Normalised records

Normalised records (silver)

Each raw row is parsed into consistently formatted fields. Every change from the raw value is recorded as a data-quality flag.

Normalised rows

99,495

usable in matching

Flagged rows

99,881

99.9% carry at least one flag

Junk quarantined

505

no usable last name

Average quality score

0.75

1.00 = no corrections needed

Quality flags

What normalisation had to do, and how often. Select a flag to filter the table.

Placeholder values cleared71,257
Placeholder tokens such as NULL, N/A, UNKNOWN or "-" treated as empty
Whitespace trimmed57,061
Leading or trailing whitespace removed from one or more fields
Address re-cased56,490
Street line re-cased and punctuation removed
Street suffix standardised55,824
Street suffix standardised to USPS abbreviation (Street to St, Avenue to Ave, and so on)
Phone reformatted50,244
Phone reduced to ten digits, punctuation and leading country code removed
Name re-cased39,996
Name letter-case rewritten to Title Case and stray characters removed
Date of birth reformatted32,400
Date of birth rewritten to ISO 8601 from a source format (MM/DD/YYYY, YYYYMMDD, Mon D, YYYY)
City re-cased17,850
City re-cased to Title Case
Gender normalised16,828
Gender mapped to F or M from a longer or variant value
Email lower-cased11,635
Email lower-cased
Name split from “Last, First”9,980
First-name field held "LAST, FIRST"; the two parts were split into their own fields
State name converted to code9,084
Full state name replaced by its two-letter USPS code
ZIP+4 trimmed8,263
ZIP+4 trimmed to the five-digit ZIP
Member ID reformatted7,723
Member ID re-hyphenated and upper-cased to the UHC-#####-## pattern
ZIP missing7,146
Street address present but no ZIP supplied
Unit split from street6,994
Apartment, suite or unit designator split from street line and re-appended in standard form
Two-digit birth year6,661
Date of birth carried a two-digit year; century inferred by pivot
State code upper-cased4,010
Two-letter state code upper-cased
Plan code upper-cased3,278
Plan code upper-cased
SSN last four extracted2,817
Last four digits of SSN extracted from a longer or punctuated value
Date of birth unreadable2,274
Date of birth did not match any known format or was out of range; cleared
Phone missing area code2,021
Phone had only seven digits (no area code); cleared
Middle initial moved out of first name1,125
A single middle initial was embedded in the first-name field and moved to middle name
Date of birth missing990
Date of birth absent or a null token; left empty
No usable name (quarantined)505
No usable last name; record quarantined as junk and excluded from matching

