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 split from “Last, First””, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName split from “Last, First”Clear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-124172	ENR	Bobby Robisnon	—	UHC-36417-87	2758216491	7600 Bayshore Dr, Eden Prairie, MN, 55399	0.46	Name split from “Last, First”Date of birth missing Phone reformatted Member ID reformatted+5 more
ENR-105751	ENR	Luis S Gordon	1948-07-16	UHC-01696-38	9007903007	46 Sage Ct # 785, Minneapolis, MN, 55469	0.46	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+5 more
ENR-118486	ENR	Fatima Jacobs	1999-05-26	UHC-85686-39	8659220737	6402 Valley View Dr # 271, Mesa, AZ, 85284	0.46	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+5 more
ENR-121646	ENR	Martha C Black	1995-03-02	UHC-64249-21	8866077238	2104 Lake View Rd, Mesa, AZ, 85247	0.46	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-106276	ENR	Grace Sanchez	1964-06-17	UHC-94978-64	8742315927	551 Grand Ave, San Diego, CA, 92136	0.46	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-131040	ENR	Dianna O Sanchez	1999-03-10	UHC-38109-63	4224642012	9681 Desert Sky Blvd Apt 28, Sacramento, CA, 95822	0.46	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+5 more
ENR-105358	ENR	Patricia Rios	2001-05-20	UHC-27480-20	8356881568	6561 Highland Ave, Phoenix, AZ, 85070	0.46	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-113921	ENR	Brittany Dean	1956-10-08	UHC-88757-02	8323029322	579 Ridge Rd, Denver, CO, 80204	0.46	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+5 more
ENR-103228	ENR	Ethan K Estrada	1966-04-28	UHC-68529-89	2913627424	5007 Apache Blvd, Chandler, AZ, 85229	0.46	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-131465	ENR	Charles G Perry	1953-09-03	UHC-24528-85	8819610904	3200 Mesa Dr, Glendale, AZ, 85307	0.46	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-116199	ENR	Mdaison Padilla	1963-07-01	UHC-08831-32	5458405782	409 Bayshore Dr, Fresno, CA, 93733	0.46	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-139175	ENR	Keith Adams	1965-02-05	—	3974342422	1984 Church St, San Antonio, TX, 78298	0.46	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-106312	ENR	Bradley Schmidt	1954-04-16	UHC-91040-77	9573535031	7492 Camelback Rd, Eden Prairie, MN, 55395	0.46	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-106313	ENR	Bradley Schmidt	1954-04-16	UHC-91040-77	9573535031	7492 Camelback Rd, Eden Prairie, MN, 55395	0.46	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-132705	ENR	Austin Benett	1948-10-24	UHC-98289-93	2318273358	7038 Mesa Dr, Gilbert, AZ, 85223	0.46	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+5 more
ENR-141106	ENR	Ana T Rodriguez	1950-02-13	UHC-52673-18	3977060063	7984 Palm Dr, San Diego, CA, 92126	0.46	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-112926	ENR	Priya Roberts	1949-04-22	UHC-42307-61	5755388631	7499 Market St, Las Vegas, NV, 89101	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-129463	ENR	Samuel J Brown	2001-05-09	UHC-22101-79	9465149159	8733 Main St # 212, Scottsdale, AZ, 85220	0.48	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-117665	ENR	Adam I McCoy	—	UHC-56750-62	2552709479	6072 Canyon Rd, San Antonio, TX, 78263	0.48	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+4 more
ENR-135571	ENR	Jordan D Padilla	2000-03-12	UHC-26828-27	3954694704	1639 Baseline Rd, Phoenix, AZ, 85032	0.48	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
ENR-142182	ENR	Raymond Richardson	1987-01-13	UHC-30484-31	4489062347	5745 Pine Dr, Gilbert, AZ, 85231	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-127017	ENR	Soofia Peters	2001-05-16	UHC-73843-80	7665877977	4433 Camelback Rd Apt 33, Glendale, AZ, 85384	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-120426	ENR	Joshua Gardner	1941-01-10	UHC-87871-01	2466967449	8336 Bayshore Dr, Tucson, AZ, 85774	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-138305	ENR	Emma R Black	1975-09-27	UHC-75057-97	3044807996	9463 Sage Ct, Los Angeles, CA, 90001	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-133958	ENR	Brandon U Hart	1982-04-10	UHC-55080-97	6422779496	2303 Indian School Rd Apt 33, Columbus, OH, 43218	0.48	Name split from “Last, First”Middle initial moved out of first name Date of birth reformatted Phone reformatted+4 more
