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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-124379	ENR	Douglas A Cuningham	1943-09-28	UHC-40488-95	6896042034	4245 Camelback Rd, San Diego, CA, 92189	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-110912	ENR	David Obrien	1975-10-06	UHC-16998-15	—	3213 Market St, Minneapolis, MN	0.76	Name re-cased City re-cased ZIP missing Email lower-cased+2 more
ENR-134859	ENR	Natalie I Reyes	1963-03-17	UHC-20278-68	9546606252	1848 Willow Ct, Scottsdale, AZ, 85286	0.76	Phone reformatted Member ID reformatted City re-cased State name converted to code+2 more
ENR-130088	ENR	Mei Park	1960-05-05	UHC-20042-67	6875027457	8522 Cedar Ln, Minneapolis, MN, 55403	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-125676	ENR	Brittany Turner	1961-11-15	UHC-11003-49	5957101585	2023 Pine Dr, Jacksonville, FL, 32206	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-133275	ENR	Charlotte U Meyer	1965-07-01	UHC-88643-22	6923729310	7499 Pine Dr, Eden Prairie, MN, 55356	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-129497	ENR	Harold U Gardner	1964-06-23	UHC-41258-63	8815951387	1493 Cedar Ln, Eden Prairie, MN, 55387	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-105481	ENR	Christine A Knight	1999-07-12	UHC-61850-60	2343102514	2960 Valley View Dr, Tampa, FL, 33632	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-139376	ENR	Keith Rogers	1963-04-17	UHC-85512-04	9016188778	4996 Palm Dr # 138, Jacksonville, FL, 32283	0.76	Name re-cased Phone reformatted Unit split from street City re-cased+2 more
ENR-100884	ENR	Lisa Robertson	1976-06-06	UHC-23792-82	6705433559	8853 Washington St, Las Vegas, NV, 89138	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-133066	ENR	Mtaeo J Hunt	2005-07-05	UHC-56035-04	5085344723	2538 Spring St, Phoenix, AZ, 85029	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-137903	ENR	Tyler Bell	2003-10-12	UHC-93421-62	4922114978	7932 Park Pl, Orlando, FL, 32876	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-121847	ENR	Philip Owens	1984-02-21	UHC-41118-37	6944123481	770 Meadow Ln, Tucson, AZ, 85785	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-112654	ENR	Dylan Jordan	1949-05-05	UHC-41667-88	7278806401	7294 Harbor Blvd, Sacramento, CA, 95880	0.76	Name re-cased Phone reformatted Member ID reformatted City re-cased+2 more
ENR-129602	ENR	Heather Brown	1970-10-02	UHC-40975-16	6553733784	2111 Baseline Rd, Minneapolis, MN, 55466	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-140859	ENR	Janice Carr	1938-10-26	UHC-20307-50	7669065071	7647 Park Pl, Tempe, AZ, 85268	0.76	Name re-cased Phone reformatted Member ID reformatted City re-cased+2 more
ENR-141879	ENR	Margaret F Fernandez	1938-09-28	UHC-38371-52	4357825488	1878 Ocean Ave, Atlanta, GA, 30309	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-111026	ENR	Ana Allen	1938-05-27	UHC-40301-04	9216508923	8410 Desert Sky Blvd, Denver, CO, 80252	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-127010	ENR	Luis Patterson	1974-11-01	UHC-74727-19	5314841352	5011 Indian School Rd, Columbus, OH, 43209	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-125352	ENR	Wayne K Collins	1983-12-03	UHC-90077-22	4425993236	4627 Camelback Rd, Phoenix, AZ, 85059	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-134945	ENR	Fatima James	1959-08-22	UHC-15235-61	8116194760	751 Ridge Rd, Atlanta, GA, 30356	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-120817	ENR	Mary Q Miller	1975-10-10	UHC-94480-70	6649080750	3851 Cedar Ln, Houston, TX, 77027	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-108222	ENR	Jessica V Freeman	2005-08-11	UHC-88193-87	8296896910	258 Grand Ave, Denver, CO, 80228	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-122223	ENR	Rachel E Castro	2005-03-01	UHC-10646-86	8159015181	6174 Lake View Rd, Chandler, AZ, 85269	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-107130	ENR	Rogre E Carroll	1972-03-04	UHC-21603-47	3613523313	8894 Pine Dr, Plano, TX, 75047	