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 “Email lower-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagEmail lower-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-107255	ENR	Julia Y Morales	1986-01-20	UHC-43213-79	4055122006	2365 Oak St, Plano, TX, 75033	0.66	Name re-cased Two-digit birth year Phone reformatted State name converted to code+1 more
ENR-140018	ENR	Santiago M Hansen	1958-12-11	UHC-18914-37	9568454035	8566 Central Ave, San Antonio, TX, 78296	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-134163	ENR	Gary V Freeman	1972-10-03	UHC-26226-69	5738053116	8770 Maple Ave, Glendale, AZ, 85338	0.66	Street suffix standardised Address re-cased State name converted to code Email lower-cased+1 more
ENR-106529	ENR	Arthur P Harvey	1968-01-28	UHC-03671-48	4569435045	5009 Desert Sky Blvd, Las Vegas, NV, 89143	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-124567	ENR	Judith P Green	1960-11-26	UHC-40902-13	4328640259	1436 Central Ave, Atlanta, GA	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-103855	ENR	Danielle Fowler	1969-03-10	UHC-87669-87	5355040582	372 Ridge Rd, Las Vegas, NV, 89192	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-127549	ENR	Stephanie Harper	1964-06-15	UHC-74220-77	4434033199	2829 Cedar Ln, Orlando, FL, 32850	0.66	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed+1 more
ENR-141754	ENR	Ana Porter	1957-06-16	—	5113877355	3430 Park Pl, San Diego, CA, 92193	0.66	Phone reformatted ZIP+4 trimmed Email lower-cased Gender normalised+1 more
ENR-136230	ENR	Kim I Carroll	2000-02-28	UHC-22468-57	2525262938	8978 Elm St, Phoenix, AZ, 85017	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-130735	ENR	Joe Salazar	1994-01-16	UHC-89970-58	8732759175	2559 Mountain View Dr, Dallas, TX, 75260	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-100311	ENR	Jassica Armstrong	1962-09-14	UHC-07333-60	6735478980	1123 Bayshore Dr, Plano, TX	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-112109	ENR	Kelly Bailey	—	UHC-23343-92	3096353055	4951 River Rd, Las Vegas, NV, 89188	0.66	Name split from “Last, First”Date of birth missing Phone reformatted Member ID reformatted+1 more
ENR-108135	ENR	Jose Rose	2005-02-22	UHC-51129-80	2743127133	2997 Mesa Dr, Orlando, FL, 32888	0.66	Street suffix standardised Address re-cased Email lower-cased Gender normalised+1 more
ENR-106439	ENR	Heather G Welch	1982-03-20	UHC-90892-78	2334356652	7816 Main St # 550, San Diego, CA	0.66	Unit split from street City re-cased ZIP missing Email lower-cased+1 more
ENR-110710	ENR	Daniel R Meeyer	1946-12-24	UHC-36172-54	3534304050	5721 Palm Dr, Jacksonville, FL, 32233	0.66	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-135578	ENR	Matthew P Sanchez	1975-05-13	UHC-20584-91	8387332068	1626 Park Pl Apt 23, Tempe, AZ, 85298	0.66	Name re-cased Two-digit birth year Phone reformatted Unit split from street+1 more
ENR-105908	ENR	Henry Anderson	1952-11-06	UHC-79339-20	5592831672	5226 Washington St, Charlotte, NC, 28246	0.66	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-110432	ENR	Gabriel Y Csatro	1938-06-04	UHC-74491-09	8354630480	7898 Union St, Atlanta, GA, 30397	0.66	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-107488	ENR	Santiago A Mendoza	1939-10-25	UHC-87845-70	—	4106 Central Ave Apt 14, San Diego, CA	0.66	Date of birth reformatted Unit split from street ZIP missing Email lower-cased+1 more
ENR-141479	ENR	Debbie Mendez	1978-02-28	UHC-11886-57	7439676147	2883 Forest Ave, Las Vegas, NV, 89170	0.66	Name re-cased Date of birth reformatted State name converted to code ZIP+4 trimmed+1 more
ENR-130261	ENR	Ryan P Silva	2006-05-12	UHC-55882-37	6147625750	676 Willow Ct, Los Angeles, CA	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-133090	ENR	Santiago Baker	1991-02-27	UHC-82806-01	—	3643 Park Pl, Los Angeles, CA, 90027	0.66	Name re-cased Phone missing area code Email lower-cased Gender normalised+1 more
ENR-140394	ENR	Denny Gray	1960-02-19	UHC-06968-28	5933645495	1283 Sunset Blvd # 313, Miami, FL, 33163	0.66	Name re-cased Two-digit birth year Phone reformatted Unit split from street+1 more
ENR-140184	ENR	Patricia Dunn	1939-09-19	UHC-19967-99	4929915295	9685 Camelback Rd, Miami, FL, 33169	0.66	Street suffix standardised Address re-cased State name converted to code Email lower-cased+1 more
