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 re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-101224	ENR	Kathryn L Vasquez	1985-08-26	UHC-16182-62	8316704889	1861 Cedar Ln, Los Angeles, CA, 90060	0.64	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+2 more
ENR-102219	ENR	Virginia Castillo	1992-06-06	UHC-00947-15	7614498180	6133 Canyon Rd, Los Angeles, CA	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-118626	ENR	Omar E Alvarado	1980-04-10	UHC-76117-74	7033342947	4305 Highland Ave, Chandler, AZ	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-122286	ENR	Janice Carpenter	—	UHC-15695-65	7867775858	2154 Hillcrest Rd, Jacksonville, FL, 32213	0.64	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+2 more
ENR-109227	ENR	Timothy Brooks	2005-07-19	UHC-54562-02	8929034016	3289 Mountain View Dr, Dallas, TX, 75214	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-102830	ENR	Harold G Singh	1949-12-22	UHC-27892-54	5817802635	7435 Lake View Rd, San Antonio, TX, 78285	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-140653	ENR	Doris Anderson	1980-11-24	UHC-03249-14	—	4851 Canyon Rd, Glendale, AZ, 85309	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-135055	ENR	Braadley T Howard	1992-12-01	UHC-85451-99	2746184074	8403 Willow Ct, Atlanta, GA, 30310	0.64	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-138568	ENR	Kyle A Diaz	1948-01-21	UHC-72638-46	2704282167	7281 Ridge Rd, Dallas, TX, 75274	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-111070	ENR	Natalie Hudson	2002-11-14	UHC-07480-19	6038664902	2089 Ocean Ave Apt 6, Plano, TX, 75072	0.64	Name re-cased Phone reformatted Unit split from street ZIP+4 trimmed+2 more
ENR-103183	ENR	Lori Espinoza	1982-04-21	UHC-08121-65	4584061184	6105 River Rd, Chandler, AZ, 85238	0.64	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-101639	ENR	Jack Thompson	1987-03-09	UHC-12606-35	6258159363	2302 Baseline Rd Apt 6, Tampa, FL, 33641	0.64	Name re-cased Phone reformatted Unit split from street 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-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-104762	ENR	Maria Dean	1987-08-11	UHC-39017-66	9643076582	8425 Broadway # 808, Dallas, TX	0.64	Name re-cased Unit split from street State code upper-cased ZIP missing+2 more
ENR-117779	ENR	Branndon Peterson	1974-03-12	UHC-68516-24	5728424306	8586 Central Ave, Glendale, AZ, 85392	0.64	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-127119	ENR	Natalie Estrada	1938-05-17	UHC-84399-83	4355169604	8742 Church St, Fresno, CA	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
ENR-100608	ENR	Donald P Johnston	2002-06-09	UHC-00235-32	7185071064	2788 Meadow Ln, Charlotte, NC	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+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-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-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-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-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-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-119775	ENR	Russell J Delgado	1992-08-23	UHC-92143-65	—	403 Apache Blvd, Tucson, AZ, 85766	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+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-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-134228	ENR	Mike H Thomas	1962-02-23	UHC-85355-01	—	3630 Highland Ave, Jacksonville, FL, 32220	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+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-121871	ENR	Judith Simpson	1986-04-27	UHC-21051-13	9284809622	2933 Pine Dr, Tempe, AZ, 85207	0.64	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+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
ENR-110590	ENR	Judy Henderson	—	UHC-00388-01	—	4383 Oak St, Plano, TX, 75095	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
ENR-124114	ENR	Gloria F Bishop	1940-08-04	UHC-59408-54	5223822332	58 Mountain View Dr, San Antonio, TX, 78297	0.64	Name re-cased Date of birth reformatted City re-cased State name converted to code+2 more
ENR-122970	ENR	Brenda D Robinson	1998-11-13	UHC-74822-49	9472560429	4873 Mesa Dr, Houston, TX, 77092	0.64	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-121471	ENR	Charlotte Le	1980-08-17	UHC-88223-35	7436252642	3814 Mesa Dr, Charlotte, NC, 28217	0.64	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-137773	ENR	Mari Harper	1995-05-08	UHC-72350-71	2496435498	7783 Spring St, Sacramento, CA, 95804	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-128539	ENR	Elijah Collins	1979-06-20	UHC-12190-69	2622537759	1597 Central Ave, Jacksonville, FL, 32297	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-101746	ENR	Brittany U Cook	1982-05-21	—	2096167941	1407 Elm St, Nashville, TN, 37292	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-129327	ENR	Pamela K Grant	1961-09-13	UHC-80809-65	8833087580	2444 Ocean Ave, Scottsdale, AZ, 85251	0.64	Name re-cased Phone reformatted State name converted to code Gender normalised+2 more
ENR-109702	ENR	Peter J Riley	1989-11-21	UHC-68971-82	—	5137 Willow Ct, Phoenix, AZ, 85018	0.64	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more

17,310 rows, page 93 of 347Previous Next