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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-62737	TPA	Henry Q Harrison	1986-07-18	UHC-33101-68	3518485280	7019 Washington St, Chandler, AZ, 85234	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-126495	ENR	Dennis Woods	—	UHC-68746-10	3012181871	5741 Mesa Dr, Tucson, AZ, 85763	0.62	Name re-cased Date of birth missing Phone reformatted Member ID reformatted+3 more
ENR-104984	ENR	Joesph Z Simmons	1942-01-14	UHC-82187-94	9504454872	6762 Valley View Dr, Charlotte, NC, 28248	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-424837	CLM	Brittany B Jenkins	1951-09-02	UHC-52134-96	5596133325	2783 Apache Blvd, Jacksonville, FL, 32261	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-20135	PRV	Paul L Gutierrez	1939-11-28	UHC-28321-70	6632701366	167 Main St, Plano, TX, 75032	0.62	Middle initial moved out of first name Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-23884	PRV	Jerry Sandoval	1996-07-10	UHC-15546-21	6985390081	5046 Maple Ave, Minneapolis, MN, 55429	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-24233	PRV	Margaret U Vazquez	1999-05-22	UHC-51429-18	—	5357 Central Ave, San Antonio, TX, 78296	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-51604	TPA	Christina Burke	1976-06-13	—	4377423752	5791 Cedar Ln, Glendale, AZ, 85314	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-106389	ENR	Lucia W Simmons	2004-04-01	UHC-50716-66	9276652851	696 Valley View Dr, Jacksonville, FL, 32286	0.62	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
PRV-21082	PRV	Catherine Richardson	2005-08-26	UHC-15592-78	8617857017	2274 Church St, Scottsdale, AZ, 85238	0.62	Street suffix standardised Address re-cased City re-cased State code upper-cased+3 more
TPA-55797	TPA	Lisa Clark	1977-03-13	—	9768768845	5429 Sunset Blvd, Atlanta, GA, 30336	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-129514	ENR	Jonh N Lynch	2002-02-23	UHC-31180-51	5496253261	9804 Indian School Rd, Tucson, AZ, 85740	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-110668	ENR	Bryan Z Sanders	1976-04-21	UHC-11135-76	7023817340	1169 Market St, Orlando, FL, 32817	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-108468	ENR	Sophia H Marquez	1986-09-01	UHC-21684-62	4003906829	6786 Meadow Ln, Fresno, CA, 93755	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-408258	CLM	Walteer Weber	1988-01-16	—	—	3286 Hillcrest Rd, Dallas, TX, 75290	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-57918	TPA	Janice Greene	1986-08-15	—	—	3408 Spring St Apt 5, Sacramento, CA, 95829	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
PRV-22316	PRV	Christopher Santos	1995-05-06	UHC-66123-93	—	609 Spring St, Eden Prairie, MN, 55332	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-132634	ENR	John Z Le	1992-12-27	UHC-50789-41	3889672869	6398 Church St # 867, Los Angeles, CA, 90096	0.62	Date of birth reformatted Phone reformatted Unit split from street City re-cased+3 more
ENR-137822	ENR	Peter Valdez	1939-10-02	UHC-67988-31	3224704354	4179 River Rd, Charlotte, NC, 28202	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-103007	ENR	Edward B Phillips	1958-07-15	UHC-27722-99	5498414449	8139 Sage Ct, San Diego, CA, 92192	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-403285	CLM	Judith Gilbert	—	—	—	7478 Market St, Austin, TX, 78715	0.62	Date of birth missing Street suffix standardised Address re-cased City re-cased+3 more
CLM-419868	CLM	Sanitago Farnklin	1961-12-08	UHC-54865-20	—	8471 Cedar Ln, Scottsdale, AZ	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-29092	PRV	Stephanie Lopez	1943-10-18	UHC-95228-95	6445980421	1921 Washington St, Gilbert, AZ, 85201	0.62	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-101020	ENR	David Taylor	1956-08-27	UHC-80641-10	6073778597	4578 Baseline Rd, Jacksonville, FL, 32221	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-21454	PRV	Camila Murphy	1977-05-27	—	7648076360	7655 Forest Ave, Scottsdale, AZ, 85253	0.62	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
