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 “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-113521	ENR	Diego Franklin	1973-06-07	UHC-04742-73	2998711494	800 Oak St, Columbus, OH, 43271	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-129142	ENR	Greene M Mateo	1952-09-22	UHC-95568-64	2404649446	6079 Mesa Dr, Orlando, FL, 32887	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-113355	ENR	Sameul Tucker	1993-06-19	UHC-53744-28	2689716961	5881 Apache Blvd, Chandler, AZ, 85224	0.62	Date of birth reformatted Phone reformatted City re-cased ZIP+4 trimmed+3 more
ENR-111240	ENR	Gabbriel Q Vazquez	1954-02-21	UHC-21481-63	4397280630	529 Baseline Rd, Austin, TX, 78780	0.62	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
ENR-141896	ENR	Susan Z Garrett	1948-01-05	UHC-11324-17	—	1285 Oak St, Scottsdale, AZ, 85297	0.62	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
ENR-102423	ENR	Patrick P Oslon	1966-04-06	UHC-86086-81	5634313528	6165 Main St, San Diego, CA, 92167	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-113833	ENR	Heather Daz	1945-03-08	UHC-41818-71	7719731873	2988 Baseline Rd, Austin, TX, 78701	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-107813	ENR	Peter X Simpson	1980-02-20	UHC-03143-62	4088907483	2473 Lincoln Way, Fresno, CA, 93748	0.62	Date of birth reformatted Phone reformatted SSN last four extracted City re-cased+3 more
ENR-124949	ENR	Danielle Wheeler	1997-09-09	UHC-34384-77	—	3755 Church St, Houston, TX, 77002	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-137830	ENR	Debbie Z Richards	1955-06-14	UHC-57396-21	2878277154	7280 Bayshore Dr Apt 37, Atlanta, GA, 30396	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-106283	ENR	Lori Payne	1983-12-05	UHC-01085-43	9366677228	6318 Sage Ct, Las Vegas, NV, 89122	0.62	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-136093	ENR	Ashley Pierce	1956-03-23	UHC-16682-09	3555111179	4004 Jefferson Ave, Denver, CO, 80204	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-115775	ENR	Christian R Fuller	1993-07-18	UHC-09907-73	6809133970	1377 Desert Sky Blvd, Eden Prairie, MN, 55305	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-124423	ENR	Eric U Bailey	1989-07-10	UHC-12608-31	6162170791	9184 Highland Ave, Tampa, FL, 33676	0.62	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+3 more
ENR-131265	ENR	Brenda Perez	1983-01-14	UHC-39508-63	3047050832	6158 Camelback Rd, Houston, TX, 77070	0.62	Date of birth reformatted Phone reformatted City re-cased State name converted to code+3 more
ENR-111846	ENR	Theresa Morales	1961-04-10	UHC-68801-63	7969035923	3846 Willow Ct, Orlando, FL	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-104016	ENR	Cynthia Carter	2006-05-23	UHC-48864-12	4412839282	1973 Broadway Apt 19, Plano, TX, 75081	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-105672	ENR	Camila Delgado	1975-06-05	UHC-77210-26	8896251986	4527 Desert Sky Blvd, Glendale, AZ, 85301	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-141631	ENR	Edward W Delgado	1986-04-06	UHC-03441-65	2056213545	7159 Washington St, San Diego, CA	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-141632	ENR	Edward W Delgado	1986-04-06	UHC-03441-65	2056213545	7159 Washington St, San Diego, CA	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-102003	ENR	Sophia Knight	1952-06-02	UHC-81254-07	7772446323	6841 Bayshore Dr, Tampa, FL, 33637	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-102004	ENR	Sophia Knight	1952-06-02	UHC-81254-07	7772446323	6841 Bayshore Dr, Tampa, FL, 33637	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-112451	ENR	Harold Weest	1962-03-24	UHC-71442-08	9652886532	2674 Spring St, Atlanta, GA, 30353	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-102589	ENR	Janice T Adams	1960-10-20	UHC-49605-18	2598933633	6917 Forest Ave, Gilbert, AZ, 85242	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-135398	ENR	George T