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 “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
CLM-401335	CLM	Saa W Gomez	2002-04-12	UHC-60271-38	6536545230	5624 Elm St, Columbus, OH, 43298	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-429198	CLM	Daniel Alexander	1961-03-27	—	—	100 Oak St, Nashville, TN, 37228	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
CLM-406154	CLM	Austin Robertson	1968-04-21	—	—	8721 Palm Dr, Las Vegas, NV, 89127	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-410966	CLM	Hiroshi Harrison	1948-04-27	UHC-09174-09	—	8739 Ocean Ave, Las Vegas, NV, 89129	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-428626	CLM	Douglas Kelly	1994-05-25	—	9644424332	9857 Washington St, Charlotte, NC, 28231	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-430174	CLM	John Matthews	1957-08-27	UHC-47617-95	—	5065 Indian School Rd, Plano, TX, 75029	0.66	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+1 more
CLM-415250	CLM	Tyler Gomez	1972-04-01	—	—	33 Main St, Atlanta, GA, 30370	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
CLM-413015	CLM	Gabriel Dominguez	1961-06-01	UHC-64727-36	—	3778 Spring St, Scottsdale, AZ, 85282	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-420311	CLM	Sandra Kellye	1960-02-27	UHC-48028-88	—	6943 Lincoln Way, Tucson, AZ	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
CLM-426101	CLM	Beveryl Morales	1955-05-12	UHC-59503-45	—	1235 Cedar Ln, San Diego, CA, 92176	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-423142	CLM	Olivia Tucker	1946-05-01	UHC-36764-81	5856017147	6613 Highland Ave, Tucson, AZ, 85780	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-425249	CLM	Ethan S Sims	1969-05-08	UHC-64045-26	—	6288 Elm St, Plano, TX, 75005	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-410991	CLM	Julia Franklin	2001-03-26	UHC-21881-25	3883961290	2038 Indian School Rd, Jacksonville, FL	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-413766	CLM	Bradley Fowler	1996-12-25	UHC-39855-06	8015735865	9853 Lake View Rd, Gilbert, AZ, 85288	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-427117	CLM	Gabriel Gonzalez	1939-10-10	UHC-48725-02	7556039946	2465 Central Ave # 885, Orlando, FL, 32877	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
CLM-431676	CLM	Sophia Jacobs	1941-04-15	UHC-74205-24	2473106664	8862 Bayshore Dr # 497, Mesa, AZ, 85209	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
CLM-411944	CLM	Russell Montgomery	1939-05-18	UHC-52136-18	9443287899	1323 Elm St # 996, Tampa, FL, 33654	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
CLM-413670	CLM	Charles Hayes	1979-05-14	UHC-18806-91	—	4463 Park Pl, Houston, TX, 77073	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-418158	CLM	Christopher Cunningham	1990-03-02	UHC-09111-69	—	9136 Apache Blvd, Seattle, WA, 98120	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-417203	CLM	Carlos Torres	1970-09-14	UHC-33962-64	—	1314 Hillcrest Rd, Mesa, AZ, 85220	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-414656	CLM	Ralph Hudson	1995-08-07	—	—	1667 Mountain View Dr, Jacksonville, FL, 32262	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-413053	CLM	Deborah O Godron	1941-05-26	UHC-25069-01	3398306272	6829 Ridge Rd, Houston, TX, 77007	0.66	Street suffix standardised Address re-cased State name converted to code Email lower-cased+1 more
CLM-425399	CLM	Isabella Lee	1954-08-09	—	—	4462 Market St, Atlanta, GA, 30368	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-416805	CLM	Aaron Hernandez	1991-12-10	—	—	4536 Union St, Tempe, AZ	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
CLM-430406	CLM	Michelle Gordon	1967-03-12	—	5074035468	5834 River Rd, Minneapolis, MN	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
CLM-403655	CLM	Camila Montgomery	2007-10-20	UHC-03721-09	—	8901 Pine Dr, Minneapolis, MN, 55432	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
CLM-421495	CLM	Carol Garza	1993-10-02	UHC-47943-41	—	7562 Sunset Blvd, Plano, TX, 75037	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
CLM-407698	CLM	Carol K Stephens	1964-07-24	UHC-03862-38	2656162827	81 Cedar Ln, Sacramento, CA, 95887	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-404170	CLM	Jean Walsh	1949-10-02	—	—	2051 Canyon Rd, Los Angeles, CA, 90059	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-401751	CLM	Agnela Fowler	1969-11-24	UHC-91761-70	—	1269 Sage Ct, Tempe, AZ, 85283	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
CLM-417035	CLM	Laura Diaz	1949-03-22	UHC-36829-61	7755329350	3940 Bayshore Dr # 785, Phoenix, AZ, 85099	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
CLM-404690	CLM	Ahmad Vega	2002-10-16	—	—	3061 Maple Ave, Tucson, AZ, 85739	0.66	Phone missing area code Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-400322	CLM	Peter C Garrett	1981-03-11	UHC-70030-79	3327854244	8443 Oak St, Fresno, CA, 93783	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-425116	CLM	Sean Larson	1990-01-19	—	3963992486	3183 Camelback Rd, Sacramento, CA, 95844	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-416181	CLM	Mari Castro	1973-08-17	UHC-68892-31	—	571 Maple Ave, Denver, CO, 80249	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-408805	CLM	Gerald Mendez	1938-07-14	UHC-57711-14	—	6822 Baseline Rd, Columbus, OH, 43244	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-420087	CLM	Betty Vega	1946-04-04	UHC-40806-34	2937539021	1690 Bayshore Dr, Columbus, OH, 43248	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-430469	CLM	Timoty Spencer	1995-07-19	UHC-67042-57	7169660914	8036 Lake View Rd, Eden Prairie, MN, 55314	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-410312	CLM	Benjamin Jones	1991-05-27	UHC-38434-13	—	4261 Sunset Blvd, Columbus, OH, 43263	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-403005	CLM	David J Turner	2008-02-01	UHC-49519-18	—	6730 Sage Ct, Tampa, FL, 33629	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-428747	CLM	Peter H Perry	1943-06-26	—	—	5594 Elm St, Orlando, FL, 32836	0.66	Middle initial moved out of first name Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-409528	CLM	Matthew Hanson	1944-12-11	—	2927607482	1870 Spring St, Glendale, AZ, 85325	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-424217	CLM	Brandon Guzman	1948-12-09	UHC-75095-65	—	3766 Sunset Blvd, Tempe, AZ	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
CLM-418340	CLM	Doulgas Gomez	1989-08-20	UHC-25187-47	6899796529	1670 Ocean Ave, San Antonio, TX, 78242	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-431742	CLM	Jason Brown	1949-07-18	UHC-16548-66	—	1334 Palm Dr, Nashville, TN, 37205	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-429478	CLM	Theresa Rogers	1966-02-03	UHC-93439-83	7816874581	5959 Forest Ave, Mesa, AZ	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
CLM-402138	CLM	Bruce B Johnston	1957-08-10	—	—	3273 Harbor Blvd, Dallas, TX, 75275	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-412566	CLM	Kathleen Lane	—	UHC-31114-80	—	7643 Highland Ave, Miami, FL, 33193	0.66	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+1 more
CLM-405388	CLM	Maria P Ramso	1947-07-08	UHC-85846-50	4622716464	4261 Maple Ave, Tucson, AZ, 85707	0.66	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+1 more
CLM-425472	CLM	Diana I Howell	1946-09-28	UHC-87462-48	7825517719	6018 Apache Blvd, Dallas, TX	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more

16,411 rows, page 141 of 329Previous Next