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 “Name split from “Last, First””, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName split from “Last, First”Clear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-427162	CLM	Alexander Hudson	1964-03-17	—	—	—	0.68	Name split from “Last, First”Two-digit birth year Whitespace trimmed Placeholder values cleared
TPA-58449	TPA	Samuel Salazar	1980-09-13	—	—	8284 Harbor Blvd, Sacramento, CA, 95851	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
CLM-406774	CLM	Russell Stewart	—	UHC-99532-19	2287968735	—	0.68	Name split from “Last, First”Date of birth unreadable Phone reformatted Placeholder values cleared
CLM-415579	CLM	Lori Foster	1993-05-17	UHC-94326-05	—	8427 River Rd, Eden Prairie, MN, 55339	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
TPA-55925	TPA	Camila Marshall	1940-01-08	—	—	3494 Ridge Rd, Miami, FL, 33128	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
CLM-410644	CLM	Mateo W Marshall	1967-01-02	UHC-89509-52	—	—	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
ENR-111642	ENR	Keith J Brooks	2005-04-21	UHC-41430-75	3716807862	2003 Grand Ave, Miami, FL, 33158	0.68	Name split from “Last, First”Two-digit birth year Phone reformatted Placeholder values cleared
TPA-60126	TPA	Melissa Gardner	1993-09-15	—	—	8347 Lincoln Way, Tucson, AZ, 85794	0.68	Name split from “Last, First”State name converted to code Whitespace trimmed Placeholder values cleared
ENR-140254	ENR	Katherine Weaver	1985-09-04	UHC-05678-51	2443742250	2249 Lake View Rd, Charlotte, NC, 28253	0.68	Name split from “Last, First”Phone reformatted Member ID reformatted State name converted to code
ENR-122322	ENR	Ana Woods	1999-12-10	UHC-76907-92	3853935205	9524 Broadway, Las Vegas, NV, 89124	0.68	Name split from “Last, First”Two-digit birth year Phone reformatted Email lower-cased
CLM-416000	CLM	Larry Mendoza	1972-11-08	UHC-94891-67	—	3521 Maple Ave, Charlotte, NC, 28203	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
CLM-408207	CLM	Athony L Torres	1940-10-14	UHC-59591-76	8453167535	6430 Palm Dr, Sacramento, CA, 95812	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
CLM-407259	CLM	Lucia Woods	1976-07-17	—	—	—	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
TPA-59155	TPA	Dennis Hansen	1940-05-06	—	6584496728	4410 River Rd, Tampa, FL, 33667	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
TPA-59156	TPA	Dennis Hansen	1940-05-06	—	6584496728	4410 River Rd, Tampa, FL, 33667	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
PRV-28429	PRV	Andrew Montgomery	1945-08-15	—	7472401135	3903 Mesa Dr, San Antonio, TX, 78284	0.68	Name split from “Last, First”Two-digit birth year Phone reformatted Placeholder values cleared
ENR-127639	ENR	Sofia Morrison	1940-06-09	UHC-81614-18	—	2934 Canyon Rd, Gilbert, AZ, 85286	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
ENR-122756	ENR	Samantha Jacobs	1952-10-26	UHC-57057-69	4304091805	1353 Meadow Ln, Mesa, AZ, 85238	0.68	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised
ENR-122755	ENR	Samantha Jacobs	1952-10-26	UHC-57057-69	4304091805	1353 Meadow Ln, Mesa, AZ, 85238	0.68	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised
CLM-429730	CLM	Barbara Rodriguez	1954-04-20	UHC-58424-93	—	8259 Sage Ct, Phoenix, AZ, 85014	0.68	Name split from “Last, First”Date of birth reformatted ZIP+4 trimmed Placeholder values cleared
CLM-425150	CLM	Brandon Owens	—	UHC-82663-44	3977177912	—	0.68	Name split from “Last, First”Date of birth unreadable Phone reformatted Placeholder values cleared
CLM-403437	CLM	Nicole Sanders	1955-06-06	UHC-28472-75	—	329 Jefferson Ave, Columbus, OH	0.68	Name split from “Last, First”ZIP missing Whitespace trimmed Placeholder values cleared
CLM-423184	CLM	Megan Delgado	1964-02-15	UHC-77498-46	—	8796 Bayshore Dr, San Diego, CA, 92159	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
CLM-413072	CLM	Diana Jordan	1997-12-17	UHC-03419-47	—	2158 Ridge Rd, Columbus, OH, 43250	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
ENR-139268	ENR	Nancy L Carr	1951-03-15	UHC-37559-94	3695548481	9697 Elm St, Eden Prairie, MN, 55390	0.68	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased
