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-405796	CLM	Jordan Duncan	1993-06-11	—	7863190096	4713 Indian School Rd, Houston, TX	0.82	Phone reformatted ZIP missing Placeholder values cleared
CLM-407833	CLM	Jonathan Rogers	1950-07-05	UHC-35897-93	2189325429	5750 Broadway, Tampa, FL	0.82	Phone reformatted ZIP missing Whitespace trimmed
CLM-402494	CLM	Joseph Walsh	1976-07-22	UHC-39423-90	—	2920 Elm St, Plano, TX	0.82	Name re-cased ZIP missing Placeholder values cleared
ENR-130086	ENR	Catherine P Fernandez	1973-05-21	UHC-16748-82	6739476541	1894 Sunset Blvd, Minneapolis, MN	0.82	Phone reformatted ZIP missing Placeholder values cleared
ENR-114639	ENR	Madison Elliott	2004-12-27	UHC-09304-94	7313605139	622 Elm St, San Diego, CA	0.82	Name re-cased Phone reformatted ZIP missing
CLM-408600	CLM	Wayne V Ferguson	1969-06-12	UHC-81497-60	7397781136	8019 Broadway, Mesa, AZ	0.82	Phone reformatted ZIP missing Placeholder values cleared
ENR-137791	ENR	Edward Carpenter	1965-06-12	UHC-51877-33	8216816577	6766 Lincoln Way, Seattle, WA	0.82	Phone reformatted ZIP missing Placeholder values cleared
CLM-420473	CLM	Terry Ford	1994-10-01	UHC-24331-17	—	9719 Market St, Dallas, TX	0.82	Member ID reformatted ZIP missing Placeholder values cleared
CLM-415836	CLM	Randy Robertson	1977-01-15	—	—	4391 Baseline Rd, Columbus, OH	0.82	ZIP missing Whitespace trimmed Placeholder values cleared
TPA-53175	TPA	Frank Snchez	1941-11-17	UHC-19954-35	—	2748 Sage Ct, Seattle, WA	0.82	ZIP missing Whitespace trimmed Placeholder values cleared
TPA-53176	TPA	Frank Snchez	1941-11-17	UHC-19954-35	—	2748 Sage Ct, Seattle, WA	0.82	ZIP missing Whitespace trimmed Placeholder values cleared
CLM-415401	CLM	Scott G Guzman	1989-02-04	UHC-03230-14	—	2262 Cedar Ln, Tampa, FL	0.82	Name re-cased ZIP missing Placeholder values cleared
CLM-431694	CLM	Martha Riley	1972-05-20	UHC-50441-12	9826901636	3498 Union St, Los Angeles, CA	0.82	Phone reformatted ZIP missing Placeholder values cleared
TPA-50032	TPA	Mei Arnold	1977-07-03	—	—	4985 Church St, Miami, FL	0.82	Date of birth reformatted ZIP missing Placeholder values cleared
CLM-420509	CLM	Arjun White	1970-11-06	UHC-80101-02	3798077877	2820 Washington St, Gilbert, AZ	0.82	ZIP missing Whitespace trimmed Placeholder values cleared
PRV-27068	PRV	Danielle Lee	1963-06-15	—	6169152305	5751 Desert Sky Blvd, Dallas, TX	0.82	ZIP missing Whitespace trimmed Placeholder values cleared
ENR-137635	ENR	Maria Perez	2004-11-22	UHC-74418-07	—	4071 Park Pl, Tempe, AZ	0.82	ZIP missing Whitespace trimmed Placeholder values cleared
ENR-133085	ENR	Graham F Victoria	1970-12-07	UHC-64777-70	4406610192	2255 Cedar Ln, Las Vegas, NV	0.82	Name re-cased ZIP missing Placeholder values cleared
ENR-139614	ENR	Sara Q Cox	1961-08-17	UHC-33317-40	3643852885	7281 Ocean Ave, Seattle, WA	0.82	Phone reformatted ZIP missing Placeholder values cleared
ENR-118938	ENR	Larry S Sanders	1993-08-11	UHC-48676-74	4074068481	3110 Main St, Mesa, AZ	0.82	Phone reformatted ZIP missing Placeholder values cleared
ENR-136797	ENR	Teresa L Snyder	1995-03-08	UHC-84031-93	3416900947	7579 Indian School Rd, Houston, TX	0.82	Phone reformatted ZIP missing Whitespace trimmed
TPA-56100	TPA	Omar Mason	1987-04-02	—	5855453290	8246 Union St, Minneapolis, MN	0.82	ZIP missing Whitespace trimmed Placeholder values cleared
ENR-102107	ENR	Joan Hunt	1981-01-04	UHC-64585-07	9129677382	4579 Central Ave, Tampa, FL	0.82	Date of birth reformatted Phone reformatted ZIP missing
CLM-408430	CLM	Arjun Vega	2004-09-06	—	—	8924 Maple Ave, Nashville, TN	0.82	Date of birth reformatted ZIP missing Placeholder values cleared
ENR-138607	ENR	Mason Lewis	1992-07-20	UHC-15830-99	—	2392 Lake View Rd, Tampa, FL	0.82	ZIP missing Email lower-cased Placeholder values cleared
