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 “ZIP+4 trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP+4 trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-108786	ENR	Kathryn Hanson	1993-08-09	UHC-15065-80	7929595332	7880 Main St, Denver, CO, 80258	0.68	Phone reformatted State code upper-cased ZIP+4 trimmed Gender normalised
ENR-125723	ENR	Terry Y Banks	1947-12-03	UHC-30407-95	8139397603	1760 Highland Ave, Orlando, FL, 32830	0.68	Phone reformatted ZIP+4 trimmed Gender normalised Whitespace trimmed
ENR-123694	ENR	Jordan Howell	1965-02-13	UHC-95053-20	7936429148	8510 Mesa Dr, San Antonio, TX, 78250	0.68	ZIP+4 trimmed Email lower-cased Gender normalised Placeholder values cleared
ENR-141267	ENR	Theresa Li	1979-10-24	UHC-34800-20	6628907014	6487 Camelback Rd, Denver, CO, 80294	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed
ENR-130670	ENR	Patricia E Cooper	1938-05-02	UHC-15734-55	5189299334	3209 Baseline Rd, Fresno, CA, 93792	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
ENR-116095	ENR	Zachary Z Wang	1989-06-25	UHC-94651-70	2618254531	169 Camelback Rd, Dallas, TX, 75256	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed
ENR-110443	ENR	Henry Black	1987-05-04	UHC-90450-59	7694067145	4006 Broadway, Los Angeles, CA, 90032	0.68	Phone reformatted ZIP+4 trimmed Gender normalised Whitespace trimmed
ENR-123219	ENR	Julie X Murphy	1984-05-04	UHC-68695-89	9393807920	2688 Desert Sky Blvd, Atlanta, GA, 30351	0.68	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed
ENR-134922	ENR	Carol P Greeen	—	UHC-41190-11	—	8909 Indian School Rd, San Diego, CA, 92136	0.68	Name re-cased Date of birth missing ZIP+4 trimmed Placeholder values cleared
ENR-124146	ENR	Dorothy Vega	2007-12-16	UHC-62516-28	5735030053	1660 Ridge Rd, Atlanta, GA, 30306	0.68	Phone reformatted SSN last four extracted ZIP+4 trimmed Placeholder values cleared
ENR-122829	ENR	Zachary D Barnes	1954-07-17	UHC-67196-39	8039341074	3835 Camelback Rd, Austin, TX, 78759	0.68	Phone reformatted SSN last four extracted City re-cased ZIP+4 trimmed
ENR-137960	ENR	Harold Olson	1982-04-21	UHC-67825-84	5165737420	2989 Baseline Rd, Tucson, AZ, 85764	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed
ENR-130628	ENR	Timothy Sanderrs	1997-05-23	UHC-26748-78	3312123742	9785 Meadow Ln, Tampa, FL, 33621	0.68	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed
ENR-138753	ENR	Betty B Murray	1968-04-20	UHC-79482-59	5942915107	6683 Market St, Columbus, OH, 43273	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed
ENR-104079	ENR	Yuki Morrison	—	UHC-46933-33	5813799101	79 Cedar Ln, Tampa, FL, 33682	0.68	Date of birth unreadable ZIP+4 trimmed Email lower-cased Placeholder values cleared
ENR-121833	ENR	Dabra C Robertson	1983-01-04	UHC-55599-52	7105004908	4220 Canyon Rd, Seattle, WA, 98134	0.68	Name split from “Last, First”Phone reformatted ZIP+4 trimmed Whitespace trimmed
ENR-135558	ENR	Jeremy B Howell	1981-03-25	UHC-26033-66	—	6008 Sage Ct, Minneapolis, MN, 55474	0.68	Name re-cased Phone missing area code ZIP+4 trimmed Whitespace trimmed
ENR-122468	ENR	Eugene Vega	—	UHC-77351-27	7683968875	8100 Mesa Dr, Tampa, FL, 33627	0.68	Date of birth unreadable Phone reformatted ZIP+4 trimmed Whitespace trimmed
ENR-138206	ENR	Elijah P Wheeler	1960-12-09	UHC-31283-30	2236031565	1233 Union St # 111, Nashville, TN, 37241	0.68	Name re-cased Phone reformatted Unit split from street ZIP+4 trimmed
ENR-109571	ENR	Nicole Chavez	2006-01-20	UHC-14317-71	8759477522	7177 Lake View Rd, Seattle, WA, 98199	0.68	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed
ENR-105262	ENR	Judy Gomez	1977-08-18	UHC-18172-29	9402504971	8411 Canyon Rd, Orlando, FL, 32840	0.68	Phone reformatted State code upper-cased ZIP+4 trimmed Gender normalised
ENR-108515	ENR	Amy C Williams	1952-06-21	UHC-06855-31	—	5384 Market St, Columbus, OH, 43286	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
ENR-134355	ENR	Helen C Maldonado	1993-11-23	UHC-15722-40	4666404177	6844 Highland Ave, Charlotte, NC, 28285	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
ENR-114946	ENR	Jeffrey B Kelley	1955-02-15	UHC-64044-88	5565574146	5232 Canyon Rd, Nashville, TN, 37207	0.68	Name split from “Last, First”Phone reformatted ZIP+4 trimmed Whitespace trimmed
ENR-119881	ENR	Michelle Lee	1942-09-04	UHC-24537-63	2074848993	182 Canyon Rd, Los Angeles, CA, 90030	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
