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-63300	TPA	Priya H Estrada	1980-01-15	UHC-63095-70	—	9798 Sage Ct, Columbus, OH, 43245	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-63692	TPA	Jack Morris	1944-06-09	—	—	9062 Forest Ave, Seattle, WA, 98182	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-50880	TPA	Alexander Carlson	1940-06-07	—	—	5227 Ridge Rd Apt 19, Fresno, CA, 93742	0.80	Date of birth reformatted Unit split from street Whitespace trimmed Placeholder values cleared
TPA-61781	TPA	Ralph Jacobs	1999-04-07	—	—	1278 River Rd, Phoenix, AZ, 85090	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-53800	TPA	Willie Webb	2006-09-24	—	3536897247	2644 Grand Ave, Tempe, AZ, 85211	0.80	Name re-cased Phone reformatted State name converted to code Placeholder values cleared
TPA-53651	TPA	Susn Estrada	1995-10-02	—	—	4654 Bayshore Dr, Gilbert, AZ, 85263	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-50068	TPA	Maria Dvis	2007-03-12	UHC-35556-52	—	5103 Willow Ct, Tempe, AZ, 85247	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-51003	TPA	Natalie Luuna	1943-03-22	—	9408938025	9853 River Rd, Glendale, AZ, 85323	0.80	Date of birth reformatted Phone reformatted Gender normalised Placeholder values cleared
TPA-58742	TPA	Richard Elliott	1965-03-28	—	—	5139 Ridge Rd, Dallas, TX, 75223	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-60614	TPA	Nicole Gonzalez	1959-04-24	—	—	1921 Union St, Las Vegas, NV, 89106	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-57328	TPA	Andrea Lawson	1979-08-19	—	—	9607 Central Ave, Tempe, AZ, 85220	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-57622	TPA	Jerry Adams	1969-04-08	—	—	5849 Maple Ave, Scottsdale, AZ, 85289	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-56483	TPA	Sophia Perez	1948-12-19	—	—	2043 Forest Ave, Sacramento, CA, 95833	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-57770	TPA	Fatima Daniels	2007-06-08	—	—	500 Desert Sky Blvd, Plano, TX, 75014	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
TPA-64289	TPA	Amanda Yang	1941-10-25	—	2575223460	7632 Pine Dr, Dallas, TX, 75255	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-59443	TPA	Roger Sullivan	1941-01-21	—	—	9235 Hillcrest Rd, Glendale, AZ, 85385	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-62823	TPA	Peter Garrett	—	—	—	1338 Bayshore Dr, Scottsdale, AZ, 85229	0.80	Name re-cased Date of birth unreadable Whitespace trimmed Placeholder values cleared
TPA-61931	TPA	Madison Dean	1972-12-12	—	3164987718	—	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Placeholder values cleared
TPA-59620	TPA	Stephanie Campbell	1952-03-26	—	—	—	0.80	Date of birth reformatted Email lower-cased Gender normalised Placeholder values cleared
TPA-57231	TPA	Olyvia Maldonado	1959-04-02	—	—	—	0.80	Name re-cased Date of birth reformatted Gender normalised Placeholder values cleared
TPA-63306	TPA	Linda Watson	2005-10-21	—	3808961733	3703 Park Pl, Minneapolis, MN, 55493	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-55121	TPA	Kimberly Webb	2001-10-11	—	—	1437 Grand Ave, Nashville, TN, 37292	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-51892	TPA	Raymond Hanon	1990-05-20	—	—	3321 Grand Ave, Atlanta, GA, 30388	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-50421	TPA	Santiago J Reid	1991-05-21	—	—	8160 Willow Ct, Sacramento, CA, 95874	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
TPA-60555	TPA	Katherine Wilson	1969-09-03	—	—	2813 Market St, Eden Prairie, MN, 55330	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
