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-126657	ENR	Frances W Hicks	—	UHC-42723-22	—	284 Mountain View Dr, Tampa, FL, 33673	0.66	Name re-cased Date of birth missing ZIP+4 trimmed Email lower-cased+1 more
ENR-106142	ENR	Ronald L Dean	1982-08-11	UHC-43191-80	—	7414 Meadow Ln, Jacksonville, FL, 32213	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Email lower-cased+1 more
ENR-115553	ENR	Linda X Grene	1957-09-07	UHC-08876-28	7036979945	9371 Oak St, Eden Prairie, MN, 55303	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-103655	ENR	Castro D Laura	1938-03-14	UHC-77112-55	—	5820 Ridge Rd, Fresno, CA, 93740	0.66	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+1 more
ENR-109724	ENR	Emma I Myers	2005-11-14	UHC-94234-71	2204831763	8549 Highland Ave, Los Angeles, CA, 90048	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-109660	ENR	Jeremy Nichols	1978-04-27	UHC-36703-86	4899180472	7024 Indian School Rd, Orlando, FL, 32860	0.66	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed+1 more
ENR-112865	ENR	Samual Carr	1956-02-23	UHC-86700-07	—	1920 Ridge Rd, Denver, CO, 80245	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
ENR-128404	ENR	Mariana G Wilson	—	UHC-28998-30	3802001109	4779 Canyon Rd, Dallas, TX, 75272	0.66	Date of birth unreadable City re-cased Gender normalised Whitespace trimmed+1 more
ENR-128405	ENR	Mariana G Wilson	—	UHC-28998-30	3802001109	4779 Canyon Rd, Dallas, TX, 75272	0.66	Date of birth unreadable City re-cased Gender normalised Whitespace trimmed+1 more
ENR-135918	ENR	Catherine Kelley	—	UHC-27584-01	3077608462	1279 Hillcrest Rd, Glendale, AZ, 85387	0.66	Name re-cased Date of birth unreadable Phone reformatted SSN last four extracted+1 more
ENR-123426	ENR	Fatima Richardson	1987-09-13	UHC-41967-03	9232117624	2139 Washington St, Plano, TX	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
ENR-119794	ENR	Charlotte Singh	1972-08-23	UHC-87275-87	—	6918 Jefferson Ave, Minneapolis, MN, 55424	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-125884	ENR	Shirley Stone	1970-03-01	UHC-61879-34	9232764399	8594 Elm St, Phoenix, AZ	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
ENR-114310	ENR	Teresa R Payne	1959-09-23	—	7242527163	6952 Grand Ave, Dallas, TX, 75229	0.66	Two-digit birth year Phone reformatted SSN last four extracted Email lower-cased+1 more
ENR-125285	ENR	Kenneth I Williamson	2005-08-17	UHC-77095-09	9776702146	2871 Lake View Rd, Seattle, WA, 98135	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
ENR-109436	ENR	Mason Hansen	1990-11-12	UHC-96817-98	6823587326	3212 Union St, Dallas, TX, 75217	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-100826	ENR	Ralph I Ortega	1952-12-18	UHC-17574-67	—	2079 Meadow Ln, Mesa, AZ	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
ENR-138349	ENR	AmberJunk	1967-08-17	UHC-90032-57	4436973155	4942 Pine Dr, Phoenix, AZ, 85084	0.66	Name re-cased State name converted to code Whitespace trimmed Placeholder values cleared+1 more
ENR-136791	ENR	Luis Davis	1951-08-17	UHC-97659-22	—	447 Bayshore Dr, San Diego, CA, 92107	0.66	Phone missing area code Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-139393	ENR	Billy Q Medina	1980-05-23	UHC-03106-77	—	2742 Church St, Jacksonville, FL, 32293	0.66	Date of birth reformatted Member ID reformatted State name converted to code Gender normalised+1 more
ENR-132109	ENR	Carol B Stone	1953-09-17	UHC-11495-79	6042875545	6601 Forest Ave, Miami, FL, 33140	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
ENR-121763	ENR	Jse N Vega	2007-08-23	UHC-35189-94	—	3077 Main St, Denver, CO, 80275	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-134579	ENR	Bryan I Hawkins	1963-06-14	UHC-61785-78	2908174035	4861 Cedar Ln, Miami, FL	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
ENR-122827	ENR	Catherine Andrews	1959-08-12	—	—	7499 Bayshore Dr, Denver, CO, 80272	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-140170	ENR	Stephanie S Burke	1974-03-25	UHC-61758-29	5735016295	7411 Valley View Dr, Mesa, AZ, 85227	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
