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-417604	CLM	Arthur Gibson	1982-09-25	UHC-31926-06	2933056159	—	0.82	Date of birth reformatted Gender normalised Placeholder values cleared
CLM-410875	CLM	Tom X Luna	1986-04-10	UHC-64102-71	8902543970	—	0.82	Date of birth reformatted Gender normalised Placeholder values cleared
CLM-416263	CLM	Brandon R Garcia	1945-12-04	UHC-75549-84	—	3377 Lincoln Way, San Antonio, TX, 78271	0.82	Date of birth reformatted ZIP+4 trimmed Placeholder values cleared
CLM-415945	CLM	Joseph Sandoval	1955-12-11	UHC-40500-84	—	1355 Lincoln Way, Los Angeles, CA, 90050	0.82	Date of birth reformatted Street suffix standardised Address re-cased
CLM-414393	CLM	Jacqueline Spencer	1958-06-24	UHC-18603-59	—	—	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
CLM-428973	CLM	Gibson Pamela	1956-08-17	UHC-70252-36	—	5051 Willow Ct, Phoenix, AZ, 85076	0.82	Date of birth reformatted Street suffix standardised Address re-cased
CLM-430973	CLM	Christian Colleman	2001-06-07	UHC-66406-19	—	—	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
CLM-404594	CLM	Amber W Mejia	1953-02-17	—	4953626145	5149 Mesa Dr # 123, Gilbert, AZ, 85265	0.82	Date of birth reformatted Unit split from street Placeholder values cleared
CLM-416158	CLM	Megan Diaz	1959-07-04	—	—	—	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
CLM-401763	CLM	Nicholas O Wilson	1946-09-12	—	—	—	0.82	Middle initial moved out of first name Date of birth reformatted Placeholder values cleared
CLM-424222	CLM	Lucia Baker	2008-04-25	UHC-00790-82	9116163899	3818 Camelback Rd, Glendale, AZ, 85308	0.82	Date of birth reformatted Gender normalised Whitespace trimmed
CLM-402953	CLM	Carlos Vega	1954-09-24	—	—	819 Desert Sky Blvd, Tampa, FL, 33623	0.82	Date of birth reformatted ZIP+4 trimmed Placeholder values cleared
CLM-423919	CLM	Alice Meyer	1980-10-04	—	4118073364	7448 Mesa Dr, Chandler, AZ, 85272	0.82	Date of birth reformatted City re-cased ZIP+4 trimmed
CLM-429338	CLM	Kayla Salazr	1980-07-26	UHC-28397-08	—	—	0.82	Date of birth reformatted Gender normalised Placeholder values cleared
CLM-421778	CLM	Rachel Anderson	1940-09-13	—	—	8708 Union St, Las Vegas, NV, 89130	0.82	Date of birth reformatted Gender normalised Placeholder values cleared
CLM-408346	CLM	Brenda N Sephens	1963-11-26	UHC-21755-58	—	—	0.82	Middle initial moved out of first name Date of birth reformatted Placeholder values cleared
CLM-432587	CLM	Jose Z Walker	1967-09-02	UHC-06820-75	—	3288 Apache Blvd, Dallas, TX, 75287	0.82	Date of birth reformatted SSN last four extracted Placeholder values cleared
CLM-415307	CLM	Christine Pierce	2000-10-11	—	—	7796 Spring St, Gilbert, AZ	0.82	Date of birth reformatted ZIP missing Placeholder values cleared
CLM-430671	CLM	Matthew Barnes	1970-12-14	UHC-50903-12	—	—	0.82	Date of birth reformatted Gender normalised Placeholder values cleared
CLM-400669	CLM	Alice Crawford	1953-10-20	UHC-75258-47	—	8047 Forest Ave, Plano, TX, 75059	0.82	Date of birth reformatted Gender normalised Placeholder values cleared
CLM-404319	CLM	Christina Soto	1990-04-18	UHC-05302-85	2887741702	6040 Harbor Blvd, Charlotte, NC, 28292	0.82	Date of birth reformatted Phone reformatted State name converted to code
CLM-417241	CLM	Brandon Johnson	1990-06-21	UHC-92945-93	—	8128 Washington St, Denver, CO	0.82	Date of birth reformatted ZIP missing Placeholder values cleared
CLM-410816	CLM	Stephen Graham	1938-09-27	—	—	—	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
CLM-406769	CLM	Marcus Romero	1990-03-08	UHC-49692-40	—	7791 Indian School Rd, Denver, CO, 80232	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
CLM-421254	CLM	Lisa Li	1999-09-23	—	—	6577 Ridge Rd # 442, San Diego, CA, 92129	0.82	Date of birth reformatted Unit split from street Placeholder values cleared
