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-102157	ENR	Fatima Taylor	1979-11-28	UHC-67995-68	5398760532	9519 Desert Sky Blvd, San Antonio, TX, 78283	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-114674	ENR	Cynthia Y Carr	1955-08-15	—	9252421827	5537 Hillcrest Rd, Tampa, FL, 33652	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-137682	ENR	Zachary P Guerrero	1961-10-11	UHC-59045-42	9617256423	9075 Desert Sky Blvd Apt 18, Chandler, AZ, 85287	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-103171	ENR	Karen R Simspon	—	—	8737022189	7760 Apache Blvd, San Antonio, TX, 78249	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
ENR-129561	ENR	Theresa U Hicks	1969-02-09	UHC-01574-14	8065654780	1799 Highland Ave, Jacksonville, FL, 32208	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-136817	ENR	Heather Herrera	1969-08-21	UHC-46295-84	9026868882	9711 Indian School Rd, Charlotte, NC, 28270	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-107166	ENR	Diane D Santiago	1982-08-20	UHC-92813-98	6124835022	7407 Valley View Dr, Denver, CO, 80230	0.64	Member ID reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-136739	ENR	Sophia U Wilson	1977-08-04	UHC-94774-27	6138291128	242 Main St, Chandler, AZ, 85202	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-122668	ENR	Maria L Ryan	1965-03-01	UHC-53814-07	2898118492	8437 Lake View Rd, Atlanta, GA, 30370	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-122350	ENR	Kevin G Day	1994-04-10	UHC-09372-85	—	8737 Meadow Ln, Plano, TX, 75023	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-108361	ENR	Carlos T Austin	1990-08-02	UHC-10686-47	7497621933	7112 Mesa Dr, Phoenix, AZ, 85026	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-120542	ENR	Frank N Bishop	1987-09-21	UHC-33994-11	3086636932	5597 Willow Ct, Las Vegas, NV, 89124	0.64	Middle initial moved out of first name Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
ENR-124523	ENR	Gerald J Harris	1949-08-15	UHC-66605-66	7258367025	4868 Sage Ct, Seattle, WA, 98152	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-115578	ENR	Michelle Romero	1939-12-08	UHC-14494-77	6237241485	6069 Camelback Rd, Los Angeles, CA, 90071	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-128541	ENR	Abigail Allne	1999-01-07	UHC-78813-14	7256326895	2171 Oak St, Tampa, FL, 33683	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-102006	ENR	Maria P Peterson	1984-06-19	UHC-70195-31	8104349538	9048 Lake View Rd, Tempe, AZ	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-110291	ENR	Douglas Park	1996-04-07	UHC-07990-99	5446216404	4489 Ocean Ave, Plano, TX, 75072	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-102613	ENR	David L Weaver	1961-08-22	UHC-30385-23	9507941354	4931 Mesa Dr, Tucson, AZ, 85772	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-133832	ENR	David E Guzman	1957-08-27	UHC-47294-74	3904235765	8849 Oak St, Sacramento, CA, 95848	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-136952	ENR	Jerry Mendez	1963-06-22	UHC-35334-30	—	5505 Canyon Rd, Las Vegas, NV, 89199	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-125540	ENR	Peter D Schultz	1942-11-23	—	6076968799	4316 Canyon Rd, Austin, TX, 78743	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-138257	ENR	Teresa Sims	1970-02-08	UHC-19809-99	7496542572	9686 Indian School Rd, Los Angeles, CA, 90042	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-124549	ENR	Brian Watson	1975-03-19	UHC-01614-26	—	3215 Sage Ct, Las Vegas, NV, 89184	0.64	Phone missing area code Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-124548	ENR	Brian Watson	1975-03-19	UHC-01614-26	—	3215 Sage Ct, Las Vegas, NV, 89184	0.64	Phone missing area code Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-105271	ENR	Kyle E Simpson	2007-04-15	UHC-10810-94	—	621 Palm Dr, Plano, TX, 75092	0.64	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-129906	ENR	Stephanie Payne	1974-07-04	UHC-82530-78	2415154803	640 Indian School Rd, Fresno, CA, 93722	0.64	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
