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

Enrollment, 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
ENR-120924	ENR	Judith L Sllivan	2008-10-22	UHC-27263-13	3807746607	3145 Willow Ct, Tampa, FL, 33674	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-113328	ENR	Jose Watkins	1970-10-12	UHC-15032-29	4167743291	4524 Apache Blvd, Glendale, AZ, 85369	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-134083	ENR	Catherine U Gonzales	1969-11-19	UHC-29794-31	6567852950	2473 Central Ave # 552, Fresno, CA, 93701	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-114932	ENR	William N Dnun	1953-06-10	UHC-72312-69	7783642545	4111 Maple Ave, Mesa, AZ, 85294	0.64	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-133182	ENR	Beerly K Daniels	1994-08-01	UHC-34187-75	8759239526	5218 Jefferson Ave, Phoenix, AZ, 85011	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-116459	ENR	Dennis F Harper	1956-04-25	UHC-08307-55	7344178138	1459 Meadow Ln, Scottsdale, AZ, 85257	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-130676	ENR	James G Smith	1942-08-18	UHC-49345-21	7345710297	3221 Oak St, Chandler, AZ, 85242	0.64	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased+2 more
ENR-104101	ENR	Ralph Clark	1960-06-27	UHC-70560-02	3535423912	6348 Indian School Rd, Scottsdale, AZ, 85215	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-119361	ENR	Sofia Stone	1957-07-25	UHC-26887-79	—	9671 Highland Ave, Tucson, AZ	0.64	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more
ENR-121837	ENR	Ronald Mejia	2006-03-14	UHC-87089-23	8055248988	7266 Union St, Minneapolis, MN, 55464	0.64	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
ENR-137186	ENR	Sean Watson	1938-06-28	UHC-41450-94	6948803628	9535 Grand Ave, Los Angeles, CA, 90051	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-132866	ENR	James Ortiz	1978-11-07	UHC-29116-44	6805797535	2534 Oak St, Tucson, AZ, 85722	0.64	SSN last four extracted Street suffix standardised Address re-cased City re-cased+2 more
ENR-103178	ENR	Betty V Hicks	1975-11-21	UHC-76630-64	5922356190	2413 Grand Ave, Tucson, AZ, 85747	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-140955	ENR	Jean Nunez	2008-01-15	UHC-87705-91	—	1238 Central Ave, Nashville, TN, 37294	0.64	Phone missing area code SSN last four extracted City re-cased Email lower-cased+2 more
ENR-120655	ENR	Jacqueline J Berry	1961-10-07	UHC-46209-94	5185942960	351 Forest Ave, Las Vegas, NV	0.64	Name re-cased Phone reformatted SSN last four extracted City re-cased+2 more
ENR-118704	ENR	Logan R Jensen	1965-06-18	UHC-93744-90	6865464230	2423 Cedar Ln, Plano, TX, 75061	0.64	Name re-cased Two-digit birth year Phone reformatted City re-cased+2 more
ENR-110388	ENR	Helen Anderson	1998-12-21	UHC-20220-42	7563174037	581 Meadow Ln, Charlotte, NC, 28245	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-130930	ENR	Price O Betty	1973-03-28	UHC-67858-78	6709448627	4166 Grand Ave, Seattle, WA, 98173	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-127532	ENR	Hiroshi Montgomery	—	UHC-28875-07	7828558376	1778 Ridge Rd, Miami, FL, 33123	0.64	Name re-cased Date of birth unreadable City re-cased State name converted to code+2 more
ENR-142793	ENR	Ethan Harvey	1960-10-24	UHC-44646-94	7178218219	3014 Forest Ave, Denver, CO, 80284	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-139107	ENR	Ethan J Munoz	1976-07-13	UHC-06062-99	8293643780	1779 Apache Blvd Apt 17, Fresno, CA, 93711	0.64	Middle initial moved out of first name Name re-cased Member ID reformatted Unit split from street+2 more
ENR-115754	ENR	Megan S Herrera	—	UHC-91109-19	7087172970	4453 Indian School Rd Apt 6, Denver, CO, 80228	0.64	Date of birth missing Phone reformatted Unit split from street City re-cased+2 more
