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-118877	ENR	Carlos M Moore	1960-12-21	UHC-01951-86	9678945504	2901 Main St, San Antonio, TX, 78289	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-127978	ENR	Patty Perry	1975-08-04	UHC-59294-16	3325561529	6200 Grand Ave, Las Vegas, NV, 89114	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-131935	ENR	Samuel Y Nguyen	1983-07-13	UHC-32298-88	4435255505	6389 Palm Dr, Tucson, AZ, 85773	0.66	Street suffix standardised Address re-cased City re-cased Email lower-cased+1 more
ENR-132787	ENR	Rachel Soto	2000-09-28	UHC-26861-94	6369522000	865 Oak St, Tampa, FL, 33681	0.66	Phone reformatted ZIP+4 trimmed Gender normalised Plan code upper-cased+1 more
ENR-132786	ENR	Rachel Soto	2000-09-28	UHC-26861-94	6369522000	865 Oak St, Tampa, FL, 33681	0.66	Phone reformatted ZIP+4 trimmed Gender normalised Plan code upper-cased+1 more
ENR-132994	ENR	Mariana Cooper	1973-01-21	UHC-47049-46	4398327261	3039 Lake View Rd, Atlanta, GA, 30302	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-107582	ENR	Mark D Espinoza	1947-12-03	UHC-46329-47	6137008519	8996 Ridge Rd, Plano, TX, 75018	0.66	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-106279	ENR	Luis U Park	1950-09-14	UHC-72273-24	5568203856	759 Forest Ave, Houston, TX, 77078	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-117886	ENR	Ann Z Rogers	2003-02-18	UHC-24914-75	3032981285	9630 Spring St, Eden Prairie, MN, 55310	0.66	Name re-cased Two-digit birth year Phone reformatted Gender normalised+1 more
ENR-107336	ENR	Aaron U Morrison	1970-05-11	UHC-12185-91	7573634652	6790 Sage Ct, Nashville, TN, 37223	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-107120	ENR	Vicky Lucas	1940-01-17	UHC-83942-95	—	9563 Lake View Rd, Tampa, FL, 33698	0.66	Name split from “Last, First”Member ID reformatted Gender normalised Whitespace trimmed+1 more
ENR-141359	ENR	Chen Sarah	1944-01-19	—	3222949129	2637 Canyon Rd, Denver, CO, 80268	0.66	Street suffix standardised Address re-cased Email lower-cased Gender normalised+1 more
ENR-117003	ENR	Heather C Chapman	1981-12-02	UHC-90502-74	6795081731	7036 Park Pl, Minneapolis, MN	0.66	Name re-cased Phone reformatted ZIP missing Gender normalised+1 more
ENR-122370	ENR	Kenneth H Carrr	1947-01-02	UHC-16971-71	3289272055	5461 Grand Ave, Tucson, AZ, 85710	0.66	Name re-cased Two-digit birth year Phone reformatted Gender normalised+1 more
ENR-115121	ENR	Ruth B Hicks	1985-02-22	UHC-03655-79	3646543765	5034 Grand Ave, Houston, TX, 77090	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-119520	ENR	Deborah I Gonzalez	1945-11-14	UHC-20343-70	8885563042	—	0.66	Name split from “Last, First”Phone reformatted Gender normalised Whitespace trimmed+1 more
ENR-138941	ENR	Donald Caarr	2007-07-24	UHC-61234-06	9764869671	3247 Valley View Dr, Atlanta, GA, 30313	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-139898	ENR	Gregory Bowman	1982-04-16	UHC-35477-26	2076868116	8611 Spring St, Mesa, AZ, 85290	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-133386	ENR	Yuki S Bradley	1968-03-18	UHC-33277-67	4419526572	7211 Jefferson Ave, Eden Prairie, MN, 55360	0.66	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised+1 more
ENR-113259	ENR	Ruth Griffin	1985-11-06	UHC-42941-09	6256929052	1018 Lake View Rd, Scottsdale, AZ, 85285	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-133797	ENR	Noah Z Watkins	2001-02-05	UHC-06395-75	7946783671	7690 Baseline Rd, Tampa, FL, 33685	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-118149	ENR	Diana V Bowman	1949-07-02	UHC-94241-40	8376057654	3258 Forest Ave, Tucson, AZ, 85742	0.66	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-125419	ENR	Alice J Rojas	1959-09-24	UHC-48755-05	—	7541 Meadow Ln, Fresno, CA, 93736	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
