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-419341	CLM	Richard Boyd	1957-09-01	—	—	7982 Central Ave, Glendale, AZ, 85337	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-426451	CLM	Gerald Robertson	1946-09-20	UHC-52253-14	—	2789 Palm Dr, Phoenix, AZ, 85083	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-426702	CLM	Philip Ferguson	1939-02-06	—	—	1732 Union St, San Diego, CA, 92100	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
CLM-414032	CLM	Alexander D Guzman	1954-02-08	UHC-51864-50	8114401953	6252 Pine Dr, Dallas, TX, 75250	0.80	Date of birth reformatted Phone reformatted ZIP+4 trimmed Placeholder values cleared
CLM-407171	CLM	Jose Fuller	1988-04-27	UHC-59366-38	—	—	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-413327	CLM	Martha Campbell	1939-01-15	UHC-30282-20	—	4725 Highland Ave, Plano, TX, 75075	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-428558	CLM	Natalie Phillips	1986-10-11	—	—	1429 Cedar Ln, Gilbert, AZ	0.80	Date of birth reformatted City re-cased ZIP missing Placeholder values cleared
CLM-411607	CLM	Noah Burton	1952-04-05	—	—	—	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
CLM-410214	CLM	Sarah V Hansen	1991-12-08	UHC-41536-07	—	8339 Bayshore Dr, Minneapolis, MN, 55496	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-427919	CLM	Andrea Olson	1990-04-16	UHC-41097-65	—	4035 Forest Ave, Glendale, AZ	0.80	Date of birth reformatted ZIP missing Whitespace trimmed Placeholder values cleared
CLM-415779	CLM	Emma Rojas	2008-10-11	UHC-27356-85	6893282164	1920 Spring St, Las Vegas, NV	0.80	Name re-cased Date of birth reformatted ZIP missing Placeholder values cleared
CLM-415251	CLM	Tyler Gomez	1972-04-01	UHC-20079-30	2977448220	33 Main St, Atlanta, GA, 30370	0.80	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed
CLM-407115	CLM	Anna Marshall	2004-09-25	UHC-40846-63	—	3775 Sunset Blvd Apt 39, Minneapolis, MN, 55452	0.80	Date of birth reformatted Unit split from street Whitespace trimmed Placeholder values cleared
CLM-412203	CLM	Katherine Y Payne	1952-10-06	UHC-90245-36	5863945325	6477 Union St, Minneapolis, MN, 55453	0.80	Middle initial moved out of first name Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-423356	CLM	Aaron W Aguilar	1987-05-12	—	4258706848	8520 Meadow Ln, Austin, TX, 78798	0.80	Middle initial moved out of first name Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-424960	CLM	Jesse Weaver	1958-11-12	UHC-76848-80	—	—	0.80	Name re-cased Date of birth reformatted Phone missing area code Placeholder values cleared
CLM-418421	CLM	Joseph Vargas	1967-03-08	UHC-78519-23	7969068393	—	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-405066	CLM	Donna Torres	1978-02-11	—	—	—	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
CLM-422643	CLM	Timothy Rios	1974-03-18	—	—	8728 Sage Ct, Miami, FL, 33123	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-400443	CLM	Sean Evans	1958-08-01	UHC-66436-57	—	5226 Oak St, Los Angeles, CA, 90009	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-415896	CLM	Virginia W Bennett	2007-07-09	UHC-85901-18	—	3368 Lincoln Way, San Antonio, TX, 78246	0.80	Name split from “Last, First”Date of birth reformatted Member ID reformatted Placeholder values cleared
CLM-414136	CLM	Betty Russell	1946-01-04	UHC-61120-67	—	8845 Sunset Blvd, Orlando, FL, 32866	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-425531	CLM	Judy Hawkins	1997-01-20	UHC-29542-31	8818646037	1764 Ridge Rd, Phoenix, AZ, 85022	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-430401	CLM	Ruth Rice	1957-04-09	—	—	8970 Elm St, Columbus, OH, 43234	0.80	Date of birth reformatted City re-cased State name converted to code Placeholder values cleared
CLM-424872	CLM	Alice Porter	1985-07-23	—	—	5235 Lake View Rd, Tempe, AZ, 85232	0.80	Name re-cased Date of birth reformatted State name converted to code Placeholder values cleared
CLM-424147	CLM	Michael Ferguson	1991-08-02	—	—	—	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