ENR-110640	ENR	Melissa R Gardner	1949-02-05	UHC-81275-40	6383769295	778 Apache Blvd, Austin, TX	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-107866	ENR	Larry Z Bowman	1973-10-22	UHC-91270-07	7917114383	1972 Valley View Dr, San Diego, CA, 92102	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-114535	ENR	Eric V Mejia	1942-05-17	UHC-15564-26	3602878877	6702 Desert Sky Blvd, San Antonio, TX, 78255	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-136017	ENR	Steve I Stone	1977-07-11	UHC-05330-78	7778480843	3084 Meadow Ln, Glendale, AZ, 85370	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-107294	ENR	Ahmed Welch	1986-09-19	UHC-38427-46	3773730239	8895 Main St, Denver, CO, 80243	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-122439	ENR	Gabriel Perkins	1979-01-25	UHC-10345-15	8139464457	3375 Lake View Rd Apt 38, Orlando, FL, 32836	0.64	Unit split from street Street suffix standardised Address re-cased City re-cased+2 more
ENR-139308	ENR	Raymond P Wood	1988-01-25	UHC-06749-57	3584464354	2432 Camelback Rd, Miami, FL, 33143	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-130643	ENR	Mariana T Snyder	1982-04-19	UHC-99299-91	4652236941	3949 Forest Ave, Houston, TX, 77098	0.64	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-102454	ENR	Bradley R Grant	1942-12-11	UHC-19561-64	5289861297	8189 Main St, Miami, FL, 33148	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-134003	ENR	George W Smith	2008-06-25	UHC-87014-69	9344721549	8472 Cedar Ln, Fresno, CA, 93783	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-110550	ENR	Chris X Chen	1943-01-02	UHC-61903-40	9012937786	7525 Apache Blvd, Atlanta, GA, 30397	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-117636	ENR	Richard Dixon	1962-02-08	UHC-03392-31	8553669790	8238 Valley View Dr, Denver, CO, 80239	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted City re-cased+2 more
ENR-114337	ENR	Betty Holmes	1947-02-20	UHC-36733-86	3897143457	7379 Grand Ave, Plano, TX, 75077	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-100017	ENR	Jesse A Black	—	UHC-94495-51	4958819582	3456 Bayshore Dr, Nashville, TN, 37230	0.64	Date of birth missing Phone reformatted City re-cased ZIP+4 trimmed+2 more
ENR-123053	ENR	Santiago X Jiimenez	1956-04-15	UHC-32526-93	9626234592	6514 Central Ave, Chandler, AZ, 85260	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-110504	ENR	Juan Weaver	1948-10-15	UHC-49719-35	3295026983	9101 Harbor Blvd, Houston, TX, 77021	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-115672	ENR	Randy Webb	1957-12-03	UHC-16139-40	7596643441	2472 Spring St, Houston, TX, 77011	0.64	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-132743	ENR	Ronald K Thomas	1962-03-05	UHC-27173-66	3967019209	703 Union St, Phoenix, AZ, 85071	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-137469	ENR	Joshua Castro	1939-02-12	UHC-23978-17	4599778642	2052 River Rd, Tucson, AZ, 85787	0.64	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-124767	ENR	Luis Smith	1986-03-25	UHC-25461-26	2957745010	1207 Camelback Rd, Columbus, OH	0.64	Phone reformatted Member ID reformatted SSN last four extracted City re-cased+2 more
ENR-124768	ENR	Luis Smith	1986-03-25	UHC-25461-26	2957745010	1207 Camelback Rd, Columbus, OH	0.64	Phone reformatted Member ID reformatted SSN last four extracted City re-cased+2 more
ENR-121087	ENR	Mark Hart	—	UHC-51511-77	8049933833	9124 Park Pl, Atlanta, GA	0.64	Name re-cased Date of birth unreadable Phone reformatted City re-cased+2 more
ENR-133882	ENR	Maria G Rojes	1943-08-21	UHC-01066-43	5245561709	5968 Mountain View Dr, Nashville, TN	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-139596	ENR	Robert A Brooks	2008-09-06	UHC-09505-91	9147951971	7051 Ridge Rd, Nashville, TN, 37212	0.64	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-123624	ENR	Wayne Q Silva	2005-02-18	UHC-07518-90	2374504670	3386 Union St, Orlando, FL, 32817	0.64	Two-digit birth year Phone reformatted City re-cased State name converted to code+2 more
ENR-121729	ENR	Ehtan Thoomas	1943-01-15	UHC-05832-86	4376547322	2092 Jefferson Ave, San Antonio, TX, 78294	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-101638	ENR	Luccia K Peters	1980-09-08	UHC-14402-39	7962402987	8664 Market St, Atlanta, GA, 30375	0.64	Name split from “Last, First”Date of birth reformatted City re-cased ZIP+4 trimmed+2 more
ENR-106155	ENR	Sophia Hill	1960-12-15	UHC-87798-97	6692955019	3946 Elm St, Minneapolis, MN, 55401	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more

8,423 rows, page 55 of 169Previous Next