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 “ZIP missing”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP missingClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-400433	CLM	Laura Rivera	1959-10-04	UHC-17261-47	3817026662	8899 Cedar Ln, Mesa, AZ	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-429258	CLM	Isabella B Jordan	1988-09-27	UHC-55243-09	7465040423	4855 Spring St, Phoenix, AZ	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-429699	CLM	Douglas Banks	1982-01-06	—	9019060778	1901 Mountain View Dr, Sacramento, CA	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-421953	CLM	George Crawford	1968-03-12	UHC-18913-17	7744154163	2808 Oak St, Phoenix, AZ	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-422777	CLM	Michelle Burns	1938-06-03	UHC-94933-30	3189326726	4095 Park Pl, Dallas, TX	0.60	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
CLM-420832	CLM	Sean N Chapman	2002-02-14	UHC-35561-40	5998998129	6702 Church St, Minneapolis, MN	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-431870	CLM	Michael McDonald	1982-07-05	UHC-87977-24	2312030340	6489 Camelback Rd, Gilbert, AZ	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-423833	CLM	Christine Pwell	1984-11-14	UHC-91272-76	9619844221	1042 Maple Ave, Houston, TX	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-423832	CLM	Christine Pwell	1984-11-14	UHC-91272-76	9619844221	1042 Maple Ave, Houston, TX	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-413083	CLM	Hiroshi Rogers	1986-08-07	UHC-98848-91	4746107880	3858 Baseline Rd, Miami, FL	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-424288	CLM	Mei Rogers	1965-01-05	UHC-26204-76	—	6945 Jefferson Ave, Miami, FL	0.60	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
CLM-418283	CLM	Abigail Aguilar	1997-05-25	UHC-54533-25	—	8621 Hillcrest Rd, Las Vegas, NV	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-428299	CLM	Mychael N Carpenter	1995-07-11	UHC-99707-65	7864243532	8019 Market St, Plano, TX	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-422238	CLM	Joseph M Daniels	1995-07-13	—	8167990088	2516 Hillcrest Rd, Nashville, TN	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-415597	CLM	Ruth Hall	1968-09-24	—	2722957547	470 Apache Blvd, Columbus, OH	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-408721	CLM	Jerry Scott	2004-10-26	UHC-49219-18	3052959367	8838 Baseline Rd, Nashville, TN	0.62	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
CLM-418697	CLM	George E Shaw	1984-10-02	—	7996539568	6572 Bayshore Dr, Tucson, AZ	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-417848	CLM	Sean Castro	1973-07-25	—	9756356992	9846 Bayshore Dr, Tampa, FL	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-431755	CLM	Ann J Espinoza	1943-08-06	UHC-65635-70	4807905379	2040 Desert Sky Blvd, Sacramento, CA	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-405412	CLM	Hannah G Garrett	1993-01-09	UHC-32176-42	6057650156	478 Sunset Blvd, Minneapolis, MN	0.62	Member ID reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-401068	CLM	Nathan Delgado	1947-12-17	—	2056078663	2913 Willow Ct, Chandler, AZ	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-425135	CLM	Marcs Wallace	1954-02-11	—	—	5894 Bayshore Dr, Miami, FL	0.62	Name re-cased Date of birth reformatted City re-cased ZIP missing+3 more
CLM-408440	CLM	Ralph Carpenter	1967-06-11	—	7894909266	9818 Baseline Rd, Jacksonville, FL	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-414201	CLM	Santiago Black	1982-03-02	UHC-79415-28	—	1674 Meadow Ln, Miami, FL	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-401314	CLM	Ahmed Schultz	2005-09-27	—	6079607108	6157 Hillcrest Rd, Las Vegas, NV	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-404256	CLM	Russell R Warren	1989-02-01	—	3156982261	1252 Market St, Gilbert, AZ	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-404494	CLM	Jonathan V Cunningham	1988-01-15	UHC-32520-91	8528182373	8972 Union St, Minneapolis, MN	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-409381	CLM	Anna Carlson	1992-01-24	—	6602947481	2529 Sunset Blvd, Gilbert, AZ	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-409382	CLM	Anna Carlson	1992-01-24	—	6602947481	2529 Sunset Blvd, Gilbert, AZ	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-407604	CLM	Sarah Delgado	1978-12-28	UHC-09654-90	—	3922 Maple Ave, Seattle, WA	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-422519	CLM	Helen Williams	1978-04-25	UHC-69324-22	3814271921	1803 Bayshore Dr, San Antonio, TX	0.62	Name re-cased Phone reformatted City re-cased ZIP missing+3 more
CLM-425827	CLM	Christina Schmidt	1996-06-17	UHC-77684-45	9199326338	113 Highland Ave, Mesa, AZ	0.62	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-400376	CLM	Glorria Woods	1998-09-16	UHC-12398-94	—	6142 Jefferson Ave, San Antonio, TX	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-415155	CLM	Amber Burke	1994-03-09	UHC-16041-55	8909274970	8073 Sunset Blvd, Austin, TX	0.62	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-426921	CLM	Theresa Washington	1957-04-11	UHC-57051-33	9374368834	3875 Washington St, Scottsdale, AZ	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-411821	CLM	Vincent Jones	1975-09-01	UHC-15101-05	—	3540 Jefferson Ave, Nashville, TN	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-414198	CLM	Nathan W Hudson	1968-11-07	UHC-52176-20	—	432 Main St, Atlanta, GA	0.62	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
CLM-421573	CLM	Diego Espinoza	2002-04-14	—	4488805527	6566 Valley View Dr Apt 40, Miami, FL	0.62	Name re-cased Phone reformatted Unit split from street City re-cased+3 more
CLM-420364	CLM	Ashley L Ramos	1994-03-27	—	9385921902	1140 Forest Ave, Jacksonville, FL	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-416359	CLM	Gabriel Estrada	1989-03-12	UHC-50678-72	—	1134 Broadway, Charlotte, NC	0.62	Name re-cased Date of birth reformatted Address re-cased ZIP missing+3 more
CLM-401105	CLM	James Sara	1964-06-24	—	5152087217	2639 Sage Ct, Tempe, AZ	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-408235	CLM	Willie Fox	1959-07-18	UHC-90861-56	—	6086 Harbor Blvd, Mesa, AZ	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-427227	CLM	Michelle Soto	1948-06-18	—	4596715037	4713 Lincoln Way, Scottsdale, AZ	0.62	Name re-cased Phone reformatted City re-cased State name converted to code+3 more
CLM-426507	CLM	Jordan Walker	1988-02-19	—	2524509237	3465 Union St, Columbus, OH	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-424682	CLM	William Rivera	1971-03-13	UHC-47674-88	—	3566 Willow Ct, San Diego, CA	0.62	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
CLM-408786	CLM	Jean Burton	2005-12-17	UHC-63224-77	9776738027	8348 Bayshore Dr, Orlando, FL	0.62	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
CLM-409459	CLM	Justin Shaw	1985-07-27	UHC-22694-54	—	861 Ridge Rd, Dallas, TX	0.62	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-421278	CLM	Elizabeth Santiago	1974-02-24	UHC-79914-44	4634165665	1713 Ridge Rd, Mesa, AZ	0.62	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
CLM-411682	CLM	Barbara Robinson	1958-02-05	—	2662218485	1109 Hillcrest Rd, Los Angeles, CA	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-432076	CLM	Emily Z Shaw	1992-02-13	UHC-67683-28	—	1137 Washington St # 546, Gilbert, AZ	0.62	Name re-cased Date of birth reformatted Member ID reformatted Unit split from street+3 more

2,072 rows, page 16 of 42Previous Next