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
CLM-400349	CLM	Bruce Herny	2001-02-18	UHC-59684-25	9738491510	415 Palm Dr, Nashville, TN, 37202	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-418812	CLM	Philip Scott	1943-05-13	UHC-89601-27	—	6752 River Rd, Tempe, AZ, 85240	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-118757	ENR	Christian X Kennedy	1938-09-22	UHC-25677-82	2807202737	4685 River Rd, Charlotte, NC, 28269	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
TPA-61358	TPA	Amber Jordan	1985-02-17	—	—	1088 Sunset Blvd, Seattle, WA, 98186	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-104735	ENR	Michael E Grant	2004-01-15	UHC-37046-50	—	9292 Desert Sky Blvd, Jacksonville, FL, 32200	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-104734	ENR	Michael E Grant	2004-01-15	UHC-37046-50	—	9292 Desert Sky Blvd, Jacksonville, FL, 32200	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-104011	ENR	Brandon D Wagner	1960-12-16	UHC-41934-48	2828577953	1788 Highland Ave, Charlotte, NC, 28202	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-121814	ENR	Logan Bailey	2001-10-07	UHC-62349-08	2186812804	2684 Grand Ave, Jacksonville, FL, 32209	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-106192	ENR	Brenda L Stephens	2000-03-02	UHC-76713-41	8762196814	7450 Spring St, Tampa, FL, 33658	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-410800	CLM	Amy Baer	1941-03-15	UHC-09542-03	2475612191	1815 Oak St, Atlanta, GA, 30331	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-117166	ENR	Barbara Rivera	1996-04-26	UHC-64249-52	—	3211 Main St, Plano, TX, 75077	0.64	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+2 more
PRV-26442	PRV	Katherine Z Wilson	1991-03-22	—	5943182924	9140 Union St, Nashville, TN, 37272	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-432470	CLM	Kylle Medna	1968-11-28	UHC-64058-26	—	2454 Canyon Rd, Dallas, TX, 75246	0.64	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+2 more
TPA-63674	TPA	Christoppher Graham	1994-10-28	—	6759348647	—	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+2 more
ENR-121445	ENR	Dylan Rogers	1953-07-20	UHC-82066-02	8109434477	9893 Sunset Blvd, Denver, CO, 80246	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-104648	ENR	Amber Q Black	1967-12-23	UHC-78944-22	8114729459	1482 Harbor Blvd, Phoenix, AZ, 85034	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
ENR-123186	ENR	James Mejia	1976-04-10	UHC-92828-80	5676864892	1966 Palm Dr, Columbus, OH, 43262	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-55912	TPA	Alice Black	1995-09-01	—	4887427255	8121 Ocean Ave, Los Angeles, CA, 90040	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-132762	ENR	Grgeory McCoy	1943-07-23	UHC-42545-15	5354262329	2161 Maple Ave, Gilbert, AZ, 85254	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Email lower-cased+2 more
CLM-424607	CLM	Jose Ford	1992-03-16	—	—	7094 Jefferson Ave, Mesa, AZ, 85212	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-125712	ENR	Linda U Henderson	1943-03-26	UHC-38297-71	8285107565	9100 Valley View Dr, Fresno, CA, 93721	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-113540	ENR	Aisha P Butler	1971-04-13	UHC-74011-36	5842846470	181 Maple Ave, Denver, CO, 80237	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
ENR-131519	ENR	Frank Lawrence	1992-06-14	UHC-54403-51	2344122544	4496 River Rd, Tucson, AZ, 85735	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-118277	ENR	Maatt Smith	—	UHC-06789-82	5815156902	8352 Ridge Rd, Sacramento, CA, 95867	0.64	Name split from “Last, First”Date of birth unreadable Phone reformatted Email lower-cased+2 more
