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-412610	CLM	Christopher Chavez	1944-04-25	—	4769815000	5415 Forest Ave, Los Angeles, CA	0.78	Name re-cased Date of birth reformatted Phone reformatted City re-cased+1 more
ENR-101407	ENR	Martha H Soto	1959-07-25	UHC-33703-56	7472119677	6617 Willow Ct, San Antonio, TX	0.78	Name re-cased Date of birth reformatted ZIP missing Whitespace trimmed+1 more
ENR-127305	ENR	Joyce Carter	2006-11-01	UHC-28186-60	2254646045	8256 Broadway, Houston, TX	0.78	Name re-cased Phone reformatted Address re-cased ZIP missing+1 more
ENR-134243	ENR	Megan Y Stewart	1982-04-14	UHC-68860-90	9132710479	2254 Church St, Jacksonville, FL	0.78	Date of birth reformatted Phone reformatted ZIP missing Email lower-cased+1 more
PRV-23101	PRV	Ashley Hayes	1970-03-20	—	4842802916	2850 Valley View Dr, Chandler, AZ	0.78	Name re-cased Phone reformatted ZIP missing Whitespace trimmed+1 more
ENR-128443	ENR	Camila Lawrence	2001-01-24	UHC-72280-23	2649784959	1070 Camelback Rd, Orlando, FL	0.78	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+1 more
CLM-432517	CLM	Isabella Gordon	2007-08-24	—	4819094118	752 Mountain View Dr, Los Angeles, CA	0.78	Name re-cased Date of birth reformatted ZIP missing Whitespace trimmed+1 more
PRV-23861	PRV	Cynthia Ray	1944-07-28	—	9855465699	2807 Lake View Rd, Houston, TX	0.78	Name re-cased Phone reformatted ZIP missing Whitespace trimmed+1 more
CLM-429781	CLM	Frances X Lawson	1986-07-22	—	7098138335	4507 Sage Ct, Gilbert, AZ	0.78	Date of birth reformatted Phone reformatted ZIP missing Whitespace trimmed+1 more
PRV-26740	PRV	Carlos Daniels	1974-11-06	—	—	4075 Maple Ave, Denver, CO	0.78	Name re-cased Date of birth reformatted City re-cased ZIP missing+1 more
ENR-126947	ENR	Bruce Nelson	1993-03-13	UHC-72135-31	2429460806	9238 Oak St, Nashville, TN	0.78	Name re-cased Phone reformatted Member ID reformatted ZIP missing+1 more
CLM-417102	CLM	Susan McOy	1988-11-09	UHC-28356-24	4782899345	9660 Sage Ct, Las Vegas, NV	0.78	Name re-cased Phone reformatted ZIP missing Whitespace trimmed+1 more
ENR-135505	ENR	Michelle P Baker	1989-05-27	UHC-65872-85	7593215151	3246 Sage Ct, San Diego, CA	0.78	Phone reformatted ZIP missing Plan code upper-cased Whitespace trimmed+1 more
ENR-102743	ENR	Isabella Z Padilla	1986-11-09	UHC-80057-92	9047551361	9572 Forest Ave, Jacksonville, FL	0.78	Name re-cased Date of birth reformatted ZIP missing Whitespace trimmed+1 more
ENR-126028	ENR	Lauren R McCoy	1946-01-06	UHC-57720-33	5459437491	692 Spring St, Charlotte, NC	0.78	Name re-cased Phone reformatted ZIP missing Whitespace trimmed+1 more
TPA-51505	TPA	Dennis T Weber	1990-02-17	—	2712935696	4987 Camelback Rd, Houston, TX	0.78	Name re-cased Phone reformatted ZIP missing Email lower-cased+1 more
ENR-133004	ENR	Billy R Peterson	1983-03-22	UHC-37115-86	4296632093	5022 Willow Ct, Tampa, FL	0.78	Name re-cased Phone reformatted Member ID reformatted ZIP missing+1 more
