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 “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-130538	ENR	Jon Petersun	1958-09-11	UHC-98787-15	3702107906	8169 Sunset Blvd, Houston, TX, 77071	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-136602	ENR	Aaron Reid	1968-04-25	UHC-10885-76	7645795913	1642 Apache Blvd, Miami, FL, 33146	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-62272	TPA	Austin Gibson	1985-01-01	—	—	8410 Sage Ct, Seattle, WA, 98137	0.48	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+4 more
CLM-422814	CLM	Natalie Ferguson	1942-05-16	UHC-75951-23	5516753146	8350 Hillcrest Rd, Tempe, AZ, 85206	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-134944	ENR	Sandra Martin	2003-11-26	UHC-35036-04	9778538341	5929 Indian School Rd, Columbus, OH, 43227	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-140890	ENR	Isabella Parrk	1943-09-21	UHC-62319-56	8943437923	2082 Lake View Rd, Minneapolis, MN, 55450	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-111204	ENR	Gregory Martinez	1950-05-21	UHC-78137-30	8033377345	4284 Jefferson Ave, Las Vegas, NV, 89172	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-102177	ENR	Grace M Valdez	2002-08-14	UHC-35478-16	9686821189	2005 Elm St, Jacksonville, FL, 32298	0.48	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+4 more
ENR-136206	ENR	Margaret Ryan	1961-09-12	UHC-30630-78	2418857734	3627 Mountain View Dr, Nashville, TN, 37229	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
PRV-27837	PRV	Ralph Kelley	1975-09-22	UHC-28952-82	8395879904	1320 Pine Dr, Tempe, AZ	0.48	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+4 more
ENR-141777	ENR	Mason I Mason	1956-07-17	UHC-59847-77	9004442189	682 Main St, Columbus, OH, 43245	0.48	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+4 more
ENR-127510	ENR	Elijah Phillips	1995-11-21	UHC-93293-77	9525091543	2832 Baseline Rd # 432, Sacramento, CA, 95820	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-405109	CLM	Terry Peterson	1964-12-22	—	5813042921	298 Desert Sky Blvd, Glendale, AZ, 85393	0.48	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+4 more
CLM-403750	CLM	Henry Little	1944-12-26	UHC-93359-73	2435746946	266 Camelback Rd, Atlanta, GA, 30361	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
TPA-52483	TPA	Joyce Lewis	1998-12-24	—	—	908 River Rd, Tempe, AZ, 85266	0.48	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
TPA-56134	TPA	Madison Henderson	1973-06-23	—	—	7189 Lake View Rd Apt 17, Plano, TX, 75015	0.48	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
PRV-24354	PRV	George M Bell	—	—	—	3580 Spring St, Seattle, WA, 98150	0.48	Name re-cased Date of birth missing Phone missing area code Street suffix standardised+4 more
TPA-55702	TPA	Kathleen Morgan	1960-02-04	—	4873209652	2706 Elm St, Denver, CO, 80284	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-101466	ENR	Christopher U Montgomery	2002-04-21	UHC-85412-78	—	3292 Apache Blvd, Tampa, FL, 33623	0.48	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+4 more
TPA-53681	TPA	Arjun Chavez	1958-07-21	—	7752777863	3309 Elm St # 945, Charlotte, NC, 28276	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-408820	CLM	Zachary Hudson	1945-08-22	—	2367128579	4326 Palm Dr, Houston, TX	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-51422	TPA	Omar W Rios	—	—	—	5383 Union St Apt 40, Plano, TX, 75043	0.48	Name re-cased Date of birth reformatted Date of birth unreadable Unit split from street+4 more
TPA-51709	TPA	Bobby Cooper	1998-12-01	—	4882831996	379 Church St, Chandler, AZ, 85278	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-432509	CLM	Kevin Johnston	1956-06-01	—	3885379182	8262 Maple Ave # 382, Fresno, CA, 93752	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-110759	ENR	Roy Sandoval	1991-08-11	UHC-79513-08	—	1003 Church St, Jacksonville, FL	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
