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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-55617	TPA	Emily Murray	1992-02-20	UHC-96474-99	—	8357 Spring St # 750, Charlotte, NC, 28293	0.64	Unit split from street Street suffix standardised Address re-cased City re-cased+2 more
PRV-26070	PRV	Patrick Boyd	1977-05-24	UHC-93836-29	2188913290	7545 Mesa Dr, Mesa, AZ, 85230	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-134313	ENR	Lisa I Wood	1938-11-08	UHC-20238-58	9518319663	9058 Ocean Ave, Houston, TX, 77056	0.64	Phone reformatted SSN last four extracted City re-cased Gender normalised+2 more
CLM-407271	CLM	Graham M Mason	1983-02-26	UHC-31696-70	—	4232 Desert Sky Blvd, Charlotte, NC, 28201	0.64	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
ENR-105446	ENR	Richarrd U Matthews	1958-07-27	UHC-04859-74	8945794523	276 Ridge Rd Apt 23, Orlando, FL, 32857	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
TPA-56039	TPA	Pamela Gutierrez	2005-08-08	—	—	6224 Meadow Ln, Las Vegas, NV, 89191	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-420140	CLM	Diane Hughes	2002-11-27	UHC-73105-62	—	5255 River Rd, Seattle, WA, 98134	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-131228	ENR	Jennifer I Vargas	1989-11-03	UHC-26130-42	—	2753 River Rd, Plano, TX, 75058	0.64	Member ID reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
PRV-27061	PRV	Gloria Brown	2005-05-04	—	8397677849	3815 Church St, Scottsdale, AZ	0.64	Two-digit birth year Phone reformatted City re-cased ZIP missing+2 more
ENR-124831	ENR	Arthur W Greene	1988-06-27	UHC-95001-21	9006830550	5078 Indian School Rd, Miami, FL	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-420114	CLM	Roger Wang	1971-06-16	UHC-11203-29	—	932 Park Pl, Denver, CO	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-62570	TPA	George Munoz	1969-01-10	—	—	918 Sunset Blvd, San Diego, CA, 92170	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
CLM-426506	CLM	Jordan Walker	1988-02-19	UHC-96381-04	2524509237	3465 Union St # 959, Columbus, OH, 43291	0.64	Unit split from street Street suffix standardised Address re-cased City re-cased+2 more
CLM-424141	CLM	Donald R Hudson	1976-01-19	UHC-43303-53	—	6764 Baseline Rd # 526, Charlotte, NC, 28284	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-136726	ENR	Justin Perkins	1938-11-26	UHC-33199-49	—	4991 Valley View Dr, Orlando, FL, 32832	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
ENR-132779	ENR	Jose FJunk	1944-12-07	UHC-68537-23	7116963335	590 Sunset Blvd, Minneapolis, MN, 55486	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-428506	CLM	Albert Kim	1960-05-01	UHC-94099-84	8179101715	7346 Spring St, Las Vegas, NV, 89151	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
TPA-57680	TPA	Jeremy Austin	1956-05-06	—	5155425207	1708 Apache Blvd, Minneapolis, MN, 55441	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-424368	CLM	Billy Burns	1994-09-28	—	—	1909 River Rd, Columbus, OH, 43251	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
ENR-141501	ENR	Carolyn Flores	1964-05-16	UHC-75026-55	9022803240	2384 Apache Blvd, Los Angeles, CA, 90037	0.64	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-400588	CLM	Alan L Contreras	1939-06-09	UHC-96866-71	—	7196 Bayshore Dr, Tampa, FL, 33627	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
CLM-420269	CLM	Diana D Jordan	1939-05-18	UHC-93994-77	3214722415	9225 Camelback Rd, Atlanta, GA, 30364	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
ENR-127405	ENR	Mateo S Burton	1997-10-03	UHC-08742-63	7139639463	3588 Main St, Plano, TX, 75035	0.64	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
ENR-100613	ENR	Susan Robertson	—	UHC-87281-75	9717543482	2352 Willow Ct, Houston, TX, 77049	0.64	Date of birth missing Phone reformatted Member ID reformatted SSN last four extracted+2 more
