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

All sources, flag “Name split from “Last, First””, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName split from “Last, First”Clear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-64228	TPA	Lisa Graham	1951-12-26	—	—	4093 Ridge Rd, Tampa, FL	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+2 more
CLM-425786	CLM	Danielle Bradley	1998-02-18	—	—	670 Pine Dr, Denver, CO, 80201	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-125705	ENR	Philip Ferguson	1991-08-28	UHC-35676-88	3482670324	8340 Desert Sky Blvd, Tucson, AZ, 85709	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-142606	ENR	Nathan A Palmer	2006-09-05	UHC-74591-49	—	4351 Elm St, Scottsdale, AZ	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+2 more
ENR-138594	ENR	Russell T Simpson	1976-04-09	UHC-87350-84	5016309246	9007 Palm Dr, Tampa, FL, 33643	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-411319	CLM	Betty Rojas	1976-12-27	UHC-59588-79	—	3322 Hillcrest Rd, Sacramento, CA, 95831	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-416047	CLM	Virginia Harvey	1957-05-13	UHC-73952-53	—	5319 Indian School Rd # 324, Seattle, WA, 98101	0.52	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+2 more
ENR-135283	ENR	Ethan M Rogers	1938-12-18	UHC-76883-32	8694389533	1672 Spring St # 140, San Antonio, TX, 78251	0.52	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+2 more
ENR-122451	ENR	Carlos Holmes	1945-12-12	UHC-63535-52	9787231408	5894 Cedar Ln, Mesa, AZ, 85259	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-130365	ENR	Robert M Sanchez	—	UHC-14192-84	4728319605	3138 Meadow Ln, Jacksonville, FL, 32254	0.52	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+2 more
TPA-54548	TPA	Terresa Myers	1966-05-12	UHC-67569-91	—	3439 Pine Dr # 322, Tucson, AZ, 85763	0.52	Name split from “Last, First”Date of birth reformatted Unit split from street Gender normalised+2 more
ENR-120431	ENR	Paul C Lewis	1972-03-11	UHC-89738-37	6837386045	8134 Harbor Blvd, Houston, TX, 77003	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-407266	CLM	Julia D George	1959-01-27	—	4694981212	2430 Valley View Dr, Charlotte, NC	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23744	PRV	Gloria Allen	1976-12-08	UHC-05703-45	3084703302	585 River Rd, Austin, TX, 78773	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-405444	CLM	Jason S Mills	1948-12-08	—	—	1493 Sage Ct, Columbus, OH, 43203	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-129082	ENR	Timothy Harris	1960-08-08	UHC-02413-69	3633274985	1631 Lincoln Way, Los Angeles, CA, 90003	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted SSN last four extracted+2 more
TPA-62922	TPA	Thomas Jimenez	1993-09-18	—	—	7889 Forest Ave # 726, Gilbert, AZ, 85267	0.52	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+2 more
CLM-415068	CLM	Denise Richardson	2002-10-07	UHC-40221-43	—	6090 Spring St, Chandler, AZ, 85253	0.52	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+2 more
CLM-415069	CLM	Denise Richardson	2002-10-07	UHC-40221-43	—	6090 Spring St, Chandler, AZ, 85253	0.52	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+2 more
ENR-124506	ENR	Ashley A Jensen	1970-09-01	UHC-25086-53	4517694097	4415 Market St, San Diego, CA	0.52	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+2 more
CLM-412321	CLM	Terry W Richards	1989-11-18	—	2535387396	2331 Apache Blvd, Minneapolis, MN, 55481	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-406564	CLM	Anthuny U Rios	1984-09-02	UHC-38512-88	—	5354 Camelback Rd, Gilbert, AZ, 85246	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-400312	CLM	James Romero	1992-08-19	UHC-88315-39	8156499481	2891 Sunset Blvd, Dallas, TX	0.52	Name split from “Last, First”Phone reformatted State name converted to code ZIP missing+2 more
CLM-416624	CLM	Dennis Vargas	1944-05-16	—	7225991475	5789 Elm St # 203, Gilbert, AZ, 85297	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+2 more
