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

Provider network, flag “ZIP missing”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP missingClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-25283	PRV	Ashley S Bradley	1956-04-18	UHC-66935-98	9799207989	6661 Apache Blvd, Las Vegas, NV	0.80	Phone reformatted ZIP missing Whitespace trimmed Placeholder values cleared
PRV-25653	PRV	Elizabeth Simmons	1985-06-17	—	9257653754	9041 Baseline Rd, Fresno, CA	0.80	Name re-cased Phone reformatted ZIP missing Placeholder values cleared
PRV-24829	PRV	Hannah Porter	2007-10-26	UHC-06283-41	6189332176	2195 Mesa Dr, Eden Prairie, MN	0.80	State code upper-cased ZIP missing Whitespace trimmed Placeholder values cleared
PRV-27769	PRV	Christian J Jenkins	1986-08-22	—	9337836522	5840 Broadway, Mesa, AZ	0.80	Phone reformatted Address re-cased ZIP missing Placeholder values cleared
PRV-26363	PRV	Diana Vazquez	1993-07-23	UHC-02734-70	4708913657	5173 River Rd, Jacksonville, FL	0.80	Phone reformatted ZIP missing Whitespace trimmed Placeholder values cleared
PRV-21461	PRV	Joyce Q Gibson	1984-04-10	—	8367488813	2946 Ocean Ave, Las Vegas, NV	0.80	Date of birth reformatted Phone reformatted ZIP missing Placeholder values cleared
PRV-20261	PRV	Morrison Donald	1970-11-26	UHC-52599-41	8265790735	6285 Park Pl, Denver, CO	0.80	Name re-cased Date of birth reformatted ZIP missing Placeholder values cleared
PRV-21054	PRV	Jennifer U Perez	1948-07-18	UHC-64712-08	3596188177	9158 Highland Ave, Mesa, AZ	0.80	Phone reformatted ZIP missing Whitespace trimmed Placeholder values cleared
PRV-20983	PRV	Barbara Webb	1981-06-13	—	7494320532	6837 Pine Dr, Tucson, AZ	0.80	Name re-cased Phone reformatted ZIP missing Placeholder values cleared
PRV-24500	PRV	Betty Brooks	2002-03-14	—	—	8012 Baseline Rd, Denver, CO	0.80	Name re-cased City re-cased ZIP missing Placeholder values cleared
PRV-25004	PRV	Adam Jimenez	1978-02-17	—	—	263 Lincoln Way, Orlando, FL	0.80	Date of birth reformatted ZIP missing Whitespace trimmed Placeholder values cleared
PRV-27747	PRV	Dorothy Smiht	2003-10-07	UHC-01581-36	—	624 Central Ave, Gilbert, AZ	0.80	Date of birth reformatted ZIP missing Whitespace trimmed Placeholder values cleared
PRV-20332	PRV	Gloria Q Stone	1954-03-28	UHC-49958-85	—	7547 Broadway, Seattle, WA	0.80	Date of birth reformatted Address re-cased ZIP missing Placeholder values cleared
PRV-22877	PRV	Christina Stone	1992-04-11	UHC-37469-45	3259577841	100 Lake View Rd, Columbus, OH	0.80	Name re-cased ZIP missing Whitespace trimmed Placeholder values cleared
PRV-21863	PRV	Brian Hawkins	1978-08-10	UHC-30150-73	6573612030	1350 Sage Ct, Tucson, AZ	0.80	Member ID reformatted ZIP missing Whitespace trimmed Placeholder values cleared
PRV-22163	PRV	Bradley Sims	1941-06-23	—	6972065752	5562 Apache Blvd, Mesa, AZ	0.80	Name re-cased Phone reformatted ZIP missing Placeholder values cleared
PRV-24323	PRV	Emma K Brooks	1972-05-01	UHC-09562-95	2039757599	453 Canyon Rd, Sacramento, CA	0.80	Phone reformatted Member ID reformatted ZIP missing Placeholder values cleared
PRV-22190	PRV	Greg Phillips	1981-07-05	—	—	7908 Forest Ave, Atlanta, GA	0.80	Date of birth reformatted ZIP missing Email lower-cased Placeholder values cleared
PRV-27912	PRV	Alan Vega	1974-07-23	UHC-86604-43	9872276908	7471 Ocean Ave, Mesa, AZ	0.80	Phone reformatted ZIP missing Whitespace trimmed Placeholder values cleared
PRV-21675	PRV	Kathleen Taylor	2004-01-06	—	3412996523	7201 Union St, Gilbert, AZ	0.80	Phone reformatted ZIP missing Whitespace trimmed Placeholder values cleared
PRV-23557	PRV	Raymond Moreno	1971-05-25	UHC-10088-57	2553943970	8655 Grand Ave, Orlando, FL	0.80	Phone reformatted ZIP missing Whitespace trimmed Placeholder values cleared
PRV-21800	PRV	Terry A Berry	1992-11-05	UHC-47331-48	6527557565	7774 Maple Ave, Houston, TX	0.80	Name re-cased ZIP missing Whitespace trimmed Placeholder values cleared
PRV-27776	PRV	Anna Boyd	1965-11-09	UHC-73892-28	5442414118	6021 Broadway, Dallas, TX	0.80	Name re-cased Phone reformatted ZIP missing Placeholder values cleared
PRV-28115	PRV	Frank Q Hansen	1998-04-09	UHC-07640-62	9218993113	1390 Mesa Dr, Los Angeles, CA	0.80	Phone reformatted ZIP missing Whitespace trimmed Placeholder values cleared
