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 “ZIP missing”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP missingClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-402856	CLM	Robert Contreras	2000-04-08	UHC-89869-73	—	4976 Harbor Blvd, Las Vegas, NV	0.50	Member ID reformatted Street suffix standardised Address re-cased ZIP missing+3 more
TPA-54239	TPA	Patricia Phillips	1963-07-20	—	8568847797	3971 Jefferson Ave, Los Angeles, CA	0.50	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
CLM-421838	CLM	Zachary Robertson	1963-06-17	—	3365881947	9048 Jefferson Ave, Tucson, AZ	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP missing+3 more
CLM-419124	CLM	Ray Soto	1970-08-18	—	—	9722 Spring St Apt 12, Tucson, AZ	0.50	Unit split from street Street suffix standardised Address re-cased ZIP missing+3 more
TPA-59741	TPA	Martha Reid	1981-01-12	—	—	1230 Camelback Rd, Atlanta, GA	0.50	Name re-cased Street suffix standardised Address re-cased ZIP missing+3 more
ENR-129707	ENR	Philip B Edwards	1989-09-11	UHC-82853-55	8292918985	8327 Baseline Rd Apt 10, Columbus, OH	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-413867	CLM	—Junk	1986-06-11	UHC-27818-16	9188099494	9669 Mountain View Dr, Scottsdale, AZ	0.50	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-135621	ENR	Beth Z Stephens	1940-06-08	UHC-57401-20	8467206570	1884 Highland Ave, San Antonio, TX	0.50	Name re-cased Street suffix standardised Address re-cased ZIP missing+3 more
PRV-23244	PRV	Tyler M Morales	1959-07-02	—	7264591183	3280 Ridge Rd, Mesa, AZ	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-23245	PRV	Tyler M Morales	1959-07-02	—	7264591183	3280 Ridge Rd, Mesa, AZ	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-52409	TPA	Alicce Kelley	1985-01-09	—	—	666 Elm St, Tempe, AZ	0.50	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+3 more
ENR-138308	ENR	Betty Ray	1991-11-01	UHC-11103-39	—	9637 Cedar Ln, Orlando, FL	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
CLM-407527	CLM	Alice Yang	1997-02-18	UHC-22171-25	—	3250 Forest Ave, Sacramento, CA	0.50	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
CLM-422418	CLM	Christian Little	1980-06-27	UHC-28282-07	—	5811 Church St, Orlando, FL	0.50	Street suffix standardised Address re-cased ZIP missing Email lower-cased+3 more
ENR-105549	ENR	Priya Rodriguez	1950-11-12	UHC-48070-64	6889821901	3100 Apache Blvd, Seattle, WA	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+3 more
CLM-413838	CLM	Dylan Rivera	1988-12-22	UHC-21374-40	3528639705	2045 Meadow Ln, Glendale, AZ	0.50	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-64327	TPA	Lucia Lucas	1942-09-22	—	8948411569	6590 Grand Ave, Sacramento, CA	0.50	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-426548	CLM	Amanda Hill	2001-08-08	UHC-75623-64	9328061406	6405 Desert Sky Blvd, Charlotte, NC	0.50	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-114727	ENR	Sharon E Meyer	—	UHC-78085-87	9742487576	3676 Maple Ave, Los Angeles, CA	0.50	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+3 more
PRV-23057	PRV	Paul Bailey	1947-01-06	UHC-74026-83	3434219269	2994 Pine Dr, Las Vegas, NV	0.50	Name re-cased Date of birth reformatted State name converted to code ZIP missing+3 more
ENR-108656	ENR	Jose O Roberts	1942-07-12	UHC-90725-16	9253512221	1301 Elm St # 711, Jacksonville, FL	0.50	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
PRV-23482	PRV	Billy Lawson	1989-05-13	—	3207984306	2366 Oak St, Columbus, OH	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-430941	CLM	Michelle Bowman	1971-10-24	UHC-64949-34	—	7317 Oak St, Tampa, FL	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-125041	ENR	Hannah I Hoffman	1968-04-15	UHC-34504-21	2814544116	4655 Oak St, Atlanta, GA	0.50	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
