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

Third-party administrator, flag “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-64122	TPA	Nicholas I Cunningham	1971-07-18	—	—	—	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-62476	TPA	Bobby Morgan	2005-12-26	—	—	5906 Maple Ave, Fresno, CA, 93738	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
TPA-53254	TPA	Tony Holmes	1960-04-26	—	—	—	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-63899	TPA	Jones Rebecca	1967-05-27	UHC-46908-53	—	7642 Lincoln Way, Seattle, WA, 98182	0.94	Date of birth reformatted City re-cased Whitespace trimmed
TPA-54921	TPA	Peter McCoy	2000-04-02	—	—	3108 Desert Sky Blvd, Columbus, OH, 43270	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-50221	TPA	Kimebrly Henry	1947-09-26	—	—	—	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-54242	TPA	Albert Ellis	2004-02-15	—	—	2575 Desert Sky Blvd, Seattle, WA, 98186	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-59054	TPA	Carl Santos	1997-03-13	—	—	5306 Main St, Nashville, TN, 37211	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-64310	TPA	Mei Q Howlel	1961-04-12	UHC-44146-28	9004678163	3682 Spring St, Las Vegas, NV, 89135	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-52506	TPA	Helen Lynch	1940-04-19	—	—	465 Highland Ave, Fresno, CA, 93721	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
TPA-56542	TPA	Deborah Gonzalez	1945-11-14	UHC-20343-70	8885563042	7023 Grand Ave, San Diego, CA, 92145	0.94	Date of birth reformatted Phone reformatted Placeholder values cleared
TPA-61738	TPA	Natalie Woods	1940-09-01	UHC-23619-40	8567426616	8158 Oak St, Columbus, OH, 43281	0.94	Date of birth reformatted Phone reformatted Placeholder values cleared
TPA-50926	TPA	Theresa C West	1982-03-22	—	4497337976	—	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
TPA-64255	TPA	Kenneth Simmons	1960-06-26	UHC-43798-01	3865074812	—	0.94	Date of birth reformatted Phone reformatted Placeholder values cleared
TPA-62197	TPA	Ralph Santos	1963-02-15	—	—	—	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-51006	TPA	Ethan Daniels	1950-09-26	UHC-99842-56	—	—	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
TPA-62407	TPA	Heather Herrera	1969-08-21	—	9026868882	9711 Indian School Rd, Charlotte, NC, 28270	0.94	Date of birth reformatted Phone reformatted Placeholder values cleared
TPA-59278	TPA	Carol Li	1982-07-11	—	—	8392 Elm St, Jacksonville, FL, 32262	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-56165	TPA	Gerald Moreno	1999-05-28	—	6878357176	—	0.94	Date of birth reformatted Phone reformatted Placeholder values cleared
TPA-64365	TPA	Amanda Bennett	2004-01-08	—	4827629839	6065 Union St, Columbus, OH, 43251	0.94	Date of birth reformatted Phone reformatted Placeholder values cleared
TPA-50174	TPA	Madison M Wright	1971-11-10	—	—	—	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-59981	TPA	Charlotte Matthews	1971-06-22	—	—	4334 Pine Dr, Atlanta, GA, 30366	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-61627	TPA	Andrea Hawkins	1975-03-03	—	—	—	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-64353	TPA	Andrwe P Barnes	1971-12-07	—	—	—	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-58476	TPA	Sofia Weber	1987-11-14	—	—	—	0.94	Date of birth reformatted Email lower-cased Placeholder values cleared
TPA-52396	TPA	Andew Braldey	1942-09-24	UHC-76594-50	—	3975 Sunset Blvd, Fresno, CA, 93792	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-54437	TPA	Bruce Watson	1956-10-01	—	—	8285 Ocean Ave, Mesa, AZ, 85289	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-60292	TPA	Alexander Gardner	2008-02-04	—	—	—	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-62526	TPA	Timothy J Guzman	1956-04-14	—	9216548684	—	0.94	Date of birth reformatted Phone reformatted Placeholder values cleared
TPA-63613	TPA	Jacob Rose	1989-01-02	—	—	933 Jefferson Ave, Houston, TX, 77057	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-54946	TPA	Jesse Mejia	2002-02-16	—	—	—	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
TPA-62646	TPA	Shirley Reyes	1939-05-17	UHC-10284-93	—	—	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-62546	TPA	Douglas Santos	1942-02-21	—	—	—	0.94	Date of birth reformatted Email lower-cased Placeholder values cleared
TPA-54705	TPA	Charlotte Ruiz	1955-09-20	UHC-93692-65	—	6948 Broadway, Scottsdale, AZ, 85217	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-54131	TPA	Abby Montgomery	1945-06-27	UHC-74702-59	—	3460 Forest Ave, Minneapolis, MN, 55448	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-60923	TPA	Brenda Lopez	1950-11-01	—	—	7991 Park Pl, Columbus, OH, 43204	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-60924	TPA	Brenda Lopez	1950-11-01	—	—	7991 Park Pl, Columbus, OH, 43204	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-62574	TPA	Jessica Welch	1952-01-27	—	—	1213 Apache Blvd, Dallas, TX, 75284	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-53204	TPA	Lisa Bryant	1997-02-06	—	—	5893 Meadow Ln, Nashville, TN, 37224	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-53205	TPA	Lisa Bryant	1997-02-06	—	—	5893 Meadow Ln, Nashville, TN, 37224	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-56805	TPA	Gabriel Hnut	1974-07-23	—	4915269389	—	0.94	Date of birth reformatted Phone reformatted Placeholder values cleared
TPA-58477	TPA	Bradley Arnold	1982-06-07	—	—	112 Ocean Ave, Eden Prairie, MN, 55316	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
TPA-55920	TPA	Natalie Wang	1942-05-17	—	—	5516 Market St, Austin, TX, 78786	0.94	Date of birth reformatted City re-cased Placeholder values cleared
TPA-63912	TPA	Brian Fox	1940-05-21	—	5779045222	—	0.94	Date of birth reformatted Phone reformatted Placeholder values cleared
TPA-50878	TPA	Michael Wihte	1955-07-18	—	—	8484 Spring St, Miami, FL, 33110	0.94	Date of birth reformatted City re-cased Placeholder values cleared
TPA-61750	TPA	Barbara Moreno	1968-07-17	—	—	5040 Oak St, Nashville, TN, 37264	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-58661	TPA	Elijah White	1986-03-16	—	—	3199 Maple Ave, Miami, FL, 33199	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-51553	TPA	Brittany Cruz	1964-02-22	UHC-92434-45	—	2650 Market St, Gilbert, AZ, 85297	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-59179	TPA	Ana Ortiz	1959-05-28	—	—	1779 Central Ave, Atlanta, GA, 30336	0.94	Date of birth reformatted Email lower-cased Placeholder values cleared
TPA-51719	TPA	Donald Riley	1946-11-13	UHC-31620-46	—	—	0.94	Name re-cased Date of birth reformatted Placeholder values cleared

4,728 rows, page 90 of 95Previous Next