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 “Email lower-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagEmail lower-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-53553	TPA	Christopher Henderson	1952-06-11	—	—	1971 Meadow Ln, Los Angeles, CA, 90052	0.80	Name re-cased ZIP+4 trimmed Email lower-cased Placeholder values cleared
TPA-56624	TPA	Carlos Estrada	1968-05-07	UHC-54030-96	9023242819	2063 Hillcrest Rd, San Diego, CA, 92165	0.80	Street suffix standardised Address re-cased Email lower-cased Placeholder values cleared
TPA-52218	TPA	Dorothy X Hicks	1941-08-16	—	—	—	0.80	Email lower-cased Gender normalised Whitespace trimmed Placeholder values cleared
TPA-58490	TPA	Kenneth Bailey	2002-01-05	—	5536167156	203 Camelback Rd, Plano, TX, 75011	0.80	Phone reformatted Street suffix standardised Address re-cased Email lower-cased
TPA-58623	TPA	Omar Sims	1975-08-14	—	9295862061	2190 Grand Ave, Denver, CO, 80232	0.82	Name split from “Last, First”Email lower-cased Placeholder values cleared
TPA-50158	TPA	Larry Thomas	1966-10-23	UHC-34933-36	—	697 Meadow Ln # 666, Chandler, AZ, 85227	0.82	Unit split from street Email lower-cased Placeholder values cleared
TPA-57056	TPA	Maria Fernandez	1991-07-03	—	—	3638 Canyon Rd, Gilbert, AZ, 85280	0.82	Email lower-cased Gender normalised Placeholder values cleared
TPA-56510	TPA	Eugene I Crwaford	1980-09-21	UHC-23406-39	—	—	0.82	Name split from “Last, First”Email lower-cased Placeholder values cleared
TPA-55360	TPA	Lori Foster	1982-11-06	—	—	—	0.82	Email lower-cased Gender normalised Placeholder values cleared
TPA-63228	TPA	Rachel Fowler	1983-05-20	UHC-83408-02	—	8542 Forest Ave, Minneapolis, MN	0.82	ZIP missing Email lower-cased Placeholder values cleared
TPA-56615	TPA	Rob Bowman	2000-09-24	—	—	—	0.82	Name split from “Last, First”Email lower-cased Placeholder values cleared
TPA-59331	TPA	Gerald Rios	1976-03-19	—	—	3000 Maple Ave, San Antonio, TX, 78252	0.82	Two-digit birth year Email lower-cased Placeholder values cleared
TPA-57471	TPA	Ahmed Singh	1979-01-17	—	—	1917 Grand Ave, Miami, FL	0.82	ZIP missing Email lower-cased Placeholder values cleared
TPA-62893	TPA	Sara Romero	1961-01-11	—	—	1684 Market St, Tucson, AZ, 85734	0.82	State name converted to code Email lower-cased Placeholder values cleared
TPA-55052	TPA	Marcus Arnold	—	—	—	9643 Cedar Ln, San Diego, CA, 92118	0.82	Date of birth missing Email lower-cased Whitespace trimmed
TPA-52424	TPA	Lori Fowler	1972-10-21	—	—	194 Church St, Tampa, FL	0.82	ZIP missing Email lower-cased Placeholder values cleared
TPA-58774	TPA	Jacob Brooks	—	—	—	—	0.82	Date of birth unreadable Email lower-cased Placeholder values cleared
TPA-52746	TPA	—Junk	1953-11-17	—	—	—	0.82	Email lower-cased Placeholder values cleared No usable name (quarantined)
TPA-58932	TPA	Maria N George	1948-01-05	—	—	8471 Cedar Ln, Glendale, AZ, 85386	0.82	State name converted to code Email lower-cased Placeholder values cleared
TPA-60754	TPA	Dorothy Harvey	2002-08-24	UHC-41546-10	3136040690	4150 Apache Blvd, Glendale, AZ, 85322	0.86	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
TPA-60300	TPA	Michelle Cuok	1991-03-23	—	4353602887	7428 Church St, Mesa, AZ, 85202	0.86	Name re-cased Phone reformatted City re-cased State code upper-cased+3 more
TPA-50832	TPA	Jean Contreras	1943-05-24	—	6796195090	—	0.88	Name re-cased Date of birth reformatted Phone reformatted Email lower-cased+2 more
TPA-52970	TPA	Kimberly Salazar	1972-04-19	—	6567188969	—	0.88	Name re-cased Date of birth reformatted Phone reformatted Email lower-cased+2 more
TPA-55292	TPA	Lisa O Walker	1961-01-24	—	4962548510	—	0.88	Name re-cased Date of birth reformatted Phone reformatted Email lower-cased+2 more
TPA-51480	TPA	Vicky Hughes	1949-09-21	UHC-95800-59	—	267 Willow Ct, Minneapolis, MN, 55444	0.88	Date of birth reformatted City re-cased State code upper-cased Email lower-cased+2 more
TPA-51803	TPA	Maria X Allen	1963-12-08	—	8012015427	4502 Hillcrest Rd, Phoenix, AZ, 85052	0.88	Name re-cased Date of birth reformatted Phone reformatted Email lower-cased+2 more
