave an audit performed on those fun" 43 | "ELECT ONE -!!Js been through the competitive selection process _t.-/i_ f.or$15,OOO or less and therefore exempt iss f has been declared an emergency by t" 44 | " needed. 2. FEES: The City will pay the Contractor an amount not to exceed $15,000.00 to perform the contracted services and in accordance with the follo" 45 | "ontrolStatements which are marked as Attachment II-C 11-3 in the amount of $632,000. Themaximum aggregate compensation payable under the Agreement is incr" 46 | "ing Parents First Page 8 of 9ATTACHMENT Putting Parents First will use the $10,000 Wisner Grant funds to reduce the incarceration rate bycreating opportu" 47 | "ents from LDOTD and and changesrequested by the City for a lump sum fee of $154,752.00, (2) increase the fee forextending the limits of work of Segment I " 48 | "dsz andWHEREAS, it has been determined that a fee increase in the amount of$48,221.00 is justified as compensation for additional services rendered to as" 49 | " .a_gre..e to _a__cc_.ep_t asfull compensation for saidservices the sum of $48,221 .00Both parties to this Amendment hereby reaffirm the validity of all " 50 | "3.3233II.To amend Section II, Compensation, increase the amount payable by $166,750.0034(One hundred sixty six thousand, seven hundred fifty dollars and n" 51 | "hundred twenty dollars and no cents) up to36a maximum amount not to exceed $240,170.00 (Two hundred forty thousand, one37hundred seventy dollars and no ce" 52 | "r reproduction reimbursement.The Designer is liable for a delay penalty of $500 per calendar day for late submissions,deductible by the City without furth" 53 | ty as determined maybe imposed by the Chief Administrative Of?cer of up to $500.00 per day.Extensions It is understood and acknowledged by all parties to 54 | "General Liability insurance will be purchased and maintained with limits of$1,000,000 per occurrence and $2,000,000 in the aggregate. The insurance shal" 55 | "lCompletion or the acceptance of the project, whichever is later.(1) Under $1,000,000 total construction value: $500,000 per claim and annual aggregate;" 56 | "d that require Designer?sservices has a preliminary construction budget of $550,000.00; andWHEREAS, full or partial funding for these service is to be pro" 57 | "r reproduction reimbursement.The Designer is liable for a delay penalty of $300 per calendar day for late submissions,deductible by the City without furth" 58 | y as determined maybe imposed by the Chief Administrative Officer of up to $300.00 per day.Extensions: It is understood and acknowledged by all parties to 59 | "General Liability insurance will be purchased and maintained with limits of$1,000,000 per occurrence and $2,000,000 in the aggregate. The insurance shal" 60 | "lCompletion or the acceptance of the project, whichever is later.(1) Under $1,000,000 total construction value: $500,000 per claim and annual aggregate;" 61 | "N OF ONSEGREGATED FACILITIES(applicable to contracts and subcontracts over $10,000)By the submission of this bid, the bidder, offeror, applicant or subco" 62 | "n from proposed subcontractors prior to the awardof subcontracts exceeding $10,000 which are not exempt from the provisions of the equalopportunity claus" 63 | "ude the provisions of this clause in every subcontract orpurchase order of $10,000 or more unless exempted by rules, regulations, or orders ofthe Secreta" 64 | "nd (is) comprehensive general liability insurance in amounts not less than $1,000,000 per occurrenceand (0) cause City to be named as an additional insu" 65 | "hall not at any time exceed the maximum compensation, in the aggregate, of $114,000.00. Further, all compensation owed Contractor pursuant to this Agreeme" 66 | "hall not at any time exceed the maximum compensation, in the aggregate, of $114,000.00. Further, all compensation owed Contractor pursuant to this Agreeme" 67 | " reproduction reimbursement. The Designer is liable for a delay penalty of $500 per calendar day for late submissions, deductible by the City without furt" 68 | "ding, the maximum fee payable under this Agreement for Basic Services is: ($799,933.86);? unless altered by a written executed amendment to this Agreement" 69 | as determined may be imposed by the Chief Administrative Officer of up to $500.00 per day. Extensions It is understood and acknowledged by all parties to 70 | "eneral Liability insurance will be purchased and maintained with limits of $1,000,000 per occurrence and $2,000,000 in the aggregate. The insurance shal" 71 | "l Completion or the acceptance of the project, whichever is later.