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 “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-409514	CLM	—Junk	1945-06-27	UHC-74702-59	7394997841	3460 Forest Ave, Minneapolis, MN, 55448	0.54	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared+1 more
CLM-431133	CLM	Nancy Ryos	1977-12-11	UHC-76965-35	—	9570 Broadway Apt 21, Scottsdale, AZ, 85294	0.54	Date of birth reformatted Unit split from street Address re-cased ZIP+4 trimmed+1 more
CLM-422409	CLM	Isabella Lopez	1960-01-05	UHC-82562-05	—	3478 Bayshore Dr, Seattle, WA, 98194	0.54	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+1 more
CLM-416754	CLM	Mark Sandoval	2006-03-22	UHC-24042-47	—	6181 Mountain View Dr, Houston, TX, 77048	0.54	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+1 more
CLM-422180	CLM	Evelyn X Graham	1968-03-17	—	—	551 Washington St, Sacramento, CA	0.54	Street suffix standardised Address re-cased ZIP missing Gender normalised+1 more
CLM-403238	CLM	Richard Luna	1986-01-18	UHC-69234-20	—	2149 Mesa Dr, Jacksonville, FL, 32267	0.54	SSN last four extracted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-414646	CLM	Wlliam Powell	1973-01-13	UHC-92775-03	4554792134	1719 Ridge Rd, Eden Prairie, MN, 55337	0.54	Two-digit birth year Phone reformatted State name converted to code Gender normalised+1 more
CLM-415530	CLM	Raymond Martinez	1964-07-23	UHC-76339-68	—	—	0.54	Name re-cased Two-digit birth year Phone missing area code Gender normalised+1 more
CLM-410770	CLM	Abigail C Johnston	2002-06-09	—	—	5319 Meadow Ln, Dallas, TX, 75235	0.54	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+1 more
CLM-413647	CLM	Janet Dunn	—	UHC-23650-03	—	7704 Lake View Rd, Nashville, TN, 37228	0.54	Name re-cased Date of birth missing Street suffix standardised Address re-cased+1 more
CLM-427532	CLM	Christian Meyer	2007-04-25	—	4834553818	2940 Indian School Rd # 324, Dallas, TX, 75216	0.54	Two-digit birth year Phone reformatted Unit split from street Gender normalised+1 more
CLM-432502	CLM	Lori Roberts	1948-04-24	—	5453682258	3853 Hillcrest Rd, Tempe, AZ, 85253	0.54	Street suffix standardised Address re-cased State name converted to code Gender normalised+1 more
CLM-412063	CLM	Bradley Armstrong	1938-01-22	—	—	9526 Park Pl, Minneapolis, MN, 55429	0.54	Street suffix standardised Address re-cased State name converted to code Gender normalised+1 more
CLM-401049	CLM	Christina Singh	1972-07-12	UHC-36281-66	—	1049 Harbor Blvd, Tempe, AZ	0.54	State name converted to code ZIP missing Gender normalised Whitespace trimmed+1 more
CLM-401048	CLM	Christina Singh	1972-07-12	UHC-36281-66	—	1049 Harbor Blvd, Tempe, AZ	0.54	State name converted to code ZIP missing Gender normalised Whitespace trimmed+1 more
CLM-411492	CLM	Gerald Marquez	1943-05-27	—	—	7247 Valley View Dr, Tempe, AZ	0.54	Name re-cased Two-digit birth year ZIP missing Gender normalised+1 more
CLM-414217	CLM	Helen Graham	1985-11-14	—	9308134417	7493 Park Pl, Miami, FL, 33137	0.54	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+1 more
CLM-404232	CLM	BillyJunk	1956-08-02	UHC-22233-15	—	9181 Mountain View Dr, Phoenix, AZ, 85054	0.54	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared+1 more
CLM-404707	CLM	Yuki X Espinoza	1951-06-16	—	2243679502	387 Harbor Blvd, Charlotte, NC, 28206	0.54	Name split from “Last, First”ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
CLM-431186	CLM	Evelyn Herrera	1951-07-16	UHC-76171-21	—	5146 Baseline Rd, Jacksonville, FL	0.54	Two-digit birth year City re-cased ZIP missing Gender normalised+1 more
CLM-409273	CLM	Justin Morgan	1956-06-21	UHC-81951-04	—	4401 Desert Sky Blvd, Tempe, AZ, 85233	0.54	Two-digit birth year City re-cased ZIP+4 trimmed Gender normalised+1 more
CLM-409272	CLM	Justin Morgan	1956-06-21	UHC-81951-04	—	4401 Desert Sky Blvd, Tempe, AZ, 85233	0.54	Two-digit birth year City re-cased ZIP+4 trimmed Gender normalised+1 more
CLM-425222	CLM	Jacqueline Hayes	1983-05-03	—	—	—	0.54	Name split from “Last, First”Phone missing area code Gender normalised Whitespace trimmed+1 more
CLM-417596	CLM	Eugenne Henderson	1993-09-17	UHC-33659-08	—	4184 Jefferson Ave, Chandler, AZ, 85202	0.54	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+1 more
CLM-404163	CLM	Emily Rojas	1973-08-11	—	—	3655 Market St, Las Vegas, NV, 89101	0.54	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+1 more
