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 “Street suffix standardised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagStreet suffix standardisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-52764	TPA	Elijah Ryan	1991-11-22	UHC-60945-02	—	1873 Meadow Ln, Austin, TX, 78791	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
TPA-62138	TPA	Susan Diaz	1968-04-05	—	8946174429	5538 Grand Ave, Scottsdale, AZ, 85299	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
TPA-50590	TPA	Deborah Stephens	1998-04-13	—	—	2776 Mesa Dr, Chandler, AZ, 85203	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
TPA-63406	TPA	Donna Lawson	1973-12-08	—	—	112 Grand Ave, Phoenix, AZ, 85030	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
TPA-62256	TPA	Abigail Daniels	1969-05-18	UHC-73907-78	—	6875 Indian School Rd, Los Angeles, CA, 90059	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
TPA-53957	TPA	Jacob Fowler	1940-06-26	—	—	2147 Valley View Dr, Miami, FL, 33140	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
TPA-52219	TPA	Hannah Andrews	1966-05-25	—	—	8163 Bayshore Dr, Orlando, FL, 32869	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
TPA-57893	TPA	Paul Luucas	1946-06-15	—	—	3616 Camelback Rd, Jacksonville, FL, 32262	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
TPA-52397	TPA	—Junk	1938-03-26	—	—	2266 Washington St, Nashville, TN, 37213	0.68	Street suffix standardised Address re-cased Placeholder values cleared No usable name (quarantined)
TPA-62043	TPA	Olivia Lynch	1991-07-18	—	—	4811 Central Ave, Dallas, TX, 75243	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
TPA-57661	TPA	Kelly Morris	1994-11-22	—	—	6358 Sage Ct, Orlando, FL, 32856	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
TPA-53740	TPA	Kenneth U Larson	1982-07-22	—	3224386680	3899 Central Ave, Tempe, AZ, 85267	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
TPA-50560	TPA	Anthony Johnson	1959-04-12	—	—	4195 Meadow Ln, Orlando, FL, 32872	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
TPA-50561	TPA	Anthony Johnson	1959-04-12	—	—	4195 Meadow Ln, Orlando, FL, 32872	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
TPA-53896	TPA	Kathryn S Bailey	1952-03-04	—	—	4062 Baseline Rd, Tampa, FL	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
TPA-53132	TPA	Isabella L Davis	1976-08-21	—	—	3286 Bayshore Dr # 449, Atlanta, GA, 30333	0.68	Unit split from street Street suffix standardised Address re-cased Placeholder values cleared
TPA-60643	TPA	Priya Ford	1969-05-03	—	—	6295 Indian School Rd, Denver, CO, 80256	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
TPA-54667	TPA	Martin Mei	1966-04-22	—	—	9829 Hillcrest Rd, San Antonio, TX, 78228	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
TPA-62502	TPA	Wayne Ray	2003-12-15	—	—	1480 Jefferson Ave, Dallas, TX, 75296	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
TPA-63672	TPA	Deborah Hughes	1956-01-10	—	—	7923 Lake View Rd, San Antonio, TX, 78224	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
TPA-63673	TPA	Deborah Hughes	1956-01-10	—	—	7923 Lake View Rd, San Antonio, TX, 78224	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
TPA-60558	TPA	Kelly Fox	1996-01-15	—	—	4171 River Rd, Plano, TX, 75013	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
TPA-53632	TPA	Janice V Stone	1974-07-18	—	9638437888	6480 Ocean Ave # 122, Chandler, AZ, 85290	0.68	Unit split from street Street suffix standardised Address re-cased Placeholder values cleared
TPA-61586	TPA	Samuel George	2008-12-03	—	—	2754 Cedar Ln, Denver, CO, 80222	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
TPA-58841	TPA	Virginia Wilson	1999-05-18	—	—	7763 Oak St # 196, San Antonio, TX, 78268	0.68	Unit split from street Street suffix standardised Address re-cased Placeholder values cleared