(1)Under $1,000,000 total construction value: $500,000 per claim and annual aggregate;" 72 | "dance with such plans, such work to be completed at a cost of notless than $5,000,000.00 not later than the first day of January, 2013.All work performe" 73 | "tment, the cost thereofshall be excluded from. the calculation of the said $5,000,000.00 minimumexpenditure for leasehold improvements referred to above" 74 | "008to read:The City of New Orleans agrees to pay Contractor at the rate of $85 per hour, minimumpayment due per appearance is $85 for services performed." 75 | -------------------------------------------------------------------------------- /parser/utilities.py: -------------------------------------------------------------------------------- 1 | import ast 2 | 3 | from documentcloud import DocumentCloud 4 | client = DocumentCloud() 5 | 6 | 7 | def get_page_with_phrase(doc_cloud_id, phrase): 8 | doc = client.documents.get(doc_cloud_id) 9 | for p in range(1,doc.pages + 1): 10 | text = doc.get_page_text(p) 11 | if phrase in doc.get_page_text(p): 12 | return p 13 | return 1 14 | 15 | 16 | def filter_hits(hits, filter_term): 17 | hits = [ast.literal_eval(h) for h in hits] 18 | hits = [h for h in hits if filter_term in h.keys()] 19 | return hits -------------------------------------------------------------------------------- /settings.py: -------------------------------------------------------------------------------- 1 | import ConfigParser 2 | 3 | class Settings(): 4 | 5 | 6 | def __init__(self): 7 | self.CONFIG_LOCATION = "/configs/contracts_ml.cfg" 8 | self.corpus_location = self.get_from_config('corpus_location') 9 | self.connection_string_contracts = self.get_from_config('connection_string_contracts') 10 | self.lens_dir = self.get_from_config('lens_dir') 11 | 12 | 13 | def get_from_config(self, field): 14 | config = ConfigParser.RawConfigParser() 15 | config.read(self.CONFIG_LOCATION) 16 | return config.get('Section1', field) -------------------------------------------------------------------------------- /test.csv: -------------------------------------------------------------------------------- 1 | 6319,1154013-wink-companies-llc-contract-with-city-of-new,2,unknown,amendment,f,t,2015-03-03,2015-03-03 2 | 11968,1679850-ruello-appraisal-services-inc-2nd-amendment,2,,amendment,f,t,2015-03-04,2015-03-04 3 | 11969,1679849-aviat-us-inc-aviat-amendment,2,,amendment,f,t,2015-03-04,2015-03-04 4 | 11970,1679848-urban-impact-ministries-cea-between-the-city,8,,cea,f,t,2015-03-04,2015-03-04 5 | 11971,1049596-taser-international-contract-with-city-of-new,3,,standard,f,t,2015-03-04,2015-03-04 6 | 11973,1679845-civic-industries-llc-blight-status-platform,3,,standard,f,t,2015-03-04,2015-03-04 7 | 11974,1679844-fire-apparatus-specialist-inc-fire-apparatus,2,,amendment,f,t,2015-03-04,2015-03-04 8 | 11975,1679843-in-2nd-amendment-interspace-clearchannel,2,,amendment,f,t,2015-03-04,2015-03-04 9 | 11976,1679842-brodart-co-popular-book-subscription,2,,amendment,f,t,2015-03-04,2015-03-04 10 | 11978,1155828-nondc-contract-with-city-of-new-orleans-agency,3,,standard,f,t,2015-03-04,2015-03-04 11 | 11979,779521-06-07-13-airgas-usa-medical-oxygen-and-supplies,2,,amendment,f,t,2015-03-04,2015-03-04 12 | 11980,1679838-bike-easy-bike-easy-wisner-cea,8,,cea,f,t,2015-03-04,2015-03-04 13 | 11982,1679836-orleans-parish-sheriffs-office-interagency,8,,cea,f,t,2015-03-04,2015-03-04 14 | 11983,1679835-urban-systems-inc-urban-systems-general-meyer,3,,standard,f,t,2015-03-04,2015-03-04 15 | 11984,1679834-scnz-architects-llc-bodenger-playground-scnz,3,,standard,f,t,2015-03-04,2015-03-04 16 | 11985,1679833-jose-juan-bautista-panelist-amendment-bautista,2,,amendment,f,t,2015-03-04,2015-03-04 17 | 11987,1679831-falcon-security-company-2014-contract-between,3,,standard,f,t,2015-03-04,2015-03-04 18 | 