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 “Name split from “Last, First””, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName split from “Last, First”Clear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-122006	ENR	Dorothy I Johnson	1991-08-11	UHC-06781-18	8607410124	2664 Elm St, Orlando, FL, 32880	0.68	Name split from “Last, First”Phone reformatted Email lower-cased Gender normalised
ENR-142434	ENR	Emma Fields	1966-05-24	UHC-10590-48	2403114282	7907 Church St, Plano, TX	0.68	Name split from “Last, First”Phone reformatted ZIP missing Placeholder values cleared
ENR-125968	ENR	Helen Snyder	1977-02-01	UHC-56443-63	6339724359	2599 Willow Ct, Atlanta, GA, 30371	0.68	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased
ENR-135133	ENR	Bradley Weber	1990-06-17	UHC-33663-44	7224829611	6986 Pine Dr, Miami, FL, 33102	0.68	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased
ENR-105897	ENR	Joyce T Howard	1947-04-16	UHC-93627-09	6928326263	572 Baseline Rd, Plano, TX, 75093	0.68	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased
ENR-137165	ENR	Kayla M Lopez	1945-01-14	UHC-30538-95	6433552843	9395 Valley View Dr, Plano, TX, 75077	0.68	Name split from “Last, First”Phone reformatted Gender normalised Whitespace trimmed
ENR-105765	ENR	Hawkins Jordan	2005-02-03	UHC-41842-89	8509682789	5341 Sunset Blvd, Jacksonville, FL	0.68	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP missing
ENR-111260	ENR	Philip Wright	1998-04-12	UHC-98948-34	6736256120	1137 Hillcrest Rd, Las Vegas, NV, 89166	0.68	Name split from “Last, First”Date of birth reformatted ZIP+4 trimmed Whitespace trimmed
ENR-120369	ENR	Anthony Y Lee	1964-05-27	UHC-74962-92	6876201169	2628 Central Ave, Scottsdale, AZ, 85259	0.68	Name split from “Last, First”Phone reformatted Gender normalised Whitespace trimmed
ENR-140186	ENR	John V Maldonado	1943-04-02	UHC-04570-68	5012699231	1029 Sage Ct, Mesa, AZ, 85211	0.68	Name split from “Last, First”Phone reformatted State name converted to code Email lower-cased
ENR-130300	ENR	Cheryl D Bradley	1945-12-01	UHC-34997-97	5899285779	1312 Valley View Dr, Seattle, WA, 98196	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed
ENR-135428	ENR	Alexander Lynch	1963-07-08	UHC-82665-74	2856495559	2382 Market St # 594, Eden Prairie, MN, 55384	0.68	Name split from “Last, First”Phone reformatted Unit split from street Whitespace trimmed
ENR-123879	ENR	Joseph F Wong	1958-03-21	UHC-41583-44	4473636447	3089 Lake View Rd, Scottsdale, AZ, 85258	0.68	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased
ENR-121119	ENR	Charles C Parker	1940-12-10	UHC-67874-16	2854236757	2129 Washington St, Sacramento, CA, 95861	0.68	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased
ENR-130027	ENR	Arthur Q Peterson	1953-09-02	UHC-63949-28	5786154081	4424 Central Ave, San Antonio, TX, 78276	0.68	Name split from “Last, First”Email lower-cased Gender normalised Whitespace trimmed
ENR-105004	ENR	Anna Armtrong	2002-07-05	UHC-24555-91	4383975442	2216 Willow Ct, Plano, TX, 75064	0.68	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased
ENR-103942	ENR	Mason R Lawrence	1980-03-04	UHC-24473-72	—	7666 Baseline Rd, Scottsdale, AZ, 85206	0.68	Name split from “Last, First”Date of birth reformatted Email lower-cased Gender normalised
ENR-110728	ENR	Thoams Bryant	1993-01-01	UHC-72524-32	3132051846	5839 Lake View Rd, Miami, FL, 33133	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased
ENR-134422	ENR	Kelly K Mitchell	1991-07-13	UHC-46965-75	2523108532	256 Sunset Blvd, Seattle, WA	0.68	Name split from “Last, First”Phone reformatted ZIP missing Placeholder values cleared
ENR-118613	ENR	Kathryn Ortiz	1976-06-15	UHC-01209-57	8023072830	2638 Indian School Rd, Austin, TX, 78777	0.68	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased
ENR-126590	ENR	Kyle V Evans	1945-08-03	UHC-92232-13	2682438696	9115 Indian School Rd, Mesa, AZ, 85260	0.68	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased
ENR-109325	ENR	Mariana Jenkins	1953-01-10	UHC-08544-23	9057816487	5491 Main St, Scottsdale, AZ, 85293	0.68	Name split from “Last, First”Phone reformatted Gender normalised Whitespace trimmed
ENR-106900	ENR	Anna U Armstrong	1979-03-02	UHC-18999-92	3918127209	6965 Desert Sky Blvd, Las Vegas, NV, 89124	0.68	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased
ENR-122226	ENR	Amber T Hudson	1941-01-09	UHC-37773-45	5118964922	6884 Valley View Dr, Chandler, AZ, 85244	0.68	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased
