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 “Email lower-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagEmail lower-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-118638	ENR	Danielle V Adrews	2006-04-02	UHC-00916-15	5888328982	621 Lincoln Way, Scottsdale, AZ, 85265	0.62	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-118637	ENR	Danielle V Adrews	2006-04-02	UHC-00916-15	5888328982	621 Lincoln Way, Scottsdale, AZ, 85265	0.62	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-119392	ENR	Badley P Romero	1985-08-13	UHC-50584-68	4967671528	4722 Harbor Blvd, Minneapolis, MN, 55495	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-137077	ENR	Harold Wood	1991-04-19	UHC-31679-43	4492035714	9393 Oak St, San Diego, CA, 92167	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-117343	ENR	Noah L Hawkins	1975-10-12	UHC-16115-52	—	3221 Union St, San Antonio, TX, 78286	0.62	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
ENR-100491	ENR	Patrycia X Mitchell	2008-09-01	UHC-58066-27	8837566993	513 Hillcrest Rd, Gilbert, AZ, 85298	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-130084	ENR	Bobby T Powell	1941-09-10	UHC-35845-09	5786488115	4683 Camelback Rd, Sacramento, CA	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-129886	ENR	Yuki F Butler	1940-05-28	UHC-90674-99	4089536301	8684 Jefferson Ave, San Diego, CA, 92133	0.62	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-113946	ENR	Adam Gonzales	1951-10-22	UHC-93372-22	3228815170	9870 Forest Ave, San Diego, CA, 92135	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-133579	ENR	Alexis Vasquez	1968-08-12	UHC-44563-43	7719250588	6026 Ocean Ave, Chandler, AZ, 85241	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-118525	ENR	Christine D Santiago	1966-11-12	UHC-68644-80	8286939932	3894 Highland Ave, Orlando, FL, 32899	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-131429	ENR	Virginia J Alvarado	1940-03-20	UHC-84785-86	4643659626	6123 Desert Sky Blvd, Los Angeles, CA, 90081	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-130002	ENR	Anthony Hunter	2003-02-28	UHC-08886-47	4328052034	7734 Desert Sky Blvd, Atlanta, GA, 30338	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-128660	ENR	Joshua Phillips	1955-12-12	UHC-93601-34	9405027434	7125 Church St, Tempe, AZ, 85288	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-114864	ENR	James Contreras	1986-01-04	UHC-81579-21	5537684103	8536 Grand Ave, Denver, CO, 80283	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-136307	ENR	Mei O Simmons	1958-08-08	UHC-04938-96	—	3325 River Rd, Minneapolis, MN, 55419	0.62	Name re-cased Phone missing area code Member ID reformatted Street suffix standardised+3 more
ENR-106523	ENR	Keith D Ruiz	1948-05-02	UHC-75807-16	6564962285	5718 Mesa Dr # 484, Charlotte, NC, 28202	0.62	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-142735	ENR	Robert W Ramos	1946-11-20	UHC-34491-97	2394537175	5876 Indian School Rd, San Antonio, TX, 78239	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-121132	ENR	Lauren Simpson	1988-04-10	UHC-91816-32	2107913260	961 Baseline Rd, Tampa, FL, 33675	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-108422	ENR	Randy Parker	1965-08-23	UHC-85362-22	4883071610	129 Meadow Ln # 701, Chandler, AZ, 85208	0.62	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+3 more
ENR-119506	ENR	Jean T Hawkins	1951-01-23	UHC-05195-82	4764284509	4375 Ocean Ave, Tampa, FL, 33689	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-110221	ENR	Maria Z Burton	1960-02-10	—	—	3568 Market St, Tampa, FL, 33685	0.62	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
ENR-110918	ENR	Susan D Tran	1973-09-27	UHC-98859-82	4749544586	5965 Church St, Gilbert, AZ, 85272	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-126412	ENR	Alan O Pierce	1970-01-22	UHC-35222-28	6773866375	4710 Camelback Rd, Charlotte, NC, 28235	0.62	Name re-cased Two-digit birth year Phone reformatted Email lower-cased+3 more
