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-430409	CLM	Lucia Campbell	1990-05-09	UHC-20371-54	—	8774 Maple Ave, Fresno, CA, 93723	0.52	Date of birth reformatted Phone missing area code SSN last four extracted Street suffix standardised+2 more
CLM-421676	CLM	Janice K Fox	1953-01-27	—	—	3828 Meadow Ln, Nashville, TN	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-428690	CLM	Lucia Rios	1939-04-02	—	—	5436 Camelback Rd, Denver, CO, 80248	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+2 more
CLM-428691	CLM	Lucia Rios	1939-04-02	—	—	5436 Camelback Rd, Denver, CO, 80248	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+2 more
CLM-407519	CLM	Melissa Walsh	—	UHC-81070-15	6585928689	9218 Bayshore Dr, Phoenix, AZ, 85051	0.52	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+2 more
CLM-431988	CLM	Austin Hansen	2002-05-16	—	—	9390 Lincoln Way, Minneapolis, MN, 55410	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+2 more
CLM-412805	CLM	Brittany Hernandez	1972-01-22	—	—	8092 Washington St, Miami, FL, 33152	0.52	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+2 more
CLM-408675	CLM	Mariana L Russell	1975-04-08	UHC-35952-60	7172387587	9455 Ridge Rd, Nashville, TN	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-402289	CLM	Lauren Guzman	1969-10-09	UHC-74677-14	8047247512	6579 Bayshore Dr, Dallas, TX	0.52	Street suffix standardised Address re-cased State name converted to code ZIP missing+2 more
CLM-407703	CLM	Natalie Singh	1946-01-04	—	—	1116 Market St, Chandler, AZ	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+2 more
CLM-406932	CLM	Amber O Delgado	1998-09-15	UHC-52060-85	—	6469 Market St, Minneapolis, MN, 55401	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-416321	CLM	Gabriel Carr	2007-02-14	—	—	2015 Jefferson Ave, Tempe, AZ, 85272	0.52	Name split from “Last, First”Date of birth reformatted Phone missing area code Street suffix standardised+2 more
CLM-408729	CLM	Fernandez Maria	1962-12-10	UHC-85600-60	—	9762 Forest Ave, Gilbert, AZ, 85255	0.52	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+2 more
CLM-430828	CLM	Sandra Jaackson	1946-04-25	UHC-53077-56	—	3183 Union St # 539, Fresno, CA, 93728	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-431878	CLM	Jeremy Dunncan	1977-04-20	—	—	3976 Mountain View Dr, Fresno, CA, 93709	0.52	SSN last four extracted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-403856	CLM	Shirley Fowler	1997-01-19	UHC-32210-23	—	6694 Sage Ct, San Diego, CA	0.52	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-420586	CLM	Margaret Carlson	1983-05-22	—	—	4067 Ridge Rd, Plano, TX, 75003	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-426411	CLM	Frances Payne	2003-01-05	—	—	2425 Willow Ct, Scottsdale, AZ, 85252	0.52	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-422762	CLM	Omar Freeman	1968-07-21	UHC-21072-58	7112739404	6603 Highland Ave, Seattle, WA, 98178	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-428152	CLM	Gloria Yang	1940-02-03	UHC-03625-33	—	9382 Indian School Rd, Orlando, FL, 32871	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-413032	CLM	Brittany Lucas	2000-03-27	—	—	1258 Park Pl, Plano, TX, 75017	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-424167	CLM	Mark Reyes	1985-09-11	—	—	5171 Sage Ct, Gilbert, AZ, 85204	0.52	Two-digit birth year Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-404337	CLM	Ruth Q Hamilton	1955-10-14	UHC-05019-35	—	8217 Oak St, Phoenix, AZ, 85095	0.52	Street suffix standardised Address re-cased State name converted to code ZIP+4 trimmed+2 more
CLM-409420	CLM	Richards Luis	1969-08-21	UHC-28814-43	9204617339	6338 Indian School Rd # 705, Gilbert, AZ, 85225	0.52	Unit split from street Street suffix standardised Address re-cased Gender normalised+2 more
CLM-408384	CLM	Joe Robinson	1941-10-27	—	2634106889	5475 Lake View Rd, Jacksonville, FL	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-425672	CLM	Paul Richardson	—	UHC-64897-23	—	2787 Park Pl, Tampa, FL, 33669	0.52	Name split from “Last, First”Date of birth unreadable Street suffix standardised Address re-cased+2 more
