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condition 5:3 4364 activated 5:1 4365 access(via 5:1 4366 preview 5:6 4367 pop-up 5:1 4368 window 5:1 4369 connection 5:1 4370 browser’s 5:1 4371 console 6:1 5:1 4372 chrome’s 5:1 4373 confirm 5:1 4374 entered 5:1 4375 finalizing 5:1 4376 submit 5:1 4377 publish 5:1 4378 reasonably 5:1 4379 event 5:3 4380 behavior 5:1 4381 category 5:1 4382 attracted 5:1 4383 trend 6:1 4384 year 5:1 4385 jumped 5:1 4386 decision-making 5:1 4387 integrating 5:1 4388 insights 5:1 4389 https://unpaywall.org 5:1 4390 https://search.library.oregonstate.edu 5:1 4391 https://exlibrisgroup.com/products/primo-discovery-service 6:1 4392 https://tagmanager.google.com 5:1 4393 bulock 5:1 4394 doi 5:1 4395 https://knowledge.exlibrisgroup.com/alma/knowledge_articles/how_to_utilize_the_unpaywall_api_for_open_access_content_and_resources_in_discovery 5:1 4396 https://www.orbiscascade.org/programs/systems/pcsg/primo-ve-toolkit/oadoi-link 5:1 4397 veldhuisen 5:1 4398 alma 5:1 4399 https://docs.google.com/document/d 5:1 4400 rbz 5:1 4401 ktra 5:1 4402 psxfxatpyjev-og 5:1 4403 sizw 5:1 4404 qjrpxc 5:1 4405 ebk/edit 5:1 4406 osulp 5:1 4407 search-ui-package 5:2 4408 https://github.com/osulp 5:1 4409 release 5:1 4410 https://knowledge.exlibrisgroup.com/primo/release_notes 5:1 4411 primo_ve 5:2 4412 release_notes 5:1 4413 https://knowledge.exlibrisgroup.com/primo/product_documentation 5:1 4414 primo_ve/primo_ve_(english 5:1 4415 getting_started_with_primo_ve 5:1 4416 primo_ve_overview 5:1 4417 https://developers.google.com/tag-platform/devguides 5:1 4418 hui.zhang@oregonstate.edu 5:1 4419 ideally 8:1 4420 severe 8:1 4421 sync 8:1 4422 noticed 8:2 4423 discrepancy 8:1 4424 sides 8:1 4425 lou 8:2 4426 acquisition 8:1 4427 axis 8:6 4428 overdrive 8:5 4429 sierra 8:12 4430 regular 8:1 4431 overtime 8:1 4432 synchronized 8:1 4433 resolve 8:1 4434 efficiently 8:1 4435 compose 8:1 4436 exact 8:1 4437 comparing 8:8 4438 isbn 8:21 4439 pandas 8:13 4440 numpy 8:1 4441 multi-dimensional 8:1 4442 arrays 8:1 4443 packages 8:2 4444 matplotlib 8:2 4445 consuming 8:1 4446 scrubbing 8:1 4447 normalization 8:1 4448 merges 8:1 4449 inspection 8:1 4450 colab(google 8:1 4451 colab 8:3 4452 cloud-based 8:1 4453 jupyter 8:3 4454 notebook 8:3 4455 tier 8:1 4456 pre-installed 8:1 4457 alias 8:1 4458 comma-separated 8:1 4459 dataframe 8:5 4460 audiobook 8:1 4461 sierra_axis_audio 8:1 4462 pd.read_csv 8:1 4463 content/drive/my 8:1 4464 drive/library/axis_overdrive/sierra_axis 8:1 4465 audio.csv 8:1 4466 unnamed 8:4 4467 sierra_axis_audio.columns 8:1 4468 index(['title 8:1 4469 dtype 8:1 4470 clean 8:3 4471 typical 8:1 4472 comparison 8:2 4473 def 8:4 4474 extract_isbns(df 8:1 4475 isbns 8:7 4476 pd.dataframe 8:2 4477 range 8:2 4478 len(df.columns 8:1 4479 new_isbns 8:3 4480 df.iloc[:,i].astype(str 8:1 4481 new_isbns.str.split 8:1 4482 str 8:1 4483 str.strip 8:1 4484 pd.concat([isbns 8:1 4485 isbns.reset_index 8:1 4486 isbns[isbns 8:1 4487 nan 8:1 4488 vendor’s 8:1 4489 publication 8:1 4490 checkouts 8:1 4491 left 8:2 4492 cleaned 8:1 4493 opposite 8:1 4494 