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 “Date of birth unreadable”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth unreadableClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-106052	ENR	Mei O Morales	—	UHC-43731-01	—	3223 Mountain View Dr, Fresno, CA, 93797	0.72	Date of birth unreadable Phone missing area code
ENR-120345	ENR	Brittany F Moore	—	UHC-56786-04	4563141279	8616 Union St, Charlotte, NC	0.72	Date of birth unreadable ZIP missing
ENR-142546	ENR	Marcus Roberts	—	UHC-50888-88	6663924690	8092 Oak St, Charlotte, NC, 28233	0.72	Date of birth unreadable ZIP+4 trimmed
ENR-121190	ENR	Jon Oliver	—	UHC-44697-32	3769185738	708 Forest Ave, San Antonio, TX, 78224	0.74	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+3 more
ENR-136335	ENR	Danielle J Hoffman	—	UHC-71342-86	5836526880	4187 Highland Ave, Los Angeles, CA, 90098	0.74	Name re-cased Date of birth reformatted Date of birth unreadable Phone reformatted+3 more
ENR-110636	ENR	Patricia X Hart	—	UHC-25844-23	5207986372	4869 Valley View Dr, Fresno, CA, 93764	0.74	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+3 more
ENR-139483	ENR	Dylan Munoz	—	UHC-31425-45	4687999981	4449 Camelback Rd, Nashville, TN, 37274	0.76	Name re-cased Date of birth unreadable Phone reformatted Email lower-cased+2 more
ENR-102603	ENR	Linda Crawford	—	UHC-89035-43	5545279805	8402 Washington St, Denver, CO, 80274	0.76	Name re-cased Date of birth unreadable Phone reformatted City re-cased+2 more
ENR-113635	ENR	Austin Lopez	—	UHC-86703-24	4909447386	7836 Harbor Blvd, San Diego, CA, 92168	0.76	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+2 more
ENR-104231	ENR	Tyler I Palmer	—	UHC-12717-61	2926686026	—	0.76	Name re-cased Date of birth unreadable Phone reformatted Email lower-cased+2 more
ENR-135565	ENR	Nathan Cunningham	—	UHC-50761-20	—	3407 Sunset Blvd, Dallas, TX, 75289	0.76	Name re-cased Date of birth reformatted Date of birth unreadable City re-cased+2 more
ENR-142670	ENR	Thomas M Marshall	—	UHC-57129-71	5044031070	5207 Central Ave, Houston, TX, 77057	0.76	Date of birth unreadable Phone reformatted Member ID reformatted City re-cased+2 more
ENR-123579	ENR	Sarah Wilson	—	UHC-82292-39	8743505694	5348 Park Pl, Mesa, AZ, 85292	0.76	Date of birth reformatted Date of birth unreadable Phone reformatted Email lower-cased+2 more
ENR-108068	ENR	Joyce Griffin	—	UHC-02702-65	3723388322	6425 Ocean Ave, Tampa, FL, 33676	0.76	Name re-cased Date of birth unreadable Phone reformatted City re-cased+2 more
ENR-114873	ENR	Mary V Ferguson	—	—	9188065515	1945 Meadow Ln, Seattle, WA, 98197	0.76	Name re-cased Date of birth unreadable Phone reformatted City re-cased+2 more
ENR-111230	ENR	Frank Diaz	—	UHC-16569-25	5268341032	7982 Sage Ct, Columbus, OH, 43212	0.76	Name re-cased Date of birth unreadable Phone reformatted Email lower-cased+2 more
ENR-136906	ENR	Jerry A Williamson	—	UHC-31382-25	3624722123	4925 Jefferson Ave, Chandler, AZ, 85233	0.76	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+2 more
