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-56310	TPA	Sophia G Vargs	1962-06-05	—	—	8577 Apache Blvd, Houston, TX, 77012	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-53893	TPA	Noah Salazar	1994-03-03	—	9539753018	5710 Maple Ave, Jacksonville, FL, 32270	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-64105	TPA	Yuki Freeman	1980-05-09	—	9495709197	7721 Camelback Rd, Nashville, TN, 37292	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-56517	TPA	Billy Little	2002-08-12	—	4874098197	5327 Canyon Rd, Columbus, OH, 43296	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-54852	TPA	Hannah Silva	1987-12-06	—	5642976614	4027 Park Pl, Glendale, AZ, 85315	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-52211	TPA	Michelle M Smith	2003-05-10	—	—	5366 Main St, Fresno, CA, 93769	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-59140	TPA	Nathan Salazar	1956-08-11	—	—	—	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-60234	TPA	Katherine Carpenter	1977-08-22	—	—	2630 Harbor Blvd, Tampa, FL, 33659	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-62050	TPA	Logan R Vargas	1965-06-07	—	8119287403	—	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Placeholder values cleared
TPA-53112	TPA	Allen Gloria	1992-09-12	UHC-83991-66	—	6590 Lake View Rd, Austin, TX, 78719	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-57143	TPA	Greg Valdez	1940-07-20	—	—	5929 Oak St, Charlotte, NC, 28211	0.80	Name split from “Last, First”Date of birth reformatted City re-cased Placeholder values cleared
TPA-63312	TPA	Ray Castillo	1944-12-19	—	—	3054 Central Ave, Nashville, TN, 37289	0.80	Date of birth reformatted Phone missing area code State code upper-cased Placeholder values cleared
TPA-61107	TPA	Wei Knight	2003-01-13	—	—	5983 Harbor Blvd, Minneapolis, MN, 55440	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-59671	TPA	Mary Guzman	2000-03-27	UHC-44249-22	—	1636 Pine Dr, Las Vegas, NV, 89111	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-53478	TPA	Randy Jckson	1947-02-11	—	—	8583 Central Ave, Miami, FL, 33133	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-60725	TPA	Evelyn X Lawson	1997-12-10	—	—	2187 Willow Ct, Minneapolis, MN, 55402	0.80	Date of birth reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
TPA-54230	TPA	Jeremy Kim	1942-09-06	—	—	—	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-50358	TPA	David Taylor	1956-08-27	UHC-80641-10	—	4578 Baseline Rd, Jacksonville, FL, 32221	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
TPA-62235	TPA	John Lynch	1973-03-02	—	9537713252	—	0.80	Date of birth reformatted Phone reformatted Gender normalised Placeholder values cleared
TPA-54633	TPA	Margaret Spencer	1955-02-23	—	—	4242 Baseline Rd # 886, Plano, TX, 75047	0.80	Date of birth reformatted Unit split from street Email lower-cased Placeholder values cleared
TPA-62258	TPA	Robert J Bryant	1972-12-14	—	—	7085 Maple Ave, Orlando, FL	0.80	Name re-cased Date of birth reformatted ZIP missing Placeholder values cleared
TPA-55529	TPA	Elizabeth Ward	1947-08-04	—	—	1229 Willow Ct, Seattle, WA, 98173	0.80	Date of birth reformatted SSN last four extracted Whitespace trimmed Placeholder values cleared
TPA-56283	TPA	Rachel Kelley	1977-08-18	—	—	7186 Oak St, Orlando, FL, 32883	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-57278	TPA	Julia T Hansen	1986-07-22	UHC-54398-04	—	2065 Mountain View Dr, Phoenix, AZ, 85019	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-62803	TPA	Russell Lee	1969-11-26	—	—	—	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-61039	TPA	Joe Cox	1997-10-04	—	—	9489 Mountain View Dr, Plano, TX, 75039	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-57981	TPA	Kayla Perez	1964-12-11	—	—	5951 Forest Ave, Plano, TX, 75025	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-55373	TPA	Russell Armstrong	1968-04-21	—	9105869820	—	0.80	Date of birth reformatted Phone reformatted Gender normalised Placeholder values cleared
TPA-55736	TPA	Michelle Soto	1966-06-26	—	—	5905 Maple Ave, Dallas, TX, 75211	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-50923	TPA	Arthur P Reynolds	1984-05-13	—	—	9016 Elm St, Tampa, FL, 33696	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-52878	TPA	WalterJunk	1997-01-14	—	4662055415	—	0.80	Date of birth reformatted Phone reformatted Placeholder values cleared No usable name (quarantined)
TPA-57208	TPA	Kimberly Ramirez	1961-09-17	—	—	8356 Park Pl, Dallas, TX, 75263	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-51646	TPA	Heather Walsh	1942-10-11	—	—	—	0.80	Name split from “Last, First”Date of birth reformatted Email lower-cased Whitespace trimmed
TPA-56721	TPA	Kathryn Contreras	1952-04-19	—	—	6059 Ridge Rd, Columbus, OH, 43252	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-53615	TPA	Nicholas Williamson	1986-07-06	—	—	4949 Canyon Rd, Minneapolis, MN, 55472	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-51729	TPA	Arjun Ray	1963-03-12	—	—	5602 Camelback Rd, Atlanta, GA, 30305	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-50392	TPA	Albert Henderson	2008-10-03	—	—	4658 Maple Ave, Scottsdale, AZ, 85240	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
TPA-50393	TPA	Albert Henderson	2008-10-03	—	—	4658 Maple Ave, Scottsdale, AZ, 85240	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
TPA-52795	TPA	Megan Bakar	1994-01-06	UHC-45792-28	5964708007	5007 Bayshore Dr, Nashville, TN, 37261	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-61484	TPA	Mark Padilla	1968-04-28	—	—	7838 Harbor Blvd, Fresno, CA, 93748	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-63595	TPA	Sarah Simpson	1949-03-19	—	—	7775 Valley View Dr, Austin, TX	0.80	Date of birth reformatted City re-cased ZIP missing Placeholder values cleared
TPA-62941	TPA	Lucia Ellis	1972-09-15	—	—	1316 Sage Ct, Chandler, AZ, 85252	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-54157	TPA	Donald Valdez	1994-07-24	—	7849260706	—	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Placeholder values cleared
TPA-61628	TPA	Jmaes Williams	2008-09-26	—	—	7942 Central Ave, Austin, TX, 78790	0.80	Name re-cased Date of birth reformatted Gender normalised Placeholder values cleared
TPA-55110	TPA	Wei Crawford	1994-12-28	—	6694884393	744 Grand Ave, Minneapolis, MN, 55428	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-51067	TPA	JuliaJunk	1999-09-26	—	—	9413 Jefferson Ave, Denver, CO, 80281	0.80	Name re-cased Date of birth reformatted Placeholder values cleared No usable name (quarantined)
TPA-56052	TPA	Catherine B Estrada	1985-11-03	UHC-58863-99	—	2694 Canyon Rd, Los Angeles, CA, 90063	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-60839	TPA	Cynthia Bowman	1956-03-14	—	6612601445	5228 Market St, San Diego, CA, 92123	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-60576	TPA	Kyle Cruz	1947-05-02	—	—	2342 Church St, Jacksonville, FL, 32226	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-53496	TPA	Eugene Bailey	1986-04-04	—	7196359150	9334 Bayshore Dr, Austin, TX, 78765	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared

4,728 rows, page 66 of 95Previous Next