Normalised records

Claims, flag “Member ID reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagMember ID reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-421774	CLM	Luis McDonald	1940-06-07	UHC-12314-12	8712962148	4096 Main St, Glendale, AZ	0.68	Phone reformatted Member ID reformatted SSN last four extracted ZIP missing
CLM-418403	CLM	Omar Evans	1971-06-08	UHC-04207-13	—	—	0.68	Name split from “Last, First”Member ID reformatted Gender normalised Placeholder values cleared
CLM-418793	CLM	Larry Chapman	1981-11-16	UHC-75031-60	—	3349 Union St Apt 29, Eden Prairie, MN, 55390	0.68	Member ID reformatted Unit split from street ZIP+4 trimmed Placeholder values cleared
CLM-409926	CLM	Brittany Crawford	1950-05-27	UHC-52699-22	—	9286 Highland Ave, Charlotte, NC, 28201	0.68	Phone missing area code Member ID reformatted Gender normalised Placeholder values cleared
CLM-403805	CLM	Austin H Mendoza	1939-04-11	UHC-24980-13	9407987779	4656 Baseline Rd, Chandler, AZ, 85245	0.68	Member ID reformatted Street suffix standardised Address re-cased ZIP+4 trimmed
CLM-415402	CLM	Scott G Guzan	1989-02-04	UHC-03230-14	3716428266	—	0.68	Name split from “Last, First”Member ID reformatted Gender normalised Placeholder values cleared
CLM-410193	CLM	Christina Burton	—	UHC-38322-16	—	—	0.68	Date of birth unreadable Member ID reformatted Gender normalised Placeholder values cleared
CLM-415531	CLM	Laura Q Ramos	1995-07-22	UHC-35531-48	4758625474	9515 Jefferson Ave # 156, Tucson, AZ, 85754	0.68	Member ID reformatted Unit split from street Gender normalised Placeholder values cleared
CLM-402755	CLM	Lucia Bryant	1975-06-09	UHC-06528-43	—	7161 Canyon Rd, Houston, TX, 77078	0.68	Member ID reformatted ZIP+4 trimmed Gender normalised Placeholder values cleared
CLM-405361	CLM	Santiago Day	1998-05-03	UHC-69311-39	—	9850 Church St, Las Vegas, NV, 89131	0.68	Two-digit birth year Member ID reformatted SSN last four extracted Placeholder values cleared
CLM-430071	CLM	Lawrence Hoffman	1971-02-10	UHC-12016-65	—	—	0.68	Two-digit birth year Member ID reformatted Gender normalised Placeholder values cleared
CLM-430679	CLM	Camila A Castillo	2000-07-24	UHC-26142-58	—	7096 Central Ave Apt 10, Tampa, FL, 33614	0.68	Member ID reformatted Unit split from street Gender normalised Placeholder values cleared
CLM-412403	CLM	Eric Jones	1944-01-24	UHC-34203-06	—	8255 Apache Blvd Apt 6, Minneapolis, MN, 55493	0.68	Member ID reformatted Unit split from street ZIP+4 trimmed Placeholder values cleared
CLM-407686	CLM	Timothy N Dunn	2001-10-15	UHC-00270-77	—	5933 Mountain View Dr, Sacramento, CA, 95855	0.68	Name split from “Last, First”Middle initial moved out of first name Member ID reformatted Placeholder values cleared
CLM-410618	CLM	Ronald Sanders	1978-08-24	UHC-31632-29	—	7520 Church St, Minneapolis, MN, 55414	0.68	Name split from “Last, First”Two-digit birth year Member ID reformatted Whitespace trimmed
CLM-415720	CLM	Richard Riley	1989-01-11	UHC-00852-67	7702920735	4315 Pine Dr, Columbus, OH, 43292	0.70	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
CLM-432690	CLM	Susan U Hart	1938-10-02	UHC-24309-19	3556006318	3896 Baseline Rd, Charlotte, NC, 28296	0.70	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
CLM-415885	CLM	Christopher Nguyen	1994-01-27	UHC-96313-19	8878175500	1738 Meadow Ln, Tempe, AZ, 85265	0.70	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
CLM-426628	CLM	Abigail X Kelly	1976-04-18	UHC-81706-77	7883660688	9621 Park Pl, Mesa, AZ, 85242	0.70	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
CLM-428742	CLM	Gregory V Luna	1966-07-21	UHC-06652-38	5112491982	1761 Canyon Rd, Phoenix, AZ, 85020	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
CLM-410568	CLM	Marilyn I Patterson	1997-01-05	UHC-43471-66	5688744256	9305 Meadow Ln, Orlando, FL, 32888	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
CLM-431467	CLM	Heather Kim	2006-01-04	UHC-33481-45	6318587406	4203 Harbor Blvd, Tempe, AZ, 85255	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
