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 “ZIP+4 trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP+4 trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-109863	ENR	Keith F Nguyen	—	UHC-46334-94	5088079144	6118 Harbor Blvd, Phoenix, AZ, 85078	0.52	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-428027	CLM	Carl Russell	1970-11-28	UHC-40882-68	—	3970 Palm Dr, Dallas, TX, 75204	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-400624	CLM	Harold E Martin	1989-10-04	—	8902671945	1613 Highland Ave, Seattle, WA, 98125	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-123345	ENR	Logan Yaang	1967-09-12	UHC-36471-89	8243758064	622 Main St, Chandler, AZ, 85220	0.52	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-142797	ENR	Maria Perry	1959-07-07	UHC-21303-62	8904423563	7211 Lake View Rd, Scottsdale, AZ, 85256	0.52	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
PRV-26322	PRV	Maria Delgado	1996-06-14	—	2465913779	9693 Highland Ave Apt 24, Nashville, TN, 37285	0.52	Name re-cased Phone reformatted Unit split from street State name converted to code+2 more
PRV-25757	PRV	Ethan Simmons	1947-08-08	UHC-10103-53	9273792900	922 Palm Dr Apt 24, Tempe, AZ, 85259	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-131858	ENR	Keith Carroll	1988-08-27	UHC-89001-42	9754329905	3969 Apache Blvd, Tempe, AZ, 85202	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted State name converted to code+2 more
ENR-128683	ENR	Joshua Watson	1993-02-28	UHC-01191-79	2228836876	2168 Elm St, Orlando, FL, 32848	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-403930	CLM	Danielle White	1999-07-17	UHC-49036-24	9699190327	5573 Bayshore Dr, Minneapolis, MN, 55470	0.52	Name re-cased Two-digit birth year ZIP+4 trimmed Gender normalised+2 more
ENR-130206	ENR	Mary C Ferguson	1953-05-16	UHC-59478-04	—	9096 Park Pl, Atlanta, GA, 30358	0.52	Name re-cased Phone missing area code City re-cased State name converted to code+2 more
ENR-127524	ENR	Cynthia B Vazquez	1980-11-27	UHC-10386-45	5608344257	8953 Spring St, Tucson, AZ, 85752	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-114356	ENR	Valentina C Ray	2000-05-10	UHC-34927-03	5616824492	3346 Sunset Blvd, Fresno, CA, 93750	0.52	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+2 more
TPA-52277	TPA	Emma Bryant	1970-12-11	—	—	1609 Lincoln Way, Tucson, AZ, 85729	0.52	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-424502	CLM	Heather Santiago	1984-05-12	UHC-96448-79	9216274151	6619 Spring St, Minneapolis, MN, 55444	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-409570	CLM	Harold Mason	1940-11-11	UHC-33464-88	—	1481 Hillcrest Rd # 741, Gilbert, AZ, 85238	0.52	Unit split from street Street suffix standardised Address re-cased City re-cased+2 more
CLM-421301	CLM	Donald Mooe	1991-05-04	UHC-35863-38	3944287776	9889 Indian School Rd, Austin, TX, 78761	0.52	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-412961	CLM	Ruth Payne	1977-11-16	UHC-75266-66	—	6794 Church St, Jacksonville, FL, 32290	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-128175	ENR	Stephen V Rss	2000-09-10	UHC-97438-20	3278205147	1885 Grand Ave, Jacksonville, FL, 32290	0.52	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-109188	ENR	Heather P Wagner	1991-12-14	UHC-68131-47	4473470816	4720 Canyon Rd, Miami, FL, 33174	0.52	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
PRV-25779	PRV	Raymond Sullivan	1989-08-22	—	4874231313	5591 Sage Ct # 134, Chandler, AZ, 85201	0.52	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-415301	CLM	Amy Lawrence	—	UHC-73297-66	—	2012 Mountain View Dr, Denver, CO, 80247	0.52	Date of birth unreadable Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-51087	TPA	Bryan Carpenter	1953-01-10	—	—	3793 Harbor Blvd, Los Angeles, CA, 90075	0.52	Two-digit birth year Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-128811	ENR	Katherine U Medina	1965-01-25	UHC-13206-38	8152649263	6551 Central Ave, Los Angeles, CA, 90051	0.52	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased+2 more
