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 “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-117575	ENR	Keith Z Gonzales	1971-04-03	UHC-47275-39	2347925896	703 Camelback Rd, Tampa, FL, 33677	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-108618	ENR	Watler Y Matthews	1978-05-04	UHC-58063-11	2606754924	6009 Spring St Apt 28, San Antonio, TX, 78215	0.64	Name re-cased Date of birth reformatted Unit split from street City re-cased+2 more
ENR-127320	ENR	Carol T Turner	1968-07-17	UHC-07012-53	3027430682	6068 Main St, Mesa, AZ, 85230	0.64	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-101989	ENR	Lauren Walsh	1959-03-17	UHC-01740-24	7089813352	6029 Highland Ave, Sacramento, CA, 95827	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-120332	ENR	Eric Cole	1986-10-13	UHC-82550-35	7849853245	5747 Washington St, Dallas, TX, 75299	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-139007	ENR	Christopher B Aguilar	1942-08-10	UHC-60844-39	8485279686	9765 Valley View Dr, Sacramento, CA, 95884	0.64	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-121503	ENR	Bruce Phillips	1989-05-28	UHC-32256-98	3659749283	5407 Hillcrest Rd, Las Vegas, NV, 89110	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-129379	ENR	Joseph Carter	1979-12-15	UHC-97279-29	2537383919	3938 Desert Sky Blvd, Chandler, AZ, 85231	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-126515	ENR	Stephaanie Meyer	1979-09-02	UHC-03078-17	6237600804	6243 Valley View Dr, Mesa, AZ, 85246	0.64	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-108885	ENR	Lisa V Black	2004-02-19	UHC-99966-50	9313676743	9421 Grand Ave, Sacramento, CA, 95815	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
ENR-107426	ENR	Ramond P Patel	1947-12-18	UHC-94437-25	6279895240	5334 Meadow Ln, Denver, CO	0.64	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+2 more
ENR-107425	ENR	Ramond P Patel	1947-12-18	UHC-94437-25	6279895240	5334 Meadow Ln, Denver, CO	0.64	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+2 more
ENR-135138	ENR	Julia K Jordan	1945-03-04	UHC-17224-84	7884751551	4458 Oak St, Atlanta, GA, 30374	0.64	Street suffix standardised Address re-cased City re-cased Email lower-cased+2 more
ENR-118810	ENR	Abigail Harrison	1940-01-16	UHC-10145-26	9594071001	4339 Spring St, Nashville, TN, 37230	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-112298	ENR	Olivia Torres	1958-08-07	UHC-12295-59	9627423924	9723 Baseline Rd, Dallas, TX, 75246	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-106500	ENR	Lori Wallace	2003-10-26	UHC-95038-81	—	6418 Main St, Mesa, AZ, 85206	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-113740	ENR	Zachary Y Greeen	1979-02-02	UHC-03711-37	3508287855	2413 Elm St, Tampa, FL, 33655	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-101553	ENR	Billy Espinoza	1974-07-07	UHC-20184-24	—	7555 River Rd, San Diego, CA	0.64	Name re-cased Member ID reformatted ZIP missing Gender normalised+2 more
ENR-100800	ENR	Cynthia Reid	1973-09-12	—	7532373081	8344 Forest Ave, Los Angeles, CA, 90075	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
ENR-100877	ENR	Eugene J Kim	2001-08-02	UHC-75568-78	4325136961	8421 Mesa Dr, Las Vegas, NV, 89139	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-126800	ENR	Diego Dean	1990-08-08	UHC-15193-16	7456293363	5012 Meadow Ln, Atlanta, GA, 30393	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-116293	ENR	Ronald X Boyd	1942-11-04	UHC-40835-40	8828864355	6867 Baseline Rd, Tucson, AZ, 85798	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-142103	ENR	Karen Rose	1993-11-16	UHC-41271-45	8776486886	1976 Willow Ct, Las Vegas, NV, 89101	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-121722	ENR	Virginia Watkins	1948-06-01	UHC-85208-07	9754714819	1208 Forest Ave, Scottsdale, AZ, 85294	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-132869	ENR	Andrea McCoy	1976-08-14	UHC-43360-40	6629293194	4191 Forest Ave, Minneapolis, MN, 