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 “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-411271	CLM	Stephanie Hayes	1982-06-25	—	—	6718 Elm St, Scottsdale, AZ, 85232	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-425015	CLM	Alan Mendez	1999-04-23	—	2705100280	9237 Lincoln Way, Las Vegas, NV, 89135	0.64	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised+2 more
TPA-59095	TPA	Santiago Park	1941-08-20	—	7307465276	8358 River Rd, San Antonio, TX, 78278	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-129639	ENR	Stephanie F Day	1968-05-02	UHC-13402-27	5764838525	5173 Highland Ave, Atlanta, GA, 30361	0.64	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
ENR-123626	ENR	Sims L Ann	1973-12-20	UHC-52306-01	9367829933	3815 Palm Dr, Phoenix, AZ, 85050	0.64	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
TPA-59462	TPA	Mariana Nguyen	1945-08-06	—	—	9516 Ocean Ave, Chandler, AZ, 85250	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-400116	CLM	Bobby X Silva	1965-06-25	UHC-38822-20	—	2830 Main St, Glendale, AZ, 85360	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
TPA-62859	TPA	Benjamin Thompson	1990-07-25	—	—	6807 Canyon Rd Apt 39, Denver, CO, 80218	0.64	Name re-cased Date of birth reformatted Unit split from street ZIP+4 trimmed+2 more
CLM-400653	CLM	Arjun Lucas	1993-03-09	UHC-83630-69	—	7452 Indian School Rd, Nashville, TN, 37237	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-400652	CLM	Arjun Lucas	1993-03-09	UHC-83630-69	—	7452 Indian School Rd, Nashville, TN, 37237	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-106937	ENR	Deborah Z Torres	1955-03-14	UHC-39822-20	3832279156	9173 Ridge Rd, Gilbert, AZ, 85284	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-407258	CLM	Lucia Butler	1997-12-24	UHC-64949-99	—	3810 River Rd, Denver, CO, 80210	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-414045	CLM	Steve L Lawson	1974-09-03	UHC-40167-97	8942114802	5405 Valley View Dr, Denver, CO, 80244	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-402102	CLM	Jordan Brton	1954-08-28	—	9786668728	8433 Washington St # 906, Tempe, AZ, 85288	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-107294	ENR	Ahmed Welch	1986-09-19	UHC-38427-46	3773730239	8895 Main St, Denver, CO, 80243	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-137010	ENR	Julia K Wright	1961-08-26	UHC-97703-86	—	9015 Sage Ct, Mesa, AZ	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-425749	CLM	Saar Robertson	1962-04-12	UHC-65179-24	—	910 Forest Ave, Phoenix, AZ, 85005	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-420797	CLM	Jack Kelley	1960-05-05	—	—	6336 Spring St, Austin, TX, 78736	0.64	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
CLM-420798	CLM	Jack Kelley	1960-05-05	—	—	6336 Spring St, Austin, TX, 78736	0.64	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
CLM-409595	CLM	Isabella Parker	1955-02-11	UHC-22975-41	—	3506 Grand Ave, Glendale, AZ, 85339	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-413470	CLM	Anan Carr	1972-11-13	—	4513187275	7558 Central Ave, Phoenix, AZ, 85025	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-412283	CLM	Kathleen A Bryant	1993-08-19	UHC-97131-90	—	5236 Mesa Dr, Scottsdale, AZ, 85288	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-51850	TPA	Maria Estrada	1977-08-07	—	—	4025 Grand Ave, Jacksonville, FL	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-59676	TPA	Sofia Lawrence	2001-04-24	UHC-25799-28	—	3103 Apache Blvd, Los Angeles, CA, 90044	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-114265	ENR	Abigail Gray	1998-07-12	UHC-91906-99	5065519542	625 Church St, Las Vegas, NV, 89174	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26837	PRV	Megan Y Thompson	2007-01-06	—	7453777462	9786 Union St, Orlando, FL, 32896	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-54972	TPA	Samuel Turner	1966-07-12	—	—	7369 Valley View Dr, Minneapolis, MN, 55442	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-412218	CLM	Noah Walch	1978-12-12	UHC-89604-28	8893605124	4394 Pine Dr, Denver, CO, 80245	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-123590	ENR	Ann Ford	1943-01-09	UHC-08240-81	6003800885	3659 Ridge Rd Apt 14, Houston, TX, 77081	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
