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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-414400	CLM	Amanda Olson	1996-07-06	—	—	4130 Hillcrest Rd, Columbus, OH	0.64	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more
CLM-428527	CLM	Billy R Dunn	—	UHC-74132-11	7107005817	8863 Bayshore Dr, Fresno, CA, 93746	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-404186	CLM	Alexis Daivs	1952-08-28	UHC-98113-37	—	3470 Bayshore Dr, Los Angeles, CA, 90016	0.64	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
CLM-425177	CLM	James Y Richardson	1943-05-17	UHC-80635-16	—	4127 Highland Ave, Gilbert, AZ, 85229	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
CLM-401753	CLM	Aisha X Stewart	1990-01-28	UHC-19127-09	—	4407 Baseline Rd # 262, Eden Prairie, MN, 55368	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-421488	CLM	Phiilip B Simmons	1967-10-13	UHC-94170-33	—	4893 Maple Ave, Eden Prairie, MN, 55379	0.64	Name re-cased City re-cased State name converted to code Gender normalised+2 more
CLM-400868	CLM	Catherine Ford	—	UHC-79361-30	3644097615	975 Main St, Gilbert, AZ, 85287	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-418842	CLM	Charles Ramos	1960-11-01	UHC-32017-70	6774239370	5609 Camelback Rd Apt 23, Glendale, AZ, 85309	0.64	Two-digit birth year Phone reformatted Unit split from street City re-cased+2 more
CLM-405382	CLM	Arjun Bradley	1959-04-16	—	7419573764	1459 Ocean Ave, Dallas, TX	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-414407	CLM	George Torres	1964-05-20	UHC-42020-09	—	4804 Market St, Mesa, AZ, 85267	0.64	Name re-cased Date of birth reformatted City re-cased State name converted to code+2 more
CLM-418591	CLM	Arjun Ward	1958-02-24	UHC-59588-89	—	5039 Washington St, Minneapolis, MN, 55449	0.64	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
CLM-422416	CLM	Gary Espinoza	1941-02-25	UHC-09582-44	4234665072	1967 Union St, Scottsdale, AZ, 85237	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-430890	CLM	Chris Yang	1961-08-27	UHC-11124-73	—	6043 Church St, Chandler, AZ, 85289	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
CLM-415148	CLM	Aaron Evans	1944-06-16	UHC-51560-75	6935365422	2320 Central Ave, Austin, TX, 78753	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-432428	CLM	Rebecca Howard	1998-06-19	UHC-89882-71	7955729868	7322 Camelback Rd, Austin, TX, 78751	0.64	Name re-cased Two-digit birth year Phone reformatted City re-cased+2 more
CLM-407704	CLM	Natalie Singh	1946-01-04	UHC-94046-18	9673185402	1116 Market St Apt 23, Chandler, AZ, 85260	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-406324	CLM	Sara Carter	1945-03-08	UHC-19581-65	4575658982	4145 Lake View Rd, Phoenix, AZ, 85097	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
CLM-405338	CLM	Frances Jensen	—	—	—	6699 Market St, San Diego, CA, 92101	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
CLM-430693	CLM	Lucia Goemz	—	UHC-42126-16	5283601314	5088 Union St, Gilbert, AZ, 85255	0.64	Date of birth unreadable Member ID reformatted City re-cased ZIP+4 trimmed+2 more
CLM-414534	CLM	Patricya Wang	1950-08-14	UHC-99901-23	—	8628 Maple Ave, Plano, TX	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-414076	CLM	Christina Larson	1995-09-26	UHC-33882-58	—	7029 Market St, Las Vegas, NV, 89190	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
CLM-408958	CLM	Andrea Carroll	1988-07-02	UHC-45950-02	2617194299	6828 Oak St, Sacramento, CA, 95878	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-422851	CLM	George Kelley	1982-01-24	UHC-50392-85	—	1386 Bayshore Dr, Gilbert, AZ, 85275	0.64	Member ID reformatted City re-cased State name converted to code ZIP+4 trimmed+2 more
CLM-422531	CLM	Betty Johnston	1977-01-21	UHC-31784-85	6585984154	4534 Baseline Rd, Houston, TX, 77096	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
