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

Third-party administrator, 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
TPA-52873	TPA	Carl Pena	1953-07-21	—	7453018369	4429 Baseline Rd, Tucson, AZ, 85709	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
TPA-54857	TPA	Carl Thompson	1958-01-03	—	—	683 Spring St, Orlando, FL, 32803	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-54654	TPA	Billy King	1969-08-10	UHC-12485-82	2682035948	7862 Highland Ave, Chandler, AZ, 85280	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
TPA-53131	TPA	Henry Jackson	1975-09-28	—	—	6258 Forest Ave # 512, Columbus, OH, 43254	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-63884	TPA	Denise Pena	2001-09-06	UHC-12515-52	—	5007 Pine Dr, Miami, FL, 33107	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
TPA-50408	TPA	Catherine Anderson	—	—	9527434729	2226 Oak St, San Antonio, TX, 78272	0.66	Date of birth missing Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-62866	TPA	James G Herrera	2005-03-03	—	—	4491 Church St, Denver, CO, 80228	0.66	SSN last four extracted Street suffix standardised Address re-cased City re-cased+1 more
TPA-56025	TPA	Roy Li	2005-03-07	—	—	5854 Harbor Blvd, Las Vegas, NV, 89181	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
TPA-63136	TPA	Karen Nichols	1995-12-25	—	—	—	0.66	Name split from “Last, First”Date of birth reformatted Phone missing area code Email lower-cased+1 more
TPA-60755	TPA	Amy Medina	1997-03-22	—	—	4249 Apache Blvd, San Diego, CA, 92133	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-60212	TPA	Mark Larson	1950-10-25	—	7448255384	4811 Pine Dr, Seattle, WA, 98125	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
TPA-63230	TPA	Debra Robertson	1942-12-26	—	—	9263 Palm Dr, Mesa, AZ, 85243	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
TPA-52188	TPA	Jerry Q Jimenez	1998-09-15	—	—	3727 Maple Ave, Gilbert, AZ, 85294	0.66	Name split from “Last, First”Middle initial moved out of first name Date of birth reformatted Whitespace trimmed+1 more
TPA-62078	TPA	Diana Z Long	2007-11-05	—	—	7104 Sage Ct, Houston, TX	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
TPA-61889	TPA	Jean Sanchez	1991-03-04	—	4144641991	6271 Camelback Rd, Las Vegas, NV, 89168	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-51555	TPA	Denny Powell	1977-07-24	—	—	8141 Main St, Tucson, AZ, 85765	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
TPA-50057	TPA	Doris Mendoza	1986-11-26	—	—	5532 Main St Apt 30, Tempe, AZ, 85298	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-61167	TPA	Keith Collins	1980-12-13	—	8028729234	7882 Lincoln Way Apt 14, Plano, TX	0.66	Date of birth reformatted Phone reformatted Unit split from street ZIP missing+1 more
TPA-53528	TPA	Arjun Wang	2008-11-20	—	3436525362	8548 Cedar Ln, Nashville, TN, 37274	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted State name converted to code+1 more
TPA-61075	TPA	Marcus Wallace	1954-02-11	—	—	5894 Bayshore Dr, Miami, FL, 33162	0.66	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+1 more
TPA-63694	TPA	Michellle Phillips	1946-10-01	—	5899044752	4100 Lake View Rd, Miami, FL, 33148	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
TPA-57043	TPA	Sean Walsh	1940-11-14	UHC-07850-72	—	1571 Union St, Glendale, AZ, 85347	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-51629	TPA	Arjun Knight	1956-03-05	UHC-04978-07	9668557643	2859 Ridge Rd, Minneapolis, MN, 55498	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
TPA-59275	TPA	Arthur Gray	1996-05-02	—	—	4343 Spring St # 181, Nashville, TN, 37213	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
TPA-51118	TPA	Ken Hughes	1975-08-17	—	—	3248 Bayshore Dr, Miami, FL, 33115	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
