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 “Phone reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-103494	ENR	Watson N Amy	1942-07-11	UHC-71029-24	9552748042	9190 Apache Blvd Apt 31, San Diego, CA, 92158	0.54	Phone reformatted SSN last four extracted Unit split from street Street suffix standardised+1 more
ENR-120083	ENR	Nancy Marshall	1995-12-28	UHC-46794-15	9857475674	3906 Grand Ave # 487, Phoenix, AZ, 85087	0.54	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+1 more
ENR-136911	ENR	Philip I Fox	1942-06-16	UHC-24518-69	4274567129	5198 Baseline Rd, Los Angeles, CA, 90077	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-123021	ENR	Janet Perry	1966-11-20	UHC-78618-45	4996718207	9064 Bayshore Dr, Charlotte, NC, 28281	0.54	Two-digit birth year Phone reformatted SSN last four extracted State name converted to code+1 more
ENR-141907	ENR	Justin Hernandez	1939-02-15	UHC-93913-12	6032849871	4617 Willow Ct, Gilbert, AZ	0.54	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-119708	ENR	Eugene Wallace	1942-06-16	UHC-99190-14	2207335096	8878 Baseline Rd, Jacksonville, FL, 32219	0.54	Two-digit birth year Phone reformatted State name converted to code Email lower-cased+1 more
ENR-140998	ENR	Donna Morris	2003-07-27	UHC-81537-62	5336851073	7992 Elm St Apt 3, Nashville, TN	0.54	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-125232	ENR	Kim P Karen	1993-01-13	UHC-31368-19	2614132565	8068 Mountain View Dr, Dallas, TX, 75206	0.54	Name re-cased Two-digit birth year Phone reformatted SSN last four extracted+1 more
ENR-116675	ENR	Isabella N Torres	2008-09-07	UHC-07446-40	3658395638	7978 Ridge Rd, Tucson, AZ, 85785	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-112279	ENR	Eddie Z Morales	1992-03-08	UHC-12549-96	3037757591	5801 Forest Ave, Tampa, FL, 33685	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-109765	ENR	Joseph C Kiing	1982-12-04	UHC-46651-11	7038362946	9130 Broadway Apt 37, Jacksonville, FL	0.54	Name split from “Last, First”Phone reformatted Unit split from street ZIP missing+1 more
ENR-121699	ENR	Laura I Herrera	1959-06-27	UHC-79427-43	2112781293	8443 Willow Ct, Phoenix, AZ	0.54	Name re-cased Phone reformatted State name converted to code ZIP missing+1 more
ENR-122942	ENR	Charles Aguilar	1991-11-08	UHC-47926-59	4519807431	4747 Church St # 907, Miami, FL, 33141	0.54	Phone reformatted SSN last four extracted Unit split from street Street suffix standardised+1 more
ENR-115756	ENR	Wang Jose	1988-02-03	UHC-58676-07	5579344867	3956 Indian School Rd, Atlanta, GA, 30308	0.54	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-140279	ENR	Maria Z Fernandez	—	UHC-39681-76	3094187173	318 Hillcrest Rd, Glendale, AZ, 85338	0.54	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-125367	ENR	Nicholas Silva	—	UHC-83506-50	2194572963	3586 Forest Ave, Chandler, AZ, 85217	0.54	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-131056	ENR	Janet G Medina	1969-11-27	UHC-08466-39	8256302595	9565 Lake View Rd, Scottsdale, AZ, 85226	0.54	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-132073	ENR	Mark E Scott	—	UHC-18709-47	7438397420	5120 Willow Ct, Gilbert, AZ, 85268	0.54	Name split from “Last, First”Date of birth missing Phone reformatted Street suffix standardised+1 more
ENR-125548	ENR	Alan R Austin	—	UHC-92138-88	8023273102	7497 Elm St, Austin, TX, 78758	0.54	Date of birth unreadable Phone reformatted SSN last four extracted City re-cased+1 more
ENR-108633	ENR	Kayla Lee	1941-02-24	UHC-04196-28	5692392272	2438 Willow Ct Apt 37, Las Vegas, NV	0.54	Phone reformatted Unit split from street State name converted to code ZIP missing+1 more
