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 “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-108009	ENR	Amber M Valdez	—	UHC-35139-26	7809788208	7773 Highland Ave, Miami, FL, 33103	0.50	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-113837	ENR	Danielle A Ford	2006-12-08	UHC-47400-49	8642154797	9012 Central Ave, Plano, TX, 75081	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-120018	ENR	Susan Padilla	1965-01-07	UHC-62689-06	2208911043	8745 Cedar Ln, Glendale, AZ, 85368	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-141923	ENR	Tyler Fisher	1970-10-15	UHC-12257-40	5977242002	7191 Forest Ave, Fresno, CA, 93796	0.50	Name re-cased Two-digit birth year Phone reformatted SSN last four extracted+3 more
ENR-125620	ENR	Alice Delgado	1984-09-11	UHC-45437-56	6254210445	6296 Washington St Apt 18, Minneapolis, MN, 55489	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-132889	ENR	Brenda Cruz	2006-05-16	UHC-82459-61	6466985551	2625 Sunset Blvd, Plano, TX	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-134405	ENR	Jack Brooks	1981-01-26	UHC-28522-72	7917222951	391 Market St, Las Vegas, NV, 89194	0.50	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
ENR-114940	ENR	Mary Fields	1941-09-09	UHC-14826-97	—	6672 Elm St, Denver, CO, 80238	0.50	Name re-cased Phone missing area code Street suffix standardised Address re-cased+3 more
ENR-114643	ENR	Maria G Kelly	1970-02-25	UHC-02887-02	7049041430	478 Spring St, Minneapolis, MN, 55456	0.50	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+3 more
ENR-131200	ENR	Logan L Ward	1957-07-06	UHC-11133-92	8943911727	3076 Valley View Dr, San Antonio, TX, 78233	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-134391	ENR	Mark Z Vazquez	1992-11-10	UHC-54827-07	5148555400	2171 Hillcrest Rd # 959, Minneapolis, MN, 55476	0.50	Name re-cased Member ID reformatted Unit split from street Street suffix standardised+3 more
ENR-125681	ENR	Matthew K Kelley	1954-01-02	UHC-67263-62	2295604446	3283 Camelback Rd, Gilbert, AZ	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-137058	ENR	James Aguilar	1963-09-23	UHC-21148-68	6619012532	1987 Sage Ct # 638, Columbus, OH, 43278	0.50	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-122558	ENR	Christine F Davis	1968-04-16	UHC-61321-56	9487277411	5608 Lincoln Way # 143, Dallas, TX, 75252	0.50	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-109970	ENR	Noah Martinez	1971-01-07	UHC-54843-07	5695071780	9722 Union St, Los Angeles, CA, 90097	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-136842	ENR	Deborah Fox	—	UHC-40257-90	—	3808 Highland Ave, Houston, TX, 77059	0.50	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
ENR-112917	ENR	Jerry L Nelson	2005-05-26	UHC-34021-91	8483190273	4180 Apache Blvd, Charlotte, NC, 28250	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-120712	ENR	William O Marquez	1979-01-28	UHC-52616-48	—	8067 Apache Blvd, Tempe, AZ, 85239	0.50	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-118508	ENR	Margaret A Olson	1958-11-22	UHC-41517-04	4358121706	222 Desert Sky Blvd, Gilbert, AZ, 85284	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-141316	ENR	Pamela Young	—	UHC-52866-41	9883237413	3553 River Rd Apt 38, Columbus, OH, 43280	0.50	Name re-cased Date of birth unreadable Phone reformatted Unit split from street+3 more
ENR-116497	ENR	Priay Wright	1951-01-21	UHC-02911-90	4283327125	6085 Baseline Rd, Jacksonville, FL, 32223	0.50	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
ENR-133175	ENR	Nathan Y Patterson	1954-10-23	UHC-45106-07	9054485241	5732 Harbor Blvd, Los Angeles, CA, 90066	0.50	Name re-cased Two-digit birth year Phone reformatted SSN last four extracted+3 more
ENR-103296	ENR	Mateo Jackson	1990-04-07	UHC-48696-50	9494711696	3971 Lincoln Way # 814, Las Vegas, NV, 89146	0.50	Name re-cased Phone reformatted SSN last four extracted Unit split from street+3 more
ENR-103057	ENR	Heather G Boyd	1954-10-26	UHC-21223-18	9519957781	4167 Ridge Rd, Minneapolis, MN, 55492	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-117553	ENR	Mateo N Bowman	—	UHC-22409-06	2692096715	4933 Bayshore Dr, Glendale, AZ, 85359	0.50	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-110472	ENR	Dylan Santiago	1991-06-20	UHC-31030-97	—	8719 Pine Dr, Atlanta, GA, 30368	0.50	Name re-cased Two-digit birth year Phone missing area code City re-cased+3 more
