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 “Phone reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-28770	PRV	Alexis E Duncan	1970-08-12	—	3037285635	9398 Maple Ave, Gilbert, AZ, 85284	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-29056	PRV	Mike Alexander	1989-04-27	UHC-07738-35	8776182850	3873 Market St, Dallas, TX, 75298	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Email lower-cased+2 more
PRV-22195	PRV	Barbara Gibson	2001-09-07	—	2492470431	2335 Willow Ct, Gilbert, AZ, 85288	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-20888	PRV	Margaret Bailey	1998-01-13	UHC-09162-99	8315914501	9793 Elm St, Orlando, FL, 32804	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-27992	PRV	Amanda Peters	1971-12-05	—	3079611652	4865 Willow Ct, Phoenix, AZ, 85031	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-28362	PRV	Lori Stewart	1945-01-20	UHC-49995-63	8175708003	5044 Broadway, Atlanta, GA	0.64	Name re-cased Phone reformatted City re-cased ZIP missing+2 more
PRV-20497	PRV	Ralph C Harper	1950-06-14	—	8224266008	712 Elm St, Plano, TX, 75055	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-25453	PRV	Philip P Johnson	1941-09-19	UHC-00083-62	6554544924	2403 Oak St, Sacramento, CA, 95828	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23804	PRV	Sarah Olson	2002-10-06	—	7564019099	6116 Willow Ct, Fresno, CA	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
PRV-26878	PRV	Samuel L Hall	1988-09-22	UHC-61573-06	2127304833	6266 Mesa Dr, Columbus, OH, 43281	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-24193	PRV	Roger Wheeler	—	—	2474379538	7260 Jefferson Ave, Tucson, AZ, 85782	0.64	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-22606	PRV	Judith Armstrong	1989-03-13	UHC-29429-16	5127131909	6268 River Rd, Houston, TX, 77022	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-29011	PRV	Vincent Gray	1942-01-27	UHC-05842-82	2417880612	4845 Bayshore Dr, Las Vegas, NV, 89165	0.64	Phone reformatted City re-cased State name converted to code Gender normalised+2 more
PRV-20283	PRV	Mason N Reynolds	1978-09-19	—	4713890386	4261 Ocean Ave Apt 11, Dallas, TX, 75209	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
PRV-25966	PRV	Zachary Mershall	2001-11-21	—	3529053357	7657 Lake View Rd, Atlanta, GA	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
PRV-28232	PRV	Carolyn Henry	1941-09-17	—	9687957748	924 River Rd # 294, Dallas, TX, 75256	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
PRV-24577	PRV	Sean Stephens	—	UHC-47949-16	2133591012	6061 Grand Ave, Orlando, FL, 32881	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-20622	PRV	Diane Stone	2000-02-21	—	9333401447	3422 Pine Dr, San Antonio, TX, 78297	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-25223	PRV	Jennifer F Henry	1980-01-17	—	8196936019	2409 Oak St, Jacksonville, FL, 32216	0.64	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
PRV-25973	PRV	Maria E Kelly	2006-04-20	—	8904460101	3877 Mesa Dr, Fresno, CA	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
PRV-27114	PRV	Dot C Rivera	1958-07-18	—	2489463431	7881 Pine Dr, Nashville, TN, 37223	0.64	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-29453	PRV	Mary Day	1985-11-24	—	4732976946	4022 Church St, Houston, TX, 77096	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-28147	PRV	Melissa T Lucas	1985-03-13	UHC-51145-37	7768628203	1946 Desert Sky Blvd, Charlotte, NC	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
PRV-28944	PRV	Janet Grant	1991-05-18	—	4312737256	7089 Willow Ct, Los Angeles, CA	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
