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 “Street suffix standardised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagStreet suffix standardisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-113320	ENR	Sara F Padilla	1982-02-02	UHC-35197-28	5183584426	3359 Church St # 715, Tempe, AZ, 85240	0.50	Date of birth reformatted Member ID reformatted Unit split from street Street suffix standardised+3 more
PRV-28759	PRV	Fatima T Knight	1963-09-13	UHC-92327-02	—	5467 Oak St, Phoenix, AZ, 85045	0.50	Two-digit birth year Phone missing area code Street suffix standardised Address re-cased+3 more
ENR-103097	ENR	Diana Hudson	—	—	5389802920	4568 Elm St, Tempe, AZ, 85281	0.50	Date of birth missing Phone reformatted SSN last four extracted Street suffix standardised+3 more
TPA-50252	TPA	Frances Wilson	1940-10-21	—	—	9472 Willow Ct, Mesa, AZ, 85227	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
ENR-113356	ENR	Isabella Le	—	UHC-22656-20	—	7791 Desert Sky Blvd, Orlando, FL, 32846	0.50	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+3 more
ENR-116561	ENR	Christopher Chavez	1944-04-25	UHC-85547-14	4769815000	5415 Forest Ave, Los Angeles, CA, 90043	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-140103	ENR	Bill Z Moreno	1963-03-16	—	4376506275	3740 Valley View Dr, Seattle, WA, 98110	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-106922	ENR	Laura W Davis	1997-07-10	UHC-05707-46	9863612157	1357 Maple Ave, Los Angeles, CA, 90079	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-402062	CLM	Barbara Jacobs	1984-08-03	—	5343695383	2168 Harbor Blvd, Scottsdale, AZ, 85245	0.50	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
TPA-61641	TPA	Denise Ryan	1968-12-17	—	—	7619 Palm Dr, Denver, CO, 80205	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-130343	ENR	Ralph Lyncch	2004-10-21	UHC-37719-32	—	2485 Church St, Mesa, AZ, 85286	0.50	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+3 more
ENR-119955	ENR	Mari D Cruz	1989-07-28	UHC-50333-60	6916424491	1792 Forest Ave Apt 2, Phoenix, AZ, 85083	0.50	Phone reformatted SSN last four extracted Unit split from street Street suffix standardised+3 more
PRV-26724	PRV	Noah Brown	2003-02-09	UHC-23265-67	—	8408 Bayshore Dr, Seattle, WA, 98129	0.50	Name re-cased Two-digit birth year Phone missing area code Street suffix standardised+3 more
ENR-133488	ENR	Kimberly Bryant	1999-01-19	UHC-33003-66	5967351509	767 River Rd Apt 12, Scottsdale, AZ, 85292	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-124490	ENR	Douglas F Day	1946-08-13	UHC-15264-54	5553947248	3209 Washington St, Orlando, FL, 32814	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-133327	ENR	Nancy Gybson	—	UHC-33101-19	5344699459	8766 Indian School Rd, Las Vegas, NV, 89149	0.50	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-135669	ENR	Ralph Turner	1971-04-25	UHC-77031-58	9698298067	1371 Apache Blvd, Houston, TX, 77007	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-135513	ENR	Mariana Williamson	—	UHC-04332-28	—	8477 River Rd Apt 35, Gilbert, AZ, 85258	0.50	Name re-cased Date of birth unreadable Unit split from street Street suffix standardised+3 more
CLM-432418	CLM	Mateo Morneo	—	UHC-15058-84	5123038263	1447 Ridge Rd # 976, Tempe, AZ, 85299	0.50	Date of birth unreadable Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-421270	CLM	Stephen Wang	1979-08-11	UHC-64067-18	—	1084 Washington St, Austin, TX, 78767	0.50	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-429430	CLM	Dorothy Collins	2002-11-16	—	—	7220 Forest Ave, Mesa, AZ	0.50	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-120514	ENR	Lori Roberts	1999-01-04	UHC-78605-17	3614702211	9741 Canyon Rd, Houston, TX, 77071	0.50	Name re-cased Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-111888	ENR	Brittany Z Wheeler	1971-09-05	UHC-55556-45	9617043830	1233 Forest Ave, Miami, FL, 33162	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-115962	ENR	Daniel Y James	1948-12-17	UHC-82075-24	8939983562	6549 Spring St Apt 29, Gilbert, AZ, 85279	0.50	Two-digit birth year Phone reformatted Member ID reformatted Unit split from street+3 more
