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-58946	TPA	Ralph Harrison	1982-05-22	—	7274481723	7695 Union St, Austin, TX, 78783	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-52072	TPA	Dan Butler	1953-12-10	UHC-11269-20	—	5515 Maple Ave, Las Vegas, NV, 89179	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-54416	TPA	Priya Aguilar	2000-10-24	—	—	6298 Pine Dr, San Diego, CA, 92143	0.82	Name re-cased Street suffix standardised Address re-cased
TPA-52874	TPA	Allbert Banks	1998-02-12	—	8845781258	4654 Lake View Rd, San Diego, CA, 92144	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-57152	TPA	Diana Owens	1973-10-06	—	—	8103 Willow Ct, Minneapolis, MN, 55493	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-57154	TPA	Steven Guzman	1960-11-07	UHC-93254-06	—	1507 Central Ave, Houston, TX, 77023	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-54113	TPA	Kyle Li	1946-05-20	—	—	1871 Ocean Ave, Charlotte, NC, 28217	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-56966	TPA	Betty Hart	1993-04-17	—	—	4852 Union St, Charlotte, NC, 28229	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-61550	TPA	Ann U Bailey	2005-01-06	—	—	6633 Oak St, Chandler, AZ, 85210	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-62717	TPA	Larry Ryan	1963-05-24	—	—	7997 Pine Dr, Fresno, CA, 93742	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-53239	TPA	Arthhur Gilbert	1963-09-27	—	—	3720 Sage Ct, Fresno, CA, 93775	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-54313	TPA	Bruce Alvarez	1981-05-04	—	—	8112 Main St, Dallas, TX, 75291	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-53674	TPA	Joe Robinson	1941-10-27	—	—	5475 Lake View Rd, Jacksonville, FL, 32290	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-51924	TPA	Lias Campbell	1965-10-22	—	—	1629 Pine Dr, Denver, CO, 80275	0.82	Name re-cased Street suffix standardised Address re-cased
TPA-56625	TPA	Danielle Kelley	2003-01-07	—	—	3285 Forest Ave, Fresno, CA, 93715	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-60897	TPA	Ronald Valdez	1978-10-18	—	—	9019 Central Ave, Jacksonville, FL, 32234	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-53609	TPA	Sandra Ryan	1995-12-02	—	—	3076 Spring St, Chandler, AZ, 85250	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-57823	TPA	Ceryl Cunningham	1963-02-20	—	—	9223 Elm St, Seattle, WA, 98192	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-64043	TPA	Lauren P Thomas	1956-10-12	—	—	8053 Pine Dr, San Diego, CA, 92143	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-63446	TPA	Juan Munoz	1945-07-17	—	—	9843 Central Ave, Tempe, AZ, 85215	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-63447	TPA	Juan Munoz	1945-07-17	—	—	9843 Central Ave, Tempe, AZ, 85215	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-52515	TPA	Kenneth Medina	1992-03-26	—	—	4894 Ocean Ave, Las Vegas, NV, 89112	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-59366	TPA	Amanda Hall	2005-05-01	—	—	9017 Church St, Mesa, AZ, 85215	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-62730	TPA	Robert Cole	1997-08-17	—	—	8349 Sage Ct, Minneapolis, MN, 55498	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-61256	TPA	Arthur O Contreras	1948-04-08	—	3034521490	1470 Canyon Rd, Charlotte, NC, 28299	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-64360	TPA	Russell Jacobs	1986-02-10	—	—	3278 Spring St, Denver, CO, 80225	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-64003	TPA	Samantha Thompson	1977-08-09	UHC-17634-87	—	5712 Pine Dr, Glendale, AZ, 85306	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-51571	TPA	Harold Ward	1957-12-22	—	—	8758 Camelback Rd, Los Angeles, CA, 90076	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-59217	TPA	William Freeman	1954-03-22	—	—	765 Highland Ave, Plano, TX, 75071	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-52077	TPA	Natalie Welch	1981-10-07	UHC-77444-76	—	218 Valley View Dr, Tempe, AZ, 85274	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-59740	TPA	Sandra Robertson	1970-03-20	UHC-96193-90	—	8779 Baseline Rd, Mesa, AZ, 85275	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-63237	TPA	Terry Henderrson	1940-10-05	UHC-17287-55	—	6152 Meadow Ln, Minneapolis, MN, 55461	0.82	Street suffix standardised Address re-cased Whitespace trimmed
TPA-63465	TPA	Ahmed James	1988-02-08	UHC-42404-33	—	818 Jefferson Ave, Austin, TX, 78754	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-60674	TPA	Joshua Fisher	1995-07-05	—	—	4253 Meadow Ln, Los Angeles, CA, 90016	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-53206	TPA	Benjamin Watkins	1942-03-15	—	—	8979 Valley View Dr, Phoenix, AZ, 85088	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-64191	TPA	Jordan U Garza	1949-11-27	UHC-94287-98	—	5075 Harbor Blvd, Phoenix, AZ, 85041	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-55769	TPA	Sean Hunter	1963-07-21	—	—	6189 Maple Ave, Phoenix, AZ, 85038	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-56917	TPA	Christian Jones	1973-03-18	UHC-06435-55	—	1376 Indian School Rd, Columbus, OH, 43287	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-56712	TPA	Pamela Varags	1976-01-23	—	—	366 Willow Ct, San Diego, CA, 92145	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-57695	TPA	Gerald Ward	1970-06-09	—	—	9556 Mesa Dr, San Diego, CA, 92100	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-61777	TPA	Larry A Evans	1973-09-28	UHC-51691-53	—	6969 Harbor Blvd, Mesa, AZ, 85265	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-56400	TPA	Julia F Vasquez	1965-12-05	—	—	7887 Indian School Rd, Minneapolis, MN, 55436	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-62857	TPA	Benjamin Thompson	1990-07-25	—	—	6807 Canyon Rd, Denver, CO, 80218	0.82	Date of birth reformatted Street suffix standardised Address re-cased
TPA-55243	TPA	Albert Luna	1957-11-14	—	—	908 Pine Dr, Columbus, OH, 43206	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-54097	TPA	Sara Cunningham	1955-01-17	—	—	751 Palm Dr, Nashville, TN, 37278	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-54466	TPA	Gloria Fisher	1976-08-13	—	—	3183 Mesa Dr, Tampa, FL, 33644	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-59780	TPA	Luis Tucker	1953-09-13	UHC-25918-17	—	4409 Hillcrest Rd, Atlanta, GA, 30307	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-59781	TPA	Luis Tucker	1953-09-13	UHC-25918-17	—	4409 Hillcrest Rd, Atlanta, GA, 30307	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-64455	TPA	Deboarh Rose	1955-02-05	UHC-30731-01	—	9124 Baseline Rd, San Diego, CA, 92136	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-55322	TPA	Grace Sandoval	1986-09-25	—	—	9578 Camelback Rd, Columbus, OH, 43245	0.82	Street suffix standardised Address re-cased Placeholder values cleared

7,767 rows, page 154 of 156Previous Next