11988,1679830-roubion-roads-amp-streets-llc-2012-fema-9b-1,3,,standard,f,t,2015-03-05,2015-03-05 19 | 11989,1679829-roubion-roads-amp-streets-llc-dpw-2010-02c,3,,standard,f,t,2015-03-05,2015-03-05 20 | 11990,1679828-naccho-naccho-grant-agreement-in-the-amount-of,3,,standard,f,t,2015-03-05,2015-03-05 21 | 11992,1679826-daniel-v-cazenave-llc-cazenave-nopddoj-liaison,2,,amendment,f,t,2015-03-05,2015-03-05 22 | 11993,1679824-audubon-nature-institute-coastal-event-agreement,2,,amendment,f,t,2015-03-05,2015-03-05 23 | 11994,1679823-phoenix-global-engineering-and-construction-inc,2,,amendment,f,t,2015-03-05,2015-03-05 24 | 11995,1679822-linfield-hunter-amp-junius-inc-2-12-fema-12d-1,2,,amendment,f,t,2015-03-05,2015-03-05 25 | 11997,1679820-richard-c-lambert-consultants-llc-2012-cdbg-a01,2,,amendment,f,t,2015-03-05,2015-03-05 26 | 11998,1679819-ims-engineers-2012-fema-9a-3-amend-2-ims-lower,2,,amendment,f,t,2015-03-05,2015-03-05 27 | 11999,1679818-hatch-mott-macdonald-llc-hatch-mott-amend-3-2012,2,,amendment,f,t,2015-03-05,2015-03-05 28 | 12000,1679817-hatch-mott-macdonald-llc-hatch-mott-amend-3-2012,2,,amendment,f,t,2015-03-05,2015-03-05 29 | 12001,1679816-schindler-elevator-corporation-first-amendment,2,,amendment,f,t,2015-03-05,2015-03-05 30 | 12003,1679813-as-amp-aces-2014-fall-cea-between-the-city-nordc,8,,cea,f,t,2015-03-05,2015-03-05 31 | 12004,1679812-preservation-resource-centerrebuilding-together,3,,standard,f,t,2015-03-05,2015-03-05 32 | 12005,1679811-bayou-state-security-services-inc-armed-guard,2,,amendment,f,t,2015-03-05,2015-03-05 33 | 12006,1679810-department-of-transportation-amp-development,6,,unknown,f,t,2015-03-05,2015-03-05 34 | 12008,1679808-integrated-airline-services-2nd-renewal,6,,unknown,f,t,2015-03-05,2015-03-05 35 | 12009,1679807-providence-community-housing-contract-amendment,2,,amendment,f,t,2015-03-05,2015-03-05 36 | 12010,1679393-louisiana-state-police-crime-lab-cea-between,8,,cea,f,t,2015-03-05,2015-03-05 37 | 12011,1678353-hike-for-katreena-nola-for-life-days-2015,3,,standard,f,t,2015-03-05,2015-03-05 38 | 12013,1678351-new-orelans-council-on-aging-council-on-aging,8,,cea,f,t,2015-03-05,2015-03-05 39 | 12014,1678350-city-of-new-orleans-soap-satisfaction-and,6,,unknown,f,t,2015-03-05,2015-03-05 40 | 12015,1678349-city-of-new-orleans-act-of-donation-of-805-07-n,6,,unknown,f,t,2015-03-05,2015-03-05 41 | 12016,1677753-lsuhsc-umcmc-dba-interim-lsu-1st-amdt-to,2,,amendment,f,t,2015-03-05,2015-03-05 42 | 12017,1677752-louisiana-department-of-health-amp-hospitals,8,,cea,f,t,2015-03-05,2015-03-05 43 | 12019,1677750-u-s-treasury-department-nopd-equitable-sharing,4,,other,f,t,2015-03-05,2015-03-05 44 | 12020,1252699-harmony-neighborhood-development-contract-with,2,,amendment,f,t,2015-03-05,2015-03-05 45 | 12021,1252698-harmony-neighborhood-development-contract-with,2,,amendment,f,t,2015-03-05,2015-03-05 46 | 12022,1154731-ecm-consultants-inc-contract-with-city-of-new,3,,standard,f,t,2015-03-05,2015-03-05 47 | 12024,1146326-emdrc-partners-llc-contract-with-city-of-new,5,,lost,f,t,2015-03-05,2015-03-05 48 | 12025,1146321-arkelbesh-contract-with-city-of-new-orleans,5,,lost,f,t,2015-03-05,2015-03-05 49 | 12026,1146008-new-orleans-african-american-museum-contract,5,,lost,f,t,2015-03-05,2015-03-05 50 | 12027,1094904-loving-mother-llc-contract-with-city-of-new,4,,other,f,t,2015-03-05,2015-03-05 51 | 12028,1094903-loving-mother-llc-contract-with-city-of-new,4,,other,f,t,2015-03-05,2015-03-05 52 | 12030,1094901-loving-mother-llc-contract-with-city-of-new,4,,other,f,t,2015-03-05,2015-03-05 53 | 12031,1094900-loving-mother-llc-contract-with-city-of-new,4,,other,f,t,2015-03-05,2015-03-05 54 | 12032,1094899-loving-mother-llc-contract-with-city-of-new,4,,other,f,t,2015-03-05,2015-03-05 55 | 12033,1055827-woodward-design-build-llc-contract-with-city-of,10,,lease,f,t,2015-03-05,2015-03-05 56 | 12034,1055826-woodward-design-build-llc-contract-with-city-of,10,,lease,f,t,2015-03-05,2015-03-05 57 | 12035,1055757-municipal-yacht-harbor-management-corporation,10,,lease,f,t,2015-03-05,2015-03-05 58 | 12037,1055755-municipal-yacht-harbor-management-corporation,10,,lease,f,t,2015-03-05,2015-03-05 59 | 12038,1055754-municipal-yacht-harbor-management-corporation,10,,lease,f,t,2015-03-05,2015-03-05 60 | 