PRV-24610	PRV	Steven Ruiz	1950-07-10	UHC-52473-73	7272466796	6429 Sage Ct, Chandler, AZ, 85280	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-427529	CLM	Janet Dixon	1983-02-25	UHC-86590-78	—	6872 Palm Dr, Seattle, WA	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-134473	ENR	Christina XJunk	1980-06-05	UHC-44252-83	—	9715 Meadow Ln, Scottsdale, AZ, 85296	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-411181	CLM	Beverly Wilson	—	UHC-95133-67	—	554 Pine Dr, Atlanta, GA, 30349	0.64	Name re-cased Date of birth missing Street suffix standardised Address re-cased+2 more
TPA-58002	TPA	Aisha Padilla	1998-08-02	—	—	1443 Camelback Rd, Atlanta, GA, 30318	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-419521	CLM	Peter Castillo	2007-04-06	—	4918611411	237 Canyon Rd, San Antonio, TX, 78286	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-117288	ENR	Jannice A Austin	1986-05-20	UHC-71582-77	8939218217	3680 Valley View Dr, Tempe, AZ, 85272	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-132783	ENR	Michelle Collins	1952-06-16	UHC-23487-77	—	498 Valley View Dr, Austin, TX, 78735	0.64	Name re-cased Two-digit birth year Phone missing area code Member ID reformatted+2 more
ENR-140044	ENR	Charlotte F Ross	1978-02-09	UHC-07779-40	—	2008 Ocean Ave, Dallas, TX	0.64	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more
ENR-110417	ENR	Frances J Davis	1942-04-09	UHC-05286-73	4273631124	1926 Willow Ct, Austin, TX, 78742	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-112436	ENR	Shirley Boyd	1984-03-11	UHC-73114-89	3496733305	5207 Mesa Dr, Los Angeles, CA, 90025	0.64	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-129143	ENR	Martha Gomez	1956-06-20	UHC-28216-33	4342182361	2048 Oak St, Orlando, FL, 32888	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-405861	CLM	Heather Allen	1952-07-21	UHC-48091-12	—	9064 Grand Ave, Nashville, TN	0.64	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more
CLM-401587	CLM	Lucia Perkins	1968-10-09	UHC-64440-21	—	9799 Washington St, Denver, CO, 80247	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
CLM-401588	CLM	Lucia Perkins	1968-10-09	UHC-64440-21	—	9799 Washington St, Denver, CO, 80247	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
ENR-140139	ENR	Diane L Fisher	1984-02-16	UHC-53365-30	2767398459	4157 Church St Apt 9, Columbus, OH, 43285	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-123413	ENR	Kyle B Oslon	1998-06-26	UHC-89184-73	4578211779	774 Harbor Blvd, Orlando, FL, 32898	0.64	Date of birth reformatted Phone reformatted City re-cased State name converted to code+2 more
TPA-54885	TPA	Joyce N Pierce	1945-02-01	—	9149761760	3413 Spring St, Scottsdale, AZ, 85262	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-428116	CLM	Priya Lopez	1947-04-09	—	2076566795	6000 Harbor Blvd, Chandler, AZ	0.64	Name re-cased Two-digit birth year Phone reformatted City re-cased+2 more
PRV-20312	PRV	William Daniels	1941-08-01	—	5252377028	1798 Ridge Rd Apt 11, Austin, TX, 78778	0.64	Unit split from street Street suffix standardised Address re-cased City re-cased+2 more
CLM-430549	CLM	Rachel Griffin	1997-03-14	UHC-52956-07	—	8748 Hillcrest Rd, Atlanta, GA, 30390	0.64	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
CLM-428410	CLM	Luaren K Phillips	1966-01-01	UHC-19206-41	—	8819 Sunset Blvd, Seattle, WA, 98177	0.64	Phone missing area code Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-408674	CLM	Maiana Z Morrison	1960-07-23	UHC-48094-21	8743343898	8632 Mesa Dr, Chandler, AZ	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-118309	ENR	Sarah Burns	1957-05-23	UHC-70818-69	9627167220	2920 Hillcrest Rd, Sacramento, CA, 95834	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-420590	CLM	Emma A Sanders	1948-08-06	—	2228543447	6865 Sage Ct, Nashville, TN, 37297	0.64	Date of birth reformatted Phone reformatted City re-cased State name converted to code+2 more
CLM-419891	CLM	Elijah Aadms	1968-01-13	UHC-50533-10	—	4148 Highland Ave, Denver, CO	0.64	Name split from “Last, First”Date of birth reformatted City re-cased ZIP missing+2 more

17,850 rows, page 119 of 357Previous Next