TPA-60290	TPA	Jacob Cruz	1964-06-27	—	9732991035	—	0.88	Name re-cased Date of birth reformatted Phone reformatted Email lower-cased+2 more
TPA-54826	TPA	Paul Howell	1968-11-17	—	3039472238	—	0.88	Name re-cased Date of birth reformatted Phone reformatted Email lower-cased+2 more
TPA-53836	TPA	Jacob F Cruz	1988-07-09	—	—	7937 Lincoln Way, San Diego, CA, 92162	0.88	Name re-cased Date of birth reformatted City re-cased Email lower-cased+2 more
TPA-57537	TPA	Camila Hamilton	1959-08-25	—	8039367556	—	0.88	Name re-cased Date of birth reformatted Phone reformatted Email lower-cased+2 more
TPA-52054	TPA	Jesse Walker	1941-05-04	—	—	5667 Camelback Rd, Columbus, OH, 43286	0.88	Name re-cased Date of birth reformatted State code upper-cased Email lower-cased+2 more
TPA-52634	TPA	Kenneth Turner	1956-10-21	—	9362225452	2587 Main St, Glendale, AZ, 85309	0.88	Name re-cased Date of birth reformatted Phone reformatted Email lower-cased+2 more
TPA-51878	TPA	Camila Dalgado	1975-06-05	—	8896251986	4527 Desert Sky Blvd, Glendale, AZ, 85301	0.88	Name re-cased Date of birth reformatted Phone reformatted Email lower-cased+2 more
TPA-59788	TPA	Judith Palmer	1997-02-02	—	5892722807	4983 Pine Dr, Orlando, FL, 32891	0.88	Name re-cased Date of birth reformatted Phone reformatted Email lower-cased+2 more
TPA-51967	TPA	Camila Perez	1974-09-02	—	8224217416	3967 Highland Ave, Los Angeles, CA, 90065	0.88	Name re-cased Phone reformatted City re-cased Email lower-cased+2 more
TPA-52242	TPA	Brenda Elliott	1951-12-23	—	7898000132	8417 Central Ave, Sacramento, CA, 95835	0.88	Date of birth reformatted Phone reformatted City re-cased Email lower-cased+2 more
TPA-58759	TPA	Lucia G Jenkins	1962-08-09	—	2517636966	—	0.88	Name re-cased Date of birth reformatted Phone reformatted Email lower-cased+2 more
TPA-57698	TPA	Kyle Lynch	1947-10-15	—	7977288722	—	0.88	Name re-cased Phone reformatted Email lower-cased Plan code upper-cased+2 more
TPA-51504	TPA	Martha Morales	2002-08-01	—	6807303089	4587 Cedar Ln, Gilbert, AZ, 85233	0.88	Date of birth reformatted Phone reformatted City re-cased Email lower-cased+2 more
TPA-50005	TPA	Becky V Guerrero	1994-08-12	UHC-73120-26	—	9512 Broadway, San Antonio, TX, 78221	0.88	Name re-cased Date of birth reformatted Member ID reformatted Email lower-cased+2 more
TPA-51730	TPA	Jeremy Wagner	1995-05-10	—	3948288733	—	0.88	Name re-cased Date of birth reformatted Phone reformatted Email lower-cased+2 more
TPA-61435	TPA	Hiroshi Henderson	1981-04-02	—	7106653795	7926 Camelback Rd, Tucson, AZ, 85740	0.90	Phone reformatted City re-cased Email lower-cased Whitespace trimmed+1 more
TPA-61549	TPA	Russell Schultz	1964-07-04	—	5392815153	—	0.90	Name re-cased Phone reformatted Email lower-cased Whitespace trimmed+1 more
TPA-54724	TPA	Gloria Hicks	1952-03-18	—	—	6778 Jefferson Ave, Glendale, AZ, 85389	0.90	Date of birth reformatted City re-cased Email lower-cased Whitespace trimmed+1 more
TPA-62170	TPA	Scott Kim	1983-10-25	UHC-31124-94	5904957335	—	0.90	Date of birth reformatted Phone reformatted Email lower-cased Whitespace trimmed+1 more
TPA-56849	TPA	Philip Carroll	1942-06-22	—	3886403080	4716 Highland Ave, San Diego, CA, 92130	0.90	Date of birth reformatted Phone reformatted Email lower-cased Whitespace trimmed+1 more
TPA-52628	TPA	James M Hamilton	1994-09-27	—	4663256249	2485 Mountain View Dr, Los Angeles, CA, 90040	0.90	Date of birth reformatted Phone reformatted Email lower-cased Whitespace trimmed+1 more
TPA-58960	TPA	Kayla Hawkins	1983-10-01	—	—	—	0.90	Name re-cased Date of birth reformatted Email lower-cased Whitespace trimmed+1 more
TPA-59575	TPA	Helen Watson	1971-09-09	—	—	4667 River Rd, Minneapolis, MN, 55423	0.90	Name re-cased Date of birth reformatted Email lower-cased Whitespace trimmed+1 more
TPA-62788	TPA	Davis I Beverly	1976-12-19	—	2642854470	—	0.90	Name re-cased Date of birth reformatted Email lower-cased Whitespace trimmed+1 more

832 rows, page 13 of 17Previous Next