12039,1055753-municipal-yacht-harbor-management-corporation,10,,lease,f,t,2015-03-05,2015-03-05 61 | 12040,1055752-municipal-yacht-harbor-management-corporation,10,,lease,f,t,2015-03-05,2015-03-05 62 | 12042,1055750-municipal-yacht-harbor-management-corporation,10,,lease,f,t,2015-03-05,2015-03-05 63 | 12043,1055749-municipal-yacht-harbor-management-corporation,10,,lease,f,t,2015-03-05,2015-03-05 64 | 12044,1055730-municipal-yacht-harbor-management-corporation,10,,lease,f,t,2015-03-05,2015-03-05 65 | 12045,1055729-municipal-yacht-harbor-management-corporation,10,,lease,f,t,2015-03-05,2015-03-05 66 | 12046,1055728-municipal-yacht-harbor-management-corporation,10,,lease,f,t,2015-03-05,2015-03-05 67 | 12048,1055726-municipal-yacht-harbor-management-corporation,10,,lease,f,t,2015-03-05,2015-03-05 68 | 12050,1055724-municipal-yacht-harbor-management-corporation,10,,lease,f,t,2015-03-05,2015-03-05 69 | 12051,1055723-municipal-yacht-harbor-management-corporation,10,,lease,f,t,2015-03-05,2015-03-05 70 | 12052,1055722-municipal-yacht-harbor-management-corporation,10,,lease,f,t,2015-03-05,2015-03-05 71 | 12053,1054545-municipal-yacht-harbor-management-corporation,10,,lease,f,t,2015-03-05,2015-03-05 72 | 12054,1054543-municipal-yacht-harbor-management-corporation,10,,lease,f,t,2015-03-05,2015-03-05 73 | 12056,1054540-municipal-yacht-harbor-management-corporation,10,,lease,f,t,2015-03-05,2015-03-05 74 | 12057,1054539-municipal-yacht-harbor-management-corporation,10,,lease,f,t,2015-03-05,2015-03-05 75 | 12058,1054538-municipal-yacht-harbor-management-corporation,10,,lease,f,t,2015-03-05,2015-03-05 76 | 12059,1054536-municipal-yacht-harbor-management-corporation,10,,lease,f,t,2015-03-05,2015-03-05 77 | 12060,1054535-municipal-yacht-harbor-management-corporation,10,,lease,f,t,2015-03-05,2015-03-05 78 | 12062,1054532-municipal-yacht-harbor-management-corporation,10,,lease,f,t,2015-03-05,2015-03-05 79 | 12063,1052065-municipal-yacht-harbor-management-corporation,10,,lease,f,t,2015-03-05,2015-03-05 80 | 12064,1052064-municipal-yacht-harbor-management-corporation,10,,lease,f,t,2015-03-05,2015-03-05 81 | 12065,1052063-municipal-yacht-harbor-management-corporation,10,,lease,f,t,2015-03-05,2015-03-05 82 | 12067,1052061-municipal-yacht-harbor-management-corporation,10,,lease,f,t,2015-03-05,2015-03-05 83 | 12068,1052060-municipal-yacht-harbor-management-corporation,10,,lease,f,t,2015-03-05,2015-03-05 84 | 12069,1052059-municipal-yacht-harbor-management-corporation,10,,lease,f,t,2015-03-05,2015-03-05 85 | 12070,1052058-municipal-yacht-harbor-management-corporation,10,,lease,f,t,2015-03-05,2015-03-05 86 | 12071,1052057-municipal-yacht-harbor-management-corporation,10,,lease,f,t,2015-03-05,2015-03-05 87 | 12073,1034154-municipal-yacht-harbor-management-corporation,10,,lease,f,t,2015-03-05,2015-03-05 88 | 12074,1034153-municipal-yacht-harbor-management-corporation,10,,lease,f,t,2015-03-05,2015-03-05 89 | 12075,1034152-municipal-yacht-harbor-management-corporation,10,,lease,f,t,2015-03-05,2015-03-05 90 | 12076,1034151-municipal-yacht-harbor-management-corporation,10,,lease,f,t,2015-03-05,2015-03-05 91 | 12077,1034150-municipal-yacht-harbor-management-corporation,10,,lease,f,t,2015-03-05,2015-03-05 92 | 12079,1034148-municipal-yacht-harbor-management-corporation,10,,lease,f,t,2015-03-05,2015-03-05 93 | 12080,1034147-municipal-yacht-harbor-management-corporation,10,,lease,f,t,2015-03-05,2015-03-05 94 | 12081,1034146-municipal-yacht-harbor-management-corporation,10,,lease,f,t,2015-03-05,2015-03-05 95 | 12082,1033916-state-of-louisiana-contract-with-city-of-new,4,,other,f,t,2015-03-05,2015-03-05 96 | 12083,1033882-department-of-homeland-security-transportation,4,,other,f,t,2015-03-05,2015-03-05 97 | 12085,1033582-municipal-yacht-harbor-management-corporation,10,,lease,f,t,2015-03-05,2015-03-05 98 | 12086,1033581-municipal-yacht-harbor-management-corporation,10,,lease,f,t,2015-03-05,2015-03-05 99 | 12087,1033580-municipal-yacht-harbor-management-corporation,10,,lease,f,t,2015-03-05,2015-03-05 100 | 12088,1033579-municipal-yacht-harbor-management-corporation,10,,lease,f,t,2015-03-05,2015-03-05 101 | 12089,1033578-municipal-yacht-harbor-management-corporation,10,,lease,f,t,2015-03-05,2015-03-05 102 | 