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 “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-137091	ENR	Pamela X Edwards	2002-04-27	UHC-56282-29	—	6075 Meadow Ln, Mesa, AZ, 85215	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-138223	ENR	Susan Hanson	1982-10-01	UHC-29460-45	2715230271	4755 Maple Ave, Minneapolis, MN, 55488	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-128628	ENR	Aaron J Santiago	1940-02-25	UHC-34413-08	3954830136	487 Washington St, Columbus, OH, 43259	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-128304	ENR	Phhilip Hill	1960-04-12	UHC-58500-48	6597822186	1537 Spring St, Austin, TX, 78780	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-128303	ENR	Phhilip Hill	1960-04-12	UHC-58500-48	6597822186	1537 Spring St, Austin, TX, 78780	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-140231	ENR	Grace Robertson	1988-04-08	UHC-40193-36	6094448226	548 Elm St, Glendale, AZ, 85361	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-112327	ENR	Kenneth Willis	2004-05-12	UHC-38444-23	8348254012	5161 Cedar Ln, Seattle, WA, 98174	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-109336	ENR	Brandon Davis	2007-12-16	—	—	614 Hillcrest Rd, Tampa, FL, 33646	0.62	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+3 more
ENR-125690	ENR	Jake K Arnold	1945-11-04	UHC-45585-13	4299178212	4195 Jefferson Ave, Minneapolis, MN, 55427	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-110211	ENR	David Z Marshall	2008-01-19	UHC-85434-85	4303141225	4602 Forest Ave, Atlanta, GA, 30389	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-128141	ENR	Victoria Vasquez	1951-10-26	UHC-89929-68	7738131235	6241 Market St, Orlando, FL, 32879	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-118542	ENR	Kelly R Clark	1954-01-15	UHC-35506-90	—	7794 Washington St, Orlando, FL, 32820	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-110758	ENR	Carolyn V Lane	1982-03-16	UHC-62433-43	6503042761	9521 Highland Ave, Glendale, AZ, 85367	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-101412	ENR	Anthony Z Rose	1996-09-22	UHC-32318-01	8817142549	7414 Desert Sky Blvd, Scottsdale, AZ, 85229	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-120003	ENR	Bradley Oliver	1951-09-07	UHC-67161-27	8386186289	5188 Union St, Tampa, FL, 33656	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-110001	ENR	Edward T Jones	1980-01-23	UHC-95903-88	9737996391	2430 Canyon Rd, Gilbert, AZ, 85235	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-124916	ENR	Natalie Yang	1988-10-24	UHC-04083-81	7062754345	5985 Forest Ave, Atlanta, GA, 30320	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-127776	ENR	Carolyn K Walker	1997-04-28	UHC-69841-87	6283121431	911 Mountain View Dr, Minneapolis, MN, 55471	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-133927	ENR	Megan D Le	1994-01-18	UHC-47871-36	8174742925	2768 Lake View Rd, Scottsdale, AZ, 85247	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-123149	ENR	Christopher G Powell	1982-01-17	UHC-31697-64	8213956408	1288 Park Pl, Plano, TX, 75035	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-100446	ENR	Edward J Wilson	2006-07-10	UHC-81351-96	7217311026	8344 Bayshore Dr, Denver, CO, 80215	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-124674	ENR	Saamuel U Chavez	1956-10-25	UHC-02927-16	8055948700	2916 Apache Blvd, Glendale, AZ, 85381	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-140317	ENR	Teresa Gerza	1971-06-14	UHC-37981-33	4239666146	5421 Lincoln Way, Austin, TX, 78736	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-119414	ENR	Gonzales A Jessica	2001-12-06	UHC-80195-34	6082602906	4876 Camelback Rd, Austin, TX, 78705	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-124377	ENR	Wayne G Bishop	1999-10-26	UHC-11867-64	7338562727	4665 Palm Dr, Denver, CO, 80255	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-128965	ENR	Emily C Bennett	