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 “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-411617	CLM	Christopher E Peterson	2001-06-01	UHC-41454-71	4827086188	8720 Grand Ave Apt 24, Phoenix, AZ, 85090	0.54	Unit split from street Street suffix standardised Address re-cased Gender normalised+1 more
CLM-410140	CLM	Isabella Le	1954-04-14	UHC-22656-20	9298176639	7791 Desert Sky Blvd, Orlando, FL, 32846	0.54	SSN last four extracted ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
PRV-27140	PRV	Jerry O Jenkins	—	—	—	5012 Broadway, Houston, TX	0.54	Name re-cased Date of birth unreadable ZIP missing Gender normalised+1 more
CLM-406309	CLM	Joseph Thompson	1944-11-23	—	—	—	0.54	Name split from “Last, First”Two-digit birth year Gender normalised Whitespace trimmed+1 more
TPA-54270	TPA	Tom Walsh	1959-02-19	—	—	6258 Mountain View Dr, Charlotte, NC, 28264	0.54	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+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
PRV-24122	PRV	Tyler Q Alvarado	1993-03-01	UHC-30206-42	—	1297 Valley View Dr, Gilbert, AZ, 85264	0.54	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+1 more
TPA-60932	TPA	Charles Reid	1996-06-14	—	—	3202 Lincoln Way, Tempe, AZ, 85211	0.54	Name split from “Last, First”State name converted to code Gender normalised Whitespace trimmed+1 more
CLM-419417	CLM	Jimmy Long	1972-08-16	UHC-80524-88	—	6078 Mountain View Dr, Nashville, TN, 37251	0.54	Two-digit birth year Phone missing area code Gender normalised Whitespace trimmed+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
TPA-59060	TPA	Elijah Cruz	1962-02-05	UHC-01148-98	—	8081 Central Ave Apt 10, Columbus, OH, 43240	0.54	Unit split from street Street suffix standardised Address re-cased Gender normalised+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-111194	ENR	Martha Dean	1983-08-15	UHC-45430-60	—	2239 Washington St, Charlotte, NC, 28249	0.54	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+1 more
ENR-112883	ENR	Mei A Johnson	1978-02-23	UHC-36165-09	—	4634 River Rd # 113, Plano, TX, 75089	0.54	Unit split from street Street suffix standardised Address re-cased Gender normalised+1 more
ENR-130703	ENR	Ralph R Bailey	1968-01-10	UHC-65270-97	5033035306	9827 Elm St # 426, Houston, TX, 77097	0.54	Unit split from street City re-cased State name converted to code Gender normalised+1 more
TPA-51711	TPA	Brayn Saners	1968-09-27	—	4757742185	4575 Broadway # 865, Los Angeles, CA, 90013	0.54	Name re-cased Unit split from street State name converted to code Gender normalised+1 more
CLM-420632	CLM	Beverly Y Pierce	1977-11-04	—	—	1374 Central Ave, Austin, TX	0.54	Street suffix standardised Address re-cased ZIP missing Gender normalised+1 more
ENR-100501	ENR	Donna S Sullivan	1995-08-15	UHC-77457-37	7805569180	3502 Lincoln Way, Denver, CO, 80223	0.54	Middle initial moved out of first name Street suffix standardised Address re-cased Gender normalised+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
CLM-404022	CLM	George Hoffman	1962-10-01	UHC-52151-87	—	1238 Palm Dr Apt 10, Houston, TX, 77012	0.54	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
PRV-28225	PRV	Carl Russell	—	UHC-40882-68	9883728663	3970 Palm Dr, Dallas, TX, 75204	0.54	Date of birth unreadable Street suffix standardised Address re-cased Email lower-cased+1 more
TPA-50991	TPA	Lauren O Stephens	1994-01-02	UHC-21092-63	—	8542 Valley View Dr, Tempe, AZ	0.54	Street suffix standardised Address re-cased ZIP missing Gender normalised+1 more
ENR-118593	ENR	Carlos U Daniels	—	UHC-16011-75	—	7763 Main St, Gilbert, AZ, 85218	0.54	Date of birth unreadable Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-407722	CLM	Ray Banks	2004-07-09	UHC-53680-51	—	2102 Central Ave, Denver, CO, 80236	0.54	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+1 more
CLM-430428	CLM	Sophia Welch	1938-07-16	UHC-08969-87	—	9297 Church St, San Diego, CA, 92171	0.54	State name converted to code ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
CLM-431046	CLM	Christine Sullivan	2007-09-24	UHC-86497-82	—	4856 Indian School Rd, Eden Prairie, MN, 55332	0.54	Name split from “Last, First”ZIP+4 trimmed Gender normalised Whitespace trimmed+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-115470	ENR	Karen Y Watson	1972-03-12	UHC-16535-92	5482006130	6151 Jefferson Ave, Gilbert, AZ, 85224	0.54	Middle initial moved out of first name Date of birth reformatted State name converted to code 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-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
PRV-21614	PRV	Albert Mason	1953-03-14	—	7695936039	2440 Desert Sky Blvd, Glendale, AZ, 85355	0.54	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-430640	CLM	Cynthia Stone	1942-04-06	UHC-70398-69	—	3601 Canyon Rd, Fresno, CA, 93754	0.54	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+1 more
ENR-114832	ENR	Judy Nichols	1977-03-04	UHC-99799-36	—	468 Spring St, Phoenix, AZ, 85003	0.54	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+1 more
CLM-408274	CLM	Nathan Olsoon	1977-08-18	UHC-73329-39	—	7553 Central Ave, Houston, TX, 77034	0.54	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+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
CLM-428771	CLM	Sandra Bradley	1970-05-25	UHC-59697-99	7829315135	216 Lake View Rd, Denver, CO	0.54	Street suffix standardised Address re-cased ZIP missing Gender normalised+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
CLM-407929	CLM	Bryan Ryan	—	UHC-05334-68	—	1607 Desert Sky Blvd, Sacramento, CA, 95858	0.54	Date of birth unreadable Street suffix standardised Address re-cased Gender normalised+1 more
ENR-134597	ENR	Harold Aguilar	1944-03-18	UHC-68897-39	2407540376	1195 Desert Sky Blvd, Las Vegas, NV, 89167	0.54	Name split from “Last, First”Date of birth reformatted 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
CLM-415094	CLM	Abigail Berry	2007-12-02	—	—	1668 Harbor Blvd, Columbus, OH, 43227	0.54	Street suffix standardised Address re-cased State name converted to code 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-117547	ENR	Walter V Gardner	2006-10-02	UHC-02634-71	4254334483	4041 Bayshore Dr, Denver, CO, 80245	0.54	Street suffix standardised Address re-cased ZIP+4 trimmed Email lower-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
CLM-428774	CLM	Michael Duncan	—	—	—	1692 Central Ave, Charlotte, NC, 28285	0.54	Date of birth unreadable Street suffix standardised Address re-cased Gender normalised+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

16,828 rows, page 96 of 337Previous Next