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

Enrollment, flag “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-102983	ENR	Emily A George	1964-04-20	UHC-80583-22	2286135084	5984 Sunset Blvd, Plano, TX	0.52	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-132999	ENR	Brittany P Morales	2003-09-13	UHC-09344-34	—	1731 Park Pl, Chandler, AZ, 85233	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-113943	ENR	Linda Martinez	1953-09-17	UHC-63238-73	3339614964	6116 Pine Dr Apt 30, Seattle, WA	0.52	Unit split from street Street suffix standardised Address re-cased ZIP missing+2 more
ENR-134776	ENR	Jeremy F Contreras	1948-03-15	UHC-79282-02	2505650486	5889 Ocean Ave, Jacksonville, FL, 32201	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-120964	ENR	Pamela B Rivera	1959-06-01	UHC-37756-28	6346029670	6476 Baseline Rd, Austin, TX	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-125644	ENR	Jessica Hunt	2001-05-01	UHC-40668-92	8627860414	6736 Baseline Rd, Charlotte, NC	0.52	Phone reformatted State name converted to code ZIP missing Gender normalised+2 more
ENR-142485	ENR	Linda V Payne	1993-12-06	UHC-07120-79	8087800471	321 Mountain View Dr, Atlanta, GA, 30334	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-120631	ENR	Chris Valdez	1942-10-24	UHC-97505-59	4996053513	220 Pine Dr, Seattle, WA, 98107	0.52	Street suffix standardised Address re-cased State name converted to code ZIP+4 trimmed+2 more
ENR-107028	ENR	Elijah A Brooks	1964-10-22	UHC-25287-21	2769406433	2640 Baseline Rd Apt 25, Orlando, FL, 32829	0.52	Two-digit birth year Phone reformatted Unit split from street Gender normalised+2 more
ENR-107155	ENR	Scott D Howard	1989-08-10	UHC-12674-72	6227219418	2527 Union St, Chandler, AZ	0.52	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
ENR-128398	ENR	Jose A McCoy	1991-07-07	UHC-05379-73	—	2234 Ocean Ave, Columbus, OH, 43233	0.52	Two-digit birth year Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-134688	ENR	Roy A Lawrence	1993-06-09	UHC-96696-03	3749643075	1251 Main St, Dallas, TX	0.52	Name split from “Last, First”Phone reformatted State name converted to code ZIP missing+2 more
ENR-140695	ENR	Jule N Guerrero	1976-02-13	—	9008893494	3375 Apache Blvd, Sacramento, CA, 95822	0.52	Two-digit birth year Phone reformatted SSN last four extracted Email lower-cased+2 more
ENR-126765	ENR	Jean Martin	1980-08-25	UHC-24078-99	—	2678 Cedar Ln # 136, Columbus, OH, 43276	0.52	Name re-cased Phone missing area code Unit split from street State name converted to code+2 more
ENR-136633	ENR	JamesJunk	1966-02-24	UHC-52508-51	—	9781 Harbor Blvd, Phoenix, AZ	0.52	Name re-cased State name converted to code ZIP missing Whitespace trimmed+2 more
ENR-125341	ENR	Judith Robertson	1974-05-11	UHC-96845-24	—	9604 Elm St Apt 14, Nashville, TN, 37268	0.52	Name split from “Last, First”Date of birth reformatted Unit split from street Gender normalised+2 more
ENR-123998	ENR	Tyler A Oliver	1951-05-20	UHC-51920-31	—	7954 Market St, Seattle, WA, 98173	0.52	Phone missing area code Street suffix standardised Address re-cased State name converted to code+2 more
ENR-135489	ENR	Marcus Ford	1972-01-02	UHC-07354-04	7046364739	4043 Washington St, Eden Prairie, MN, 55344	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-120023	ENR	Kyle Harrison	1967-05-15	UHC-34852-96	6359648948	2106 Mountain View Dr, Gilbert, AZ, 85217	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted ZIP+4 trimmed+2 more
ENR-121504	ENR	Valentina G Cunningham	1969-08-28	UHC-01564-71	4835649196	2965 Baseline Rd, Chandler, AZ, 85244	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-137007	ENR	Beverly Gonzalez	1995-11-24	UHC-10930-89	4328947915	6102 Camelback Rd, Seattle, WA	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-109847	ENR	Judy R Rose	1991-12-22	UHC-66936-96	4538850988	2851 Sunset Blvd, Minneapolis, MN, 55417	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-116489	ENR	Janet Mason	1993-12-07	UHC-60080-69	—	5646 Highland Ave, Fresno, CA, 93769	0.52	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-140984	ENR	Carlos Thomas	1984-08-16	UHC-19784-35	3103077383	9622 Washington St, Charlotte, NC, 28270	0.52	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+2 more
