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 “Unit split from street”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagUnit split from streetClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-134441	ENR	Nancy Y Valdez	2002-06-24	UHC-34666-58	3923898239	3019 Park Pl # 455, Tucson, AZ, 85734	0.66	Date of birth reformatted Phone reformatted Unit split from street State name converted to code+1 more
ENR-112601	ENR	Donald B Reyes	1953-08-27	UHC-02730-79	8712659474	3204 Forest Ave # 696, Houston, TX, 77041	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
TPA-59519	TPA	Richard Hamilton	2001-10-03	—	2156053528	4119 Highland Ave Apt 15, Columbus, OH, 43201	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-130071	ENR	Abby Q Owens	1991-04-07	UHC-77928-28	6783502997	2777 Broadway Apt 15, Sacramento, CA	0.66	Unit split from street Address re-cased City re-cased ZIP missing+1 more
ENR-106580	ENR	Andrew V Reyes	1977-12-22	UHC-82778-20	7628617286	6345 Ridge Rd Apt 29, Eden Prairie, MN, 55368	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-135494	ENR	Jesse R Wright	1964-05-28	UHC-52441-48	2746508253	8687 Central Ave # 584, Scottsdale, AZ, 85277	0.66	Phone reformatted Unit split from street State name converted to code Email lower-cased+1 more
TPA-50628	TPA	Janice Rice	1938-12-26	—	2673962817	8888 Palm Dr Apt 4, Tucson, AZ, 85748	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
CLM-412840	CLM	Ryan Grant	1989-09-27	—	—	6174 Valley View Dr # 604, Tucson, AZ, 85708	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
TPA-58842	TPA	Daniel Parker	1977-04-03	—	—	5608 Canyon Rd Apt 7, Tucson, AZ, 85759	0.66	Unit split from street Street suffix standardised Address re-cased City re-cased+1 more
TPA-55422	TPA	Brian Jordan	1996-11-12	—	—	3595 Hillcrest Rd # 650, Eden Prairie, MN, 55382	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
TPA-56349	TPA	Ashley Rios	1975-01-01	—	—	4034 Ridge Rd # 268, San Diego, CA, 92144	0.66	Name re-cased Date of birth reformatted Unit split from street State name converted to code+1 more
CLM-404773	CLM	Mike Nelson	1938-06-07	—	—	1008 Pine Dr Apt 16, Sacramento, CA, 95849	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-407810	CLM	Maria Nunez	1946-01-24	UHC-05838-12	—	5440 Camelback Rd # 743, Atlanta, GA, 30342	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-427238	CLM	Russell King	1946-12-11	—	7872580235	9139 Willow Ct Apt 32, Fresno, CA, 93734	0.66	Name split from “Last, First”Phone reformatted Unit split from street Whitespace trimmed+1 more
ENR-140614	ENR	Bruce Y Chavez	1984-06-11	UHC-48974-50	7836690851	1757 Maple Ave Apt 11, Denver, CO, 80297	0.66	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+1 more
ENR-109991	ENR	Betty U Perkins	1986-12-19	UHC-63108-91	2032029774	938 Central Ave # 961, Denver, CO, 80257	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-21543	PRV	Ralph Castro	1969-02-21	—	2253705592	1774 Elm St # 851, Mesa, AZ, 85227	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-137652	ENR	Andrea Boyd	2001-04-15	UHC-99046-48	4288102609	6842 Harbor Blvd Apt 30, Columbus, OH, 43208	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
CLM-403678	CLM	Frank P Williamson	1938-10-13	—	—	5825 Forest Ave # 233, Los Angeles, CA, 90091	0.66	Name split from “Last, First”Date of birth reformatted Unit split from street Whitespace trimmed+1 more
ENR-104992	ENR	Vincent Stevens	1969-03-05	UHC-04192-96	8052965947	4823 Bayshore Dr # 413, Mesa, AZ, 85208	0.66	Unit split from street Street suffix standardised Address re-cased City re-cased+1 more
ENR-114737	ENR	Nancy Wheeler	1992-07-20	UHC-66994-16	2838643586	3917 Forest Ave # 365, Miami, FL, 33171	0.66	Name re-cased Phone reformatted Unit split from street Street suffix standardised+1 more
CLM-430594	CLM	Susan Laarson	1966-04-24	—	9407838231	8213 Indian School Rd # 994, Orlando, FL, 32859	0.66	Name split from “Last, First”Unit split from street City re-cased Whitespace trimmed+1 more
ENR-126997	ENR	Bradley J Foster	1992-10-12	UHC-61179-72	3692183356	7079 Washington St Apt 1, Los Angeles, CA, 90063	0.66	Name re-cased Phone reformatted Unit split from street Street suffix standardised+1 more
CLM-415231	CLM	Joseph G Flores	1963-12-05	UHC-55754-19	—	6339 Lincoln Way # 897, Phoenix, AZ	0.66	Name re-cased Unit split from street ZIP missing Whitespace trimmed+1 more
CLM-415232	CLM	Joseph G Flores	1963-12-05	UHC-55754-19	—	6339 Lincoln Way # 897, Phoenix, AZ	0.66	Name re-cased Unit split from street ZIP missing Whitespace trimmed+1 more
