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 “Phone reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-141572	ENR	Christopher Willis	1953-10-21	UHC-10720-18	9635642838	269 Indian School Rd, Jacksonville, FL, 32278	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-116117	ENR	Sophia Y Vazquez	1992-09-24	UHC-24298-39	9308438446	4625 Indian School Rd, Scottsdale, AZ, 85205	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-124234	ENR	Michelle F Herrera	1950-05-20	UHC-18176-75	5416572819	7756 Ocean Ave # 606, Sacramento, CA, 95825	0.64	Name re-cased Phone reformatted Unit split from street Gender normalised+2 more
ENR-113161	ENR	Wei Bradley	1962-09-24	UHC-76357-55	3147219949	2524 Baseline Rd, Columbus, OH, 43297	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-111019	ENR	Judith Santiago	1985-07-22	UHC-03959-48	5373987030	5280 Indian School Rd, Dallas, TX, 75247	0.64	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-140525	ENR	Willie S Holmes	1977-06-04	UHC-22394-73	7148320101	6486 Palm Dr, Phoenix, AZ, 85091	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-106855	ENR	Evelyn Riley	1986-12-18	UHC-04663-24	5263498308	2147 Desert Sky Blvd, Mesa, AZ, 85284	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-103075	ENR	Jonathan F Cunningham	1971-01-22	UHC-44375-44	6833334528	1755 Lake View Rd, Plano, TX	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-114102	ENR	Kevin U Cunningham	1942-10-27	UHC-96334-53	7536705354	4976 Cedar Ln, Orlando, FL, 32813	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-140050	ENR	Brenda Garrett	1981-09-22	—	3098899475	5537 Hillcrest Rd, San Diego, CA	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-108460	ENR	Heather O Estrada	1964-12-10	UHC-14837-83	9808767200	7177 River Rd, Tucson, AZ, 85755	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-116413	ENR	Matthew C Arnold	1944-08-07	UHC-10919-83	7106837939	2877 Apache Blvd # 554, Austin, TX, 78783	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-113362	ENR	Kayla S Jenkins	1914-11-12	UHC-09446-13	9663585153	8645 Hillcrest Rd, Fresno, CA, 93750	0.64	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-123154	ENR	Charles Q Santos	1962-08-07	UHC-27566-45	6759698776	8576 Jefferson Ave, Dallas, TX, 75270	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-104468	ENR	Ryan Armstrong	1961-12-15	UHC-91572-43	6582708039	608 Spring St, Tampa, FL, 33687	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-136321	ENR	Sharon Maldonado	1982-05-27	UHC-48917-93	4786993618	7013 Meadow Ln, Tucson, AZ, 85755	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-132653	ENR	Linda Dixon	1999-10-15	UHC-04438-58	8506574803	705 Washington St, Fresno, CA, 93773	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-135846	ENR	Keith T Gonzalez	1960-12-05	UHC-62035-80	6979515669	6402 Union St, Sacramento, CA, 95887	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-110703	ENR	Stephen Peterson	1943-06-12	UHC-22151-31	5229834977	6606 Jefferson Ave Apt 1, San Antonio, TX, 78242	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-115387	ENR	Linda Y Woods	1985-02-22	UHC-71404-90	4222239785	2889 Palm Dr, Austin, TX, 78736	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-131316	ENR	Sandra U Reed	1985-04-05	UHC-49852-21	4217610275	4807 Central Ave Apt 37, Columbus, OH, 43264	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-121352	ENR	Laura Porter	1947-02-03	UHC-98577-38	5883855785	167 River Rd # 683, Orlando, FL	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-142025	ENR	Jordan H King	1988-12-18	UHC-47443-28	4537075331	4951 Palm Dr # 526, Tampa, FL, 33609	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-139072	ENR	Grace Garza	2002-11-10	UHC-70601-88	9006582811	7828 Maple Ave, Chandler, AZ, 85281	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-114162	ENR	Justin Y Castro	1943-10-26	UHC-41901-62	3366027995	5655 Bayshore Dr, Tucson, AZ, 85719	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-124191	ENR	Carol Soto	1988-09-25	UHC-49221-24	2276330016	8206 Bayshore Dr, Tampa, FL, 33624	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-126317	ENR	Judy Brown	1979-03-24	UHC-18974-54	8854644983	—	0.64	Name split from “Last, First”Phone reformatted Email lower-cased Gender normalised+2 more
