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-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-110420	ENR	Roy Flores	1943-03-01	UHC-28140-87	5329526394	41 Pine Dr # 235, Orlando, FL, 32898	0.46	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
ENR-141414	ENR	Michelle I Austin	1983-10-27	UHC-36989-92	3093520686	2830 Jefferson Ave # 392, Mesa, AZ, 85244	0.46	Name re-cased Phone reformatted Member ID reformatted Unit split from street+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-101420	ENR	Emma Reyes	1992-04-17	UHC-53606-43	2464615050	6614 Lake View Rd # 682, Sacramento, CA, 95827	0.48	Name re-cased Phone reformatted Member ID reformatted Unit split from street+4 more
ENR-125901	ENR	Denise Byd	1943-06-25	UHC-49446-36	8582052390	3478 Bayshore Dr Apt 6, Tampa, FL, 33645	0.48	Phone reformatted Unit split from street Street suffix standardised Address re-cased+4 more
ENR-131997	ENR	Diana Turner	1970-11-06	UHC-55479-79	7939690217	3212 Lake View Rd, Gilbert, AZ	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-142680	ENR	Evelyn Frnaklin	1956-10-02	UHC-47615-63	7313852638	5532 Cedar Ln, Mesa, AZ, 85268	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-133125	ENR	Gerald R Russell	1951-07-01	UHC-95632-60	9252030479	6855 Maple Ave, Tucson, AZ	0.48	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-102821	ENR	Bryan Warren	1974-02-14	UHC-40178-96	7282132622	8514 Desert Sky Blvd, Phoenix, AZ	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-114365	ENR	Jacqueline B Cox	1978-10-27	UHC-39035-76	5398218201	521 Union St, Scottsdale, AZ, 85277	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 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-133629	ENR	Ronald D Morales	1948-01-28	UHC-99938-63	5609962582	2228 Church St, Phoenix, AZ	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-141547	ENR	Andrew Hoffman	—	UHC-49164-75	5524392270	8112 Meadow Ln # 918, Tampa, FL, 33690	0.48	Date of birth missing 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-104454	ENR	Jessica G Brns	2007-05-20	UHC-28147-73	4863633735	8189 Sage Ct, Seattle, WA	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-131942	ENR	Jeffrey Watson	1977-11-28	UHC-56766-49	3715467483	1332 Central Ave, Tempe, AZ, 85236	0.48	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+4 more
ENR-131734	ENR	Janet Knight	—	UHC-89314-66	5265465202	8349 Forest Ave, Seattle, WA, 98153	0.48	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
ENR-105545	ENR	Sandra Q Henry	1954-08-15	UHC-32427-83	7616116831	6380 Union St, Miami, FL, 33159	0.48	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-107504	ENR	Nathan O Adams	1963-09-07	UHC-35012-64	4514050581	6781 Pine Dr, Houston, TX, 77012	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-131044	ENR	Alan T Thompson	1972-10-05	UHC-77689-96	5816288126	2288 Sunset Blvd, Eden Prairie, MN	0.48	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+4 more
ENR-100602	ENR	Patrick D Jensen	1979-11-07	UHC-29674-55	6515849272	5738 Forest Ave, Houston, TX, 77068	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-106792	ENR	Marilyn Aguilar	1977-06-02	UHC-97377-90	2763483797	1454 Jefferson Ave # 544, Phoenix, AZ, 85025	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-117524	ENR	Jeremy Romero	1954-11-14	UHC-73018-04	3467871225	4322 Bayshore Dr, Sacramento, CA, 95834	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-122063	ENR	Michelle P Reed	1962-08-23	UHC-33270-80	6506369202	8956 Central Ave, San Diego, CA, 92173	0.48	Middle initial moved out of first name Name re-cased Two-digit birth year Phone reformatted+4 more
ENR-121803	ENR	Bruce G Cox	1991-04-12	UHC-19418-05	7135948119	1550 Harbor Blvd, Houston, TX, 77067	0.48	Name re-cased Phone reformatted Member ID reformatted SSN last four extracted+4 more
ENR-113526	ENR	Angela J Foster	1989-05-22	UHC-87261-18	6136855579	5359 Baseline Rd, San Antonio, TX, 78284	0.48	Name re-cased Phone reformatted SSN last four extracted 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-108861	ENR	Eddward Delgado	1986-01-16	UHC-98565-10	4453176477	8051 Market St, Atlanta, GA, 30380	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-108860	ENR	Eddward Delgado	1986-01-16	UHC-98565-10	4453176477	8051 Market St, Atlanta, GA, 30380	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-102221	ENR	Heather Fisher	1990-08-26	UHC-46371-25	3853406694	6233 River Rd Apt 22, Miami, FL, 33137	0.48	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+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-138017	ENR	George Berry	1987-02-04	UHC-94256-16	9482191848	4676 Ocean Ave, Chandler, AZ, 85299	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-133603	ENR	Betty S Lucas	1958-05-20	UHC-66849-38	2923740103	6439 Grand Ave, Los Angeles, CA	0.48	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+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-128167	ENR	Mariana Nguyen	1945-08-06	UHC-21698-02	6836994159	9516 Ocean Ave Apt 18, Chandler, AZ, 85250	0.48	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+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-132115	ENR	Dennis Ruiz	—	UHC-75844-12	4304760934	2378 Valley View Dr, Dallas, TX	0.48	Date of birth unreadable Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-109889	ENR	Abby Kelley	1987-10-27	UHC-49343-30	2325778514	3540 Harbor Blvd Apt 23, Seattle, WA, 98172	0.48	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-122862	ENR	Sean F Price	1952-05-18	—	6433590619	469 Apache Blvd, Chandler, AZ, 85296	0.48	Phone reformatted Street suffix standardised Address re-cased State name converted to code+4 more
ENR-141238	ENR	Christine Z Dixon	1964-08-18	UHC-34283-65	8512489796	361 Mountain View Dr, San Antonio, TX, 78240	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-141386	ENR	Bran O Fox	1940-05-21	UHC-71539-25	5779045222	4990 Highland Ave, Denver, CO, 80230	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-122446	ENR	Lauren C Montgomery	1983-02-01	UHC-75031-08	6044000336	3614 Canyon Rd, Fresno, CA	0.48	Phone reformatted Street suffix standardised Address re-cased ZIP missing+4 more
ENR-135950	ENR	Martha I Campbell	1970-12-14	UHC-78455-90	4176077919	3970 Harbor Blvd, Gilbert, AZ, 85201	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-140499	ENR	Ana E King	—	UHC-25436-16	3803949632	5915 Park Pl # 766, Orlando, FL, 32850	0.48	Date of birth unreadable Phone reformatted Unit split from street Street suffix standardised+4 more

28,181 rows, page 19 of 564Previous Next