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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-428290	CLM	Gregory Cruz	1974-01-27	UHC-66888-17	9865843553	5351 Market St Apt 25, Jacksonville, FL, 32255	0.64	Phone reformatted Unit split from street City re-cased State name converted to code+2 more
ENR-138230	ENR	Anna Y Wallace	1904-10-14	UHC-03491-04	4542033648	2854 Sage Ct, Glendale, AZ, 85304	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-114095	ENR	Sue L Gordon	1961-11-23	UHC-75486-27	4422576365	3226 Grand Ave, Tucson, AZ, 85749	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-104241	ENR	Christian Y Carroll	1994-11-08	UHC-50313-94	—	626 Central Ave, Fresno, CA, 93716	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-417528	CLM	Ailce Griffin	1973-02-01	UHC-73266-95	4854263168	393 Park Pl, Denver, CO	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-115960	ENR	Danielle Diaz	2008-08-10	UHC-59317-53	3636615300	9170 Desert Sky Blvd, Los Angeles, CA, 90099	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-414947	CLM	Donna Austin	1956-02-08	UHC-08695-42	—	3198 Maple Ave, Fresno, CA, 93784	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
PRV-27227	PRV	Melissa Hawkins	—	UHC-47276-80	7004380328	4053 Forest Ave, San Diego, CA, 92140	0.64	Name re-cased Date of birth missing Street suffix standardised Address re-cased+2 more
ENR-100415	ENR	Logan Jenkins	1983-02-11	UHC-92608-13	9513936562	2509 Spring St, Minneapolis, MN, 55408	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-410460	CLM	Zachary Green	1978-02-02	—	3508287855	2091 Willow Ct, San Diego, CA, 92134	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-116108	ENR	Priya R Henry	1997-12-11	UHC-78896-26	6267944109	6340 Mountain View Dr, Gilbert, AZ, 85239	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-60040	TPA	Lsa Willis	1974-09-05	—	—	1426 Park Pl, Tucson, AZ, 85720	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
TPA-54844	TPA	Luri Cruz	—	UHC-43223-03	—	3912 Main St, Austin, TX	0.64	Name re-cased Date of birth unreadable Member ID reformatted City re-cased+2 more
TPA-62950	TPA	Ann Sims	1992-02-16	—	4029507313	2701 Pine Dr, Gilbert, AZ	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-427796	CLM	Christina Estarda	1969-02-07	—	2575743192	5680 Canyon Rd, Nashville, TN, 37201	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
ENR-131501	ENR	Katherine D Warren	1975-08-08	UHC-61644-88	5057801963	8205 Willow Ct, Mesa, AZ, 85201	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
PRV-25219	PRV	Arthur Gibson	1982-09-25	—	2933056159	6998 Cedar Ln, Austin, TX	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-125175	ENR	Terry Simpson	1955-01-10	UHC-34152-23	6476193420	292 River Rd, Columbus, OH, 43209	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-407214	CLM	Kimberly Munoz	2007-12-22	—	—	5212 Spring St, Jacksonville, FL, 32237	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-429216	CLM	John Moore	1996-04-11	UHC-80866-83	—	3523 Market St, Sacramento, CA, 95863	0.64	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
ENR-111324	ENR	Dennis K Alvarez	2004-04-22	UHC-68394-96	5332054449	8893 Maple Ave, Tempe, AZ	0.64	Name re-cased City re-cased State code upper-cased ZIP missing+2 more
ENR-118221	ENR	Timothy Olson	1945-07-16	UHC-86947-07	6262487152	432 Union St, Sacramento, CA, 95846	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-123201	ENR	Omar Wheeler	—	UHC-56019-56	4373897552	5673 Hillcrest Rd, Gilbert, AZ, 85261	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-54164	TPA	Zachary Perry	—	—	6392581928	1235 Main St, Charlotte, NC, 28237	0.64	Date of birth unreadable Phone reformatted City re-cased ZIP+4 trimmed+2 more
ENR-136470	ENR	William L Walsh	1952-05-27	UHC-61186-88	—	9058 Mesa Dr, Seattle, WA, 98143	0.64	Street suffix standardised Address re-cased City re-cased State code upper-cased+2 more