PRV-20774	PRV	Aaron Harvey	2001-07-05	UHC-57296-51	8199599752	5852 Apache Blvd, Glendale, AZ	0.80	Name re-cased Phone reformatted ZIP missing Placeholder values cleared
PRV-26958	PRV	Larry Cox	1983-06-01	UHC-25922-95	9553706658	4973 Grand Ave, Tampa, FL	0.80	Name re-cased Phone reformatted ZIP missing Placeholder values cleared
PRV-28816	PRV	Joshua Stewart	1988-02-15	—	6618979534	1223 Sunset Blvd, Seattle, WA	0.80	Date of birth reformatted ZIP missing Whitespace trimmed Placeholder values cleared
PRV-26421	PRV	Barb T Martniez	1961-08-20	—	3094428887	3302 Sunset Blvd, Fresno, CA	0.80	Name re-cased Phone reformatted ZIP missing Placeholder values cleared
PRV-22034	PRV	Justni Greene	1999-05-08	—	2496667165	198 Harbor Blvd, Nashville, TN	0.80	Phone reformatted ZIP missing Whitespace trimmed Placeholder values cleared
PRV-28908	PRV	Ralph Garcia	1945-04-22	UHC-55034-74	3735784347	2592 Forest Ave, Miami, FL	0.80	Name re-cased City re-cased ZIP missing Placeholder values cleared
PRV-21571	PRV	Diana Valdez	2005-07-24	—	8046134231	1783 Cedar Ln, Chandler, AZ	0.80	Phone reformatted City re-cased ZIP missing Email lower-cased
PRV-21621	PRV	George Sanchez	1978-02-18	—	4369833465	2945 Elm St, Miami, FL	0.80	Name re-cased Phone reformatted ZIP missing Placeholder values cleared
PRV-27621	PRV	David Guzman	1957-08-27	UHC-47294-74	3904235765	8849 Oak St, Sacramento, CA	0.80	Date of birth reformatted Phone reformatted ZIP missing Placeholder values cleared
PRV-26552	PRV	Arjun B Palmer	1946-06-25	—	5404493938	6417 Canyon Rd, Mesa, AZ	0.80	Name re-cased ZIP missing Whitespace trimmed Placeholder values cleared
PRV-26310	PRV	Philip Rodriguez	1939-08-18	—	2717791205	4856 Desert Sky Blvd, Atlanta, GA	0.80	Phone reformatted ZIP missing Whitespace trimmed Placeholder values cleared
PRV-21521	PRV	Kevin N Harper	1974-04-01	—	6918473856	8224 Ocean Ave, Charlotte, NC	0.80	Date of birth reformatted Phone reformatted ZIP missing Placeholder values cleared
PRV-25230	PRV	Brittany X Roomero	1966-01-05	—	5289386055	1928 Maple Ave, Austin, TX	0.80	Name re-cased Phone reformatted ZIP missing Placeholder values cleared
PRV-20909	PRV	Christian N Lawson	1975-02-12	—	6592574429	5942 Baseline Rd, Gilbert, AZ	0.80	Date of birth reformatted Phone reformatted ZIP missing Placeholder values cleared
PRV-28378	PRV	Jordan Moore	1991-03-02	UHC-88341-37	8302500727	8323 Union St, Tampa, FL	0.80	Phone reformatted ZIP missing Email lower-cased Placeholder values cleared
PRV-26760	PRV	Peter Johnson	1978-09-24	—	2335824895	1545 Spring St, San Diego, CA	0.80	Phone reformatted ZIP missing Whitespace trimmed Placeholder values cleared
PRV-20779	PRV	Robert I Hicks	1987-12-14	UHC-88936-39	7525024330	9867 Park Pl, Houston, TX	0.80	Phone reformatted ZIP missing Whitespace trimmed Placeholder values cleared
PRV-28885	PRV	Terry Salazar	1946-12-06	—	—	1265 Desert Sky Blvd, Austin, TX	0.82	Date of birth reformatted ZIP missing Placeholder values cleared
PRV-28707	PRV	James Mills	1982-10-16	—	4896745749	9312 Broadway, Los Angeles, CA	0.82	Phone reformatted ZIP missing Placeholder values cleared
PRV-22948	PRV	Carool Kim	2007-10-18	UHC-04642-40	—	565 Meadow Ln, Tucson, AZ	0.82	ZIP missing Whitespace trimmed Placeholder values cleared
PRV-27068	PRV	Danielle Lee	1963-06-15	—	6169152305	5751 Desert Sky Blvd, Dallas, TX	0.82	ZIP missing Whitespace trimmed Placeholder values cleared
PRV-22318	PRV	Roger X Stephens	1991-01-11	—	9248808854	8151 Indian School Rd, Jacksonville, FL	0.82	City re-cased ZIP missing Placeholder values cleared
PRV-28610	PRV	Harold Green	1949-02-27	UHC-22405-40	8092659483	5450 Spring St, Seattle, WA	0.82	Phone reformatted ZIP missing Placeholder values cleared
PRV-24819	PRV	Debra Ray	1978-06-08	UHC-45020-13	2713762726	5864 Sage Ct, Minneapolis, MN	0.82	Phone reformatted ZIP missing Placeholder values cleared
PRV-23637	PRV	Hiroshi S Mason	1963-11-06	—	8542356009	410 Cedar Ln, Eden Prairie, MN	0.82	Phone reformatted ZIP missing Placeholder values cleared
PRV-24953	PRV	Mark Mills	1962-04-06	—	6477423538	5792 Broadway, Glendale, AZ	0.82	Phone reformatted ZIP missing Placeholder values cleared

722 rows, page 14 of 15Previous Next