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 “Whitespace trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagWhitespace trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-410441	CLM	Amy Yang	2002-08-10	—	4735748930	1529 Market St, Fresno, CA, 93761	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-416243	CLM	Joyce Hanson	1944-01-14	—	—	2684 Grand Ave, Plano, TX, 75062	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-422610	CLM	Carlos Williiamson	1977-07-01	UHC-61358-72	7075107974	5335 Highland Ave, Tempe, AZ, 85242	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted State name converted to code+2 more
CLM-424880	CLM	Mason Price	1971-09-26	UHC-45042-06	7124701790	2697 Hillcrest Rd Apt 39, Charlotte, NC, 28231	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-401456	CLM	Teresa C Hill	1990-08-22	UHC-82145-43	—	8639 Meadow Ln, Seattle, WA, 98178	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-427796	CLM	Christina Estarda	1969-02-07	—	2575743192	5680 Canyon Rd, Nashville, TN, 37201	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
CLM-431994	CLM	Sarah J Long	1993-01-20	UHC-42321-42	3153143425	6140 Camelback Rd # 151, Houston, TX, 77063	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-429280	CLM	Christine Hughes	1964-05-10	UHC-27448-55	3112840799	3921 Bayshore Dr, Orlando, FL, 32893	0.64	Name re-cased Two-digit birth year Phone reformatted State name converted to code+2 more
CLM-429216	CLM	John Moore	1996-04-11	UHC-80866-83	—	3523 Market St, Sacramento, CA, 95863	0.64	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
CLM-416175	CLM	Rebecca B Collins	1972-06-13	UHC-41980-63	—	7226 Maple Ave # 130, Houston, TX, 77076	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-402038	CLM	Thoams Chavez	1958-01-21	UHC-08205-93	6396910334	6626 Market St, Miami, FL, 33199	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-403491	CLM	Martha G Day	1986-10-03	—	6868063049	4026 Mesa Dr, Nashville, TN, 37215	0.64	Middle initial moved out of first name Phone reformatted Gender normalised Plan code upper-cased+2 more
CLM-409305	CLM	Lori V Ellis	2005-08-15	UHC-21885-66	—	5821 Union St, Orlando, FL, 32879	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-411237	CLM	Joyce Spencer	1948-01-17	—	9712380933	5919 Broadway # 624, Sacramento, CA, 95800	0.64	Name split from “Last, First”Phone reformatted Unit split from street Address re-cased+2 more
CLM-428914	CLM	Emma M Rodriguez	1977-10-28	—	—	8610 Church St, Tempe, AZ, 85221	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-413969	CLM	Maria Young	1981-05-21	UHC-57966-63	7747603813	4044 Maple Ave, Charlotte, NC, 28215	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-402343	CLM	Brandon W Russell	1988-12-24	UHC-06169-41	3012852333	—	0.64	Middle initial moved out of first name Name re-cased Two-digit birth year Phone reformatted+2 more
CLM-403634	CLM	Henry Marshaall	1954-10-23	—	6587331920	8683 Forest Ave, Orlando, FL, 32873	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-408098	CLM	Ryan Richards	1980-05-09	UHC-91216-27	—	8087 Mesa Dr, Seattle, WA	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-408872	CLM	Maria Ortiz	1961-08-02	—	—	1527 Park Pl, Nashville, TN, 37222	0.64	Name split from “Last, First”Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-432698	CLM	Rachel Adams	1939-03-26	UHC-34375-78	—	5892 Oak St, Tucson, AZ, 85724	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-432699	CLM	Rachel Adams	1939-03-26	UHC-34375-78	—	5892 Oak St, Tucson, AZ, 85724	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-413030	CLM	Larry Garcia	1966-06-25	UHC-28303-69	—	5239 Jefferson Ave, Tempe, AZ, 85207	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
CLM-411962	CLM	David R Bishup	1973-10-26	UHC-19805-32	9476202863	1186 Harbor Blvd, Seattle, WA, 98117	0.64	Middle initial moved out of first name Name re-cased Phone reformatted Gender normalised+2 more
