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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-21711	PRV	Rachal Campbell	2005-02-19	UHC-11063-31	6824196892	3867 Cedar Ln, Las Vegas, NV, 89101	0.46	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
CLM-407790	CLM	Jonathan O Maldonado	2002-06-14	UHC-46045-09	9203130265	7897 Highland Ave, Scottsdale, AZ, 85221	0.46	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
CLM-406712	CLM	Jessica Johnson	1979-10-05	—	—	222 Harbor Blvd, Las Vegas, NV, 89122	0.46	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+5 more
ENR-107316	ENR	Jack V Bowman	1974-02-24	UHC-76339-06	—	6010 Broadway, Plano, TX, 75013	0.46	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone missing area code+5 more
ENR-117208	ENR	Heather Reyes	1945-01-26	UHC-65077-06	7025427306	786 Sunset Blvd, Atlanta, GA, 30351	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
PRV-21539	PRV	Lawrence Hamilton	1949-01-17	—	3662268827	8701 Sunset Blvd, Sacramento, CA	0.46	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
CLM-421829	CLM	Samantha West	1987-11-13	—	9849528150	3597 Elm St, Las Vegas, NV	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-422533	CLM	Joan Harvey	1994-03-15	UHC-56570-62	—	2921 Forest Ave # 116, Tampa, FL, 33644	0.46	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+5 more
ENR-133966	ENR	Katherine King	1947-06-28	UHC-21776-91	2332893316	339 Church St, Dallas, TX, 75243	0.46	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+5 more
PRV-24390	PRV	Eric Cooper	1969-04-02	UHC-23594-28	—	282 Union St, Phoenix, AZ, 85008	0.46	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+5 more
CLM-401059	CLM	Charles Hunter	1989-06-08	—	5238736858	5023 Elm St Apt 17, Tempe, AZ, 85267	0.46	Phone reformatted Unit split from street Street suffix standardised Address re-cased+5 more
ENR-139448	ENR	Harold Lewis	1983-03-15	UHC-81818-96	4272662732	6789 Elm St Apt 9, Atlanta, GA, 30321	0.46	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+5 more
ENR-110421	ENR	Tyler Oliver	1988-04-04	UHC-80744-56	2365774009	3506 Lincoln Way, San Diego, CA, 92139	0.46	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
PRV-28076	PRV	Anthony Oliver	1962-09-24	UHC-51791-98	5877572903	697 Meadow Ln, Phoenix, AZ	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-105544	ENR	Sofia Lawrence	1986-02-24	UHC-75151-15	8696347169	2571 Bayshore Dr, Seattle, WA	0.46	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+5 more
CLM-417561	CLM	Marcus J Allvarado	1949-06-12	UHC-99938-50	—	53 Union St, San Antonio, TX, 78272	0.46	Middle initial moved out of first name Name re-cased Date of birth reformatted Street suffix standardised+5 more
ENR-109723	ENR	Natlie Wang	2000-08-13	UHC-11557-27	4885065406	5773 Baseline Rd # 137, Minneapolis, MN	0.46	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
PRV-27976	PRV	Hudson K Alexander	1964-03-17	UHC-67582-64	4126394110	965 Hillcrest Rd, Gilbert, AZ, 85290	0.46	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-139181	ENR	Pat H Gutierrez	1991-10-17	UHC-55935-35	6315592738	9066 Cedar Ln, Eden Prairie, MN	0.46	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-140343	ENR	Julie A George	1961-08-14	UHC-62078-43	8996242498	5628 Mountain View Dr, Seattle, WA, 98119	0.46	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
CLM-401177	CLM	Jerry West	2005-09-21	UHC-63267-01	2385881916	3779 Baseline Rd, Dallas, TX	0.46	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-105551	ENR	Logan Q Mendoza	1997-07-19	UHC-83159-66	3264563054	5812 Jefferson Ave, Tucson, AZ, 85728	0.46	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+5 more
TPA-63862	TPA	Albert P Howard	2004-09-11	—	2426438010	6203 Park Pl, Gilbert, AZ	0.46	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+5 more
CLM-410658	CLM	Jacqueline Jenkins	1954-01-08	UHC-69211-43	8249375053	995 Baseline Rd, Minneapolis, MN, 55452	0.46	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+5 more
CLM-400922	CLM	Santiago Reid	1991-05-21	UHC-51553-43	—	8160 Willow Ct, Sacramento, CA, 95874	0.46	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+5 more
