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 “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
ENR-138525	ENR	Patrick F Ford	1995-10-11	UHC-51035-41	8037302850	9774 Willow Ct, Tampa, FL, 33687	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-108169	ENR	Noah Fox	1999-04-07	UHC-77666-11	—	4470 Meadow Ln, Dallas, TX, 75286	0.52	Name split from “Last, First”Date of birth reformatted SSN last four extracted Street suffix standardised+2 more
ENR-101673	ENR	Walter Rogers	1947-10-27	UHC-57013-99	9043472505	3505 Baseline Rd # 880, Miami, FL, 33187	0.52	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-131858	ENR	Keith Carroll	1988-08-27	UHC-89001-42	9754329905	3969 Apache Blvd, Tempe, AZ, 85202	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted State name converted to code+2 more
ENR-119694	ENR	Christine Bishop	1963-08-16	UHC-37025-54	8687631462	3732 Indian School Rd Apt 25, San Antonio, TX, 78266	0.52	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-120917	ENR	Mei S Luna	1959-07-22	UHC-88565-33	3703387982	6214 Pine Dr, Dallas, TX	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-107122	ENR	Hannah G Garrett	1993-01-09	UHC-32176-42	6057650156	478 Sunset Blvd, Minneapolis, MN, 55493	0.52	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-138100	ENR	Mason F Porter	1965-02-15	UHC-54272-63	9097807963	6442 Apache Blvd # 590, San Diego, CA, 92148	0.52	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-122272	ENR	Ralph Q Montgomery	1992-12-15	UHC-35654-55	4525731815	4474 Sage Ct, Mesa, AZ	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-119525	ENR	Judy Y Taylor	1981-09-10	UHC-53339-84	8006054995	3763 Meadow Ln, San Antonio, TX, 78245	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-128964	ENR	Megan Park	1948-12-04	UHC-97248-72	5642837294	3187 Maple Ave, Seattle, WA, 98184	0.52	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-133558	ENR	Lisa B Walker	1950-02-28	UHC-69000-23	9696295974	7489 Valley View Dr, Denver, CO	0.52	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-103245	ENR	Billy X Green	1951-07-15	UHC-62141-75	6359176121	3510 Sage Ct, San Antonio, TX, 78267	0.52	Name split from “Last, First”Date of birth reformatted SSN last four extracted Street suffix standardised+2 more
ENR-141146	ENR	Brian Fox	1969-01-20	UHC-56910-92	—	3889 Spring St, Chandler, AZ, 85204	0.52	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+2 more
ENR-139675	ENR	Maria U Montgomery	1951-04-08	UHC-73684-45	6173444429	2720 Baseline Rd, Plano, TX, 75056	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-129330	ENR	Jose Hernandez	2008-07-01	UHC-17958-03	—	8649 Camelback Rd # 107, Columbus, OH	0.52	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-133006	ENR	Priya G Arnold	1943-10-15	UHC-20609-33	6347644906	4401 Ridge Rd, Seattle, WA, 98131	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-118264	ENR	Mariana Webb	1981-01-23	UHC-95353-72	—	4877 Mountain View Dr Apt 21, Seattle, WA, 98119	0.52	Name split from “Last, First”Date of birth reformatted Unit split from street State name converted to code+2 more
ENR-105289	ENR	Theresa Stewart	2005-05-23	UHC-25878-48	4638132634	4082 Ridge Rd, Scottsdale, AZ, 85266	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-114967	ENR	Adam Williamson	1951-08-21	UHC-78870-26	—	2585 Harbor Blvd, Houston, TX	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-114966	ENR	Adam Williamson	1951-08-21	UHC-78870-26	—	2585 Harbor Blvd, Houston, TX	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-126339	ENR	Cheryl P Allen	—	UHC-03912-01	7468292309	9106 Sunset Blvd, Mesa, AZ	0.52	Name split from “Last, First”Date of birth reformatted Date of birth unreadable ZIP missing+2 more
ENR-126483	ENR	Jose Mejia	1978-12-13	UHC-36493-03	9849050168	4197 Indian School Rd, Fresno, CA, 93711	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-117421	ENR	Albert B Little	1974-06-23	UHC-32994-61	2734147633	2310 Oak St # 666, Tempe, AZ	0.52	Date of birth reformatted Phone reformatted Unit split from street State name converted to code+2 more
