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 “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
ENR-137040	ENR	Christina Z Diaz	1980-06-18	UHC-58520-74	3397110595	6501 Baseline Rd, Orlando, FL, 32822	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-110296	ENR	Willie E Matthews	1938-07-16	UHC-00864-64	9876586293	3649 Mountain View Dr Apt 10, Jacksonville, FL, 32209	0.76	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-104219	ENR	Susn Schultz	1939-11-17	UHC-51642-66	9623369527	4292 Highland Ave, Seattle, WA	0.76	Member ID reformatted City re-cased ZIP missing Email lower-cased+2 more
ENR-109499	ENR	Jerry Larson	1958-01-22	UHC-22806-51	5508363548	5930 Lake View Rd, Austin, TX, 78722	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-132281	ENR	Lauren Stone	1960-12-08	UHC-98414-49	7566275581	7831 Lincoln Way Apt 37, Mesa, AZ, 85283	0.76	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-137712	ENR	Mariana Young	1941-07-19	UHC-47270-49	3836740328	4308 Sage Ct, Mesa, AZ, 85281	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-116101	ENR	Zachary Lopez	2005-10-04	UHC-00634-54	4206630008	4290 Canyon Rd, Minneapolis, MN, 55456	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-124724	ENR	Dot Allen	1941-12-21	UHC-26714-76	—	6257 Park Pl, Las Vegas, NV	0.76	Date of birth reformatted City re-cased ZIP missing Email lower-cased+2 more
ENR-127312	ENR	Teresa Delgado	1950-02-04	UHC-40854-32	5405650622	325 Ridge Rd, Glendale, AZ, 85386	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-133818	ENR	Betty W Bennett	1983-07-08	UHC-71334-47	7785039119	5946 Forest Ave, Tempe, AZ, 85205	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-123602	ENR	Adam Q Pierce	2008-01-22	UHC-46672-45	9214788114	9756 Park Pl, Tempe, AZ, 85205	0.76	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-138717	ENR	Alexander T Bell	1997-08-11	UHC-79353-51	6796961131	5591 Lake View Rd, Austin, TX, 78745	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-136560	ENR	Ruth Reyes	1954-04-27	UHC-60020-37	9455948533	485 Spring St, Nashville, TN, 37224	0.76	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-133077	ENR	Samuel T Ortiz	2003-03-10	UHC-60340-19	3319354702	4062 Highland Ave, Glendale, AZ, 85301	0.76	Phone reformatted Member ID reformatted City re-cased State name converted to code+2 more
ENR-139883	ENR	Kelly O Diaz	1996-08-11	UHC-26056-23	2416917221	4716 Forest Ave, Tucson, AZ, 85761	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-116273	ENR	Gomez N Henry	1957-07-16	UHC-44840-46	—	8724 Bayshore Dr, Scottsdale, AZ, 85211	0.76	Name split from “Last, First”Date of birth reformatted City re-cased Email lower-cased+2 more
ENR-102440	ENR	Valentina N Obrien	1965-06-13	UHC-50153-59	8578412143	5035 Oak St, Los Angeles, CA, 90086	0.76	Name re-cased Phone reformatted City re-cased State name converted to code+2 more
ENR-140736	ENR	Chritsian Daniels	1983-03-19	UHC-49258-37	9013842880	3457 Union St, Los Angeles, CA, 90059	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-122832	ENR	Matthew Rice	1984-06-20	UHC-24397-54	8788014632	1355 Church St, San Diego, CA, 92161	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-124719	ENR	Jesse Snyder	1989-03-27	UHC-23086-52	5584044228	6453 Grand Ave, Scottsdale, AZ, 85266	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-139611	ENR	Bruce S Davis	1965-05-08	UHC-07071-47	7219149963	3981 Canyon Rd, Gilbert, AZ, 85252	0.76	Street suffix standardised Address re-cased City re-cased Email lower-cased+2 more
ENR-141003	ENR	Rebecca B Cook	1939-12-21	UHC-29707-23	9788725489	4694 Market St, Charlotte, NC, 28203	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-135751	ENR	Jeffrey X Fernandez	1967-12-26	UHC-50567-88	2702394330	1440 Market St, Tucson, AZ	0.76	Name re-cased Phone reformatted Member ID reformatted City re-cased+2 more
ENR-117999	ENR	Nathan L Smith	1967-01-13	—	6572394061	7425 Ridge Rd Apt 30, Mesa, AZ, 85215	0.76	Date of birth reformatted Phone reformatted Unit split from street City re-cased+2 more