1981-02-04	UHC-09967-78	3986642803	5579 Lake View Rd, Fresno, CA, 93723	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-102240	ENR	Nancy W Hall	1945-10-06	UHC-34097-24	6973026660	4636 Harbor Blvd, Atlanta, GA, 30388	0.62	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-129955	ENR	Billy N Reyes	1940-08-06	UHC-65010-18	—	6141 Union St, Jacksonville, FL, 32256	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-102352	ENR	Lopez Diane	2008-02-15	UHC-47129-97	8182588640	4040 Highland Ave, Eden Prairie, MN, 55355	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-123621	ENR	Roger F Arnold	2005-06-25	UHC-95539-20	2925753939	2065 Lake View Rd, Denver, CO, 80213	0.62	Name re-cased Phone reformatted City re-cased State name converted to code+3 more
ENR-119636	ENR	Jessica U Cunningham	1978-09-04	UHC-94194-72	4277057006	6160 Central Ave, Phoenix, AZ, 85047	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-103849	ENR	Carol Snyder	1966-06-27	UHC-18091-12	6199760208	6064 Jefferson Ave, Eden Prairie, MN, 55391	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-141007	ENR	Natalie Watson	2001-10-14	UHC-72185-11	3042961209	5729 Spring St, Seattle, WA, 98143	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-104293	ENR	Luis S Grant	1975-09-01	UHC-39116-36	6978180153	1473 Willow Ct, Denver, CO, 80247	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-121140	ENR	Deborah Morales	1968-08-17	UHC-91939-51	5815369177	9045 Ridge Rd, Denver, CO, 80224	0.62	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-131639	ENR	Margaret J Martinez	1972-10-24	UHC-40216-89	9813330574	21 Meadow Ln, Orlando, FL, 32856	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-103334	ENR	Sarah J Garcia	1989-11-08	UHC-65698-65	3568483632	1910 Broadway, Scottsdale, AZ, 85297	0.62	Name re-cased Date of birth reformatted Phone reformatted Address re-cased+3 more
ENR-104944	ENR	Dorothy Tucker	2001-06-19	UHC-02112-59	5235096849	15 Elm St, Scottsdale, AZ, 85206	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-116929	ENR	Etahn D Ross	1978-05-11	UHC-72291-17	8693779501	1589 Central Ave, Jacksonville, FL, 32248	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-130099	ENR	Joe Williamson	1977-10-01	UHC-73466-21	2226111932	7460 Palm Dr, Sacramento, CA, 95825	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-132337	ENR	Ruth D Williamson	1994-05-12	UHC-73217-28	4519835182	369 Ridge Rd, Charlotte, NC, 28281	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-113541	ENR	Santiago Ortega	1951-03-09	UHC-77303-84	7813300830	4015 Cedar Ln, Tampa, FL, 33676	0.62	Name re-cased Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-138558	ENR	Katherine S Johnson	1949-10-11	UHC-23464-25	5793579735	4537 Maple Ave, Denver, CO, 80212	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-117382	ENR	Ahmed L Bailey	1948-03-24	UHC-46471-24	5512942581	4850 Apache Blvd, Austin, TX, 78725	0.62	Name re-cased Phone reformatted SSN last four extracted City re-cased+3 more
ENR-106022	ENR	Lawrence R Tucker	2006-11-20	UHC-25152-82	6295790626	9094 Oak St, Atlanta, GA, 30304	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-121196	ENR	Mark Green	1988-03-05	UHC-58036-68	9128510768	464 Ocean Ave, San Diego, CA, 92114	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-111705	ENR	Logan P Santos	1945-08-20	UHC-63237-32	3995722344	431 Palm Dr, Orlando, FL, 32845	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-140853	ENR	Laura U Cruz	1973-11-24	UHC-36498-37	4508924031	1327 Union St, Fresno, CA, 93716	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-119346	ENR	Santiago Tran	1948-11-04	UHC-92618-69	—	2331 Cedar Ln, Fresno, CA, 93757	0.62	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-132491	ENR	Nancy Mills	1950-02-27	UHC-50104-81	7874679968	4406 Sunset Blvd, Chandler, AZ, 85251	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more

7,326 rows, page 62 of 147Previous Next