ENR-118214	ENR	Brian King	1970-06-18	UHC-03721-97	—	2825 Lincoln Way, Tampa, FL, 33613	0.64	Name re-cased Date of birth reformatted Phone missing area code ZIP+4 trimmed+2 more
ENR-137478	ENR	Bryan A Chen	1982-03-02	—	8227558947	7926 Park Pl, Miami, FL, 33141	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-101588	ENR	Maria H Warren	1982-03-24	UHC-60350-58	6485139927	5611 Hillcrest Rd, Plano, TX, 75062	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-109487	ENR	Mary B Singh	2000-12-27	UHC-97637-47	—	9083 Hillcrest Rd, Jacksonville, FL, 32235	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-102150	ENR	Cynthia Collins	1969-02-09	UHC-47152-16	—	3512 Hillcrest Rd, Minneapolis, MN, 55427	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-105390	ENR	Fatima D Elliott	1950-11-05	UHC-65317-75	2833030744	5297 Indian School Rd, San Diego, CA, 92115	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-131857	ENR	Cynthia Ray	1952-08-09	UHC-95030-16	2423345231	5099 Ocean Ave, Sacramento, CA, 95899	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-121276	ENR	Ralph X Simmons	1956-10-20	UHC-80188-12	3536288229	245 Spring St, Scottsdale, AZ, 85230	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-114159	ENR	Frances R Long	1996-12-22	UHC-55115-27	—	112 Central Ave, Denver, CO, 80260	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-102292	ENR	Sofia Huunt	2008-11-28	UHC-72477-47	3799944854	7726 Lake View Rd, Scottsdale, AZ, 85228	0.64	Name re-cased Phone reformatted SSN last four extracted State name converted to code+2 more
ENR-107138	ENR	Sara Patel	—	UHC-48728-33	7678398428	1780 Baseline Rd, Tucson, AZ, 85768	0.64	Date of birth unreadable Phone reformatted Member ID reformatted City re-cased+2 more
ENR-102320	ENR	Jerry Wells	1955-10-03	UHC-89457-92	6202209872	3232 Main St, Glendale, AZ, 85303	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-141334	ENR	Henry M Jacobs	1962-05-18	UHC-84856-83	6456662726	6411 Forest Ave, Las Vegas, NV, 89188	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-137694	ENR	Gloria Wright	1947-04-09	UHC-54573-38	5523810019	8500 Indian School Rd Apt 31, Tucson, AZ, 85773	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-102914	ENR	Vazquez Ana	1950-08-01	UHC-27900-79	—	9588 Highland Ave, Gilbert, AZ, 85295	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-129635	ENR	Lawrence O Greene	1962-10-13	UHC-96495-26	8994328305	8123 Palm Dr, Gilbert, AZ, 85230	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-134876	ENR	Ethan Contreras	1958-01-25	UHC-15291-50	5659145136	2575 Ocean Ave Apt 26, Las Vegas, NV, 89191	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-105028	ENR	Donald Garrett	1953-09-19	UHC-03929-65	—	6376 Washington St, Tampa, FL, 33656	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-129858	ENR	Hannah Q Morales	1981-04-13	UHC-84345-56	—	1616 Market St, Denver, CO	0.64	Member ID reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-129859	ENR	Hannah Q Morales	1981-04-13	UHC-84345-56	—	1616 Market St, Denver, CO	0.64	Member ID reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-118259	ENR	Julie K Moragn	1943-06-26	UHC-64210-57	5436177281	1606 Baseline Rd, Gilbert, AZ, 85223	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-122542	ENR	Angela T Perkins	—	UHC-99820-91	2482602208	7163 Oak St, San Diego, CA, 92125	0.64	Date of birth unreadable Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-111105	ENR	Jacqueline F Adams	1996-06-09	UHC-65215-45	4517223182	5404 Spring St, Houston, TX, 77067	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-106794	ENR	Austin P Watson	1998-06-16	UHC-30177-94	6283583015	7865 Highland Ave, Minneapolis, MN, 55425	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more

16,916 rows, page 100 of 339Previous Next