CLM-408706	CLM	Theresa N Porter	1950-09-24	—	7584523962	843 Ridge Rd, Eden Prairie, MN	0.82	Phone reformatted ZIP missing Whitespace trimmed
CLM-410587	CLM	Judy U Franklin	1978-09-24	—	—	8374 Mountain View Dr, Charlotte, NC	0.82	Date of birth reformatted ZIP missing Placeholder values cleared
CLM-425142	CLM	Gerald Watson	1959-09-14	—	—	9473 Palm Dr, Chandler, AZ	0.82	ZIP missing Whitespace trimmed Placeholder values cleared
ENR-119989	ENR	Jessica P Green	1964-04-06	UHC-03645-54	5235045944	3674 Washington St, Tempe, AZ	0.82	Phone reformatted ZIP missing Placeholder values cleared
CLM-403686	CLM	Willie Meedina	2006-07-04	UHC-66180-38	9445763540	1180 Broadway, Fresno, CA	0.82	Phone reformatted ZIP missing Placeholder values cleared
TPA-59923	TPA	Carlos Perez	1980-01-24	—	—	8065 Washington St, Chandler, AZ	0.82	Name re-cased ZIP missing Placeholder values cleared
CLM-424784	CLM	Jack Jacobs	1973-08-08	UHC-58485-03	3884737454	2345 Grand Ave, Las Vegas, NV	0.82	Phone reformatted ZIP missing Placeholder values cleared
CLM-424558	CLM	Kimberly Austin	1982-01-28	UHC-04038-37	—	1515 Maple Ave, Nashville, TN	0.82	Date of birth reformatted ZIP missing Placeholder values cleared
TPA-63122	TPA	Robert Brooks	1999-02-24	—	—	5314 Palm Dr, Fresno, CA	0.82	ZIP missing Whitespace trimmed Placeholder values cleared
CLM-422389	CLM	Carolyn McCoy	1991-01-07	—	—	3201 Lincoln Way, Miami, FL	0.82	Date of birth reformatted ZIP missing Placeholder values cleared
TPA-57458	TPA	Camila Daniels	1945-06-13	—	5426017294	2438 Sage Ct, Phoenix, AZ	0.82	ZIP missing Whitespace trimmed Placeholder values cleared
TPA-55491	TPA	Larry Johnson	1959-06-10	UHC-47867-04	—	440 Desert Sky Blvd, Charlotte, NC	0.82	ZIP missing Whitespace trimmed Placeholder values cleared
TPA-52418	TPA	Grace Ramos	1989-10-27	—	—	8508 Maple Ave, Minneapolis, MN	0.82	State code upper-cased ZIP missing Placeholder values cleared
ENR-124200	ENR	Brenda U Hernandez	1996-04-12	UHC-85229-30	9032595681	1513 Bayshore Dr, Seattle, WA	0.82	Date of birth reformatted Phone reformatted ZIP missing
ENR-111509	ENR	Lori C Chapman	1945-08-06	UHC-78323-08	8065484610	1165 Elm St, Tempe, AZ	0.82	Name re-cased ZIP missing Whitespace trimmed
TPA-51632	TPA	Justin Hansen	1988-07-23	—	—	7600 Cedar Ln, Phoenix, AZ	0.82	ZIP missing Whitespace trimmed Placeholder values cleared
PRV-22318	PRV	Roger X Stephens	1991-01-11	—	9248808854	8151 Indian School Rd, Jacksonville, FL	0.82	City re-cased ZIP missing Placeholder values cleared
PRV-28610	PRV	Harold Green	1949-02-27	UHC-22405-40	8092659483	5450 Spring St, Seattle, WA	0.82	Phone reformatted ZIP missing Placeholder values cleared
CLM-422506	CLM	Betty Johnson	1965-01-02	UHC-45539-76	2917665920	3855 Bayshore Dr, Plano, TX	0.82	Phone reformatted ZIP missing Placeholder values cleared
PRV-24819	PRV	Debra Ray	1978-06-08	UHC-45020-13	2713762726	5864 Sage Ct, Minneapolis, MN	0.82	Phone reformatted ZIP missing Placeholder values cleared
CLM-403418	CLM	Carr Bruce	1996-02-21	—	6935033122	6700 Hillcrest Rd, Chandler, AZ	0.82	ZIP missing Whitespace trimmed Placeholder values cleared
TPA-63231	TPA	David Rogers	1959-11-20	—	—	9118 Mountain View Dr, Orlando, FL	0.82	ZIP missing Whitespace trimmed Placeholder values cleared
TPA-53578	TPA	Emma Dunn	1944-10-28	—	5116019461	1261 Highland Ave, Denver, CO	0.82	Phone reformatted ZIP missing Placeholder values cleared
ENR-104572	ENR	Kevin Esspinoza	1957-12-15	UHC-95455-88	4133163222	5811 Union St, Denver, CO	0.82	Phone reformatted ZIP missing Whitespace trimmed
ENR-116227	ENR	Elizabeth Hernandez	1945-01-01	UHC-72155-81	3304932376	4988 Baseline Rd, Tucson, AZ	0.82	Phone reformatted ZIP missing Placeholder values cleared

7,146 rows, page 135 of 143Previous Next