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 “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-62113	TPA	Priia Collins	1942-04-01	—	—	6339 Baseline Rd, Mesa, AZ, 85246	0.76	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
TPA-60913	TPA	Joe Thomas	1975-10-17	—	—	9108 Washington St, San Antonio, TX, 78215	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-59035	TPA	Frances N Guerrero	1961-08-23	—	5133943035	3108 Pine Dr, San Diego, CA, 92123	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-50415	TPA	Lori Dixon	1939-09-23	UHC-20645-16	—	2347 Sunset Blvd, Plano, TX, 75003	0.76	Name re-cased Date of birth reformatted City re-cased Gender normalised+2 more
TPA-53019	TPA	Maria C Hanson	1991-05-16	—	7124154265	4857 Oak St, Tampa, FL, 33644	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-50446	TPA	Bradley P Stewart	1968-02-12	UHC-82552-49	—	1693 Indian School Rd, Minneapolis, MN, 55479	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
TPA-54638	TPA	Teresa Wong	1980-10-10	—	4522791791	3782 Valley View Dr, Austin, TX, 78794	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-61755	TPA	Russell Tran	1946-10-01	—	—	8161 Valley View Dr, Mesa, AZ, 85288	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-53028	TPA	Jonathan Johnson	1946-02-08	—	—	2808 Broadway, Dallas, TX	0.76	Name re-cased Date of birth reformatted City re-cased ZIP missing+2 more
TPA-52069	TPA	Ann R Cook	2002-01-18	—	4052881246	6761 Park Pl, Fresno, CA, 93746	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
TPA-57726	TPA	Bobby T Mendez	1987-11-04	—	—	5296 Central Ave, Atlanta, GA, 30343	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-59319	TPA	Camila Hunt	2001-04-21	UHC-41725-59	5577991174	2756 Union St, Tampa, FL, 33659	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-62625	TPA	Gary Vargas	1949-09-07	—	—	4106 Canyon Rd, Houston, TX, 77057	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-59911	TPA	Keith Foster	1973-01-10	—	8466971232	3575 Oak St, Phoenix, AZ, 85043	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-62738	TPA	Frances Riley	1976-07-17	UHC-22768-51	2866262654	2157 Maple Ave, Nashville, TN, 37251	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-63240	TPA	Michelle Dean	1957-09-09	—	2662021352	615 Washington St, Denver, CO, 80248	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-53521	TPA	Richard Herrera	1984-08-28	—	—	9847 Maple Ave, Tucson, AZ, 85755	0.76	Name re-cased Date of birth reformatted City re-cased Gender normalised+2 more
TPA-50927	TPA	Bradley Anderson	1976-07-24	—	4063021271	5819 Forest Ave, Las Vegas, NV, 89120	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-61392	TPA	Lucia V Weaver	2000-08-24	—	—	4920 Lake View Rd, Columbus, OH, 43296	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-58060	TPA	Kenneth Sims	1999-06-16	UHC-30731-18	2473060141	392 Indian School Rd, Phoenix, AZ, 85096	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-53307	TPA	Diana X Murphy	1963-09-13	—	7635285128	800 Market St, Mesa, AZ, 85260	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-52158	TPA	Zahary Ortega	1947-11-11	—	—	7811 Washington St, Fresno, CA, 93778	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-58779	TPA	Linda X Wagner	1994-05-17	—	3179276389	3653 Pine Dr, Atlanta, GA, 30338	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-60747	TPA	Peggy Taylor	1962-04-12	—	4423596196	—	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
TPA-52692	TPA	Zachary F Hudson	1952-12-12	—	—	3391 Jefferson Ave, Gilbert, AZ, 85288	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-55111	TPA	Christopher West	2008-09-19	—	7029951507	9858 Spring St, Tucson, AZ, 85745	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-57082	TPA	Mason Morales	1941-08-10	—	—	3768 Maple Ave, San Diego, CA, 92169	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-56092	TPA	Sophia Cole	1987-02-06	UHC-35994-13	—	2155 Spring St, Atlanta, GA, 30354	0.76	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
TPA-51246	TPA	Roy Tucker	1946-01-17	UHC-34706-33	—	7341 Oak St, Atlanta, GA, 30300	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-51245	TPA	Roy Tucker	1946-01-17	UHC-34706-33	—	7341 Oak St, Atlanta, GA, 30300	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-59126	TPA	Mason Stevens	2005-09-23	UHC-89948-35	—	2997 Mountain View Dr, Minneapolis, MN, 55418	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
TPA-54209	TPA	Eugene Coleman	1986-01-20	—	—	9066 Ocean Ave, Austin, TX, 78748	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-60070	TPA	Sean Ray	1970-02-01	—	5745452514	8684 Desert Sky Blvd, Columbus, OH, 43224	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
TPA-53185	TPA	Abby Stone	2008-12-07	—	7096289569	9054 Mesa Dr, Tampa, FL, 33681	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-53125	TPA	Hannah Rose	1969-11-16	—	2465355809	3727 Sunset Blvd, Denver, CO, 80280	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-62443	TPA	Bruce Gaarrett	1950-06-24	—	—	9636 Bayshore Dr, Columbus, OH, 43299	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-50368	TPA	Sofia Chavez	1996-12-23	—	4816672397	3709 Sunset Blvd, Los Angeles, CA, 90067	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-60357	TPA	Diane Patel	1948-10-01	—	—	8529 Mountain View Dr, Austin, TX, 78779	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-63344	TPA	Karen Alexander	1975-02-26	—	5069389902	6849 Cedar Ln, Nashville, TN, 37254	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-59425	TPA	David Hill	1969-02-17	—	—	2886 Mountain View Dr, San Diego, CA, 92173	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-51755	TPA	Roger Watson	1948-04-27	—	4367914775	6246 Forest Ave, Minneapolis, MN, 55429	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-59376	TPA	Anthony Parker	1987-01-26	—	—	6120 River Rd, Denver, CO, 80262	0.76	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
TPA-57353	TPA	Nathan Pena	1944-03-17	—	—	5239 Maple Ave, Glendale, AZ, 85303	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-63088	TPA	Heather Rodriguez	1942-02-16	—	—	460 Washington St, Mesa, AZ, 85276	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-64237	TPA	Sara Warren	1960-10-23	—	7376697523	1795 Desert Sky Blvd, Dallas, TX, 75283	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-51492	TPA	Anthony Salazar	2004-01-25	—	—	3940 Hillcrest Rd, Plano, TX, 75007	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-59540	TPA	Austin Mariana	1967-10-15	—	—	5576 Oak St, Denver, CO, 80282	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-61833	TPA	Linda Marquez	1953-09-16	UHC-26316-13	—	3332 Maple Ave, Plano, TX, 75081	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-53782	TPA	Lori Wang	1972-07-02	—	—	7791 Meadow Ln, Atlanta, GA, 30384	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-50531	TPA	Yuki Stone	1941-05-22	—	6989662942	8948 Forest Ave, Fresno, CA, 93766	0.76	Name re-cased Date of birth reformatted Phone reformatted State code upper-cased+2 more

5,750 rows, page 52 of 115Previous Next