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-403400	CLM	Evelyn Kelly	1961-01-06	UHC-87850-47	9224326417	8427 River Rd, Minneapolis, MN, 55446	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-417091	CLM	Thompson Mason	1973-11-12	UHC-69452-86	—	3206 Willow Ct, Tucson, AZ, 85745	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-420552	CLM	Joyce R Andrews	2003-04-05	—	4118984468	8129 Indian School Rd, Las Vegas, NV, 89139	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-401268	CLM	Masoon Porter	1984-11-16	UHC-76399-31	2927756233	9563 Ocean Ave, Scottsdale, AZ, 85220	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-401269	CLM	Masoon Porter	1984-11-16	UHC-76399-31	2927756233	9563 Ocean Ave, Scottsdale, AZ, 85220	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-429581	CLM	Sophia Johnson	1951-02-24	UHC-85905-54	—	1562 Oak St, Phoenix, AZ, 85009	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-414827	CLM	Christina Ortega	1971-07-03	UHC-06273-61	—	2874 River Rd, Tucson, AZ, 85765	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-428913	CLM	Cheryl Weaver	1965-09-19	UHC-95983-89	5348404923	5516 Lake View Rd, Miami, FL, 33126	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-409867	CLM	Keith Simpson	1974-07-14	—	—	5459 Meadow Ln, Las Vegas, NV, 89139	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-411163	CLM	Kellly Smith	1992-03-27	UHC-61111-64	7669133363	3349 Sage Ct, Orlando, FL, 32889	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-430349	CLM	Omar F Hamilton	1962-12-08	UHC-03261-02	—	6535 Mountain View Dr, San Antonio, TX, 78212	0.74	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-429998	CLM	Daniel Russell	1955-08-06	UHC-04417-79	2428411759	6057 Apache Blvd, Sacramento, CA, 95842	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-410917	CLM	Teresa R Payne	1959-09-23	—	7242527163	6952 Grand Ave, Dallas, TX, 75229	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-410916	CLM	Teresa R Payne	1959-09-23	—	7242527163	6952 Grand Ave, Dallas, TX, 75229	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-406988	CLM	Mark Hunt	1984-06-14	—	7804560399	7893 Sage Ct, Tampa, FL, 33699	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-418304	CLM	Cheryl E Harper	2002-11-10	UHC-30159-90	4408999226	333 Willow Ct, Denver, CO, 80239	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-413031	CLM	Brittany Lucas	2000-03-27	—	5408483129	1258 Park Pl Apt 20, Plano, TX, 75017	0.74	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
CLM-423788	CLM	Mike Matthews	1998-09-14	UHC-27533-36	3932932161	9134 Grand Ave, Glendale, AZ, 85374	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-400328	CLM	Rebecca Little	1941-01-15	UHC-55146-08	5214909740	7903 Desert Sky Blvd, Austin, TX, 78722	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-412008	CLM	Gerald B Jons	1943-06-01	—	2072198039	6618 Church St, Tempe, AZ, 85268	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-428729	CLM	Adam Mitchell	1955-06-06	UHC-63450-13	—	2564 River Rd, Fresno, CA, 93739	0.74	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-425940	CLM	Grace Wong	1974-10-21	UHC-64071-61	8953580520	6636 Market St, Sacramento, CA, 95806	0.74	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-424104	CLM	Edward George	1983-06-17	—	—	3180 Elm St, Austin, TX, 78742	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-403413	CLM	Douglas H Ruiz	1997-09-11	UHC-49143-85	—	4282 Meadow Ln, Tempe, AZ, 85246	0.74	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-407073	CLM	Charlotte Coleman	1994-05-05	UHC-33194-46	7035761622	4598 Baseline Rd, Nashville, TN, 37221	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
CLM-422879	CLM	Jonathan Kelly	1985-10-27	UHC-10931-15	5845997566	5606 Washington St, Phoenix, AZ, 85082	0.74	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-426222	CLM	Walter F Reyes	1992-04-13	UHC-60664-75	—	3935 Lake View Rd, Seattle, WA, 98141	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-431532	CLM	Zachary Scott	1949-12-24	—	—	8108 Canyon Rd, Plano, TX, 75085	0.74	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-402324	CLM	Sophia Carter	1968-04-28	UHC-19887-42	—	1259 Lake View Rd, Mesa, AZ, 85285	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-404464	CLM	Bruce Stephens	1938-03-04	—	4106070075	6482 Union St Apt 5, Orlando, FL, 32844	0.74	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
CLM-408623	CLM	Kyle Vega	1943-01-08	UHC-33957-43	—	7308 Harbor Blvd, Miami, FL, 33134	0.74	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-422938	CLM	George Kennedy	1953-06-02	UHC-87028-23	8164573278	8012 Camelback Rd, Sacramento, CA, 95865	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-416482	CLM	Arthur Guzman	1951-01-13	—	2469255618	3798 Willow Ct, Fresno, CA, 93717	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-416483	CLM	Arthur Guzman	1951-01-13	—	2469255618	3798 Willow Ct, Fresno, CA, 93717	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-406870	CLM	Virginia N Carr	1959-09-19	UHC-61614-40	3254451452	9085 Church St, Dallas, TX, 75283	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-422667	CLM	Sean I Watkins	1967-09-15	UHC-94342-84	2677671121	9284 Ridge Rd, Seattle, WA, 98191	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-423977	CLM	Chuck Couk	1940-12-17	—	—	7669 Hillcrest Rd, Orlando, FL, 32812	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-400589	CLM	Alan L Contreras	1939-06-09	UHC-96866-71	5394291294	7196 Bayshore Dr, Tampa, FL, 33627	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-414624	CLM	Kathy Andrws	1960-05-22	UHC-09149-87	3092080763	4573 Baseline Rd, Phoenix, AZ, 85036	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-430170	CLM	Ryan Campbell	1948-11-08	UHC-41667-04	2964619946	9271 Hillcrest Rd, Atlanta, GA, 30302	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-402185	CLM	Maria Ryan	1938-07-25	UHC-27360-11	—	367 Baseline Rd, Nashville, TN, 37284	0.74	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-404582	CLM	Jacob Simpson	2000-01-24	UHC-02926-18	6627987381	4452 Maple Ave, Charlotte, NC, 28267	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
CLM-430717	CLM	Amanda Q Guerrrero	2007-07-09	UHC-02982-66	4982625552	3110 Jefferson Ave, Denver, CO, 80208	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-429583	CLM	Victoria Lnych	1983-07-12	—	3868037372	5827 Indian School Rd, Sacramento, CA, 95821	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-416473	CLM	Ruth Mills	1958-02-08	UHC-76487-98	7223504715	6603 Elm St, Nashville, TN, 37205	0.74	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-411679	CLM	Carolyn J Fisher	1951-05-24	UHC-83736-19	5153310641	7001 Baseline Rd, Eden Prairie, MN, 55378	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
CLM-409262	CLM	Terry E Rivera	1993-04-10	UHC-56476-05	2339455683	4242 Hillcrest Rd, Miami, FL, 33159	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-408540	CLM	Santiago J Fowler	1946-12-10	UHC-38032-37	2975307721	566 Broadway Apt 8, Las Vegas, NV, 89197	0.74	Name re-cased Phone reformatted Unit split from street Address re-cased+3 more
CLM-413979	CLM	Martha Maldonado	1965-02-23	UHC-91916-41	—	4490 Market St, Nashville, TN, 37266	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-432578	CLM	Melissa Allen	1954-02-25	UHC-41301-70	8376521130	9662 Main St, Chandler, AZ, 85284	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more

5,235 rows, page 46 of 105Previous Next