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 “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

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-411526	CLM	Jose Barnes	1979-07-16	UHC-53140-13	2354606618	7290 Cedar Ln, Austin, TX, 78722	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+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-411258	CLM	Jessica Vargas	1971-11-27	—	4374826481	4014 Sunset Blvd, Glendale, AZ, 85329	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-426895	CLM	Isabella Mendoza	1953-11-27	UHC-26500-93	6718099197	4776 Lake View Rd, Austin, TX, 78715	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-421783	CLM	Hannah Brooks	1990-02-06	UHC-39010-28	6338234325	2962 Market St, Tempe, AZ, 85227	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-412230	CLM	Yuki King	1991-07-06	UHC-91956-26	4846826628	3840 Canyon Rd, Miami, FL, 33179	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-408273	CLM	Glooria Webb	1941-12-28	UHC-39563-01	4218900395	7915 Mountain View Dr, Austin, TX, 78757	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-426266	CLM	Camila Green	1991-08-15	UHC-53157-96	6295649368	8860 Willow Ct, Phoenix, AZ, 85067	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+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-428196	CLM	Gary Jenkins	1988-12-04	—	6827150949	9616 Desert Sky Blvd, Los Angeles, CA, 90006	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+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-430968	CLM	Jonathan Simmons	1988-05-11	UHC-03464-95	7915150208	8022 Jefferson Ave, Las Vegas, NV, 89194	0.74	Name re-cased Date of birth reformatted Phone reformatted State code upper-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-415177	CLM	Peter Alexander	1956-02-21	—	6654591094	4354 Spring St, Scottsdale, AZ, 85259	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-403598	CLM	Isabella Griffin	1958-12-20	UHC-44529-74	8117320200	8641 Main St, Houston, TX, 77018	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+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-420611	CLM	Lori Montgomery	2005-10-14	UHC-72169-83	7265208866	2285 Baseline Rd, Dallas, TX, 75225	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-430442	CLM	Gerald Anderson	1999-08-03	UHC-60914-75	7809085422	6481 Lake View Rd, Mesa, AZ, 85283	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+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-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-415765	CLM	Cheryl U Stephens	1986-06-06	—	7482697831	8588 Washington St, Miami, FL, 33176	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-412030	CLM	Keith Z Lopez	1954-12-07	UHC-85819-38	4926077912	5191 Spring St, Fresno, CA, 93714	0.74	Date of birth reformatted Phone reformatted Member ID reformatted State name converted to code+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-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-408336	CLM	Mateo Gonzales	1978-04-10	UHC-83490-21	4712284517	7746 Ocean Ave, Tempe, AZ, 85292	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-413831	CLM	Timothy Gonzalez	1941-09-16	UHC-61416-81	4007391945	9092 Willow Ct, Minneapolis, MN, 55494	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-403209	CLM	Mei Nelzon	1967-01-20	UHC-07035-40	—	1030 Cedar Ln, Mesa, AZ, 85246	0.74	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+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-402719	CLM	Marcus Marshall	1992-01-02	—	5889796959	9121 Baseline Rd, Mesa, AZ, 85226	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-413757	CLM	George Reynolds	1989-10-21	—	5128949093	7003 Valley View Dr, Glendale, AZ, 85329	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-413758	CLM	George Reynolds	1989-10-21	—	5128949093	7003 Valley View Dr, Glendale, AZ, 85329	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+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-432256	CLM	Victoria Dunn	2001-10-11	UHC-06859-93	—	8891 Canyon Rd, Tampa, FL, 33620	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-416265	CLM	Jonathan Weaver	1970-01-17	—	8689333157	7790 Park Pl, Nashville, TN, 37221	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-416408	CLM	Arjun Robertson	1980-11-11	UHC-87084-84	4112212069	4498 Washington St, Jacksonville, FL, 32242	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-403850	CLM	Larry Arnold	1978-01-01	—	2113956342	1043 Ocean Ave, Tucson, AZ, 85745	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-415553	CLM	Gregory Howard	1941-03-20	UHC-16734-85	8202439409	101 Main St, Tucson, AZ, 85777	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+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-410601	CLM	Paul Bailey	1947-01-06	—	3434219269	2994 Pine Dr, Las Vegas, NV, 89146	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-406235	CLM	Victoria Schmidt	1988-06-12	—	5377627244	4939 Church St, Gilbert, AZ, 85276	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-412658	CLM	Dorothy D Mndoza	2003-07-02	UHC-99229-94	8487269376	953 Ocean Ave, Miami, FL, 33128	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-401043	CLM	Jesse Hunt	2006-12-05	UHC-34095-99	—	8783 Jefferson Ave, Gilbert, AZ, 85219	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-401615	CLM	Ralph C Harper	1950-06-14	UHC-37758-70	8224266008	712 Elm St, Plano, TX, 75055	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+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

10,559 rows, page 66 of 212Previous Next