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 “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
ENR-137172	ENR	Fatima G Pena	2003-02-23	UHC-87570-72	6183729935	6951 Washington St, Charlotte, NC, 28285	0.62	Middle initial moved out of first name Name re-cased Date of birth reformatted Street suffix standardised+3 more
ENR-138355	ENR	Grace Y Perry	1939-10-05	—	4417174547	5055 Washington St, Dallas, TX	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-127462	ENR	Ana Ortiz	1959-05-28	UHC-28766-26	6247425118	1779 Central Ave, Atlanta, GA, 30336	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-130468	ENR	Amy F Pierce	2008-06-28	UHC-06000-21	5972062017	2385 Ocean Ave, Eden Prairie, MN, 55371	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-132744	ENR	Charles N Ortiz	1938-04-02	UHC-92395-20	9519246952	6243 Hillcrest Rd Apt 21, Glendale, AZ, 85395	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-134938	ENR	Jullie Hart	1940-08-25	UHC-16029-61	8479969126	3705 Harbor Blvd, Mesa, AZ, 85245	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-126432	ENR	Brian V Reed	1946-07-11	UHC-20399-40	9316226585	5389 Jefferson Ave, Eden Prairie, MN, 55383	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-133019	ENR	Catherine V Day	1943-07-04	UHC-08875-72	6987277846	5538 Grand Ave, Plano, TX, 75047	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-106907	ENR	Emily Lee	1999-02-06	UHC-24000-15	7913030562	8641 Meadow Ln, Austin, TX, 78706	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-123171	ENR	Charles C Wilson	2006-01-02	UHC-64551-55	8625941570	3100 Lincoln Way, Los Angeles, CA, 90077	0.62	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-118808	ENR	Grace Mitchell	1976-12-07	UHC-70804-87	—	2330 Valley View Dr, Columbus, OH, 43206	0.62	Name re-cased Two-digit birth year Member ID reformatted Street suffix standardised+3 more
ENR-111177	ENR	Eric Castro	1968-04-02	UHC-08239-66	9256593838	5160 Main St, Seattle, WA, 98197	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-122406	ENR	Frank D Knight	1986-12-16	UHC-31257-06	9645119229	4119 Mesa Dr, Gilbert, AZ, 85201	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-135694	ENR	Joe H Rose	1951-06-22	UHC-91305-46	9475084966	9445 Hillcrest Rd, Plano, TX, 75063	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-140102	ENR	Janet Hawkins	1947-06-21	UHC-01906-34	7834554394	2446 Indian School Rd Apt 5, Seattle, WA, 98147	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
ENR-113980	ENR	Anthony C Holmes	1952-10-14	UHC-53979-37	8166740284	3009 Sage Ct, Denver, CO, 80255	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-100446	ENR	Edward J Wilson	2006-07-10	UHC-81351-96	7217311026	8344 Bayshore Dr, Denver, CO, 80215	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-124313	ENR	Mari O Harper	1941-06-14	UHC-43044-73	8067183814	48 Grand Ave Apt 12, Seattle, WA, 98157	0.62	Name re-cased Two-digit birth year Phone reformatted Unit split from street+3 more
ENR-139705	ENR	Bryan I James	1974-04-22	UHC-70139-32	8303137519	2287 Broadway, Chandler, AZ	0.62	Phone reformatted Member ID reformatted State name converted to code ZIP missing+3 more
ENR-120673	ENR	Judy Burns	1980-12-09	UHC-13174-98	—	3367 Maple Ave, Seattle, WA, 98109	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-126298	ENR	Dois W Gilbert	1969-12-25	UHC-87880-23	7443170146	9736 Main St, Sacramento, CA, 95890	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-128460	ENR	Rachel W Peterson	1992-08-27	UHC-55120-69	5377285409	6017 Grand Ave, Chandler, AZ	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-140681	ENR	Diane Olson	1981-07-11	UHC-90564-84	—	4637 Lake View Rd, Jacksonville, FL, 32257	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-128965	ENR	Emily C Bennett	1981-02-04	UHC-09967-78	3986642803	5579 Lake View Rd, Fresno, CA, 93723	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-132512	ENR	Sarah Mitchell	1992-09-26	UHC-43687-13	6082161448	8532 Oak St, Eden Prairie, MN, 55386	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-123112	ENR	Alexis J Tran	1938-01-26	UHC-80596-07	6349166724	238 Apache Blvd, Sacramento, CA, 95836	0.62	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+3 more