ENR-103165	ENR	Laura K Austin	—	UHC-04604-66	8566698831	7668 Jefferson Ave, Houston, TX, 77052	0.54	Middle initial moved out of first name Date of birth unreadable Phone reformatted ZIP+4 trimmed+1 more
ENR-105880	ENR	Kelly G Baker	—	UHC-48249-92	2786859756	4218 Sunset Blvd, San Diego, CA, 92180	0.54	Name split from “Last, First”Date of birth missing Phone reformatted Street suffix standardised+1 more
ENR-134729	ENR	Janice Elliott	1978-11-21	UHC-88834-73	7989439023	7504 Sage Ct Apt 39, San Antonio, TX, 78291	0.54	Two-digit birth year Phone reformatted Unit split from street Gender normalised+1 more
ENR-113508	ENR	Omar X Johnson	1960-09-03	UHC-70459-83	5518211355	6829 Sunset Blvd Apt 35, Tempe, AZ, 85243	0.54	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-103546	ENR	Gerald L Santiago	1972-10-13	UHC-21748-46	3454765761	743 Oak St, Houston, TX, 77077	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-102086	ENR	Tony E Munoz	1985-10-20	UHC-87343-86	7253249718	7270 Ridge Rd Apt 29, Nashville, TN, 37294	0.54	Name split from “Last, First”Two-digit birth year Phone reformatted Unit split from street+1 more
ENR-104644	ENR	Angela D Welch	1963-11-11	UHC-58809-48	9725356718	2500 Lake View Rd, Jacksonville, FL, 32215	0.54	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-134211	ENR	Alexander T Cunningham	1961-02-02	UHC-18955-29	7624349080	4091 Market St, San Diego, CA, 92153	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-108210	ENR	Harold H Gonzalez	1941-01-04	UHC-11640-03	8419183552	6036 Ridge Rd, Houston, TX, 77014	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-130405	ENR	Frances D Guerrero	1985-09-19	UHC-77235-41	8577465785	5198 Main St, Mesa, AZ, 85261	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-133044	ENR	Kathy Guerrero	1991-06-07	UHC-45206-52	4987329186	787 Cedar Ln, Phoenix, AZ, 85037	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-133218	ENR	Jeremy Cruz	1964-04-15	UHC-55958-79	5404480026	9297 Mountain View Dr # 878, Tempe, AZ, 85299	0.54	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+1 more
ENR-106525	ENR	Nicole X Rice	1995-03-17	UHC-22461-47	2789631747	8696 Canyon Rd Apt 39, Fresno, CA, 93785	0.54	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-103123	ENR	Hiroshi West	—	UHC-60964-87	5019621321	2311 Bayshore Dr, Tucson, AZ, 85757	0.54	Date of birth unreadable Phone reformatted ZIP+4 trimmed Gender normalised+1 more
ENR-132226	ENR	Marcus O Parker	1940-09-01	UHC-00441-29	4266241266	7772 Park Pl Apt 30, Glendale, AZ, 85322	0.54	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
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-118753	ENR	Betty H Pena	1953-10-03	UHC-15755-28	5886663083	8194 Maple Ave, Nashville, TN	0.54	Name split from “Last, First”Middle initial moved out of first name Phone reformatted ZIP missing+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-105946	ENR	Joseph H Leiws	2005-04-10	UHC-11816-62	6975544240	1020 Cedar Ln, Scottsdale, AZ, 85227	0.54	Name split from “Last, First”Two-digit birth year Phone reformatted Gender normalised+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-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-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-104262	ENR	Omar W Rios	—	UHC-69358-19	3705221701	5383 Union St, Plano, TX, 75043	0.54	Name re-cased Date of birth unreadable Phone reformatted ZIP+4 trimmed+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-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-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

28,181 rows, page 66 of 564Previous Next