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 “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-51885	TPA	Madison Simmons	1964-01-08	—	6116740896	6893 Sage Ct, Denver, CO	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-59733	TPA	Billy Collins	1941-06-06	—	—	1834 Mountain View Dr, Austin, TX, 78762	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-54740	TPA	Ashley Gibson	2005-08-12	—	—	8818 Maple Ave, Phoenix, AZ, 85045	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-408235	CLM	Willie Fox	1959-07-18	UHC-90861-56	—	6086 Harbor Blvd, Mesa, AZ	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-139927	ENR	David Vezquez	1991-07-20	UHC-60007-82	6243644386	5431 Mesa Dr, Atlanta, GA, 30391	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-118916	ENR	Denise N Hughes	1952-09-28	UHC-47133-47	5744076369	4650 Market St, Jacksonville, FL, 32249	0.62	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-135725	ENR	Charles M Wang	1994-02-03	UHC-35113-59	—	9780 Willow Ct, Los Angeles, CA, 90031	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-21664	PRV	Maggie Obrien	1985-05-03	UHC-19518-51	2982673659	1406 Elm St, Nashville, TN, 37286	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-418192	CLM	Brandon Reid	1968-11-07	UHC-76294-19	5535939403	4052 Indian School Rd, Glendale, AZ, 85388	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-27895	PRV	Joe G Bishop	1967-10-04	UHC-26419-88	6258259436	3979 Elm St Apt 38, Gilbert, AZ, 85264	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-113500	ENR	Debra E Mejia	2004-10-27	UHC-43299-12	4674659001	212 Sage Ct, Dallas, TX	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-429110	CLM	Christopher Stevens	1992-09-21	—	—	6186 Elm St, Plano, TX, 75006	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-124249	ENR	Kathryn O Henderson	2006-01-19	UHC-99531-61	6602192606	3638 Pine Dr # 972, Sacramento, CA, 95892	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
CLM-409211	CLM	Jeffrey P Clark	1962-10-22	—	—	353 Elm St, Sacramento, CA, 95821	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-415692	CLM	Bryan K Scott	1969-06-16	UHC-62566-01	2898924315	7540 Jefferson Ave, Chandler, AZ, 85242	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-431306	CLM	Amber Milsl	1988-04-07	UHC-83923-02	4644549085	6809 River Rd, San Diego, CA, 92182	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-141453	ENR	Juan C Obrien	2008-07-20	UHC-63527-62	4288045490	1923 Elm St, Los Angeles, CA, 90045	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-419897	CLM	Linda Hill	1999-06-21	UHC-06589-71	—	1446 Bayshore Dr, Denver, CO, 80222	0.62	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
ENR-140516	ENR	Gonzalez Katherine	1958-10-26	—	—	3627 Highland Ave, Tampa, FL, 33637	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-21040	PRV	Janice Ramirez	1973-02-17	UHC-60736-65	2633376732	4673 Sunset Blvd, Eden Prairie, MN, 55358	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-21039	PRV	Janice Ramirez	1973-02-17	UHC-60736-65	2633376732	4673 Sunset Blvd, Eden Prairie, MN, 55358	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-405442	CLM	Jason Mills	1948-12-08	UHC-87174-74	2812475291	1493 Sage Ct Apt 29, Columbus, OH, 43203	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
TPA-58094	TPA	Theresa Cooper	1955-01-21	—	4055367414	5258 Lake View Rd Apt 21, Tempe, AZ, 85221	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-138864	ENR	Kevin H Romero	2005-01-10	UHC-28011-67	5086187276	6858 Lake View Rd, Fresno, CA, 93706	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-108707	ENR	Jean I Brown	1938-02-24	UHC-02515-86	8969464597	9596 Lake View Rd, Glendale, AZ, 85354	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-134148	ENR	Gabriel M Spencer	1954-01-08	UHC-44268-23	5799634676	5592 Pine Dr, Miami, FL, 33150	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-403326	CLM	Helen C Snyder	1982-06-03	—	6307396842	455 Grand Ave, Jacksonville, FL, 32276	0.62	Date of birth reformatted Phone reformatted City re-cased ZIP+4 trimmed+3 more
