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
ENR-126408	ENR	Daaniel Parkar	1977-04-03	UHC-98857-93	5639462375	5608 Canyon Rd, Tucson, AZ, 85759	0.50	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-407268	CLM	Kenneth J Gordon	1939-07-13	UHC-62055-42	2056183860	8838 Sage Ct # 778, Chandler, AZ, 85228	0.50	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
ENR-108238	ENR	Vincent Rodriguez	1950-05-23	UHC-00309-05	6636277464	6259 Oak St, Tucson, AZ, 85753	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-54697	TPA	Sarah Bowman	1983-04-27	—	—	3180 Apache Blvd, Los Angeles, CA	0.50	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+3 more
CLM-406833	CLM	Philip Woods	2001-02-24	UHC-83948-75	—	8935 Valley View Dr, Eden Prairie, MN	0.50	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-126278	ENR	Alexis Weaver	1944-03-20	UHC-87568-87	8559377045	73 Valley View Dr, San Antonio, TX, 78248	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-418087	CLM	Margaret Mills	1980-01-24	—	5575713213	2628 Market St, Phoenix, AZ, 85023	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
ENR-123334	ENR	Diae Scmhidt	—	UHC-84210-93	9363624973	9409 Washington St, Gilbert, AZ, 85242	0.50	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
ENR-132219	ENR	Henry Jackson	—	UHC-50017-20	6045786114	6329 River Rd, Las Vegas, NV, 89123	0.50	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
CLM-432526	CLM	Ahmed Hoffman	1991-01-20	UHC-79652-32	7324712029	6488 Desert Sky Blvd, Eden Prairie, MN, 55345	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-415660	CLM	Jerry Cox	1957-06-05	—	—	1970 Baseline Rd, Columbus, OH, 43233	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
ENR-127140	ENR	Chritian A Le	1970-07-15	UHC-11475-19	4538368457	544 Central Ave, Seattle, WA, 98133	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-113370	ENR	Patrick J Hoffman	1960-11-21	UHC-10829-67	3153528761	2406 Forest Ave, San Diego, CA, 92106	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-62280	TPA	Kelly Vazquez	1940-03-23	—	—	5213 Jefferson Ave, Minneapolis, MN, 55480	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
ENR-104345	ENR	Ann M Dominguez	1959-12-03	UHC-89013-57	5512054811	2671 Grand Ave, Los Angeles, CA, 90042	0.50	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-424286	CLM	Aisha P Walker	1952-12-22	UHC-06107-12	3002560759	7821 Ocean Ave, Atlanta, GA, 30305	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-139022	ENR	Joseph Brooks	1949-02-20	UHC-78973-47	4986566407	4944 Lake View Rd, Tampa, FL, 33658	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-410876	CLM	Hiroshi Elliott	1970-05-26	—	—	9492 Maple Ave, Chandler, AZ, 85239	0.50	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
ENR-137293	ENR	Dougles Knight	1967-12-22	UHC-58513-50	6564736279	427 Central Ave, Chandler, AZ, 85241	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-417935	CLM	Julie Myers	1971-06-16	UHC-98913-91	—	2119 Apache Blvd, Fresno, CA, 93706	0.50	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-405191	CLM	Benjamin Hunt	1993-07-05	UHC-46402-70	4923271607	8179 Indian School Rd, Atlanta, GA, 30372	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-123893	ENR	Ahmed I Adams	2001-12-06	UHC-61442-82	6422262115	3121 Union St Apt 1, Las Vegas, NV, 89139	0.50	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
CLM-405544	CLM	William S Rose	1961-12-13	UHC-42141-56	8953102756	4362 Ocean Ave, Fresno, CA, 93762	0.50	Name re-cased Two-digit birth year Phone reformatted ZIP+4 trimmed+3 more
TPA-63084	TPA	Kimberly Hayes	1991-10-13	—	—	1773 Ocean Ave Apt 40, Columbus, OH, 43281	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
ENR-132161	ENR	Peter Patel	1945-04-20	UHC-99963-63	6857987644	981 Union St, Chandler, AZ, 85264	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-413655	CLM	Emily Wallace	2004-10-05	—	8558219814	4775 Camelback Rd, Denver, CO, 80211	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
