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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-50785	TPA	Sarah Lawson	—	—	—	3210 Market St, Nashville, TN	0.70	Date of birth unreadable ZIP missing Placeholder values cleared
TPA-61096	TPA	James Richardson	1943-05-17	—	—	4127 Highland Ave, Gilbert, AZ, 85229	0.70	Two-digit birth year Gender normalised Placeholder values cleared
TPA-62116	TPA	Diane Meendoza	1967-08-13	—	—	3454 Bayshore Dr, Mesa, AZ, 85216	0.70	Name split from “Last, First”Gender normalised Placeholder values cleared
TPA-55717	TPA	Bryan C Soto	1986-10-28	—	—	1605 Lincoln Way, San Antonio, TX, 78221	0.70	State name converted to code ZIP+4 trimmed Placeholder values cleared
TPA-64408	TPA	Mei W McCoy	1955-01-23	UHC-65566-67	—	—	0.70	Name split from “Last, First”Two-digit birth year Placeholder values cleared
TPA-53386	TPA	Paul Little	—	—	—	7967 Sage Ct, Tampa, FL, 33667	0.70	Date of birth unreadable Gender normalised Placeholder values cleared
TPA-61953	TPA	Brittany Watson	1971-04-25	—	—	3073 Market St Apt 7, Sacramento, CA, 95874	0.70	Two-digit birth year Unit split from street Placeholder values cleared
TPA-63386	TPA	Terry Salazar	1946-12-06	UHC-65903-57	—	—	0.70	Two-digit birth year Gender normalised Placeholder values cleared
TPA-52657	TPA	Zachary Romero	—	—	9163739317	—	0.70	Name split from “Last, First”Date of birth missing Placeholder values cleared
TPA-53016	TPA	Susan Edwards	1977-01-25	—	—	1215 Ridge Rd, Orlando, FL, 32867	0.70	Name split from “Last, First”State name converted to code Placeholder values cleared
TPA-52579	TPA	Janet Ryan	—	—	3459233061	7220 Market St, Orlando, FL	0.70	Date of birth unreadable ZIP missing Placeholder values cleared
TPA-58830	TPA	Alice Willis	1944-06-18	—	—	5380 Willow Ct, Nashville, TN, 37241	0.70	Two-digit birth year Gender normalised Placeholder values cleared
TPA-55831	TPA	Thomas Mendoza	2007-04-23	UHC-73410-84	—	—	0.70	Name split from “Last, First”Gender normalised Placeholder values cleared
TPA-57444	TPA	Matthew Green	1993-09-16	—	—	1531 Oak St, Gilbert, AZ	0.70	ZIP missing Gender normalised Placeholder values cleared
TPA-50616	TPA	Yuki Green	1907-08-13	—	—	6180 Jefferson Ave, San Antonio, TX, 78223	0.70	Name split from “Last, First”ZIP+4 trimmed Placeholder values cleared
TPA-55274	TPA	Julia Vega	—	—	—	8225 Highland Ave, Scottsdale, AZ, 85229	0.70	Name split from “Last, First”Date of birth unreadable Placeholder values cleared
TPA-62055	TPA	Douglas Edwards	1996-09-28	UHC-70622-63	4089910490	—	0.70	Name split from “Last, First”Two-digit birth year Placeholder values cleared
TPA-56035	TPA	Christian Y Burton	1976-03-16	—	—	—	0.70	Name split from “Last, First”Gender normalised Placeholder values cleared
TPA-62711	TPA	Joan Coleman	—	—	—	6592 Willow Ct Apt 11, Tampa, FL, 33636	0.70	Date of birth unreadable Unit split from street Placeholder values cleared
TPA-58488	TPA	Michelle Jenkins	1979-10-13	UHC-18507-38	—	—	0.70	Name split from “Last, First”Two-digit birth year Placeholder values cleared
TPA-61615	TPA	Marc X Herrera	1956-12-27	—	—	9213 Cedar Ln, Denver, CO, 80209	0.70	Name split from “Last, First”Gender normalised Placeholder values cleared
TPA-51635	TPA	Mateo T Henderson	1947-03-13	—	—	2138 Central Ave, Chandler, AZ, 85227	0.70	Two-digit birth year State name converted to code Placeholder values cleared
TPA-54456	TPA	Nancy Lynch	1970-02-10	—	—	1365 Spring St, Denver, CO, 80289	0.70	Name split from “Last, First”ZIP+4 trimmed Placeholder values cleared
TPA-63746	TPA	Adam Alexander	1994-02-24	—	4056762359	1034 Harbor Blvd, Eden Prairie, MN	0.70	State name converted to code ZIP missing Placeholder values cleared
TPA-59963	TPA	Wei Morris	1970-02-14	—	—	9555 Central Ave, Mesa, AZ, 85253	0.70	Name split from “Last, First”ZIP+4 trimmed Placeholder values cleared
