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
CLM-400622	CLM	Diane Hart	2008-02-04	UHC-90073-96	—	7848 Ridge Rd, Miami, FL, 33159	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
TPA-58750	TPA	Eric Snyder	1971-01-27	—	6676803896	4671 Union St, Scottsdale, AZ, 85283	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+1 more
ENR-137494	ENR	Marcus R Mills	1984-08-16	UHC-69863-39	3215546377	8517 Lake View Rd, Mesa, AZ, 85253	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-140943	ENR	Virginia Z Fernandez	1973-06-03	UHC-33328-14	8542792861	3072 Ocean Ave, Jacksonville, FL, 32215	0.66	Name re-cased SSN last four extracted State code upper-cased Gender normalised+1 more
ENR-139612	ENR	Ryan M Patel	2003-09-16	UHC-54246-97	4584535471	3245 Jefferson Ave, Nashville, TN, 37201	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
CLM-423136	CLM	Steven Gordon	1941-01-06	UHC-13949-67	4034659166	4531 Broadway, Seattle, WA, 98187	0.66	Name split from “Last, First”Phone reformatted Gender normalised Whitespace trimmed+1 more
ENR-131850	ENR	Helen S Fernandez	1942-06-16	UHC-17523-60	—	5023 Grand Ave, Atlanta, GA	0.66	Name re-cased City re-cased ZIP missing Gender normalised+1 more
ENR-131851	ENR	Helen S Fernandez	1942-06-16	UHC-17523-60	—	5023 Grand Ave, Atlanta, GA	0.66	Name re-cased City re-cased ZIP missing Gender normalised+1 more
CLM-407532	CLM	Roger White	1948-08-05	UHC-38078-45	3374570252	1413 Meadow Ln, Miami, FL, 33135	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-126700	ENR	Gerald Y Gardner	1952-06-01	UHC-17504-13	3414882720	2245 Meadow Ln, Charlotte, NC, 28269	0.66	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-424999	CLM	Glooria Contreras	1961-05-03	UHC-42648-27	—	3733 Valley View Dr, Seattle, WA, 98156	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
CLM-431913	CLM	Michelle P Gutierrez	1964-12-17	—	8915690539	118 River Rd, Mesa, AZ, 85254	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-54614	TPA	Melissa P Patterson	1964-03-08	—	—	64 Elm St, Sacramento, CA, 95845	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-130828	ENR	Harold U Marquez	1943-09-27	UHC-83460-01	—	1701 Lake View Rd, Tempe, AZ, 85241	0.66	Street suffix standardised Address re-cased Email lower-cased Gender normalised+1 more
ENR-133569	ENR	Jess Z Thomas	1986-11-18	UHC-58296-10	—	621 Elm St, Eden Prairie, MN, 55392	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-425715	CLM	Teresa H Fishher	1959-04-26	UHC-20504-81	5357686308	5150 Main St, Scottsdale, AZ, 85299	0.66	Name re-cased Two-digit birth year Gender normalised Whitespace trimmed+1 more
ENR-135221	ENR	Janet Le	1964-08-14	UHC-70945-49	9647008385	1029 Oak St, Tucson, AZ, 85713	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-414834	CLM	Mary Clark	2004-05-11	UHC-63821-24	3718954354	343 Broadway, Los Angeles, CA, 90035	0.66	Name re-cased Phone reformatted City re-cased ZIP+4 trimmed+1 more
TPA-54822	TPA	Arjun C Schmidt	1992-12-03	—	—	1003 Indian School Rd, Mesa, AZ, 85221	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
ENR-131807	ENR	Thomas Graham	1984-09-21	UHC-00491-82	4183807798	2092 Sage Ct, Tucson, AZ, 85779	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
ENR-101462	ENR	Brian Vargas	1983-06-28	UHC-54744-79	8268500864	5006 Desert Sky Blvd, San Diego, CA, 92125	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-409577	CLM	Kathryn Guzman	1939-11-14	—	3979915488	200 River Rd, Scottsdale, AZ, 85260	0.66	Name re-cased Date of birth reformatted ZIP+4 trimmed Gender normalised+1 more
CLM-404688	CLM	Ashley Bowman	1978-06-17	UHC-45993-85	—	6982 Mountain View Dr, Glendale, AZ, 85371	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-410788	CLM	Deborah McDonald	—	—	—	—	0.66	Name re-cased Date of birth missing Gender normalised Plan code upper-cased+1 more
ENR-125282	ENR	Marilyn P Barns	1957-12-23	UHC-48806-49	6253821548	4785 Apache Blvd, San Diego, CA, 92164	0.66	Middle initial moved out of first name Name re-cased Phone reformatted Gender normalised+1 more
CLM-414956	CLM	Andrea Holmes	1945-11-07	UHC-14059-46	4794871495	4112 Sage Ct, Dallas, TX, 75221	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-423232	CLM	Virginia Barnes	2007-04-02	UHC-21509-56	3827817215	6404 Sage Ct, Atlanta, GA	0.66	Name re-cased Phone reformatted ZIP missing Gender normalised+1 more