ENR-114054	ENR	Mason P Carter	—	UHC-49290-17	4806123680	4253 Mountain View Dr, Houston, TX, 77095	0.50	Middle initial moved out of first name Name re-cased Date of birth missing Phone reformatted+3 more
ENR-134309	ENR	Stephen Meyer	1960-04-21	UHC-55817-74	5296226259	9395 Sage Ct, Jacksonville, FL	0.50	Name re-cased Street suffix standardised Address re-cased State code upper-cased+3 more
CLM-423893	CLM	Carol Riley	1995-12-18	UHC-60140-26	2706865980	6128 Main St, Tampa, FL, 33627	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-420449	CLM	Aaron Andrews	1995-07-06	UHC-11785-20	—	4074 Central Ave, Charlotte, NC, 28269	0.50	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
TPA-56210	TPA	Gibson Michael	1986-02-27	—	8157379451	6105 Main St, Los Angeles, CA, 90079	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-29245	PRV	Abigail I Ruiz	1976-09-10	—	9563680218	5194 Lake View Rd # 322, Miami, FL, 33132	0.50	Unit split from street Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
ENR-131686	ENR	Philip Warren	1964-04-26	UHC-00906-32	6237643552	416 Meadow Ln, Nashville, TN, 37260	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-113182	ENR	Jean J Williamson	1954-07-12	UHC-15361-56	6508719078	5902 Apache Blvd, Seattle, WA	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-111224	ENR	Vincent J Stevens	1975-10-05	UHC-60712-59	4723952432	1528 Baseline Rd # 847, Sacramento, CA, 95845	0.50	Name re-cased Date of birth reformatted SSN last four extracted Unit split from street+3 more
ENR-136021	ENR	Wayyne Castillo	1957-03-05	UHC-95042-59	6387266870	8324 Desert Sky Blvd, San Antonio, TX, 78247	0.50	Two-digit birth year Street suffix standardised Address re-cased City re-cased+3 more
TPA-60120	TPA	Christine Graham	1955-05-24	—	6598030812	1820 Mesa Dr, Denver, CO, 80298	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-413134	CLM	Marilyn Aguilar	1989-02-22	—	—	4665 Baseline Rd, Chandler, AZ, 85235	0.50	Street suffix standardised Address re-cased State code upper-cased ZIP+4 trimmed+3 more
TPA-63332	TPA	Omar C Jacobs	1943-10-14	—	—	1000 Washington St, Dallas, TX	0.50	Name re-cased Street suffix standardised Address re-cased ZIP missing+3 more
TPA-50007	TPA	Kathryn Austin	1955-03-27	—	—	4907 Spring St, Denver, CO	0.50	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-20561	PRV	Sharon O Patterson	—	UHC-01025-68	4892140421	7671 Central Ave, Atlanta, GA, 30364	0.50	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-106951	ENR	Sophia Schultz	1979-05-28	UHC-23034-25	2338750924	2062 Jefferson Ave, Phoenix, AZ, 85019	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-61311	TPA	Luis Green	1964-04-24	UHC-57723-18	5752658492	873 Indian School Rd, Fresno, CA, 93783	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-28862	PRV	—Junk	2006-03-14	—	4928731767	8767 Harbor Blvd, Sacramento, CA	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-417574	CLM	Elizabeth Baker	1994-09-04	UHC-60905-95	2054333934	9587 Park Pl, San Antonio, TX	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-416819	CLM	Diana Chen	1971-06-13	UHC-87642-81	3998180006	3556 Meadow Ln, Eden Prairie, MN, 55313	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-416818	CLM	Diana Chen	1971-06-13	UHC-87642-81	3998180006	3556 Meadow Ln, Eden Prairie, MN, 55313	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-406840	CLM	Jacob W Jenkins	1968-04-24	—	—	3294 Union St # 479, Glendale, AZ, 85355	0.50	Unit split from street Street suffix standardised Address re-cased State name converted to code+3 more
CLM-418220	CLM	Stephen Brown	1992-11-14	—	—	2974 Baseline Rd, Austin, TX, 78743	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
TPA-56835	TPA	Ruth Hall	1968-09-24	—	2722957547	470 Apache Blvd, Columbus, OH, 43290	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-108203	ENR	Elijah E Ryan	1991-11-22	UHC-60945-02	9269942884	1873 Meadow Ln # 811, Austin, TX, 78791	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-101832	ENR	Heather H Le	1960-09-15	UHC-10593-35	6595486190	5299 Desert Sky Blvd Apt 33, Austin, TX, 78740	0.50	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+3 more

55,824 rows, page 119 of 1,117Previous Next