ENR-118124	ENR	Raymond Sullivan	—	UHC-50650-92	8446308632	9095 Bayshore Dr, Orlando, FL, 32810	0.78	Name re-cased Date of birth unreadable Phone reformatted Email lower-cased+1 more
ENR-141285	ENR	Bruce Thomas	—	UHC-90350-48	8173210215	3679 Oak St, Chandler, AZ, 85235	0.78	Name re-cased Date of birth unreadable Phone reformatted City re-cased+1 more
ENR-106623	ENR	Christopher X Cunningham	—	UHC-92637-64	2956630065	3285 River Rd, Charlotte, NC, 28253	0.78	Date of birth unreadable Phone reformatted City re-cased Whitespace trimmed+1 more
ENR-121493	ENR	Betty Soto	—	UHC-28968-52	4995925720	2184 Sage Ct, Jacksonville, FL, 32234	0.78	Name re-cased Date of birth unreadable Phone reformatted City re-cased+1 more
ENR-143095	ENR	Evelyn F Campbell	—	UHC-67202-54	5986821680	9655 Lake View Rd, Scottsdale, AZ, 85232	0.78	Name re-cased Date of birth unreadable Phone reformatted Whitespace trimmed+1 more
ENR-101244	ENR	Douglas Hughes	—	UHC-77466-69	—	9585 Union St, Atlanta, GA, 30383	0.78	Name re-cased Date of birth unreadable Member ID reformatted Email lower-cased+1 more
ENR-129960	ENR	Steven D McDoonald	—	UHC-80624-66	3519482263	1739 Canyon Rd, San Diego, CA, 92188	0.78	Name re-cased Date of birth unreadable Phone reformatted Email lower-cased+1 more
ENR-123425	ENR	Karen H Bishop	—	UHC-65250-19	5755403363	1677 Lincoln Way, Atlanta, GA, 30360	0.78	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+1 more
ENR-126003	ENR	Emily Wong	—	UHC-28920-93	—	9395 Sage Ct, Tampa, FL, 33628	0.78	Date of birth unreadable Member ID reformatted City re-cased Whitespace trimmed+1 more
ENR-106812	ENR	Frances B Jenkins	—	UHC-08557-87	4962380041	5036 Broadway, Miami, FL, 33149	0.78	Name re-cased Date of birth reformatted Date of birth unreadable Phone reformatted+1 more
ENR-119354	ENR	Tyler Jones	—	UHC-31793-33	4602508316	4500 Indian School Rd, Phoenix, AZ, 85069	0.78	Date of birth unreadable Phone reformatted Member ID reformatted Email lower-cased+1 more
ENR-115145	ENR	Alex J Castro	—	UHC-91968-47	2823898969	6520 Apache Blvd, Scottsdale, AZ, 85242	0.78	Name re-cased Date of birth unreadable Phone reformatted Whitespace trimmed+1 more
ENR-135794	ENR	Walter G Ramirez	—	UHC-14008-83	7755666035	217 Park Pl, Miami, FL, 33105	0.78	Name re-cased Date of birth unreadable Phone reformatted State code upper-cased+1 more
ENR-115933	ENR	Noah Coleman	—	UHC-80842-13	3922794580	3319 Maple Ave, Charlotte, NC, 28269	0.78	Date of birth unreadable Phone reformatted Email lower-cased Whitespace trimmed+1 more
ENR-112982	ENR	Sean G Cruz	—	UHC-13499-31	8566910293	—	0.78	Name re-cased Date of birth unreadable Phone reformatted Whitespace trimmed+1 more
ENR-117482	ENR	Kathleen Oliver	—	UHC-06058-18	8456420416	3595 Spring St, Tampa, FL, 33603	0.78	Date of birth reformatted Date of birth unreadable Phone reformatted Member ID reformatted+1 more
ENR-126568	ENR	Marcus N Scott	—	UHC-30501-14	4264386988	2335 Lincoln Way, Minneapolis, MN, 55428	0.78	Date of birth unreadable Phone reformatted City re-cased Email lower-cased+1 more