ENR-116743	ENR	Stephen Dunan	1963-01-07	UHC-52474-88	8456888882	2845 Market St Apt 31, Tampa, FL, 33648	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-107329	ENR	Nicole Duncan	1958-08-01	UHC-54826-05	—	630 Central Ave, Houston, TX, 77047	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-122586	ENR	Kala J Meyer	1971-06-20	UHC-10261-34	6646778162	4813 Market St # 303, Phoenix, AZ, 85041	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-128814	ENR	David V Ford	1991-03-11	UHC-92766-36	7628170414	9634 Baseline Rd, Columbus, OH	0.66	Name re-cased Phone reformatted State name converted to code ZIP missing+1 more
ENR-122454	ENR	Aisha K Roberts	1980-11-07	UHC-45959-65	2374620615	8827 Lincoln Way, Minneapolis, MN, 55451	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-113752	ENR	Mariana E Herrera	1979-09-25	UHC-47508-09	3016989214	4823 Mountain View Dr, Sacramento, CA, 95863	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-108722	ENR	Patricia A Nichols	—	UHC-45310-42	3116196673	9725 Desert Sky Blvd, Eden Prairie, MN, 55397	0.66	Name re-cased Date of birth missing Phone reformatted Gender normalised+1 more
ENR-120019	ENR	Emma Q Howell	1955-08-17	UHC-71565-22	9083572980	7016 Palm Dr # 712, Houston, TX, 77081	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-107190	ENR	Marilyn Fisher	1985-04-16	UHC-53466-53	6327881364	4815 Sage Ct, San Antonio, TX	0.66	Phone reformatted ZIP missing Gender normalised Whitespace trimmed+1 more
ENR-125779	ENR	Gerald Z Willis	1957-08-12	UHC-23329-03	—	7465 Church St, Houston, TX, 77008	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
ENR-120307	ENR	Christine D Wells	1968-02-28	UHC-35426-84	—	8006 Hillcrest Rd Apt 6, Miami, FL, 33147	0.66	Name re-cased Unit split from street State name converted to code Email lower-cased+1 more
ENR-124766	ENR	Kayla A Garrett	1993-01-02	UHC-84412-04	5952711400	3765 Desert Sky Blvd, Fresno, CA, 93773	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
ENR-121685	ENR	Austin C Yang	1968-02-23	UHC-44918-67	9658041536	1316 River Rd, Tampa, FL, 33670	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-112558	ENR	Randy U Kennedy	1954-11-01	UHC-29773-41	9732274314	5003 Union St, Las Vegas, NV, 89159	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
ENR-132235	ENR	Karen A Fisher	1951-08-16	UHC-86096-60	2904636058	6730 Baseline Rd # 837, Houston, TX, 77092	0.66	Phone reformatted Unit split from street City re-cased Gender normalised+1 more
ENR-105443	ENR	Joshua J Young	1974-10-10	UHC-95779-94	—	9167 Willow Ct, San Diego, CA, 92183	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
ENR-128182	ENR	Megan Hunter	1963-11-19	UHC-01444-72	8278949767	—	0.66	Name split from “Last, First”Phone reformatted Member ID reformatted SSN last four extracted+1 more
ENR-109827	ENR	Santiago Black	1951-12-04	UHC-04410-16	7284474573	2384 Camelback Rd, Chandler, AZ, 85247	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Email lower-cased+1 more
ENR-135050	ENR	Jeremy Yang	1957-01-06	UHC-66540-13	—	7540 Valley View Dr # 190, Phoenix, AZ, 85049	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-117181	ENR	Kelly X Jenknis	1980-06-22	UHC-66047-18	3478744930	7663 Maple Ave, Denver, CO, 80216	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-134861	ENR	Peter Garrett	2000-01-10	UHC-91659-77	3872256359	6464 Canyon Rd Apt 6, Dallas, TX, 75253	0.66	Phone reformatted Unit split from street Gender normalised Whitespace trimmed+1 more
ENR-128365	ENR	Eric Dixon	1991-11-09	UHC-22960-96	—	4973 Maple Ave, Chandler, AZ, 85287	0.66	Phone missing area code City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
ENR-127654	ENR	Madison Tucker	1963-10-17	UHC-87905-69	2093770449	5673 River Rd, Columbus, OH, 43220	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-118278	ENR	Ryan Hunt	1986-03-21	UHC-48459-73	5488772611	6165 Ridge Rd Apt 8, Tempe, AZ, 85234	0.66	SSN last four extracted Unit split from street City re-cased Whitespace trimmed+1 more
ENR-127881	ENR	Steven I Alvarez	2007-02-25	UHC-39225-34	7799760516	6594 Spring St # 199, San Antonio, TX, 78212	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more

16,916 rows, page 111 of 339Previous Next