ENR-119092	ENR	Victoria A Vasquez	1971-07-24	UHC-80479-60	4763186950	2460 Spring St, Minneapolis, MN, 55480	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-105267	ENR	Jeffrey F Padilla	—	UHC-92939-82	8442770009	7220 Main St, Tampa, FL, 33639	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-132561	ENR	Walter Hoffman	1983-11-01	UHC-14510-58	9073910871	1576 Elm St, Orlando, FL, 32865	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-115069	ENR	Theresa Jimenez	1971-10-04	UHC-78147-56	6714102997	3652 River Rd, Fresno, CA	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-134035	ENR	Carl Clark	1964-10-03	UHC-07708-62	8978020594	8835 Apache Blvd, Glendale, AZ, 85355	0.62	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
ENR-114513	ENR	Sophia T Nunez	1976-11-07	UHC-45080-80	3096830015	6284 Maple Ave, Scottsdale, AZ, 85213	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-132885	ENR	Elizabeth W Richardson	1994-01-12	UHC-10396-69	—	7983 Park Pl, Sacramento, CA, 95858	0.62	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
ENR-141192	ENR	Michael Johnson	1991-03-07	UHC-54027-41	7854458153	56 Church St, Plano, TX	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-128923	ENR	Sofia N Kelly	1946-04-05	UHC-33102-93	9365977430	8132 Elm St, Glendale, AZ, 85320	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-133833	ENR	Guzman E David	1957-08-27	UHC-47294-74	3904235765	8849 Oak St, Sacramento, CA, 95848	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-119475	ENR	Cynthia Jensen	1959-05-28	UHC-82520-15	—	454 Apache Blvd, Columbus, OH, 43277	0.62	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-129176	ENR	Albert Snders	1976-05-06	UHC-69469-95	8042734753	5471 Camelback Rd, Las Vegas, NV	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-103641	ENR	Charles Foord	1950-05-01	UHC-71049-42	6656299130	5204 Washington St, Mesa, AZ, 85230	0.62	SSN last four extracted Street suffix standardised Address re-cased City re-cased+3 more
ENR-139760	ENR	Debbie Gordon	1995-09-18	UHC-25449-95	3019583669	5176 Mesa Dr Apt 20, San Diego, CA, 92158	0.62	Date of birth reformatted Member ID reformatted Unit split from street Street suffix standardised+3 more
ENR-102663	ENR	Thomas V Johnston	1982-01-26	UHC-03506-46	9517046677	2797 Market St, Scottsdale, AZ	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-116331	ENR	Susan Clark	1983-12-06	UHC-41538-04	4646232642	9001 River Rd, Houston, TX, 77035	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-141667	ENR	Diego Larsun	—	UHC-84199-26	5383557504	4740 Desert Sky Blvd, San Antonio, TX, 78245	0.62	Name re-cased Date of birth unreadable Phone reformatted City re-cased+3 more
ENR-106615	ENR	Amber K Vargas	1985-01-01	UHC-53395-28	4279148014	2261 Central Ave, Jacksonville, FL	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-100564	ENR	Gregory Dean	1965-10-03	UHC-84278-91	9263007432	8034 Pine Dr, Minneapolis, MN, 55458	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-141520	ENR	Bruce Harper	1946-08-07	UHC-39693-44	3453664427	3955 Union St, Mesa, AZ, 85290	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-104416	ENR	Ahmed Y Ferguson	1965-04-04	UHC-66248-58	7888599768	7654 Valley View Dr, Charlotte, NC, 28282	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-134951	ENR	Alexis U Freeman	1973-06-24	UHC-97467-72	2588509352	5193 Sage Ct, Minneapolis, MN, 55433	0.62	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-116385	ENR	Nathan P Hanson	1990-08-26	UHC-79251-76	2862003851	599 Sunset Blvd, Mesa, AZ, 85227	0.62	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-118886	ENR	Hannah Little	1984-09-05	UHC-75214-69	—	2485 Washington St Apt 24, Tempe, AZ, 85208	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
ENR-138838	ENR	Kimberly E Hayes	1991-10-13	UHC-03076-95	9852213395	1773 Ocean Ave, Columbus, OH, 43281	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-122030	ENR	Karen Meyer	1970-12-09	UHC-87829-83	6386826572	211 Ridge Rd, Atlanta, GA	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more

8,934 rows, page 37 of 179Previous Next