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 “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-54504	TPA	Edward Q Cole	1994-09-24	—	—	9543 Forest Ave, Fresno, CA	0.80	Name re-cased Date of birth reformatted ZIP missing Placeholder values cleared
TPA-52705	TPA	Catherine Taylor	1965-12-12	UHC-44781-53	—	7245 Hillcrest Rd Apt 11, Chandler, AZ, 85253	0.80	Date of birth reformatted Unit split from street Whitespace trimmed Placeholder values cleared
TPA-64415	TPA	Teresa Howell	1959-10-07	—	—	6315 Oak St, Austin, TX, 78713	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-53835	TPA	Gerald Rose	1982-08-05	—	—	7637 Forest Ave, Mesa, AZ, 85283	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-58745	TPA	Kyel Garrett	1972-02-20	—	—	1381 Apache Blvd, Jacksonville, FL, 32299	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-52153	TPA	Susan Contreras	1995-09-03	—	—	4132 Baseline Rd, Tempe, AZ, 85203	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-54017	TPA	Juan Kim	1965-09-28	—	—	8159 River Rd Apt 23, Nashville, TN, 37259	0.80	Date of birth reformatted Unit split from street Whitespace trimmed Placeholder values cleared
TPA-61192	TPA	Isabella Lynch	1973-11-09	—	8597405922	7754 Valley View Dr, Gilbert, AZ, 85235	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-58063	TPA	Brenda Thompson	1986-01-18	—	—	7461 Lincoln Way, Seattle, WA, 98165	0.80	Name re-cased Date of birth reformatted SSN last four extracted Placeholder values cleared
TPA-58710	TPA	Juan Fowler	2002-09-11	—	—	196 Cedar Ln, San Antonio, TX, 78273	0.80	Date of birth reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
TPA-62441	TPA	Mei Clark	1987-03-09	—	—	4102 Sunset Blvd, Glendale, AZ, 85329	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-61074	TPA	Marcus I Wallace	1954-02-11	—	—	5894 Bayshore Dr, Miami, FL, 33162	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-50936	TPA	Jimmy Marshall	2006-09-03	—	—	2554 Willow Ct, San Antonio, TX, 78240	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-54636	TPA	Priya Bailey	1992-03-10	—	—	—	0.80	Name re-cased Date of birth reformatted Gender normalised Placeholder values cleared
TPA-51201	TPA	Justin Ramos	1962-01-11	—	—	4154 Valley View Dr, Glendale, AZ, 85327	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-62774	TPA	Susan Z Barnes	1999-01-17	—	2894137118	9887 Lincoln Way, Seattle, WA, 98149	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed
TPA-51716	TPA	Ahmed V Bowman	1944-07-28	UHC-82494-64	—	—	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
TPA-54955	TPA	Diego S George	1962-07-15	—	—	251 Apache Blvd, Tucson, AZ, 85792	0.80	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed
TPA-52086	TPA	Maria Ray	1984-02-16	—	—	6515 Market St, Glendale, AZ, 85309	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-52324	TPA	Ronald H Campbell	2006-09-20	—	—	4839 Valley View Dr, Orlando, FL, 32828	0.80	Name re-cased Date of birth reformatted State name converted to code Placeholder values cleared
TPA-51754	TPA	Nicholas Cox	1943-10-01	—	—	3321 Spring St, Sacramento, CA, 95883	0.80	Name re-cased Date of birth reformatted ZIP+4 trimmed Placeholder values cleared
TPA-52123	TPA	Ronald Sims	1980-04-26	—	—	6616 Jefferson Ave, Eden Prairie, MN, 55372	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-57025	TPA	Brenda Harper	1940-05-15	—	—	7291 Ocean Ave, Mesa, AZ, 85254	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-58105	TPA	Joshua Contreras	1959-04-17	—	—	8975 Ocean Ave, Denver, CO, 80271	0.80	Date of birth reformatted Phone missing area code Whitespace trimmed Placeholder values cleared