PRV-28941	PRV	Frances Powell	1968-11-17	UHC-90782-54	6442887489	7489 Sunset Blvd, Fresno, CA, 93710	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-28940	PRV	Frances Powell	1968-11-17	UHC-90782-54	6442887489	7489 Sunset Blvd, Fresno, CA, 93710	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-24261	PRV	Maria Flores	1989-02-23	UHC-15319-51	6906292295	7307 Oak St, Tempe, AZ, 85237	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-23336	PRV	Ahmed I Patal	2005-02-09	—	6123970918	7258 Apache Blvd, Austin, TX	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
PRV-27767	PRV	Kyle Fuller	1961-09-12	UHC-61514-91	2974113366	5677 Highland Ave, Sacramento, CA, 95844	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-28320	PRV	Philip X Gray	1982-01-06	—	4129265674	6954 Sage Ct, Dallas, TX, 75214	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
PRV-26837	PRV	Megan Y Thompson	2007-01-06	—	7453777462	9786 Union St, Orlando, FL, 32896	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-29275	PRV	Arthur Valdez	1996-08-18	UHC-18114-77	4296674000	8255 Ocean Ave, Columbus, OH	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
PRV-22645	PRV	Charlotte O Peterson	1963-07-15	UHC-11340-18	6588626908	833 Central Ave, Tempe, AZ, 85243	0.64	Middle initial moved out of first name Name re-cased Phone reformatted State name converted to code+2 more
PRV-27373	PRV	Justin Chavez	1947-05-07	—	9097939771	8672 Canyon Rd, Tucson, AZ	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23227	PRV	Mark Green	1981-09-10	—	4616697548	1449 Maple Ave, Los Angeles, CA, 90008	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-29557	PRV	Janny King	1997-10-25	UHC-93242-21	7602706297	2291 Forest Ave # 402, San Antonio, TX, 78224	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
PRV-26699	PRV	Wei Morris	1970-02-14	—	2139737646	9555 Central Ave, Mesa, AZ, 85253	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-21552	PRV	Elijah Schultz	1982-05-16	—	5886519766	6187 Pine Dr, Tampa, FL	0.64	Name re-cased Two-digit birth year Phone reformatted ZIP missing+2 more
PRV-20760	PRV	Julia Nguyen	1941-11-07	—	8612466417	4434 Washington St, Tucson, AZ, 85722	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-26957	PRV	Bryan S Franklin	1981-12-17	UHC-08186-77	8982608770	325 Valley View Dr, Scottsdale, AZ, 85200	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-23281	PRV	Lori Jordan	1985-05-24	UHC-12979-70	7214927607	3367 Ocean Ave, Mesa, AZ, 85209	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-22344	PRV	Diego Hill	1986-04-18	UHC-71876-27	7022853275	2197 Church St, San Antonio, TX, 78227	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-25369	PRV	Brian M McCoy	1958-07-15	UHC-72352-98	2204923173	8242 Union St, Tempe, AZ, 85238	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-22749	PRV	Heather SJunk	1960-05-18	—	7263988696	—	0.64	Name re-cased Two-digit birth year Phone reformatted Email lower-cased+2 more
PRV-25786	PRV	Jose Yang	—	—	9695708235	3298 River Rd, Tucson, AZ, 85737	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-28867	PRV	Jesse Floras	2008-11-16	UHC-66809-51	7519891705	7763 Hillcrest Rd, Nashville, TN, 37275	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-21697	PRV	Samuel Wylson	2003-04-10	UHC-53403-90	6858413242	4811 Broadway, Sacramento, CA, 95865	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted Gender normalised+2 more
PRV-23043	PRV	Santiago Perkins	1977-11-25	—	5446044503	6183 Apache Blvd, Scottsdale, AZ, 85285	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-28734	PRV	Austin Contreras	1941-12-19	UHC-72120-49	2887922714	7460 Canyon Rd, San Diego, CA	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
PRV-23371	PRV	Cheryl S Lee	1957-11-25	—	7795654448	6438 Baseline Rd, Dallas, TX, 75245	0.64	Middle initial moved out of first name Two-digit birth year Phone reformatted Email lower-cased+2 more

5,906 rows, page 32 of 119Previous Next