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

Enrollment, flag “Email lower-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagEmail lower-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-122479	ENR	Torres Kelly	1948-09-25	UHC-99496-72	4958807345	4174 Ocean Ave, Eden Prairie, MN, 55304	0.36	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-134282	ENR	Carl T Sims	1953-05-05	UHC-71488-13	5227633342	2766 Desert Sky Blvd, Plano, TX	0.36	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-112394	ENR	Stephanie J Freeman	—	UHC-23974-43	4435742466	8960 Spring St, Chandler, AZ, 85294	0.36	Date of birth missing SSN last four extracted Street suffix standardised Address re-cased+4 more
ENR-142211	ENR	Isabella K Mendoza	—	UHC-57834-93	6077213717	2226 Harbor Blvd, Eden Prairie, MN, 55365	0.36	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+4 more
ENR-129993	ENR	Ethan Rice	1949-09-05	UHC-54339-21	—	3615 Maple Ave, Mesa, AZ, 85231	0.36	Name re-cased Two-digit birth year Phone missing area code Street suffix standardised+4 more
ENR-126136	ENR	Elizabeth V Specner	1989-01-14	UHC-10467-32	3175239732	6879 Willow Ct, Los Angeles, CA, 90062	0.36	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+4 more
ENR-118151	ENR	Teresa S Adams	2005-02-23	UHC-94349-39	5178129738	2357 Camelback Rd, Charlotte, NC, 28211	0.36	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+4 more
ENR-138394	ENR	Karen A Lane	1975-08-15	UHC-33643-01	6967369936	6015 Camelback Rd # 932, Eden Prairie, MN, 55378	0.36	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-106315	ENR	Patrick N Spencer	2007-05-02	UHC-96131-84	—	1958 Park Pl # 338, Nashville, TN, 37297	0.36	Name re-cased Phone missing area code Unit split from street Street suffix standardised+4 more
ENR-138629	ENR	Timothy V Jacobs	1971-04-01	UHC-40832-18	5884176875	507 Bayshore Dr, Sacramento, CA, 95894	0.36	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+4 more
ENR-125307	ENR	Madison F Wheeler	1956-01-01	UHC-00040-03	7733851670	612 Oak St # 619, Jacksonville, FL	0.36	Phone reformatted Unit split from street Street suffix standardised Address re-cased+4 more
ENR-135102	ENR	Rebecca D Mendoza	2006-03-10	UHC-41468-60	8696390034	9585 Baseline Rd, Houston, TX	0.36	Name split from “Last, First”Date of birth reformatted Phone reformatted State name converted to code+4 more
ENR-114316	ENR	Bradley M Jacobs	1996-07-12	UHC-41318-77	5376424572	3077 Bayshore Dr, Charlotte, NC	0.36	Name re-cased Street suffix standardised Address re-cased State name converted to code+4 more
ENR-100344	ENR	Shirley D Reynolds	1973-09-12	UHC-14074-32	3603387648	6472 Desert Sky Blvd Apt 5, Houston, TX	0.36	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-107851	ENR	Janet P Davis	—	UHC-07165-08	5759286852	6396 Central Ave, Orlando, FL, 32891	0.36	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-105495	ENR	Billy N Hunter	1940-03-17	UHC-35886-73	—	7361 Spring St, Plano, TX, 75018	0.36	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+4 more
ENR-124750	ENR	Martha K Gardner	1995-11-13	UHC-10275-62	4033281179	5940 Pine Dr, Columbus, OH	0.36	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+4 more
ENR-106718	ENR	Daniel Q Gardner	1953-02-02	UHC-59419-25	6758621562	4731 Central Ave Apt 26, Orlando, FL	0.36	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-136958	ENR	MarilynJunk	—	UHC-20716-07	9675299588	4684 Baseline Rd, Fresno, CA	0.36	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-124696	ENR	Sophia Evans	1974-12-27	UHC-44844-73	8026281086	9437 Sunset Blvd, Chandler, AZ	0.36	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-131802	ENR	Aaorn Burke	1952-11-24	UHC-86182-95	2014394040	2109 Central Ave, Jacksonville, FL, 32203	0.36	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-119971	ENR	Jack X Robinson	1984-07-02	UHC-95924-51	—	3371 Pine Dr, Glendale, AZ, 85385	0.36	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+4 more
ENR-104129	ENR	Natalie L James	1972-03-18	UHC-44696-09	—	5951 Desert Sky Blvd Apt 18, Scottsdale, AZ, 85237	0.36	Name split from “Last, First”Phone missing area code Unit split from street City re-cased+4 more
ENR-133903	ENR	Emma Roberts	1991-08-21	UHC-03591-23	5354566351	5631 Mesa Dr Apt 22, Fresno, CA, 93740	0.36	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-134169	ENR	Camila Chavez	2004-10-04	UHC-76557-54	6766893366	7817 Willow Ct Apt 28, Seattle, WA, 98192	0.36	Name re-cased Two-digit birth year Unit split from street Street suffix standardised+4 more