TPA-53823	TPA	Billy Parker	1973-06-07	—	9594843069	1222 Baseline Rd, Chandler, AZ, 85280	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+1 more
TPA-59632	TPA	Theresa Henry	1991-12-11	—	—	8184 Meadow Ln, San Diego, CA, 92175	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-51257	TPA	Elijah Porter	1950-09-15	—	—	1434 Canyon Rd, Columbus, OH, 43202	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
TPA-55416	TPA	Virginia Ross	1999-07-13	—	—	6241 Main St, Orlando, FL, 32827	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-60012	TPA	Carlos Daniels	1974-11-06	—	—	4075 Maple Ave, Denver, CO, 80206	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-56912	TPA	Isabella K Morris	2006-07-20	—	—	—	0.66	Middle initial moved out of first name Name re-cased Gender normalised Whitespace trimmed+1 more
TPA-61070	TPA	Alice Morrison	1965-01-13	—	2293968938	7940 Sage Ct, San Antonio, TX, 78265	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
TPA-60697	TPA	Jacck Barnes	1940-07-25	UHC-58851-08	—	5734 Washington St, Atlanta, GA	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
TPA-60698	TPA	Jacck Barnes	1940-07-25	UHC-58851-08	—	5734 Washington St, Atlanta, GA	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
TPA-63384	TPA	Kayla X Holmes	1952-10-16	—	—	7289 Canyon Rd, San Diego, CA, 92136	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
TPA-53220	TPA	Jordan Harris	1951-12-25	—	—	1233 Forest Ave, Las Vegas, NV, 89120	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
TPA-62046	TPA	Marcus K Jensen	1968-07-11	—	—	2794 Pine Dr, San Antonio, TX, 78242	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-50931	TPA	Gloria Hamilton	2008-01-22	—	—	4463 Lake View Rd, Tampa, FL	0.66	Name split from “Last, First”Date of birth reformatted ZIP missing Whitespace trimmed+1 more
TPA-60249	TPA	Mark Hunt	1997-06-20	—	—	1061 Market St, Houston, TX, 77034	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-51527	TPA	Melissa Garza	1988-03-28	—	—	7408 Washington St, Fresno, CA, 93749	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-51315	TPA	Frank Ramirez	1973-09-09	UHC-97290-10	3713242989	16 Pine Dr, Fresno, CA, 93793	0.66	Name split from “Last, First”Date of birth reformatted State name converted to code Whitespace trimmed+1 more
TPA-63941	TPA	Linda Y Coopar	1950-12-07	—	—	9108 Washington St, Eden Prairie, MN, 55307	0.66	Name re-cased SSN last four extracted ZIP+4 trimmed Whitespace trimmed+1 more
TPA-54688	TPA	Wei Carroll	1995-02-10	—	3265855563	1945 Ocean Ave # 936, Nashville, TN, 37220	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
TPA-63646	TPA	Jeffrey Padilla	1983-08-18	—	—	9574 Ridge Rd, Eden Prairie, MN, 55330	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
TPA-52647	TPA	Mary Garrett	1997-05-15	UHC-41408-06	—	5195 Maple Ave, Tempe, AZ, 85265	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
TPA-59404	TPA	Mason L Miller	1955-12-23	—	5818967848	825 Mountain View Dr, Houston, TX, 77005	0.66	Date of birth reformatted State name converted to code Gender normalised Whitespace trimmed+1 more
TPA-58910	TPA	Joe Oslon	1986-02-15	—	—	8847 Market St, Scottsdale, AZ, 85245	0.66	Name re-cased Phone missing area code Gender normalised Whitespace trimmed+1 more
TPA-57129	TPA	Nicholas Alexander	1989-04-25	—	7916354300	6192 Canyon Rd, Mesa, AZ, 85282	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
TPA-55808	TPA	Bruce Hcks	1978-02-20	—	—	632 Sunset Blvd, Charlotte, NC	0.66	Name re-cased ZIP missing Gender normalised Whitespace trimmed+1 more
TPA-62380	TPA	Andrea Q Garcia	1952-09-28	—	—	7817 Washington St, Houston, TX, 77059	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more

14,135 rows, page 84 of 283Previous Next