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+4 trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP+4 trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-62995	TPA	Alexis Price	1997-10-10	—	—	300 Bayshore Dr, Atlanta, GA, 30358	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
TPA-50342	TPA	Shirley W Bell	1971-11-04	—	—	8891 Washington St, Houston, TX, 77050	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
TPA-52873	TPA	Carl Pena	1953-07-21	—	7453018369	4429 Baseline Rd, Tucson, AZ, 85709	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
ENR-102401	ENR	Ryyan D Palmer	1964-12-15	UHC-75348-14	4425680312	452 Union St, Seattle, WA, 98167	0.66	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised+1 more
CLM-406735	CLM	Christian Z Santiago	1987-03-15	—	—	3993 Jefferson Ave, San Antonio, TX, 78202	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
ENR-139197	ENR	Carlos Grant	1982-04-25	UHC-60171-08	8495469852	7336 Union St, Sacramento, CA, 95866	0.66	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-126924	ENR	Bobby Ryan	1975-03-26	UHC-70615-05	5596806656	9661 Broadway, Minneapolis, MN, 55435	0.66	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+1 more
CLM-412650	CLM	Omar R Baker	1982-12-17	UHC-82232-61	7946955898	5030 Desert Sky Blvd, Orlando, FL, 32808	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-412409	CLM	Willie Armmstrong	1957-11-18	UHC-69417-66	2388015433	5056 Market St, Las Vegas, NV, 89173	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
ENR-107043	ENR	Jennifer O Berry	1953-05-01	UHC-30911-04	3217403113	6932 Ocean Ave, Chandler, AZ, 85295	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-140782	ENR	Richard Espinoza	1964-11-08	UHC-63534-92	9417595001	2138 Spring St, Sacramento, CA, 95882	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-122945	ENR	Larry Graham	1989-07-18	UHC-76788-10	6874061603	7319 Spring St, Scottsdale, AZ, 85253	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Email lower-cased+1 more
CLM-430127	CLM	Melissa B Maldonado	1971-06-16	UHC-80701-58	6604987788	7835 Church St, San Antonio, TX, 78272	0.66	Date of birth reformatted City re-cased ZIP+4 trimmed Gender normalised+1 more
TPA-51555	TPA	Denny Powell	1977-07-24	—	—	8141 Main St, Tucson, AZ, 85765	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-413522	CLM	George Gomez	1947-02-03	—	—	5861 Highland Ave, Glendale, AZ, 85390	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-410524	CLM	Ann W Hudson	1944-06-11	—	—	1546 Highland Ave, Nashville, TN, 37278	0.66	Date of birth reformatted ZIP+4 trimmed Gender normalised Plan code upper-cased+1 more
ENR-102505	ENR	Cerl V Young	1960-02-05	UHC-27541-86	8897555220	6285 Valley View Dr, San Diego, CA, 92115	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-141960	ENR	Priya V Thompson	1989-08-09	UHC-68026-77	8519134683	7541 Palm Dr, Tempe, AZ, 85244	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-61075	TPA	Marcus Wallace	1954-02-11	—	—	5894 Bayshore Dr, Miami, FL, 33162	0.66	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+1 more
CLM-428183	CLM	Matthew Sandoval	1956-02-01	UHC-42875-42	—	7835 Cedar Ln, Austin, TX, 78786	0.66	Name split from “Last, First”Date of birth reformatted ZIP+4 trimmed Email lower-cased+1 more
ENR-118466	ENR	Tyler Y Adams	1959-02-25	UHC-63894-92	5523671190	2455 Lake View Rd, Mesa, AZ, 85244	0.66	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+1 more
TPA-51629	TPA	Arjun Knight	1956-03-05	UHC-04978-07	9668557643	2859 Ridge Rd, Minneapolis, MN, 55498	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
ENR-125248	ENR	Christina Johnson	1973-12-13	UHC-46167-60	9602075702	372 Baseline Rd, Plano, TX, 75025	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-24135	PRV	Bryant Cynthia	1971-11-16	—	3774682174	5310 Washington St, Los Angeles, CA, 90011	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-116759	ENR	Priya P Spencer	2007-01-27	UHC-46670-64	9653775496	252 Apache Blvd, Houston, TX, 77015	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Email lower-cased+1 more
