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

All sources, flag “Member ID reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagMember ID reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-127096	ENR	Wei Stephens	1952-07-07	UHC-90193-91	4442442440	7159 Cedar Ln, Orlando, FL, 32877	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-134485	ENR	Yuki P Richardson	1973-10-10	UHC-18746-88	—	5319 Indian School Rd, Houston, TX, 77099	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-138675	ENR	Lori Hernandez	1996-06-14	UHC-45820-26	5822505650	8190 Baseline Rd, Los Angeles, CA, 90073	0.76	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
CLM-422522	CLM	Margaret Griffin	1947-10-20	UHC-40806-56	—	3342 River Rd, San Diego, CA, 92158	0.76	Member ID reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-100571	ENR	Calr Graham	2003-01-21	UHC-39434-89	3712940472	4266 Ridge Rd, Austin, TX, 78788	0.76	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-113275	ENR	Natalie P McCoy	2001-10-02	UHC-26564-74	2496150304	7730 Hillcrest Rd, Charlotte, NC, 28237	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
CLM-412611	CLM	Jaremy Park	1943-06-19	UHC-53335-21	—	30 Meadow Ln, Las Vegas, NV, 89133	0.76	Member ID reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-402081	CLM	Larry Butler	1953-04-19	UHC-35192-72	—	3941 Palm Dr, San Antonio, TX, 78201	0.76	Name re-cased Member ID reformatted State code upper-cased Gender normalised+2 more
ENR-125076	ENR	Natalie N Rmaos	1958-04-23	UHC-54434-24	—	7803 Washington St, Phoenix, AZ, 85046	0.76	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+2 more
CLM-400957	CLM	Andrew Harper	1978-03-24	UHC-15603-56	9438400787	—	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Gender normalised+2 more
PRV-23883	PRV	Patel Paul	1942-11-22	UHC-67299-32	6717233707	8622 Bayshore Dr Apt 22, Tucson, AZ, 85741	0.76	Name re-cased Phone reformatted Member ID reformatted Unit split from street+2 more
ENR-108380	ENR	David A Banks	2000-08-20	UHC-99373-66	2322140948	8520 Indian School Rd, Gilbert, AZ, 85245	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
CLM-413617	CLM	Henry Castillo	2006-10-04	UHC-37470-27	4092756281	1105 Valley View Dr, San Diego, CA, 92134	0.76	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-411023	CLM	Amber Lawson	1966-10-18	UHC-06484-17	—	4988 Meadow Ln, Sacramento, CA, 95849	0.76	Member ID reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-121242	ENR	Rebecca King	1966-03-28	UHC-55205-58	5666547385	4953 Cedar Ln, Seattle, WA	0.76	Name re-cased Phone reformatted Member ID reformatted City re-cased+2 more
ENR-122460	ENR	Elizabeth Yang	1960-11-12	UHC-30686-46	3213412052	1229 Lake View Rd, Tampa, FL, 33607	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-432324	CLM	Tyler Daniels	1980-04-06	UHC-58970-27	—	1390 Hillcrest Rd, Las Vegas, NV, 89104	0.76	Member ID reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-420242	CLM	Emma Pena	2007-12-15	UHC-89588-48	2135477737	—	0.76	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+2 more
CLM-401428	CLM	Brian Cox	1981-04-19	UHC-39816-02	—	4972 Washington St, Eden Prairie, MN, 55352	0.76	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-408383	CLM	Nicholas Orbien	1958-09-02	UHC-77329-14	5115297318	4628 Sunset Blvd, Las Vegas, NV, 89125	0.76	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
TPA-57201	TPA	Valentina Peters	1959-03-02	UHC-88193-84	9455041028	9631 Harbor Blvd, Las Vegas, NV, 89122	0.76	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-106936	ENR	Raymond Simmons	1972-02-03	UHC-43448-49	5704047418	5242 Desert Sky Blvd, Nashville, TN, 37204	0.76	Date of birth reformatted Phone reformatted Member ID reformatted State name converted to code+2 more
