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

All sources, flag “Street suffix standardised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagStreet suffix standardisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-120091	ENR	Bobby Torres	1945-05-09	UHC-38502-01	8656050788	6470 Lake View Rd, Glendale, AZ, 85357	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-142960	ENR	William Thomas	1966-01-16	UHC-30395-04	5535949350	6199 Cedar Ln, Seattle, WA, 98173	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-430907	CLM	Eugne Edwards	1968-07-25	—	—	6041 Ridge Rd, Mesa, AZ, 85218	0.50	Two-digit birth year Street suffix standardised Address re-cased City re-cased+3 more
CLM-410745	CLM	Vega P Joan	1975-02-05	—	7459971291	2744 Market St, Glendale, AZ, 85331	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-412861	CLM	Marc Burke	2008-04-17	UHC-79080-92	—	4628 River Rd Apt 26, San Antonio, TX, 78278	0.50	Unit split from street Street suffix standardised Address re-cased City re-cased+3 more
PRV-22172	PRV	Dorothy Medina	1967-10-19	UHC-55197-73	9407334986	1837 Pine Dr, Houston, TX, 77041	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
ENR-133557	ENR	Chritian BJunk	2007-07-24	UHC-28089-14	—	9378 Willow Ct, Scottsdale, AZ	0.50	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+3 more
TPA-59494	TPA	Frank Carpenter	1999-02-27	—	—	1999 Cedar Ln, Austin, TX, 78737	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-23075	PRV	Ralph S Fields	1980-02-01	—	5338715128	7885 Washington St, Columbus, OH, 43225	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-108830	ENR	Kimberly Z Salazar	1971-04-19	UHC-10291-16	6567188969	2158 Palm Dr, Sacramento, CA, 95854	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-118529	ENR	Gary G Greene	1983-08-06	UHC-86614-46	8706424329	4571 Jefferson Ave, Atlanta, GA, 30364	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-119876	ENR	Robert Z Dominguez	—	UHC-72381-88	4066349198	3310 Willow Ct, Los Angeles, CA	0.50	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+3 more
CLM-412466	CLM	Alexis Watkins	1946-10-08	UHC-25813-01	6234631535	3596 Elm St, Orlando, FL, 32861	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-112547	ENR	Becky P Ferguson	1939-04-11	UHC-58326-17	2436302509	429 Harbor Blvd # 785, Tampa, FL, 33658	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-405638	CLM	Brandon Snyder	—	UHC-55662-93	—	8063 Pine Dr, Nashville, TN, 37248	0.50	Name split from “Last, First”Date of birth unreadable Street suffix standardised Address re-cased+3 more
ENR-111348	ENR	Julie Hall	2008-02-10	UHC-86527-90	5212095610	6710 Mesa Dr, San Antonio, TX, 78249	0.50	Two-digit birth year Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-114399	ENR	Sandra Peterson	1970-06-24	UHC-01975-42	6312063229	9822 Washington St, Los Angeles, CA	0.50	Two-digit birth year Street suffix standardised Address re-cased City re-cased+3 more
CLM-400495	CLM	Judith Gonzales	1995-04-21	UHC-65932-60	—	144 Canyon Rd, Seattle, WA, 98195	0.50	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
CLM-400496	CLM	Judith Gonzales	1995-04-21	UHC-65932-60	—	144 Canyon Rd, Seattle, WA, 98195	0.50	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
PRV-22632	PRV	Carol U James	1996-11-22	—	—	5225 Union St, Tucson, AZ, 85723	0.50	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+3 more
ENR-110363	ENR	Christian I Gonzales	—	UHC-04668-80	5396447971	2643 Maple Ave, Orlando, FL, 32879	0.50	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
CLM-419924	CLM	Wayne Davis	1956-05-25	UHC-67278-96	2448415214	4681 Oak St, Eden Prairie, MN, 55309	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
TPA-50063	TPA	Jennifer H Cole	1962-10-12	—	6396572717	5396 Elm St, Charlotte, NC	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
