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-55215	TPA	Kelly White	1985-06-10	—	—	9539 Camelback Rd, Minneapolis, MN, 55407	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-53629	TPA	Mari Castro	1982-03-13	UHC-41645-88	—	2918 Grand Ave, Columbus, OH, 43214	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-63343	TPA	Kevin Cole	1983-12-18	—	—	1759 Forest Ave, Phoenix, AZ, 85030	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-50486	TPA	Dnaiel Bailey	1967-02-12	—	7083385285	6557 Main St, Las Vegas, NV, 89156	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-63433	TPA	Bradley F Larrson	1960-11-16	—	—	9556 Maple Ave, Phoenix, AZ, 85057	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-59481	TPA	Pamela Scott	2003-06-02	—	—	5921 Harbor Blvd, Tucson, AZ, 85761	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-56012	TPA	Virginia Roberts	1992-01-18	—	5269748664	1146 Sunset Blvd, Los Angeles, CA, 90079	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
TPA-61351	TPA	Richard Montgomery	1971-02-03	—	—	1231 Market St, Nashville, TN, 37293	0.76	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
TPA-58581	TPA	Jesse Spencer	1969-06-10	—	7362875725	935 Palm Dr, Columbus, OH, 43203	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-63703	TPA	Paul Obrien	1946-06-15	—	—	9081 Broadway, Denver, CO, 80282	0.76	Name re-cased Date of birth reformatted City re-cased Gender normalised+2 more
TPA-53411	TPA	Charlotte Lucas	1968-04-03	—	7639253746	333 Harbor Blvd, Dallas, TX, 75244	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
TPA-57379	TPA	Peter Bennett	1998-11-28	—	—	9378 Cedar Ln, Tempe, AZ, 85255	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-61202	TPA	Eric Li	1942-04-03	—	2816377947	3044 Park Pl, Denver, CO, 80212	0.76	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
TPA-50776	TPA	Kathleen Nelson	2002-03-19	—	3565482555	7481 Mesa Dr # 742, Nashville, TN, 37287	0.76	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
TPA-60038	TPA	Jose Wagneer	2000-01-15	—	—	2135 Spring St, Scottsdale, AZ, 85211	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-58322	TPA	Larry Chapman	1981-11-16	—	—	3349 Union St, Eden Prairie, MN, 55390	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-55354	TPA	Roy Mills	1949-09-10	—	—	1396 Union St, Sacramento, CA, 95803	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-54487	TPA	Jmaes Johnson	1945-07-21	UHC-22933-11	—	9124 Grand Ave, Tempe, AZ	0.76	Name re-cased Date of birth reformatted Member ID reformatted ZIP missing+2 more
TPA-55737	TPA	Walter Carr	1972-11-13	—	—	5262 Jefferson Ave, Houston, TX, 77055	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-55943	TPA	Bill Fowler	1940-08-11	—	6689393287	9182 Bayshore Dr, San Diego, CA, 92186	0.76	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
TPA-60792	TPA	Diana Turner	1970-11-06	—	7939690217	—	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
TPA-50612	TPA	Arthur B Banks	1955-09-13	—	—	5876 Bayshore Dr, Seattle, WA, 98111	0.76	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
TPA-62515	TPA	Denise Dominguez	1972-05-01	—	—	2833 Palm Dr, Jacksonville, FL, 32276	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-55144	TPA	Martha J Ramirez	1997-05-05	—	—	9690 Valley View Dr, Los Angeles, CA, 90091	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-50040	TPA	Sean Jordan	1974-11-07	—	—	1511 Elm St, Houston, TX, 77092	0.76	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
TPA-57703	TPA	Shirley Larson	2002-03-01	UHC-40728-43	3777893684	3209 Washington St, Columbus, OH, 43206	0.76	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
TPA-56499	TPA	Shirley Lopez	1991-06-04	—	3136272862	—	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
TPA-63118	TPA	Rachel Lawson	1999-11-24	—	—	5424 Washington St, Austin, TX, 78740	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-54265	TPA	Helen Alexander	1967-12-14	—	3625748619	7137 Cedar Ln, Nashville, TN, 37262	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-55472	TPA	Heather Simmons	1959-10-01	—	—	839 Central Ave, Sacramento, CA, 95812	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-62085	TPA	Mei Grant	1967-07-21	—	—	8400 Main St, Eden Prairie, MN, 55319	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-53807	TPA	Jean Vasquez	1972-09-15	UHC-72732-38	—	447 Ocean Ave, Jacksonville, FL, 32204	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-61909	TPA	Alexis Arnold	1978-10-19	—	—	6036 Bayshore Dr, San Diego, CA, 92150	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-54476	TPA	Philip George	1973-10-03	—	—	3287 Main St, Phoenix, AZ, 85055	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-61461	TPA	Lisa Payne	1977-09-12	—	—	6546 Pine Dr, Tucson, AZ, 85769	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-58140	TPA	Justin Schultz	1985-08-09	—	4286094867	6556 Mountain View Dr, Glendale, AZ, 85309	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
TPA-54013	TPA	Frances Simpson	2006-12-03	—	—	4657 Forest Ave, Plano, TX, 75084	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-63778	TPA	Stephen Robertson	1974-04-26	—	6807791144	4568 Canyon Rd, Fresno, CA, 93735	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-62908	TPA	Thomas P Pierce	1948-03-05	—	3765254748	1406 Maple Ave, Orlando, FL, 32812	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-60254	TPA	Elizabeth Larson	1955-06-12	UHC-23618-99	—	—	0.76	Name re-cased Date of birth reformatted Member ID reformatted Gender normalised+2 more
TPA-51934	TPA	Lucia Wood	1943-05-22	—	3418749619	8150 Pine Dr, Fresno, CA, 93726	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-52698	TPA	Mraiana Peters	1948-07-02	—	3892379222	8657 Meadow Ln, Houston, TX, 77000	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
TPA-61106	TPA	Wei Knight	2003-01-13	—	—	5983 Harbor Blvd, Minneapolis, MN, 55440	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-54679	TPA	Carolyn King	1957-07-13	—	—	2064 Park Pl, San Antonio, TX, 78271	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-56214	TPA	Roy Chavez	1939-11-04	—	—	1429 Apache Blvd, Chandler, AZ, 85295	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-55260	TPA	Gregory Peters	1993-05-27	—	5132351550	263 Grand Ave, Charlotte, NC, 28213	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
TPA-54102	TPA	Patrick O Jones	1960-04-02	—	4379201990	4740 Canyon Rd, Charlotte, NC, 28245	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-54894	TPA	Pat Alexander	1967-08-09	UHC-70757-96	—	1326 River Rd, Austin, TX, 78721	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-60748	TPA	Heather Lane	1983-07-19	—	9836743051	7827 Valley View Dr, Scottsdale, AZ, 85213	0.76	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
TPA-52192	TPA	Arthur Contreras	1943-10-20	—	3339948394	3294 Baseline Rd, Jacksonville, FL, 32277	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more

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