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-130982	ENR	Deborah Henderson	2009-03-10	UHC-53868-27	8282516961	2283 Grand Ave, Scottsdale, AZ, 85238	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-108309	ENR	Betty A Richards	1964-11-14	UHC-44493-32	3044740772	3269 Apache Blvd, Denver, CO, 80269	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-126109	ENR	Cheryl Harper	1996-10-02	UHC-35989-19	5649933179	404 Lincoln Way, San Antonio, TX, 78233	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-121413	ENR	Elizabeth Li	1953-02-01	UHC-76085-78	2492115078	3590 Willow Ct, Eden Prairie, MN, 55392	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-105284	ENR	Kathryn P Bowman	1949-01-08	—	9587770732	1310 Apache Blvd, Denver, CO, 80283	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-100022	ENR	Raymond Walsh	1951-11-03	UHC-09175-90	6463199468	764 Baseline Rd, Seattle, WA, 98198	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-124464	ENR	Doris G Jacobs	2000-01-16	UHC-45965-80	—	4453 Baseline Rd, Charlotte, NC, 28287	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-124112	ENR	Kelly K Gardner	1969-11-19	—	3255514310	6746 Central Ave, Mesa, AZ, 85232	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-123995	ENR	Camial Harrison	1977-07-17	UHC-44391-38	2704527698	6067 Canyon Rd, Denver, CO, 80265	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-111560	ENR	Jeff Ortiz	1986-10-08	UHC-55126-77	6715436453	9236 Spring St, Fresno, CA, 93791	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-128393	ENR	Arjn O Lynch	1967-08-05	UHC-91859-94	8962866870	1503 Spring St, Denver, CO, 80249	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-110080	ENR	Christine Carpenter	1987-07-20	—	5964267462	3743 Harbor Blvd, Charlotte, NC, 28241	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-129722	ENR	Richard O Santiago	1986-05-09	UHC-26774-18	6607451570	9782 Bayshore Dr, Austin, TX, 78722	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-137719	ENR	Jacob Brown	1947-10-11	UHC-24152-73	2892313117	4000 Mountain View Dr, Minneapolis, MN, 55484	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-105298	ENR	Daniel P Palmer	1960-03-08	UHC-52734-93	4543006946	2641 Apache Blvd, Chandler, AZ, 85282	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-122909	ENR	Andrew Ross	2003-02-09	UHC-96333-70	8252584957	8067 Meadow Ln, Seattle, WA, 98192	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-141869	ENR	Olivia M Adams	1961-12-26	UHC-25800-62	2612751520	6363 Hillcrest Rd, Minneapolis, MN, 55402	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-116321	ENR	Sofia Y Carroll	2007-12-13	UHC-74204-21	6207651079	579 Forest Ave, Scottsdale, AZ, 85219	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-124164	ENR	Philip Y Sanders	1942-10-28	UHC-74654-20	2855145357	8544 Grand Ave, Chandler, AZ, 85254	0.76	Street suffix standardised Address re-cased City re-cased Email lower-cased+2 more
ENR-117882	ENR	Carol Gutierrez	1999-09-08	UHC-45287-35	8695427797	5447 Church St, Plano, TX, 75085	0.76	Date of birth reformatted Phone reformatted City re-cased State name converted to code+2 more
ENR-106966	ENR	Amy Washington	1963-07-27	UHC-41659-76	6532948609	8281 Mountain View Dr, Fresno, CA, 93710	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-138792	ENR	Christopher Wilson	1946-12-07	UHC-54608-62	6795956001	5634 Washington St, Tucson, AZ, 85776	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-113458	ENR	Katherine J Hudson	1969-08-27	UHC-12550-44	—	8416 Desert Sky Blvd, Tucson, AZ, 85792	0.76	Street suffix standardised Address re-cased City re-cased Email lower-cased+2 more
ENR-126344	ENR	Frank T Garrett	1996-02-08	UHC-93563-45	—	4817 Mountain View Dr, Denver, CO, 80205	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-105396	ENR	Priya Owens	1988-02-28	UHC-20718-49	8955283892	4814 Sage Ct, San Antonio, TX, 78278	0.76	Name re-cased Two-digit birth year Phone reformatted City re-cased+2 more

8,423 rows, page 93 of 169Previous Next