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-138351	ENR	Thomas Campbell	1945-08-21	UHC-19472-43	2504766586	1644 Highland Ave, Eden Prairie, MN, 55327	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
ENR-134133	ENR	Joshua Aguilar	1959-08-24	UHC-27301-63	9344950086	6369 Oak St, San Antonio, TX, 78201	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-136646	ENR	Marilyn H Lynch	1971-07-02	UHC-71293-82	7913156564	8726 Washington St, Columbus, OH, 43222	0.64	Name re-cased City re-cased ZIP+4 trimmed Email lower-cased+2 more
ENR-122148	ENR	Sophia Watkins	1947-12-21	UHC-75455-64	—	3945 Meadow Ln, Seattle, WA, 98173	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-131315	ENR	Michelle F Martin	1980-04-09	UHC-00811-86	2556492722	4748 Central Ave, Jacksonville, FL, 32263	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-138418	ENR	Christine Hughes	1964-05-10	UHC-27448-55	—	3921 Bayshore Dr, Orlando, FL, 32893	0.64	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-104171	ENR	Melissa Y Elliott	1954-09-27	UHC-71227-99	5898438102	4625 Sunset Blvd, Tucson, AZ, 85760	0.64	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-110335	ENR	Aelxander Perry	1975-08-25	UHC-24848-99	3988230383	2228 Valley View Dr Apt 6, Eden Prairie, MN, 55396	0.64	Date of birth reformatted Phone reformatted Unit split from street City re-cased+2 more
ENR-104335	ENR	Lawrence M Bure	1951-03-07	UHC-58705-65	4887835554	1137 Palm Dr, Gilbert, AZ, 85259	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-113674	ENR	Chris James	1949-11-18	UHC-33225-10	7769818609	—	0.64	Name split from “Last, First”Phone reformatted Email lower-cased Gender normalised+2 more
ENR-112744	ENR	Terry Y Holmes	1973-09-04	UHC-16727-88	6245921610	7082 Bayshore Dr, Austin, TX, 78721	0.64	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-141585	ENR	Drew Q Marshall	—	UHC-95340-43	7443086912	6828 Meadow Ln, San Diego, CA, 92120	0.64	Date of birth missing Phone reformatted Member ID reformatted Gender normalised+2 more
ENR-141066	ENR	Christine A Turner	1987-04-04	UHC-86075-96	5108439347	1696 Indian School Rd, Sacramento, CA, 95820	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-132446	ENR	Gerald Burns	1959-06-14	UHC-01240-20	2829817348	7906 Palm Dr, Houston, TX, 77047	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-124914	ENR	Roger McCoy	1956-03-28	UHC-70811-25	7232984610	8213 Ocean Ave, San Antonio, TX	0.64	Name re-cased Date of birth reformatted Phone reformatted State code upper-cased+2 more
ENR-140676	ENR	Gregory Wagner	1954-11-15	UHC-65090-67	2355182610	8662 Sunset Blvd, Tucson, AZ, 85708	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-104546	ENR	Emma Q Stewart	1964-11-26	UHC-29859-33	4797112391	1300 Central Ave, Eden Prairie, MN, 55346	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-119397	ENR	Lori Jones	1964-11-17	UHC-48852-57	8696786494	7860 Mesa Dr, Atlanta, GA, 30367	0.64	Name re-cased Two-digit birth year Phone reformatted Email lower-cased+2 more
ENR-129727	ENR	Alex U Sims	1956-04-04	UHC-73870-63	8804560097	8247 Grand Ave, Columbus, OH, 43208	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-108183	ENR	Emma Bowman	1943-07-08	UHC-81705-08	7294158304	554 Hillcrest Rd, Tempe, AZ, 85208	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-103790	ENR	James F Reid	2008-10-13	UHC-04022-72	8103721681	5685 Sage Ct, Scottsdale, AZ, 85269	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-127008	ENR	Yuki U Aguilar	1948-08-07	UHC-15243-44	2806802898	1365 Ridge Rd, Los Angeles, CA, 90076	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-123364	ENR	Bryan S Simmons	1947-11-10	UHC-87202-79	—	67 Bayshore Dr, Atlanta, GA, 30364	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-139295	ENR	Alexis E Duncan	1970-08-21	UHC-79293-81	3037285635	9398 Maple Ave, Gilbert, AZ, 85284	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-110217	ENR	Sandra Yang	1961-10-20	UHC-18320-22	3794997151	4320 Ridge Rd, Tampa, FL, 33693	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-120776	ENR	Hiroshi L McDonald	1991-07-08	UHC-32228-83	9036515984	8785 Harbor Blvd, Charlotte, NC, 28219	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-120777	ENR	Hiroshi L McDonald	1991-07-08	UHC-32228-83	9036515984	8785 Harbor Blvd, Charlotte, NC, 28219	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-105109	ENR	Martha Jimenez	1966-11-05	UHC-80991-11	8906382844	6213 Oak St, Fresno, CA, 93726	0.64	Name re-cased Phone reformatted City re-cased ZIP+4 trimmed+2 more
