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 “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-127217	ENR	Lauuren Gutierrez	1942-10-10	UHC-72049-97	4409083769	5474 Indian School Rd, Chandler, AZ, 85220	0.48	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-419596	CLM	Emma Rodriguez	2006-11-25	—	—	894 River Rd, Phoenix, AZ	0.48	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
CLM-403486	CLM	Megaan Y Jenkins	1988-07-16	UHC-29869-80	9145677518	9484 River Rd, Gilbert, AZ	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-412813	CLM	Camila Baker	—	—	9009578885	815 Ocean Ave, Las Vegas, NV, 89195	0.48	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+4 more
CLM-424425	CLM	Sara Burke	1969-04-08	UHC-67629-21	—	95 Maple Ave, Houston, TX	0.48	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+4 more
CLM-431539	CLM	William Webb	1986-01-20	UHC-85317-53	3938443846	2004 Willow Ct, San Diego, CA, 92121	0.48	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+4 more
CLM-417221	CLM	Gregory Dixon	1989-11-13	UHC-47337-39	—	4750 Highland Ave, Glendale, AZ, 85314	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-124050	ENR	Christine D Silva	1994-08-04	UHC-39736-97	—	6004 Mesa Dr # 184, Orlando, FL, 32894	0.48	Name re-cased Unit split from street Street suffix standardised Address re-cased+4 more
TPA-54561	TPA	Anna Dunn	1979-05-15	—	2574782374	1087 Hillcrest Rd, Miami, FL, 33155	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-422253	CLM	Ruth Ford	1973-12-26	UHC-28799-29	7219563712	3627 Desert Sky Blvd # 429, Tempe, AZ, 85217	0.48	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-130377	ENR	Sarah T Long	1977-08-16	UHC-37791-64	6186273911	2128 Ocean Ave, Nashville, TN, 37284	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-64284	TPA	Jose Banks	1997-11-05	—	—	5571 Main St, Dallas, TX, 75275	0.48	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+4 more
PRV-27712	PRV	Carl Sims	1953-05-05	—	—	2766 Desert Sky Blvd, Plano, TX, 75078	0.48	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+4 more
PRV-26571	PRV	Ruth W Ford	1973-12-26	UHC-28799-29	7219563712	3627 Desert Sky Blvd # 189, Tempe, AZ, 85217	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
TPA-61933	TPA	Eugene Henderson	1959-02-22	—	2215016506	3030 Ocean Ave Apt 21, Scottsdale, AZ, 85296	0.48	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+4 more
ENR-141839	ENR	Patricia Rice	1951-11-26	UHC-18805-90	9116215964	8745 Mesa Dr # 267, Los Angeles, CA, 90086	0.48	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
PRV-22545	PRV	Walter H Fuller	1957-07-01	UHC-25159-18	2467984713	1122 Camelback Rd, Atlanta, GA	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-422595	CLM	Teresa H West	1965-11-01	UHC-07289-33	—	5088 Main St Apt 27, Mesa, AZ, 85245	0.48	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
ENR-123564	ENR	Nick Washington	1968-08-08	UHC-18391-87	4796870616	6609 Highland Ave, Phoenix, AZ	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-104970	ENR	Mason Marquez	1998-12-04	UHC-73096-61	6466029964	2385 Elm St, Mesa, AZ, 85228	0.48	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
TPA-56994	TPA	Diane A Hunter	1963-01-01	—	8983774826	8372 Lake View Rd, Plano, TX, 75012	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-414920	CLM	Don Hamilton	—	UHC-49782-38	3453084119	4473 Canyon Rd, Columbus, OH, 43291	0.48	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
TPA-64268	TPA	Matthews Rachel	1985-04-21	—	7363774936	8619 Lincoln Way, Los Angeles, CA, 90084	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-140296	ENR	Kathleen Z Fisher	1953-08-12	UHC-98423-32	9756269555	5400 Sunset Blvd, Nashville, TN, 37219	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-102646	ENR	Randy Booyd	1984-06-23	UHC-69182-33	7288310334	8961 Baseline Rd # 693, Fresno, CA, 93715	0.48	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