ENR-132407	ENR	Jacob F Kennedy	1989-10-26	UHC-53943-88	4225021386	5274 Desert Sky Blvd, Houston, TX, 77096	0.36	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-131090	ENR	Fatima D Walker	1977-09-21	UHC-22421-47	6453605167	1113 Mesa Dr Apt 23, Mesa, AZ, 85266	0.36	Name re-cased Two-digit birth year Phone reformatted Unit split from street+4 more
ENR-112114	ENR	Camila F Peterson	1993-05-18	UHC-03136-61	9706356329	8687 Forest Ave # 503, Atlanta, GA, 30354	0.36	Two-digit birth year Phone reformatted Member ID reformatted SSN last four extracted+4 more
ENR-124260	ENR	Wayne Z Mils	1997-11-07	UHC-99004-23	9037062779	5085 Lincoln Way, Charlotte, NC	0.36	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-139163	ENR	Beverly Jackson	1998-09-09	—	4599324131	4804 Main St, Charlotte, NC	0.36	Street suffix standardised Address re-cased State name converted to code ZIP missing+4 more
ENR-102402	ENR	Kevin Wheeler	1980-05-15	UHC-66833-64	9222633454	4944 Elm St, San Antonio, TX, 78206	0.36	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-136837	ENR	Richard Y Moreno	2000-05-08	UHC-79139-87	—	1583 Elm St, Miami, FL, 33112	0.36	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+4 more
ENR-116859	ENR	Michelle Harvey	—	UHC-86276-83	9008704949	6552 Valley View Dr, Orlando, FL, 32845	0.36	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
ENR-141729	ENR	Betty Guerrero	—	UHC-76613-16	3522630401	8596 Valley View Dr, San Antonio, TX, 78239	0.38	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-137782	ENR	Douglas C Stewart	1987-03-07	UHC-98736-64	7734107976	4478 Cedar Ln Apt 31, Dallas, TX	0.38	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-138530	ENR	Janet H Weaver	1995-02-05	UHC-30144-81	3307818681	9551 Lake View Rd, Atlanta, GA, 30307	0.38	Name split from “Last, First”Middle initial moved out of first name ZIP+4 trimmed Email lower-cased+3 more
ENR-142090	ENR	Priya C Hanson	1940-05-01	UHC-32350-15	2124906575	3596 Bayshore Dr, Glendale, AZ, 85375	0.38	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-133918	ENR	Stephanie F Martinez	1978-06-25	UHC-10286-63	3042425372	4964 Church St, Sacramento, CA	0.38	Name split from “Last, First”Phone reformatted State name converted to code ZIP missing+3 more
ENR-139333	ENR	Paaul I Hernandez	1972-07-11	UHC-62047-51	6918692696	3778 Sage Ct Apt 14, Chandler, AZ, 85286	0.38	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-115621	ENR	Christina D Carroll	1990-07-10	UHC-18251-33	—	1480 Main St, Eden Prairie, MN, 55331	0.38	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+3 more
ENR-109193	ENR	Sims Joseph	2001-03-26	UHC-26661-07	5009738066	8402 Baseline Rd, Sacramento, CA, 95827	0.38	Name re-cased Two-digit birth year SSN last four extracted Street suffix standardised+3 more
ENR-117957	ENR	Karen Luna	1909-04-10	UHC-61000-68	2092799432	4710 Sage Ct # 101, Los Angeles, CA, 90031	0.38	Unit split from street Street suffix standardised Address re-cased State name converted to code+3 more
ENR-107067	ENR	Zachary J Berry	1973-01-01	UHC-88160-93	6592567839	9420 Spring St, Houston, TX, 77094	0.38	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-108126	ENR	Mason Harris	2004-01-22	UHC-66482-78	3637256262	838 River Rd, Tampa, FL	0.38	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-126798	ENR	Patrick L Chavez	1957-09-23	UHC-06289-61	4146813859	6009 Baseline Rd, Denver, CO, 80283	0.38	Middle initial moved out of first name Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-123306	ENR	Sophia B Martinez	1950-04-27	UHC-22861-85	—	9261 Lake View Rd # 553, Mesa, AZ, 85258	0.38	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+3 more
ENR-126730	ENR	Isabella Garza	1975-04-25	UHC-80809-16	—	1755 Mesa Dr, San Antonio, TX	0.38	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-105123	ENR	Sofia H Oliver	1982-08-21	UHC-82300-20	—	3300 Meadow Ln Apt 23, Las Vegas, NV, 89149	0.38	Name re-cased Phone missing area code Unit split from street Street suffix standardised+3 more
ENR-123094	ENR	Juan S Holmes	1993-11-20	UHC-53444-10	9037574085	9861 Willow Ct, Tucson, AZ, 85797	0.38	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-115279	ENR	Noah K Burton	1952-04-05	UHC-87151-33	3238278936	7202 Apache Blvd, San Diego, CA, 92129	0.38	Name split from “Last, First”Middle initial moved out of first name Street suffix standardised Address re-cased+3 more

8,934 rows, page 4 of 179Previous Next