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 “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
PRV-27092	PRV	Ralph Espinoza	1938-09-14	UHC-65631-51	—	2235 Highland Ave Apt 26, Tempe, AZ, 85211	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
PRV-22920	PRV	Billy F Mendez	1978-12-26	—	—	3385 Desert Sky Blvd, Chandler, AZ	0.50	Name re-cased Date of birth reformatted Phone missing area code State name converted to code+3 more
PRV-20857	PRV	Allice Wallace	1939-07-04	UHC-88572-65	—	1501 Main St, Orlando, FL, 32875	0.50	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
PRV-24199	PRV	Juan Castro	1981-08-02	—	—	3666 Market St, Fresno, CA, 93713	0.50	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+3 more
PRV-28708	PRV	Bradley Romero	1955-02-12	—	3308148498	2559 Lake View Rd Apt 4, Jacksonville, FL, 32282	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+3 more
PRV-29520	PRV	Melissa Allen	1954-02-25	—	8376521130	9662 Main St Apt 12, Chandler, AZ, 85284	0.50	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
PRV-25351	PRV	Linda Lucas	1951-03-06	—	4002711136	592 Jefferson Ave, Tucson, AZ, 85761	0.50	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
PRV-29452	PRV	Kelly Valdez	2000-08-09	—	—	3063 Indian School Rd, Fresno, CA	0.50	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+3 more
PRV-24955	PRV	Lewis Ahmed	1986-11-18	—	7914779822	1864 Baseline Rd, Miami, FL, 33155	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted SSN last four extracted+3 more
PRV-20690	PRV	Ann Alexander	—	—	—	8659 Ocean Ave, Columbus, OH, 43267	0.50	Name re-cased Date of birth reformatted Date of birth unreadable Street suffix standardised+3 more
PRV-23105	PRV	Ruth Ray	1953-06-22	—	—	3090 Harbor Blvd, Las Vegas, NV, 89114	0.50	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+3 more
PRV-21603	PRV	Wayne Gutierrez	1982-11-13	—	4287131616	7979 Park Pl, Miami, FL	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-28909	PRV	Jerry Cole	2005-03-11	—	—	8103 Main St, Tampa, FL, 33600	0.50	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+3 more
PRV-27376	PRV	Teresa Rivera	1967-12-18	—	6133745860	9292 Forest Ave, Fresno, CA	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-28545	PRV	Walter Gomez	1945-05-22	—	5906943061	2117 Camelback Rd # 570, Chandler, AZ, 85299	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+3 more
PRV-21125	PRV	Virginia Singh	1957-04-27	UHC-78289-57	—	1609 Valley View Dr, Charlotte, NC	0.50	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
PRV-22102	PRV	Camila G Olson	1949-01-07	—	5246510806	3970 Sage Ct, Atlanta, GA, 30342	0.50	Name split from “Last, First”Middle initial moved out of first name Date of birth reformatted Phone reformatted+3 more
PRV-24069	PRV	Theresa Kelly	1950-01-02	UHC-26103-49	6876560179	1014 Hillcrest Rd, San Diego, CA	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+3 more
PRV-26497	PRV	Judy A Edwards	1992-08-01	—	—	501 Palm Dr, Gilbert, AZ	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-24795	PRV	ArjnJunk	1986-04-21	UHC-50680-83	7978268816	2780 Spring St, Los Angeles, CA, 90063	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-22927	PRV	Julie H Sims	1980-02-25	UHC-52677-23	—	4819 Valley View Dr, San Antonio, TX, 78220	0.50	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
PRV-25815	PRV	Eugene Warren	1965-03-23	UHC-16651-20	5739904544	4103 Bayshore Dr Apt 24, Gilbert, AZ, 85277	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+3 more
PRV-26195	PRV	Henry Myeers	1953-05-04	—	2132071418	2969 Cedar Ln, Las Vegas, NV, 89100	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-21656	PRV	Anna Carpenter	1952-02-03	UHC-11448-93	—	5759 River Rd, Jacksonville, FL	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-21950	PRV	Danielle Collins	1983-10-27	—	4824884280	2407 Park Pl, Tampa, FL, 33610	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted State name converted to code+3 more
