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-50772	TPA	Kenneth Marshall	2003-03-20	—	—	7655 Camelback Rd, Las Vegas, NV, 89190	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
TPA-52330	TPA	Christine Hicks	1996-10-24	—	3089776609	4361 Canyon Rd, Scottsdale, AZ, 85277	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-56170	TPA	Rebacca Cooper	1954-10-28	—	7979222692	4303 Forest Ave, Glendale, AZ	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-63402	TPA	Mriana Garrett	2003-11-15	UHC-39140-72	8297356353	6949 Sunset Blvd, Mesa, AZ, 85258	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
TPA-61773	TPA	Sandra Martin	2003-11-26	—	—	5929 Indian School Rd, Columbus, OH, 43227	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
TPA-54948	TPA	Daniel Austin	1967-05-16	—	—	7940 Mesa Dr, Scottsdale, AZ, 85248	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
TPA-60954	TPA	Dorothy Lawrence	1976-12-02	—	—	28 Ocean Ave, Tucson, AZ, 85790	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
TPA-53667	TPA	Ahmed Spencer	1994-06-20	UHC-74337-10	—	317 Park Pl Apt 14, Mesa, AZ, 85244	0.60	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
TPA-50198	TPA	Mei Harvey	1954-12-02	—	—	4291 Harbor Blvd Apt 12, Orlando, FL	0.60	Name re-cased Date of birth reformatted Unit split from street City re-cased+4 more
TPA-54509	TPA	Wei Berry	1983-09-09	—	—	1615 Indian School Rd, Eden Prairie, MN, 55342	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
TPA-54048	TPA	Lauren K Sullivan	1986-10-09	—	8836385689	381 Park Pl, Tampa, FL, 33697	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-58799	TPA	Douglas Luna	1990-11-25	—	3367183888	8652 Willow Ct, Atlanta, GA, 30367	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-52759	TPA	Frank Armsrtong	1977-11-07	—	4797228556	8373 Mesa Dr, Seattle, WA, 98100	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-50295	TPA	Thomas Arnold	2006-02-21	—	2027408513	1279 Forest Ave # 301, Miami, FL, 33181	0.60	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
TPA-62290	TPA	Gloria Palmer	1944-06-01	—	8286156343	2787 Mountain View Dr Apt 4, Tampa, FL, 33666	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
TPA-54009	TPA	Hannah Oliver	1951-07-08	—	2558020399	926 Oak St, Scottsdale, AZ, 85270	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-63955	TPA	Marilyn Dominnguez	1991-04-14	—	—	6157 Camelback Rd # 441, Fresno, CA, 93745	0.60	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
TPA-59304	TPA	Elijah Carlson	1990-07-25	—	—	7199 Broadway Apt 31, Miami, FL, 33181	0.60	Date of birth reformatted SSN last four extracted Unit split from street Address re-cased+4 more
TPA-51651	TPA	Bill Ward	1984-05-17	—	7434220103	5716 Mountain View Dr, Houston, TX	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
TPA-51941	TPA	Obrien Joyce	1985-07-24	—	2032506673	1865 Desert Sky Blvd Apt 15, Los Angeles, CA, 90017	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
TPA-51517	TPA	David Parker	1972-06-19	UHC-27308-03	5973174400	3490 Church St, Seattle, WA, 98126	0.60	Date of birth reformatted Phone reformatted Member ID reformatted SSN last four extracted+4 more
TPA-60966	TPA	Kenneth West	1989-04-08	—	7213271314	8925 Pine Dr, Austin, TX, 78713	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-61916	TPA	Frank Taylor	1954-04-27	—	7784963230	5678 Desert Sky Blvd # 327, Jacksonville, FL, 32211	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
TPA-61806	TPA	Amy Aguilar	1975-09-13	UHC-37978-20	3767589728	6164 Sage Ct, Columbus, OH, 43208	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
TPA-51068	TPA	Ethan K Estrada	—	—	—	5007 Apache Blvd, Chandler, AZ, 85229	0.60	Name re-cased Date of birth reformatted Date of birth unreadable Street suffix standardised+4 more