ENR-141305	ENR	Charles Jimenez	1946-02-17	UHC-25702-22	9815565596	5023 River Rd # 250, Austin, TX, 78767	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-101642	ENR	Bobby L Willis	1977-09-23	UHC-83718-05	6207256619	5788 Camelback Rd, Eden Prairie, MN, 55312	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-132146	ENR	Mary H Nguyen	1990-03-12	UHC-55840-85	—	7858 River Rd, Los Angeles, CA	0.52	Street suffix standardised Address re-cased ZIP missing Gender normalised+2 more
ENR-132145	ENR	Mary H Nguyen	1990-03-12	UHC-55840-85	—	7858 River Rd, Los Angeles, CA	0.52	Street suffix standardised Address re-cased ZIP missing Gender normalised+2 more
ENR-118692	ENR	Adam Green	2003-05-12	UHC-08215-14	—	731 Market St, Austin, TX, 78743	0.52	Name split from “Last, First”Phone missing area code State code upper-cased ZIP+4 trimmed+2 more
ENR-109012	ENR	Ruth E Harvey	1940-10-13	UHC-80628-18	—	5958 Main St Apt 32, Gilbert, AZ, 85225	0.52	Two-digit birth year Member ID reformatted Unit split from street Street suffix standardised+2 more
ENR-109109	ENR	Marilyn H Herrrera	1959-02-03	UHC-34250-05	2843742460	9296 Ridge Rd, Orlando, FL, 32834	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-115920	ENR	Jess K Stephens	1948-06-15	UHC-76732-26	—	9811 Canyon Rd, Eden Prairie, MN, 55340	0.52	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-115117	ENR	Jerry L Riey	1941-10-02	UHC-25201-66	—	4607 Pine Dr, Charlotte, NC, 28214	0.52	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-126172	ENR	Ana TJunk	1940-12-03	UHC-78398-32	4823253706	7129 Washington St, Orlando, FL, 32830	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-138211	ENR	Heather Nelson	1977-12-27	UHC-32033-88	9344533818	3480 Main St # 814, Plano, TX	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-121827	ENR	Beverly D Wodos	—	UHC-61084-84	4206867407	715 Willow Ct, Chandler, AZ, 85277	0.52	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-111833	ENR	Joan F Jacobs	1985-03-01	UHC-79278-16	—	4384 Cedar Ln, Miami, FL, 33133	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-139288	ENR	Chrristian Ruiz	2004-06-11	UHC-87732-27	6523660164	5969 Willow Ct, Gilbert, AZ, 85236	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-114511	ENR	Doris Yang	1968-12-03	UHC-09369-79	2282448221	3736 Pine Dr, Phoenix, AZ, 85014	0.52	Two-digit birth year Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-117546	ENR	Logan Y Gonzales	1986-07-13	UHC-19729-25	—	6025 River Rd, Orlando, FL, 32899	0.52	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+2 more
ENR-118590	ENR	Emma Hudson	1975-12-12	UHC-78903-55	9622691542	5153 Sunset Blvd, Phoenix, AZ, 85085	0.52	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+2 more
ENR-122077	ENR	Aaron D Clark	1940-11-08	UHC-73956-30	4158140615	1800 River Rd Apt 39, Charlotte, NC, 28202	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-128465	ENR	Billy Z Castillo	1961-03-08	UHC-03191-11	—	4676 Harbor Blvd, Atlanta, GA, 30399	0.52	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
ENR-123999	ENR	Juan S Estrada	1965-08-13	UHC-86762-06	—	1448 Main St, Jacksonville, FL	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+2 more
ENR-104951	ENR	Gerald F Miller	1983-04-03	—	8506331760	3450 Maple Ave Apt 39, Denver, CO, 80218	0.52	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-138761	ENR	Melissa Y Delgado	2007-07-28	UHC-61902-21	4735065461	5380 Apache Blvd, Fresno, CA, 93769	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-122535	ENR	Wayne E Morris	1984-06-07	UHC-85819-24	—	3686 Main St, Charlotte, NC, 28267	0.52	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-108659	ENR	Denise T Henderson	1969-04-06	UHC-14987-56	5205008740	5931 Jefferson Ave, Tampa, FL, 33611	0.52	Two-digit birth year SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-120031	ENR	Willie T Gonzales	1977-08-26	UHC-39002-37	7115087819	7499 Canyon Rd, San Antonio, TX, 78299	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-142029	ENR	Camila I Jensen	1989-03-15	UHC-92035-13	—	1928 Canyon Rd, Eden Prairie, MN, 55338	0.52	Two-digit birth year Phone missing area code Street suffix standardised Address re-cased+2 more

16,916 rows, page 35 of 339Previous Next