CLM-404129	CLM	Cheryl Simmons	2002-12-17	UHC-92867-01	—	3156 Baseline Rd, Sacramento, CA, 95896	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-404027	CLM	Jeffrey Padilla	1977-04-04	UHC-92939-82	—	7220 Main St, Tampa, FL, 33639	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-105408	ENR	Maria Dunn	1964-08-17	UHC-04782-32	—	3948 Hillcrest Rd, Fresno, CA, 93772	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-114506	ENR	Luis Clark	1983-08-07	UHC-84938-13	—	8275 Church St # 723, Columbus, OH, 43264	0.62	Name re-cased Phone missing area code Unit split from street City re-cased+3 more
ENR-130708	ENR	Lauren Coooper	1986-09-13	UHC-35857-72	4182089953	5928 Church St, Denver, CO, 80224	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-405681	CLM	Grace Kennedy	1952-02-07	UHC-94262-16	—	3820 Indian School Rd, Fresno, CA	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-427896	CLM	Aaron Knight	1983-07-13	UHC-95721-09	5246227655	8293 Spring St, Nashville, TN, 37219	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-120219	ENR	Natalie X Hughes	1940-07-03	UHC-87123-66	6842252901	4686 Sage Ct, Chandler, AZ, 85237	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-426329	CLM	Olivia Alvarado	1999-06-28	UHC-69185-07	3887701580	374 Forest Ave, Minneapolis, MN, 55417	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-409187	CLM	Alexander Pena	1965-11-10	UHC-14599-26	—	9573 Indian School Rd, Minneapolis, MN	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-409966	CLM	Henry Espinoza	1959-07-26	UHC-08632-94	3546701432	1745 Church St, Austin, TX	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-116173	ENR	Kevin Hernandez	1969-07-03	UHC-94068-18	—	7438 Ridge Rd, Minneapolis, MN, 55473	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-126843	ENR	Sandra Jackson	2003-05-16	UHC-07540-32	7869133115	531 Church St, Chandler, AZ, 85266	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-430654	CLM	Sandra M McCoy	1999-11-15	—	2688183877	2098 Camelback Rd, Scottsdale, AZ, 85282	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-402744	CLM	Diane Foster	2006-03-08	—	5245960882	4393 Jefferson Ave, Austin, TX, 78768	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-135435	ENR	Edward Y Price	1962-04-01	UHC-03850-62	—	5897 Elm St, Seattle, WA, 98155	0.62	Member ID reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-406805	CLM	Ahmed Davis	2003-01-10	UHC-86559-68	—	9045 Mesa Dr, Eden Prairie, MN, 55300	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-141448	ENR	Diego Y Sanchez	1990-08-07	UHC-73735-25	6954819169	6419 Camelback Rd, Denver, CO, 80202	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-429418	CLM	Diana J Clark	1992-05-04	UHC-38721-43	9195697883	8490 Lincoln Way, Las Vegas, NV, 89114	0.62	Name re-cased Phone reformatted City re-cased ZIP+4 trimmed+3 more
CLM-413440	CLM	Bruce Garza	1971-02-23	—	2108312845	2756 Ocean Ave, Miami, FL, 33113	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-24353	PRV	Gregory Palmer	1986-02-26	UHC-33450-51	3146198561	8004 Church St, Scottsdale, AZ, 85256	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-419566	CLM	Gerald Willis	1957-08-12	UHC-23329-03	—	7465 Church St, Houston, TX, 77008	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-108204	ENR	Martha C Rodriguez	1977-06-11	UHC-02773-73	8246313228	5909 Elm St, Denver, CO, 80232	0.62	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
CLM-407669	CLM	Kevin Scott	1977-09-05	UHC-95333-52	—	6262 Apache Blvd, Columbus, OH, 43216	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-105239	ENR	Alexis Johnson	1972-06-12	UHC-94986-32	5215843430	8738 Ridge Rd, Eden Prairie, MN, 55398	0.62	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+3 more

17,850 rows, page 99 of 357Previous Next