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 “ZIP missing”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP missingClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-101256	ENR	Cristian B Knight	—	UHC-56122-73	—	5667 Broadway, San Antonio, TX	0.54	Date of birth missing City re-cased State name converted to code ZIP missing+1 more
ENR-115600	ENR	Rger X Montgomery	—	UHC-06433-89	3832114196	8238 Sunset Blvd, Miami, FL	0.54	Middle initial moved out of first name Name re-cased Date of birth missing Phone reformatted+1 more
ENR-117859	ENR	Pauul A Bradley	2005-01-19	UHC-81814-37	8253165394	3539 Ocean Ave # 665, San Antonio, TX	0.54	SSN last four extracted Unit split from street City re-cased ZIP missing+1 more
ENR-107771	ENR	Aleaxnder Reed	1960-08-02	UHC-32257-08	4352731328	7671 Church St, Austin, TX	0.54	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-103248	ENR	Jason Harvey	1967-02-16	UHC-58543-46	2644061393	7451 Desert Sky Blvd, Tampa, FL	0.54	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-106838	ENR	Dorothy A Gray	1945-08-20	UHC-28039-87	7976634776	9607 Meadow Ln, Las Vegas, NV	0.54	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
ENR-103734	ENR	Randy Tucker	1974-05-03	UHC-77271-97	—	8420 Central Ave, Jacksonville, FL	0.54	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-138747	ENR	Pamela J Welch	1946-05-25	UHC-09702-11	—	6696 Lake View Rd # 376, Tempe, AZ	0.54	Unit split from street Street suffix standardised Address re-cased ZIP missing+1 more
ENR-118667	ENR	Kelly Wells	—	UHC-80354-48	8359704070	8309 Lake View Rd, Scottsdale, AZ	0.54	Date of birth unreadable Street suffix standardised Address re-cased ZIP missing+1 more
ENR-119425	ENR	Ahmed E Olson	1964-06-22	UHC-42356-94	8796669696	2114 Bayshore Dr, San Diego, CA	0.54	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-121657	ENR	Bruce J Gray	1977-11-28	UHC-09823-62	2462198927	2080 River Rd, Nashville, TN	0.54	Name split from “Last, First”ZIP missing Email lower-cased Gender normalised+1 more
ENR-140703	ENR	Amanda Andrews	1971-10-25	UHC-57948-95	7375028148	7758 Central Ave, Chandler, AZ	0.54	Two-digit birth year Street suffix standardised Address re-cased ZIP missing+1 more
ENR-140702	ENR	Amanda Andrews	1971-10-25	UHC-57948-95	7375028148	7758 Central Ave, Chandler, AZ	0.54	Two-digit birth year Street suffix standardised Address re-cased ZIP missing+1 more
ENR-126571	ENR	Sharon Woods	2002-07-05	UHC-33271-36	7842477570	6811 Lake View Rd, Plano, TX	0.54	Street suffix standardised Address re-cased State name converted to code ZIP missing+1 more
ENR-125818	ENR	Frances I George	1939-02-15	UHC-23464-33	8102616775	4849 Lincoln Way, Minneapolis, MN	0.54	SSN last four extracted State name converted to code ZIP missing Email lower-cased+1 more
ENR-137381	ENR	Freeman Diana	2005-02-21	UHC-59043-73	4383608815	8283 Ocean Ave, San Diego, CA	0.54	Name re-cased Two-digit birth year State name converted to code ZIP missing+1 more
ENR-117054	ENR	Olivia Washington	1982-05-10	UHC-79196-55	—	4213 Lake View Rd, Glendale, AZ	0.54	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
ENR-107785	ENR	Michael Reed	1963-04-28	UHC-36196-45	3323362758	4804 Sage Ct, Denver, CO	0.54	Phone reformatted State name converted to code ZIP missing Gender normalised+1 more
ENR-124789	ENR	Bobby U Kelley	1961-12-26	UHC-42869-80	—	7569 Camelback Rd, Fresno, CA	0.54	Phone missing area code Street suffix standardised Address re-cased ZIP missing+1 more
ENR-134483	ENR	Philip Freeman	—	UHC-41323-38	—	3882 Central Ave, Phoenix, AZ	0.54	Date of birth missing Street suffix standardised Address re-cased ZIP missing+1 more
ENR-109106	ENR	Christine C Rojas	1958-09-05	UHC-29975-38	8212269940	9123 Spring St, Nashville, TN	0.54	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP missing+1 more
ENR-105844	ENR	McDonald M Brittany	1983-12-04	UHC-98964-05	9199003356	9355 Willow Ct # 382, Atlanta, GA	0.54	Middle initial moved out of first name Date of birth reformatted Unit split from street ZIP missing+1 more
ENR-114355	ENR	Sarah Fernandez	—	UHC-46404-59	7394265314	3509 Willow Ct, Denver, CO	0.54	Date of birth unreadable Street suffix standardised Address re-cased ZIP missing+1 more
ENR-120240	ENR	Willam H Thomas	1950-10-27	UHC-66305-24	4376997661	8887 Palm Dr, Miami, FL	0.54	Two-digit birth year Street suffix standardised Address re-cased ZIP missing+1 more