CLM-424248	CLM	Richard Murphy	1992-02-22	UHC-66444-91	6824514806	546 Lincoln Way, Chandler, AZ	0.78	Date of birth reformatted Phone reformatted City re-cased ZIP missing+1 more
ENR-135910	ENR	Kim I Sullivan	1992-05-22	UHC-83376-29	7942650125	97 Central Ave, Orlando, FL	0.78	Date of birth reformatted Phone reformatted City re-cased ZIP missing+1 more
TPA-60769	TPA	Lawrence Ortiz	1977-03-25	UHC-54477-49	—	3355 Highland Ave, Dallas, TX	0.78	Name re-cased Date of birth reformatted City re-cased ZIP missing+1 more
CLM-413186	CLM	Steven Wagner	1938-02-24	UHC-58486-02	2649432064	2800 Highland Ave, Los Angeles, CA	0.78	Date of birth reformatted Phone reformatted ZIP missing Whitespace trimmed+1 more
ENR-123635	ENR	Matthaw Q Larson	1978-04-09	UHC-20968-67	5628689248	3283 Park Pl, Glendale, AZ	0.78	Name re-cased Phone reformatted City re-cased ZIP missing+1 more
TPA-61660	TPA	Alan Price	1973-10-17	—	—	1978 Cedar Ln, Scottsdale, AZ	0.78	Name re-cased Date of birth reformatted ZIP missing Whitespace trimmed+1 more
ENR-138583	ENR	Terry Fernandez	1991-06-18	UHC-71155-96	9308884278	2920 Pine Dr, Atlanta, GA	0.78	Name re-cased Phone reformatted ZIP missing Whitespace trimmed+1 more
ENR-139768	ENR	Jeffey A George	1955-06-26	UHC-93196-93	7824573599	5231 Apache Blvd, Austin, TX	0.78	Date of birth reformatted Phone reformatted ZIP missing Email lower-cased+1 more
ENR-105031	ENR	Denise Adams	2001-05-06	UHC-45015-90	6419711157	4206 Lincoln Way, Columbus, OH	0.78	Name re-cased Date of birth reformatted ZIP missing Whitespace trimmed+1 more
ENR-108831	ENR	Bruce O Robinson	1945-08-13	UHC-07311-80	7333020034	2956 Spring St, Charlotte, NC	0.78	Name re-cased Member ID reformatted State code upper-cased ZIP missing+1 more
TPA-60564	TPA	Denise Jackson	1949-03-07	UHC-63308-42	—	3077 Valley View Dr, Tampa, FL	0.78	Name re-cased Date of birth reformatted City re-cased ZIP missing+1 more
ENR-139207	ENR	Brenda Henderson	1967-09-27	UHC-12811-60	7142937818	4171 Ridge Rd, Plano, TX	0.78	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+1 more
ENR-131524	ENR	Ann Grant	2000-11-02	UHC-64263-73	—	3438 Hillcrest Rd, Los Angeles, CA	0.78	Name re-cased Date of birth reformatted ZIP missing Whitespace trimmed+1 more
CLM-410975	CLM	Natalie Banks	1989-04-09	UHC-97535-49	6464522147	7508 Jefferson Ave, Seattle, WA	0.78	Date of birth reformatted Phone reformatted ZIP missing Whitespace trimmed+1 more
ENR-122426	ENR	Sofia L Carter	1998-01-28	—	9024502387	9329 Broadway, Tucson, AZ	0.78	Name re-cased Phone reformatted City re-cased ZIP missing+1 more
ENR-115648	ENR	Dylan C Espinoza	1971-05-12	UHC-73048-76	5897583399	6787 Willow Ct, Tampa, FL	0.78	Name re-cased Phone reformatted City re-cased ZIP missing+1 more