CLM-408174	CLM	Ken Kelly	1966-06-27	—	4895881399	6640 Indian School Rd, Tucson, AZ, 85722	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
CLM-409832	CLM	Lauren Campbell	1955-08-07	UHC-32015-39	—	6268 Main St, Tucson, AZ, 85718	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
TPA-53692	TPA	Bobby Anderson	1978-03-09	—	—	3664 Harbor Blvd # 951, Minneapolis, MN, 55491	0.68	Name split from “Last, First”Unit split from street City re-cased Placeholder values cleared
PRV-25218	PRV	Arthur T Gibson	1982-09-25	—	2933056159	6998 Cedar Ln, Austin, TX, 78736	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
TPA-64399	TPA	Aysha I Crawford	1997-04-11	UHC-96544-64	—	5164 Meadow Ln, Fresno, CA, 93771	0.68	Name split from “Last, First”City re-cased Gender normalised Placeholder values cleared
CLM-419769	CLM	Catherine Davis	1961-02-12	—	—	6282 Ridge Rd, Miami, FL, 33147	0.68	Name split from “Last, First”ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
ENR-109239	ENR	Alexander Yang	2004-01-15	UHC-49686-06	2356512565	9877 Lake View Rd, Seattle, WA, 98168	0.68	Name split from “Last, First”Date of birth reformatted Gender normalised Plan code upper-cased
ENR-107027	ENR	Theresa F Hoffman	1982-08-08	UHC-15893-12	7088151358	—	0.68	Name split from “Last, First”Date of birth reformatted SSN last four extracted Email lower-cased
TPA-63640	TPA	Karen Young	1971-06-26	—	—	2949 Hillcrest Rd, San Diego, CA, 92164	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
ENR-102862	ENR	Melissa C Washington	1983-05-16	UHC-41729-60	—	4346 Elm St, Gilbert, AZ	0.68	Name split from “Last, First”ZIP missing Whitespace trimmed Placeholder values cleared
ENR-134250	ENR	Christian Q Gibson	1988-06-12	UHC-12128-03	—	998 Main St, San Antonio, TX, 78236	0.68	Name split from “Last, First”Middle initial moved out of first name Date of birth reformatted Placeholder values cleared
CLM-402808	CLM	Joyce P Guerrero	1962-03-27	UHC-29388-20	—	549 Washington St, Nashville, TN, 37220	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed
CLM-402174	CLM	Pyane Bryen	1956-12-24	—	—	—	0.68	Name split from “Last, First”Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-424247	CLM	Richard Murphy	1992-02-22	UHC-66444-91	—	546 Lincoln Way, Chandler, AZ, 85223	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
CLM-401385	CLM	Jean M Bennett	1988-07-22	UHC-16157-76	—	7675 Meadow Ln, Atlanta, GA, 30329	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
ENR-139117	ENR	Mark Parker	1995-01-16	UHC-03784-08	8798862295	5873 Mountain View Dr, Atlanta, GA, 30396	0.68	Name split from “Last, First”Phone reformatted ZIP+4 trimmed Whitespace trimmed
TPA-52764	TPA	Elijah Ryan	1991-11-22	UHC-60945-02	—	1873 Meadow Ln, Austin, TX, 78791	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
ENR-120675	ENR	Lauren Day	2007-01-09	UHC-99031-14	4848709885	6691 Broadway, Denver, CO, 80276	0.68	Name split from “Last, First”Phone reformatted Address re-cased Gender normalised
TPA-52157	TPA	Amy McDonald	1991-08-25	—	7917847622	3775 Valley View Dr, Sacramento, CA, 95849	0.68	Name split from “Last, First”Phone reformatted State name converted to code Placeholder values cleared
ENR-142549	ENR	Elijah Gordon	1952-04-21	UHC-33584-41	—	8183 Bayshore Dr, Mesa, AZ, 85241	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
CLM-407437	CLM	Christopher Adams	1956-06-26	—	—	4764 Spring St, Atlanta, GA, 30333	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
ENR-124960	ENR	Henry I Simpson	1985-11-04	UHC-24024-87	6326315741	3244 Park Pl, Fresno, CA, 93772	0.68	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased
ENR-133165	ENR	Lucia Williams	1996-04-13	UHC-28425-11	5544000611	7236 Central Ave, San Antonio, TX, 78247	0.68	Name split from “Last, First”Phone reformatted SSN last four extracted Plan code upper-cased
ENR-136996	ENR	Doris Nelson	1950-11-27	UHC-87944-22	7133219059	962 Hillcrest Rd, Austin, TX, 78784	0.68	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased
CLM-431378	CLM	Arjun Burton	1938-05-13	UHC-81734-92	4486057871	4451 Grand Ave, Eden Prairie, MN, 55344	0.68	Name split from “Last, First”Phone reformatted State name converted to code Placeholder values cleared

9,980 rows, page 138 of 200Previous Next