ENR-117768	ENR	Rachel Lee	—	UHC-20804-03	2993997503	3132 Meadow Ln, Las Vegas, NV, 89139	0.64	Name re-cased Date of birth unreadable Phone reformatted Gender normalised+2 more
ENR-135405	ENR	Christian I Alexandre	1998-11-14	UHC-81311-98	4787211571	5569 Spring St Apt 19, Sacramento, CA, 95815	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-123923	ENR	Deborah W Estrada	1991-03-10	UHC-65814-20	7318527594	5054 Park Pl, San Antonio, TX, 78210	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-131714	ENR	Shirley Fernandez	1976-10-21	UHC-32823-27	7552975952	3166 Desert Sky Blvd, Tucson, AZ, 85771	0.64	Phone reformatted Member ID reformatted SSN last four extracted City re-cased+2 more
ENR-119035	ENR	Lucia C Russell	1969-01-23	UHC-13987-43	3372614470	8135 Jefferson Ave, Fresno, CA, 93767	0.64	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+2 more
ENR-131235	ENR	Diana Aguilar	2003-11-20	UHC-20499-18	5216155886	2189 Jefferson Ave, Eden Prairie, MN	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-126897	ENR	Erc M McDonald	1998-09-18	UHC-74400-83	8795365198	3139 Harbor Blvd, Dallas, TX, 75268	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-116371	ENR	Ruth Z Contreras	1979-05-04	UHC-90999-03	5595469929	7697 Lincoln Way Apt 12, Houston, TX, 77038	0.64	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-111595	ENR	Dylan Wilson	—	UHC-63112-01	8235661270	406 Ridge Rd, Austin, TX, 78760	0.64	Name re-cased Date of birth reformatted Date of birth unreadable Phone reformatted+2 more
ENR-141411	ENR	Zachary D Scott	1949-12-24	UHC-64427-62	6067826986	8108 Canyon Rd, Plano, TX, 75085	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-134533	ENR	Samuel Palmer	2000-08-01	UHC-81616-47	6529075080	7508 Cedar Ln, Chandler, AZ	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-116344	ENR	Brian P Brooks	1959-10-13	UHC-10385-28	6954455680	3457 Union St, Glendale, AZ	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-104414	ENR	Wayne Wang	1963-02-23	UHC-60912-66	3194217820	—	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+2 more
ENR-117301	ENR	Matthew Z Rios	1960-04-19	UHC-47062-87	2394061505	96 Baseline Rd # 682, Phoenix, AZ, 85052	0.64	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+2 more
ENR-140383	ENR	Jullia Q Fowler	1993-08-07	UHC-77770-43	7957110285	7084 Jefferson Ave, Charlotte, NC, 28240	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-120609	ENR	Roy Day	1977-12-20	UHC-75293-36	9335657565	249 Harbor Blvd, Atlanta, GA, 30318	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-118881	ENR	Henry L Jenkins	1952-06-23	UHC-25569-64	8297498342	8487 Washington St, San Diego, CA, 92100	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-129011	ENR	Sandra N Sanders	1982-08-26	UHC-34665-63	8686180005	7881 Willow Ct, Columbus, OH, 43215	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-129450	ENR	Rgoer P Guzman	1994-12-07	UHC-37088-65	9416283043	2192 Ridge Rd, Sacramento, CA, 95853	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-112220	ENR	Donna Baker	1966-03-19	UHC-92998-90	3105353561	6602 Willow Ct, San Diego, CA, 92157	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-137714	ENR	Kathleen T Murphy	1956-03-20	UHC-01748-18	2189683885	3037 Sunset Blvd, Austin, TX, 78742	0.64	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-104034	ENR	Victoria Walsh	1969-03-17	UHC-36064-71	8442432647	617 Main St, Minneapolis, MN, 55447	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-131862	ENR	Anna Morris	1960-03-24	UHC-60990-54	7842599576	3498 Willow Ct # 779, Columbus, OH, 43293	0.64	Name re-cased Phone reformatted SSN last four extracted Unit split from street+2 more

28,181 rows, page 150 of 564Previous Next