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 “State code upper-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState code upper-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-103324	ENR	Patricia E Graham	1970-10-08	UHC-52002-05	—	948 Indian School Rd, Tampa, FL, 33656	0.64	Street suffix standardised Address re-cased State code upper-cased ZIP+4 trimmed+2 more
ENR-112673	ENR	Ann P Kelley	—	UHC-38082-71	2458416955	2306 Union St, Scottsdale, AZ, 85236	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-110891	ENR	Kayla Chen	1967-01-25	UHC-95675-57	2378351439	8289 Main St, Nashville, TN, 37244	0.64	Street suffix standardised Address re-cased City re-cased State code upper-cased+2 more
ENR-117091	ENR	Ana P Rose	1948-12-04	UHC-63052-88	9875724445	21 Cedar Ln, Columbus, OH, 43286	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-115067	ENR	Marcus Armstrong	1950-08-07	UHC-75536-35	—	1828 Market St, Sacramento, CA, 95852	0.64	Phone missing area code Street suffix standardised Address re-cased City re-cased+2 more
ENR-138142	ENR	Yuki O Maldonado	1980-05-26	UHC-77154-60	6806785902	647 Church St, Orlando, FL, 32802	0.64	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-126515	ENR	Stephaanie Meyer	1979-09-02	UHC-03078-17	6237600804	6243 Valley View Dr, Mesa, AZ, 85246	0.64	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-128060	ENR	Linda Howard	—	UHC-68897-62	—	6346 Market St, Tampa, FL, 33614	0.64	Name re-cased Date of birth unreadable State code upper-cased ZIP+4 trimmed+2 more
ENR-122091	ENR	Doneld I Lawrence	1979-05-14	UHC-21826-52	4605562218	2558 Cedar Ln, Los Angeles, CA, 90035	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-113163	ENR	Paul B Marshall	1965-08-08	UHC-73694-41	8956586819	8380 Ocean Ave # 276, Tampa, FL, 33627	0.64	Name re-cased Two-digit birth year Phone reformatted Unit split from street+2 more
ENR-124399	ENR	Jacob T Moreno	1990-08-21	UHC-68222-61	4566853664	6877 Ocean Ave, Orlando, FL, 32837	0.64	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-114982	ENR	Valentina F Perry	1963-03-05	UHC-66900-34	9664407054	7019 Mesa Dr, Orlando, FL, 32882	0.64	Date of birth reformatted Member ID reformatted State code upper-cased ZIP+4 trimmed+2 more
ENR-127252	ENR	Kelly Hicsk	1958-11-03	UHC-46966-74	5933118541	2724 Apache Blvd # 569, Nashville, TN, 37285	0.64	Name re-cased Phone reformatted Unit split from street State code upper-cased+2 more
ENR-120152	ENR	Kathryn Contreras	1953-04-19	UHC-21639-91	—	9436 Bayshore Dr, Phoenix, AZ	0.64	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-124829	ENR	Luis F Knight	1994-04-22	UHC-02229-10	5532669759	4894 Bayshore Dr, Dallas, TX	0.64	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-134731	ENR	Julie Fox	1939-08-04	UHC-79877-01	6922946043	5009 Willow Ct, Minneapolis, MN, 55460	0.64	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-115381	ENR	Natalie C Ortiz	2004-03-20	UHC-29726-46	8382866598	1092 Park Pl Apt 34, Eden Prairie, MN, 55359	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-101666	ENR	Ann Lynch	1985-05-23	UHC-24420-08	3372873236	3431 Camelback Rd, Eden Prairie, MN, 55324	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-103114	ENR	Kathryn O Lewis	1968-07-26	UHC-49032-95	3955720807	6494 Park Pl, Phoenix, AZ, 85026	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-114748	ENR	Eric Rios	1966-11-30	UHC-71144-96	3502839364	3440 Willow Ct, Atlanta, GA, 30382	0.64	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-140145	ENR	Thoams Bailey	1999-01-27	UHC-40552-57	9098875112	5198 Jefferson Ave Apt 18, Dallas, TX, 75255	0.64	Member ID reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-116871	ENR	Mei N Li	1953-11-28	UHC-98792-36	—	9840 Palm Dr, Jacksonville, FL, 32255	0.64	Name split from “Last, First”Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-126905	ENR	Patricia Vazquez	—	UHC-82404-02	2269004875	4205 Market St, Houston, TX, 77098	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-105576	ENR	James Harris	1988-03-07	UHC-94692-86	8776538169	1558 Harbor Blvd Apt 24, Dallas, TX, 75292	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-142218	ENR	Harrison U Katherine	1970-04-13	UHC-60204-56	6159054082	2321 Apache Blvd, Nashville, TN, 37212	0.64	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-119237	ENR	Sean N Sandoval	1955-05-28	UHC-11554-69	6513782669	4121 Hillcrest Rd, Dallas, TX, 75205	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted State code upper-cased+2 more
