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-118575	ENR	Grace R Collins	1988-09-08	—	4545070571	681 Forest Ave, Miami, FL, 33125	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-117281	ENR	Benjamin W Hawkins	1950-01-05	UHC-71370-31	5662764780	4245 Hillcrest Rd, Columbus, OH, 43230	0.66	Phone reformatted State name converted to code ZIP+4 trimmed Whitespace trimmed+1 more
ENR-104406	ENR	Joseph K Martin	—	UHC-05158-85	—	4130 Washington St, Gilbert, AZ, 85285	0.66	Date of birth unreadable Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-125289	ENR	Elijh W Munoz	1957-11-23	UHC-27461-26	—	7576 Jefferson Ave, Houston, TX, 77004	0.66	Two-digit birth year Member ID reformatted Gender normalised Whitespace trimmed+1 more
ENR-103814	ENR	Judy Alvarez	1944-05-23	UHC-57080-69	9886909219	8261 Sage Ct, Denver, CO, 80282	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-108458	ENR	Aaron F Kelley	1972-04-19	UHC-36205-79	—	909 Forest Ave, Glendale, AZ	0.66	Name split from “Last, First”City re-cased ZIP missing Whitespace trimmed+1 more
ENR-130083	ENR	Eric U Hamilton	1942-07-16	UHC-48489-85	2767159498	8027 Oak St, Charlotte, NC, 28277	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-136818	ENR	Nancy M Welch	1953-10-02	UHC-99296-28	—	8417 Central Ave, Minneapolis, MN, 55414	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
ENR-133232	ENR	Frances A Anderson	1989-02-20	UHC-57483-84	9828437499	6339 Park Pl, Phoenix, AZ, 85024	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-129369	ENR	Theresa X Cooper	2008-05-17	UHC-66094-45	—	9674 Jefferson Ave, San Diego, CA, 92127	0.66	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+1 more
ENR-115659	ENR	Donald O Lynch	1999-02-27	UHC-41325-80	—	2835 Lake View Rd, Mesa, AZ, 85265	0.66	Name re-cased Two-digit birth year State code upper-cased ZIP+4 trimmed+1 more
ENR-138082	ENR	Cheryl N Moore	1957-04-19	UHC-72510-49	2459032972	3689 Oak St # 546, Jacksonville, FL, 32284	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-113933	ENR	Stephanie S Porter	2001-02-18	UHC-07006-03	5075854083	3225 Forest Ave, Denver, CO, 80200	0.66	Name split from “Last, First”Two-digit birth year Phone reformatted Whitespace trimmed+1 more
ENR-134629	ENR	Alan Ryan	1940-06-15	UHC-68642-08	7223484375	5901 Grand Ave # 845, San Diego, CA, 92174	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-114107	ENR	Joan P Vega	1975-02-05	UHC-39122-29	7459971291	2744 Market St Apt 13, Glendale, AZ, 85331	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
ENR-129250	ENR	Lauren Vasquez	1969-06-01	UHC-16499-87	4536605087	6717 Pine Dr, Los Angeles, CA, 90049	0.66	Name split from “Last, First”Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
ENR-141174	ENR	Samel Mejia	1942-12-01	UHC-75278-50	—	5404 Desert Sky Blvd, Eden Prairie, MN, 55320	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-111870	ENR	Wayne Y Armstrong	2005-12-22	UHC-55770-22	—	1981 Mountain View Dr, Columbus, OH	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
ENR-122076	ENR	Marilyn R Ellitot	—	UHC-00621-20	9842908816	5553 Lake View Rd, Gilbert, AZ, 85253	0.66	Date of birth unreadable Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-116941	ENR	Joyce Morrison	1976-09-09	UHC-80236-49	9802069359	4704 Lincoln Way, Columbus, OH, 43278	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-101497	ENR	Dorothy Jackson	2008-11-10	UHC-09214-53	9759369494	6142 Lake View Rd, Denver, CO, 80268	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP+4 trimmed+1 more