TPA-63148	TPA	Bruce Patterson	1944-07-05	UHC-92614-98	2038257838	9161 Lake View Rd, Mesa, AZ, 85261	0.46	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+5 more
ENR-123489	ENR	Kelly K Park	2003-01-04	UHC-31870-54	2154662801	2146 Willow Ct, Jacksonville, FL, 32278	0.46	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-113903	ENR	Nathan M Wilson	2007-10-13	UHC-55606-82	8825889225	8326 River Rd # 910, Miami, FL	0.46	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+5 more
ENR-118480	ENR	Debra J Elliott	—	UHC-29655-41	7519558773	5362 Park Pl, Nashville, TN, 37210	0.46	Name split from “Last, First”Date of birth missing Phone reformatted Street suffix standardised+5 more
CLM-400358	CLM	Lauren Hansen	1979-04-21	UHC-05841-17	6737838467	1365 Valley View Dr, Minneapolis, MN	0.46	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+5 more
ENR-119326	ENR	Evelyn Burns	1991-10-17	UHC-64453-70	—	4461 Spring St, Tampa, FL, 33671	0.46	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+5 more
CLM-409099	CLM	Luis Greene	2000-06-15	UHC-14290-02	—	5329 Lincoln Way Apt 17, Atlanta, GA, 30372	0.46	Name re-cased Date of birth reformatted Member ID reformatted Unit split from street+5 more
ENR-120123	ENR	Amy F Baker	1967-05-15	UHC-44725-60	6939921271	4115 Palm Dr, Chandler, AZ, 85223	0.46	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
PRV-23494	PRV	Evelyn Gardner	1992-09-28	UHC-73149-18	9326350746	3445 Mountain View Dr Apt 14, Mesa, AZ, 85250	0.46	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
ENR-123941	ENR	Grace P Kim	1952-04-02	UHC-89018-09	4764590477	2766 Sage Ct, Denver, CO	0.46	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+5 more
CLM-423595	CLM	Christine Hoffman	2003-05-09	UHC-38010-16	—	5855 Spring St, Phoenix, AZ, 85022	0.46	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+5 more
CLM-417775	CLM	Patricia K Phillips	1964-04-13	UHC-42386-79	—	6649 Hillcrest Rd, Plano, TX, 75021	0.46	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+5 more
ENR-108228	ENR	Shirley V Watson	1942-01-18	UHC-42611-87	—	5102 Main St, Austin, TX, 78707	0.46	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+5 more
ENR-138119	ENR	Natalie Kim	1997-01-07	UHC-69045-49	4997363276	9655 Cedar Ln # 327, Phoenix, AZ, 85081	0.46	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+5 more
PRV-27875	PRV	Rebecca D Mendoza	2006-03-10	UHC-41468-60	8696390034	9585 Baseline Rd, Houston, TX, 77094	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
TPA-60163	TPA	Raymond Turner	1999-09-09	—	9878746251	321 Grand Ave # 314, Denver, CO, 80208	0.46	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
PRV-23741	PRV	Chapman Heather	1981-12-02	—	6795081731	7036 Park Pl, Minneapolis, MN	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
TPA-59541	TPA	Mateo Silva	2008-01-02	—	—	4577 Camelback Rd Apt 22, Columbus, OH, 43210	0.46	Name re-cased Date of birth reformatted SSN last four extracted Unit split from street+5 more
CLM-406672	CLM	Nicole V Burke	1985-04-14	UHC-61538-74	9049854277	7663 River Rd, Orlando, FL	0.46	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-111914	ENR	Christine D Barnes	2006-01-22	UHC-70917-32	5322633861	5821 Washington St, Columbus, OH, 43290	0.46	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
PRV-21599	PRV	Denise Dunn	1954-05-11	UHC-66614-26	3797197048	5263 Sunset Blvd # 365, Tempe, AZ	0.46	Name re-cased Phone reformatted Member ID reformatted Unit split from street+5 more
PRV-25658	PRV	Aisha Stone	1984-07-07	UHC-36349-47	7474481889	905 Main St, Houston, TX	0.46	Phone reformatted Street suffix standardised Address re-cased City re-cased+5 more
PRV-20936	PRV	Gary Palmer	1948-08-24	—	7318882464	4655 Meadow Ln, Los Angeles, CA, 90091	0.46	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+5 more
CLM-417459	CLM	Isabella Gutierrez	1951-12-15	UHC-20838-77	—	4325 Elm St, Fresno, CA, 93790	0.46	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+5 more
ENR-118764	ENR	Jeremy J Ortega	2002-08-07	UHC-18231-87	3009812935	4675 Indian School Rd, Charlotte, NC, 28278	0.46	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+5 more

71,257 rows, page 27 of 1,426Previous Next