ENR-113753	ENR	Mariana E Herrera	1979-09-25	UHC-47508-09	—	4823 Mountain View Dr, Sacramento, CA, 95863	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-133134	ENR	Cynthia P Moore	1943-06-06	—	—	88 Church St, Los Angeles, CA, 90028	0.62	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+3 more
ENR-129955	ENR	Billy N Reyes	1940-08-06	UHC-65010-18	—	6141 Union St, Jacksonville, FL, 32256	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-119623	ENR	Andrea Pena	2004-03-16	UHC-32027-99	6053167891	8868 Central Ave Apt 24, Chandler, AZ, 85261	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-102352	ENR	Lopez Diane	2008-02-15	UHC-47129-97	8182588640	4040 Highland Ave, Eden Prairie, MN, 55355	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-123621	ENR	Roger F Arnold	2005-06-25	UHC-95539-20	2925753939	2065 Lake View Rd, Denver, CO, 80213	0.62	Name re-cased Phone reformatted City re-cased State name converted to code+3 more
ENR-138909	ENR	George Torres	1999-03-01	UHC-02059-32	2685007150	6407 Washington St, Los Angeles, CA, 90040	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-109616	ENR	Brenda J Perkins	1980-01-27	—	9884485962	6181 Cedar Ln, Sacramento, CA	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-128028	ENR	Paul Harris	1943-10-08	UHC-51958-95	8025082809	881 Forest Ave, Tucson, AZ	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-120190	ENR	Steven K Welch	1999-11-20	UHC-45711-80	7763764590	259 Broadway Apt 25, Los Angeles, CA, 90000	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-127022	ENR	Carolyn Z Porter	1995-04-15	UHC-44477-87	3123662346	5268 Church St # 501, Seattle, WA, 98188	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-101350	ENR	Carlos Hernandez	1965-12-03	UHC-02676-94	—	6976 Cedar Ln, Nashville, TN	0.62	Street suffix standardised Address re-cased City re-cased ZIP missing+3 more
ENR-102253	ENR	Jessica Alvvarado	2004-08-02	UHC-94379-13	—	3981 Oak St Apt 11, Fresno, CA, 93727	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
ENR-141007	ENR	Natalie Watson	2001-10-14	UHC-72185-11	3042961209	5729 Spring St, Seattle, WA, 98143	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-104293	ENR	Luis S Grant	1975-09-01	UHC-39116-36	6978180153	1473 Willow Ct, Denver, CO, 80247	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-109426	ENR	Billy Z Baker	2008-03-22	UHC-91951-40	4649835518	7750 Sunset Blvd, Seattle, WA	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-120945	ENR	Mason Q Gardner	1979-09-22	UHC-51168-25	—	1964 Sunset Blvd, Chandler, AZ, 85267	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-118870	ENR	Jennifer B Vazquez	1946-07-25	UHC-29911-12	7714455658	1445 Market St, Los Angeles, CA, 90048	0.62	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-121140	ENR	Deborah Morales	1968-08-17	UHC-91939-51	5815369177	9045 Ridge Rd, Denver, CO, 80224	0.62	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-105681	ENR	James S Watson	—	UHC-27018-46	4954177457	784 Palm Dr, Jacksonville, FL, 32221	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-103334	ENR	Sarah J Garcia	1989-11-08	UHC-65698-65	3568483632	1910 Broadway, Scottsdale, AZ, 85297	0.62	Name re-cased Date of birth reformatted Phone reformatted Address re-cased+3 more
ENR-142575	ENR	Teresa A Roberts	1955-11-12	UHC-75432-74	5032847223	7920 Main St, Glendale, AZ, 85321	0.62	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-129335	ENR	Joyce J Gutierrez	1982-05-03	—	3207446204	1976 Sunset Blvd, Scottsdale, AZ, 85270	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-129336	ENR	Joyce J Gutierrez	1982-05-03	—	3207446204	1976 Sunset Blvd, Scottsdale, AZ, 85270	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more

16,916 rows, page 64 of 339Previous Next