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
ENR-128768	ENR	Nicole L Porter	1940-05-27	UHC-79932-95	4993078567	1796 Forest Ave, Tucson, AZ	0.82	Date of birth reformatted Phone reformatted ZIP missing
CLM-401980	CLM	Lucia B Vargas	1975-11-13	UHC-57841-42	—	4762 Lake View Rd, Jacksonville, FL	0.82	ZIP missing Whitespace trimmed Placeholder values cleared
CLM-427764	CLM	David Coleman	1968-07-18	UHC-67198-90	6897913821	1912 Broadway, Los Angeles, CA	0.82	Phone reformatted ZIP missing Whitespace trimmed
PRV-22953	PRV	Christine Morales	2007-01-19	UHC-18121-75	5674677874	9879 Lincoln Way, Fresno, CA	0.82	ZIP missing Whitespace trimmed Placeholder values cleared
CLM-429331	CLM	Mari Carlson	1955-09-12	—	—	1113 Church St, Phoenix, AZ	0.82	ZIP missing Whitespace trimmed Placeholder values cleared
PRV-29526	PRV	Kenneth Day	2008-07-12	—	7268510027	8020 Main St, Fresno, CA	0.82	Phone reformatted ZIP missing Placeholder values cleared
TPA-52572	TPA	Jacob Sullivan	2008-05-24	—	—	1349 Ocean Ave, Scottsdale, AZ	0.82	ZIP missing Whitespace trimmed Placeholder values cleared
CLM-426206	CLM	Dorothy Collins	1942-04-11	UHC-66552-94	—	8752 Broadway, Orlando, FL	0.82	City re-cased ZIP missing Placeholder values cleared
CLM-427392	CLM	Cynthia Gardner	2006-05-19	UHC-87765-08	—	2372 Bayshore Dr, Scottsdale, AZ	0.82	ZIP missing Whitespace trimmed Placeholder values cleared
CLM-416137	CLM	Dennis Ramirez	1966-07-12	UHC-34930-60	—	5215 Apache Blvd, Orlando, FL	0.82	City re-cased ZIP missing Placeholder values cleared
TPA-52424	TPA	Lori Fowler	1972-10-21	—	—	194 Church St, Tampa, FL	0.82	ZIP missing Email lower-cased Placeholder values cleared
ENR-119829	ENR	Raymond F Kim	2002-05-10	UHC-89856-22	—	1535 Main St, Tempe, AZ	0.82	Member ID reformatted ZIP missing Placeholder values cleared
TPA-59804	TPA	Betty Black	2008-06-15	—	8345840573	5994 Highland Ave, Charlotte, NC	0.82	Date of birth reformatted ZIP missing Placeholder values cleared
CLM-412837	CLM	Mei Li	1953-11-28	UHC-98792-36	—	9840 Palm Dr, Jacksonville, FL	0.82	City re-cased ZIP missing Placeholder values cleared
ENR-109693	ENR	Christine K Li	1952-07-05	UHC-80042-09	4998028197	6268 Ridge Rd, Seattle, WA	0.82	Name re-cased Phone reformatted ZIP missing
TPA-50756	TPA	Alexander R Marquez	1969-06-04	—	7552837449	5581 Lincoln Way, Minneapolis, MN	0.82	Phone reformatted ZIP missing Placeholder values cleared
CLM-404682	CLM	Elizabeth Johnson	1983-02-26	UHC-01763-99	—	1899 Broadway, Nashville, TN	0.82	Address re-cased ZIP missing Placeholder values cleared
ENR-103611	ENR	Bruce G Harper	2007-11-25	UHC-42263-40	5976391936	2021 River Rd, Fresno, CA	0.82	Name re-cased Phone reformatted ZIP missing
CLM-402806	CLM	Laura Harper	1954-08-11	—	8494369446	7036 Lake View Rd, Los Angeles, CA	0.82	ZIP missing Whitespace trimmed Placeholder values cleared
CLM-401734	CLM	Kyle K Schultz	1975-10-02	—	—	8865 Baseline Rd, Tempe, AZ	0.82	Name re-cased ZIP missing Placeholder values cleared
ENR-109398	ENR	Gregory O Freeman	1995-12-19	UHC-12093-91	7859233068	2761 Forest Ave, Miami, FL	0.82	Phone reformatted ZIP missing Placeholder values cleared
ENR-139907	ENR	Daniel K Davis	2004-12-08	UHC-43463-17	7075730277	8632 Camelback Rd, Dallas, TX	0.82	Name re-cased Phone reformatted ZIP missing
CLM-414597	CLM	Sean Sandoval	1955-05-28	UHC-11554-69	6513782669	4121 Hillcrest Rd, Dallas, TX	0.82	Phone reformatted Member ID reformatted ZIP missing
ENR-125527	ENR	Kenneth Cruz	1999-12-18	UHC-92091-67	2232354408	7244 Harbor Blvd, Scottsdale, AZ	0.82	ZIP missing Whitespace trimmed Placeholder values cleared
ENR-138205	ENR	Isabella Patel	1966-07-12	UHC-81273-52	7224773141	7874 Lincoln Way, Las Vegas, NV	0.82	Phone reformatted ZIP missing Placeholder values cleared