CLM-431722	CLM	Joan Dunn	2007-10-11	UHC-24034-56	—	1352 Palm Dr, Tucson, AZ, 85747	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-400982	CLM	David S Moreno	1968-02-28	UHC-71942-05	—	7932 Willow Ct, Plano, TX, 75047	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-413385	CLM	Elijah Boyd	2000-09-03	UHC-80648-57	6663958132	—	0.80	Date of birth reformatted Phone reformatted Gender normalised Placeholder values cleared
CLM-428883	CLM	Austin Garcia	1972-07-16	UHC-61676-05	5404448463	8689 Meadow Ln Apt 33, Sacramento, CA, 95863	0.80	Date of birth reformatted Unit split from street Whitespace trimmed Placeholder values cleared
CLM-419196	CLM	Maria Campbell	1986-11-08	UHC-54075-92	2086846093	3520 Lincoln Way, Charlotte, NC, 28219	0.80	Date of birth reformatted Phone reformatted Gender normalised Placeholder values cleared
CLM-431118	CLM	Sandra Patel	1949-08-26	—	—	1517 Park Pl, Nashville, TN, 37249	0.80	Name re-cased Date of birth reformatted Gender normalised Placeholder values cleared
CLM-425701	CLM	Betty Willis	1958-07-17	UHC-87716-71	9513124114	2735 Cedar Ln, Houston, TX, 77086	0.80	Name re-cased Date of birth reformatted ZIP+4 trimmed Placeholder values cleared
CLM-400948	CLM	Heather Lopez	1941-12-08	—	5406316183	2352 Ridge Rd, Seattle, WA, 98122	0.80	Date of birth reformatted Phone reformatted State name converted to code Placeholder values cleared
CLM-432655	CLM	Stephen Watkins	1966-10-20	UHC-21594-17	3607863037	—	0.80	Date of birth reformatted Phone reformatted SSN last four extracted Placeholder values cleared
CLM-424150	CLM	Laura Patterson	2006-10-22	—	9648179466	8239 Meadow Ln, Fresno, CA, 93744	0.80	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased
CLM-410282	CLM	Santiago C Watson	1962-07-25	UHC-78715-95	—	9573 Sage Ct, Los Angeles, CA, 90024	0.80	Date of birth reformatted State name converted to code Whitespace trimmed Placeholder values cleared
CLM-417508	CLM	Hiroshi Meyer	1988-10-03	UHC-79807-84	—	3492 Willow Ct, Austin, TX, 78723	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-404882	CLM	Kayla Williamson	2008-07-14	—	4432446373	—	0.80	Date of birth reformatted Phone reformatted Gender normalised Placeholder values cleared
CLM-404881	CLM	Kayla Williamson	2008-07-14	—	4432446373	—	0.80	Date of birth reformatted Phone reformatted Gender normalised Placeholder values cleared
CLM-424693	CLM	Julia Dean	1987-06-17	UHC-21980-71	—	—	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-407889	CLM	Vincent V Palmer	1969-09-01	—	—	6694 Market St, Seattle, WA, 98173	0.80	Date of birth reformatted Phone missing area code Whitespace trimmed Placeholder values cleared
CLM-408288	CLM	Russell Meyer	1974-02-15	UHC-54061-64	9374545520	9097 Elm St, Austin, TX, 78738	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-413516	CLM	Elizabeth Perez	1978-05-21	UHC-65690-96	7936434049	7103 Pine Dr, Dallas, TX, 75278	0.80	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed
CLM-409204	CLM	Mariana Clark	1963-08-20	UHC-09124-57	—	2426 Cedar Ln, Los Angeles, CA, 90050	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-429951	CLM	Frances Hansen	1958-11-10	UHC-28727-85	—	1316 Ocean Ave, Houston, TX, 77016	0.80	Name re-cased Date of birth reformatted State name converted to code Placeholder values cleared
CLM-401015	CLM	Stephen U Bradley	1960-07-28	UHC-51253-79	2119164469	—	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-400414	CLM	John Gardner	1947-11-06	UHC-45824-49	—	6299 Desert Sky Blvd, Austin, TX, 78722	0.80	Name re-cased Date of birth reformatted City re-cased ZIP+4 trimmed
CLM-408863	CLM	Jerry Crawford	1980-07-03	UHC-60376-73	9117180729	—	0.80	Name re-cased Date of birth reformatted SSN last four extracted Whitespace trimmed
CLM-414208	CLM	Natalie Nichols	2001-03-02	UHC-43855-55	—	—	0.80	Name re-cased Date of birth reformatted SSN last four extracted Placeholder values cleared

10,559 rows, page 144 of 212Previous Next