CLM-401713	CLM	Michael Clark	2006-12-17	UHC-54207-07	—	4197 Washington St, Nashville, TN, 37262	0.50	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
ENR-113613	ENR	Emma F Simpson	—	UHC-99558-87	9675875832	3337 Valley View Dr, Scottsdale, AZ, 85291	0.50	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+3 more
ENR-133166	ENR	Lawrence U Gutierrez	1960-06-19	UHC-20067-85	8499569159	7369 Forest Ave, Dallas, TX	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-123121	ENR	Fatima Sanchez	1985-06-10	UHC-51322-71	2204003324	4361 Elm St, Denver, CO, 80238	0.50	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-114028	ENR	Jonathan R Butler	1952-01-17	UHC-31719-37	6366115092	9213 Valley View Dr, Orlando, FL, 32852	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-401775	CLM	Tyler Taylor	2000-06-06	UHC-19451-27	8315781085	9668 Hillcrest Rd, Charlotte, NC, 28271	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
CLM-404633	CLM	Deborah Day	1955-06-07	—	—	4202 Washington St, Tucson, AZ, 85718	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-56266	TPA	Zachary Jensen	1970-03-16	—	8033754260	4197 Hillcrest Rd, Denver, CO, 80232	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-53115	TPA	Victoria Davis	1999-02-22	—	—	159 Highland Ave, Seattle, WA, 98190	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-22914	PRV	Ronald Perez	1992-01-17	UHC-32632-12	4029241356	8671 Pine Dr # 693, Austin, TX, 78765	0.50	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-103161	ENR	Bryan Fernendez	1985-05-08	UHC-38196-01	3716141127	1556 Canyon Rd, Minneapolis, MN, 55432	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-139147	ENR	Sara Simpson	1949-08-27	UHC-10556-56	2433546479	4334 Church St # 863, Tampa, FL	0.50	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-110064	ENR	Christopher Diaz	1940-11-27	UHC-69730-93	4618652343	3368 Oak St, Mesa, AZ, 85218	0.50	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
ENR-100342	ENR	Sofia Woods	—	UHC-13736-25	6864854897	6262 Forest Ave # 867, Chandler, AZ, 85238	0.50	Name re-cased Date of birth unreadable Phone reformatted Unit split from street+3 more
CLM-402972	CLM	Yuki White	1954-11-15	UHC-76332-15	3462236634	4932 Maple Ave # 361, Denver, CO, 80255	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
TPA-58098	TPA	Jack Schultz	1958-03-23	—	5696345222	1433 Union St # 384, Orlando, FL, 32847	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
PRV-24308	PRV	Arjun Johnston	1966-02-05	UHC-67323-93	6319812942	3085 Forest Ave, Austin, TX, 78763	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
ENR-135115	ENR	Brian E Stone	1973-10-20	UHC-93876-66	7208577052	1030 Highland Ave, San Diego, CA, 92138	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-136873	ENR	Megan Z Maqruez	1990-06-14	UHC-86538-02	7964673988	4790 Washington St # 163, Mesa, AZ, 85238	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-136874	ENR	Megan Z Maqruez	1990-06-14	UHC-86538-02	7964673988	4790 Washington St # 163, Mesa, AZ, 85238	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
PRV-27152	PRV	Wanye Stephens	1981-07-10	UHC-60073-10	4757355074	8351 Hillcrest Rd # 342, Seattle, WA, 98189	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-131072	ENR	Philip U Spencer	1953-12-04	UHC-13092-60	6415105709	238 Highland Ave, Tempe, AZ, 85269	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-423704	CLM	Doris Barnes	1980-03-13	UHC-22231-79	—	—	0.50	Name re-cased Date of birth reformatted Phone missing area code Member ID reformatted+3 more
CLM-424668	CLM	Larry Crawford	1982-09-02	—	7209259162	8183 Mesa Dr # 601, Scottsdale, AZ, 85264	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more

16,828 rows, page 53 of 337Previous Next