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 “Street suffix standardised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagStreet suffix standardisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-52977	TPA	Robert Murphy	1999-04-24	—	—	7979 Apache Blvd, Charlotte, NC, 28258	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-50790	TPA	Joyce Carlson	1956-07-15	—	—	2610 Baseline Rd, Glendale, AZ, 85327	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-58085	TPA	Doris Peterson	1989-06-09	—	—	5401 Desert Sky Blvd, Fresno, CA, 93753	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
TPA-50519	TPA	Daniel Carroll	1951-02-04	—	2795424672	5784 Highland Ave, Houston, TX, 77002	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
TPA-53619	TPA	Jerry Myers	1953-12-14	—	—	7557 Union St, Nashville, TN, 37227	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-61767	TPA	Julie Hart	1940-08-25	—	—	3705 Harbor Blvd, Mesa, AZ, 85245	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-52841	TPA	Brian Guerrero	2003-07-22	UHC-77891-89	7768248278	1517 Apache Blvd, Houston, TX, 77038	0.78	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
TPA-61250	TPA	Stephen Cox	1959-07-01	—	—	2758 Mountain View Dr, Gilbert, AZ, 85227	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-63528	TPA	Alice Day	2001-05-06	—	6969788454	6309 Union St, Dallas, TX, 75288	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-62124	TPA	Jessica Butler	1982-07-23	—	7299124563	4446 Sage Ct, Houston, TX, 77041	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-59350	TPA	Maria P Lunna	1998-08-15	—	4407334607	801 Indian School Rd, Glendale, AZ, 85332	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
TPA-51679	TPA	Raymond Ramos	2003-12-14	UHC-67665-29	5749491412	2185 Church St, Minneapolis, MN, 55488	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-52908	TPA	Brenda P Bradley	1954-10-17	—	6167524312	5192 Meadow Ln, Jacksonville, FL, 32242	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-56570	TPA	Gloria Nguyen	1948-12-13	—	5784812748	242 Desert Sky Blvd, Denver, CO, 80223	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-62839	TPA	Morrison Russell	1952-07-14	—	—	6556 Spring St, Houston, TX, 77089	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-57540	TPA	Omar Gardner	1953-09-05	—	—	2622 Sunset Blvd, Nashville, TN, 37271	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
TPA-57541	TPA	Omar Gardner	1953-09-05	—	—	2622 Sunset Blvd, Nashville, TN, 37271	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
TPA-57028	TPA	Judith C Mills	1943-05-28	UHC-96992-51	—	7674 Pine Dr, Denver, CO, 80205	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
TPA-55324	TPA	Walter Alvarez	1941-06-02	—	—	4448 Sage Ct, Houston, TX, 77031	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-51204	TPA	Patrick Chapman	1938-04-13	UHC-67096-01	4178858332	493 Camelback Rd, Dallas, TX, 75269	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-52390	TPA	Daniel Williams	1993-11-01	—	—	8390 Park Pl, Minneapolis, MN, 55408	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-59831	TPA	Betty Rilley	2003-08-15	—	—	9568 Grand Ave, Sacramento, CA, 95862	0.78	Street suffix standardised Address re-cased Email lower-cased Whitespace trimmed+1 more
TPA-54434	TPA	Thomas Arnold	1982-09-17	UHC-19975-43	3587108822	6875 Lake View Rd, Denver, CO, 80261	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-61753	TPA	Sara Cruz	1962-05-20	—	6633857504	5142 Central Ave, Chandler, AZ, 85284	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-56607	TPA	Brenda Wilson	1972-01-28	—	—	3725 Central Ave, Tampa, FL, 33644	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
TPA-50778	TPA	Ann Reyes	1967-04-16	—	9199293513	5760 Oak St, Gilbert, AZ, 85281	0.78	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
TPA-60550	TPA	Aisha Gilbert	1971-08-08	—	5039566880	7169 Mountain View Dr, Sacramento, CA, 95849	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-53476	TPA	Noah Edwards	1972-07-04	—	9478814147	7980 Baseline Rd, Houston, TX, 77075	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-54726	TPA	Russell Roberts	1996-12-25	—	—	6249 Union St, Atlanta, GA, 30305	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-54883	TPA	Megan Burke	1939-06-11	UHC-10284-69	5245844456	5123 Camelback Rd, Phoenix, AZ, 85099	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-53563	TPA	Jonathan Ferguson	1989-10-14	—	—	7819 Cedar Ln, Seattle, WA, 98120	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-60009	TPA	Shirley Hunter	1958-03-17	—	8344662722	4214 Spring St, San Diego, CA, 92173	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-56159	TPA	Juan Green	2008-05-03	—	—	539 Indian School Rd, Charlotte, NC, 28240	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
TPA-62966	TPA	Albert B Flores	2002-11-06	—	—	4970 Mesa Dr, Phoenix, AZ, 85093	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-53663	TPA	Gloria Le	1940-08-28	—	—	1542 Highland Ave, Scottsdale, AZ, 85295	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
TPA-59467	TPA	Brittany O Medina	1995-11-10	—	—	8502 Baseline Rd, Glendale, AZ, 85311	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-60109	TPA	Amanda Kelly	2001-05-04	—	5352352423	2294 Sunset Blvd, Phoenix, AZ, 85090	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
TPA-54717	TPA	Ashley Hayas	1970-03-20	—	—	2850 Valley View Dr, Chandler, AZ, 85230	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-50625	TPA	Daniel Lee	1956-02-05	—	5797499867	8813 Palm Dr, Tempe, AZ, 85224	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-60575	TPA	Marcus Ramireez	1979-04-23	—	—	8995 Sage Ct, Mesa, AZ, 85298	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-63127	TPA	Shirley I Cunningham	1973-12-10	—	—	3784 Central Ave, Seattle, WA, 98167	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-51986	TPA	Douglas Gilbert	1994-10-23	—	—	7249 Market St, San Antonio, TX, 78216	0.78	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
TPA-54814	TPA	Gloria Gordon	1952-09-04	—	—	9544 Camelback Rd, Orlando, FL, 32849	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-59974	TPA	Janet Delgado	1962-11-11	—	—	886 River Rd, Denver, CO, 80206	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-63791	TPA	Russell K Williamson	1990-12-09	UHC-62850-78	—	8828 Ocean Ave, Eden Prairie, MN, 55385	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-58177	TPA	Camila Howell	1993-08-02	UHC-03133-67	—	882 Harbor Blvd, Phoenix, AZ, 85036	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
TPA-50514	TPA	Diego Bishop	1959-12-25	—	—	6395 Jefferson Ave, Eden Prairie, MN, 55345	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-52080	TPA	Roebrt Perkins	1968-11-24	UHC-38217-24	6955273693	7520 Ocean Ave, Jacksonville, FL, 32240	0.78	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
TPA-56481	TPA	Cynthia King	1956-04-22	—	—	1443 Valley View Dr, Charlotte, NC, 28213	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
TPA-61415	TPA	Natalie Reid	1987-10-19	—	—	2154 Meadow Ln, Minneapolis, MN, 55455	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more

7,767 rows, page 120 of 156Previous Next