TPA-56369	TPA	Nicole K Banks	1996-12-26	—	—	2517 Mountain View Dr, Mesa, AZ	0.70	Two-digit birth year ZIP missing Placeholder values cleared
TPA-62160	TPA	Elizabeth Taylor	1988-03-18	—	—	9091 Forest Ave, Gilbert, AZ, 85237	0.70	Name split from “Last, First”Phone missing area code Placeholder values cleared
TPA-60402	TPA	Austin Kelly	1978-10-18	—	—	—	0.70	Two-digit birth year Gender normalised Placeholder values cleared
TPA-60048	TPA	Gabriel Price	1959-11-11	—	7559818132	9889 Washington St, Minneapolis, MN, 55445	0.70	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
TPA-64180	TPA	Jeffrey O Arnold	1996-06-16	UHC-02477-34	—	838 River Rd, Sacramento, CA, 95825	0.70	State name converted to code Gender normalised Placeholder values cleared
TPA-59235	TPA	Ruth Mills	2005-05-13	—	—	6713 Market St, Tampa, FL, 33618	0.70	Two-digit birth year ZIP+4 trimmed Placeholder values cleared
TPA-51580	TPA	Elijah Stephens	1960-12-16	—	—	6193 Cedar Ln Apt 5, Eden Prairie, MN, 55393	0.70	Unit split from street ZIP+4 trimmed Placeholder values cleared
TPA-54929	TPA	Daniel Martinez	1990-03-07	—	—	8221 Willow Ct, Phoenix, AZ, 85001	0.70	Two-digit birth year State name converted to code Placeholder values cleared
TPA-61092	TPA	Betty Miller	1965-05-22	—	—	4060 Indian School Rd, Tampa, FL, 33671	0.70	Name split from “Last, First”Two-digit birth year Placeholder values cleared
TPA-61217	TPA	Carol Watkins	1997-02-06	—	—	7919 Broadway, San Antonio, TX, 78290	0.70	Name split from “Last, First”Gender normalised Placeholder values cleared
TPA-61216	TPA	Carol Watkins	1997-02-06	—	—	7919 Broadway, San Antonio, TX, 78290	0.70	Name split from “Last, First”Gender normalised Placeholder values cleared
TPA-62573	TPA	Jessica Welch	1952-01-27	—	—	1213 Apache Blvd Apt 9, Dallas, TX, 75284	0.70	Unit split from street ZIP+4 trimmed Placeholder values cleared
TPA-52690	TPA	Laura Perkins	1956-09-28	—	—	5448 Baseline Rd # 300, Minneapolis, MN	0.70	Unit split from street ZIP missing Placeholder values cleared
TPA-63988	TPA	Jacqueline V Richards	2004-09-10	—	3352060718	2754 Main St, Dallas, TX, 75298	0.70	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
TPA-64466	TPA	Valentina H Jacobs	1974-08-06	—	—	7801 Spring St Apt 36, Las Vegas, NV, 89133	0.70	Two-digit birth year Unit split from street Placeholder values cleared
TPA-64330	TPA	Laura Torres	1972-04-11	—	—	3253 Willow Ct, Columbus, OH	0.70	ZIP missing Gender normalised Placeholder values cleared
TPA-57523	TPA	Yuki Rios	1979-11-21	UHC-04431-12	—	2827 Central Ave Apt 10, Orlando, FL, 32883	0.70	Name split from “Last, First”Unit split from street Placeholder values cleared
TPA-64062	TPA	Charles Stevens	2004-01-25	—	3586152962	9425 Jefferson Ave, Atlanta, GA, 30382	0.70	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
TPA-63650	TPA	Richard E Roebrtson	—	—	—	—	0.70	Date of birth missing Gender normalised Placeholder values cleared
TPA-57842	TPA	Maria Wagner	1983-05-02	—	4059179634	9202 Camelback Rd, Seattle, WA, 98184	0.70	Name split from “Last, First”SSN last four extracted Placeholder values cleared
TPA-55983	TPA	Gregory Price	1944-02-04	UHC-92493-94	—	2317 Church St # 594, Houston, TX, 77050	0.70	Name split from “Last, First”Unit split from street Placeholder values cleared
TPA-52871	TPA	Yuki Santiago	1941-04-09	—	—	—	0.70	Name split from “Last, First”Two-digit birth year Placeholder values cleared
TPA-52831	TPA	Joan Bryant	1976-01-01	—	3477781633	7618 Meadow Ln, Tucson, AZ, 85726	0.70	Name split from “Last, First”Gender normalised Placeholder values cleared
TPA-59794	TPA	Jacob C Anderson	1939-07-06	—	5025547768	2590 Maple Ave, Seattle, WA, 98194	0.70	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
TPA-53390	TPA	Jennifer Martinez	1975-04-05	—	—	3815 Highland Ave # 906, Nashville, TN, 37279	0.70	Name split from “Last, First”Unit split from street Placeholder values cleared

14,135 rows, page 99 of 283Previous Next