PRV-26572	PRV	Ruth Ford	1973-12-26	—	7219563712	3627 Desert Sky Blvd # 199, Tempe, AZ	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
PRV-22644	PRV	Helen K Freeman	—	UHC-18574-51	—	712 Main St, San Antonio, TX	0.50	Date of birth reformatted Date of birth unreadable Street suffix standardised Address re-cased+3 more
PRV-28862	PRV	—Junk	2006-03-14	—	4928731767	8767 Harbor Blvd, Sacramento, CA	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-22783	PRV	Valentina Rios	1989-10-21	—	4517771817	2665 Harbor Blvd, Orlando, FL, 32887	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-28627	PRV	Raymond J Day	1984-07-02	—	8372569229	8570 Main St, Miami, FL, 33153	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-23988	PRV	Theresa Mendez	1976-12-25	—	—	7707 River Rd # 553, Miami, FL	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
PRV-29504	PRV	Sophia Reid	1987-11-27	—	9283138042	4481 Bayshore Dr Apt 28, Las Vegas, NV, 89121	0.50	Date of birth reformatted Phone reformatted SSN last four extracted Unit split from street+3 more
PRV-20333	PRV	Stephanie Hayes	2007-10-20	UHC-72841-28	—	403 Washington St, Houston, TX	0.50	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
PRV-29154	PRV	Edward K Burton	2004-10-20	—	8339089193	1763 Palm Dr, Mesa, AZ, 85244	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-26445	PRV	Dennis Diaz	2005-06-03	—	9303490223	6178 Ocean Ave, Las Vegas, NV, 89129	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-27914	PRV	Elijah Campbell	1959-10-22	—	3409678447	6580 Central Ave, Sacramento, CA, 95886	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-20117	PRV	Christine Bennett	1991-08-23	UHC-46148-59	6425155425	1835 Sunset Blvd, Glendale, AZ, 85304	0.50	Name split from “Last, First”Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
PRV-20022	PRV	Joyce A Contreras	1966-07-03	UHC-09400-72	6224547008	2980 Park Pl, Mesa, AZ	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
PRV-25779	PRV	Raymond Sullivan	1989-08-22	—	4874231313	5591 Sage Ct # 134, Chandler, AZ, 85201	0.52	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
PRV-29096	PRV	Tony R Bishop	1984-03-26	UHC-85028-39	3844579410	2606 Valley View Dr, Seattle, WA, 98134	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-21294	PRV	Alexis Harvey	1991-02-11	UHC-56292-04	—	6202 Bayshore Dr, Nashville, TN, 37211	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-23119	PRV	Aaron Gacia	1963-04-27	—	7519765126	7813 Desert Sky Blvd, Minneapolis, MN, 55424	0.52	Name split from “Last, First”Date of birth reformatted State name converted to code Gender normalised+2 more
PRV-24051	PRV	Paul Alvarez	2000-05-10	—	—	7640 Washington St, Houston, TX, 77048	0.52	Name split from “Last, First”Date of birth reformatted ZIP+4 trimmed Gender normalised+2 more
PRV-28929	PRV	Grace D Hughes	1965-10-15	—	6717940564	181 Central Ave, Tampa, FL, 33632	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-20637	PRV	Ahmed Gutierrez	1938-05-12	—	—	6178 Forest Ave, Columbus, OH, 43204	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-26431	PRV	Teresa D Simpson	1957-04-18	—	—	1259 Mountain View Dr, Orlando, FL, 32820	0.52	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
PRV-25633	PRV	—Junk	2002-03-22	—	—	4094 Apache Blvd, Los Angeles, CA, 90085	0.52	Date of birth reformatted Phone missing area code State name converted to code Whitespace trimmed+2 more
PRV-21080	PRV	Fatima Green	1971-01-19	UHC-56858-96	8975855235	764 River Rd, Minneapolis, MN, 55442	0.52	Name split from “Last, First”Date of birth reformatted City re-cased State name converted to code+2 more
PRV-22159	PRV	Christina Meyer	1958-09-22	UHC-53968-37	7853766672	9661 Maple Ave, Sacramento, CA, 95861	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-26904	PRV	Elijah T Henderson	1980-02-17	UHC-24951-39	2205784083	8438 Camelback Rd, Scottsdale, AZ	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP missing+2 more

3,124 rows, page 5 of 63Previous Next