ENR-108189	ENR	Frrank Murphy	1973-09-13	UHC-67229-18	2289205148	369 Grand Ave, Minneapolis, MN, 55434	0.68	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased
ENR-130269	ENR	Arthur Anderson	1982-06-09	UHC-92354-94	4097936353	8012 Meadow Ln, San Diego, CA, 92178	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed
ENR-132089	ENR	Amber Perkinns	1978-11-22	UHC-05855-16	5782233715	5171 Elm St, Charlotte, NC, 28204	0.68	Name split from “Last, First”Phone reformatted Gender normalised Whitespace trimmed
ENR-136731	ENR	Jeffrey S Harvey	1990-09-09	UHC-72004-42	6338434954	7611 Oak St, Dallas, TX, 75283	0.68	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased
ENR-102674	ENR	Marilyn M Gutierrez	1964-04-03	UHC-79657-83	6855161333	1528 Camelback Rd, Charlotte, NC, 28292	0.68	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased
ENR-132368	ENR	Samantha S Adams	1997-01-12	UHC-60115-83	6134712450	6922 Sage Ct, Fresno, CA	0.68	Name split from “Last, First”Phone reformatted ZIP missing Whitespace trimmed
ENR-134961	ENR	Ralph Howell	1949-02-06	UHC-97218-30	3586751431	6773 River Rd, Austin, TX, 78705	0.68	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased
ENR-118933	ENR	Joan Williams	2007-11-03	UHC-24622-43	7659853593	8522 Jefferson Ave, Orlando, FL, 32821	0.68	Name split from “Last, First”Phone reformatted Gender normalised Whitespace trimmed
ENR-110503	ENR	Mary Mills	1958-03-18	UHC-40585-28	6689634676	2406 Church St, Houston, TX	0.68	Name split from “Last, First”Phone reformatted ZIP missing Placeholder values cleared
ENR-106488	ENR	Bryan N Elliott	1966-07-01	UHC-17957-06	6223581893	8813 Grand Ave, San Antonio, TX, 78260	0.68	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased
ENR-135257	ENR	Alexander W Estrada	2004-12-02	UHC-81386-36	8435691803	2506 Indian School Rd, Houston, TX, 77036	0.68	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised
ENR-128865	ENR	Gregory Bishop	1962-08-05	UHC-04258-57	9844591436	8093 Canyon Rd, Atlanta, GA, 30366	0.68	Name split from “Last, First”Two-digit birth year Phone reformatted Placeholder values cleared
ENR-107222	ENR	Ashley J Roberts	—	UHC-42068-49	6529182634	—	0.68	Name split from “Last, First”Date of birth unreadable Email lower-cased Placeholder values cleared
ENR-101123	ENR	Nancy M Lane	1944-12-15	UHC-50508-51	8012862661	7624 Main St, Columbus, OH, 43259	0.68	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased
ENR-129802	ENR	Austin T Young	2006-08-21	UHC-00858-64	—	4779 Meadow Ln, Minneapolis, MN, 55498	0.68	Name split from “Last, First”Date of birth reformatted Gender normalised Whitespace trimmed
ENR-123373	ENR	Priya B Valdez	1986-04-28	UHC-59028-98	5067940364	8682 Highland Ave, Tucson, AZ, 85744	0.68	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased
ENR-102716	ENR	Gerald Elliott	1978-03-11	UHC-56214-07	9242956892	4723 Palm Dr, Miami, FL	0.68	Name split from “Last, First”Phone reformatted ZIP missing Whitespace trimmed
ENR-136574	ENR	Randy R Vazuqez	1960-06-15	UHC-86837-23	6365778967	9686 Lake View Rd, Austin, TX, 78792	0.68	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased
ENR-142586	ENR	Jennifer Oliver	1974-10-28	UHC-26072-74	4158569070	7835 Oak St, Denver, CO, 80273	0.68	Name split from “Last, First”Member ID reformatted State name converted to code Whitespace trimmed
ENR-140589	ENR	Elizabeth C Gomez	1971-01-28	UHC-07240-65	2184320491	3059 Sunset Blvd Apt 10, Nashville, TN, 37297	0.68	Name split from “Last, First”Date of birth reformatted Unit split from street Whitespace trimmed
ENR-115818	ENR	Emily I Reynolds	1953-08-06	UHC-66113-25	3739940158	4267 Meadow Ln, Jacksonville, FL, 32267	0.68	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased
ENR-115819	ENR	Emily I Reynolds	1953-08-06	UHC-66113-25	3739940158	4267 Meadow Ln, Jacksonville, FL, 32267	0.68	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased
ENR-133473	ENR	Teresa Mitchell	2001-09-12	UHC-68340-13	8097588651	1695 Cedar Ln, San Antonio, TX, 78272	0.68	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased
ENR-109853	ENR	Ethan Le	1952-01-02	UHC-08015-26	2903571411	6633 Pine Dr, Houston, TX, 77068	0.68	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased
ENR-109486	ENR	Mary B Singh	2000-12-27	UHC-97637-47	4675504351	9083 Hillcrest Rd, Jacksonville, FL, 32235	0.68	Name split from “Last, First”Phone reformatted Gender normalised Whitespace trimmed
ENR-103757	ENR	Cynthia A Gibson	1952-11-09	UHC-98065-16	2595105991	8464 Jefferson Ave, Tempe, AZ, 85239	0.68	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased

4,309 rows, page 61 of 87Previous Next