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 “ZIP missing”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP missingClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-404843	CLM	Yuki Nguyen	1955-01-22	—	—	1631 Jefferson Ave Apt 28, Orlando, FL	0.68	Unit split from street ZIP missing Whitespace trimmed Placeholder values cleared
ENR-125123	ENR	Michael N Rivera	1997-11-09	UHC-56044-72	—	4347 Maple Ave, Jacksonville, FL	0.68	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing
ENR-134438	ENR	Noah B Hanson	1968-01-18	UHC-91776-20	—	9182 Apache Blvd, Dallas, TX	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
TPA-56874	TPA	Maosn Wong	1991-01-03	—	—	4234 Willow Ct, Los Angeles, CA	0.68	State name converted to code ZIP missing Whitespace trimmed Placeholder values cleared
ENR-136160	ENR	Alan I Murphy	1943-01-24	UHC-18244-36	3319896490	5809 Valley View Dr, Plano, TX	0.68	Name re-cased ZIP missing Gender normalised Whitespace trimmed
TPA-63226	TPA	Ashley D Parker	1968-02-15	—	—	277 Park Pl, Tempe, AZ	0.68	Middle initial moved out of first name Name re-cased ZIP missing Placeholder values cleared
ENR-138826	ENR	Christine Richardson	1952-08-02	UHC-18425-13	2306121604	2239 Maple Ave, Seattle, WA	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
CLM-430057	CLM	Christine Phillips	1989-02-18	UHC-86842-73	—	3969 Hillcrest Rd, Gilbert, AZ	0.68	Name re-cased Two-digit birth year ZIP missing Placeholder values cleared
ENR-129224	ENR	Jean E Harrison	2004-10-13	UHC-68382-76	8006415054	6547 Broadway, Sacramento, CA	0.68	Phone reformatted ZIP missing Gender normalised Whitespace trimmed
TPA-58058	TPA	Timothy P Castillo	1953-12-13	—	8052847670	3418 Baseline Rd, Tucson, AZ	0.68	Name re-cased Two-digit birth year ZIP missing Placeholder values cleared
ENR-113254	ENR	Ahmed J Simmons	2003-11-04	UHC-02922-05	9834899570	4902 Main St, Dallas, TX	0.68	Street suffix standardised Address re-cased ZIP missing Plan code upper-cased
ENR-126769	ENR	Dennis M Cole	1950-01-09	UHC-96366-62	7509248916	4920 Pine Dr, Phoenix, AZ	0.68	Name re-cased Street suffix standardised Address re-cased ZIP missing
ENR-113418	ENR	Henry H Banks	1939-04-09	UHC-25916-25	7596068786	7827 Spring St, Chandler, AZ	0.68	Name re-cased Street suffix standardised Address re-cased ZIP missing
ENR-116711	ENR	Steven Schmidt	1986-09-25	UHC-10816-62	6286739037	2572 Ridge Rd, Plano, TX	0.68	Phone reformatted Street suffix standardised Address re-cased ZIP missing
ENR-117339	ENR	Danielle A Peterson	1989-06-24	UHC-96439-17	4604764356	5530 Harbor Blvd, San Antonio, TX	0.68	Phone reformatted Street suffix standardised Address re-cased ZIP missing
ENR-132002	ENR	Stephanie Perry	2004-05-21	UHC-67445-50	3637161865	8437 Jefferson Ave, Columbus, OH	0.68	Phone reformatted Street suffix standardised Address re-cased ZIP missing
PRV-25607	PRV	Dorothy Garrett	1941-08-11	UHC-53784-33	—	6322 Ridge Rd, Scottsdale, AZ	0.68	Two-digit birth year ZIP missing Email lower-cased Placeholder values cleared
ENR-114363	ENR	Thomas L Ramirez	1992-12-20	UHC-60213-84	7026555725	103 Union St, Miami, FL	0.68	Two-digit birth year City re-cased ZIP missing Email lower-cased
ENR-107086	ENR	Douglas Sims	1955-11-20	UHC-18514-72	8535942098	9415 Baseline Rd, Chandler, AZ	0.68	Name re-cased Phone reformatted ZIP missing Gender normalised
CLM-418618	CLM	Natalie Ramos	1987-04-27	UHC-03397-06	—	926 Spring St, Tempe, AZ	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
CLM-423667	CLM	Frances Morrison	1943-06-13	UHC-70290-96	4013722830	6190 Camelback Rd, Minneapolis, MN	0.68	Date of birth reformatted State name converted to code ZIP missing Placeholder values cleared
ENR-119491	ENR	Beverly S Robinson	1960-09-17	UHC-62680-99	5833724030	5505 Baseline Rd, San Antonio, TX	0.68	Phone reformatted Street suffix standardised Address re-cased ZIP missing
ENR-134502	ENR	Bradley N Bowman	1967-03-16	UHC-01518-12	2409714272	590 Apache Blvd, Miami, FL	0.68	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed
CLM-431184	CLM	Jean Nunez	—	—	—	1238 Central Ave, Nashville, TN	0.68	Date of birth unreadable ZIP missing Whitespace trimmed Placeholder values cleared
CLM-429411	CLM	Raymond J Day	1984-07-02	—	8372569229	8570 Main St, Miami, FL	0.68	Name re-cased Two-digit birth year ZIP missing Whitespace trimmed
