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

Third-party administrator, 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
TPA-59418	TPA	Timothy Santiago	1997-05-10	—	—	720 Church St, Tampa, FL, 33634	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-56206	TPA	Logan Wang	1943-02-10	—	—	1767 River Rd, Sacramento, CA, 95862	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-64063	TPA	Danielle Wang	1941-08-26	—	—	—	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-63303	TPA	Justin Warren	2007-01-18	—	3529052564	9861 Harbor Blvd, Atlanta, GA	0.80	Name re-cased Date of birth reformatted Phone reformatted ZIP missing
TPA-51776	TPA	Hannah Weber	1985-06-16	—	—	1040 Ocean Ave, Charlotte, NC, 28222	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-54303	TPA	Andrea Sanchez	1987-10-28	—	4354443128	4587 Lake View Rd, Houston, TX, 77087	0.80	Date of birth reformatted Phone reformatted Gender normalised Placeholder values cleared
TPA-58793	TPA	Kathryn Harvey	1939-06-06	—	—	5744 River Rd, Dallas, TX	0.80	Name re-cased Date of birth reformatted ZIP missing Placeholder values cleared
TPA-54121	TPA	Abby Peterson	1999-01-23	UHC-63835-69	3913021561	2967 Highland Ave, Miami, FL	0.80	Date of birth reformatted ZIP missing Whitespace trimmed Placeholder values cleared
TPA-52278	TPA	Danielle Schultz	1946-09-04	—	3744703471	9873 Mesa Dr, Miami, FL, 33120	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
TPA-63580	TPA	Fatima Bowman	1989-06-08	—	—	—	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-60426	TPA	Ashley Wong	1981-05-08	—	—	3178 Baseline Rd, Houston, TX, 77083	0.80	Date of birth reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
TPA-64211	TPA	Joe Herrera	1993-11-14	UHC-92339-35	—	9242 Willow Ct, Fresno, CA	0.80	Date of birth reformatted State code upper-cased ZIP missing Placeholder values cleared
TPA-59789	TPA	Jeremy Richards	1952-10-11	—	—	2676 Highland Ave, Tempe, AZ, 85293	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
TPA-58017	TPA	Nancy Larson	1977-02-14	—	—	4282 Park Pl, Nashville, TN, 37292	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-61975	TPA	Kibmerly Hart	1940-11-22	—	—	1388 Spring St, San Diego, CA, 92145	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-54808	TPA	Melissa Sims	1949-08-02	—	—	—	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-54807	TPA	Melissa Sims	1949-08-02	—	—	—	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-61163	TPA	Philip Bailey	2006-02-08	UHC-50588-65	—	4686 Ocean Ave, Miami, FL, 33118	0.80	Name re-cased Date of birth reformatted Gender normalised Placeholder values cleared
TPA-62856	TPA	Amber Z Olson	1965-06-20	—	6602446586	—	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Placeholder values cleared
TPA-63849	TPA	Anthony Wrd	1982-02-06	—	—	1081 Pine Dr, Atlanta, GA, 30397	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-63271	TPA	Angela G Martinez	1942-09-13	—	—	—	0.80	Name re-cased Date of birth reformatted Gender normalised Placeholder values cleared
TPA-53107	TPA	Henry Rodriguez	1938-05-03	—	—	5598 Jefferson Ave, Jacksonville, FL, 32243	0.80	Name re-cased Date of birth reformatted ZIP+4 trimmed Placeholder values cleared
TPA-62898	TPA	Brandon Fox	1977-08-01	—	—	7835 Meadow Ln, Phoenix, AZ, 85092	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-55271	TPA	Pamela U Ortega	1956-08-27	—	—	871 Baseline Rd, Seattle, WA, 98157	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-63292	TPA	Jonathan Parker	1980-11-23	UHC-32181-76	—	9061 Pine Dr, Orlando, FL, 32891	0.80	Name re-cased Date of birth reformatted State name converted to code Placeholder values cleared