CLM-400752	CLM	Julie Larson	1947-06-08	UHC-11789-96	—	8499 Meadow Ln, Columbus, OH, 43219	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-55656	TPA	Carol Russell	2000-08-10	—	6803131019	1060 Apache Blvd, Nashville, TN, 37221	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-408434	CLM	Ryan Diaz	1991-04-01	—	—	1621 Willow Ct, Columbus, OH, 43295	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-416017	CLM	Fatima Butler	1972-06-01	UHC-49073-83	—	5607 Church St, Charlotte, NC, 28203	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-120947	ENR	Margaret R Lane	1979-04-20	UHC-85163-67	—	2784 Spring St, Plano, TX, 75015	0.62	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
ENR-115728	ENR	Andrea Cunninhgam	2002-03-21	UHC-76946-30	3855062175	8232 Palm Dr, Glendale, AZ, 85388	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-116946	ENR	Angela Russell	1994-02-13	UHC-68381-32	3505888932	7156 Palm Dr, Charlotte, NC, 28213	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-129283	ENR	Charles D Cook	1998-06-25	UHC-52550-77	5102279429	7590 Harbor Blvd, San Diego, CA, 92174	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-111555	ENR	Nathan Rose	1964-05-05	UHC-57831-42	9882545271	439 Baseline Rd, Denver, CO, 80269	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-58864	TPA	Nicholas Hughes	1972-12-17	UHC-36357-55	3169836417	4572 Maple Ave, Eden Prairie, MN, 55315	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-424682	CLM	William Rivera	1971-03-13	UHC-47674-88	—	3566 Willow Ct, San Diego, CA	0.62	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
ENR-129324	ENR	Valentina Weebr	2006-12-12	UHC-57709-74	2583108678	312 Hillcrest Rd, Columbus, OH, 43201	0.62	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
CLM-403811	CLM	Willie Lawrence	1981-01-26	—	—	2641 Forest Ave, Gilbert, AZ, 85290	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-112464	ENR	Aaron O Estrada	1988-08-23	UHC-63672-89	3947125800	8086 Pine Dr, Scottsdale, AZ, 85208	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-402557	CLM	Isabella Cox	1988-06-13	UHC-02263-65	—	2062 Lake View Rd Apt 21, Fresno, CA, 93798	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
TPA-58100	TPA	Joe Florse	1994-08-08	—	—	6068 Sunset Blvd, Charlotte, NC, 28283	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-416142	CLM	Karen X Cook	1983-02-04	—	6046958693	7461 Mountain View Dr, Fresno, CA, 93757	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-116990	ENR	Daniel George	1953-03-20	UHC-72093-23	4159415765	9371 Meadow Ln, Los Angeles, CA, 90007	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-425723	CLM	Kathryn Jordan	1963-06-15	UHC-11277-48	8313452280	5080 Sunset Blvd, Charlotte, NC, 28215	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-132719	ENR	Wayne E Obryen	1973-01-20	UHC-06710-35	4597804684	1154 Mountain View Dr # 807, Denver, CO, 80293	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
CLM-409523	CLM	Harold Burns	1998-04-20	UHC-89167-11	—	6484 Central Ave # 508, Denver, CO, 80297	0.62	Name re-cased Date of birth reformatted Member ID reformatted Unit split from street+3 more
CLM-414896	CLM	Yuki Rusesll	1992-02-03	—	—	365 Lincoln Way, Los Angeles, CA, 90004	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-59306	TPA	Bradley U Foster	1961-10-06	—	4892945318	5329 Ridge Rd # 658, Orlando, FL, 32891	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more

32,400 rows, page 94 of 648Previous Next