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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-108379	ENR	Vincent R Jenkins	1960-10-26	UHC-91130-49	5849638809	789 Oak St, Tampa, FL, 33696	0.76	Name split from “Last, First”Phone reformatted Member ID reformatted City re-cased+2 more
ENR-139837	ENR	Natalie W Myers	1963-07-27	UHC-38377-85	9099982094	3976 Forest Ave, Los Angeles, CA, 90030	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-120504	ENR	Richard Y Simpson	1963-06-27	UHC-69959-51	4506332228	9570 Cedar Ln, Scottsdale, AZ, 85222	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-142805	ENR	Laura U Fox	1942-12-04	UHC-64944-24	2542533119	5792 Church St, Fresno, CA, 93758	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-136063	ENR	Brian Matthews	1963-09-19	UHC-27327-14	2643164895	6673 Meadow Ln, Miami, FL, 33132	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-101667	ENR	Kevin Ford	1946-09-25	UHC-90193-21	7835850816	3596 Broadway, Houston, TX, 77069	0.76	Name re-cased Two-digit birth year Address re-cased City re-cased+2 more
ENR-136219	ENR	Zachary U Garcia	1940-12-15	UHC-28215-42	8649736881	6429 Market St, Chandler, AZ, 85243	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-141533	ENR	Samuel S Vargas	1967-02-20	UHC-87239-70	2992743281	8009 Forest Ave, Jacksonville, FL, 32221	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-109163	ENR	Danny Ryan	1950-03-06	UHC-22573-16	6968077217	8467 Cedar Ln, Jacksonville, FL, 32204	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-116167	ENR	Noah Valdez	1989-04-25	UHC-97692-50	5237807013	2810 Camelback Rd, Tucson, AZ, 85708	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-138897	ENR	Austiin O Gordon	1964-09-27	UHC-50210-62	3875910563	9313 Highland Ave # 115, Jacksonville, FL, 32240	0.76	Name re-cased Phone reformatted Unit split from street City re-cased+2 more
ENR-124084	ENR	Becky R Yuung	1958-07-26	UHC-29880-99	6486063900	2166 Camelback Rd Apt 22, Austin, TX, 78701	0.76	Date of birth reformatted Phone reformatted Unit split from street City re-cased+2 more
ENR-119286	ENR	Noah Riley	1953-11-04	UHC-02806-19	3243538225	3332 Apache Blvd, Eden Prairie, MN, 55326	0.76	Name re-cased Phone reformatted City re-cased Gender normalised+2 more
ENR-137717	ENR	Mariana Jones	1988-06-11	UHC-26184-72	8732314276	6247 Desert Sky Blvd, Atlanta, GA, 30386	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-107709	ENR	Gary Y Garrett	2004-12-26	UHC-54493-06	8283124416	3184 Broadway, Tempe, AZ, 85255	0.76	Date of birth reformatted Phone reformatted City re-cased Gender normalised+2 more
ENR-130999	ENR	Doris J Barnes	1980-03-13	UHC-22231-79	5865683394	9519 Washington St, Denver, CO, 80204	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-101632	ENR	Lori B Bell	1954-07-19	UHC-32635-68	6116405032	8024 Desert Sky Blvd, Eden Prairie, MN, 55392	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-115723	ENR	Russell I Montgomery	1939-05-18	UHC-52136-18	9443287899	1323 Elm St, Tampa, FL, 33654	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-142667	ENR	Diego Lawrence	1978-11-27	UHC-74911-24	8476469423	4864 River Rd, Denver, CO, 80200	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-130160	ENR	Amber S Ferguson	1940-11-27	UHC-16376-18	7149791788	3532 Canyon Rd, Denver, CO, 80200	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-130092	ENR	Lawrence G Jackson	1968-03-25	UHC-39272-67	9087166898	2399 Forest Ave, Seattle, WA, 98199	0.76	Date of birth reformatted Member ID reformatted City re-cased Gender normalised+2 more
ENR-115101	ENR	Luis Ortyz	1951-11-28	UHC-74768-48	2976755315	2900 Oak St, Mesa, AZ, 85281	0.76	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-102026	ENR	Michael H Clark	1966-05-02	UHC-15951-28	9724733887	3630 Maple Ave, Denver, CO, 80232	0.76	Name re-cased Date of birth reformatted City re-cased State name converted to code+2 more