ENR-103946	ENR	Ethan S Vazquez	1990-01-23	UHC-36033-31	2648335290	1776 Lake View Rd, Orlando, FL, 32853	0.76	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-116691	ENR	Brian A Larson	1958-06-27	UHC-88524-21	5582960696	5233 River Rd, Jacksonville, FL, 32205	0.76	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-130114	ENR	Gerald Harris	1993-09-04	UHC-40919-46	8659424029	5549 Market St, Las Vegas, NV, 89128	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-130115	ENR	Gerald Harris	1993-09-04	UHC-40919-46	8659424029	5549 Market St, Las Vegas, NV, 89128	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-421223	CLM	Christian Butler	1982-04-27	UHC-45946-22	2716317792	9899 River Rd, Glendale, AZ, 85372	0.76	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-135902	ENR	Amy J Willis	1973-05-25	UHC-75556-45	9854627643	3024 Harbor Blvd, Fresno, CA, 93701	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
PRV-21455	PRV	Camila S Murphy	1977-05-27	UHC-32185-12	7648076360	7655 Forest Ave, Scottsdale, AZ, 85253	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-432057	CLM	Nicholas Hill	1939-12-25	UHC-19819-24	—	7755 Canyon Rd, Los Angeles, CA, 90089	0.76	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-407500	CLM	Peter W Fowler	1972-04-02	UHC-94395-87	9664871123	646 Willow Ct, Tampa, FL, 33675	0.76	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-111946	ENR	Virginia Porter	2005-02-24	UHC-89599-46	8404658889	4176 Spring St, Fresno, CA, 93717	0.76	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
CLM-429818	CLM	Jacob K Gomez	1976-07-10	UHC-45306-71	2532375044	6461 Valley View Dr, Atlanta, GA, 30380	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+2 more
CLM-408352	CLM	Jack Williams	1945-08-05	UHC-49650-74	—	9245 Jefferson Ave, Nashville, TN, 37298	0.76	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
PRV-26817	PRV	Christina Contreras	1967-07-06	UHC-62827-35	9404286373	—	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+2 more
CLM-423412	CLM	Alexander Warren	2002-04-27	UHC-79134-14	5516451719	8072 Desert Sky Blvd, Columbus, OH, 43265	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
PRV-28124	PRV	Johnny Lynch	1973-03-02	UHC-98159-44	9537713252	4664 Maple Ave, Tempe, AZ, 85211	0.76	Name re-cased Date of birth reformatted Member ID reformatted Gender normalised+2 more
ENR-112624	ENR	Mary Z Gibson	1980-06-11	UHC-16299-45	2223200158	1461 Canyon Rd, Scottsdale, AZ, 85212	0.76	Name re-cased Member ID reformatted City re-cased State code upper-cased+2 more
ENR-104990	ENR	Kim Cruz	1967-03-18	UHC-50312-75	5488227857	8056 Camelback Rd, Columbus, OH, 43228	0.76	Name re-cased Phone reformatted Member ID reformatted City re-cased+2 more
ENR-136811	ENR	Betty X Webb	1982-01-21	UHC-30904-59	7914619364	5143 Lake View Rd Apt 38, Scottsdale, AZ, 85268	0.76	Phone reformatted Member ID reformatted Unit split from street City re-cased+2 more
ENR-107746	ENR	Ana P Flores	1978-12-08	UHC-51173-16	3929729011	6351 Mountain View Dr, Orlando, FL, 32847	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-118720	ENR	Brandon F Collins	1966-10-11	UHC-63779-98	3453319858	3963 Baseline Rd, Charlotte, NC, 28252	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
TPA-54352	TPA	Teresa Hayes	1958-07-09	UHC-65208-35	2643977486	—	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+2 more
CLM-406585	CLM	Kelly Gordon	1941-07-19	UHC-60170-41	8057999170	8001 River Rd Apt 22, Los Angeles, CA, 90020	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+2 more
CLM-409363	CLM	Sandra I Sandoval	1973-09-20	UHC-77343-46	—	3146 Indian School Rd, Tucson, AZ, 85793	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-116049	ENR	Julie B Alexander	1990-01-15	UHC-70243-81	9047621837	8043 Pine Dr, San Diego, CA, 92164	0.76	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-126353	ENR	Stephen Yang	1942-12-10	UHC-94640-31	7322963606	9812 Elm St, Gilbert, AZ, 85249	0.76	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-107755	ENR	Debra J Greene	1983-04-05	UHC-78188-24	3349218217	2021 Pine Dr, Las Vegas, NV, 89154	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-139942	ENR	Sophia Y Welch	1938-07-16	UHC-08969-87	8303198136	9297 Church St, San Diego, CA, 92171	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-139941	ENR	Sophia Y Welch	1938-07-16	UHC-08969-87	8303198136	9297 Church St, San Diego, CA, 92171	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more

7,723 rows, page 77 of 155Previous Next