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 “Date of birth missing”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth missingClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-410537	CLM	Adam Bailey	—	—	—	6587 Jefferson Ave Apt 36, Scottsdale, AZ, 85222	0.70	Date of birth missing Unit split from street Placeholder values cleared
ENR-122800	ENR	Danielle K Rojaas	—	UHC-08006-46	5149509022	4114 Forest Ave, Tucson, AZ, 85762	0.70	Date of birth missing Phone reformatted State name converted to code
TPA-52657	TPA	Zachary Romero	—	—	9163739317	—	0.70	Name split from “Last, First”Date of birth missing Placeholder values cleared
CLM-406599	CLM	Emma X Meyer	—	UHC-13185-09	—	5206 Sunset Blvd, Columbus, OH, 43225	0.70	Date of birth missing Gender normalised Placeholder values cleared
ENR-134801	ENR	Stephanie Moore	—	UHC-96480-12	5987382091	4646 Ridge Rd Apt 26, San Antonio, TX, 78256	0.70	Name re-cased Date of birth missing Unit split from street
CLM-412122	CLM	Shirley Gibson	—	UHC-25275-60	—	—	0.70	Name split from “Last, First”Date of birth missing Placeholder values cleared
CLM-416028	CLM	Brenda Nguyen	—	UHC-96686-39	7399664939	5028 Harbor Blvd, San Diego, CA	0.70	Date of birth missing ZIP missing Placeholder values cleared
ENR-133513	ENR	Andrea S McDonald	—	UHC-21538-62	5134624801	323 Mountain View Dr, Columbus, OH, 43281	0.70	Date of birth missing Phone reformatted State name converted to code
ENR-128922	ENR	Keith P Hudson	—	UHC-69245-17	7224729488	9739 Central Ave, Tucson, AZ, 85706	0.70	Middle initial moved out of first name Date of birth missing Placeholder values cleared
TPA-63650	TPA	Richard E Roebrtson	—	—	—	—	0.70	Date of birth missing Gender normalised Placeholder values cleared
ENR-105828	ENR	Lisa Campell	—	UHC-87281-93	6732717388	1629 Pine Dr # 601, Denver, CO, 80275	0.70	Date of birth missing Phone reformatted Unit split from street
ENR-137114	ENR	Brenda K Price	—	UHC-49836-10	6976710815	8415 Spring St, Charlotte, NC, 28299	0.70	Date of birth missing Street suffix standardised Address re-cased
CLM-416165	CLM	Ralph Simmons	—	—	3536288229	—	0.70	Name split from “Last, First”Date of birth missing Placeholder values cleared
ENR-111607	ENR	Mary Y Stephens	—	UHC-92975-55	8759095517	2369 Hillcrest Rd, Houston, TX, 77010	0.70	Name re-cased Date of birth missing State name converted to code
CLM-420803	CLM	Julia Z Garza	—	UHC-69609-77	—	—	0.70	Date of birth missing Gender normalised Placeholder values cleared
ENR-107944	ENR	Jesse E Fields	—	UHC-75871-12	2475310915	829 Central Ave, Dallas, TX, 75288	0.70	Date of birth missing Street suffix standardised Address re-cased
ENR-122746	ENR	Evelyn Wong	—	UHC-67290-43	4662732042	2547 Mountain View Dr Apt 22, Charlotte, NC, 28287	0.70	Date of birth missing Phone reformatted Unit split from street
ENR-143034	ENR	David K Perry	—	UHC-81654-23	5179320743	1212 Oak St Apt 26, Los Angeles, CA, 90009	0.70	Date of birth missing Unit split from street Whitespace trimmed
ENR-133448	ENR	Denise E Adams	—	UHC-63179-56	8638571973	3624 Harbor Blvd, Gilbert, AZ, 85288	0.70	Date of birth missing SSN last four extracted Whitespace trimmed
ENR-128986	ENR	Sara Estrada	—	UHC-31111-49	7713627179	2636 Forest Ave, Jacksonville, FL, 32276	0.70	Date of birth missing Phone reformatted Gender normalised
CLM-430858	CLM	Danielle A Welh	—	UHC-57613-39	7782453061	2220 Willow Ct, Tempe, AZ, 85215	0.76	Name re-cased Date of birth missing Phone reformatted City re-cased+2 more
ENR-111608	ENR	Aisha Hanson	—	UHC-94475-97	3157849821	6852 Willow Ct, Houston, TX, 77094	0.76	Name re-cased Date of birth missing Phone reformatted City re-cased+2 more
ENR-118988	ENR	Mei B Bradley	—	UHC-98883-33	—	3322 Palm Dr, Denver, CO, 80277	0.76	Name re-cased Date of birth missing City re-cased State code upper-cased+2 more
PRV-27652	PRV	Ethan E Sanchez	—	UHC-35179-03	5623279904	1217 Oak St, San Antonio, TX, 78252	0.76	Name re-cased Date of birth missing Phone reformatted City re-cased+2 more
PRV-20175	PRV	Daniel Y Burton	—	—	7544322656	8924 Canyon Rd, Phoenix, AZ, 85021	0.76	Name re-cased Date of birth missing Phone reformatted State code upper-cased+2 more