ENR-107667	ENR	Brian C Webar	—	UHC-56118-72	4158864973	732 Bayshore Dr, Jacksonville, FL, 32203	0.66	Date of birth unreadable Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-140024	ENR	Rachel Vazquez	1959-07-10	UHC-01241-06	5308976175	5823 Cedar Ln Apt 4, Glendale, AZ, 85301	0.66	Unit split from street Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-132589	ENR	Noah P Allen	1981-06-27	UHC-20780-46	3715458593	2225 Market St, San Diego, CA	0.66	Name re-cased Phone reformatted State name converted to code ZIP missing+1 more
ENR-103563	ENR	Judith M Ramirez	1964-11-02	UHC-78656-78	8357923498	1023 Canyon Rd, Mesa, AZ, 85283	0.66	Street suffix standardised Address re-cased Email lower-cased Gender normalised+1 more
ENR-108816	ENR	Mark X Hart	1941-06-18	UHC-12044-87	6495629877	8242 Cedar Ln, Denver, CO, 80219	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-138600	ENR	Wei M Ellis	1949-05-20	UHC-35158-42	—	2051 Central Ave # 810, San Diego, CA, 92180	0.66	Name re-cased Phone missing area code Unit split from street Email lower-cased+1 more
ENR-134172	ENR	Stephen X Nichols	1963-04-21	UHC-02707-02	3743127050	3131 Willow Ct, Glendale, AZ, 85389	0.66	Middle initial moved out of first name Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-138657	ENR	Victoria Gray	1978-09-01	UHC-19111-25	5256166349	2615 Hillcrest Rd, Austin, TX, 78756	0.66	Street suffix standardised Address re-cased State name converted to code Email lower-cased+1 more
ENR-123341	ENR	Debra Anderson	1963-10-07	UHC-15730-68	—	4484 River Rd, Atlanta, GA	0.66	Two-digit birth year ZIP missing Email lower-cased Whitespace trimmed+1 more
ENR-120740	ENR	Michael C Anderson	1966-05-26	UHC-95902-85	7839580515	8542 Willow Ct, Jacksonville, FL, 32260	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-138529	ENR	Janet H Weaver	1995-02-05	UHC-30144-81	3307818681	9551 Lake View Rd, Atlanta, GA, 30307	0.66	Date of birth reformatted State name converted to code Email lower-cased Gender normalised+1 more
ENR-136625	ENR	Christina X Fields	1958-04-19	—	4468159914	5141 Grand Ave, Austin, TX, 78717	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-131845	ENR	Roger B Sanders	1954-05-05	UHC-51097-26	2283317495	5786 Grand Ave, San Antonio, TX, 78242	0.66	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-135403	ENR	Timothy Q Cox	1989-02-22	UHC-59840-23	8706501739	5526 River Rd, Charlotte, NC	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-127412	ENR	Joan R Meyer	1967-01-24	UHC-84985-16	7383295970	4967 Hillcrest Rd, Gilbert, AZ	0.66	Street suffix standardised Address re-cased ZIP missing Email lower-cased+1 more
ENR-141487	ENR	Rick Chavez	1969-11-18	UHC-25871-69	9334020424	2382 Baseline Rd, Las Vegas, NV, 89101	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-122736	ENR	Richard N Yang	—	UHC-13935-20	—	5832 Jefferson Ave, Fresno, CA, 93795	0.66	Name re-cased Date of birth unreadable Email lower-cased Gender normalised+1 more
ENR-130689	ENR	Mariana C Obrien	1971-10-08	UHC-70943-35	—	884 Lake View Rd, Orlando, FL, 32800	0.66	Name split from “Last, First”Name re-cased ZIP+4 trimmed Email lower-cased+1 more
ENR-141958	ENR	Rodriguez Ralph	1991-08-03	UHC-39276-85	2873964684	7263 Washington St, Plano, TX, 75098	0.66	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-106459	ENR	Jaccqueline R Simmons	2004-06-06	UHC-43996-60	3557718495	50 Indian School Rd Apt 39, Houston, TX, 77019	0.66	Phone reformatted Unit split from street ZIP+4 trimmed Email lower-cased+1 more
ENR-106002	ENR	Richard B Webb	1970-08-17	UHC-90379-15	2164810000	5939 Highland Ave, Austin, TX, 78706	0.66	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-118798	ENR	Noah Padilla	1965-09-11	UHC-79799-16	6376246682	6530 Oak St, Denver, CO, 80293	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-121962	ENR	Edward H Lawson	1982-04-04	UHC-29283-46	9775838497	8410 Apache Blvd, Nashville, TN	0.66	Name split from “Last, First”Phone reformatted City re-cased ZIP missing+1 more
ENR-141154	ENR	Tyler Y Boyd	1962-12-16	UHC-40388-88	7456403119	4037 Valley View Dr, Orlando, FL, 32847	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-132950	ENR	Heen G Patel	1995-03-27	UHC-69833-28	7783790438	3185 Valley View Dr, Nashville, TN, 37228	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-107664	ENR	Hiroshi Y Price	1975-01-23	UHC-21169-37	4393906066	702 Main St Apt 31, San Diego, CA, 92166	0.66	Name re-cased Unit split from street State name converted to code Email lower-cased+1 more

8,934 rows, page 70 of 179Previous Next