ENR-127121	ENR	Jonathan Z Snyder	—	UHC-01722-15	9414694853	8015 Oak St, Tampa, FL, 33683	0.78	Name re-cased Date of birth unreadable Phone reformatted City re-cased+1 more
ENR-123782	ENR	Patrick Vazquez	—	UHC-66591-57	6138165464	5639 Lake View Rd, Tampa, FL, 33677	0.78	Name re-cased Date of birth reformatted Date of birth unreadable Phone reformatted+1 more
ENR-132852	ENR	Dorothy Mejia	—	UHC-13045-75	9687799927	412 Sunset Blvd, Denver, CO, 80246	0.78	Name re-cased Date of birth unreadable Phone reformatted Whitespace trimmed+1 more
ENR-120772	ENR	Rebecca S Richards	—	UHC-08987-18	5315982986	5456 Main St, Seattle, WA, 98102	0.78	Name re-cased Date of birth unreadable Email lower-cased Plan code upper-cased+1 more
ENR-141091	ENR	David S Vasquez	—	—	9022814589	414 Sage Ct, Scottsdale, AZ, 85231	0.78	Date of birth unreadable Phone reformatted State code upper-cased Whitespace trimmed+1 more
ENR-139302	ENR	Susan H Williamson	—	UHC-32999-29	8867284774	2677 Hillcrest Rd, Sacramento, CA, 95846	0.78	Name re-cased Date of birth unreadable Phone reformatted Whitespace trimmed+1 more
ENR-130127	ENR	Janice Hicks	—	UHC-93257-53	7684970923	7475 Lake View Rd, Fresno, CA, 93766	0.78	Name re-cased Date of birth unreadable City re-cased Whitespace trimmed+1 more
ENR-107684	ENR	Jessica Rogers	—	UHC-93976-99	4656874356	3358 Central Ave, San Diego, CA, 92198	0.78	Date of birth unreadable Phone reformatted Email lower-cased Whitespace trimmed+1 more
ENR-122491	ENR	Camila Hamilton	—	UHC-40053-43	8039367556	1205 Washington St, Tempe, AZ, 85205	0.78	Name re-cased Date of birth unreadable Phone reformatted Email lower-cased+1 more
ENR-126452	ENR	Linda M Stone	—	UHC-41475-82	6474828574	1551 Market St, Nashville, TN, 37248	0.78	Name re-cased Date of birth unreadable Phone reformatted Email lower-cased+1 more
ENR-124714	ENR	Doris Z Powell	—	UHC-43897-58	3435112823	2154 Main St, Sacramento, CA, 95825	0.78	Name re-cased Date of birth unreadable Phone reformatted Whitespace trimmed+1 more
ENR-115270	ENR	Austin Morales	—	UHC-73946-07	3978119293	898 Broadway, Charlotte, NC, 28266	0.78	Date of birth unreadable Phone reformatted City re-cased Plan code upper-cased+1 more
ENR-119128	ENR	Nicole A Myers	—	UHC-92949-48	7088366593	1400 Union St, Eden Prairie, MN, 55355	0.78	Date of birth unreadable Phone reformatted City re-cased Email lower-cased+1 more
ENR-109775	ENR	Ashley Mitchell	—	UHC-16625-75	9464597814	7255 Cedar Ln, Plano, TX, 75086	0.78	Name re-cased Date of birth unreadable Phone reformatted Whitespace trimmed+1 more
ENR-117415	ENR	Maldonado S Grace	—	UHC-96133-18	—	6552 Baseline Rd, Jacksonville, FL, 32265	0.78	Date of birth unreadable Member ID reformatted City re-cased Whitespace trimmed+1 more
ENR-105997	ENR	Rachel P White	—	UHC-15447-80	6953056272	7519 Broadway, Charlotte, NC, 28223	0.78	Name re-cased Date of birth unreadable Phone reformatted Address re-cased+1 more

991 rows, page 17 of 20Previous Next