TPA-54945	TPA	Laura Coleman	1977-10-16	—	7277426152	8086 Washington St # 220, Houston, TX, 77027	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-407594	CLM	Betty X Tucker	1958-07-15	—	8299452131	3595 Central Ave, Tucson, AZ	0.48	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+4 more
CLM-415480	CLM	Catherine Lawrence	—	UHC-09218-86	3707043729	9836 Canyon Rd, Chandler, AZ, 85249	0.48	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+4 more
ENR-126202	ENR	Joan Le	1962-09-25	UHC-35979-49	8633354878	2959 Maple Ave, San Diego, CA, 92121	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-100353	ENR	Sara G Obrien	1909-10-09	UHC-90658-18	—	8262 Elm St, Minneapolis, MN, 55408	0.48	Name re-cased Phone missing area code Street suffix standardised Address re-cased+4 more
ENR-100182	ENR	Margaret Reyes	1990-05-04	UHC-72818-46	6852922624	2556 Lake View Rd Apt 12, Tampa, FL	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
TPA-55599	TPA	Mei Jackson	2005-12-15	UHC-50141-31	—	2468 Willow Ct, Gilbert, AZ, 85288	0.48	Name re-cased Two-digit birth year Member ID reformatted Street suffix standardised+4 more
TPA-58292	TPA	Ethan Weaver	1967-06-05	—	—	8731 Washington St, Mesa, AZ	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
TPA-59067	TPA	Julie Kelly	1984-06-24	—	—	2150 Park Pl, Glendale, AZ, 85313	0.48	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
CLM-403186	CLM	Yuki A Herrera	2004-09-05	—	—	1268 Palm Dr, Minneapolis, MN, 55469	0.48	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+4 more
ENR-133537	ENR	Jean Brooks	2004-02-06	UHC-50329-04	7979598087	9313 Meadow Ln, Tampa, FL, 33671	0.48	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+4 more
CLM-428430	CLM	John Lewis	1949-04-11	—	—	2158 Sunset Blvd, Las Vegas, NV, 89121	0.48	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+4 more
CLM-403967	CLM	Ahmed Bowman	1944-07-28	UHC-82494-64	—	666 Ridge Rd, Scottsdale, AZ	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-103675	ENR	Martha G Sanchez	—	UHC-34396-45	7289875490	3891 Camelback Rd, Seattle, WA, 98186	0.48	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
CLM-430444	CLM	Kevin Perez	1988-03-13	UHC-46387-41	8463921359	2315 Ocean Ave, Orlando, FL	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-142646	ENR	Cheryl Gibson	1999-05-15	UHC-20991-85	2944819018	6044 Willow Ct, Los Angeles, CA	0.48	Name re-cased Two-digit birth year Phone reformatted City re-cased+4 more
ENR-100070	ENR	Karen A Green	1978-04-13	UHC-50857-06	9763288295	6560 Ocean Ave, Chandler, AZ, 85253	0.48	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+4 more
ENR-141819	ENR	Lawrence U Scott	1993-10-27	UHC-71983-42	3176523314	9111 Pine Dr, Chandler, AZ	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-428222	CLM	Kelly Jensen	1954-03-12	UHC-89135-52	—	3420 Baseline Rd, Nashville, TN, 37213	0.48	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
ENR-108330	ENR	Jason P Perez	1944-06-15	UHC-44943-11	9519651566	7980 Maple Ave, Fresno, CA	0.48	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+4 more
CLM-418823	CLM	Bruce Nichols	1996-11-06	—	—	7232 Forest Ave, Mesa, AZ, 85236	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-116294	ENR	Brandon Munoz	—	UHC-58272-47	—	7696 Highland Ave, Tempe, AZ, 85265	0.48	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+4 more
ENR-123966	ENR	Noah Gutierrez	2005-12-01	UHC-54159-41	2576707157	179 Meadow Ln, Miami, FL, 33101	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-101511	ENR	Harold P Austin	1959-09-14	UHC-07743-27	5329737801	2299 Main St Apt 31, Tempe, AZ	0.48	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-142774	ENR	Artthur X Howell	1960-09-28	UHC-88241-33	—	2865 Indian School Rd, Glendale, AZ	0.48	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+4 more

39,996 rows, page 26 of 800Previous Next