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

Enrollment, 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
ENR-106347	ENR	Bobby Z Rivera	1978-07-28	UHC-50386-34	2169204201	6527 Washington St, Scottsdale, AZ, 85236	0.84	Name split from “Last, First”Placeholder values cleared
ENR-124706	ENR	Dick Hicks	1987-02-15	UHC-29945-79	3514969043	6440 River Rd, Eden Prairie, MN, 55321	0.84	Name split from “Last, First”Phone reformatted
ENR-124707	ENR	Dick Hicks	1987-02-15	UHC-29945-79	3514969043	6440 River Rd, Eden Prairie, MN, 55321	0.84	Name split from “Last, First”Phone reformatted
ENR-131927	ENR	Justni W Watkins	2004-02-19	UHC-73917-24	7936890745	9540 Ocean Ave, Charlotte, NC, 28251	0.84	Name split from “Last, First”Phone reformatted
ENR-108603	ENR	Charles Ramirez	1979-07-08	UHC-36541-43	3624659394	4626 Sage Ct, Sacramento, CA, 95816	0.84	Name split from “Last, First”Whitespace trimmed
ENR-121524	ENR	Jose Schmidt	1975-12-20	UHC-03340-55	5466797702	4255 Broadway, Minneapolis, MN, 55472	0.84	Name split from “Last, First”City re-cased
ENR-119917	ENR	Doris W Espinoza	1959-12-17	UHC-25000-83	—	—	0.84	Name split from “Last, First”Placeholder values cleared
ENR-120502	ENR	Christina Little	2008-09-02	UHC-05767-31	9055080511	6156 Cedar Ln, Atlanta, GA, 30347	0.84	Name split from “Last, First”Phone reformatted
ENR-112419	ENR	Jessica Ellis	1997-03-05	UHC-51002-75	8908184992	2135 Mesa Dr, Jacksonville, FL, 32280	0.84	Name split from “Last, First”Email lower-cased
ENR-139410	ENR	Roger Marquez	1964-12-22	UHC-62705-91	3083378072	5303 Elm St, Minneapolis, MN, 55407	0.84	Name split from “Last, First”Phone reformatted
ENR-131084	ENR	Margaret P Stevens	1981-12-12	UHC-74068-29	5066262864	7419 Baseline Rd, Atlanta, GA, 30383	0.84	Name split from “Last, First”Phone reformatted
ENR-107284	ENR	Jesse Tucker	1983-05-04	UHC-97921-18	5977329854	6063 Forest Ave, Glendale, AZ, 85393	0.84	Name split from “Last, First”Phone reformatted
ENR-133758	ENR	Jean Day	1943-03-26	UHC-32810-59	—	7726 Church St, Denver, CO, 80220	0.84	Name split from “Last, First”Placeholder values cleared
ENR-126252	ENR	Maria F Morrison	1954-06-02	UHC-51251-52	8502693144	2606 Apache Blvd, Minneapolis, MN, 55436	0.84	Name split from “Last, First”Placeholder values cleared
ENR-126253	ENR	Maria F Morrison	1954-06-02	UHC-51251-52	8502693144	2606 Apache Blvd, Minneapolis, MN, 55436	0.84	Name split from “Last, First”Placeholder values cleared
ENR-116336	ENR	Ethan Stone	2001-09-01	UHC-67874-86	5526111376	7123 Washington St, Austin, TX, 78758	0.84	Name split from “Last, First”Phone reformatted
ENR-101674	ENR	Scott Gardner	1995-05-09	UHC-89463-27	8072364122	7640 Central Ave, Las Vegas, NV, 89111	0.84	Name split from “Last, First”Phone reformatted
ENR-118588	ENR	Robert Z Vazquez	1938-09-03	UHC-38074-11	3113139072	7126 Church St, Tempe, AZ, 85230	0.84	Name split from “Last, First”Phone reformatted
ENR-116576	ENR	Christina C Tucker	1977-01-18	UHC-67711-06	6299387316	138 Cedar Ln, Sacramento, CA, 95845	0.84	Name split from “Last, First”Email lower-cased
ENR-126842	ENR	Jason Espinoza	1959-09-06	UHC-11220-61	7525778242	7502 Central Ave, Miami, FL, 33109	0.84	Name split from “Last, First”Phone reformatted
ENR-138567	ENR	Christina Barnes	1951-03-05	UHC-08509-96	3615003436	5121 Meadow Ln, Tempe, AZ, 85265	0.84	Name split from “Last, First”Phone reformatted
ENR-128285	ENR	Marilyn W Turner	1942-11-25	UHC-19491-81	—	8486 Maple Ave, Jacksonville, FL, 32283	0.84	Name split from “Last, First”Placeholder values cleared
ENR-110868	ENR	Vincent V Wood	1955-11-02	UHC-85308-41	5997044390	3500 Camelback Rd, San Diego, CA, 92162	0.84	Name split from “Last, First”Whitespace trimmed
ENR-134496	ENR	Gloria B Guzman	1939-05-23	UHC-99703-83	7725014783	5838 Pine Dr, Glendale, AZ, 85394	0.84	Name split from “Last, First”Phone reformatted
