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

Enrollment, flag “Address re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagAddress re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-139582	ENR	Samuel Oliver	1955-11-01	UHC-84083-21	4236480086	9710 Meadow Ln, Austin, TX, 78763	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-116545	ENR	Dnaiel Flores	1980-08-09	UHC-20989-27	3332359103	1785 Apache Blvd, Fresno, CA, 93727	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-138948	ENR	Dabra T Carlson	1955-01-16	UHC-48214-96	8225533351	3548 Mountain View Dr, Scottsdale, AZ, 85231	0.54	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-133967	ENR	Michael R Fernandez	1976-11-07	UHC-51140-04	9525334044	6921 Harbor Blvd, Jacksonville, FL	0.54	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-109887	ENR	Evelyn O Woods	1980-12-02	UHC-04940-63	—	7917 Central Ave, Tampa, FL, 33653	0.54	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
ENR-120482	ENR	Charlie Y Kelly	2006-07-14	UHC-86006-63	—	25 Jefferson Ave, Scottsdale, AZ, 85226	0.54	Two-digit birth year Phone missing area code Street suffix standardised Address re-cased+1 more
ENR-107949	ENR	Debra Robertson	1940-12-17	UHC-69069-26	6143143770	668 Union St, Atlanta, GA, 30396	0.54	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-103147	ENR	Stephanie R Ruiz	1962-03-01	UHC-84863-70	—	8449 Ridge Rd Apt 39, Las Vegas, NV, 89132	0.54	Name re-cased Phone missing area code Unit split from street Street suffix standardised+1 more
ENR-119140	ENR	Sharon Z Walsh	—	UHC-08844-89	8868153359	9734 Union St, Tampa, FL, 33643	0.54	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-119253	ENR	Beverly U Collins	1978-09-17	UHC-66499-96	3113439433	2916 Park Pl, Scottsdale, AZ, 85233	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-109998	ENR	Maira F Kim	1984-10-06	UHC-95297-64	8703153953	7710 Desert Sky Blvd, Plano, TX, 75065	0.54	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased+1 more
ENR-109997	ENR	Maira F Kim	1984-10-06	UHC-95297-64	8703153953	7710 Desert Sky Blvd, Plano, TX, 75065	0.54	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased+1 more
ENR-140577	ENR	Christian Morgan	—	UHC-72777-44	—	9000 Palm Dr, Tucson, AZ, 85722	0.54	Date of birth missing Street suffix standardised Address re-cased Gender normalised+1 more
ENR-109373	ENR	Logan Marshall	1963-03-07	—	—	4254 Elm St, Tampa, FL, 33625	0.54	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+1 more
ENR-123182	ENR	Andrea Le	1957-02-16	UHC-70351-27	—	8785 Canyon Rd, Sacramento, CA, 95854	0.54	Phone missing area code Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-100466	ENR	Amber P Nguyen	1974-02-06	UHC-57730-01	7563068536	6177 Mountain View Dr, Sacramento, CA, 95815	0.54	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-126092	ENR	Lawrence U Smith	—	UHC-22685-39	8889655008	259 Central Ave, Orlando, FL, 32877	0.54	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-129356	ENR	Isabella K Romero	2004-05-20	UHC-15177-67	4073669981	9224 Apache Blvd, Minneapolis, MN, 55481	0.54	Two-digit birth year Phone reformatted SSN last four extracted Street suffix standardised+1 more
ENR-135495	ENR	Amenda G Singh	1947-10-03	UHC-34285-94	3987867358	2132 Baseline Rd, Dallas, TX	0.54	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-134605	ENR	Elizabeth Turner	1995-08-17	UHC-28525-34	4923984918	5112 Ridge Rd # 265, Minneapolis, MN, 55461	0.54	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+1 more
ENR-127020	ENR	Carolyn Porter	1995-04-15	UHC-44477-87	—	5268 Church St, Seattle, WA, 98188	0.54	Phone missing area code Street suffix standardised Address re-cased State name converted to code+1 more
ENR-122440	ENR	Charlotte M Parker	1975-03-14	—	4225668589	6182 Desert Sky Blvd, Scottsdale, AZ, 85210	0.54	Street suffix standardised Address re-cased State name converted to code Email lower-cased+1 more
ENR-129321	ENR	Timothy U Harris	1961-04-21	UHC-78926-70	6314706432	533 Apache Blvd, Dallas, TX, 75290	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-137386	ENR	Joyce M Morgan	1996-04-09	UHC-80074-14	2672982962	9043 Sunset Blvd, San Diego, CA, 92155	0.54	Name split from “Last, First”Middle initial moved out of first name Phone reformatted Street suffix standardised+1 more
