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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-113569	ENR	Teresa V Jensen	1969-05-24	UHC-06673-31	—	7399 Forest Ave, Los Angeles, CA, 90057	0.50	Name re-cased Two-digit birth year Phone missing area code Street suffix standardised+3 more
ENR-117611	ENR	Bradley Peterson	—	UHC-57031-71	4137750791	7298 Washington St, Miami, FL	0.50	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-51496	TPA	Abigail McDoald	1969-07-26	—	—	2735 Washington St # 570, Fresno, CA, 93710	0.50	Name re-cased Two-digit birth year Unit split from street Street suffix standardised+3 more
TPA-60105	TPA	Diana Mills	1954-03-08	—	4186158499	8309 Canyon Rd, Denver, CO, 80237	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-52935	TPA	Johnny Little	1968-05-02	—	—	1768 Maple Ave, Gilbert, AZ, 85254	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-61486	TPA	Christian Salazar	—	—	—	6140 Elm St, Columbus, OH, 43202	0.50	Name re-cased Date of birth unreadable Phone missing area code Street suffix standardised+3 more
CLM-424666	CLM	Alice Mejia	1942-06-13	—	—	649 Apache Blvd, Denver, CO, 80254	0.50	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
TPA-56790	TPA	Jack M Barnes	1979-04-24	—	7666769332	3185 Washington St, Las Vegas, NV, 89125	0.50	Name split from “Last, First”Middle initial moved out of first name Phone reformatted Street suffix standardised+3 more
CLM-426436	CLM	Jennifre L Carroll	1946-04-23	—	7942064822	4830 River Rd # 414, Las Vegas, NV, 89128	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-139060	ENR	Jeremy K Moore	1995-09-27	UHC-26263-45	9455731222	7041 Willow Ct, Mesa, AZ, 85262	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-411700	CLM	Mateo King	1951-02-19	—	6123188216	4459 Hillcrest Rd, Tempe, AZ, 85203	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-423423	CLM	Carolyn Porter	1960-04-02	UHC-22051-92	9604520210	4594 River Rd, Sacramento, CA, 95815	0.50	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
ENR-134430	ENR	Olivia G Johnson	1971-01-09	UHC-35132-04	7387829918	8638 Washington St, Seattle, WA, 98181	0.50	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased+3 more
PRV-24526	PRV	Zachary Jacobs	1964-10-07	UHC-67727-99	4046392478	5070 Jefferson Ave, Las Vegas, NV, 89157	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-418905	CLM	Austin Li	1962-04-04	UHC-41620-28	—	3597 Spring St, Plano, TX, 75029	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
CLM-413849	CLM	Heather Q Schultz	2003-12-09	UHC-31606-78	2327998915	8354 Baseline Rd, Tucson, AZ, 85745	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-112216	ENR	Lane S Carol	1956-06-01	UHC-14000-02	5757499827	7896 Willow Ct, Mesa, AZ, 85250	0.50	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-406095	CLM	Alan W Tran	1970-06-06	UHC-55420-11	—	7475 Valley View Dr, Nashville, TN	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-401620	CLM	Diaana Rice	2002-10-03	—	—	4811 Maple Ave # 691, Fresno, CA, 93701	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-421125	CLM	Madison Wilson	2002-03-26	UHC-28652-33	9572336299	5217 Ocean Ave, San Antonio, TX, 78227	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
CLM-426414	CLM	Julie Rojas	1950-04-23	UHC-51780-16	—	5396 Meadow Ln # 484, San Diego, CA, 92139	0.50	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-429143	CLM	Heather Nelson	—	—	—	3480 Main St, Plano, TX, 75059	0.50	Name re-cased Date of birth missing SSN last four extracted Street suffix standardised+3 more
CLM-422373	CLM	Jessica Q Sanchez	1948-10-19	—	—	2365 Mountain View Dr, Sacramento, CA, 95888	0.50	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-128573	ENR	Kathryn Sanders	1984-05-23	UHC-07424-63	4855737664	452 Bayshore Dr # 126, Las Vegas, NV, 89106	0.50	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+3 more
CLM-425200	CLM	Jean W Gonzales	1941-09-26	UHC-86751-24	3584757496	6416 Canyon Rd, San Antonio, TX, 78277	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted State name converted to code+3 more
