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 “ZIP missing”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP missingClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-128063	ENR	Emily Baker	1967-12-01	UHC-95533-24	3546649408	425 Jefferson Ave, Los Angeles, CA	0.36	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-136124	ENR	Aisha Webb	1997-12-01	UHC-57903-45	9848755549	389 Oak St Apt 25, Mesa, AZ	0.36	Name re-cased Member ID reformatted Unit split from street Street suffix standardised+4 more
ENR-100861	ENR	Frank G Armstrong	1968-05-17	UHC-33013-45	2033644757	2593 Lincoln Way, Tempe, AZ	0.36	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-128259	ENR	Natalie E Johnson	1968-10-03	UHC-69553-31	4204837222	3534 Sunset Blvd, Los Angeles, CA	0.36	Name split from “Last, First”Date of birth reformatted 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-115311	ENR	Heather Sims	1964-04-21	UHC-55452-48	7609983977	4593 Willow Ct # 738, Fresno, CA	0.36	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+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-142826	ENR	Margaret B Vasquez	1962-10-26	UHC-19632-97	5585610720	7899 Church St, Scottsdale, AZ	0.36	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+4 more
ENR-123823	ENR	Donald K Weber	1977-01-24	UHC-71132-52	8047608422	4064 Indian School Rd, Minneapolis, MN	0.36	Name re-cased Phone reformatted Street suffix standardised Address re-cased+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-130580	ENR	Jeffrey S Gutierrez	—	UHC-79792-52	5304506803	8454 Forest Ave Apt 11, Dallas, TX	0.36	Name re-cased Date of birth unreadable Phone reformatted Unit split from street+4 more
ENR-127976	ENR	Priya Senchez	1951-01-28	UHC-79621-92	3048878331	8033 Oak St # 561, Houston, TX	0.36	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-122314	ENR	Judith U Powell	1970-10-21	UHC-41358-51	8603008810	8553 Canyon Rd, Scottsdale, AZ	0.36	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-139974	ENR	Sam O Martin	1972-01-26	UHC-34323-72	7975207379	9645 Apache Blvd # 211, Fresno, CA	0.36	Date of birth reformatted Member ID reformatted SSN last four extracted Unit split from street+4 more
ENR-129340	ENR	Nancy L Castor	1986-08-06	UHC-90346-97	7547601844	4187 Church St, Fresno, CA	0.36	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-140775	ENR	Janet Adams	1974-03-17	UHC-22193-11	5134055365	9268 Church St, Denver, CO	0.36	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-118929	ENR	Carl Vasqeuz	2000-10-08	UHC-28618-98	3964821958	2528 Union St # 308, Eden Prairie, MN	0.36	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-113685	ENR	Adam C Griffin	1999-11-11	UHC-17159-27	2746329625	2417 River Rd Apt 10, Tempe, AZ	0.36	Name re-cased Two-digit birth year Phone reformatted Unit split from street+4 more
ENR-139122	ENR	Bryan L Ramos	—	UHC-78407-36	—	134 Market St, Fresno, CA	0.36	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+4 more
ENR-121031	ENR	Justin Gray	1992-11-11	UHC-29426-60	7913068207	9262 Mesa Dr Apt 5, Columbus, OH	0.36	Phone reformatted Unit split from street Street suffix standardised Address re-cased+4 more
ENR-136733	ENR	Jack Chen	1959-04-17	UHC-51556-12	9696147099	1301 Apache Blvd, Gilbert, AZ	0.36	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+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-140400	ENR	Mak K Banks	1986-12-28	UHC-06187-42	2886049707	2326 Meadow Ln # 150, Chandler, AZ	0.38	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-135005	ENR	Abigail G Young	1992-02-27	UHC-96753-20	5887315256	9294 Indian School Rd Apt 16, Los Angeles, CA	0.38	Middle initial moved out of first name Date of birth reformatted Phone reformatted Unit split from street+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-123714	ENR	Kyle F Hill	2005-12-22	UHC-70211-77	4137661012	4264 Market St, Charlotte, NC	0.38	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+3 more
ENR-115518	ENR	Roger W Pena	1996-06-25	UHC-93843-32	2015980107	207 Cedar Ln, Fresno, CA	0.38	Name split from “Last, First”Two-digit birth year Phone reformatted Member ID reformatted+3 more
ENR-115519	ENR	Roger W Pena	1996-06-25	UHC-93843-32	2015980107	207 Cedar Ln, Fresno, CA	0.38	Name split from “Last, First”Two-digit birth year Phone reformatted Member ID reformatted+3 more
ENR-138775	ENR	Christopher P Larson	1946-06-21	UHC-69121-01	5938820036	6328 Willow Ct Apt 40, Mesa, AZ	0.38	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-109433	ENR	Gloria Rogers	—	UHC-45329-47	4333501480	5350 Desert Sky Blvd Apt 29, Atlanta, GA	0.38	Date of birth unreadable Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-109434	ENR	Gloria Rogers	—	UHC-45329-47	4333501480	5350 Desert Sky Blvd Apt 29, Atlanta, GA	0.38	Date of birth unreadable Phone reformatted Unit split from street Street suffix standardised+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-123891	ENR	Julia S Tran	1973-07-16	UHC-57015-51	9165387193	7521 Meadow Ln Apt 5, Sacramento, CA	0.38	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
ENR-109453	ENR	Sofia Robertson	1956-08-16	UHC-53644-18	3469310412	1515 Market St, Plano, TX	0.38	Two-digit birth year Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-109452	ENR	Sofia Robertson	1956-08-16	UHC-53644-18	3469310412	1515 Market St, Plano, TX	0.38	Two-digit birth year Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-121490	ENR	Albert R Park	—	UHC-34842-61	2209014479	4568 Bayshore Dr, Mesa, AZ	0.38	Middle initial moved out of first name Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-142740	ENR	Camila L Kelly	—	UHC-54469-23	6054453867	7640 Cedar Ln, Sacramento, CA	0.38	Date of birth unreadable Phone reformatted SSN last four extracted City re-cased+3 more
ENR-117735	ENR	George Gomeez	—	UHC-95429-87	5989142993	5861 Highland Ave, Glendale, AZ	0.38	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-125399	ENR	Vincent C Dixon	1985-07-10	UHC-85495-07	2163164367	7753 Pine Dr, Seattle, WA	0.38	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-134467	ENR	Marcus X Herrera	—	UHC-70801-84	4805717653	9213 Cedar Ln, Denver, CO	0.38	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-131291	ENR	Lisa Wong	1966-09-13	UHC-10089-20	5915578825	6788 Oak St Apt 39, Tucson, AZ	0.38	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-101413	ENR	Brenda Weber	1997-05-22	UHC-07263-31	8328517824	5937 Desert Sky Blvd, Miami, FL	0.38	Name split from “Last, First”Two-digit birth year Phone reformatted Member ID reformatted+3 more
ENR-140072	ENR	Janice J Carter	1957-03-13	UHC-63333-08	7903691938	6522 Church St, Austin, TX	0.38	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-143087	ENR	Virginia Guerrero	1939-07-02	UHC-49764-58	—	7836 Ocean Ave, Miami, FL	0.38	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+3 more

3,340 rows, page 4 of 67Previous Next