TPA-50951	TPA	Benjamin Obriien	1938-08-21	UHC-68311-73	5019348070	3925 Central Ave, Glendale, AZ	0.78	Name re-cased Date of birth reformatted ZIP missing Whitespace trimmed+1 more
PRV-27095	PRV	Grace Armstrong	1986-04-08	UHC-94830-93	5378844765	795 Broadway, San Antonio, TX	0.78	Name re-cased Date of birth reformatted Address re-cased ZIP missing+1 more
ENR-140861	ENR	Sandra I Patel	1950-08-26	UHC-95354-02	5909219151	1517 Park Pl, Nashville, TN	0.78	Name re-cased Phone reformatted ZIP missing Whitespace trimmed+1 more
ENR-132680	ENR	Lucia Daniels	1982-11-22	UHC-83430-16	2228456416	6113 Market St, Las Vegas, NV	0.78	Phone reformatted City re-cased ZIP missing Whitespace trimmed+1 more
ENR-100542	ENR	Diana K Bailey	1972-05-02	—	7733179622	6467 Jefferson Ave, Charlotte, NC	0.78	Name re-cased Phone reformatted City re-cased ZIP missing+1 more
ENR-129225	ENR	Jacob C Anderson	1939-07-06	UHC-85935-92	5025547768	2590 Maple Ave, Seattle, WA	0.78	Name re-cased Phone reformatted State code upper-cased ZIP missing+1 more
ENR-123503	ENR	Tyler D Dunn	1994-08-05	UHC-82908-10	6893433204	948 Broadway, San Diego, CA	0.78	Date of birth reformatted Phone reformatted ZIP missing Whitespace trimmed+1 more
ENR-126312	ENR	Stephen P Richardson	2001-05-28	UHC-35712-05	4352065878	9587 Meadow Ln, Charlotte, NC	0.78	Date of birth reformatted Phone reformatted City re-cased ZIP missing+1 more
CLM-409463	CLM	Luis West	1971-02-19	UHC-57737-68	7952276883	8772 Lincoln Way, Fresno, CA	0.78	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+1 more
ENR-129001	ENR	Anna D Rodriguez	1967-06-17	UHC-84673-76	—	4188 River Rd, Tampa, FL	0.78	Name re-cased Date of birth reformatted ZIP missing Whitespace trimmed+1 more
ENR-128665	ENR	Kimberly B Young	2006-11-05	UHC-07925-19	3992396371	861 Broadway, San Diego, CA	0.78	Date of birth reformatted Phone reformatted ZIP missing Email lower-cased+1 more
PRV-27093	PRV	Patricia Gibson	2002-06-06	—	3894389925	9178 Cedar Ln, Denver, CO	0.78	Name re-cased Date of birth reformatted ZIP missing Whitespace trimmed+1 more
ENR-100056	ENR	Olivia Mejia	1996-01-27	UHC-99227-11	6248894352	1802 Forest Ave, Atlanta, GA	0.78	Name re-cased Phone reformatted City re-cased ZIP missing+1 more
ENR-136715	ENR	Sharon P Phillips	1990-05-13	UHC-98745-60	8686642307	5082 Mesa Dr, Nashville, TN	0.78	Phone reformatted City re-cased ZIP missing Email lower-cased+1 more
TPA-64346	TPA	Jnaet Hernandez	1974-05-06	—	—	37 Oak St, Orlando, FL	0.78	Name re-cased Date of birth reformatted ZIP missing Whitespace trimmed+1 more
ENR-141635	ENR	Henry U Lopez	1968-10-24	UHC-84906-58	2183561751	1854 Central Ave, Minneapolis, MN	0.78	Name re-cased Phone reformatted ZIP missing Whitespace trimmed+1 more
ENR-137148	ENR	Ahsley Jimeenez	1917-12-23	UHC-92358-67	9584953788	7437 Forest Ave, Jacksonville, FL	0.78	Name re-cased Phone reformatted ZIP missing Whitespace trimmed+1 more

7,146 rows, page 120 of 143Previous Next