CLM-408002	CLM	Thomas I Sullivan	1982-02-28	—	—	8589 Indian School Rd, Denver, CO, 80285	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
CLM-402737	CLM	Steven Ortiz	1954-08-10	UHC-99424-41	—	7834 Camelback Rd, Jacksonville, FL, 32224	0.82	Date of birth reformatted Gender normalised Placeholder values cleared
CLM-406897	CLM	Kelly Laura	1957-02-22	—	—	9767 Broadway, Minneapolis, MN, 55477	0.82	Date of birth reformatted Gender normalised Placeholder values cleared
CLM-401729	CLM	Ethan B Le	1939-11-24	UHC-85766-54	—	3103 Mesa Dr # 774, Phoenix, AZ, 85048	0.82	Date of birth reformatted Unit split from street Placeholder values cleared
CLM-412760	CLM	Henry Tucker	1952-11-16	UHC-54860-74	—	242 Washington St, Nashville, TN, 37277	0.82	Date of birth reformatted SSN last four extracted Placeholder values cleared
CLM-430610	CLM	Ann Robertson	1968-08-11	UHC-98509-15	—	2551 Willow Ct, Seattle, WA, 98154	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
CLM-427754	CLM	Rtuh Ortiz	1990-11-22	UHC-29847-48	—	8190 Grand Ave, Los Angeles, CA, 90068	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
CLM-418066	CLM	Charles R Weber	1980-09-23	—	6433684726	—	0.82	Date of birth reformatted Gender normalised Placeholder values cleared
CLM-423722	CLM	Jacqueline Daniels	1999-10-28	UHC-36475-82	—	—	0.82	Date of birth reformatted SSN last four extracted Placeholder values cleared
CLM-427215	CLM	Ashley M Bowman	1954-07-27	—	4277801336	—	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
CLM-409132	CLM	Stephen H Miller	1998-05-04	UHC-10946-99	—	8460 Baseline Rd, Jacksonville, FL, 32210	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
CLM-423321	CLM	Harold Ramirez	1943-04-28	UHC-18546-96	—	—	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
CLM-430559	CLM	Valentina Johnston	1981-12-19	—	—	8285 Apache Blvd, Dallas, TX	0.82	Date of birth reformatted ZIP missing Placeholder values cleared
CLM-422340	CLM	Jack Dnun	1944-06-26	UHC-52947-29	—	5132 Oak St, Plano, TX, 75084	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
CLM-400751	CLM	Julie Q Larson	1947-06-08	UHC-11789-96	—	8499 Meadow Ln, Columbus, OH, 43219	0.82	Date of birth reformatted Gender normalised Placeholder values cleared
CLM-410085	CLM	Sarah L Carter	1945-05-16	UHC-32006-47	—	—	0.82	Date of birth reformatted SSN last four extracted Placeholder values cleared
CLM-415263	CLM	Pamela Vargas	1976-01-23	—	—	—	0.82	Date of birth reformatted Gender normalised Placeholder values cleared
CLM-422666	CLM	Sean I Watkins	1968-09-15	UHC-94342-84	—	—	0.82	Date of birth reformatted Gender normalised Placeholder values cleared
CLM-411060	CLM	Fatima Collins	1999-12-24	UHC-63611-25	—	9073 Lincoln Way, Denver, CO	0.82	Date of birth reformatted ZIP missing Whitespace trimmed
CLM-420226	CLM	Elliott R Raymond	1956-04-25	—	—	—	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
CLM-420512	CLM	Mason McDonald	1986-08-05	UHC-00884-35	—	2917 Central Ave, Sacramento, CA, 95867	0.82	Date of birth reformatted Phone missing area code Placeholder values cleared
CLM-422552	CLM	Ethan Porter	1969-01-18	UHC-50566-98	—	—	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
CLM-422551	CLM	Ethan Porter	1969-01-18	UHC-50566-98	—	—	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
CLM-416240	CLM	Rodriguez Christina	1942-05-15	UHC-66261-77	—	6388 Cedar Ln, Austin, TX	0.82	Date of birth reformatted ZIP missing Placeholder values cleared
CLM-410075	CLM	Julie H Sims	1980-02-25	UHC-52677-23	—	4819 Valley View Dr, San Antonio, TX	0.82	Date of birth reformatted ZIP missing Placeholder values cleared

10,559 rows, page 149 of 212Previous Next