ENR-111522	ENR	George Guerrero	1954-03-15	UHC-05538-48	2855619555	5087 Union St, Eden Prairie, MN, 55314	0.68	Two-digit birth year ZIP+4 trimmed Email lower-cased Whitespace trimmed
ENR-100901	ENR	Albert Garcia	2005-12-03	UHC-00522-38	6398422614	9514 Mountain View Dr, Minneapolis, MN, 55451	0.68	Name re-cased Phone reformatted ZIP+4 trimmed Gender normalised
ENR-110035	ENR	Russell Marshall	1998-01-25	UHC-27814-95	2203983496	6756 Camelback Rd, Sacramento, CA, 95828	0.68	Name split from “Last, First”Phone reformatted ZIP+4 trimmed Whitespace trimmed
ENR-104749	ENR	Santiago Ferguson	1959-12-01	UHC-37057-84	8105563227	6259 Pine Dr, Seattle, WA, 98197	0.68	Phone reformatted ZIP+4 trimmed Email lower-cased Gender normalised
ENR-104748	ENR	Santiago Ferguson	1959-12-01	UHC-37057-84	8105563227	6259 Pine Dr, Seattle, WA, 98197	0.68	Phone reformatted ZIP+4 trimmed Email lower-cased Gender normalised
ENR-100858	ENR	Billy Jacobs	1959-06-28	UHC-33970-88	4913229878	8915 Willow Ct, Tampa, FL, 33614	0.68	Phone reformatted State name converted to code ZIP+4 trimmed Whitespace trimmed
ENR-122437	ENR	Martha Stewart	1962-03-10	UHC-88680-16	7779902724	194 Market St, Charlotte, NC, 28288	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed
ENR-122436	ENR	Martha Stewart	1962-03-10	UHC-88680-16	7779902724	194 Market St, Charlotte, NC, 28288	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed
ENR-107529	ENR	Frank Parker	1971-08-04	UHC-66409-87	6717940339	4004 Hillcrest Rd, Chandler, AZ, 85251	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed
ENR-121161	ENR	Saen H Walsh	1940-11-14	UHC-07850-72	7025575949	1571 Union St, Glendale, AZ, 85347	0.68	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed
ENR-138133	ENR	Ana M Martinez	1989-02-02	UHC-67401-78	6872154505	8748 Forest Ave, San Antonio, TX, 78223	0.68	Name re-cased Two-digit birth year ZIP+4 trimmed Whitespace trimmed
ENR-112214	ENR	Sam N Harrison	1979-07-20	UHC-41931-54	6039374956	2689 Mountain View Dr, Charlotte, NC, 28247	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Plan code upper-cased
ENR-116673	ENR	Ralph U Weaver	1945-03-16	UHC-96928-89	—	2447 Washington St, Orlando, FL, 32886	0.68	State name converted to code ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
ENR-109149	ENR	Deborah Z Banks	1964-01-22	UHC-57459-80	9638990368	8093 Oak St, Phoenix, AZ, 85022	0.68	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed
ENR-140066	ENR	Gregory Wood	1962-01-15	UHC-37459-04	4453529584	6039 Canyon Rd # 364, Minneapolis, MN, 55499	0.68	Member ID reformatted Unit split from street ZIP+4 trimmed Placeholder values cleared
ENR-127229	ENR	Henry U Ross	2003-09-10	UHC-74196-44	2549984630	5245 River Rd, Minneapolis, MN, 55407	0.68	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed
ENR-130219	ENR	Virrginia F Padlila	1973-02-07	UHC-44228-34	9509540358	1491 Highland Ave, Sacramento, CA, 95806	0.68	Name re-cased Phone reformatted ZIP+4 trimmed Gender normalised
ENR-103238	ENR	Carl Robertson	1977-07-11	UHC-02095-60	6886116022	4375 Sage Ct # 957, Eden Prairie, MN, 55354	0.68	Phone reformatted Unit split from street ZIP+4 trimmed Whitespace trimmed
ENR-105304	ENR	Angela O Wood	2008-09-26	UHC-49670-68	6877939048	9642 Apache Blvd, Jacksonville, FL, 32264	0.68	Name re-cased Two-digit birth year ZIP+4 trimmed Placeholder values cleared
ENR-117305	ENR	Susan D Davis	1975-07-14	UHC-82579-78	9374939571	5938 Spring St, Sacramento, CA, 95836	0.68	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised
ENR-133242	ENR	David Cox	2005-12-15	UHC-62175-68	—	3183 Oak St, Glendale, AZ, 85335	0.68	Date of birth reformatted Phone missing area code City re-cased ZIP+4 trimmed
ENR-100660	ENR	Sophia Y Olson	1971-08-04	UHC-24314-77	—	4458 Mesa Dr, Las Vegas, NV, 89169	0.68	Name split from “Last, First”ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
ENR-100659	ENR	Sophia Y Olson	1971-08-04	UHC-24314-77	—	4458 Mesa Dr, Las Vegas, NV, 89169	0.68	Name split from “Last, First”ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
ENR-138346	ENR	Steven Wheeler	1999-03-01	UHC-11820-74	7309499102	6745 Camelback Rd, Orlando, FL, 32819	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed
ENR-110376	ENR	Amanda Riey	1976-07-09	UHC-52383-08	3163693180	1061 Sunset Blvd, Atlanta, GA, 30316	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed

3,951 rows, page 62 of 80Previous Next