Estrada	2008-02-27	UHC-75585-02	7505009020	5649 Harbor Blvd, San Antonio, TX	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-124368	ENR	Cheryl Park	1987-10-12	UHC-30174-71	7484064542	3087 Park Pl, Dallas, TX, 75228	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-106032	ENR	Frank E Dunn	1977-06-21	UHC-10912-05	4874379073	4244 Meadow Ln Apt 20, Denver, CO, 80224	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-106208	ENR	Nancy Bailey	1983-09-05	UHC-79532-70	—	4842 Lincoln Way, Tampa, FL	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-137899	ENR	Maria Freeman	1980-08-07	UHC-85291-03	8626164292	7301 Central Ave, Gilbert, AZ, 85203	0.62	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-100566	ENR	Janet Robinson	1949-05-14	UHC-84144-35	5108846379	4133 Spring St, Tampa, FL, 33628	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-116738	ENR	Juan N Spencer	1975-01-13	UHC-44450-92	—	8430 Highland Ave, Miami, FL, 33136	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-136150	ENR	Santiago Willis	2005-07-22	UHC-49113-42	3459769221	6570 Mesa Dr, Scottsdale, AZ, 85293	0.62	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-119793	ENR	Keith V Fox	1938-04-08	UHC-43336-64	5176711287	4939 Sage Ct, Tempe, AZ	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-117197	ENR	Waynne Stewart	1958-11-25	UHC-01428-01	9284096379	6154 Indian School Rd, Scottsdale, AZ	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-134537	ENR	Ralph Lopez	1959-05-02	UHC-60963-90	3155539659	6257 Jefferson Ave, Orlando, FL, 32812	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-103306	ENR	Natalie X Hicks	1986-02-06	UHC-73470-12	—	1023 Baseline Rd, Tampa, FL, 33684	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-106413	ENR	Kathleen R Wallace	2000-03-14	UHC-39042-54	—	2363 Forest Ave, Chandler, AZ, 85242	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-133768	ENR	Harold Y Porter	1942-05-01	UHC-09588-38	2698621952	2658 Grand Ave, Glendale, AZ, 85372	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-112570	ENR	Jacob R Aguilar	1970-02-26	UHC-45993-82	3825439235	2492 Lake View Rd, San Diego, CA, 92105	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-134137	ENR	Vigrinia W Stone	1968-02-22	UHC-66168-77	—	329 Spring St, Austin, TX, 78792	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-114719	ENR	Karen Medina	1958-11-26	UHC-59570-63	8462911972	3759 Bayshore Dr Apt 34, Scottsdale, AZ, 85229	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-125849	ENR	Russell U Turner	1954-06-20	UHC-44249-74	—	31 Maple Ave, San Diego, CA, 92162	0.62	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
ENR-132118	ENR	Ann C White	1957-06-19	UHC-95551-94	9776546532	159 Hillcrest Rd Apt 19, Nashville, TN, 37295	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-117062	ENR	Jason R Lopez	1994-12-09	UHC-54594-32	5914259132	5705 Desert Sky Blvd, Minneapolis, MN	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-135246	ENR	Susan Coleman	1990-10-24	UHC-35193-53	4185984179	650 Indian School Rd, Houston, TX, 77087	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-111217	ENR	Janet U Elliott	1991-03-11	UHC-79307-30	7713128070	7895 Pine Dr, Jacksonville, FL, 32292	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-113343	ENR	Brian J Foster	1972-02-23	UHC-46349-46	3188934463	3564 Oak St, Las Vegas, NV, 89149	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-133960	ENR	Joseph Reynolds	1960-03-27	UHC-06955-82	2734248384	6878 Grand Ave Apt 1, Fresno, CA, 93700	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-125761	ENR	Yuki Grant	2001-02-24	UHC-41576-65	8977902154	6752 Indian School Rd, Houston, TX	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-138666	ENR	Lucia H Le	1959-09-08	UHC-53838-39	5104709211	7725 Pine Dr, Las Vegas, NV, 89168	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more

13,989 rows, page 59 of 280Previous Next