ENR-120410	ENR	Lisa Wang	1961-01-10	UHC-01264-90	3148895342	5726 Indian School Rd Apt 14, Scottsdale, AZ, 85282	0.66	Name re-cased Phone reformatted Unit split from street ZIP+4 trimmed+1 more
ENR-129691	ENR	Sean I Watkins	1968-09-15	UHC-94342-84	—	3719 Lake View Rd # 288, Plano, TX	0.66	Name re-cased Unit split from street ZIP missing Whitespace trimmed+1 more
ENR-115854	ENR	Jonathan Z McDonald	1987-07-24	UHC-26200-71	3204387932	2481 Palm Dr # 858, Charlotte, NC, 28269	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-114799	ENR	Jaack V Guerrero	1992-12-04	UHC-47990-80	3945006227	197 Sage Ct Apt 25, Chandler, AZ, 85226	0.66	Date of birth reformatted Phone reformatted Unit split from street Gender normalised+1 more
CLM-432366	CLM	Maria Russll	1983-12-05	—	7836836817	9682 Meadow Ln # 706, Sacramento, CA, 95810	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-112148	ENR	Nick Patterson	1974-12-05	UHC-35022-20	9733221182	9852 Washington St # 446, Tempe, AZ, 85259	0.66	SSN last four extracted Unit split from street Email lower-cased Plan code upper-cased+1 more
CLM-408712	CLM	John D Maldonado	1993-03-17	—	—	5787 Apache Blvd # 608, Seattle, WA, 98128	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-129060	ENR	Megan S Ford	1985-05-10	UHC-28767-10	3983677615	8879 Market St # 529, Atlanta, GA, 30360	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-124871	ENR	Noah Herrera	1987-02-24	UHC-59910-68	8788738929	2993 Union St # 510, Seattle, WA, 98167	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+1 more
ENR-117001	ENR	Emma L Dunn	1942-06-10	UHC-56397-77	7648607554	9660 Meadow Ln # 505, San Diego, CA, 92122	0.66	Phone reformatted Unit split from street Email lower-cased Gender normalised+1 more
TPA-63762	TPA	Helen Munoz	—	—	6505700591	7417 Forest Ave Apt 27, San Diego, CA, 92146	0.68	Date of birth unreadable Phone reformatted Unit split from street Placeholder values cleared
ENR-129316	ENR	Bradley Z Jimenez	1967-03-16	UHC-54645-32	3084149451	186 Camelback Rd # 179, Glendale, AZ	0.68	Date of birth reformatted Phone reformatted Unit split from street ZIP missing
TPA-59826	TPA	Jack A Riley	1986-05-12	—	—	9899 Park Pl # 841, Phoenix, AZ, 85010	0.68	Unit split from street State name converted to code Whitespace trimmed Placeholder values cleared
TPA-63448	TPA	Ralph Phillips	1983-08-09	—	4636004576	6178 Park Pl Apt 29, Austin, TX, 78712	0.68	Phone reformatted Unit split from street Street suffix standardised Address re-cased
ENR-140840	ENR	Stephanie F Lopez	1943-10-18	UHC-95228-95	6445980421	1921 Washington St # 868, Gilbert, AZ, 85201	0.68	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed
CLM-416827	CLM	Melissa Daniels	1998-01-01	UHC-79454-55	—	7050 Lincoln Way # 530, Los Angeles, CA, 90070	0.68	Date of birth reformatted Unit split from street State name converted to code Placeholder values cleared
ENR-141084	ENR	Stephanie Brown	1980-11-02	UHC-58523-40	6625605636	7753 Desert Sky Blvd Apt 1, Jacksonville, FL, 32297	0.68	Name re-cased Phone reformatted Unit split from street Gender normalised
PRV-28203	PRV	Maeto Q Miller	2000-08-15	UHC-99133-72	7718582429	1423 Spring St # 916, Nashville, TN, 37299	0.68	Unit split from street City re-cased Gender normalised Placeholder values cleared
CLM-429630	CLM	Amber Banks	1975-11-16	—	5278166212	2815 Lincoln Way # 936, Fresno, CA, 93792	0.68	Phone reformatted Unit split from street State name converted to code Placeholder values cleared
ENR-100679	ENR	Judith Ortiz	1981-01-05	UHC-54768-83	7887199290	633 Spring St Apt 30, Columbus, OH	0.68	Date of birth reformatted Phone reformatted Unit split from street ZIP missing
TPA-56967	TPA	Scott Reed	1984-08-28	—	7946055652	9220 Union St Apt 36, Tempe, AZ, 85299	0.68	Phone reformatted Unit split from street ZIP+4 trimmed Placeholder values cleared
CLM-409565	CLM	Linda Parker	1947-11-06	—	—	5542 Sunset Blvd Apt 16, Minneapolis, MN, 55455	0.68	Unit split from street Street suffix standardised Address re-cased Placeholder values cleared
PRV-24096	PRV	Kyle Young	1957-11-24	UHC-38709-51	2117034491	5907 Harbor Blvd Apt 6, San Antonio, TX, 78231	0.68	Two-digit birth year Unit split from street Whitespace trimmed Placeholder values cleared
TPA-55859	TPA	Diego Guerrero	1943-03-05	—	—	4725 Willow Ct # 450, San Diego, CA	0.68	Name re-cased Unit split from street ZIP missing Placeholder values cleared
PRV-22351	PRV	Madizon Jordan	1940-07-06	—	6256031144	3870 Church St Apt 12, Chandler, AZ, 85281	0.68	Unit split from street Street suffix standardised Address re-cased Placeholder values cleared

6,994 rows, page 104 of 140Previous Next