TPA-62362	TPA	Jose G Williams	1949-06-05	—	—	4096 Oak St Apt 23, Las Vegas, NV, 89125	0.80	Date of birth reformatted Unit split from street Whitespace trimmed Placeholder values cleared
TPA-61815	TPA	Kimberly Stewart	1998-11-18	—	—	7738 Harbor Blvd, Denver, CO, 80243	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-58203	TPA	Gloria Bery	2008-08-04	—	7644499555	5979 Sage Ct, Mesa, AZ, 85216	0.80	Date of birth reformatted Phone reformatted ZIP+4 trimmed Placeholder values cleared
TPA-53840	TPA	Willie Rivera	1960-07-07	—	3716764022	9797 Lake View Rd, Los Angeles, CA, 90018	0.80	Date of birth reformatted City re-cased State name converted to code Placeholder values cleared
TPA-59956	TPA	Brian Gray	1996-10-24	—	—	6673 Valley View Dr, Seattle, WA, 98113	0.80	Name re-cased Date of birth reformatted ZIP+4 trimmed Placeholder values cleared
TPA-62801	TPA	Kevin Willis	1978-08-28	—	—	8245 Valley View Dr, San Diego, CA, 92101	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-55426	TPA	Gabriel Romero	1952-06-22	—	—	—	0.80	Name re-cased Date of birth reformatted Gender normalised Placeholder values cleared
TPA-59706	TPA	Jeffrey Dominguez	1962-05-18	—	—	6186 Baseline Rd, Sacramento, CA, 95851	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-63937	TPA	Patricia Parker	1956-07-15	—	—	2919 Lake View Rd, Tucson, AZ, 85743	0.80	Name re-cased Date of birth reformatted ZIP+4 trimmed Placeholder values cleared
TPA-52082	TPA	Lucia Jenkins	1993-12-04	—	—	1182 Main St, Glendale, AZ, 85317	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-55235	TPA	Ahmed Hicks	1956-08-28	—	—	8970 Union St, Jacksonville, FL, 32282	0.80	Date of birth reformatted City re-cased Gender normalised Placeholder values cleared
TPA-53057	TPA	Nicholas Bradlley	1954-07-23	—	—	9694 Broadway, Las Vegas, NV, 89112	0.80	Name split from “Last, First”Date of birth reformatted Address re-cased Placeholder values cleared
TPA-52613	TPA	Jack Harris	1949-11-01	—	—	3975 Cedar Ln, Plano, TX, 75093	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-59581	TPA	Hiroshi Flores	1966-10-20	—	—	—	0.80	Name re-cased Date of birth reformatted SSN last four extracted Placeholder values cleared
TPA-61104	TPA	Coleman Steven	1943-09-27	—	—	—	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-58529	TPA	Billy Hayes	1996-02-14	—	—	2016 Forest Ave, Houston, TX, 77031	0.80	Date of birth reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
TPA-52911	TPA	Jimmy A Butler	1955-08-09	—	2764282583	4933 Valley View Dr, Tempe, AZ, 85204	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-57083	TPA	Aslhey Johnston	1964-09-24	—	—	3722 Maple Ave, Sacramento, CA, 95854	0.80	Name re-cased Date of birth reformatted Gender normalised Placeholder values cleared
TPA-54277	TPA	Ruth Cole	1966-12-16	—	—	2598 Broadway, Jacksonville, FL, 32232	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
TPA-52548	TPA	Eric Burns	1991-06-28	—	8097941750	5566 Pine Dr, Tempe, AZ, 85240	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-53529	TPA	Carolyn W Kelley	1991-02-21	—	—	3821 Market St, Tucson, AZ, 85715	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-53839	TPA	Janice T Hicks	2003-12-05	—	—	5392 Ocean Ave # 630, Austin, TX, 78754	0.80	Name re-cased Date of birth reformatted Unit split from street Placeholder values cleared
TPA-59730	TPA	Amy Davis	1987-11-28	—	6658721312	—	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Placeholder values cleared
TPA-50838	TPA	Kyle Phillips	1964-08-19	—	—	4114 Cedar Ln, Chandler, AZ, 85235	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-55359	TPA	Evelyn Ortiz	2000-03-11	—	—	5848 Sage Ct, Plano, TX, 75025	0.80	Date of birth reformatted Email lower-cased Gender normalised Placeholder values cleared

4,728 rows, page 67 of 95Previous Next