CLM-424701	CLM	Sarah Guzman	1958-02-16	UHC-06472-19	—	2816 Sage Ct, San Antonio, TX, 78282	0.52	Name re-cased Two-digit birth year Phone missing area code Street suffix standardised+2 more
CLM-403093	CLM	Sharon Olson	1999-08-10	UHC-00596-77	—	8016 Willow Ct, Houston, TX, 77060	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-417231	CLM	Hiroshi Vazquez	1939-07-09	UHC-36775-70	—	1689 Grand Ave, Dallas, TX, 75258	0.52	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-403229	CLM	Megan Perkins	1985-09-03	—	—	3220 Camelback Rd Apt 8, Seattle, WA, 98196	0.52	Unit split from street Street suffix standardised Address re-cased Gender normalised+2 more
CLM-401259	CLM	Nancy Delgado	1969-01-08	—	—	6958 Park Pl, Orlando, FL, 32816	0.52	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
CLM-414594	CLM	—Junk	1963-06-14	UHC-45096-59	—	3449 Forest Ave, Plano, TX, 75017	0.52	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
CLM-408906	CLM	Kevin Rice	2000-08-06	—	—	8670 Main St, Chandler, AZ, 85265	0.52	SSN last four extracted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-416966	CLM	Alice Baliey	1959-05-04	UHC-91287-15	—	1607 Union St, Phoenix, AZ	0.52	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-404399	CLM	Noah Vasquez	1962-02-27	UHC-16757-75	—	8356 Camelback Rd # 449, San Antonio, TX	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-405720	CLM	Mary Schmidt	1977-05-21	—	—	6452 Harbor Blvd, Miami, FL, 33132	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-407303	CLM	Kayla Graham	1955-06-10	—	—	1485 Baseline Rd, Columbus, OH, 43288	0.52	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+2 more
CLM-427302	CLM	Logan Vargas	1965-06-07	UHC-17983-86	8119287403	2581 River Rd, Las Vegas, NV, 89139	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-404533	CLM	Hiroshi Kelley	1950-10-21	—	—	2695 Indian School Rd Apt 9, Phoenix, AZ, 85004	0.52	Unit split from street Street suffix standardised Address re-cased Gender normalised+2 more
CLM-416795	CLM	Elijah Tucker	1958-10-28	UHC-81872-55	—	6906 Harbor Blvd, Plano, TX	0.52	Two-digit birth year Street suffix standardised Address re-cased ZIP missing+2 more
CLM-401659	CLM	Timothy Carpenter	1991-02-01	—	—	9850 Mesa Dr, San Antonio, TX, 78252	0.52	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-421708	CLM	Lauren D Montgomery	1963-12-10	—	7428355449	2528 Desert Sky Blvd Apt 4, Minneapolis, MN, 55495	0.52	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+2 more
CLM-418237	CLM	Edward C Peterson	1965-05-18	UHC-86064-90	—	1428 Maple Ave, Orlando, FL, 32889	0.52	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+2 more
CLM-400471	CLM	Mei Harvey	1954-12-02	—	—	4291 Harbor Blvd, Orlando, FL, 32821	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-404756	CLM	Jesse Gardner	1984-12-15	UHC-82310-03	4489826754	149 Forest Ave, Los Angeles, CA, 90048	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-427294	CLM	Cheryl M Pena	1992-06-08	UHC-77349-09	—	5459 Valley View Dr, Minneapolis, MN, 55480	0.52	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
CLM-411109	CLM	Adam Rogers	1991-02-14	UHC-08320-64	—	550 Valley View Dr, Tampa, FL, 33679	0.52	Street suffix standardised Address re-cased State name converted to code ZIP+4 trimmed+2 more
CLM-431256	CLM	Andrew Lopez	2007-07-26	—	—	6398 Spring St Apt 26, Scottsdale, AZ, 85251	0.52	Phone missing area code Unit split from street Street suffix standardised Address re-cased+2 more
CLM-431257	CLM	Andrew Lopez	2007-07-26	—	—	6398 Spring St Apt 26, Scottsdale, AZ, 85251	0.52	Phone missing area code Unit split from street Street suffix standardised Address re-cased+2 more
CLM-416586	CLM	Heen Mejya	1987-01-20	UHC-40105-27	—	9445 Desert Sky Blvd, Eden Prairie, MN	0.52	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more

16,411 rows, page 48 of 329Previous Next