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 “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-52818	TPA	Heather N Singh	1948-01-09	—	4244339075	6811 Elm St, Plano, TX, 75098	0.80	Name re-cased Phone reformatted Street suffix standardised Address re-cased
TPA-61252	TPA	Grace Armstrong	1959-03-16	—	8696162345	6118 Sage Ct Apt 26, Scottsdale, AZ, 85288	0.80	Name re-cased Unit split from street Whitespace trimmed Placeholder values cleared
TPA-62796	TPA	Judy Patterson	1998-03-07	—	—	7921 Church St, Austin, TX, 78767	0.80	Name re-cased State name converted to code Whitespace trimmed Placeholder values cleared
TPA-60090	TPA	Wayne Y Watkins	1997-09-27	—	—	2153 Ocean Ave, Seattle, WA, 98130	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-64439	TPA	Juan Hall	1938-04-27	—	—	3867 Hillcrest Rd, Houston, TX, 77020	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-58891	TPA	Wei B Miller	1949-03-27	—	—	3062 Camelback Rd, Phoenix, AZ, 85010	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-52132	TPA	Julie Brooks	2000-01-15	—	8504289209	2139 Park Pl, Scottsdale, AZ, 85269	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-57617	TPA	Nancy Hughes	1997-02-05	—	—	7424 Cedar Ln, Las Vegas, NV, 89131	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-51966	TPA	Joey Lewis	2005-04-10	—	—	1020 Cedar Ln, Scottsdale, AZ, 85227	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-60707	TPA	Omar Obrien	1953-12-16	UHC-62805-80	—	8422 Washington St, San Diego, CA, 92135	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-50864	TPA	Vincent Salazar	1995-11-20	—	—	5492 Meadow Ln, Eden Prairie, MN, 55335	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-51078	TPA	Duncan Alexis	1974-05-28	—	8952710364	2572 Union St, San Diego, CA, 92170	0.80	Name re-cased State name converted to code Whitespace trimmed Placeholder values cleared
TPA-58093	TPA	Lawrence George	1996-12-12	—	—	6604 Indian School Rd, Fresno, CA, 93721	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-58387	TPA	Austin Li	1962-04-04	—	—	3597 Spring St, Plano, TX, 75029	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-60701	TPA	Michelle Wells	1996-01-16	UHC-10009-58	2925231652	831 Desert Sky Blvd, Minneapolis, MN, 55431	0.80	Name re-cased State code upper-cased Gender normalised Placeholder values cleared
TPA-53682	TPA	Vinent Moreno	1975-02-13	—	—	9606 Pine Dr, Jacksonville, FL, 32278	0.80	Name re-cased Phone missing area code Whitespace trimmed Placeholder values cleared
TPA-56356	TPA	Bryan Flores	1958-05-09	—	—	8892 River Rd, Mesa, AZ, 85222	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-59564	TPA	Ahmed Lynch	1988-04-21	—	—	—	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
TPA-61338	TPA	Alexander Mason	1941-06-17	—	8495998562	1686 Oak St, Mesa, AZ	0.80	Name re-cased ZIP missing Whitespace trimmed Placeholder values cleared
TPA-51233	TPA	Santiago Schmidt	—	—	4674756185	5291 Forest Ave, Jacksonville, FL, 32271	0.80	Name re-cased Date of birth unreadable Phone reformatted Placeholder values cleared
TPA-52275	TPA	Joe Cook	1938-06-26	—	—	8840 Elm St, Dallas, TX, 75206	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
TPA-56368	TPA	Nicole Banks	1996-12-26	—	—	2517 Mountain View Dr, Mesa, AZ, 85200	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-55756	TPA	Aissha N Perez	1985-06-02	—	—	9553 Elm St, Tampa, FL, 33622	0.80	Name re-cased Email lower-cased Gender normalised Placeholder values cleared
TPA-59258	TPA	Brittany King	1947-10-03	—	—	5343 Indian School Rd, Houston, TX, 77094	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
TPA-57844	TPA	Jordan Mitchell	1999-01-13	—	—	882 Lake View Rd, Dallas, TX, 75281	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-59236	TPA	Nicoe Snyder	1988-07-06	—	—	6336 Spring St, San Antonio, TX, 78237	0.80	Name re-cased City re-cased Gender normalised Placeholder values cleared