ENR-127257	ENR	Andrew Bradley	1951-04-22	UHC-41862-45	8902605677	9405 Washington St, Tempe, AZ, 85205	0.64	Street suffix standardised Address re-cased State code upper-cased ZIP+4 trimmed+2 more
ENR-114972	ENR	Nathan R Gutierrez	1996-06-12	UHC-41662-03	5735190216	834 Pine Dr, Scottsdale, AZ, 85275	0.64	Member ID reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-122894	ENR	Gary Hunt	1959-05-19	UHC-01749-02	3153862451	9561 Lincoln Way, Miami, FL	0.64	Name re-cased Two-digit birth year State code upper-cased ZIP missing+2 more
ENR-127134	ENR	Julie G Black	1942-09-23	UHC-88045-62	9534362811	6399 Ocean Ave, Los Angeles, CA	0.64	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-104151	ENR	Steveen Patel	1985-09-21	—	2462632700	1866 Baseline Rd, Atlanta, GA	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-132135	ENR	Roy T Vargas	1967-08-07	UHC-26736-82	9003522427	2645 Baseline Rd, Dallas, TX, 75265	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-129308	ENR	Arjun L Hughes	1992-06-19	UHC-93331-57	2946077681	7089 Camelback Rd, Austin, TX	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-111381	ENR	Ruth L Robertson	—	UHC-18376-75	9714784272	9595 Ridge Rd, Phoenix, AZ, 85049	0.64	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-134245	ENR	Amanda Lawwson	1970-05-26	UHC-41813-77	5695892242	2019 Highland Ave, Mesa, AZ	0.64	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-110486	ENR	Jeremy W Hill	—	UHC-25891-17	6125007852	6424 Harbor Blvd, Glendale, AZ, 85341	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-138644	ENR	Anna M Reed	1993-06-10	UHC-81319-46	5678013180	5711 Park Pl, Jacksonville, FL, 32274	0.64	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+2 more
ENR-116197	ENR	Catherine V Henderson	1986-01-17	UHC-95700-75	7679563869	4276 Church St, Miami, FL, 33140	0.64	Name split from “Last, First”Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-104616	ENR	Dorothy L Holmes	2006-10-05	UHC-62284-90	7419377608	6486 Palm Dr, Jacksonville, FL, 32266	0.64	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-130829	ENR	Samantha Sandoval	1962-09-25	UHC-73299-12	7533601033	6443 Central Ave, Houston, TX, 77085	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-130830	ENR	Samantha Sandoval	1962-09-25	UHC-73299-12	7533601033	6443 Central Ave, Houston, TX, 77085	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-136793	ENR	Joyce M Ramirez	1983-06-25	UHC-92711-12	8258373093	5983 Park Pl, Orlando, FL, 32899	0.64	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-133551	ENR	Nancy I Welch	1954-03-08	UHC-74613-35	6589867965	5971 Union St, Dallas, TX, 75216	0.64	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-116459	ENR	Dennis F Harper	1956-04-25	UHC-08307-55	7344178138	1459 Meadow Ln, Scottsdale, AZ, 85257	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-129729	ENR	Luis S Hoffman	1975-12-13	UHC-08461-37	8857778245	1769 Main St, Nashville, TN, 37258	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-133681	ENR	Nicholas Z Garza	1984-11-25	UHC-27340-32	4755276839	2807 Grand Ave, Los Angeles, CA, 90035	0.64	Name split from “Last, First”Phone reformatted State code upper-cased Gender normalised+2 more
ENR-133680	ENR	Nicholas Z Garza	1984-11-25	UHC-27340-32	4755276839	2807 Grand Ave, Los Angeles, CA, 90035	0.64	Name split from “Last, First”Phone reformatted State code upper-cased Gender normalised+2 more
ENR-137188	ENR	Isabella Hart	1990-07-26	UHC-48345-45	6778433704	5350 Spring St, Phoenix, AZ	0.64	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-132866	ENR	James Ortiz	1978-11-07	UHC-29116-44	6805797535	2534 Oak St, Tucson, AZ, 85722	0.64	SSN last four extracted Street suffix standardised Address re-cased City re-cased+2 more

1,918 rows, page 11 of 39Previous Next