CLM-429352	CLM	Jeremy Dunn	1989-07-21	—	8174769707	8291 Maple Ave, Houston, TX, 77080	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-412623	CLM	Vincent George	1996-04-01	—	4012294419	1886 Market St, Miami, FL	0.64	Name re-cased Two-digit birth year Phone reformatted ZIP missing+2 more
CLM-401017	CLM	Melissa M Moreno	2000-09-17	—	5749501526	7186 Lake View Rd # 207, Chandler, AZ, 85207	0.64	Name re-cased Date of birth reformatted Unit split from street State name converted to code+2 more
CLM-421466	CLM	Karen Foster	1992-04-04	—	6845393615	6582 Pine Dr, Fresno, CA, 93712	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-403569	CLM	Dennis Larson	1965-09-05	—	5948665211	290 Camelback Rd, Charlotte, NC, 28272	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-429634	CLM	Gabriel Watson	1940-07-08	UHC-73072-51	—	2560 Central Ave, Tucson, AZ, 85779	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-416644	CLM	Susan Howadr	1985-08-06	UHC-50641-01	4784911931	6781 Forest Ave, Phoenix, AZ, 85059	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-419913	CLM	Cynthia Jimenez	1989-07-14	—	—	7864 Market St, Columbus, OH, 43222	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
CLM-430448	CLM	Anna Rice	1944-03-24	UHC-25879-12	6525028438	8413 Mesa Dr, Atlanta, GA, 30321	0.64	Name re-cased Phone reformatted ZIP+4 trimmed Gender normalised+2 more
CLM-421848	CLM	Eric Perkins	—	UHC-30832-44	7378873712	3134 Mountain View Dr, Fresno, CA, 93767	0.64	Date of birth reformatted Date of birth unreadable Street suffix standardised Address re-cased+2 more
CLM-404945	CLM	Joe Salazar	1995-08-18	UHC-98084-25	8494468440	8258 Hillcrest Rd, Seattle, WA, 98108	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-417338	CLM	Jerry Rmaos	1974-10-07	—	3894092273	5136 Elm St Apt 36, Sacramento, CA, 95880	0.64	Date of birth reformatted Phone reformatted Unit split from street Gender normalised+2 more
CLM-413796	CLM	Matthew Hall	1983-03-09	UHC-86977-16	—	6673 Harbor Blvd, Fresno, CA, 93779	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-405306	CLM	Denise Sandoval	1990-02-16	—	—	7820 Jefferson Ave, Houston, TX, 77097	0.64	SSN last four extracted Street suffix standardised Address re-cased City re-cased+2 more
CLM-404657	CLM	Marcus Wells	—	UHC-49609-62	9782229188	9829 River Rd, Denver, CO, 80225	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-402148	CLM	Bobby Wilson	1971-02-25	UHC-12643-12	—	633 Meadow Ln, Miami, FL, 33117	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-411092	CLM	Luis Garcia	1978-11-12	—	2956216787	8262 Main St, Scottsdale, AZ, 85296	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-412570	CLM	Noah Sims	2002-05-14	—	4558356842	7793 Harbor Blvd, Chandler, AZ, 85215	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-427475	CLM	Shirley Lopez	—	UHC-32327-74	6152096793	3855 Palm Dr, Plano, TX, 75085	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-404157	CLM	Raymnd Castro	1997-10-20	UHC-84200-38	—	6647 Harbor Blvd, Eden Prairie, MN, 55386	0.64	Street suffix standardised Address re-cased State code upper-cased ZIP+4 trimmed+2 more
CLM-432745	CLM	Rachel S Young	1961-08-26	UHC-25987-45	4184344851	8725 Cedar Ln, Phoenix, AZ, 85076	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-412307	CLM	Isabella Black	1988-09-02	—	8686574633	521 Spring St, San Diego, CA, 92104	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-403911	CLM	Donna Griffin	1944-10-13	—	4248572041	9479 Pine Dr, Chandler, AZ, 85257	0.64	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-406229	CLM	Billy Contreras	1984-05-25	—	—	1811 Valley View Dr, Miami, FL	0.64	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more
CLM-432150	CLM	Benjamin Cooper	1968-06-14	UHC-69545-33	—	2277 Maple Ave, Sacramento, CA, 95820	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
CLM-431003	CLM	Kenneth Murphy	1958-07-17	UHC-62459-21	3904287949	356 Baseline Rd Apt 8, Houston, TX, 77043	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more

18,771 rows, page 99 of 376Previous Next