ENR-131865	ENR	Heather S Broooks	1978-07-08	UHC-62227-54	8225878741	8233 Indian School Rd, Plano, TX, 75008	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-116356	ENR	Austin George	1982-08-18	UHC-90638-65	5608021574	2640 River Rd, Jacksonville, FL, 32209	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-135860	ENR	Wayne D Brown	1946-04-03	UHC-91030-40	5959486877	4147 Market St, Sacramento, CA, 95885	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-130103	ENR	Patricia Marshall	1981-06-08	UHC-92316-19	—	7133 Cedar Ln, Houston, TX, 77072	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
ENR-102542	ENR	Justin A Myes	1972-03-15	UHC-69978-94	2827644427	1634 Apache Blvd, San Diego, CA	0.66	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+1 more
ENR-132382	ENR	Tyler T Weber	1967-02-10	UHC-32985-45	2105690851	5659 Main St, Las Vegas, NV, 89166	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-111524	ENR	Sandra Franklin	1938-10-06	UHC-51432-41	8322977462	3855 Oak St, Fresno, CA, 93752	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+1 more
ENR-121003	ENR	Abigail Olson	1944-07-07	UHC-32653-35	4863715490	4859 Hillcrest Rd, Nashville, TN, 37264	0.66	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-106048	ENR	Jacob Simpson	2000-01-24	UHC-02926-18	6627987381	4452 Maple Ave, Charlotte, NC, 28267	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-119678	ENR	Gabriel Meyer	1980-09-10	UHC-93627-27	9462059099	3324 Ocean Ave, Nashville, TN, 37239	0.66	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-116832	ENR	Nathan Rihardson	1966-04-14	UHC-73335-16	9165659363	7116 Union St, Austin, TX, 78776	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
ENR-104449	ENR	Dylan O Dominguez	1988-03-25	UHC-56390-60	7076399934	3895 Palm Dr, Gilbert, AZ, 85279	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-120652	ENR	Roy Haall	2003-09-04	UHC-75280-72	2452695122	2202 Forest Ave, Houston, TX, 77019	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-141703	ENR	Don R Silva	1940-01-23	UHC-12940-18	—	7928 Union St, Las Vegas, NV, 89128	0.66	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-110694	ENR	Heather Miller	2004-03-03	UHC-46649-59	7163090754	6401 Highland Ave, Las Vegas, NV, 89174	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-101930	ENR	Bryan McDonald	1943-01-28	UHC-55577-57	4758629058	5985 Grand Ave, Atlanta, GA, 30348	0.66	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-121306	ENR	David V Davis	1948-04-05	UHC-44621-94	6969462810	5233 Maple Ave, Mesa, AZ, 85203	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-140492	ENR	Roy O Coleman	1949-10-13	UHC-34187-63	2213393572	8107 Camelback Rd, Phoenix, AZ, 85040	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-133542	ENR	Logan R Gibson	1961-12-08	UHC-11992-08	5549025162	5444 Union St, Sacramento, CA, 95815	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-127721	ENR	Dennis N Park	1948-06-15	UHC-17765-89	6239833077	5191 Ocean Ave, Charlotte, NC, 28222	0.66	Name split from “Last, First”Phone reformatted Member ID reformatted Gender normalised+1 more
ENR-123942	ENR	Justin Espinoza	1988-08-14	UHC-31477-11	3257228772	8144 Union St, Chandler, AZ, 85241	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-142054	ENR	Virginia Y Carlson	1993-03-18	UHC-04926-88	5589823717	4591 Valley View Dr, Dallas, TX, 75241	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-119044	ENR	Cynthia Perkins	1972-09-09	UHC-19178-80	8355706528	6645 Highland Ave, Denver, CO, 80202	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-138165	ENR	Christopher B Stevens	1992-09-21	UHC-44226-46	—	6186 Elm St, Plano, TX, 75006	0.66	Name re-cased State name converted to code Gender normalised Whitespace trimmed+1 more
ENR-115961	ENR	Samel J Ellis	1946-11-02	UHC-35009-37	8104327908	4689 Apache Blvd, Tempe, AZ, 85258	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+1 more
ENR-138845	ENR	Gary J Graham	1991-05-19	—	2753363092	6136 Willow Ct, Los Angeles, CA, 90038	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-123509	ENR	Jassica H Garza	1962-01-08	UHC-17947-20	6563443648	5622 Harbor Blvd, Minneapolis, MN, 55420	0.66	Name re-cased Phone reformatted SSN last four extracted Gender normalised+1 more

7,326 rows, page 93 of 147Previous Next