ENR-130948	ENR	Goria Wilson	1984-11-23	UHC-54456-13	9643140894	4217 River Rd, Austin, TX, 78785	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-134138	ENR	Marcus B Singh	1941-05-20	UHC-84028-93	8177857832	8266 Bayshore Dr, Tampa, FL, 33665	0.52	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
ENR-123242	ENR	Diana S Bailey	1999-10-21	UHC-96404-93	—	3860 Spring St, Miami, FL	0.52	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-126756	ENR	Helen D Wright	1968-04-24	UHC-67550-86	6238775433	1666 Sunset Blvd # 162, Phoenix, AZ	0.52	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
ENR-128461	ENR	Kathleen Murphy	1950-06-17	UHC-54856-93	8822611864	1296 River Rd Apt 32, Charlotte, NC, 28244	0.52	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+2 more
ENR-122685	ENR	Gery H Garrett	1972-06-28	UHC-28642-31	6278802590	589 Park Pl # 749, Miami, FL, 33148	0.52	Name split from “Last, First”Date of birth reformatted Unit split from street City re-cased+2 more
ENR-126354	ENR	Priya H McDonald	1965-08-04	UHC-72612-44	6966363485	5136 Apache Blvd, Tempe, AZ	0.52	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-119504	ENR	Lucia Smith	1998-06-16	UHC-11040-64	—	2181 Forest Ave, Houston, TX, 77007	0.52	Name split from “Last, First”Date of birth reformatted Phone missing area code Street suffix standardised+2 more
ENR-135465	ENR	Carol S Jamas	1962-09-01	UHC-43610-58	8942674287	444 Park Pl, Eden Prairie, MN	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-123006	ENR	Alice Harper	1979-06-01	UHC-67117-89	—	6995 Meadow Ln, Plano, TX	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-119987	ENR	Matthews Lori	2000-11-13	UHC-03231-10	—	6793 Market St, Mesa, AZ, 85218	0.52	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+2 more
ENR-137443	ENR	Deborah Wood	1952-03-25	UHC-17825-21	2623566152	9553 Palm Dr, Houston, TX, 77080	0.52	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-127400	ENR	Donald Z Baker	1982-01-10	UHC-82382-16	8504186524	9253 Apache Blvd # 996, Seattle, WA, 98135	0.52	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+2 more
ENR-102126	ENR	Melissa D Vasquez	1998-05-26	UHC-30778-66	7055224240	3165 Lincoln Way, Dallas, TX, 75287	0.52	Name split from “Last, First”Middle initial moved out of first name Date of birth reformatted Phone reformatted+2 more
ENR-134940	ENR	Madison Snyder	2000-09-10	UHC-85917-43	—	6640 Cedar Ln, Plano, TX	0.52	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-142737	ENR	Charles J Wanng	1970-06-14	UHC-77837-25	8633778761	8724 Camelback Rd, Charlotte, NC, 28249	0.52	Middle initial moved out of first name Name re-cased Date of birth reformatted Street suffix standardised+2 more
ENR-116432	ENR	Laura Watkins	1995-07-08	UHC-10917-24	2267314736	8758 River Rd Apt 32, Las Vegas, NV, 89135	0.52	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-139444	ENR	Arthur I Cooper	1974-01-05	UHC-91339-64	—	9829 Canyon Rd, Mesa, AZ	0.52	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-134698	ENR	Cynthia Carlson	1997-07-15	UHC-39422-61	—	4545 Park Pl, Chandler, AZ, 85297	0.52	Name split from “Last, First”Date of birth reformatted Phone missing area code State name converted to code+2 more
ENR-107891	ENR	Elijah Moore	2002-01-06	UHC-84075-79	9629855846	9244 Sunset Blvd, Seattle, WA, 98185	0.52	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-142795	ENR	Eugene B Martinez	1992-01-17	UHC-33187-48	2322644018	5914 Canyon Rd Apt 30, Austin, TX	0.52	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-135336	ENR	Katheerine E Butler	1938-10-05	UHC-58714-09	7905444668	7504 Desert Sky Blvd, Houston, TX, 77099	0.52	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-140180	ENR	Jennifer Stone	1944-01-13	UHC-97396-92	3432564579	405 Sunset Blvd # 177, Fresno, CA, 93762	0.52	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
ENR-136433	ENR	Anthony Murray	1940-07-20	UHC-01079-25	—	2175 Washington St, Houston, TX, 77006	0.52	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-114540	ENR	Madison G Baker	1940-06-12	UHC-84526-68	6255935496	4020 Harbor Blvd, San Antonio, TX	0.52	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-142777	ENR	Austin Hughes	2000-10-06	UHC-15363-44	4455878753	576 Highland Ave, Tampa, FL	0.52	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more

13,989 rows, page 24 of 280Previous Next