ENR-142706	ENR	Joe Y Martin	2008-02-18	UHC-97135-53	9537448775	9024 Bayshore Dr, Minneapolis, MN, 55483	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-120472	ENR	Amy Y Wright	1956-06-01	UHC-11930-34	9058414008	295 Meadow Ln, Tucson, AZ, 85737	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-122355	ENR	Kenneth Carter	1954-12-17	UHC-41629-29	8887094164	425 Canyon Rd, Plano, TX, 75063	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-137212	ENR	Jonathan Q Brooks	1999-03-02	UHC-27135-67	8465834201	4731 Sunset Blvd, Los Angeles, CA, 90089	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-111653	ENR	Philip Brooks	1954-10-24	UHC-16603-32	6767684955	7788 Harbor Blvd, Chandler, AZ, 85213	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-139516	ENR	Kenneth H Austin	1999-05-12	UHC-79067-76	2295598320	9530 Forest Ave, Miami, FL, 33121	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-128565	ENR	Ashley L Watkins	1991-02-15	UHC-85690-41	8517345412	35 Central Ave, San Diego, CA, 92165	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-119548	ENR	Austin Wagner	1955-09-19	UHC-71456-87	6856311282	6113 Broadway, Atlanta, GA, 30349	0.76	Name re-cased Two-digit birth year Phone reformatted Address re-cased+2 more
ENR-121441	ENR	Bryan Gonzales	1982-09-28	UHC-98234-91	4257360730	81 Union St, Minneapolis, MN	0.76	Name re-cased Phone reformatted City re-cased ZIP missing+2 more
ENR-101384	ENR	Samuel C Mejia	1960-06-12	UHC-64307-54	8023123063	3111 Mesa Dr, Seattle, WA, 98180	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-117096	ENR	Natallie E Carpenter	1993-02-24	UHC-94569-81	4154847911	1689 Highland Ave, Sacramento, CA, 95892	0.76	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-100237	ENR	Lori Nelson	1990-03-17	UHC-84518-01	7653726039	164 Bayshore Dr, Seattle, WA, 98146	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-102210	ENR	Judith Z Santiago	1952-03-24	UHC-25546-73	3866895554	2694 Market St, Denver, CO, 80216	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-121030	ENR	Logan Rivera	1976-05-01	UHC-27810-95	7747795587	8658 Elm St, Phoenix, AZ, 85060	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-118959	ENR	Danielle Ramirez	1954-01-10	UHC-25825-42	—	9333 Lincoln Way, Eden Prairie, MN, 55363	0.76	Date of birth reformatted City re-cased Email lower-cased Gender normalised+2 more
ENR-125418	ENR	Kelly Y Espinoza	1988-05-10	UHC-51195-87	8586021424	9183 Central Ave Apt 3, Jacksonville, FL, 32286	0.76	Name re-cased Phone reformatted Unit split from street City re-cased+2 more
ENR-133602	ENR	Arjun O Jensen	1978-03-02	UHC-55251-35	3204151379	7875 River Rd, Las Vegas, NV, 89115	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-106336	ENR	Myers N Madison	1949-07-07	UHC-54541-11	—	9079 Camelback Rd, Denver, CO, 80251	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-133523	ENR	Raymond B Castro	1983-01-07	UHC-76265-21	8115341207	6579 Palm Dr, Charlotte, NC, 28275	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-137718	ENR	Ann Thomas	2002-03-03	UHC-82233-43	8854986900	9385 Hillcrest Rd, Fresno, CA, 93727	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-112062	ENR	Mariana Q Wheeler	1959-10-23	UHC-50246-49	—	9891 Washington St, Columbus, OH, 43204	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-100637	ENR	Randy Little	1990-07-25	UHC-16009-88	7612054294	9689 Pine Dr, Las Vegas, NV, 89170	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-142538	ENR	Jordan Meyer	1959-06-15	UHC-38596-17	7706468782	1046 Indian School Rd, Glendale, AZ, 85390	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-101255	ENR	Aaron Parker	1978-02-21	UHC-40195-45	—	4641 Palm Dr, Denver, CO	0.76	Member ID reformatted City re-cased ZIP missing Plan code upper-cased+2 more
ENR-117897	ENR	Jason R Harvey	1955-05-26	UHC-27403-64	3008108520	7877 Elm St, Mesa, AZ	0.76	Name re-cased Member ID reformatted City re-cased ZIP missing+2 more
ENR-120042	ENR	Palmer G Elijah	1947-01-13	UHC-01283-25	5767888164	1594 Willow Ct, San Diego, CA, 92134	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-139065	ENR	Bill Reid	1971-12-19	UHC-20802-41	6365664658	200 Maple Ave, Los Angeles, CA, 90068	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more

8,423 rows, page 97 of 169Previous Next