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 “Member ID reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagMember ID reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-412940	CLM	Heather Chapman	1981-12-02	UHC-90502-74	6795081731	7036 Park Pl, Minneapolis, MN, 55418	0.74	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-133705	ENR	Mark A Long	1976-08-26	UHC-50062-61	3155420342	365 Camelback Rd, Seattle, WA, 98171	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-105626	ENR	Susan K Obrien	1953-04-28	UHC-01670-54	6832552989	6292 Desert Sky Blvd # 240, Tucson, AZ, 85735	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-105202	ENR	Ann P Stephens	1940-06-06	UHC-89522-57	8103015570	2592 Grand Ave, Atlanta, GA, 30307	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-105201	ENR	Ann P Stephens	1940-06-06	UHC-89522-57	8103015570	2592 Grand Ave, Atlanta, GA, 30307	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-122206	ENR	Daniels N Douglas	1950-09-15	UHC-51404-66	7387710146	2988 Maple Ave, Jacksonville, FL, 32209	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-101783	ENR	Bryan Cruz	1941-08-23	UHC-52766-32	5412833470	2664 Park Pl, Eden Prairie, MN, 55330	0.74	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-128351	ENR	Ronald Bishop	1970-05-16	UHC-47399-18	5736367394	3977 Mesa Dr, Mesa, AZ, 85279	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-121199	ENR	Maria Fernandez	1991-07-03	UHC-06882-83	5779153348	3638 Canyon Rd, Gilbert, AZ, 85280	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-432063	CLM	Madison Ramos	1998-07-03	UHC-37683-41	9869849123	5185 Central Ave, Minneapolis, MN, 55409	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-132430	ENR	BJunk	1951-09-02	UHC-52134-96	5596133325	—	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Email lower-cased+3 more
CLM-400809	CLM	Kathleen S Sooto	1939-10-26	UHC-10461-05	8439704719	7986 Oak St, San Antonio, TX, 78293	0.74	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-129550	ENR	David T Fernandez	1951-08-26	UHC-00684-23	3063776480	4905 Spring St, Houston, TX, 77012	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-114188	ENR	William Morris	2000-02-06	UHC-13479-06	—	1727 Canyon Rd, Atlanta, GA, 30364	0.74	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-100480	ENR	Jason Marquez	1950-12-14	UHC-83429-95	7564972007	8824 Ocean Ave, Charlotte, NC, 28294	0.74	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-420361	CLM	Dennis M Cole	1950-01-09	UHC-96366-62	7509248916	4920 Pine Dr, Phoenix, AZ, 85099	0.74	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
PRV-25383	PRV	Christopher Cunningham	1990-03-02	UHC-09111-69	8775872086	9136 Apache Blvd, Seattle, WA, 98120	0.74	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
ENR-140011	ENR	Virginia Wheeler	1992-07-17	UHC-05470-15	8278888238	5911 Washington St, Miami, FL, 33136	0.74	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-118062	ENR	Valentina L Bishop	2004-11-17	UHC-77430-04	5668802645	7983 Washington St, Tampa, FL, 33630	0.74	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
ENR-126004	ENR	Theresa Garcia	1940-11-08	UHC-73103-71	9435629635	2889 Camelback Rd, Fresno, CA, 93725	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-121974	ENR	Stephen L Hall	2001-01-10	UHC-50047-14	9844010130	6530 Spring St, Glendale, AZ, 85344	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-122025	ENR	Charles R Riley	1955-10-23	UHC-04747-28	2407068417	9365 Valley View Dr, Denver, CO, 80237	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-402204	CLM	Lucia Sims	2001-05-28	UHC-14376-95	4246702928	2837 Spring St, Dallas, TX, 75256	0.74	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-410986	CLM	Adaam Wilson	1956-05-18	UHC-39581-26	—	8487 Hillcrest Rd, Houston, TX, 77025	0.74	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-107037	ENR	Sandra Dixon	1966-11-08	UHC-02208-33	6462029251	648 Union St, Mesa, AZ, 85267	