CLM-409960	CLM	Kyle Taylor	2006-05-28	UHC-63974-95	7039513758	8390 Market St, Tampa, FL	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-61309	TPA	Ahmed Li	—	—	8079369613	—	0.52	Name split from “Last, First”Date of birth unreadable Phone reformatted Gender normalised+2 more
PRV-26220	PRV	Omar T Davis	1980-11-19	—	7883665174	2400 Mountain View Dr, Nashville, TN, 37241	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-142878	ENR	Hiroshi I Butler	1966-04-03	UHC-41564-73	3487174748	4742 Oak St, Denver, CO, 80231	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+2 more
CLM-403550	CLM	Carolyn O Jackson	2002-11-02	UHC-39760-46	—	2843 Mesa Dr, Atlanta, GA, 30305	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-132999	ENR	Brittany P Morales	2003-09-13	UHC-09344-34	—	1731 Park Pl, Chandler, AZ, 85233	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-118961	ENR	Doris Aguilar	1945-12-08	UHC-72012-88	8156600352	7409 Mesa Dr, Jacksonville, FL, 32263	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-428688	CLM	Isabella Wang	—	—	—	600 Church St, Minneapolis, MN, 55433	0.52	Name split from “Last, First”Date of birth unreadable ZIP+4 trimmed Plan code upper-cased+2 more
CLM-431666	CLM	Roger Luna	1960-10-11	—	—	2436 Indian School Rd, Miami, FL, 33148	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-134776	ENR	Jeremy F Contreras	1948-03-15	UHC-79282-02	2505650486	5889 Ocean Ave, Jacksonville, FL, 32201	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-413694	CLM	Jesse Knight	2004-04-28	—	3969308486	2451 Meadow Ln, Seattle, WA	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-136973	ENR	Rebecca K Ortiz	1958-03-24	UHC-50581-76	4757577059	6811 Harbor Blvd Apt 8, Phoenix, AZ, 85091	0.52	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-425278	CLM	Philip R Bailey	2006-02-08	UHC-50588-65	4407596036	4686 Ocean Ave # 412, Miami, FL, 33118	0.52	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-423259	CLM	Mark Howell	—	—	5226252989	—	0.52	Name split from “Last, First”Date of birth unreadable Phone reformatted Gender normalised+2 more
ENR-110247	ENR	Virginia Cambell	1960-05-26	UHC-14615-21	2944303157	6558 Highland Ave, San Antonio, TX	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-412033	CLM	Samuel L Wong	2005-10-12	—	—	9102 Forest Ave, Houston, TX, 77062	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-409923	CLM	Randy L Castillo	1981-06-23	UHC-52935-57	—	7377 Mesa Dr, Las Vegas, NV, 89190	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-124253	ENR	Ronald O Crawford	1985-12-25	UHC-84729-70	2114887181	3144 Market St Apt 9, San Antonio, TX, 78237	0.52	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-127037	ENR	Natalie Daniels	1951-11-28	UHC-39276-13	4798345221	5167 Ridge Rd, San Antonio, TX, 78271	0.52	Name split from “Last, First”Date of birth reformatted State name converted to code Email lower-cased+2 more
ENR-127038	ENR	Natalie Daniels	1951-11-28	UHC-39276-13	4798345221	5167 Ridge Rd, San Antonio, TX, 78271	0.52	Name split from “Last, First”Date of birth reformatted State name converted to code Email lower-cased+2 more
PRV-26387	PRV	Patrick Mendez	1963-09-16	—	—	6528 Church St, Plano, TX, 75099	0.52	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-110700	ENR	Sarah Marshall	1941-06-20	UHC-65902-14	5417891031	4580 River Rd, Tucson, AZ, 85708	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-413599	CLM	Steven Carr	—	UHC-95393-63	—	3232 Willow Ct, Houston, TX, 77057	0.52	Name split from “Last, First”Date of birth unreadable Street suffix standardised Address re-cased+2 more
PRV-21705	PRV	Hannah Schmidt	1959-01-13	UHC-54182-06	—	5316 Park Pl, San Antonio, TX, 78226	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-126187	ENR	Ronald Y Burton	1938-12-05	UHC-06575-07	6066131901	8308 Washington St, Denver, CO, 80243	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-142607	ENR	Jason D Spencer	1943-05-08	UHC-03083-48	—	447 Washington St, Minneapolis, MN, 55409	0.52	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+2 more

9,980 rows, page 52 of 200Previous Next