ENR-134392	ENR	Charles M Hoffman	1958-06-21	UHC-08773-02	2152540032	2378 Bayshore Dr Apt 2, Mesa, AZ, 85275	0.50	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
ENR-123706	ENR	Jessica Gordon	1965-09-14	UHC-38164-21	9532635493	7519 Pine Dr Apt 35, Sacramento, CA	0.50	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
ENR-111011	ENR	Jeremy Schmidt	1971-11-24	UHC-95137-59	—	4185 Meadow Ln, Los Angeles, CA, 90068	0.50	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
ENR-117439	ENR	Lucia E Bryant	2000-10-15	UHC-21632-31	4998044964	7434 Market St # 638, Glendale, AZ, 85323	0.50	Name re-cased Two-digit birth year Phone reformatted Unit split from street+3 more
ENR-114560	ENR	Sophia Miller	2004-08-07	—	5386532881	9556 Canyon Rd, Miami, FL	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-132900	ENR	Ahmed Rose	1972-11-01	UHC-11855-20	9007684149	4535 Camelback Rd # 907, Seattle, WA	0.50	Name re-cased Phone reformatted Unit split from street State name converted to code+3 more
ENR-138795	ENR	Jonathan Bryant	—	UHC-15588-86	2879156837	8590 Apache Blvd, San Antonio, TX	0.50	Name re-cased Date of birth unreadable Phone reformatted SSN last four extracted+3 more
ENR-127541	ENR	Joan U Morgan	1953-12-09	UHC-54119-07	3249343336	3800 Washington St, Eden Prairie, MN, 55328	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-125805	ENR	Paul Montgomery	—	UHC-33633-18	9275616628	9334 Oak St, Phoenix, AZ, 85024	0.50	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-137078	ENR	Jason R Morgan	2006-04-10	UHC-31457-91	5042718566	2752 Hillcrest Rd, Tampa, FL	0.50	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+3 more
ENR-133727	ENR	Zachary U Morris	1985-09-28	UHC-13938-46	—	6613 Pine Dr, Fresno, CA, 93723	0.50	Name re-cased Phone missing area code Street suffix standardised Address re-cased+3 more
ENR-136457	ENR	Benjamin Mills	1962-04-28	UHC-47258-47	6086557476	4151 Desert Sky Blvd, Orlando, FL	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-118974	ENR	Janice K Richards	1938-06-13	UHC-36443-23	6043317216	2622 Jefferson Ave, Charlotte, NC, 28254	0.50	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
ENR-138153	ENR	Jerry Rosss	1979-06-17	UHC-06332-38	—	7056 Palm Dr, Charlotte, NC, 28271	0.50	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-117604	ENR	Hamilton U Doris	1949-03-21	UHC-29716-43	8755174672	8807 Indian School Rd Apt 14, Los Angeles, CA, 90063	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
ENR-135962	ENR	Henry V Obrien	—	UHC-71537-80	2409165120	1614 Camelback Rd # 839, Atlanta, GA, 30372	0.50	Name re-cased Date of birth unreadable Phone reformatted Unit split from street+3 more
ENR-134817	ENR	Douglas O Harris	1965-08-21	UHC-03403-79	—	4687 Main St, Nashville, TN, 37255	0.50	Name re-cased Two-digit birth year Member ID reformatted Street suffix standardised+3 more
ENR-114231	ENR	Albert O Santos	1985-08-12	UHC-10621-50	6659790940	2953 Union St, Chandler, AZ, 85221	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-111986	ENR	Sofia C Evans	1941-08-25	UHC-68436-79	9298454389	4963 Lake View Rd, Houston, TX, 77094	0.50	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-119212	ENR	Sandra Soto	2001-10-01	UHC-82070-02	2129714286	9307 Mesa Dr Apt 32, Denver, CO, 80280	0.50	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-126242	ENR	Wayne Davis	1956-05-25	UHC-67278-96	—	4681 Oak St, Eden Prairie, MN, 55309	0.50	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-119554	ENR	Liz George	1960-05-24	UHC-90127-83	6874665661	2879 Sunset Blvd, Chandler, AZ, 85210	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-122939	ENR	Nicholas I Montgomery	1976-12-24	UHC-07349-58	2747217289	8660 Baseline Rd # 774, San Antonio, TX, 78250	0.50	Name re-cased Phone reformatted SSN last four extracted Unit split from street+3 more
ENR-103235	ENR	Denny Lopez	1962-10-07	UHC-83888-95	7704278758	2194 Church St, Seattle, WA, 98106	0.50	Name re-cased Phone reformatted Member ID reformatted SSN last four extracted+3 more

17,310 rows, page 26 of 347Previous Next