55403	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-116968	ENR	Margaret Duncan	1950-08-15	UHC-78353-92	8348817889	569 Market St, Tampa, FL, 33643	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-116005	ENR	Ana Washington	1971-05-28	UHC-81270-94	9269385747	1462 Market St, Charlotte, NC, 28267	0.64	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-107856	ENR	Teresa Ellis	1979-05-14	UHC-66494-56	7605759254	7119 Jefferson Ave, Minneapolis, MN, 55407	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-130943	ENR	Denise Reynolds	2003-02-24	UHC-30102-63	9658688539	1133 Desert Sky Blvd, Tucson, AZ, 85723	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-133277	ENR	Debra V Gonzales	1952-02-10	UHC-88561-28	7299173651	1837 Church St, Sacramento, CA, 95821	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-107198	ENR	Ethan V Hill	1966-05-05	UHC-93821-06	4776422580	9861 Bayshore Dr, Mesa, AZ, 85232	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-127816	ENR	Diane V Peterson	1945-05-14	UHC-44831-58	—	7230 Church St, Jacksonville, FL, 32223	0.64	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-137906	ENR	Austin Willis	1946-08-03	UHC-26103-13	3845729601	3373 Washington St, Las Vegas, NV, 89145	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-139012	ENR	Natalie D Harris	1981-07-10	UHC-37941-06	4595267107	6116 Forest Ave, Plano, TX	0.64	Date of birth reformatted Phone reformatted ZIP missing Gender normalised+2 more
ENR-119389	ENR	Mary B Young	1996-07-16	UHC-78998-28	5496646553	9853 Sage Ct Apt 39, Mesa, AZ, 85260	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-126811	ENR	Carlos Baker	1967-03-21	UHC-11317-84	7548568772	5476 Union St, Minneapolis, MN, 55472	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-136962	ENR	Matthew Sandoval	1956-02-01	UHC-42875-42	8065633752	7835 Cedar Ln Apt 18, Austin, TX, 78786	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-117044	ENR	Arjun S Owens	1962-06-08	UHC-80793-24	2999727782	7641 Broadway, Eden Prairie, MN, 55380	0.64	Phone reformatted Address re-cased City re-cased State name converted to code+2 more
ENR-124399	ENR	Jacob T Moreno	1990-08-21	UHC-68222-61	4566853664	6877 Ocean Ave, Orlando, FL, 32837	0.64	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-124738	ENR	Melyssa Moreno	1988-04-02	UHC-16032-64	2194452758	5025 Oak St, Chandler, AZ, 85295	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-124739	ENR	Melyssa Moreno	1988-04-02	UHC-16032-64	2194452758	5025 Oak St, Chandler, AZ, 85295	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-106961	ENR	Samuel Diaz	1954-09-13	UHC-54213-52	8492846427	1684 Oak St, Atlanta, GA, 30393	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-106960	ENR	Samuel Diaz	1954-09-13	UHC-54213-52	8492846427	1684 Oak St, Atlanta, GA, 30393	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-126609	ENR	Samantha King	1995-06-21	UHC-02059-92	6889763107	8728 Hillcrest Rd, San Diego, CA, 92102	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
ENR-128505	ENR	Gloria M Wong	1989-11-05	UHC-81570-84	4534011384	1351 Elm St, Minneapolis, MN, 55440	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-114982	ENR	Valentina F Perry	1963-03-05	UHC-66900-34	9664407054	7019 Mesa Dr, Orlando, FL, 32882	0.64	Date of birth reformatted Member ID reformatted State code upper-cased ZIP+4 trimmed+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
ENR-135324	ENR	Mark J Porter	1946-06-24	UHC-03643-62	2296237132	2738 Canyon Rd, Atlanta, GA, 30314	0.64	Name re-cased Date of birth reformatted ZIP+4 trimmed Gender normalised+2 more
ENR-122347	ENR	Walter Washington	1981-12-16	UHC-34661-92	5097985418	6312 Park Pl, Nashville, TN, 37285	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-119691	ENR	Dorothy J Howard	2004-01-24	UHC-57229-61	—	7635 Pine Dr, Tempe, AZ, 85233	0.64	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more

7,326 rows, page 70 of 147Previous Next