CLM-417831	CLM	Jessica Martinez	1992-08-15	UHC-78420-75	2872504621	4361 Forest Ave, Sacramento, CA	0.82	Name re-cased Phone reformatted ZIP missing
CLM-430559	CLM	Valentina Johnston	1981-12-19	—	—	8285 Apache Blvd, Dallas, TX	0.82	Date of birth reformatted ZIP missing Placeholder values cleared
ENR-119861	ENR	Jason O George	1962-08-07	UHC-51539-02	4413028287	3636 Jefferson Ave, Atlanta, GA	0.82	Phone reformatted Member ID reformatted ZIP missing
ENR-106162	ENR	Kaathleen O Obrien	1988-02-05	UHC-27159-72	—	9351 Elm St, Los Angeles, CA	0.82	Name re-cased ZIP missing Placeholder values cleared
ENR-106163	ENR	Kaathleen O Obrien	1988-02-05	UHC-27159-72	—	9351 Elm St, Los Angeles, CA	0.82	Name re-cased ZIP missing Placeholder values cleared
ENR-114195	ENR	Stephen Graham	1938-09-27	UHC-19980-14	9649100271	3890 Jefferson Ave, Houston, TX	0.82	Name re-cased Phone reformatted ZIP missing
ENR-141384	ENR	Edward Ryan	1992-04-10	UHC-83967-47	7876292718	5825 Bayshore Dr, Jacksonville, FL	0.82	Name re-cased Phone reformatted ZIP missing
ENR-112018	ENR	Jacqueline Davis	2003-05-23	UHC-40454-55	5184101990	9546 Cedar Ln, Tampa, FL	0.82	Name re-cased Date of birth reformatted ZIP missing
ENR-142356	ENR	Julie N Knight	1989-05-17	UHC-71373-79	7629966026	9298 Lake View Rd, Tucson, AZ	0.82	Phone reformatted City re-cased ZIP missing
TPA-61285	TPA	Adam Edwards	1967-10-25	—	5662814758	5370 Central Ave, Chandler, AZ	0.82	Date of birth reformatted ZIP missing Placeholder values cleared
CLM-411060	CLM	Fatima Collins	1999-12-24	UHC-63611-25	—	9073 Lincoln Way, Denver, CO	0.82	Date of birth reformatted ZIP missing Whitespace trimmed
CLM-427622	CLM	Joes Bradley	2004-11-02	—	—	2268 Ocean Ave, Minneapolis, MN	0.82	ZIP missing Whitespace trimmed Placeholder values cleared
ENR-142897	ENR	Carol Hayas	1942-10-20	UHC-21010-07	—	3739 Ridge Rd, Orlando, FL	0.82	Name re-cased ZIP missing Whitespace trimmed
ENR-138661	ENR	Karen Kim	1956-08-16	UHC-49648-52	4725099693	1830 Broadway, Las Vegas, NV	0.82	Phone reformatted Member ID reformatted ZIP missing
TPA-52663	TPA	Diego Baker	1956-09-07	—	—	8180 Elm St, Atlanta, GA	0.82	Name re-cased ZIP missing Placeholder values cleared
TPA-56192	TPA	Victoria Reyes	1942-11-19	—	7163956279	8842 Valley View Dr, Jacksonville, FL	0.82	Phone reformatted ZIP missing Placeholder values cleared
ENR-129016	ENR	Joan Edwards	1956-07-06	UHC-88614-34	4917616897	4205 Union St, Dallas, TX	0.82	Date of birth reformatted State code upper-cased ZIP missing
ENR-105731	ENR	Randy Castro	1969-09-18	UHC-12260-95	2895446528	8169 Oak St, Las Vegas, NV	0.82	Name re-cased Phone reformatted ZIP missing
ENR-105730	ENR	Randy Castro	1969-09-18	UHC-12260-95	2895446528	8169 Oak St, Las Vegas, NV	0.82	Name re-cased Phone reformatted ZIP missing
ENR-107364	ENR	Mason P Herrera	1943-02-05	UHC-90677-97	5424196196	182 Willow Ct, Charlotte, NC	0.82	Phone reformatted City re-cased ZIP missing
ENR-113595	ENR	Thomas Sntos	1952-08-11	UHC-06214-55	7502518261	5518 Cedar Ln, Las Vegas, NV	0.82	Phone reformatted ZIP missing Whitespace trimmed
ENR-106968	ENR	Richard Jimenez	1941-09-12	UHC-48141-59	3878462631	792 Desert Sky Blvd, Sacramento, CA	0.82	Phone reformatted ZIP missing Whitespace trimmed
CLM-416240	CLM	Rodriguez Christina	1942-05-15	UHC-66261-77	—	6388 Cedar Ln, Austin, TX	0.82	Date of birth reformatted ZIP missing Placeholder values cleared
CLM-410075	CLM	Julie H Sims	1980-02-25	UHC-52677-23	—	4819 Valley View Dr, San Antonio, TX	0.82	Date of birth reformatted ZIP missing Placeholder values cleared
ENR-137388	ENR	Kimberly I Howard	2008-09-21	UHC-44964-12	2426604068	1953 Desert Sky Blvd, Chandler, AZ	0.82	Phone reformatted ZIP missing Whitespace trimmed

7,146 rows, page 139 of 143Previous Next