ENR-103891	ENR	Eric F Ellis	—	UHC-03468-15	4762955422	—	0.76	Name re-cased Date of birth missing Phone reformatted Member ID reformatted+2 more
ENR-122086	ENR	Andrew Z Carr	—	UHC-90893-71	5846119363	8266 Broadway, San Diego, CA, 92109	0.76	Date of birth missing Phone reformatted Address re-cased State code upper-cased+2 more
ENR-100039	ENR	Jennifer Matthews	—	UHC-41569-96	2678221359	1779 Harbor Blvd, Charlotte, NC, 28281	0.76	Name re-cased Date of birth missing Phone reformatted City re-cased+2 more
CLM-415769	CLM	Tyler Moore	—	—	7622427816	2614 Market St, Seattle, WA, 98158	0.76	Name re-cased Date of birth missing Phone reformatted City re-cased+2 more
CLM-406641	CLM	Laura X Gonzales	—	UHC-04399-76	—	6818 Camelback Rd, Las Vegas, NV, 89113	0.78	Name re-cased Date of birth missing Email lower-cased Whitespace trimmed+1 more
ENR-130097	ENR	Natalie Jimenez	—	UHC-11572-90	9358354476	1836 River Rd, Tempe, AZ, 85249	0.78	Name re-cased Date of birth missing City re-cased Whitespace trimmed+1 more
CLM-422320	CLM	Deborah Robinson	—	UHC-84327-14	3847063063	—	0.78	Date of birth missing Phone reformatted Member ID reformatted Whitespace trimmed+1 more
ENR-137110	ENR	Amanda Dean	—	UHC-20527-55	6896447929	9344 Park Pl, Minneapolis, MN, 55436	0.78	Name re-cased Date of birth missing Phone reformatted Email lower-cased+1 more
ENR-140270	ENR	Doriis Lynch	—	UHC-46221-83	7339846398	905 Mountain View Dr, San Diego, CA, 92175	0.78	Name re-cased Date of birth missing Phone reformatted City re-cased+1 more
CLM-418106	CLM	Melissa Padilla	—	—	2992239486	—	0.78	Name re-cased Date of birth missing Phone reformatted Whitespace trimmed+1 more
PRV-20800	PRV	Kimberly Ryan	—	UHC-73887-22	3252899304	8063 Broadway, Charlotte, NC, 28277	0.78	Name re-cased Date of birth missing Phone reformatted Member ID reformatted+1 more
CLM-412101	CLM	Ralph Y Pryce	—	—	4179020767	1502 Lake View Rd, Minneapolis, MN, 55424	0.78	Name re-cased Date of birth missing Phone reformatted City re-cased+1 more
ENR-124900	ENR	Gabriel J Wong	—	UHC-32961-30	—	3548 Harbor Blvd, Tampa, FL, 33636	0.78	Date of birth missing City re-cased Email lower-cased Whitespace trimmed+1 more
CLM-406261	CLM	Tyler A Gutierrez	—	—	7619019746	2641 Lincoln Way, San Antonio, TX, 78299	0.78	Name re-cased Date of birth missing Phone reformatted City re-cased+1 more
CLM-406190	CLM	Alan Sims	—	UHC-89095-04	2044382142	2292 Market St, Phoenix, AZ, 85019	0.78	Date of birth missing Phone reformatted City re-cased Whitespace trimmed+1 more
PRV-28091	PRV	Jennifer Price	—	UHC-20738-60	3973788524	5802 Washington St, Phoenix, AZ, 85030	0.78	Name re-cased Date of birth missing City re-cased Whitespace trimmed+1 more
ENR-124263	ENR	Megan Ford	—	UHC-44478-63	7163555354	1688 Bayshore Dr, Columbus, OH, 43231	0.78	Date of birth missing Phone reformatted City re-cased Whitespace trimmed+1 more
PRV-26903	PRV	Kathleen O Edwards	—	—	9648259461	—	0.78	Name re-cased Date of birth missing Phone reformatted Whitespace trimmed+1 more
CLM-410273	CLM	Mark Owens	—	UHC-97198-67	8627578283	6488 Cedar Ln, Fresno, CA, 93780	0.78	Date of birth missing Phone reformatted State code upper-cased Whitespace trimmed+1 more
ENR-109800	ENR	Ronald Martin	—	UHC-22083-96	4684218930	—	0.78	Name re-cased Date of birth missing Phone reformatted Member ID reformatted+1 more
ENR-132320	ENR	Harold M Rios	—	UHC-13868-34	4829563325	2214 Harbor Blvd, Minneapolis, MN, 55447	0.78	Name re-cased Date of birth missing Phone reformatted City re-cased+1 more
CLM-424110	CLM	Doris Y Thomas	—	UHC-73006-67	5944511673	—	0.78	Name re-cased Date of birth missing Phone reformatted Whitespace trimmed+1 more
PRV-24762	PRV	Thomas A Raymond	—	UHC-02723-41	8274614635	7605 Harbor Blvd, Phoenix, AZ, 85007	0.78	Date of birth missing Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-404948	CLM	Nicole X Rice	—	—	2789631747	8696 Canyon Rd, Fresno, CA, 93785	0.78	Name re-cased Date of birth missing Phone reformatted Whitespace trimmed+1 more
CLM-427889	CLM	Aaron R West	—	UHC-59920-60	3736760892	8485 Hillcrest Rd, Charlotte, NC, 28223	0.78	Name re-cased Date of birth missing Phone reformatted Whitespace trimmed+1 more

990 rows, page 16 of 20Previous Next