ENR-132380	ENR	Stephanie B Jenkins	1972-11-19	UHC-66957-95	—	3598 Hillcrest Rd, Tempe, AZ, 85273	0.48	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+4 more
ENR-114444	ENR	Debra Fernandez	1977-09-23	UHC-61165-26	6043178586	3489 Ridge Rd, Jacksonville, FL, 32236	0.48	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+4 more
ENR-140346	ENR	Eugene F Reyes	1966-05-18	UHC-92197-11	5669062931	9300 Maple Ave, Los Angeles, CA	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-416948	CLM	Bradley Q Sims	2006-09-04	—	7973864640	5554 Cedar Ln, Atlanta, GA, 30300	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-429228	CLM	Thomas Campbell	1945-08-21	UHC-19472-43	2504766586	1644 Highland Ave, Eden Prairie, MN, 55327	0.48	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-112310	ENR	Teresa Williamson	1981-01-26	UHC-54512-54	4142162987	2913 Lincoln Way, Dallas, TX, 75257	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
TPA-58973	TPA	Jessica Miller	1952-02-08	—	—	8223 Jefferson Ave, Jacksonville, FL, 32252	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
PRV-27940	PRV	Richard L Gonzales	1974-05-08	UHC-13350-17	7223272474	6299 Ocean Ave, Minneapolis, MN	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
PRV-28727	PRV	Brian Ramos	1971-08-15	—	7093802338	134 Market St, Fresno, CA, 93714	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
PRV-28726	PRV	Brian Ramos	1971-08-15	—	7093802338	134 Market St, Fresno, CA, 93714	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-406139	CLM	Jacob Kim	1988-11-28	—	—	3777 Cedar Ln, Los Angeles, CA, 90039	0.48	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+4 more
PRV-23801	PRV	Marilyn Aguilar	1989-02-22	—	4464578877	4665 Baseline Rd, Chandler, AZ, 85235	0.48	Name split from “Last, First”Phone reformatted City re-cased ZIP+4 trimmed+4 more
TPA-56512	TPA	Pamela K Butler	1995-11-10	—	—	8619 Spring St, Miami, FL	0.48	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
PRV-23878	PRV	Bruce Murray	1994-10-11	UHC-95825-79	2893072986	2873 Highland Ave, Minneapolis, MN, 55438	0.48	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-56650	TPA	Daniiel K Reid	1939-01-23	UHC-18514-12	4775240045	8395 Camelback Rd, Columbus, OH, 43209	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-133683	ENR	Lisa V Singh	1998-06-03	UHC-77375-17	—	3457 Mesa Dr, Miami, FL, 33101	0.48	Date of birth reformatted Phone missing area code Member ID reformatted Street suffix standardised+4 more
ENR-137569	ENR	Katherine Padila	1943-06-08	UHC-78445-75	9416774613	4199 Ridge Rd, Seattle, WA, 98116	0.48	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+4 more
ENR-130695	ENR	Donna G Holmes	1958-03-17	UHC-94194-30	6802240241	8953 Main St, Glendale, AZ, 85308	0.48	Phone reformatted Street suffix standardised Address re-cased State name converted to code+4 more
ENR-120103	ENR	Ruth B Wilson	1970-07-22	UHC-28608-66	—	1034 Camelback Rd, Jacksonville, FL, 32266	0.48	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
CLM-420126	CLM	Scott Clark	1946-04-12	UHC-35459-02	5078246419	4843 Bayshore Dr, Houston, TX, 77043	0.48	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-420127	CLM	Scott Clark	1946-04-12	UHC-35459-02	5078246419	4843 Bayshore Dr, Houston, TX, 77043	0.48	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-402233	CLM	Stephanie Harvey	1990-03-05	UHC-11287-52	7583184520	6362 Union St, Eden Prairie, MN, 55338	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-116981	ENR	Dorothy Bishop	1975-12-12	UHC-06383-25	7744583790	8850 Mesa Dr, Houston, TX, 77040	0.48	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-132891	ENR	Linda V Reynolds	2004-10-19	UHC-41436-28	—	900 Ocean Ave, Tempe, AZ	0.48	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+4 more
CLM-417501	CLM	Justin Reyes	1963-09-22	—	—	4889 Spring St, Glendale, AZ, 85337	0.48	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+4 more

16,828 rows, page 38 of 337Previous Next