CLM-426723	CLM	GeorgeJunk	1944-02-26	UHC-26152-27	—	4249 Union St, Scottsdale, AZ, 85213	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-128247	ENR	Doris Guzman	1956-10-23	UHC-56787-59	3642722355	3126 Indian School Rd, Minneapolis, MN, 55466	0.50	Phone reformatted Member ID reformatted SSN last four extracted Street suffix standardised+3 more
ENR-128246	ENR	Doris Guzman	1956-10-23	UHC-56787-59	3642722355	3126 Indian School Rd, Minneapolis, MN, 55466	0.50	Phone reformatted Member ID reformatted SSN last four extracted Street suffix standardised+3 more
ENR-126423	ENR	Ashley Murray	1984-07-27	UHC-29306-70	4915297452	8578 Harbor Blvd, Orlando, FL, 32891	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-140600	ENR	Dyylan R Stephens	1982-08-03	UHC-29218-23	3878070018	8540 Meadow Ln, Plano, TX	0.50	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
TPA-56361	TPA	George M Torres	1964-05-20	UHC-42020-09	9294162649	4804 Market St, Mesa, AZ, 85267	0.50	Two-digit birth year Street suffix standardised Address re-cased City re-cased+3 more
TPA-57982	TPA	Kayla Perez	1964-12-11	—	—	5951 Forest Ave, Plano, TX, 75025	0.50	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
ENR-126422	ENR	Pirya Y Ramos	1960-03-13	UHC-54011-48	2178346182	814 Apache Blvd, Miami, FL, 33179	0.50	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-101934	ENR	Robert C Alexander	1959-03-08	UHC-08776-21	—	814 Camelback Rd, Orlando, FL, 32866	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-428923	CLM	Grace Y Palmer	2008-06-23	UHC-85177-59	8377457100	6124 Hillcrest Rd, Tempe, AZ, 85253	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
TPA-54367	TPA	Steve McCoy	1976-03-10	—	4637524888	8878 Market St, Scottsdale, AZ, 85260	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
TPA-52872	TPA	Carl Pnea	1953-07-21	—	—	6299 Central Ave, Tempe, AZ, 85283	0.50	Two-digit birth year Street suffix standardised Address re-cased City re-cased+3 more
CLM-402427	CLM	James Chen	1961-02-13	UHC-30142-52	8594009501	2201 River Rd, Tucson, AZ, 85704	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-135018	ENR	Jose L Harvey	1991-04-12	UHC-37133-74	2435640448	8461 Elm St, San Diego, CA, 92136	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-414181	CLM	Mason Russell	—	—	9512185992	3902 Apache Blvd, Miami, FL, 33146	0.50	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+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
ENR-115276	ENR	Billy Grant	1958-09-19	UHC-16300-53	7687321105	3323 Mountain View Dr # 467, Scottsdale, AZ	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-102243	ENR	Andrea Holmes	1965-05-05	UHC-52048-24	—	1113 River Rd Apt 37, Atlanta, GA, 30336	0.50	Unit split from street Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-107374	ENR	Heather G Black	1983-01-18	UHC-29594-73	6555486532	3321 Washington St, Los Angeles, CA, 90040	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-107373	ENR	Heather G Black	1983-01-18	UHC-29594-73	6555486532	3321 Washington St, Los Angeles, CA, 90040	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-106474	ENR	Jason Nelson	1990-01-28	UHC-26606-97	8774549967	5012 Desert Sky Blvd # 887, San Diego, CA, 92187	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-138536	ENR	Roger V Taylor	1996-11-08	UHC-26029-98	6877346758	4847 Church St, Dallas, TX, 75292	0.50	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-109418	ENR	Henry Roberts	1969-10-21	UHC-17992-75	6856078523	7955 Sage Ct, Chandler, AZ, 85285	0.50	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
PRV-20891	PRV	Judith Rivera	1968-04-15	—	—	5604 Ridge Rd, Los Angeles, CA, 90005	0.50	Name re-cased Phone missing area code Street suffix standardised Address re-cased+3 more
ENR-136413	ENR	Willie Bailey	1973-10-24	UHC-45370-87	6732864536	9548 Union St, San Antonio, TX, 78284	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-418393	CLM	Maria Reid	1943-06-02	UHC-95329-63	—	8664 Mountain View Dr, Las Vegas, NV, 89198	0.50	Name split from “Last, First”Date of birth reformatted SSN last four extracted Street suffix standardised+3 more

55,824 rows, page 116 of 1,117Previous Next