ENR-121703	ENR	Billy Y Jacksoon	1951-06-13	UHC-24158-50	—	9686 Hillcrest Rd, Jacksonville, FL, 32258	0.84	Name split from “Last, First”Placeholder values cleared
ENR-106101	ENR	Victoria Howell	1975-03-19	UHC-24098-48	5148923606	6828 Spring St, Las Vegas, NV, 89112	0.84	Name split from “Last, First”Phone reformatted
ENR-110405	ENR	Alexis O Olson	1974-03-23	UHC-56808-89	6328612995	2050 River Rd, Charlotte, NC, 28221	0.84	Name split from “Last, First”Phone reformatted
ENR-141179	ENR	Christine Robinson	1972-06-05	UHC-30697-65	5133719111	9172 Meadow Ln, Las Vegas, NV, 89111	0.84	Name split from “Last, First”Phone reformatted
ENR-124907	ENR	Cheryl Wells	2002-03-22	UHC-16740-01	6815712478	4094 Apache Blvd, Los Angeles, CA, 90085	0.84	Name split from “Last, First”Whitespace trimmed
ENR-103783	ENR	Diana W Fisher	1945-03-17	UHC-45409-52	2785830053	6134 Canyon Rd, Charlotte, NC, 28296	0.84	Name split from “Last, First”Phone reformatted
ENR-140749	ENR	Nathan G Lee	1995-03-24	UHC-86598-55	5087645433	9123 Desert Sky Blvd, Plano, TX, 75098	0.84	Name split from “Last, First”Phone reformatted
ENR-121005	ENR	Jean Wilson	1943-03-02	UHC-50761-37	8927115598	3814 Apache Blvd, Jacksonville, FL, 32275	0.84	Name split from “Last, First”City re-cased
ENR-133108	ENR	Rebecca Burke	2008-07-21	UHC-91873-66	7139196524	1508 Highland Ave, Austin, TX, 78755	0.84	Name split from “Last, First”Email lower-cased
ENR-124993	ENR	Sharon M Ortega	1972-05-08	UHC-75713-53	9366390348	9011 Willow Ct, Atlanta, GA, 30306	0.84	Name split from “Last, First”Phone reformatted
ENR-136430	ENR	Sue V Lane	1957-11-21	UHC-36003-05	2198551297	8297 Park Pl, Seattle, WA, 98198	0.84	Name split from “Last, First”Whitespace trimmed
ENR-125178	ENR	Dennis K Lopez	2008-06-06	UHC-05903-15	7516158957	5596 Mountain View Dr, Mesa, AZ, 85244	0.84	Name split from “Last, First”Whitespace trimmed
ENR-137971	ENR	Cheryl Q Parker	2003-03-02	—	9053953313	6087 Lincoln Way, Nashville, TN, 37270	0.84	Name split from “Last, First”Email lower-cased
ENR-133463	ENR	Kimberly U Fernandez	1972-08-08	UHC-06067-35	5462978577	7077 Park Pl, Tempe, AZ, 85248	0.84	Name split from “Last, First”Phone reformatted
ENR-106256	ENR	Shirley Dixon	1992-01-20	UHC-15098-65	3939620981	5144 Ocean Ave, Chandler, AZ, 85281	0.84	Name split from “Last, First”State code upper-cased
ENR-106255	ENR	Shirley Dixon	1992-01-20	UHC-15098-65	3939620981	5144 Ocean Ave, Chandler, AZ, 85281	0.84	Name split from “Last, First”State code upper-cased
ENR-113014	ENR	Jason Z Guerrero	1949-07-19	UHC-14738-35	9383936989	1164 Indian School Rd, Seattle, WA, 98130	0.84	Name split from “Last, First”Whitespace trimmed
ENR-125439	ENR	Amber Munoz	1984-08-17	UHC-03266-71	5585273189	9780 Maple Ave, Chandler, AZ, 85275	0.84	Name split from “Last, First”Phone reformatted
ENR-128619	ENR	Vincent Little	1980-02-28	UHC-06876-42	6794154910	1858 Market St, Phoenix, AZ, 85033	0.86	Name split from “Last, First”
ENR-110623	ENR	Brittany B Washington	1964-03-22	UHC-79558-97	8812312677	8402 Maple Ave, Dallas, TX, 75277	0.86	Name split from “Last, First”
ENR-110622	ENR	Brittany B Washington	1964-03-22	UHC-79558-97	8812312677	8402 Maple Ave, Dallas, TX, 75277	0.86	Name split from “Last, First”
ENR-118285	ENR	Hiroshi Patel	1998-07-12	UHC-66869-49	7106917849	3181 Church St, Minneapolis, MN, 55426	0.86	Name split from “Last, First”
ENR-119938	ENR	Mariana N Morrison	1948-12-26	UHC-95112-56	—	2787 Camelback Rd, Chandler, AZ, 85258	0.86	Name split from “Last, First”
ENR-138533	ENR	Gerald Peterson	1954-09-10	UHC-37706-35	3264414614	3186 Hillcrest Rd, Plano, TX, 75036	0.86	Name split from “Last, First”
ENR-114751	ENR	Janet Peterson	1996-08-06	UHC-44941-02	4007608557	5209 Jefferson Ave, Scottsdale, AZ, 85225	0.86	Name split from “Last, First”
ENR-108059	ENR	Aanda E Maldonado	1984-08-28	UHC-23142-76	9667020673	—	0.86	Name split from “Last, First”

4,309 rows, page 86 of 87Previous Next