ENR-136414	ENR	Thomas Y Moore	1980-09-27	UHC-10858-14	5234882876	7668 Canyon Rd, Phoenix, AZ, 85012	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-139568	ENR	Bobby Little	1983-04-03	UHC-49754-96	—	944 Market St, Charlotte, NC, 28203	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-134478	ENR	Collins K Ruth	1938-02-06	UHC-81446-80	4306046951	4725 Harbor Blvd, Charlotte, NC, 28279	0.76	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-134450	ENR	Stephanie Wells	1946-07-10	UHC-03130-72	8426520455	4291 Valley View Dr, Gilbert, AZ, 85233	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-110842	ENR	Bobby Taylor	1980-04-28	UHC-42987-60	8038483258	7916 Forest Ave, Tucson, AZ, 85796	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-115795	ENR	Briaan Johnson	1939-08-02	UHC-87060-63	—	8350 Mesa Dr, Miami, FL, 33172	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-105198	ENR	Dorothy Dean	1995-03-25	UHC-71188-19	9476569653	1245 Broadway, Minneapolis, MN, 55495	0.76	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-116342	ENR	Shirley E Garza	1945-02-24	UHC-94800-43	3124178699	3378 Maple Ave, Scottsdale, AZ, 85265	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-141104	ENR	Theresa M Harper	1995-11-04	UHC-75605-78	4966327429	6223 River Rd, Mesa, AZ, 85294	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-128200	ENR	Mateo Q Oliver	1973-09-12	UHC-31496-33	4647906533	3573 Grand Ave, Scottsdale, AZ, 85283	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-121623	ENR	Richard Weber	1943-10-02	UHC-47031-62	5094373878	3157 Grand Ave, Sacramento, CA, 95840	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-139124	ENR	Rachel Taylor	2001-03-12	UHC-19337-80	4766929842	5103 Indian School Rd, Atlanta, GA, 30347	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-139310	ENR	Abby O Maldonado	2008-08-23	UHC-53591-57	6616983529	1734 Hillcrest Rd, Tampa, FL, 33650	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-126720	ENR	Joyce Li	1940-05-15	UHC-63707-36	4346759024	6266 River Rd, Atlanta, GA, 30365	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-106021	ENR	Kathryn Burns	2002-02-02	UHC-66794-95	—	933 Palm Dr, Glendale, AZ, 85340	0.76	Street suffix standardised Address re-cased City re-cased State code upper-cased+2 more
ENR-126582	ENR	Kile M Moore	1984-03-11	UHC-18856-78	7619379297	870 Indian School Rd, Orlando, FL, 32805	0.76	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+2 more
ENR-127635	ENR	Lucia Meyer	1997-11-15	UHC-64182-55	2902958434	9012 Lake View Rd, Orlando, FL, 32853	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-140350	ENR	Dylan A Le	1998-06-17	UHC-41743-14	—	4150 Bayshore Dr, Nashville, TN, 37247	0.76	Name re-cased City re-cased State code upper-cased Email lower-cased+2 more
ENR-117677	ENR	Vincent Richards	1995-05-02	UHC-98920-61	4348719199	3023 Pine Dr, Houston, TX, 77060	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-117240	ENR	Albert Cruz	2005-02-01	UHC-07014-08	7785636943	2355 Apache Blvd, Atlanta, GA, 30341	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-127699	ENR	Omar T Davis	1980-11-19	UHC-09305-15	7883665174	2400 Mountain View Dr, Nashville, TN, 37241	0.76	Date of birth reformatted City re-cased State code upper-cased Gender normalised+2 more
ENR-109467	ENR	Lori S Williams	1984-07-03	UHC-29788-73	2018001039	7301 Mountain View Dr, Tempe, AZ, 85213	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-135797	ENR	Katherine D Romero	1996-09-09	UHC-13083-03	3293059455	284 Spring St, Las Vegas, NV, 89188	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-136495	ENR	Michelle Y Harper	1952-04-17	UHC-59426-45	8208969482	3693 Union St, Plano, TX, 75080	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-128005	ENR	Justin I Austin	1942-05-19	UHC-41699-38	2406354291	6305 Cedar Ln, Jacksonville, FL, 32200	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-130435	ENR	Keitth Reid	1955-08-15	UHC-01857-96	7506597342	4715 Jefferson Ave, Las Vegas, NV, 89174	0.76	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+2 more

8,423 rows, page 94 of 169Previous Next