CLM-400168	CLM	Bryan Webbb	1961-10-09	UHC-61894-96	2515226792	5836 Central Ave, Charlotte, NC, 28269	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-126902	ENR	Noah Cook	1982-04-09	UHC-47414-31	—	3312 Oak St, Eden Prairie, MN, 55362	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-116017	ENR	Benjamin S Rice	2001-11-22	UHC-00900-40	—	5390 Baseline Rd, Los Angeles, CA, 90059	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
TPA-62999	TPA	Theresa Carter	1968-12-13	—	—	4683 Palm Dr, Chandler, AZ, 85262	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-413602	CLM	Jason Phillips	1986-08-11	UHC-16875-64	—	6367 Maple Ave, Houston, TX, 77051	0.64	Name split from “Last, First”Street suffix standardised Address re-cased State code upper-cased+2 more
TPA-58237	TPA	Luis Johnston	2006-07-26	—	5328839680	273 Elm St, Atlanta, GA, 30300	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-63369	TPA	Virginia Stewart	1982-10-17	—	2299929134	1770 Church St, Tucson, AZ, 85715	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-419919	CLM	Albert Dean	1990-11-20	UHC-88054-86	5273213288	5601 Market St, Sacramento, CA, 95829	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted State name converted to code+2 more
CLM-402847	CLM	Ronald Q Smith	2004-07-06	UHC-43052-53	—	9385 Park Pl, Atlanta, GA, 30332	0.64	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+2 more
TPA-53189	TPA	Dylaan Harrison	1972-06-11	—	8378406476	7916 Park Pl, Orlando, FL, 32820	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-130251	ENR	Madison Wheeler	1999-01-23	UHC-19975-09	6376298696	2668 Grand Ave, Phoenix, AZ, 85090	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+2 more
TPA-61686	TPA	Kayla D Padilla	1955-05-11	—	—	8441 Church St, Dallas, TX, 75258	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
CLM-414697	CLM	Nicholas Ellis	1982-03-16	UHC-59410-03	—	7082 Willow Ct, Mesa, AZ, 85298	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-26468	PRV	Nancy Howard	1994-02-07	UHC-08853-29	3806422553	1720 Willow Ct, Las Vegas, NV, 89112	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-58857	TPA	Kimberly Reynolds	1996-06-10	—	—	5724 Elm St, Austin, TX, 78741	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-118960	ENR	Dennis E Jimenez	1966-06-08	UHC-68640-21	7964328831	6186 Canyon Rd, Sacramento, CA, 95839	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+2 more
ENR-128429	ENR	Jeffrey Bradley	1941-10-17	UHC-34850-08	4565141752	3300 Cedar Ln, Eden Prairie, MN, 55321	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
ENR-100392	ENR	Lori Salazar	1942-08-20	UHC-58817-75	2809198463	9236 Apache Blvd, Dallas, TX, 75233	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
TPA-50825	TPA	Virginia Ellis	1954-12-02	—	5115096230	5174 Forest Ave, Phoenix, AZ, 85032	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-131015	ENR	Jackie Daniels	1999-10-28	UHC-36475-82	7157428226	5622 Valley View Dr, Miami, FL, 33129	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-424754	CLM	Scott Singh	2006-10-16	—	7792045030	—	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-408070	CLM	James O Rodriguez	2001-03-20	UHC-66449-14	2049632593	44 Meadow Ln, Charlotte, NC, 28289	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-417854	CLM	Lori Patel	2001-10-19	UHC-75874-08	3799411619	4018 Indian School Rd, Orlando, FL, 32812	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-55865	TPA	Lawrence Anderson	2001-08-07	—	5843569567	6884 Meadow Ln, San Diego, CA, 92130	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-418810	CLM	Alice Vazquez	1939-02-06	UHC-55168-96	—	9804 Indian School Rd, Seattle, WA, 98183	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
PRV-28095	PRV	Jordan Banks	1980-04-06	—	2035825625	8932 Elm St, Charlotte, NC, 28211	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more

9,980 rows, page 83 of 200Previous Next