CLM-410594	CLM	Alice Pierce	1941-03-26	UHC-24760-22	—	217 Washington St # 973, Austin, TX, 78784	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-421183	CLM	Gary M Guerrero	1985-12-10	—	4105945149	5571 Jefferson Ave, Los Angeles, CA	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-419888	CLM	Brian Walsh	1969-11-11	UHC-92358-31	8335883813	83 Lincoln Way, Houston, TX, 77096	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-142347	ENR	Gary B Hughes	1979-03-22	UHC-28631-85	—	3338 Willow Ct, Orlando, FL, 32826	0.50	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+3 more
CLM-415255	CLM	Ralph Pena	—	—	4703598893	154 Central Ave, Jacksonville, FL, 32215	0.50	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
TPA-61089	TPA	Diana Dean	1970-06-22	—	5154529362	2271 Indian School Rd, Orlando, FL, 32852	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-55016	TPA	Mariana S Hart	1950-10-09	—	—	4835 Pine Dr, Scottsdale, AZ	0.50	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
PRV-29520	PRV	Melissa Allen	1954-02-25	—	8376521130	9662 Main St Apt 12, Chandler, AZ, 85284	0.50	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-426102	CLM	Diana V Walker	1939-03-20	UHC-90580-27	2614152543	2920 Park Pl, Dallas, TX, 75236	0.50	Middle initial moved out of first name Name re-cased Phone reformatted City re-cased+3 more
ENR-132288	ENR	Daniel U Jordan	1970-02-07	UHC-15360-01	5556959470	2166 Mountain View Dr # 335, Plano, TX, 75015	0.50	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
CLM-408238	CLM	Julia Estrada	1999-12-16	—	8419428442	9472 Bayshore Dr # 137, San Diego, CA	0.50	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
PRV-25351	PRV	Linda Lucas	1951-03-06	—	4002711136	592 Jefferson Ave, Tucson, AZ, 85761	0.50	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
PRV-23099	PRV	Gregory Q Hudson	1954-02-04	—	5356368820	8058 Main St, Nashville, TN, 37262	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-58671	TPA	Sarra F Carpenter	1954-05-13	UHC-93904-22	2426327396	5892 Willow Ct, Orlando, FL, 32834	0.50	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
ENR-116899	ENR	Joshua Santiago	2006-03-26	UHC-23843-59	—	8004 Mountain View Dr, Charlotte, NC, 28257	0.50	Name split from “Last, First”Two-digit birth year Member ID reformatted Street suffix standardised+3 more
ENR-116898	ENR	Joshua Santiago	2006-03-26	UHC-23843-59	—	8004 Mountain View Dr, Charlotte, NC, 28257	0.50	Name split from “Last, First”Two-digit birth year Member ID reformatted Street suffix standardised+3 more
CLM-430362	CLM	Janet Reed	1958-05-16	—	7635444301	95 Valley View Dr, Tempe, AZ, 85284	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-428694	CLM	Lucia Rios	1939-04-02	—	5095694502	5436 Camelback Rd, Denver, CO, 80248	0.50	Name re-cased Two-digit birth year Phone reformatted State name converted to code+3 more
ENR-126510	ENR	Marcus X Bishop	2007-09-13	UHC-31910-58	9556941252	853 Park Pl, Gilbert, AZ, 85203	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-414701	CLM	Alexander Washington	1959-07-09	UHC-78887-44	—	5736 River Rd # 502, San Antonio, TX, 78247	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-109220	ENR	Sofia Kim	2007-02-04	UHC-90210-54	5972403708	8467 Elm St, Gilbert, AZ, 85257	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-423312	CLM	Liz Simpson	—	UHC-88527-17	5783778188	7249 Valley View Dr, Las Vegas, NV, 89102	0.50	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+3 more
PRV-29452	PRV	Kelly Valdez	2000-08-09	—	—	3063 Indian School Rd, Fresno, CA	0.50	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+3 more
CLM-408265	CLM	Alice Duncan	1962-04-05	UHC-66041-95	—	4992 Church St # 454, Seattle, WA, 98161	0.50	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-408730	CLM	Maria Fernandez	1962-12-10	UHC-85600-60	—	9762 Forest Ave, Gilbert, AZ, 85255	0.50	Phone missing area code Member ID reformatted Street suffix standardised Address re-cased+3 more

71,257 rows, page 76 of 1,426Previous Next