TPA-60487	TPA	Marcus O Coleman	1964-04-27	—	6195191216	9477 Highland Ave # 144, Sacramento, CA, 95820	0.68	Unit split from street Street suffix standardised Address re-cased Placeholder values cleared
TPA-63040	TPA	Raymond Duncan	1952-03-16	—	—	7105 Park Pl # 607, Orlando, FL, 32833	0.68	Unit split from street Street suffix standardised Address re-cased Placeholder values cleared
TPA-63638	TPA	Brenda H Gordoon	1965-06-14	—	—	6342 Harbor Blvd # 325, Jacksonville, FL, 32227	0.68	Unit split from street Street suffix standardised Address re-cased Placeholder values cleared
TPA-61565	TPA	Jacob Mitchell	2005-05-03	—	—	3700 Hillcrest Rd, Eden Prairie, MN	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
TPA-58886	TPA	Diana Estrada	1987-06-14	—	—	6741 Cedar Ln, Fresno, CA, 93706	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
TPA-60134	TPA	Dois Dunn	1967-06-25	—	—	5802 Lake View Rd, Seattle, WA, 98151	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
TPA-59503	TPA	Grahm Deborah	1986-12-05	—	—	5543 Maple Ave, San Antonio, TX, 78220	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
TPA-53585	TPA	Vincent I Hayes	1945-11-04	—	—	1652 Washington St, Phoenix, AZ, 85099	0.68	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed
TPA-60051	TPA	Scott Maldonado	1988-06-23	—	—	5599 Palm Dr, Atlanta, GA, 30317	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
TPA-57462	TPA	—Junk	1967-01-23	UHC-12402-61	—	4340 Canyon Rd, Chandler, AZ, 85252	0.68	Street suffix standardised Address re-cased Placeholder values cleared No usable name (quarantined)
TPA-62230	TPA	Benjamin Mejia	1944-06-10	—	—	2779 Cedar Ln, Plano, TX	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
TPA-55318	TPA	Elizabeth H Munoz	1946-03-11	—	—	4796 Spring St, Columbus, OH, 43205	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
TPA-61387	TPA	Donald Santiago	2003-08-02	—	5392213150	4272 Harbor Blvd, Miami, FL	0.68	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing
TPA-59479	TPA	Alexander Rivera	1958-07-12	—	—	298 Washington St, Phoenix, AZ, 85087	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
TPA-56479	TPA	Ann Schmidt	1977-05-05	—	3878760394	9812 Palm Dr, Sacramento, CA, 95888	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
TPA-54668	TPA	Benjamin Maldonado	1996-12-12	—	9852710885	3930 Apache Blvd, Scottsdale, AZ, 85283	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
TPA-52398	TPA	Jacob McDonald	1938-03-26	—	—	2266 Washington St, Nashville, TN, 37213	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
TPA-63157	TPA	Henry Dominguez	2000-08-01	—	—	9538 Mesa Dr # 521, Tampa, FL, 33662	0.68	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed
TPA-53987	TPA	Kyle Rosss	1970-08-03	—	—	6425 Baseline Rd, Fresno, CA, 93736	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
TPA-57236	TPA	Bruce J Gray	1977-11-28	—	—	2080 River Rd, Nashville, TN, 37249	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
TPA-54873	TPA	Maria Kelly	1970-02-25	—	—	478 Spring St, Minneapolis, MN, 55456	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
TPA-53883	TPA	Aaron Andrews	2007-04-08	—	—	6597 Church St # 966, San Diego, CA, 92170	0.68	Unit split from street Street suffix standardised Address re-cased Placeholder values cleared
TPA-58221	TPA	Ashley Mitchell	1994-09-14	—	—	181 Grand Ave, Phoenix, AZ	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
TPA-51673	TPA	Mei Rogers	1954-02-16	—	—	4173 Pine Dr, San Antonio, TX, 78273	0.68	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed
TPA-51104	TPA	Eric W Wright	1939-06-11	—	—	5338 Main St, Mesa, AZ, 85239	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared

7,767 rows, page 83 of 156Previous Next