12091,1033576-municipal-yacht-harbor-management-corporation,10,,lease,f,t,2015-03-05,2015-03-05 103 | 12092,1033481-touro-infirmary-contract-with-city-of-new,10,,lease,f,t,2015-03-05,2015-03-05 104 | 12093,1033480-touro-infirmary-contract-with-city-of-new,10,,lease,f,t,2015-03-05,2015-03-05 105 | 12094,1033479-touro-infirmary-contract-with-city-of-new,10,,lease,f,t,2015-03-05,2015-03-05 106 | 12096,1033460-municipal-yacht-harbor-management-corporation,10,,lease,f,t,2015-03-05,2015-03-05 107 | 12097,1033459-municipal-yacht-harbor-management-corporation,10,,lease,f,t,2015-03-05,2015-03-05 108 | 12098,1033458-municipal-yacht-harbor-management-corporation,10,,lease,f,t,2015-03-05,2015-03-05 109 | 12099,1033457-municipal-yacht-harbor-management-corporation,10,,lease,f,t,2015-03-05,2015-03-05 110 | 12100,1033456-municipal-yacht-harbor-management-corporation,10,,lease,f,t,2015-03-05,2015-03-05 111 | 12102,1033454-municipal-yacht-harbor-management-corporation,10,,lease,f,t,2015-03-05,2015-03-05 112 | 12103,1033453-municipal-yacht-harbor-management-corporation,10,,lease,f,t,2015-03-05,2015-03-05 113 | 12104,1031517-1900-magazine-llc-contract-with-city-of-new,10,,lease,f,t,2015-03-05,2015-03-05 114 | 12105,1031516-1900-magazine-llc-contract-with-city-of-new,10,,lease,f,t,2015-03-05,2015-03-05 115 | 12106,1023727-new-orleans-ballet-association-contract-with,8,,cea,f,t,2015-03-05,2015-03-05 116 | 12108,1021208-realty-resolution-llc-contract-with-city-of-new,4,,other,f,t,2015-03-05,2015-03-05 117 | 12109,1021207-realty-resolution-llc-contract-with-city-of-new,10,,lease,f,t,2015-03-05,2015-03-05 118 | 12110,1021206-realty-resolution-llc-contract-with-city-of-new,10,,lease,f,t,2015-03-05,2015-03-05 119 | 12111,1021205-realty-resolution-llc-contract-with-city-of-new,4,,other,f,t,2015-03-05,2015-03-05 120 | 12112,1021122-municipal-yacht-harbor-management-corporation,10,,lease,f,t,2015-03-05,2015-03-05 121 | 12113,1021121-municipal-yacht-harbor-management-corporation,10,,lease,f,t,2015-03-05,2015-03-05 122 | 12114,1021120-municipal-yacht-harbor-management-corporation,10,,lease,f,t,2015-03-05,2015-03-05 123 | 12116,1021118-municipal-yacht-harbor-management-corporation,10,,lease,f,t,2015-03-05,2015-03-05 124 | 12117,1021117-municipal-yacht-harbor-management-corporation,10,,lease,f,t,2015-03-05,2015-03-05 125 | 12118,1021116-municipal-yacht-harbor-management-corporation,10,,lease,f,t,2015-03-05,2015-03-05 126 | 12119,1021115-municipal-yacht-harbor-management-corporation,10,,lease,f,t,2015-03-05,2015-03-05 127 | 12120,1021114-municipal-yacht-harbor-management-corporation,10,,lease,f,t,2015-03-05,2015-03-05 128 | 12122,1021090-municipal-yacht-harbor-management-corporation,10,,lease,f,t,2015-03-05,2015-03-05 129 | 12123,1021089-municipal-yacht-harbor-management-corporation,10,,lease,f,t,2015-03-05,2015-03-05 130 | 12124,1021088-municipal-yacht-harbor-management-corporation,10,,lease,f,t,2015-03-05,2015-03-05 131 | 12125,1021087-municipal-yacht-harbor-management-corporation,10,,lease,f,t,2015-03-05,2015-03-05 132 | 12127,1021085-municipal-yacht-harbor-management-corporation,10,,lease,f,t,2015-03-05,2015-03-05 133 | 12130,1021082-municipal-yacht-harbor-management-corporation,10,,lease,f,t,2015-03-05,2015-03-05 134 | 12131,1021080-municipal-yacht-harbor-management-corporation,10,,lease,f,t,2015-03-05,2015-03-05 135 | 12132,1021079-municipal-yacht-harbor-management-corporation,10,,lease,f,t,2015-03-05,2015-03-05 136 | 12133,1021078-municipal-yacht-harbor-management-corporation,10,,lease,f,t,2015-03-05,2015-03-05 137 | 12134,1021077-municipal-yacht-harbor-management-corporation,10,,lease,f,t,2015-03-05,2015-03-05 138 | 12136,1021075-municipal-yacht-harbor-management-corporation,10,,lease,f,t,2015-03-05,2015-03-05 139 | 12137,1021074-municipal-yacht-harbor-management-corporation,10,,lease,f,t,2015-03-05,2015-03-05 140 | 12138,1021073-municipal-yacht-harbor-management-corporation,10,,lease,f,t,2015-03-05,2015-03-05 141 | 12139,1021072-municipal-yacht-harbor-management-corporation,10,,lease,f,t,2015-03-05,2015-03-05 142 | 12140,1021071-municipal-yacht-harbor-management-corporation,10,,lease,f,t,2015-03-05,2015-03-05 143 | 12142,1021031-municipal-yacht-harbor-management-corporation,10,,lease,f,t,2015-03-05,2015-03-05 