CLM-410227	CLM	Loir Cooper	1954-12-05	—	—	7740 Washington St, Las Vegas, NV, 89191	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
CLM-412765	CLM	Steven Cook	1990-08-01	—	—	6710 Market St, Orlando, FL	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-424164	CLM	Larson Gary	1949-11-11	—	—	8955 Canyon Rd, Atlanta, GA, 30374	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
CLM-417603	CLM	Arthur Gibson	1982-09-25	UHC-31926-06	—	6998 Cedar Ln Apt 33, Austin, TX	0.66	Unit split from street City re-cased ZIP missing Whitespace trimmed+1 more
CLM-408470	CLM	Alice Salezar	2002-02-23	—	—	7779 Maple Ave, Mesa, AZ, 85223	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
CLM-414870	CLM	Dot Hudson	1988-11-08	—	—	3077 Meadow Ln, Minneapolis, MN, 55437	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
CLM-408822	CLM	Zachary Bryant	2006-07-04	UHC-87908-27	8807407105	1840 Sage Ct, Charlotte, NC, 28253	0.66	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-421258	CLM	Dot M Bradley	1952-09-12	—	—	634 Canyon Rd # 238, Seattle, WA, 98100	0.66	Name split from “Last, First”Date of birth reformatted Unit split from street City re-cased+1 more
CLM-400853	CLM	Nicholas Colemna	1945-09-10	UHC-80494-31	—	441 Washington St, Chandler, AZ, 85294	0.66	Two-digit birth year City re-cased State name converted to code Whitespace trimmed+1 more
CLM-428812	CLM	Rallph Tran	1938-12-26	—	—	9090 Pine Dr, Sacramento, CA, 95876	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
CLM-403708	CLM	Logan Sanchez	1970-12-08	UHC-37017-96	—	1334 Ridge Rd, Chandler, AZ, 85268	0.66	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+1 more
CLM-411550	CLM	Gbariel T Nguyen	1949-04-25	UHC-08946-13	—	5009 Jefferson Ave Apt 29, Chandler, AZ, 85212	0.66	Unit split from street City re-cased State name converted to code Whitespace trimmed+1 more
CLM-416623	CLM	Wayne Bailey	2007-07-10	UHC-22905-01	7077290054	8816 Forest Ave # 794, Phoenix, AZ, 85017	0.66	Name split from “Last, First”Unit split from street City re-cased Plan code upper-cased+1 more
CLM-423427	CLM	Ralph Knight	1998-02-15	—	—	3878 Jefferson Ave, Seattle, WA, 98155	0.66	City re-cased State name converted to code Gender normalised Whitespace trimmed+1 more
CLM-411284	CLM	Grace K Harrison	1956-10-08	UHC-04847-63	4546100957	592 Ocean Ave, Mesa, AZ, 85256	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
CLM-424592	CLM	Paul Estrada	1983-07-26	UHC-63153-81	—	5930 Ridge Rd Apt 23, Seattle, WA, 98113	0.66	Unit split from street City re-cased ZIP+4 trimmed Whitespace trimmed+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-415791	CLM	Michelle Schultz	1971-05-14	UHC-74086-57	—	4881 Lincoln Way, Scottsdale, AZ, 85245	0.66	Date of birth reformatted City re-cased ZIP+4 trimmed Gender normalised+1 more
CLM-424249	CLM	Walter O Carter	1998-01-14	UHC-11426-79	—	6131 Lincoln Way, Phoenix, AZ	0.66	Two-digit birth year City re-cased ZIP missing Whitespace trimmed+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-423189	CLM	Jesse Armstrong	1941-04-03	UHC-52920-63	8637155511	2778 Elm St, Miami, FL, 33109	0.66	Name split from “Last, First”Date of birth reformatted City re-cased Gender normalised+1 more
CLM-419210	CLM	Judith Robertson	1974-05-11	UHC-96845-24	—	9604 Elm St, Nashville, TN	0.66	City re-cased ZIP missing Gender normalised Whitespace trimmed+1 more
CLM-402244	CLM	Nicholas Santiago	1991-10-19	UHC-71532-02	—	7444 Bayshore Dr, San Diego, CA, 92173	0.66	City re-cased ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
CLM-417818	CLM	Ralph Gibson	1987-03-21	—	5698447571	2194 Baseline Rd Apt 31, Miami, FL, 33143	0.66	Two-digit birth year Unit split from street City re-cased State code upper-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-411650	CLM	Alice Red	1960-03-07	—	—	11 Forest Ave, Los Angeles, CA, 90021	0.66	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+1 more

5,235 rows, page 39 of 105Previous Next