ENR-112555	ENR	Christian V Willis	1953-12-09	UHC-11135-63	6935820784	4660 Meadow Ln, Miami, FL	0.68	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing
TPA-57033	TPA	Cynthia Webb	1953-08-22	—	—	4802 Hillcrest Rd, Scottsdale, AZ	0.68	Name split from “Last, First”City re-cased ZIP missing Placeholder values cleared
CLM-408565	CLM	Janet Carroll	1980-01-11	UHC-53874-23	—	4277 Elm St, Tucson, AZ	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
ENR-116205	ENR	Beverly Cooper	1963-10-08	—	2487224315	5083 Desert Sky Blvd, Jacksonville, FL	0.68	Phone reformatted Street suffix standardised Address re-cased ZIP missing
TPA-61482	TPA	Madison Coopre	2001-05-26	—	—	300 Church St, Las Vegas, NV	0.68	Name re-cased ZIP missing Gender normalised Placeholder values cleared
ENR-107932	ENR	Mateo J Contreras	1947-09-24	UHC-79750-62	3107792647	3838 Market St # 349, Austin, TX	0.68	Name re-cased Phone reformatted Unit split from street ZIP missing
ENR-134594	ENR	Richard G Garza	1942-08-15	UHC-54641-27	—	4181 Main St, Dallas, TX	0.68	Member ID reformatted Street suffix standardised Address re-cased ZIP missing
ENR-112704	ENR	Carol Howell	1942-02-16	UHC-35472-34	4335936242	7900 Mesa Dr, Glendale, AZ	0.68	Phone reformatted Street suffix standardised Address re-cased ZIP missing
ENR-135507	ENR	Deborah H Obrien	1991-02-05	UHC-77787-12	4948477432	6867 Main St, Los Angeles, CA	0.68	Name re-cased Phone reformatted ZIP missing Gender normalised
CLM-411192	CLM	Brandoon Bennett	1950-02-23	UHC-33676-78	—	3332 Bayshore Dr, Sacramento, CA	0.68	SSN last four extracted ZIP missing Whitespace trimmed Placeholder values cleared
ENR-107413	ENR	Andrew Davis	1980-03-19	UHC-87127-13	9404659477	1983 Oak St Apt 23, Tucson, AZ	0.68	Phone reformatted Unit split from street ZIP missing Whitespace trimmed
ENR-133141	ENR	Pamela U Wilson	1970-02-07	UHC-86455-03	4312669135	1186 Church St, Orlando, FL	0.68	Two-digit birth year City re-cased ZIP missing Whitespace trimmed
ENR-132386	ENR	Mary K Walsh	1948-07-18	UHC-38062-69	8892365221	2055 Washington St, Las Vegas, NV	0.68	Date of birth reformatted Phone reformatted ZIP missing Gender normalised
TPA-51311	TPA	Charlotte Rogers	1974-05-26	—	6823351138	1968 Cedar Ln, Columbus, OH	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
ENR-105326	ENR	Austin I Rodriguez	1994-10-26	UHC-11337-61	9074348731	9749 Mesa Dr, Mesa, AZ	0.68	Date of birth reformatted ZIP missing Gender normalised Placeholder values cleared
ENR-142040	ENR	Teresa T Hawkins	1940-05-12	UHC-07281-48	8549746692	8526 Canyon Rd, Sacramento, CA	0.68	Phone reformatted Street suffix standardised Address re-cased ZIP missing
ENR-107917	ENR	Scott Santos	1961-01-22	UHC-47962-91	4492652066	4540 Jefferson Ave, San Antonio, TX	0.68	Two-digit birth year Phone reformatted ZIP missing Whitespace trimmed
ENR-132246	ENR	Alexander Aguilar	2007-05-18	UHC-12791-12	6739604675	6809 Church St, Scottsdale, AZ	0.68	Name split from “Last, First”Phone reformatted City re-cased ZIP missing
CLM-418898	CLM	Wei Willys	1967-01-27	UHC-15137-52	—	4703 Indian School Rd, Eden Prairie, MN	0.68	Two-digit birth year City re-cased ZIP missing Whitespace trimmed
ENR-136363	ENR	Alxeander Q Smith	1958-09-25	UHC-06478-92	—	1669 Park Pl, Los Angeles, CA	0.68	Middle initial moved out of first name Name re-cased ZIP missing Placeholder values cleared
ENR-103864	ENR	Carolyn S Ward	2004-03-16	UHC-59025-32	5162297629	9472 Desert Sky Blvd, Chandler, AZ	0.68	Phone reformatted Member ID reformatted ZIP missing Gender normalised
CLM-400600	CLM	Carolyn Dixon	1973-10-21	UHC-69047-67	—	1496 Camelback Rd, Austin, TX	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
ENR-117620	ENR	Gabriel Gray	1962-05-03	UHC-31656-92	4787614161	868 Sage Ct, Columbus, OH	0.68	Two-digit birth year Phone reformatted ZIP missing Whitespace trimmed
ENR-121886	ENR	Austin Q Owens	1950-03-12	UHC-75291-56	8518068873	7758 Maple Ave, Seattle, WA	0.68	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing
CLM-407757	CLM	Doris Brown	1963-07-09	UHC-03661-81	—	5032 Lake View Rd, Tempe, AZ	0.68	ZIP missing Gender normalised Whitespace trimmed Placeholder values cleared

7,146 rows, page 113 of 143Previous Next