144 | 12143,1021030-municipal-yacht-harbor-management-corporation,10,,lease,f,t,2015-03-05,2015-03-05 145 | 12144,1021029-municipal-yacht-harbor-management-corporation,10,,lease,f,t,2015-03-05,2015-03-05 146 | 12145,1021028-municipal-yacht-harbor-management-corporation,10,,lease,f,t,2015-03-05,2015-03-05 147 | 12146,1021027-municipal-yacht-harbor-management-corporation,10,,lease,f,t,2015-03-05,2015-03-05 148 | 12148,1021025-municipal-yacht-harbor-management-corporation,10,,lease,f,t,2015-03-05,2015-03-05 149 | 12149,1021024-municipal-yacht-harbor-management-corporation,10,,lease,f,t,2015-03-05,2015-03-05 150 | 12150,1021023-municipal-yacht-harbor-management-corporation,10,,lease,f,t,2015-03-05,2015-03-05 151 | 12151,781316-05-03-13-american-red-cross-nord-summer-aquatics,8,,cea,f,t,2015-03-05,2015-03-05 152 | 12153,776081-12-07-12-spears-consulting-airport-pr-consulting,3,,standard,f,t,2015-03-05,2015-03-05 153 | 12154,725573-07-16-11-ultimate-technical-solutions-ig,3,,standard,f,t,2015-03-05,2015-03-05 154 | 12155,328096-02-06-12-ulien-engineering-amp-consulting-inc,3,,standard,f,t,2015-03-05,2015-03-05 155 | 12156,328088-11-10-11-aecom-technical-services-inc-runway-6,3,,standard,f,t,2015-03-05,2015-03-05 156 | 12157,328080-01-25-12-southern-title-inc-act-of-sale-1734-40,10,,lease,f,t,2015-03-05,2015-03-05 157 | 12159,328070-01-25-01-plus-concrete-lower-9th-ward-streetscape,3,,standard,f,t,2015-03-05,2015-03-05 158 | 12160,326463-12-22-11-lsu-charity-indemnity-agreement-charity,4,,other,f,t,2015-03-05,2015-03-05 159 | 12161,326457-12-14-11-eustis-engineering-services-st-roch-st,3,,standard,f,t,2015-03-05,2015-03-05 160 | 12162,326452-12-02-11-hamilton-anderson-associates-treme-center,2,,amendment,f,t,2015-03-05,2015-03-05 161 | 12163,326448-11-14-11-phelps-dunbar-legal-services-regarding,3,,standard,f,t,2015-03-05,2015-03-05 162 | 12165,326439-06-21-11-herman-herman-katz-amp-coltar-deepwater,3,,standard,f,t,2015-03-05,2015-03-05 163 | 12166,326433-01-09-12-frischertz-electric-co-high-mast,3,,standard,f,t,2015-03-05,2015-03-05 164 | 12167,326429-01-01-12-piazza-ditalia-development-duplantier,2,,amendment,f,t,2015-03-05,2015-03-05 165 | 12168,326425-12-15-11-new-orleans-council-on-aging-services,8,,cea,f,t,2015-03-05,2015-03-05 166 | 12170,326411-11-01-11-the-canal-street-development,8,,cea,f,t,2015-03-05,2015-03-05 167 | 12171,326407-10-28-11-fhp-tectonics-corp-joe-brown-park,3,,standard,f,t,2015-03-05,2015-03-05 168 | 12172,326402-10-05-11-dhr-international-inc-search-for-roy-a,3,,standard,f,t,2015-03-05,2015-03-05 169 | 12173,326398-09-01-11-priority-health-care-inc-ambulatory,2,,amendment,f,t,2015-03-05,2015-03-05 170 | 12175,326389-01-25-12-caraway-leblanc-profesionnal-legal,3,,standard,f,t,2015-03-05,2015-03-05 171 | 12176,326385-01-01-12-division-of-administration-office-of,8,,cea,f,t,2015-03-05,2015-03-05 172 | 12177,326383-12-11-11-new-orleans-aviation-board-louis,4,,other,f,t,2015-03-05,2015-03-05 173 | 12178,326378-12-02-11-aecom-usa-inc-computerized-traffic,3,,standard,f,t,2015-03-05,2015-03-05 174 | 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12191,326313-09-02-11-new-orleans-aviation-board-construct,11,,grant,f,t,2015-03-05,2015-03-05 185 | 12192,326307-08-31-11-nike-usa-inc-joe-brown-park,8,,cea,f,t,2015-03-05,2015-03-05 186 | 12194,326297-08-15-11-southern-title-inc-real-estate-title,3,,standard,f,t,2015-03-05,2015-03-05 187 | 12195,326291-08-08-11-kenall-incorporated-material-testing,3,,standard,f,t,2015-03-05,2015-03-05 188 | 12196,326286-08-01-11-the-three-cs-properties-incorporated,3,,standard,f,t,2015-03-05,2015-03-05 189 | 11967,1153496-baretta-usa-contract-with-city-of-new-orleans,3,,standard,f,t,2015-03-04,2015-03-04 190 | 11991,1679827-louisiana-spca-la-spca-municipal-cea-to-provide,8,,cea,f,t,2015-03-05,2015-03-05 191 | 11996,1679821-waggoner-engineering-inc-waggoner-eng-amend-3,2,,amendment,f,t,2015-03-05,2015-03-05 192 | 12036,1055756-municipal-yacht-harbor-management-corporation,10,,lease,f,t,2015-03-05,2015-03-05 193 | 11972,1679846-vergesrome-architects-apac-parks-amp-parkways,2,,amendment,f,t,2015-03-04,2015-03-04 194 | 12002,1679815-integrated-logistical-support-inc-supp-no-4-h,2,,amendment,f,t,2015-03-05,2015-03-05 195 | 12041,1055751-municipal-yacht-harbor-management-corporation,10,,lease,f,t,2015-03-05,2015-03-05 196 | 12047,1055727-municipal-yacht-harbor-management-corporation,10,,lease,f,t,2015-03-05,2015-03-05 197 | 12049,1055725-municipal-yacht-harbor-management-corporation,10,,lease,f,t,2015-03-05,2015-03-05 198 | 12055,1054542-municipal-yacht-harbor-management-corporation,10,,lease,f,t,2015-03-05,2015-03-05 199 | 11977,1160363-premium-parking-service-llc-contract-with-city,3,,standard,f,t,2015-03-04,2015-03-04 200 | 12007,1679809-department-of-transportation-amp-development,6,,unknown,f,t,2015-03-05,2015-03-05 201 | 12023,1154352-family-center-of-hope-contract-with-city-of-new,4,,other,f,t,2015-03-05,2015-03-05 202 | 12029,1094902-loving-mother-llc-contract-with-city-of-new,4,,other,f,t,2015-03-05,2015-03-05 203 | 12121,1021091-municipal-yacht-harbor-management-corporation,10,,lease,f,t,2015-03-05,2015-03-05 204 | 12126,1021086-municipal-yacht-harbor-management-corporation,10,,lease,f,t,2015-03-05,2015-03-05 205 | 12141,1021032-municipal-yacht-harbor-management-corporation,10,,lease,f,t,2015-03-05,2015-03-05 206 | 11981,1679837-stanley-consultants-inc-amendment-no-2-2013-fema,2,,amendment,f,t,2015-03-04,2015-03-04 207 | 11986,1679832-vergesrome-architects-apac-parks-and-parkways,3,,standard,f,t,2015-03-04,2015-03-04 208 | 12012,1678352-wegmann-dazet-amp-company-2014-audit-of,3,,standard,f,t,2015-03-05,2015-03-05 209 | 12018,1677751-tom-hickey-tom-hickey-psa-to-provide-fiscal,3,,standard,f,t,2015-03-05,2015-03-05 210 | 12061,1054533-municipal-yacht-harbor-management-corporation,10,,lease,f,t,2015-03-05,2015-03-05 211 | 12066,1052062-municipal-yacht-harbor-management-corporation,10,,lease,f,t,2015-03-05,2015-03-05 212 | 12072,1052056-municipal-yacht-harbor-management-corporation,10,,lease,f,t,2015-03-05,2015-03-05 213 | 12078,1034149-municipal-yacht-harbor-management-corporation,10,,lease,f,t,2015-03-05,2015-03-05 214 | 12084,1033583-municipal-yacht-harbor-management-corporation,10,,lease,f,t,2015-03-05,2015-03-05 215 | 12090,1033577-municipal-yacht-harbor-management-corporation,10,,lease,f,t,2015-03-05,2015-03-05 216 | 12095,1033461-municipal-yacht-harbor-management-corporation,10,,lease,f,t,2015-03-05,2015-03-05 217 | 12101,1033455-municipal-yacht-harbor-management-corporation,10,,lease,f,t,2015-03-05,2015-03-05 218 | 12107,1021209-realty-resolution-llc-contract-with-city-of-new,10,,lease,f,t,2015-03-05,2015-03-05 219 | 12115,1021119-municipal-yacht-harbor-management-corporation,10,,lease,f,t,2015-03-05,2015-03-05 220 | 12128,1021084-municipal-yacht-harbor-management-corporation,10,,lease,f,t,2015-03-05,2015-03-05 221 | 12129,1021083-municipal-yacht-harbor-management-corporation,10,,lease,f,t,2015-03-05,2015-03-05 222 | 12135,1021076-municipal-yacht-harbor-management-corporation,2,,amendment,f,t,2015-03-05,2015-03-05 223 | 12147,1021026-municipal-yacht-harbor-management-corporation,10,,lease,f,t,2015-03-05,2015-03-05 224 | 12164,326444-09-01-11-southeast-louisiana-area-health,2,,amendment,f,t,2015-03-05,2015-03-05 225 | 12152,779274-02-06-13-lafon-home-release-city-attorneys-office,10,,lease,f,t,2015-03-05,2015-03-05 226 | 12158,328076-01-25-12-richard-lambert-consultants-drainage,2,,amendment,f,t,2015-03-05,2015-03-05 227 | 12169,326419-11-11-11-orleans-parish-sheriffs-office,8,,cea,f,t,2015-03-05,2015-03-05 228 | 12174,326393-7-27-11-louisiana-state-historic-preservation,7,,mou,f,t,2015-03-05,2015-03-05 229 | 12180,326368-11-04-11-design-engineering-inc-robert-e-lee,3,,standard,f,t,2015-03-05,2015-03-05 230 | 12185,326341-10-21-11-bayou-state-security-services-inc-armed,3,,standard,f,t,2015-03-05,2015-03-05 231 | 12193,326303-08-29-11-st-bernard-project-homebuyer-housing,2,,amendment,f,t,2015-03-05,2015-03-05 232 | 7849,1033473-evans-contract-with-city-of-new-orleans-evans,2,amendment,amendment,f,t,2015-02-27,2015-02-27 233 | 7804,205008-3-9-09-scnz-architects-wesley-barrow-stadium,2,unknown,amendment,f,t,2015-02-26,2015-02-26 234 | 7850,1157265-c-amp-s-consultants-inc-contract-with-city-of,2,amendment,amendment,f,t,2015-02-27,2015-02-27 235 | 7807,326379-01-01-11-acs-state-and-local-solutions-inc,2,amendment,amendment,f,t,2015-02-27,2015-02-27 236 | 