TPA-59801	TPA	Samantha Gibson	1977-09-18	—	—	8088 Washington St, San Diego, CA, 92153	0.66	Name re-cased State name converted to code Gender normalised Whitespace trimmed+1 more
TPA-61430	TPA	Jordan Lawrence	2002-09-13	—	—	7239 Ocean Ave, Los Angeles, CA, 90071	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-60195	TPA	Barbara Simmons	1958-11-02	—	—	5646 Indian School Rd, Las Vegas, NV, 89124	0.66	Street suffix standardised Address re-cased Email lower-cased Gender normalised+1 more
CLM-414328	CLM	Gregory Peters	1955-04-11	UHC-87115-20	—	2462 Oak St, Dallas, TX, 75200	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
TPA-55541	TPA	Emily Black	1949-02-19	—	—	8359 Desert Sky Blvd, Jacksonville, FL, 32287	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
PRV-22861	PRV	Frances D Graham	1971-04-22	—	—	1867 Ocean Ave, Nashville, TN	0.66	Name re-cased ZIP missing Gender normalised Whitespace trimmed+1 more
PRV-22862	PRV	Frances D Graham	1971-04-22	—	—	1867 Ocean Ave, Nashville, TN	0.66	Name re-cased ZIP missing Gender normalised Whitespace trimmed+1 more
PRV-27804	PRV	Martha Q Soto	1987-07-21	UHC-39559-98	6494123942	1011 Lincoln Way, Glendale, AZ, 85337	0.66	Name split from “Last, First”Phone reformatted Email lower-cased Gender normalised+1 more
CLM-412843	CLM	Jerry Romero	1964-03-24	UHC-98312-99	2679081891	855 Lake View Rd, Tucson, AZ, 85786	0.66	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed+1 more
ENR-134360	ENR	Dylan T Maldonado	1994-07-14	UHC-83801-46	3857143699	7302 Harbor Blvd, Tucson, AZ, 85748	0.66	Street suffix standardised Address re-cased Email lower-cased Gender normalised+1 more
ENR-137451	ENR	Alexander Blak	1998-09-21	UHC-51655-25	3144683402	1837 Maple Ave, Jacksonville, FL, 32243	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-118491	ENR	Sanders O Nathan	2003-12-13	UHC-04089-53	8965835750	2412 Canyon Rd, Sacramento, CA, 95885	0.66	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised+1 more
ENR-101405	ENR	David A Myers	1949-02-02	UHC-29134-83	4384800829	251 Apache Blvd, Los Angeles, CA, 90023	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-407112	CLM	Emma Tucker	1955-10-18	UHC-67045-13	3596116766	4116 Market St, Mesa, AZ, 85245	0.66	Date of birth reformatted Phone reformatted State name converted to code Gender normalised+1 more
CLM-410058	CLM	Cheryl Carroll	1967-02-19	UHC-80042-98	6004780411	6440 Union St, San Antonio, TX, 78213	0.66	Phone reformatted State name converted to code Gender normalised Whitespace trimmed+1 more
ENR-126555	ENR	Mark Morris	1977-12-03	UHC-98101-29	4205832158	8456 Market St, San Diego, CA, 92187	0.66	Name re-cased Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-141706	ENR	Stephne Mitchell	1980-11-20	UHC-01206-78	7213938364	8311 Sunset Blvd, Minneapolis, MN, 55468	0.66	Name re-cased Phone reformatted State name converted to code Gender normalised+1 more
CLM-414416	CLM	Roger Graham	1985-04-21	UHC-31502-30	—	8975 Sage Ct, Phoenix, AZ, 85046	0.66	City re-cased State name converted to code Gender normalised Whitespace trimmed+1 more
ENR-108887	ENR	Jacob N King	1970-03-14	UHC-22406-82	5236796588	7963 Lake View Rd, Tempe, AZ, 85266	0.66	Middle initial moved out of first name Phone reformatted Email lower-cased Gender normalised+1 more
ENR-108888	ENR	Jacob N King	1970-03-14	UHC-22406-82	5236796588	7963 Lake View Rd, Tempe, AZ, 85266	0.66	Middle initial moved out of first name Phone reformatted Email lower-cased Gender normalised+1 more
ENR-106078	ENR	Susan Z Kennedy	1955-06-28	UHC-76091-41	9065409347	9397 Canyon Rd # 224, Atlanta, GA, 30329	0.66	Phone reformatted Unit split from street City re-cased Email lower-cased+1 more
CLM-423996	CLM	Karen N Harrison	1987-01-26	UHC-86250-15	—	—	0.66	Middle initial moved out of first name Name re-cased Gender normalised Whitespace trimmed+1 more
CLM-432572	CLM	Dorothy Gomez	1965-10-25	UHC-28888-43	8404448085	4929 Elm St, Los Angeles, CA, 90030	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more

16,828 rows, page 209 of 337Previous Next