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 “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
PRV-26512	PRV	Priya Allen	—	UHC-44110-15	5752796999	4591 Maple Ave, Tampa, FL, 33688	0.64	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+2 more
PRV-20273	PRV	Janet Wright	1966-09-20	UHC-45348-02	3153185416	4019 Maple Ave, Minneapolis, MN, 55415	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
PRV-22406	PRV	Austin C Tucker	2004-03-02	UHC-85356-51	8785571233	6741 Cedar Ln, Tampa, FL, 33621	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-20274	PRV	Mary Payne	1948-01-25	—	3318008869	2881 Apache Blvd, Seattle, WA, 98120	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-24839	PRV	Samantha Graham	1950-02-18	—	3842804243	6339 Mountain View Dr, Glendale, AZ	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-22521	PRV	Alan O Howell	1999-05-27	—	7982510452	8558 Valley View Dr, Tucson, AZ, 85736	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
PRV-21982	PRV	Gloria Stone	1965-04-03	UHC-46016-18	4863376974	2107 Park Pl, Charlotte, NC, 28202	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23082	PRV	Jeffrey N Simmons	1977-03-08	UHC-64891-47	8809483626	6175 River Rd, Tempe, AZ, 85240	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-20520	PRV	Mateo Warren	1972-02-18	—	6628564848	9718 Elm St Apt 32, Sacramento, CA, 95860	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
PRV-29457	PRV	Jose Banks	1997-11-05	UHC-92182-66	7163179933	5571 Main St # 201, Dallas, TX, 75275	0.64	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+2 more
PRV-23495	PRV	Kyle Harvey	1976-10-27	UHC-55261-28	8904271769	4135 Sage Ct, San Diego, CA, 92196	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
PRV-25441	PRV	Steven West	1968-04-02	UHC-27799-40	—	16 Mesa Dr, Gilbert, AZ, 85268	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
PRV-27809	PRV	Deborah S Burns	1980-01-12	—	2202424505	2696 Willow Ct, Fresno, CA, 93727	0.64	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
PRV-28297	PRV	—Junk	1985-02-21	UHC-13034-08	5565850121	2552 Maple Ave, Jacksonville, FL, 32230	0.64	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+2 more
PRV-20564	PRV	Teresa Harvvey	1995-07-24	—	3347836443	4064 Palm Dr, Mesa, AZ, 85261	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
PRV-25121	PRV	Brittany Aguilar	2000-11-16	UHC-06610-34	7482644177	4574 Willow Ct, Gilbert, AZ, 85208	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
PRV-25238	PRV	Wei G Harris	1954-03-16	UHC-52056-94	5394748760	5028 Ridge Rd, Columbus, OH, 43212	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-27658	PRV	Lucia Alvarado	2005-01-16	—	6465784325	1364 Palm Dr, Jacksonville, FL	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
PRV-28692	PRV	Charles McDonald	1943-08-24	—	6962489850	841 Spring St, Orlando, FL, 32851	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-24341	PRV	Denise Stephens	1988-01-26	UHC-00197-62	—	538 Bayshore Dr, Atlanta, GA, 30320	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
PRV-27190	PRV	Amy Parker	1963-04-23	UHC-88714-34	3394010900	9756 Lincoln Way, Los Angeles, CA, 90067	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-23349	PRV	Lawrence K Weaver	1964-02-04	—	9292120024	3519 Church St, Tempe, AZ, 85219	0.64	Name re-cased Phone reformatted ZIP+4 trimmed Gender normalised+2 more
PRV-25097	PRV	Ashley W Snyder	1941-10-24	UHC-84216-89	3598457145	3146 Sage Ct # 677, Nashville, TN, 37209	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
PRV-28887	PRV	Emily Garcia	1950-12-25	—	—	9327 Union St, Chandler, AZ, 85283	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