CLM-432442	CLM	Kayla James	1961-06-15	UHC-27390-20	—	3880 Park Pl, Minneapolis, MN, 55421	0.54	Street suffix standardised Address re-cased State name converted to code Gender normalised+1 more
CLM-403854	CLM	Margaret Torres	1995-06-22	UHC-34210-05	—	1549 Ridge Rd, Jacksonville, FL, 32292	0.54	Name split from “Last, First”City re-cased ZIP+4 trimmed Gender normalised+1 more
CLM-405176	CLM	Charles G Jenkins	1977-07-28	UHC-72962-24	—	7771 Forest Ave # 660, Fresno, CA	0.54	Date of birth reformatted Unit split from street ZIP missing Gender normalised+1 more
CLM-415427	CLM	Cheryl Q Walker	1944-07-15	UHC-28401-80	7362081269	7688 Valley View Dr, San Antonio, TX, 78256	0.54	Name split from “Last, First”Phone reformatted SSN last four extracted Gender normalised+1 more
CLM-417836	CLM	Michael Lynch	1940-03-05	UHC-82219-84	8325494410	4883 Park Pl, Tempe, AZ, 85202	0.54	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+1 more
CLM-419189	CLM	Austin Clark	2007-06-05	UHC-09557-64	5915446811	—	0.54	Two-digit birth year Phone reformatted SSN last four extracted Gender normalised+1 more
CLM-418272	CLM	Shirley P Morgan	1997-05-16	—	—	3737 Meadow Ln, Charlotte, NC	0.54	Street suffix standardised Address re-cased ZIP missing Gender normalised+1 more
CLM-421977	CLM	Kathy Garrett	—	UHC-28181-31	3254585437	6193 Pine Dr, San Antonio, TX, 78259	0.54	Name re-cased Date of birth unreadable State name converted to code Gender normalised+1 more
CLM-403945	CLM	Yuki Fox	1944-10-15	—	—	3744 Park Pl, Denver, CO, 80247	0.54	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+1 more
CLM-425919	CLM	Stephanie Martinez	1978-06-25	—	—	4964 Church St, Sacramento, CA, 95810	0.54	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+1 more
CLM-424161	CLM	Randy Maldonado	1963-10-24	UHC-17028-42	—	8563 Apache Blvd, Glendale, AZ, 85369	0.54	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+1 more
CLM-428498	CLM	Jose Powell	1975-07-26	UHC-57609-34	—	8444 Highland Ave, Chandler, AZ, 85286	0.54	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+1 more
CLM-411617	CLM	Christopher E Peterson	2001-06-01	UHC-41454-71	4827086188	8720 Grand Ave Apt 24, Phoenix, AZ, 85090	0.54	Unit split from street Street suffix standardised Address re-cased Gender normalised+1 more
CLM-410140	CLM	Isabella Le	1954-04-14	UHC-22656-20	9298176639	7791 Desert Sky Blvd, Orlando, FL, 32846	0.54	SSN last four extracted ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
CLM-406309	CLM	Joseph Thompson	1944-11-23	—	—	—	0.54	Name split from “Last, First”Two-digit birth year Gender normalised Whitespace trimmed+1 more
CLM-419417	CLM	Jimmy Long	1972-08-16	UHC-80524-88	—	6078 Mountain View Dr, Nashville, TN, 37251	0.54	Two-digit birth year Phone missing area code Gender normalised Whitespace trimmed+1 more
CLM-420632	CLM	Beverly Y Pierce	1977-11-04	—	—	1374 Central Ave, Austin, TX	0.54	Street suffix standardised Address re-cased ZIP missing Gender normalised+1 more
CLM-404022	CLM	George Hoffman	1962-10-01	UHC-52151-87	—	1238 Palm Dr Apt 10, Houston, TX, 77012	0.54	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
CLM-407722	CLM	Ray Banks	2004-07-09	UHC-53680-51	—	2102 Central Ave, Denver, CO, 80236	0.54	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+1 more
CLM-430428	CLM	Sophia Welch	1938-07-16	UHC-08969-87	—	9297 Church St, San Diego, CA, 92171	0.54	State name converted to code ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
CLM-431046	CLM	Christine Sullivan	2007-09-24	UHC-86497-82	—	4856 Indian School Rd, Eden Prairie, MN, 55332	0.54	Name split from “Last, First”ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
CLM-430640	CLM	Cynthia Stone	1942-04-06	UHC-70398-69	—	3601 Canyon Rd, Fresno, CA, 93754	0.54	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+1 more
CLM-408274	CLM	Nathan Olsoon	1977-08-18	UHC-73329-39	—	7553 Central Ave, Houston, TX, 77034	0.54	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+1 more
CLM-428771	CLM	Sandra Bradley	1970-05-25	UHC-59697-99	7829315135	216 Lake View Rd, Denver, CO	0.54	Street suffix standardised Address re-cased ZIP missing Gender normalised+1 more
CLM-407929	CLM	Bryan Ryan	—	UHC-05334-68	—	1607 Desert Sky Blvd, Sacramento, CA, 95858	0.54	Date of birth unreadable Street suffix standardised Address re-cased Gender normalised+1 more

5,465 rows, page 27 of 110Previous Next