discrepant 8:1 4495 find_mismatch(vendor_df 8:1 4496 sierra_df 8:4 4497 sierra_isbns_df 8:2 4498 vendor_df["exist 8:1 4499 vendor_df["isbn"].astype(str).isin(sierra_isbns_df 8:1 4500 not_in_sierra 8:2 4501 vendor_df[vendor_df["exist 8:1 4502 vendor_df["exist"].isna 6:1 4503 vendor_df["exist"].empty 8:1 4504 sierra_isbns_df["exist 8:1 4505 astype(str).isin(vendor_df["isbn"].astype(str 8:1 4506 sierra_isbns_df[sierra_isbns_df['exist 8:2 4507 drop_duplicates("index 8:2 4508 not_exists 8:4 4509 not_exists["index"].isin(exists['index 8:1 4510 pd.concat([exists 8:1 4511 pd.merge(sierra_df 8:1 4512 left_index 8:1 4513 right_on 8:1 4514 not_in_vendor 8:2 4515 sierra_df[sierra_df["exist 8:1 4516 sierra_df["exist"].isna 8:1 4517 sierra_df["exist"].empty 8:1 4518 vendor_df 8:1 4519 conflicting 8:1 4520 resolved 8:1 4521 removed 8:1 4522 positioned 8:1 4523 troublesome 8:1 4524 mismatches 8:1 4525 remaining 6:1 4526 mismatched 8:8 4527 similarity 8:11 4528 outputs 8:1 4529 aligning 8:1 4530 concatenate 8:1 4531 transforms 8:1 4532 removes 8:1 4533 extracts 6:1 4534 concatenates 8:1 4535 titleauthor 8:2 4536 extract_title_author(vendor_df 8:1 4537 vendor_title_field 8:1 4538 vendor_author_field 8:1 4539 sierra_title_field 8:1 4540 sierra_author_field 8:1 4541 vendor_df['titleauthor 8:1 4542 vendor_df[vendor_title_field].astype(str).str.lower().apply(remove_punctuations).astype(str 8:1 4543 vendor_df[vendor_author_field].astype(str).str.lower().apply(remove_punctuations).astype(str 8:1 4544 sierra_df['titleauthor 8:1 4545 sierra_df[sierra_title_field].str.lower().str.extract 8:1 4546 w*)").astype(str).apply(remove_punctuations).astype(str 8:1 4547 sierra_df[sierra_author_field].str.lower().astype(str).apply(remove_punctuations).astype(str).str.extract 8:1 4548 a-z]*)").astype(str 8:1 4549 difflib 8:3 4550 classes 8:1 4551 sequencematcher 8:2 4552 get_close_matches_indexes(word 8:1 4553 cutoff 8:6 4554 valueerror("n 8:1 4555 valueerror("cutoff 8:1 4556 s.set_seq 8:2 4557 idx 8:2 4558 enumerate(possibilities 8:1 4559 s.real_quick_ratio 8:1 4560 s.quick_ratio 8:1 4561 s.ratio 8:1 4562 result.append((s.ratio 8:1 4563 iii 8:1 4564 ebook 8:2 4565 ebookrecords 8:1 4566 benchmark 8:1 4567 roughly 6:1 4568 two-thirds 8:1 4569 narrowed 8:1 4570 days 8:1 4571 examination 8:1 4572 frequent 8:1 4573 remedy 8:1 4574 accumulated 8:1 4575 routine 8:1 4576 prevent 8:1 4577 snowball 8:1 4578 insert 6:1 4579 renew 8:1 4580 loses 8:1 4581 versatile 8:1 4582 detect 8:1 4583 stop 8:1 4584 slowly 8:1 4585 eases 8:1 4586 provider 8:1 4587 bibliocommons 6:1 4588 bibliocloudrecords 8:1 4589 customers 8:1 4590 inevitably 8:1 4591 stronger 8:1 4592 presence 8:1 4593 influential 8:1 4594 foreseeable 8:1 4595 pydataorg 8:1 4596 https://pandas.pydata.org 8:1 4597 colaboratory 8:1 4598 googlecom 8:1 4599 https://colab.research.google.com 8:1 4600 senior 8:1 4601 palo 8:1 4602 alto 8:1 4603 pioneering 8:1 4604 robotics 8:1 4605 interests 8:1 4606 wolfram 8:1 4607 alpha 8:1 4608 base 8:1 4609 queried 8:1 4610 apple 8:1 4611 siri 8:1 4612 amazon 8:1 4613 alexa 8:1 4614 loudan 8:1 4615 gmail.com 8:1