PRV-26158	PRV	Sara H Moore	1996-03-26	—	4967210963	7068 Market St, Tucson, AZ, 85781	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-427558	CLM	Beverly Gonzalez	1944-06-04	UHC-21342-60	—	8147 Jefferson Ave, Plano, TX	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-134003	ENR	George W Smith	2008-06-25	UHC-87014-69	9344721549	8472 Cedar Ln, Fresno, CA, 93783	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-134229	ENR	Douglas K Edwards	—	UHC-17771-69	—	5647 Maple Ave, Scottsdale, AZ, 85244	0.64	Name re-cased Date of birth reformatted Date of birth unreadable ZIP+4 trimmed+2 more
PRV-25965	PRV	Dorothy B Greene	1965-11-01	—	—	1956 Indian School Rd, Glendale, AZ, 85338	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-121202	ENR	Frances Reed	1990-02-14	UHC-43006-53	7397858502	9448 River Rd, Glendale, AZ, 85372	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-138231	ENR	Mei C Banks	1973-01-19	UHC-38033-54	9024266668	2740 Central Ave, Charlotte, NC, 28246	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-112294	ENR	Shirley U Mills	1949-10-07	UHC-66883-15	6609816753	2854 Bayshore Dr, Chandler, AZ, 85213	0.64	Middle initial moved out of first name Date of birth reformatted Phone reformatted Member ID reformatted+2 more
PRV-23461	PRV	Eugene Ryan	1938-10-12	UHC-31719-62	6568533992	8037 Valley View Dr, San Diego, CA, 92133	0.64	Name split from “Last, First”Date of birth reformatted Member ID reformatted Gender normalised+2 more
ENR-120806	ENR	Charles Walker	1952-02-15	UHC-36240-36	4335898997	2543 Oak St, Orlando, FL, 32828	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-57074	TPA	Bryan Evans	1939-07-09	UHC-00245-28	—	6067 Indian School Rd, Glendale, AZ, 85376	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-113353	ENR	Roger U Ray	1977-08-03	UHC-43599-50	7875008643	4127 Apache Blvd, Mesa, AZ, 85214	0.64	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
ENR-130503	ENR	Janice J Rios	2003-04-19	UHC-16842-20	5869491000	3515 Hillcrest Rd, Scottsdale, AZ	0.64	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-131311	ENR	David L Adams	1944-10-08	UHC-00993-52	8316997194	5254 Canyon Rd, Jacksonville, FL, 32296	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-108553	ENR	Linda I Myers	1975-11-06	UHC-19783-34	2465836521	8146 Church St, Phoenix, AZ, 85039	0.64	Middle initial moved out of first name Date of birth reformatted Phone reformatted State name converted to code+2 more
CLM-420134	CLM	Dennis Woods	1967-11-24	—	—	3112 Sunset Blvd, Eden Prairie, MN, 55328	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-422707	CLM	Zachary Olson	1993-09-06	UHC-00455-39	—	592 Jefferson Ave, Charlotte, NC, 28281	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-425628	CLM	Luis Green	1964-04-24	—	—	873 Indian School Rd, Fresno, CA, 93783	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-409383	CLM	Anna S Carlson	1992-01-24	UHC-22854-38	—	2529 Sunset Blvd, Gilbert, AZ, 85252	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-51467	TPA	Benajmin Stewart	1945-06-25	—	3314713960	2391 Willow Ct, Tempe, AZ, 85270	0.64	Date of birth reformatted Phone reformatted State name converted to code Gender normalised+2 more
ENR-121254	ENR	Bailey Alice	1980-08-28	UHC-17182-10	9022299228	9752 Willow Ct, Glendale, AZ, 85322	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more

32,400 rows, page 158 of 648Previous Next