TPA-63460	TPA	Sarah Sanchez	1943-03-13	—	5833241703	7645 Sage Ct Apt 27, Fresno, CA	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-418726	CLM	Catherine Smith	1969-04-03	UHC-24248-33	3309031079	6032 Market St, Dallas, TX	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-418727	CLM	Catherine Smith	1969-04-03	UHC-24248-33	3309031079	6032 Market St, Dallas, TX	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-23342	PRV	Doris McCoy	1984-08-26	—	6644760105	7393 River Rd, Gilbert, AZ	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-116397	ENR	Cynthia X Dunn	1973-06-23	UHC-08495-02	7412417191	5109 River Rd, Nashville, TN	0.50	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
PRV-28477	PRV	Henry Harrison	—	UHC-33101-68	3518485280	7019 Washington St, Chandler, AZ	0.50	Name re-cased Date of birth unreadable Member ID reformatted ZIP missing+3 more
ENR-121673	ENR	Santiago White	1956-03-09	UHC-90732-54	3015493284	9371 Canyon Rd Apt 16, Orlando, FL	0.50	Name re-cased Member ID reformatted Unit split from street Street suffix standardised+3 more
TPA-54232	TPA	Yuki Lynch	1963-06-01	—	—	5354 Central Ave, Denver, CO	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-102346	ENR	Jordan Armstrong	1990-06-22	UHC-21547-04	7224967167	5162 Bayshore Dr, San Antonio, TX	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-57318	TPA	Margaret Cole	1973-09-02	—	—	6556 Lake View Rd, Las Vegas, NV	0.50	Name re-cased Street suffix standardised Address re-cased ZIP missing+3 more
ENR-120232	ENR	Carolyn Fisher	1959-11-11	UHC-40205-99	3017146499	1539 Apache Blvd, Tucson, AZ	0.50	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-110578	ENR	Rachel O Romero	1978-10-03	UHC-05946-53	6038443945	3385 Hillcrest Rd # 858, Jacksonville, FL	0.50	Name re-cased Two-digit birth year Phone reformatted Unit split from street+3 more
CLM-427528	CLM	Aisha Martin	1972-02-24	UHC-24039-32	8456994850	449 Indian School Rd, Fresno, CA	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-111298	ENR	Carol M Espinoza	1980-12-21	UHC-76825-64	4456053508	6265 Palm Dr, Tempe, AZ	0.50	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-60753	TPA	Noah Cooper	1993-07-02	—	—	1754 Sage Ct, Las Vegas, NV	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-52943	TPA	Judith Daniels	1940-03-13	UHC-61314-90	—	862 Sunset Blvd, Phoenix, AZ	0.50	Street suffix standardised Address re-cased City re-cased ZIP missing+3 more
ENR-139419	ENR	Patricia E Foster	1974-04-19	UHC-51732-04	7083802843	2238 Spring St, Los Angeles, CA	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-64017	TPA	Heather Carpenter	1995-04-21	—	—	7891 Forest Ave, San Diego, CA	0.50	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-409746	CLM	Bruce Rios	1943-12-01	—	3728699250	4181 Baseline Rd, Charlotte, NC	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-130195	ENR	Dennnis Phillips	1996-12-07	UHC-63082-94	7066237718	725 Grand Ave, Orlando, FL	0.50	Name split from “Last, First”Phone reformatted City re-cased State name converted to code+3 more
CLM-401216	CLM	Ethan Maldonao	1970-10-25	—	5677378172	2378 Sunset Blvd Apt 39, Phoenix, AZ	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-121318	ENR	Steven O Brooks	1991-05-11	UHC-72425-74	3534980855	6614 Camelback Rd, Tampa, FL	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-120657	ENR	Charlotte Le	1992-07-09	UHC-00963-84	3487060294	928 Hillcrest Rd, Plano, TX	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP missing+3 more
PRV-28718	PRV	Eveyln Smith	1939-01-01	—	6727020342	7492 Ridge Rd Apt 9, Fresno, CA	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-116358	ENR	Joshua Hughes	1955-03-25	UHC-99643-14	2894041816	8245 Spring St, Phoenix, AZ	0.50	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+3 more
ENR-140997	ENR	Amanda L George	1985-07-05	UHC-69524-04	9428066070	742 Oak St, Orlando, FL	0.50	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more

7,146 rows, page 24 of 143Previous Next