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-141985	ENR	Arthur Oliver	1972-07-19	UHC-81066-86	—	3820 Mountain View Dr, Minneapolis, MN, 55472	0.74	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-136622	ENR	Helen Lucas	1961-09-24	UHC-64236-44	6755010390	1643 Washington St, Los Angeles, CA, 90032	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-131051	ENR	Kimberly Cunningham	1948-04-18	UHC-52660-83	6924575961	7075 Baseline Rd, Seattle, WA, 98153	0.74	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-133815	ENR	Rogeer Gordon	1945-04-10	UHC-28110-84	6068032271	3536 Grand Ave, Denver, CO, 80260	0.74	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
PRV-25489	PRV	Aisha Castro	1938-10-08	UHC-02967-76	8946040056	3200 Apache Blvd, Las Vegas, NV, 89111	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-136518	ENR	Sara Hawkins	1986-02-02	UHC-45242-14	9262901022	1415 Ocean Ave, Atlanta, GA, 30337	0.74	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
CLM-415912	CLM	Janice Owens	1954-05-25	UHC-11376-27	8847809200	1736 Harbor Blvd, Jacksonville, FL, 32284	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-400481	CLM	Jessica F Yaang	1998-10-26	UHC-15571-89	—	6280 Lake View Rd, Los Angeles, CA, 90024	0.74	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
ENR-111193	ENR	Ralph Johnston	1983-01-27	UHC-71172-51	2245358748	1083 Sage Ct, Minneapolis, MN, 55490	0.74	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-136855	ENR	Lara Cooper	1969-09-05	UHC-94311-94	2377304974	6983 Hillcrest Rd, Atlanta, GA, 30364	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-119304	ENR	Joan B Jacobs	1970-05-08	UHC-04661-64	2908123684	7011 Ridge Rd, Denver, CO, 80287	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-114688	ENR	Marilyn Aguilar	1981-07-01	UHC-98818-07	3387502877	1980 Ocean Ave, Miami, FL, 33119	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-137528	ENR	Hill M Mary	1972-07-16	UHC-33363-47	2327976461	2472 Jefferson Ave, Tucson, AZ, 85743	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-118745	ENR	Martha G Shaw	1950-08-16	UHC-74064-29	8677758560	2741 Sage Ct, Tempe, AZ, 85226	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-117425	ENR	Katherne C King	1944-12-21	UHC-59861-38	—	5831 Meadow Ln, Tempe, AZ, 85271	0.74	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
ENR-103204	ENR	Joseph B Walsh	1977-07-22	UHC-39423-90	6609873156	2920 Elm St, Plano, TX, 75036	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-128759	ENR	Camila I Hayes	1998-10-20	UHC-66519-02	9786460768	4888 Park Pl, Eden Prairie, MN, 55355	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-127967	ENR	Ruth F Moreno	1997-07-27	UHC-85063-05	—	8785 River Rd, Austin, TX, 78727	0.74	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
CLM-412295	CLM	Greg Torres	1984-02-22	UHC-36621-45	7334286897	4772 Ocean Ave, Eden Prairie, MN, 55363	0.74	Name re-cased Phone reformatted Member ID reformatted State code upper-cased+3 more
CLM-413690	CLM	Virginia Roberts	1992-01-18	UHC-23292-08	—	1146 Sunset Blvd, Los Angeles, CA, 90079	0.74	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-427159	CLM	Harold Murphy	1948-08-24	UHC-22265-13	3436309579	7183 River Rd, Los Angeles, CA, 90004	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-132756	ENR	Debra N Schmidt	1941-08-21	UHC-39182-52	6785129037	1984 Jefferson Ave, Tempe, AZ, 85232	0.74	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-401468	CLM	Jerry Pierce	2005-02-27	UHC-01827-46	2753735096	3308 Baseline Rd # 173, Phoenix, AZ, 85020	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+2 more
CLM-401469	CLM	Jerry Pierce	2005-02-27	UHC-01827-46	2753735096	3308 Baseline Rd # 173, Phoenix, AZ, 85020	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+2 more
ENR-126688	ENR	Mason Z Alvarado	1990-01-19	UHC-58827-31	5324430253	1974 Mesa Dr, San Antonio, TX, 78285	0.76	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more

7,723 rows, page 76 of 155Previous Next