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-113799	ENR	Janet Elliott	1976-09-18	UHC-44835-28	3494185569	5041 Mountain View Dr, Gilbert, AZ, 85216	0.66	Two-digit birth year Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
ENR-132339	ENR	Kelly C Adams	1950-05-01	UHC-47571-61	—	197 Bayshore Dr, Charlotte, NC, 28264	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-125601	ENR	Joe Bishop	1966-10-26	UHC-58513-77	—	1154 Forest Ave, Eden Prairie, MN, 55387	0.66	Name re-cased ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
ENR-141492	ENR	Hiroshi C Marshall	1984-03-07	UHC-00465-86	7419837417	6890 Park Pl, Eden Prairie, MN, 55388	0.66	Middle initial moved out of first name Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-111822	ENR	Mei Harris	1954-02-09	UHC-30286-59	3758029813	9423 Ridge Rd Apt 19, Mesa, AZ, 85223	0.66	Date of birth reformatted Phone reformatted Unit split from street Gender normalised+1 more
ENR-123167	ENR	Carolyn O Bishop	1967-07-25	UHC-15130-95	—	9199 Apache Blvd, Miami, FL, 33187	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
ENR-125834	ENR	Scott Estrada	1951-05-18	UHC-44880-54	9192952432	—	0.66	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed+1 more
ENR-128582	ENR	Brian Hicks	1948-02-14	UHC-66835-69	8017159319	8193 Hillcrest Rd, Eden Prairie, MN, 55385	0.66	SSN last four extracted Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-119265	ENR	Evelyn Hunter	2000-05-17	UHC-44106-24	8538674372	5600 Mountain View Dr, Nashville, TN, 37210	0.66	Name split from “Last, First”Phone reformatted Gender normalised Whitespace trimmed+1 more
ENR-129769	ENR	Willie Q Delgado	1965-09-16	UHC-47830-16	7688920673	2592 Sunset Blvd Apt 32, Charlotte, NC, 28257	0.66	Phone reformatted SSN last four extracted Unit split from street Whitespace trimmed+1 more
ENR-123533	ENR	Steven B Butler	1948-12-19	UHC-75930-09	8316060927	3328 Lake View Rd, Austin, TX, 78765	0.66	Phone reformatted SSN last four extracted Gender normalised Whitespace trimmed+1 more
ENR-139722	ENR	Gabriel I Price	1985-07-23	UHC-70241-02	5046017098	3420 Elm St, Las Vegas, NV	0.66	Name re-cased Date of birth reformatted SSN last four extracted ZIP missing+1 more
ENR-138180	ENR	James G Herrera	2005-03-03	UHC-87798-18	2866200423	4491 Church St, Denver, CO, 80228	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
ENR-119484	ENR	Denise Q Harrison	1977-01-12	UHC-02609-73	—	1036 Union St # 837, Sacramento, CA, 95818	0.66	Name re-cased Unit split from street State name converted to code Whitespace trimmed+1 more
ENR-138879	ENR	Sephanie J McCoy	1965-09-19	UHC-04671-13	2833291756	23 Sage Ct, Miami, FL, 33123	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-142037	ENR	Matthew X Banks	1978-04-27	UHC-11963-65	—	8415 Desert Sky Blvd, Seattle, WA, 98198	0.66	Name split from “Last, First”Two-digit birth year City re-cased Whitespace trimmed+1 more
ENR-142036	ENR	Matthew X Banks	1978-04-27	UHC-11963-65	—	8415 Desert Sky Blvd, Seattle, WA, 98198	0.66	Name split from “Last, First”Two-digit birth year City re-cased Whitespace trimmed+1 more
ENR-113133	ENR	Nancy P Rodriguez	1956-12-05	UHC-89474-55	8887990590	8581 Forest Ave, San Diego, CA, 92199	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-101895	ENR	Ethan Olson	1973-05-03	UHC-70689-35	—	7683 Meadow Ln # 423, Nashville, TN, 37218	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-101894	ENR	Ethan Olson	1973-05-03	UHC-70689-35	—	7683 Meadow Ln # 423, Nashville, TN, 37218	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-110127	ENR	Amy O Elliott	1950-07-18	UHC-43246-58	—	9846 Harbor Blvd Apt 28, Eden Prairie, MN, 55309	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
ENR-116121	ENR	Diego L Carroll	1953-07-05	UHC-04213-88	9617760210	423 Maple Ave, Tampa, FL, 33667	0.66	Middle initial moved out of first name Phone reformatted Gender normalised Whitespace trimmed+1 more
ENR-123732	ENR	Valentina Martinez	2003-01-05	UHC-82598-56	9819103430	8936 Palm Dr, Miami, FL	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-103111	ENR	Edward Espinoza	1949-08-10	UHC-52731-49	2694871692	2750 Valley View Dr, San Antonio, TX, 78297	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
ENR-114666	ENR	Justin J Mason	2002-01-09	UHC-94839-47	7604226272	8634 Sunset Blvd, Dallas, TX, 75222	0.66	Name re-cased Two-digit birth year Phone reformatted ZIP+4 trimmed+1 more