ENR-113243	ENR	Virginia D Cruuz	1950-06-15	UHC-48332-68	—	1146 Baseline Rd, Plano, TX, 75001	0.66	Middle initial moved out of first name Date of birth reformatted Phone missing area code Whitespace trimmed+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-130081	ENR	Jeffrey Payne	1966-11-15	UHC-28815-19	4108737703	8073 Lake View Rd, Tempe, AZ, 85256	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-106836	ENR	Scott U Gomez	1994-12-27	UHC-06958-42	3048528575	5700 Baseline Rd, Tucson, AZ	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+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-131543	ENR	Gerald Ellis	1997-07-28	UHC-40481-26	9524843053	3286 Washington St, Phoenix, AZ, 85033	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+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-114577	ENR	Theresa Perkins	1975-08-10	UHC-70953-15	2233675599	3869 Oak St, Miami, FL, 33149	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-125673	ENR	Jeffrey Z Evans	1962-04-10	—	5099098857	207 Valley View Dr Apt 38, Gilbert, AZ	0.66	Phone reformatted Unit split from street ZIP missing Plan code upper-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-129479	ENR	Carolyn V George	1972-12-23	UHC-32639-37	4493256030	939 Jefferson Ave, Denver, CO, 80287	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-135267	ENR	Martha McDonald	1955-11-06	UHC-86426-29	5676768780	1627 River Rd, Orlando, FL, 32884	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+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-134301	ENR	Kevin L Tucker	—	UHC-01358-75	—	1128 Harbor Blvd, Columbus, OH, 43242	0.66	Date of birth unreadable Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-113712	ENR	Denise J Hanson	1967-10-24	UHC-66406-93	—	5749 Willow Ct, Sacramento, CA, 95867	0.66	Phone missing area code Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-104745	ENR	Kyle Salazar	1988-04-26	UHC-42261-80	6653122516	3160 Valley View Dr, Phoenix, AZ, 85072	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-126040	ENR	Grace Carr	1938-12-11	UHC-29199-98	8033354003	9265 Palm Dr # 815, Minneapolis, MN, 55427	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
ENR-137030	ENR	Gerald L Parker	1970-07-24	UHC-10614-81	8282309412	7751 Mesa Dr, Chandler, AZ, 85228	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-122813	ENR	Kimebrly Q Gardner	1968-11-23	UHC-05701-79	—	1126 Washington St, Columbus, OH, 43247	0.66	Name re-cased Date of birth reformatted State name converted to code ZIP+4 trimmed+1 more
ENR-137329	ENR	Larry Reyes	1965-06-27	UHC-64902-70	—	4844 Park Pl, Plano, TX	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-116058	ENR	Edward H Myers	—	UHC-95659-89	4238847530	4250 Grand Ave, Tempe, AZ, 85203	0.66	Date of birth unreadable Phone reformatted City re-cased ZIP+4 trimmed+1 more
ENR-135722	ENR	Juan D Aguilar	1989-12-17	UHC-53286-06	7535422373	6946 Camelback Rd, Seattle, WA, 98125	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-107244	ENR	Ahmed B Biley	1978-05-10	UHC-12383-43	—	5091 Broadway, Atlanta, GA	0.66	Name re-cased Date of birth reformatted Phone missing area code ZIP missing+1 more
ENR-128906	ENR	Mason Mitcheell	1970-02-12	UHC-65663-44	5912815733	3286 Cedar Ln, Houston, TX, 77009	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
ENR-129156	ENR	Ruth Olson	1960-10-19	UHC-37143-79	6944136596	8833 Sage Ct, Seattle, WA, 98120	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-110026	ENR	Betty K Butler	1956-11-26	UHC-72899-24	—	1390 Jefferson Ave, Dallas, TX, 75228	0.66	SSN last four extracted Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-121122	ENR	Eugene X Bailey	1968-02-11	UHC-60178-10	—	5402 Church St, Tempe, AZ, 85252	0.66	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased+1 more

16,916 rows, page 114 of 339Previous Next