CLM-400060	CLM	Joyce A Contreras	1966-07-03	UHC-09400-72	6224547008	2980 Park Pl, Mesa, AZ, 85212	0.72	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-412739	CLM	Harold Patterzon	1940-03-26	UHC-04603-36	3754075325	226 Harbor Blvd, San Antonio, TX, 78260	0.72	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-419982	CLM	Joseph S Carroll	1970-10-05	UHC-92686-44	3109269965	56 River Rd, Scottsdale, AZ, 85218	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
CLM-402417	CLM	Kayla Hart	1950-06-27	UHC-56881-49	—	7021 Highland Ave, Mesa, AZ, 85211	0.72	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
CLM-420353	CLM	Ralph Harrison	1982-05-22	UHC-94145-62	7274481723	7695 Union St, Austin, TX, 78783	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
CLM-431786	CLM	Philip F Castro	1977-04-13	UHC-67143-84	4479213897	6768 Bayshore Dr, Columbus, OH, 43217	0.72	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-408208	CLM	Madison Lopez	1970-08-17	UHC-62337-01	4813102984	3579 Willow Ct, Miami, FL, 33104	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
CLM-427220	CLM	Carlos Lane	2005-05-06	UHC-39751-43	—	8291 Desert Sky Blvd, Nashville, TN, 37244	0.72	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
CLM-418141	CLM	Alexis Ortega	1967-10-25	UHC-70156-56	5729478817	8143 Palm Dr, San Diego, CA, 92152	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
CLM-419589	CLM	Nathan Robertson	1997-07-22	UHC-93478-47	9166607192	8063 Meadow Ln, Mesa, AZ, 85274	0.72	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-400160	CLM	Jluie R Wilson	1965-12-07	UHC-58931-70	—	766 Washington St, Austin, TX	0.72	Name re-cased Date of birth reformatted Member ID reformatted State code upper-cased+4 more
CLM-429088	CLM	Thomas Gray	1996-09-03	UHC-10187-67	9105355447	6470 Baseline Rd, Atlanta, GA, 30340	0.72	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-411011	CLM	Teresa Richards	1985-08-22	UHC-83111-34	2689870712	808 Canyon Rd, Tampa, FL, 33661	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
CLM-404425	CLM	Loi White	1992-07-07	UHC-54572-42	4158799681	2314 Park Pl, Gilbert, AZ, 85203	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
CLM-418108	CLM	Murphy A Mason	1990-01-13	UHC-29550-43	—	6170 Ridge Rd, Seattle, WA, 98159	0.72	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
CLM-427505	CLM	Jesse Miller	1943-04-13	UHC-45991-10	4624821279	1014 Jefferson Ave, Seattle, WA, 98126	0.72	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
CLM-427209	CLM	Rachel Flores	2006-02-05	UHC-97143-27	8643566599	5831 Sunset Blvd, Plano, TX, 75080	0.72	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-403614	CLM	Ronald Richardson	1961-04-12	UHC-28177-64	2028482643	7869 Grand Ave, Sacramento, CA, 95850	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
CLM-403763	CLM	Alice Robinson	1955-12-26	UHC-97366-44	3819777241	8625 Spring St, Eden Prairie, MN, 55365	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
CLM-410604	CLM	Walker Rachel	1941-06-28	UHC-14561-82	5094724333	6112 Elm St, Gilbert, AZ, 85267	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
CLM-407603	CLM	Anthony Murphy	1959-01-19	UHC-88733-62	—	3553 Harbor Blvd, Gilbert, AZ, 85240	0.72	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
CLM-409101	CLM	Gloria Hoffman	1978-12-18	UHC-25518-91	9555756475	9333 Hillcrest Rd, Minneapolis, MN, 55493	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
CLM-430011	CLM	Larry Garcia	1952-09-11	UHC-62291-99	—	3651 Harbor Blvd, Fresno, CA, 93741	0.72	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
CLM-430205	CLM	Sophia Lynch	1951-05-02	UHC-90674-61	6112390258	8743 Baseline Rd, Eden Prairie, MN, 55315	0.72	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
CLM-416275	CLM	Jacob Jensen	1944-06-02	UHC-55803-44	9828047639	3352 Mountain View Dr, Las Vegas, NV, 89159	0.72	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-410921	CLM	Mary Morales	1998-04-27	UHC-10683-37	9196515365	738 Broadway, Sacramento, CA, 95819	0.72	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+4 more
CLM-427281	CLM	Boyd George	1977-11-23	UHC-29797-34	4318058304	9125 River Rd, Denver, CO, 80288	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
CLM-400083	CLM	Fatima Lynch	2001-08-22	UHC-78829-59	3518682231	7675 Harbor Blvd, Columbus, OH, 43200	0.72	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more

2,293 rows, page 17 of 46Previous Next