ENR-137430	ENR	Ana Adams	1981-09-15	UHC-14475-86	—	3358 Palm Dr, Miami, FL, 33129	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-115981	ENR	Santiago W Kelley	1984-08-10	UHC-71672-31	5854394556	7157 Grand Ave, Denver, CO, 80205	0.54	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+1 more
ENR-129633	ENR	Nancy Myers	1979-02-15	UHC-89328-39	8819443602	667 Sunset Blvd, Nashville, TN, 37285	0.54	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-120020	ENR	Austin M Rogers	2006-12-27	UHC-78760-24	—	7879 Valley View Dr, Mesa, AZ, 85245	0.54	Street suffix standardised Address re-cased State name converted to code ZIP+4 trimmed+1 more
ENR-106214	ENR	Ashley F Black	1941-07-20	UHC-62159-82	2045510577	4377 Camelback Rd, Eden Prairie, MN, 55386	0.54	Street suffix standardised Address re-cased City re-cased State name converted to code+1 more
ENR-115931	ENR	Michael T Mills	—	UHC-22066-20	6369358509	5025 Highland Ave, Las Vegas, NV, 89191	0.54	Date of birth missing Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-113990	ENR	Denise L Jensen	1954-11-24	UHC-41763-29	5946961920	4637 Spring St, Eden Prairie, MN, 55361	0.54	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+1 more
ENR-107618	ENR	Aisha Austin	1967-10-16	UHC-45784-26	2075844497	8211 Willow Ct, Charlotte, NC, 28295	0.54	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-140606	ENR	Jose Pena	—	UHC-68169-21	3673780961	1513 Indian School Rd, Los Angeles, CA	0.54	Date of birth unreadable Street suffix standardised Address re-cased ZIP missing+1 more
ENR-100439	ENR	Christine V Salazar	1973-11-05	UHC-75118-47	9447804785	7127 Sunset Blvd, Plano, TX, 75020	0.54	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+1 more
ENR-117935	ENR	Samantha Diaz	1998-08-23	UHC-92123-72	—	5983 Cedar Ln, Nashville, TN, 37206	0.54	Phone missing area code Street suffix standardised Address re-cased State name converted to code+1 more
ENR-117176	ENR	Joyce K Fsiher	1974-05-01	UHC-71280-23	6424829456	6729 Washington St, Chandler, AZ, 85205	0.54	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-120284	ENR	Christian Wbeb	1951-06-16	UHC-95905-42	3522157928	2035 Sunset Blvd, Houston, TX, 77044	0.54	Street suffix standardised Address re-cased State name converted to code Gender normalised+1 more
ENR-130442	ENR	Jose X Gordun	1994-04-13	UHC-27613-60	8759569091	2402 Willow Ct, Tempe, AZ, 85268	0.54	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-117565	ENR	Sarah V Brown	1976-04-18	UHC-04155-27	—	9173 Apache Blvd, Minneapolis, MN, 55496	0.54	Phone missing area code Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-141275	ENR	Jeremy Roberts	2002-08-08	UHC-15499-53	2922886180	1986 Church St, Atlanta, GA, 30319	0.54	Two-digit birth year Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-125877	ENR	Sara F Carpenter	1954-05-13	UHC-93904-22	2426327396	5892 Willow Ct, Orlando, FL, 32834	0.54	Two-digit birth year Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-131144	ENR	Cynthia B Castro	—	UHC-01960-86	8685755814	4822 Baseline Rd, Denver, CO, 80248	0.54	Name split from “Last, First”Date of birth missing Street suffix standardised Address re-cased+1 more
ENR-116135	ENR	Wayne Castro	2004-05-01	UHC-11215-95	6238380356	7173 Baseline Rd, Los Angeles, CA, 90026	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-111772	ENR	Megan P Wheeler	1971-03-12	UHC-61260-06	—	8380 Sunset Blvd, Houston, TX, 77060	0.54	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+1 more
ENR-106072	ENR	Kathy M Guzman	2004-11-07	UHC-40091-84	5015225365	3914 Market St, Fresno, CA	0.54	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
ENR-102248	ENR	Jan Hill	1973-11-18	UHC-37787-33	7657184208	5687 Washington St, Phoenix, AZ, 85004	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-135368	ENR	Barbara T Carr	2000-03-19	UHC-71429-35	5953887054	4270 Jefferson Ave, Orlando, FL, 32845	0.54	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-120206	ENR	Bruce V Brown	1946-05-18	UHC-63047-48	2479154289	2426 Cedar Ln # 982, Minneapolis, MN, 55483	0.54	Middle initial moved out of first name Phone reformatted Unit split from street Street suffix standardised+1 more
ENR-116512	ENR	Christine Maldonado	1999-01-18	UHC-29569-23	9536980796	9770 Meadow Ln, Houston, TX	0.54	Two-digit birth year Street suffix standardised Address re-cased ZIP missing+1 more
ENR-111660	ENR	Juan Ellis	1996-07-02	—	6793189275	3402 River Rd, Eden Prairie, MN, 55362	0.54	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+1 more

26,564 rows, page 93 of 532Previous Next