ENR-140219	ENR	Edward Hicks	1989-04-06	UHC-50339-17	6545484363	3192 Mesa Dr, Columbus, OH	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-112207	ENR	Brenda Coleman	1992-11-18	UHC-20384-71	6625946961	7077 Sunset Blvd, Denver, CO, 80293	0.48	Name split from “Last, First”Date of birth reformatted SSN last four extracted Street suffix standardised+4 more
ENR-109990	ENR	Gary Day	1974-05-27	UHC-86503-99	2048197147	5743 Hillcrest Rd # 228, Denver, CO, 80266	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-132941	ENR	Paul Q Porter	1941-07-27	UHC-28456-84	2483459516	4240 Church St Apt 31, Plano, TX, 75025	0.48	Name split from “Last, First”Phone reformatted Member ID reformatted Unit split from street+4 more
ENR-110087	ENR	Patrick Morris	1992-10-26	UHC-18755-45	5335151382	3131 Palm Dr, Eden Prairie, MN, 55381	0.48	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-108563	ENR	Kevin Rice	1953-10-21	UHC-17571-21	7408127885	7401 Pine Dr, Fresno, CA	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-125751	ENR	Maria M Banks	1962-11-18	—	3439996331	6292 Church St, Los Angeles, CA	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-140062	ENR	Grace D Hughes	1965-10-15	UHC-78713-50	6717940564	181 Central Ave, Tampa, FL, 33632	0.48	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-101617	ENR	Brandon O Adams	1957-09-08	UHC-04938-69	3874682776	2111 Jefferson Ave, Eden Prairie, MN, 55357	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-141678	ENR	Gabriel Vazquez	1979-05-14	UHC-22403-99	5247442623	2070 Apache Blvd, Phoenix, AZ, 85060	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-113034	ENR	Linda Lawrence	1940-05-16	UHC-42978-12	8735890123	4617 Palm Dr Apt 39, Tucson, AZ, 85757	0.48	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-110698	ENR	Frank M Vasquez	2007-09-18	UHC-46737-11	8063187040	7100 Main St, Scottsdale, AZ, 85274	0.48	Name split from “Last, First”Phone reformatted Member ID reformatted City re-cased+4 more
ENR-140211	ENR	Alexander Fowler	1941-11-14	UHC-53266-82	2795181775	5555 Bayshore Dr, Sacramento, CA, 95844	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-113363	ENR	William Cnotreras	2002-04-08	UHC-63728-04	2025322515	3013 Grand Ave, Seattle, WA, 98116	0.48	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-137121	ENR	Michael N Carpenter	1995-07-11	UHC-99707-65	—	8019 Market St Apt 13, Plano, TX, 75001	0.48	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+4 more
ENR-104192	ENR	Philip Gray	1948-10-06	UHC-41519-25	8574170224	9035 Willow Ct, Seattle, WA, 98164	0.48	Name split from “Last, First”Phone reformatted SSN last four extracted Street suffix standardised+4 more
ENR-119040	ENR	Patricia K Obrien	1968-08-18	UHC-18106-84	—	5502 Valley View Dr, Orlando, FL, 32851	0.48	Name split from “Last, First”Middle initial moved out of first name Name re-cased Date of birth reformatted+4 more
ENR-138703	ENR	Christopher Davis	1986-04-14	UHC-15407-27	3003032139	6306 Jefferson Ave, Atlanta, GA, 30301	0.48	Name split from “Last, First”Phone reformatted Member ID reformatted SSN last four extracted+4 more
ENR-130995	ENR	Amber Morgan	1966-09-01	UHC-85362-43	5143294492	3812 Canyon Rd, Fresno, CA, 93799	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-109734	ENR	Vincent M Meyer	2005-07-25	UHC-00737-86	7215726749	7588 Camelback Rd, Dallas, TX, 75251	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-111929	ENR	Michelle Kennedy	1967-01-05	UHC-59953-53	2385631911	4335 Sunset Blvd, Miami, FL, 33141	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-118915	ENR	Alice Morris	1990-01-24	UHC-76598-76	5165131138	1934 Indian School Rd, Mesa, AZ, 85252	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-136420	ENR	Rodriguez L Ray	1942-10-26	UHC-95659-03	2328558689	7779 Ridge Rd, Phoenix, AZ, 85003	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-131608	ENR	Terry Obrien	1975-01-07	UHC-51549-18	—	4141 Union St, Mesa, AZ, 85244	0.48	Name split from “Last, First”Name re-cased SSN last four extracted Street suffix standardised+4 more
ENR-111477	ENR	Virginia J Le	1958-01-16	UHC-66102-15	2238709435	4073 Forest Ave, Scottsdale, AZ	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more

4,309 rows, page 10 of 87Previous Next