TPA-52387	TPA	Sophia Rios	1975-04-07	—	6338984923	—	0.80	Name re-cased Phone reformatted Gender normalised Placeholder values cleared
TPA-55825	TPA	David Lynch	1959-02-27	—	—	4340 River Rd, Tempe, AZ, 85232	0.80	Name re-cased City re-cased Gender normalised Placeholder values cleared
TPA-52961	TPA	Patricia Mendez	2004-07-01	—	—	7575 Union St, Minneapolis, MN, 55404	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-56690	TPA	Maria Roodriguez	1941-01-04	—	—	773 Indian School Rd, Gilbert, AZ, 85235	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-52567	TPA	Emily Bredley	2005-11-03	—	—	1546 Bayshore Dr, Chandler, AZ	0.80	Name re-cased ZIP missing Whitespace trimmed Placeholder values cleared
TPA-60204	TPA	Grace Montgomery	—	UHC-74716-17	5928770083	592 Mountain View Dr, Fresno, CA, 93779	0.80	Name re-cased Date of birth missing Whitespace trimmed Placeholder values cleared
TPA-55187	TPA	Barbara Yang	2003-08-06	UHC-42370-87	8353525565	2610 Palm Dr # 461, Sacramento, CA, 95809	0.80	Name re-cased Phone reformatted Unit split from street Placeholder values cleared
TPA-62319	TPA	Benjamin Luna	1966-06-07	—	—	924 Desert Sky Blvd, Nashville, TN, 37249	0.80	Name re-cased Gender normalised Plan code upper-cased Placeholder values cleared
TPA-52989	TPA	Jacob King	1970-03-14	—	—	7963 Lake View Rd, Tempe, AZ	0.80	Name re-cased ZIP missing Email lower-cased Placeholder values cleared
TPA-62258	TPA	Robert J Bryant	1972-12-14	—	—	7085 Maple Ave, Orlando, FL	0.80	Name re-cased Date of birth reformatted ZIP missing Placeholder values cleared
TPA-55755	TPA	Cynthia Mejia	1957-06-17	—	—	8021 Spring St, Austin, TX	0.80	Name re-cased ZIP missing Whitespace trimmed Placeholder values cleared
TPA-51680	TPA	Bobby X Moreno	1969-02-07	—	6764933408	—	0.80	Name re-cased Two-digit birth year Phone reformatted Placeholder values cleared
TPA-59160	TPA	Christian Elliott	1972-07-07	UHC-57110-89	—	—	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
TPA-50189	TPA	Jack Roberts	1985-02-01	—	—	2800 Lake View Rd, Atlanta, GA, 30335	0.80	Name re-cased City re-cased Gender normalised Placeholder values cleared
TPA-55321	TPA	Kyle Harvey	1976-10-27	—	—	4135 Sage Ct, San Diego, CA, 92196	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-52728	TPA	Justin Parker	1994-05-17	—	—	2669 Highland Ave, Glendale, AZ, 85327	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-63675	TPA	Kayla Fowler	1995-02-26	—	5445947687	2690 Willow Ct, Gilbert, AZ, 85284	0.80	Name re-cased Phone reformatted ZIP+4 trimmed Placeholder values cleared
TPA-58054	TPA	Sharon K Mendoza	1971-11-23	—	—	8627 Willow Ct, Jacksonville, FL, 32294	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-54816	TPA	Riichard Vasuez	1944-10-03	—	—	8197 Lake View Rd, Plano, TX, 75023	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-62557	TPA	Nicholas Santos	1973-05-25	—	—	6211 Main St Apt 5, Mesa, AZ, 85237	0.80	Name re-cased Unit split from street Whitespace trimmed Placeholder values cleared
TPA-55691	TPA	Gonzalez Melissa	1975-01-07	—	—	4070 Union St, Jacksonville, FL, 32256	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
TPA-54061	TPA	Sophia Morris	2002-02-22	—	7744568719	1447 Broadway, Jacksonville, FL	0.80	Name re-cased Phone reformatted ZIP missing Placeholder values cleared
TPA-58948	TPA	Jessica McCoy	1952-01-10	—	3684178956	2580 Hillcrest Rd, Jacksonville, FL, 32287	0.80	Name re-cased Phone reformatted Gender normalised Placeholder values cleared
TPA-57351	TPA	Luis Delgado	1999-05-08	—	5032223372	—	0.80	Name re-cased Phone reformatted Gender normalised Placeholder values cleared

5,750 rows, page 79 of 115Previous Next