PRV-24752	PRV	Mark Hart	—	—	8049933833	9124 Park Pl, Atlanta, GA, 30313	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-20955	PRV	Betty Vega	1988-10-12	—	—	5155 Camelback Rd, San Antonio, TX, 78215	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
PRV-21393	PRV	Billly Gibson	2008-04-13	—	—	3004 Sunset Blvd, Tucson, AZ, 85791	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
PRV-22403	PRV	Sarah V Hudson	2008-11-07	—	8229772895	3760 Willow Ct, Denver, CO, 80207	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-27858	PRV	Debra Lee	1995-07-27	—	4333342670	8651 Jefferson Ave, Eden Prairie, MN, 55330	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-29579	PRV	Julie Ross	1939-11-28	—	3829562824	7517 Meadow Ln, Chandler, AZ, 85280	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-25535	PRV	Gary Brown	1950-01-24	—	4588476731	5247 Jefferson Ave, Tucson, AZ	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-24847	PRV	Bettty B Soto	2008-12-20	—	4995925720	2184 Sage Ct, Jacksonville, FL, 32234	0.64	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-20755	PRV	Albart Myers	1959-03-01	—	—	2650 Mountain View Dr, Denver, CO, 80224	0.64	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
PRV-26636	PRV	Sean Gardner	—	UHC-33476-72	—	9447 Lake View Rd, Seattle, WA, 98112	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
PRV-21106	PRV	Mark Fox	1993-04-05	—	7479183905	1877 Indian School Rd, Atlanta, GA, 30302	0.64	Date of birth reformatted Phone reformatted State name converted to code Gender normalised+2 more
PRV-20242	PRV	Mark Y Freeman	2006-04-11	—	6483263859	8601 Jefferson Ave, Scottsdale, AZ, 85277	0.64	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed+2 more
PRV-23644	PRV	Sarah Sngh	2004-10-21	—	9323854683	6395 Bayshore Dr Apt 39, Nashville, TN, 37224	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
PRV-27697	PRV	Mateo Sims	1959-11-11	—	—	7841 Bayshore Dr, Phoenix, AZ, 85007	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
PRV-23329	PRV	Jack N Crater	1997-04-23	—	6939400690	9198 Mountain View Dr, Tucson, AZ, 85754	0.64	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+2 more
PRV-23771	PRV	Kayla Reid	2003-09-12	—	9277256579	2115 Market St, Sacramento, CA, 95845	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
PRV-21401	PRV	Marcus Hart	1983-11-13	—	—	3873 Lincoln Way, Gilbert, AZ, 85279	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
PRV-28127	PRV	David D Griffin	1958-07-13	UHC-59486-30	—	9704 Forest Ave, Scottsdale, AZ, 85264	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-23608	PRV	Gloria Meyer	1997-04-17	—	7262763795	1137 Pine Dr, Houston, TX, 77008	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26013	PRV	Evelyn Vega	1982-12-09	—	8008955882	9814 River Rd, Scottsdale, AZ, 85234	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-23820	PRV	Kathleen Simpson	1999-07-27	—	4099492267	9520 Central Ave, Columbus, OH, 43244	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
PRV-22959	PRV	Bobby Hart	1941-11-19	UHC-50494-13	9763259365	9401 Camelback Rd, Las Vegas, NV	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
PRV-23403	PRV	Mary L Castro	1960-07-19	UHC-41566-60	—	7608 Ocean Ave, Seattle, WA, 98125	0.64	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+2 more
PRV-23734	PRV	Robert Bradlay	1977-07-08	—	—	—	0.64	Name split from “Last, First”Date of birth reformatted Email lower-cased Gender normalised+2 more
PRV-25629	PRV	Grace Hall	2000-05-09	UHC-20965-19	5456964649	2262 Bayshore Dr, Tempe, AZ, 85213	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-20293	PRV	Sofia Carr	1950-08-08	UHC-88392-63	6224737398	3946 Lincoln Way, San Antonio, TX, 78291	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted City re-cased+2 more

9,344 rows, page 55 of 187Previous Next