CLM-430817	CLM	Diego Montgomery	1950-06-08	UHC-56570-23	9429118311	2865 Main St, Columbus, OH, 43211	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-410486	CLM	Carrolyn Price	2005-12-07	—	6302991698	8651 Ridge Rd, Atlanta, GA, 30391	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-21379	PRV	Mateo Rivera	—	—	5374470369	115 Canyon Rd, Scottsdale, AZ, 85207	0.52	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-62156	TPA	Linda Smith	1960-12-14	UHC-42244-14	9089252938	6026 Indian School Rd, Tampa, FL, 33609	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-64036	TPA	Evelyn Guzman	1990-07-11	—	—	5792 Bayshore Dr # 818, Seattle, WA, 98178	0.52	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-137369	ENR	Rachel X Russell	1991-04-22	UHC-59733-49	8517869926	8899 Forest Ave, Glendale, AZ, 85398	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-111030	ENR	Albert A Herrera	1979-02-01	UHC-78925-85	2672644878	5972 Baseline Rd, Charlotte, NC, 28221	0.52	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
TPA-56058	TPA	Henry Z Johnson	1982-05-24	—	—	8640 Willow Ct, Tucson, AZ, 85757	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
TPA-59444	TPA	William Payne	1942-07-04	—	—	6262 Sunset Blvd # 599, Charlotte, NC, 28204	0.52	Name re-cased Date of birth reformatted Unit split from street State name converted to code+2 more
TPA-54179	TPA	Ralph D Chavez	1988-12-07	—	—	8378 Ridge Rd, Denver, CO, 80258	0.52	Name re-cased Date of birth reformatted Phone missing area code ZIP+4 trimmed+2 more
CLM-405330	CLM	Rachel H Wong	1946-03-22	—	8184020223	9625 Ocean Ave, Denver, CO, 80232	0.52	Middle initial moved out of first name Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-405331	CLM	Rachel H Wong	1946-03-22	—	8184020223	9625 Ocean Ave, Denver, CO, 80232	0.52	Middle initial moved out of first name Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-429517	CLM	Julia D Luna	1971-02-15	—	—	8584 Main St # 607, Tampa, FL, 33678	0.52	Unit split from street Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-414277	CLM	Zachary Wakins	—	UHC-26709-92	7126853630	9266 Ridge Rd, Atlanta, GA, 30322	0.52	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+2 more
ENR-132126	ENR	Amy Collins	1970-09-28	UHC-11297-50	9135650175	4997 Maple Ave, Minneapolis, MN, 55493	0.52	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
ENR-141146	ENR	Brian Fox	1969-01-20	UHC-56910-92	—	3889 Spring St, Chandler, AZ, 85204	0.52	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+2 more
CLM-430883	CLM	Austin Espinoza	2003-02-23	UHC-00961-08	3133468698	2063 Valley View Dr, Minneapolis, MN, 55483	0.52	Two-digit birth year Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-413172	CLM	AliceJunk	1970-09-28	—	9418507322	8729 Park Pl, Houston, TX, 77078	0.52	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+2 more
CLM-427555	CLM	Kymberly Wood	1984-10-03	—	—	6099 Cedar Ln, Tucson, AZ, 85708	0.52	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-129563	ENR	Timothy Phillips	2005-07-25	UHC-10844-40	3038615081	5321 River Rd, Tempe, AZ, 85205	0.52	Street suffix standardised Address re-cased ZIP+4 trimmed Email lower-cased+2 more
CLM-400335	CLM	Terry Edwards	1951-05-18	—	9146355492	1429 Desert Sky Blvd Apt 15, Miami, FL, 33169	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-120750	ENR	Larry L Morales	2002-09-18	UHC-01817-65	6217476977	1782 Ridge Rd, Sacramento, CA, 95853	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
TPA-56560	TPA	Timothy Berry	2007-12-24	—	—	1940 Cedar Ln Apt 26, Plano, TX, 75095	0.52	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-122869	ENR	Billy W Edwards	1985-12-05	UHC-09876-01	2107350803	5729 Camelback Rd, Tempe, AZ, 85201	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-108377	ENR	Moreno F William	1953-05-16	UHC-32552-30	7122664779	7067 Forest Ave, Austin, TX, 78729	0.52	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
PRV-21589	PRV	Jessica Alexander	1973-06-17	—	—	5403 Jefferson Ave, Phoenix, AZ, 85034	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more

8,263 rows, page 37 of 166Previous Next