ENR-100805	ENR	Anna Kelley	2002-01-02	UHC-40324-73	—	3926 Harbor Blvd, San Diego, CA, 92153	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
ENR-121883	ENR	Keith I Arnold	1943-01-27	UHC-96588-76	2979796832	9803 Broadway, Tempe, AZ, 85292	0.66	Name re-cased Phone reformatted SSN last four extracted State name converted to code+1 more
ENR-125531	ENR	Catherine Hart	1963-09-20	UHC-18151-19	2397066541	—	0.66	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed+1 more
ENR-135617	ENR	Susan F Owens	1941-08-12	UHC-37768-97	3195353887	3394 Sunset Blvd, Plano, TX, 75077	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Plan code upper-cased+1 more
ENR-132704	ENR	Joyce B James	1977-07-06	UHC-51158-02	3033980813	6288 Lake View Rd, Tampa, FL	0.66	Phone reformatted State name converted to code ZIP missing Whitespace trimmed+1 more
ENR-141078	ENR	Bryan Matthews	1968-09-15	UHC-03832-74	2997795244	5098 Lincoln Way Apt 39, Scottsdale, AZ, 85262	0.66	Name split from “Last, First”Phone reformatted Unit split from street Whitespace trimmed+1 more
ENR-107488	ENR	Santiago A Mendoza	1939-10-25	UHC-87845-70	—	4106 Central Ave Apt 14, San Diego, CA	0.66	Date of birth reformatted Unit split from street ZIP missing Email lower-cased+1 more
ENR-108145	ENR	Alan V Sims	1991-08-01	UHC-89095-04	2044382142	2292 Market St Apt 8, Phoenix, AZ, 85019	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-119951	ENR	Deborah Baker	1968-08-22	UHC-51589-88	6883803339	8204 Sage Ct, Orlando, FL, 32887	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-131924	ENR	—Junk	1969-04-08	UHC-67629-21	2869082940	95 Maple Ave, Houston, TX, 77023	0.66	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared+1 more
ENR-130977	ENR	Jerry U Young	1989-07-01	UHC-52799-01	2719414876	2539 Lincoln Way Apt 13, Chandler, AZ, 85294	0.66	Name re-cased Phone reformatted Unit split from street State name converted to code+1 more
ENR-130978	ENR	Jerry U Young	1989-07-01	UHC-52799-01	2719414876	2539 Lincoln Way Apt 13, Chandler, AZ, 85294	0.66	Name re-cased Phone reformatted Unit split from street State name converted to code+1 more
ENR-142273	ENR	Wei Grant	—	UHC-03343-57	7955828203	9605 Highland Ave, Seattle, WA, 98161	0.66	Name split from “Last, First”Date of birth unreadable Phone reformatted Whitespace trimmed+1 more
ENR-124956	ENR	Jesse Romero	1953-12-06	UHC-84323-55	6675944522	5910 Union St, Orlando, FL, 32831	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
ENR-141124	ENR	Jack N Jordan	1968-12-26	UHC-46514-85	—	7965 Washington St, Houston, TX	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
ENR-113406	ENR	Melissa N Jimenez	2005-11-28	UHC-05217-65	8877741046	8528 Mesa Dr, Nashville, TN, 37299	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
ENR-111364	ENR	Carl J Butler	1996-12-15	UHC-90670-59	8725634420	1591 Lincoln Way, Chandler, AZ, 85242	0.66	Phone reformatted State name converted to code Gender normalised Plan code upper-cased+1 more
ENR-125457	ENR	Walter Y Hoffman	1991-12-01	UHC-11147-16	6276133957	5494 Sage Ct, Glendale, AZ, 85323	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-127295	ENR	Virginia Anderson	2004-06-06	UHC-20517-75	7256440054	9727 Baseline Rd, Tampa, FL, 33684	0.66	Name split from “Last, First”Phone reformatted State name converted to code Whitespace trimmed+1 more
ENR-104381	ENR	Michelle Carroll	2006-03-04	UHC-82924-06	6109801666	6882 Valley View Dr, Nashville, TN, 37265	0.66	ZIP+4 trimmed Gender normalised Plan code upper-cased Whitespace trimmed+1 more
ENR-135166	ENR	Rebecca Q Stevens	1940-08-09	UHC-44482-71	2343656742	2879 Lincoln Way, Los Angeles, CA, 90097	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
ENR-138013	ENR	Anthony Williamson	1945-06-19	UHC-42109-67	8699460594	6586 Indian School Rd, Las Vegas, NV, 89121	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-140184	ENR	Patricia Dunn	1939-09-19	UHC-19967-99	4929915295	9685 Camelback Rd, Miami, FL, 33169	0.66	Street suffix standardised Address re-cased State name converted to code Email lower-cased+1 more
ENR-107667	ENR	Brian C Webar	—	UHC-56118-72	4158864973	732 Bayshore Dr, Jacksonville, FL, 32203	0.66	Date of birth unreadable Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-108890	ENR	Martha S Wakler	1980-04-09	UHC-95006-84	6699438139	3756 Indian School Rd, Austin, TX, 78766	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more

16,916 rows, page 118 of 339Previous Next