ENR-107062	ENR	Kelly Little	1943-10-18	UHC-04223-47	5247851643	816 Highland Ave, Tampa, FL, 33612	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted City re-cased+2 more
ENR-116401	ENR	Joyce X Guzman	1969-10-22	UHC-97902-24	8742052890	7227 Mesa Dr, Sacramento, CA, 95812	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
PRV-26049	PRV	Ethan Richardson	1951-02-27	UHC-74350-59	—	1264 Palm Dr, Sacramento, CA, 95885	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
ENR-136015	ENR	Richard V Jordan	2005-03-20	UHC-30947-21	7356244395	7025 Market St, Columbus, OH, 43230	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-129504	ENR	Jerry X Reed	1953-05-08	UHC-79353-44	2132362722	9153 Pine Dr, Miami, FL	0.64	Two-digit birth year Phone reformatted City re-cased ZIP missing+2 more
CLM-413030	CLM	Larry Garcia	1966-06-25	UHC-28303-69	—	5239 Jefferson Ave, Tempe, AZ, 85207	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
CLM-432691	CLM	Sue Hart	1938-10-02	UHC-24309-19	3556006318	2889 Maple Ave, Fresno, CA, 93796	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-132160	ENR	Samuel Y Bishop	1973-11-16	—	7638216000	5173 Desert Sky Blvd, Gilbert, AZ, 85207	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-28470	PRV	Jonathan Ramirez	1962-03-14	UHC-25636-58	—	995 Spring St, Columbus, OH, 43276	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
ENR-116019	ENR	Deborah N Harper	1973-09-28	UHC-63588-98	3247012215	4799 River Rd, Charlotte, NC, 28291	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-414371	CLM	Saa Harper	1994-03-15	UHC-71898-36	—	9413 Meadow Ln, San Diego, CA, 92122	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-116830	ENR	Madison C Riichards	1946-11-09	UHC-62417-20	4209473320	4785 Cedar Ln, Gilbert, AZ, 85276	0.64	Name re-cased Two-digit birth year City re-cased Email lower-cased+2 more
PRV-24616	PRV	Larry Mejia	1944-06-07	—	8282764875	3854 Desert Sky Blvd Apt 20, Jacksonville, FL, 32222	0.64	Unit split from street Street suffix standardised Address re-cased City re-cased+2 more
ENR-104478	ENR	Mateo R Johnson	1986-09-05	UHC-24566-34	9848169043	9534 Spring St, San Diego, CA, 92184	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-128812	ENR	Gary V Hill	1955-03-23	UHC-08265-40	4896713363	1930 Apache Blvd, Seattle, WA, 98148	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-50200	TPA	Philip B Mendez	2005-08-23	—	—	7910 Willow Ct, Nashville, TN, 37219	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
PRV-24332	PRV	Eugene Crawford	1980-09-21	—	8894951061	2129 Indian School Rd # 429, Scottsdale, AZ, 85202	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-428285	CLM	Jessica Y Carroll	—	—	5033331504	9859 Sage Ct, Jacksonville, FL, 32206	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
CLM-419913	CLM	Cynthia Jimenez	1989-07-14	—	—	7864 Market St, Columbus, OH, 43222	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
TPA-61304	TPA	William Phillips	1952-12-19	—	—	1219 Desert Sky Blvd, Charlotte, NC, 28222	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-57790	TPA	Logan Davis	1977-12-22	—	—	6326 Washington St, Mesa, AZ, 85237	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
CLM-401285	CLM	Austin Rice	1961-08-09	UHC-01782-05	6339088309	3657 Elm St, Tempe, AZ, 85217	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-123081	ENR	Eric V Freeman	1979-11-06	UHC-06917-70	8084558536	2593 Canyon Rd, San Antonio, TX, 78284	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-129410	ENR	Wayne S Thomas	1954-02-10	UHC-60306-66	7714630083	4016 Jefferson Ave, Seattle, WA, 98168	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-27116	PRV	George Estrada	1998-05-24	—	2219716731	958 Church St, Tempe, AZ	0.64	Two-digit birth year Phone reformatted City re-cased ZIP missing+2 more

17,850 rows, page 128 of 357Previous Next