TPA-62494	TPA	Beverly Ross	1960-07-26	—	3396899358	8373 Hillcrest Rd, Eden Prairie, MN, 55370	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-60717	TPA	Ralph Santiago	1964-01-11	—	2875128451	—	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
TPA-61613	TPA	Diane Cox	1947-05-26	UHC-99365-35	—	4429 Harbor Blvd, Phoenix, AZ, 85031	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-56898	TPA	Aisha Gordon	1975-06-12	UHC-01782-66	—	1950 Canyon Rd, Chandler, AZ	0.80	Name re-cased Date of birth reformatted ZIP missing Placeholder values cleared
TPA-51182	TPA	Thomas Soto	1907-03-01	UHC-25252-21	—	3604 Spring St Apt 14, Tempe, AZ, 85201	0.80	Name re-cased Date of birth reformatted Unit split from street Placeholder values cleared
TPA-61770	TPA	Nancy Richards	1948-06-12	UHC-93715-49	8129566702	—	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Placeholder values cleared
TPA-62514	TPA	Frances Hunter	2005-04-16	—	—	3674 Oak St, Glendale, AZ, 85353	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-55882	TPA	Charlotte Carrroll	1940-04-25	UHC-85517-38	—	886 Broadway, San Antonio, TX, 78207	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
TPA-55222	TPA	Patrick Le	2007-07-13	—	—	—	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
TPA-54080	TPA	Ethan Dixon	1987-11-14	—	—	7408 Desert Sky Blvd, Seattle, WA, 98143	0.80	Date of birth reformatted State name converted to code Whitespace trimmed Placeholder values cleared
TPA-63851	TPA	Cynthia Martinez	1996-09-25	—	—	7315 Broadway, Gilbert, AZ, 85227	0.80	Name re-cased Date of birth reformatted State name converted to code Placeholder values cleared
TPA-63852	TPA	Cynthia Martinez	1996-09-25	—	—	7315 Broadway, Gilbert, AZ, 85227	0.80	Name re-cased Date of birth reformatted State name converted to code Placeholder values cleared
TPA-57440	TPA	Kevin Reid	1941-06-13	—	—	7948 Meadow Ln, Scottsdale, AZ, 85232	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
TPA-57057	TPA	Marcus Jenkins	2000-09-05	—	—	1360 Hillcrest Rd, Tampa, FL, 33623	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-63459	TPA	Diane Le	1952-09-26	—	—	—	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-63313	TPA	Willie Chavez	1952-10-12	—	—	2780 Desert Sky Blvd, Plano, TX, 75096	0.80	Date of birth reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
TPA-50043	TPA	Sofia Lawson	1963-09-07	—	—	1830 Lake View Rd, Nashville, TN, 37231	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-63968	TPA	Douglas Alexander	2006-09-15	—	—	2798 Harbor Blvd, Eden Prairie, MN, 55388	0.80	Date of birth reformatted SSN last four extracted Whitespace trimmed Placeholder values cleared
TPA-51652	TPA	Brittany J Vargas	2002-05-22	—	—	2068 Union St, Plano, TX, 75088	0.80	Name re-cased Date of birth reformatted ZIP+4 trimmed Placeholder values cleared
TPA-51177	TPA	Wayne Larwence	1941-10-10	—	—	6617 Hillcrest Rd, Chandler, AZ, 85228	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-61015	TPA	Ralph Wright	1942-07-13	—	4634817600	9787 River Rd, Phoenix, AZ, 85064	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed
TPA-58114	TPA	Aaron Jones	1992-10-01	—	5204402227	—	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-56086	TPA	Carl N Cooper	1961-11-02	—	—	7817 Maple Ave, Denver, CO, 80294	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-58790	TPA	Wayne Davis	1956-05-25	—	—	—	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-54676	TPA	Kathryn Porter	1976-03-17	—	—	1943 Broadway, Tucson, AZ, 85774	0.80	Date of birth reformatted State name converted to code Whitespace trimmed Placeholder values cleared
TPA-53770	TPA	Janet V Carroll	1980-01-11	—	—	4277 Elm St, Tucson, AZ	0.80	Date of birth reformatted ZIP missing Whitespace trimmed Placeholder values cleared

4,728 rows, page 64 of 95Previous Next