ENR-126812	ENR	Ahmed Reid	1947-12-15	UHC-00042-25	9192352753	3342 Grand Ave, Glendale, AZ	0.54	Street suffix standardised Address re-cased ZIP missing Gender normalised+1 more
ENR-131422	ENR	Fatiima Hernandez	—	UHC-60097-81	7144003297	8969 Apache Blvd, Mesa, AZ	0.54	Name split from “Last, First”Date of birth missing Phone reformatted City re-cased+1 more
ENR-117509	ENR	Sharon G Andrews	1986-06-02	UHC-97557-33	—	8169 Main St, Fresno, CA	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+1 more
ENR-141252	ENR	Lucia E Foster	1941-02-06	UHC-10708-39	—	9138 Lincoln Way, Las Vegas, NV	0.54	Street suffix standardised Address re-cased State name converted to code ZIP missing+1 more
ENR-111682	ENR	Melissa W Willis	2001-11-16	UHC-20645-30	—	2108 Sage Ct, Atlanta, GA	0.54	Phone missing area code Street suffix standardised Address re-cased ZIP missing+1 more
ENR-104187	ENR	George J Willis	1939-10-03	UHC-36586-64	7754486801	4974 Maple Ave, Phoenix, AZ	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-107588	ENR	Kelly Wong	2007-06-01	UHC-18814-73	5664562492	7943 Pine Dr, Dallas, TX	0.54	Street suffix standardised Address re-cased ZIP missing Gender normalised+1 more
ENR-124938	ENR	Noah Ford	1992-05-17	UHC-06491-63	—	1617 Market St, Chandler, AZ	0.54	Name split from “Last, First”Phone missing area code ZIP missing Whitespace trimmed+1 more
ENR-124243	ENR	Ryan L Hunter	1965-10-05	UHC-48235-63	9726429827	7479 Forest Ave, Charlotte, NC	0.54	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-141786	ENR	David Q Hunter	1957-02-20	—	8163133970	9047 Harbor Blvd, Las Vegas, NV	0.54	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-141787	ENR	David Q Hunter	1957-02-20	—	8163133970	9047 Harbor Blvd, Las Vegas, NV	0.54	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-107751	ENR	Dorothy Wagner	1953-08-05	UHC-38841-83	2424975538	4345 Market St, Columbus, OH	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-117681	ENR	Noah Bryant	1960-02-06	UHC-04206-02	9829284265	7257 Camelback Rd, Tempe, AZ	0.54	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-115214	ENR	Hannah Andrews	1987-09-21	UHC-15893-43	2962932989	9390 Palm Dr, Sacramento, CA	0.54	Name split from “Last, First”State code upper-cased ZIP missing Gender normalised+1 more
ENR-101849	ENR	Stephen Murphy	1992-11-09	UHC-54490-83	2345384671	2604 River Rd, Eden Prairie, MN	0.54	Name split from “Last, First”Two-digit birth year Phone reformatted ZIP missing+1 more
ENR-120819	ENR	Karen L Woods	1944-07-03	UHC-39950-19	7016126988	9357 Indian School Rd, Plano, TX	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+1 more
ENR-137282	ENR	Shilrey Day	1939-05-17	UHC-72696-71	3902685656	8550 Cedar Ln, Plano, TX	0.56	Name split from “Last, First”Phone reformatted State name converted to code ZIP missing
ENR-121262	ENR	Jeremy Ray	1995-12-15	UHC-72912-98	8119407369	2100 Sunset Blvd, Charlotte, NC	0.56	Two-digit birth year Street suffix standardised Address re-cased ZIP missing
ENR-106414	ENR	Arthur H Harris	1984-02-13	UHC-20418-29	8566058465	6027 Church St, Scottsdale, AZ	0.56	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+6 more
ENR-110733	ENR	Paul R Kelley	1970-01-07	UHC-52485-37	8606716045	3925 Hillcrest Rd # 518, Jacksonville, FL	0.56	Two-digit birth year Phone reformatted Unit split from street ZIP missing
ENR-102820	ENR	Gloria K Romero	1963-12-16	UHC-06754-11	—	6990 Sunset Blvd Apt 29, Dallas, TX	0.56	Unit split from street State name converted to code ZIP missing Placeholder values cleared
ENR-119003	ENR	Sophia Peterson	1949-12-06	UHC-37400-94	9365541357	2121 Grand Ave, Houston, TX	0.56	Two-digit birth year Street suffix standardised Address re-cased ZIP missing
ENR-140344	ENR	Judith Morgan	1942-12-17	UHC-85227-49	4493674179	112 Meadow Ln, Chandler, AZ	0.56	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+6 more
ENR-141773	ENR	Ryan R Butler	2001-07-04	UHC-03130-93	3875605862	8043 River Rd, Tucson, AZ	0.56	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing
ENR-100256	ENR	Aaron O Lawrence	1961-02-02	UHC-70537-90	7265745716	7528 Apache Blvd, Chandler, AZ	0.56	Middle initial moved out of first name Street suffix standardised Address re-cased ZIP missing
ENR-125500	ENR	Marilyn Ray	1980-11-13	UHC-54757-66	—	6694 Sage Ct, Charlotte, NC	0.56	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing

3,340 rows, page 23 of 67Previous Next