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

Claims, flag “Phone reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-431685	CLM	Marcus O McCoy	1996-01-07	UHC-61266-82	5035021040	1993 Broadway, Sacramento, CA, 95864	0.82	Name re-cased Phone reformatted Gender normalised
CLM-405491	CLM	Jacob Rivera	2005-08-21	UHC-66815-32	4562957222	5445 Union St, Columbus, OH, 43255	0.82	Name split from “Last, First”Phone reformatted Whitespace trimmed
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-424935	CLM	Jeffrey Jenkins	—	UHC-38887-29	8399898724	413 Baseline Rd, Houston, TX, 77084	0.82	Date of birth unreadable Phone reformatted Placeholder values cleared
CLM-404624	CLM	Juan D Mendez	1945-09-16	UHC-10330-89	2369962654	6100 Oak St, Mesa, AZ, 85249	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
CLM-432538	CLM	Christian T Price	1944-08-02	UHC-56714-75	4689500780	—	0.82	Two-digit birth year Phone reformatted Whitespace trimmed
CLM-405020	CLM	Abigail George	1949-07-17	—	7176642774	—	0.82	Two-digit birth year Phone reformatted Placeholder values cleared
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
CLM-422250	CLM	Daniel Schmidt	—	—	6736488875	—	0.82	Date of birth unreadable Phone reformatted Placeholder values cleared
CLM-425162	CLM	Noah Campbell	1956-06-22	—	4165646647	—	0.82	Phone reformatted Gender normalised 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
CLM-414297	CLM	Sarah Tucker	1998-03-06	UHC-97286-29	8369550609	3680 Central Ave, Phoenix, AZ, 85036	0.82	Two-digit birth year Phone reformatted Whitespace trimmed
CLM-426555	CLM	Julie Hughes	1979-02-24	—	6147008135	3488 Grand Ave, Minneapolis, MN, 55427	0.82	Phone reformatted SSN last four extracted Placeholder values cleared
CLM-421219	CLM	Austin Franklin	1944-05-04	UHC-70952-25	4928955754	8689 Bayshore Dr, Tempe, AZ, 85212	0.82	Phone reformatted Gender normalised Placeholder values cleared
CLM-416491	CLM	Bruce Gray	1977-11-28	UHC-09823-62	2462198927	2080 River Rd, Nashville, TN, 37249	0.82	Name split from “Last, First”Phone reformatted Whitespace trimmed
CLM-416136	CLM	Emma Park	1952-09-22	UHC-67936-93	2927787786	—	0.82	Phone reformatted Gender normalised Placeholder values cleared
CLM-407948	CLM	Judy Lawrence	2008-01-26	—	6455272299	6788 Lincoln Way, Miami, FL, 33197	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
CLM-401544	CLM	Heather Kelly	1971-01-25	—	5509334577	—	0.82	Two-digit birth year Phone reformatted Placeholder values cleared
CLM-413069	CLM	Patrick Perez	1975-05-24	UHC-74189-68	4875571896	—	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
CLM-405143	CLM	Alexis Q Ramiraz	1964-04-18	UHC-68210-89	8697382917	—	0.82	Phone reformatted Gender normalised Placeholder values cleared
CLM-430792	CLM	Cynthia Sullivan	1999-07-27	UHC-08546-06	8348382068	—	0.82	Phone reformatted Gender normalised Placeholder values cleared
CLM-426335	CLM	Brandon D White	1957-08-23	UHC-47774-61	5598901807	1017 Broadway, Minneapolis, MN, 55457	0.82	Two-digit birth year Phone reformatted Placeholder values cleared
CLM-420541	CLM	Josh Reed	1964-07-11	UHC-27571-59	4596368811	—	0.82	Two-digit birth year Phone reformatted Placeholder values cleared
CLM-430876	CLM	Nicholas Morales	1978-01-24	UHC-12314-49	5799269631	—	0.82	Two-digit birth year Phone reformatted 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-400640	CLM	Billy G Jacobs	1959-06-28	—	4913229878	8915 Willow Ct, Tampa, FL, 33614	0.82	Phone reformatted SSN last four extracted Placeholder values cleared
CLM-427155	CLM	—Junk	1960-03-21	UHC-14831-12	9596542063	6886 Palm Dr, Gilbert, AZ, 85277	0.82	Phone reformatted City re-cased No usable name (quarantined)
CLM-421686	CLM	Jonathan Murphy	1988-04-25	UHC-59517-51	6044703811	1540 Canyon Rd, Mesa, AZ, 85299	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
CLM-421039	CLM	Evelyn X Gray	—	UHC-85134-32	7259017365	—	0.82	Date of birth missing Phone reformatted Placeholder values cleared
CLM-431911	CLM	Ethan Gurdon	1945-10-17	UHC-40444-84	5623543872	706 Lincoln Way, Dallas, TX, 75288	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
CLM-430440	CLM	Gerald Anderson	1999-08-03	—	7809085422	—	0.82	Phone reformatted Gender normalised Placeholder values cleared
CLM-408690	CLM	Eugeen Watkins	1997-10-17	UHC-86450-26	7018293443	—	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
CLM-402434	CLM	David Lee	1985-08-06	UHC-74528-53	3564246513	5533 Hillcrest Rd, Charlotte, NC, 28232	0.82	Phone reformatted Gender normalised 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
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-401521	CLM	Gloria Perry	—	—	6383412876	—	0.82	Date of birth missing Phone reformatted Placeholder values cleared
CLM-421281	CLM	Terry Hall	1988-07-22	UHC-83199-44	7614796806	—	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
CLM-413652	CLM	Sharon Jacobs	1947-12-18	UHC-99106-80	2762082166	9453 Desert Sky Blvd, Los Angeles, CA, 90091	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
CLM-400658	CLM	Lawrence Garret	1982-07-27	UHC-83755-59	8606774695	6007 Broadway, Tampa, FL, 33687	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
CLM-414823	CLM	John Salazar	—	UHC-24125-50	5549680666	—	0.82	Date of birth unreadable Phone reformatted Placeholder values cleared
CLM-414822	CLM	John Salazar	—	UHC-24125-50	5549680666	—	0.82	Date of birth unreadable Phone reformatted Placeholder values cleared
CLM-426852	CLM	Aaron Scott	1982-12-27	—	7855170650	4438 Lincoln Way, Seattle, WA, 98129	0.82	Phone reformatted ZIP+4 trimmed Placeholder values cleared
CLM-403842	CLM	Kimberly Cruz	1967-03-18	UHC-50312-75	5488227857	—	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
CLM-401305	CLM	Craol Andrews	2006-08-27	—	4817026382	—	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
CLM-410029	CLM	William H Moreno	1992-11-26	—	9736368978	3574 Park Pl, Plano, TX, 75075	0.82	Phone reformatted Street suffix standardised Address re-cased
CLM-423138	CLM	Dylan Martin	1946-03-15	UHC-41516-35	9334409259	3591 Lake View Rd, Tampa, FL, 33622	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
CLM-405052	CLM	Danielle Tran	2000-06-11	UHC-38090-89	2844411405	—	0.82	Two-digit birth year Phone reformatted Placeholder values cleared
CLM-401290	CLM	Nancy George	1946-06-28	—	3134241295	7699 Grand Ave, Atlanta, GA, 30322	0.82	Phone reformatted Gender normalised Placeholder values cleared
CLM-427758	CLM	Denny Kelly	—	UHC-02487-95	5688398896	—	0.82	Date of birth missing Phone reformatted Member ID reformatted
CLM-426951	CLM	Karen Powell	1988-04-09	—	9648633370	—	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared

11,960 rows, page 169 of 240Previous Next