CLM-408684	CLM	Elijah Vega	1948-05-08	—	—	925 Spring St, Chandler, AZ, 85215	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-416983	CLM	Walter C Washington	1981-12-16	—	—	6312 Park Pl, Nashville, TN, 37285	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
ENR-138609	ENR	Abigail Z Stephens	2008-02-02	UHC-84877-63	9509956346	3394 River Rd, Nashville, TN, 37241	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
ENR-118729	ENR	Gerld Nguyen	1995-06-26	UHC-55379-89	9272375570	1542 Grand Ave, Miami, FL, 33167	0.66	Name split from “Last, First”Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
ENR-110693	ENR	Evelyn Welch	2007-03-11	UHC-73227-82	—	7638 Central Ave, Scottsdale, AZ, 85262	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Plan code upper-cased+1 more
ENR-133163	ENR	Betty Watkins	1994-07-17	UHC-83199-38	3932035504	6891 Palm Dr, Tempe, AZ, 85286	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-134425	ENR	Stephen U Morrison	1999-05-03	UHC-09325-93	6654978473	141 Indian School Rd, Las Vegas, NV, 89145	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-119435	ENR	Caarol Peters	1985-03-27	UHC-96890-16	3553566629	9826 Baseline Rd, San Antonio, TX, 78215	0.66	Name re-cased Phone reformatted ZIP+4 trimmed Gender normalised+1 more
ENR-114252	ENR	Gerald I Bennett	1978-08-07	UHC-84632-41	5108065193	4382 Canyon Rd, Columbus, OH, 43234	0.66	Two-digit birth year Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
TPA-63941	TPA	Linda Y Coopar	1950-12-07	—	—	9108 Washington St, Eden Prairie, MN, 55307	0.66	Name re-cased SSN last four extracted ZIP+4 trimmed Whitespace trimmed+1 more
ENR-125106	ENR	Arjun M Ramirez	1990-05-09	UHC-84085-42	3807599608	2896 Sunset Blvd, Gilbert, AZ, 85259	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-411276	CLM	Frank Lawrence	1979-09-09	UHC-94025-69	—	8715 Grand Ave, Atlanta, GA, 30364	0.66	Name re-cased ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
CLM-421295	CLM	Harrold Espinoza	1984-09-28	UHC-90072-37	—	3889 Canyon Rd, Glendale, AZ, 85302	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-52647	TPA	Mary Garrett	1997-05-15	UHC-41408-06	—	5195 Maple Ave, Tempe, AZ, 85265	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
ENR-125929	ENR	Ryan V Wong	1941-03-06	UHC-57924-23	4772707195	6303 River Rd, Atlanta, GA, 30337	0.66	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-416342	CLM	Amanda Watkins	1955-12-16	UHC-36888-31	3977396522	6908 Pine Dr, Tampa, FL, 33655	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-106755	ENR	Alexis Q Ramirez	1964-04-18	UHC-68210-89	—	7736 Ocean Ave, Gilbert, AZ, 85257	0.66	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-137614	ENR	Beverly Rose	1983-07-12	UHC-30839-28	5637182899	5475 Grand Ave, San Antonio, TX, 78262	0.66	Name re-cased Street suffix standardised Address re-cased State code upper-cased+1 more
CLM-413167	CLM	Logan Phillips	1966-04-21	—	—	3710 Mountain View Dr, Orlando, FL, 32851	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
ENR-116332	ENR	Vincent Padilla	1957-12-03	UHC-90199-64	7928674055	1335 Broadway, Glendale, AZ, 85320	0.66	Phone reformatted Member ID reformatted ZIP+4 trimmed Gender normalised+1 more
CLM-423347	CLM	Stephen Fernandez	1944-08-17	UHC-00238-90	9483454267	5103 Lake View Rd, Phoenix, AZ, 85072	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
ENR-115776	ENR	Emily V Tucker	1962-09-12	UHC-49253-29	5604646902	219 Lincoln Way, Minneapolis, MN, 55461	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-427372	CLM	Valentina Griffin	1968-09-04	UHC-04517-60	—	6018 Washington St, Nashville, TN, 37286	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-117840	ENR	Diana Y Weaver	2001-11-18	UHC-47288-85	3627643940	7705 Park Pl, Miami, FL, 33157	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-24195	PRV	Stephanie Z Mejia	1984-11-12	—	5648476984	3840 Highland Ave, Glendale, AZ, 85383	0.66	Phone reformatted State name converted to code ZIP+4 trimmed Whitespace trimmed+1 more

8,263 rows, page 117 of 166Previous Next