ENR-124942	ENR	Carl H Andrews	1941-01-28	UHC-08966-48	3166548207	3243 Baseline Rd, Tucson, AZ, 85747	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-108232	ENR	Arjun Sanders	1961-05-25	UHC-60332-28	6138658536	1118 Oak St, Miami, FL, 33190	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-137221	ENR	Timothy J Guzman	1956-04-14	UHC-86387-31	9216548684	1038 Mesa Dr, Seattle, WA, 98168	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-137745	ENR	Pamela Ray	2002-12-14	UHC-77160-65	5878656206	8115 Forest Ave, Minneapolis, MN, 55497	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-118940	ENR	Walter J Cruz	2003-11-07	UHC-56734-59	8238596850	485 Washington St, Gilbert, AZ, 85277	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-137427	ENR	Joshua Morris	1997-07-01	UHC-52115-69	—	5767 Sunset Blvd, Houston, TX, 77050	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-100423	ENR	Brian Guerrero	1957-04-21	UHC-34537-90	—	8900 Sunset Blvd, Los Angeles, CA, 90067	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
ENR-100951	ENR	Brian Mitchell	1995-06-11	UHC-36383-41	4789224164	351 Oak St, Chandler, AZ, 85254	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-103174	ENR	Lawrence Hansen	1979-06-08	UHC-24096-20	4719034526	7582 Valley View Dr, Austin, TX, 78768	0.64	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-131103	ENR	Joe Snyder	1994-11-27	UHC-75238-83	6253145044	2758 Broadway, Orlando, FL, 32880	0.64	Name re-cased Two-digit birth year Phone reformatted Address re-cased+2 more
ENR-111067	ENR	Karen Wells	1989-06-21	UHC-15913-51	7306647348	3908 Sunset Blvd, Nashville, TN, 37236	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-111066	ENR	Karen Wells	1989-06-21	UHC-15913-51	7306647348	3908 Sunset Blvd, Nashville, TN, 37236	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-134033	ENR	William Bryant	1950-11-09	UHC-37429-27	—	4794 Highland Ave, Columbus, OH, 43265	0.64	Name re-cased Phone missing area code Email lower-cased Gender normalised+2 more
ENR-131256	ENR	Carol I Riely	1995-12-18	UHC-60140-26	2706865980	6128 Main St, Tampa, FL, 33627	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-120442	ENR	Sharon Z Simmons	2005-02-04	UHC-71089-33	—	3873 Hillcrest Rd, Miami, FL, 33126	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-140794	ENR	CarolynJunk	1988-02-20	UHC-74905-30	4269796635	2326 Palm Dr, Eden Prairie, MN, 55345	0.64	Date of birth reformatted Phone reformatted City re-cased Email lower-cased+2 more
ENR-108597	ENR	Martha T Stone	2000-11-11	UHC-60822-04	8515121604	1311 Hillcrest Rd, Glendale, AZ, 85387	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-122065	ENR	Aaron Y Hernandez	1991-12-10	UHC-34558-20	—	4536 Union St, Tempe, AZ, 85254	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-114149	ENR	Betty F Scott	1997-04-26	UHC-67968-32	3232394648	9740 Apache Blvd, Chandler, AZ, 85288	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-121172	ENR	Noah R Pena	1966-08-23	UHC-64478-55	3585255633	783 Palm Dr, Tempe, AZ, 85251	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-128532	ENR	Harold P Morales	1949-11-28	UHC-68587-26	4747050032	7282 Lake View Rd, Miami, FL, 33159	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-124004	ENR	Thmas Jacobs	1961-11-02	UHC-97013-20	8247339637	7633 Grand Ave, Eden Prairie, MN, 55383	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more

7,326 rows, page 75 of 147Previous Next