TPA-50760	TPA	Abigail W Snyder	1970-01-20	—	4774688648	565 Ocean Ave, Plano, TX, 75087	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-59019	TPA	Charlotte Y Murphy	1944-06-28	—	—	5478 Main St, Phoenix, AZ, 85035	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-53911	TPA	Helen Freeman	2000-03-19	—	—	712 Main St, San Antonio, TX, 78299	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-51261	TPA	Albert Hunt	1939-04-27	—	—	843 Church St, Plano, TX, 75062	0.80	Street suffix standardised Address re-cased Email lower-cased Placeholder values cleared
TPA-59409	TPA	Santiago Green	1998-04-02	—	—	6800 Canyon Rd, Columbus, OH, 43216	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-52444	TPA	Maria Nguyen	2003-04-02	—	—	4081 Willow Ct, Phoenix, AZ, 85030	0.80	Date of birth reformatted SSN last four extracted Whitespace trimmed Placeholder values cleared
TPA-57605	TPA	Madison C Brooks	1958-05-25	—	—	3536 Palm Dr, San Diego, CA, 92133	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-51526	TPA	Danielle Bradley	1946-04-12	—	—	—	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
TPA-63188	TPA	Elizabeth Robinson	1969-10-07	—	—	6194 Bayshore Dr, Gilbert, AZ, 85237	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
TPA-64161	TPA	Isabella Dominguez	2001-11-14	—	—	3224 Union St, Orlando, FL, 32850	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-60714	TPA	Lucia Castro	1956-03-02	—	5676591519	7981 Broadway, Scottsdale, AZ, 85251	0.80	Date of birth reformatted Phone reformatted Gender normalised Placeholder values cleared
TPA-60713	TPA	Lucia Castro	1956-03-02	—	5676591519	7981 Broadway, Scottsdale, AZ, 85251	0.80	Date of birth reformatted Phone reformatted Gender normalised Placeholder values cleared
TPA-58297	TPA	Anthony Taylor	2004-02-11	—	—	1177 Sage Ct, San Antonio, TX, 78208	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-60799	TPA	Kyle Li	1941-10-02	—	—	1629 River Rd, Tucson, AZ, 85724	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-55897	TPA	Amber Alexander	1960-05-26	—	2306384043	—	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Placeholder values cleared
TPA-56528	TPA	Christine Garcia	1961-03-06	—	—	2995 Broadway, Minneapolis, MN, 55477	0.80	Name re-cased Date of birth reformatted State name converted to code Placeholder values cleared
TPA-54046	TPA	Russell Johnson	1965-07-17	—	4803964351	7387 Oak St, Los Angeles, CA, 90052	0.80	Date of birth reformatted Phone reformatted Gender normalised Placeholder values cleared
TPA-60857	TPA	Jerry Perkins	1960-02-18	—	—	1106 Mesa Dr, Nashville, TN, 37212	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-60858	TPA	Jerry Perkins	1960-02-18	—	—	1106 Mesa Dr, Nashville, TN, 37212	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-61626	TPA	Abigail Price	—	UHC-79699-27	—	2730 Desert Sky Blvd, Tempe, AZ, 85245	0.80	Date of birth missing City re-cased Whitespace trimmed Placeholder values cleared
TPA-60676	TPA	Sue Vazquez	2007-09-06	UHC-84134-22	3206987761	7588 Apache Blvd, Eden Prairie, MN, 55378	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-60175	TPA	Randy Washington	1980-02-03	—	3637071896	1243 Maple Ave, Seattle, WA, 98115	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-50282	TPA	Harold McDonald	2006-09-18	UHC-00925-10	—	1397 Bayshore Dr, Orlando, FL, 32832	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-54229	TPA	Diane Perry	1972-06-28	UHC-44965-89	2063760734	5899 Union St, Phoenix, AZ, 85095	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-59504	TPA	Andrea Grant	1989-02-09	—	6242416008	4241 Baseline Rd, Dallas, TX, 75270	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared

14,135 rows, page 172 of 283Previous Next