7808,779210-12-10-12-se-la-area-health-education-center-food,2,unknown,amendment,f,t,2015-02-27,2015-02-27 237 | 7821,1198272-solutientwalton-mitigation-services-llc-a-joint,5,cea,lost,f,t,2015-02-27,2015-02-27 238 | 7847,1158548-sizeler-thompson-brown-architects-apc-contract,3,unknown,standard,f,t,2015-02-27,2015-02-27 239 | 7811,1153762-medical-center-of-louisiana-at-new-orleans,6,unknown,unknown,f,t,2015-02-27,2015-02-27 240 | 7812,1153802-state-of-louisiana-contract-with-city-of-new,2,unknown,amendment,f,t,2015-02-27,2015-02-27 241 | 7813,1659984-new-orleans-womens-shelter-inc-no-womens-shelter,8,unknown,cea,f,t,2015-02-27,2015-02-27 242 | 7814,1154689-h-amp-g-insurance-inc-contract-with-city-of-new,2,unknown,amendment,f,t,2015-02-27,2015-02-27 243 | 7851,326400-09-16-11-gec-kl-inc-roadway-enhancement,2,unknown,amendment,f,t,2015-02-27,2015-02-27 244 | 7816,1155332-julien-engineering-amp-consulting-inc-contract,2,unknown,amendment,f,t,2015-02-27,2015-02-27 245 | 7817,1155280-waggonner-amp-ball-architects-contract-with-city,2,unknown,amendment,f,t,2015-02-27,2015-02-27 246 | 7819,1153695-three-fold-consultants-llc-contract-with-city-of,2,unknown,amendment,f,t,2015-02-27,2015-02-27 247 | 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6928,1198308-state-of-louisiana-contract-with-city-of-new,5,lost,lost,f,t,2015-03-02,2015-03-02 284 | 6997,1198243-diamond-electrical-company-inc-contract-with,5,lost,lost,f,t,2015-03-02,2015-03-02 285 | 7010,1198285-patricia-m-glorioso-contract-with-city-of-new,5,lost,lost,f,t,2015-03-02,2015-03-02 286 | 7025,1198281-orleans-parish-sheriffs-office-contract-with,5,lost,lost,f,t,2015-03-02,2015-03-02 287 | 7079,1237319-lw156726,5,lost,lost,f,t,2015-03-02,2015-03-02 288 | 7127,1237324-lw368683,5,lost,lost,f,t,2015-03-02,2015-03-02 289 | 7144,1198237-digital-engineering-amp-imaging-inc-contract,5,lost,lost,f,t,2015-03-02,2015-03-02 290 | 7205,1198307-ronald-bell-contract-with-city-of-new-orleans,5,lost,lost,f,t,2015-03-02,2015-03-02 291 | 7309,1237327-pw257053,5,lost,lost,f,t,2015-03-02,2015-03-02 292 | 7313,1146022-hike-for-katreena-contract-with-city-of-new,5,lost,lost,f,t,2015-03-02,2015-03-02 293 | 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5993,1160366-southern-tire-mart-llc-contract-with-city-of-new,3,unknown,standard,f,t,2015-03-02,2015-03-02 744 | 6022,323797-05-11-11-w-j-bloecher-co-llc-harris-playground,3,unknown,standard,f,t,2015-03-03,2015-03-03 745 | 6040,205004-4-1-07-sigma-consulting-corp-amendment,2,unknown,amendment,f,t,2015-03-03,2015-03-03 746 | 6062,1155586-mardi-gras-hospitality-llc-contract-with-city-of,2,unknown,amendment,f,t,2015-03-03,2015-03-03 747 | 6077,1154577-dewberry-amp-davis-llc-contract-with-city-of-new,3,unknown,standard,f,t,2015-03-03,2015-03-03 748 | 6093,1392457-hard-rock-construction-hard-rock-amend-4,2,amendment,amendment,f,t,2015-03-03,2015-03-03 749 | 6108,204875-7-29-08-boh-bros-construction-law-street,3,unknown,standard,f,t,2015-03-03,2015-03-03 750 | 6122,1360012-lenny-thorell-lenny-thorell-shelter-plus-care,3,unknown,standard,f,t,2015-03-03,2015-03-03 751 | 6131,1153734-kenall-inc-contract-with-city-of-new-orleans,2,unknown,amendment,f,t,2015-03-03,2015-03-03 752 | 6144,741186-10-17-12-unity-of-greater-new-orleans-homeless,2,unknown,amendment,f,t,2015-03-03,2015-03-03 753 | 6162,1021234-integrated-logistical-support-inc-contract-with,2,amendment,amendment,f,t,2015-03-03,2015-03-03 754 | 6180,1154360-melvin-n-cade-attorney-at-law-contract-with-city,2,unknown,amendment,f,t,2015-03-03,2015-03-03 755 | 6211,1155498-three-fold-consultants-llc-contract-with-city-of,2,unknown,amendment,f,t,2015-03-03,2015-03-03 756 | 6228,1159090-gulf-south-technology-solutions-llc-contract,3,unknown,standard,f,t,2015-03-03,2015-03-03 757 | 6241,204882-7-17-08-lee-ledbetter-and-associates-st-roch,2,unknown,amendment,f,t,2015-03-03,2015-03-03 758 | 6256,1153464-task-force-llc-contract-with-city-of-new-orleans,2,unknown,amendment,f,t,2015-03-03,2015-03-03 759 | 6290,204844-8-5-08-atlas-advertising-website-design,3,unknown,standard,f,t,2015-03-03,2015-03-03 760 | 6306,1023212-wdg-llc-contract-with-city-of-new-orleans,2,amendment,amendment,f,t,2015-03-03,2015-03-03 761 | 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