TPA-50873	TPA	Denise Johnston	2008-03-09	—	6273080928	6538 Palm Dr, Gilbert, AZ, 85210	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-62114	TPA	Scott Mitchell	1975-02-20	—	7735492511	9701 Main St, Scottsdale, AZ	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-59392	TPA	Mateo Mendoza	1945-03-28	—	—	3021 Washington St, Columbus, OH	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
TPA-56534	TPA	Jeremy Mejia	1951-09-14	—	4168711896	7721 Camelback Rd Apt 34, Las Vegas, NV, 89187	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
TPA-58921	TPA	Jackson Susan	1985-02-10	—	5748993895	1342 Mountain View Dr, Mesa, AZ, 85280	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-62710	TPA	Priya Phillips	1984-06-03	—	—	1868 Hillcrest Rd, Miami, FL	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
TPA-55151	TPA	Emma L Washington	1949-12-01	—	7532553451	2206 Maple Ave Apt 15, San Antonio, TX, 78222	0.60	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
TPA-58549	TPA	Payne Amber	1974-01-05	UHC-74098-98	—	5347 Central Ave # 905, Glendale, AZ, 85399	0.60	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
TPA-59988	TPA	Roger Bennett	2000-03-02	UHC-51537-03	2312656060	6308 Spring St, Austin, TX, 78757	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-54959	TPA	Patricia Kennedy	1991-09-17	—	4473083352	6142 Harbor Blvd, Los Angeles, CA, 90015	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-56764	TPA	Janet Edwards	1965-07-10	—	7378263478	3833 Market St, Scottsdale, AZ	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-56614	TPA	Christopher Fuller	1947-05-27	—	9128520357	7758 River Rd, Eden Prairie, MN, 55395	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-51690	TPA	Nathan Williams	1976-09-07	—	5522058925	5340 Jefferson Ave, Tempe, AZ, 85203	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-57939	TPA	Cole Kevin	1961-02-14	UHC-88488-78	4152227207	2813 Market St, Eden Prairie, MN, 55329	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-54149	TPA	Angela Hawkins	2003-04-13	—	8632020678	8940 Church St, Mesa, AZ, 85276	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-50642	TPA	Roger A Ortiz	1945-02-12	—	—	7876 Forest Ave # 812, Orlando, FL, 32897	0.60	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
TPA-53324	TPA	Judith O Boyd	—	—	7178099671	9713 Desert Sky Blvd, Charlotte, NC, 28258	0.60	Name re-cased Date of birth reformatted Date of birth unreadable Phone reformatted+4 more
TPA-53773	TPA	Ahmed Peters	1946-01-14	—	7319567631	9559 Spring St # 849, Seattle, WA, 98172	0.60	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
TPA-59254	TPA	Jessica Carter	1977-08-02	UHC-74848-26	8954134479	2230 Hillcrest Rd, Phoenix, AZ, 85044	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-51896	TPA	Randy Castro	1969-09-18	—	2895446528	8169 Oak St, Las Vegas, NV, 89161	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-57620	TPA	Naoh U Price	1969-11-08	UHC-27165-52	5552532220	4559 Market St, Plano, TX, 75026	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-53155	TPA	Henry Roberts	1969-10-21	—	6856078523	7955 Sage Ct, Chandler, AZ	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-53154	TPA	Henry Roberts	1969-10-21	—	6856078523	7955 Sage Ct, Chandler, AZ	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-61937	TPA	Gebriel Cunningham	1941-02-13	—	—	9113 Highland Ave, Tampa, FL, 33668	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
TPA-51339	TPA	Judith Pena	1939-08-25	—	5615105268	1931 Baseline Rd, Denver, CO, 80265	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more

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