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

Provider network, 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
PRV-20228	PRV	Anna S Fisher	—	—	9384466330	6576 Camelback Rd, Los Angeles, CA	0.22	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+5 more
PRV-22079	PRV	Judy Elliott	—	UHC-82303-32	6653081200	3769 Sage Ct Apt 28, Jacksonville, FL, 32293	0.24	Name split from “Last, First”Date of birth unreadable Unit split from street Street suffix standardised+4 more
PRV-26389	PRV	Arjun Lynch	—	UHC-91859-94	8962866870	1503 Spring St, Denver, CO, 80249	0.34	Date of birth reformatted Date of birth unreadable Phone reformatted Street suffix standardised+5 more
PRV-22221	PRV	Jeff Jensen	—	—	2764621789	6869 Willow Ct, Tempe, AZ, 85287	0.34	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+5 more
PRV-20449	PRV	Sam Hayes	—	UHC-36765-49	3629297240	2104 Ocean Ave, Jacksonville, FL	0.34	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+5 more
PRV-23236	PRV	Dorothy T Richardson	—	UHC-54546-12	—	1505 Camelback Rd, Seattle, WA, 98192	0.36	Name re-cased Date of birth unreadable Phone missing area code Street suffix standardised+4 more
PRV-23147	PRV	Dennis Watkins	—	UHC-79949-24	6856394199	7949 Jefferson Ave, San Diego, CA, 92197	0.36	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
PRV-27240	PRV	Jose F Ford	—	—	8933759581	7094 Jefferson Ave, Mesa, AZ, 85212	0.38	Middle initial moved out of first name Date of birth unreadable Phone reformatted City re-cased+3 more
PRV-25423	PRV	Jon Hughes	—	UHC-60893-02	4759415575	1879 Union St, Fresno, CA, 93779	0.38	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+3 more
PRV-22293	PRV	Luis Carlson	—	UHC-63765-77	—	8906 Meadow Ln, Tempe, AZ	0.38	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
PRV-27749	PRV	Aaron Davis	—	UHC-45592-84	7727838164	1381 Highland Ave, San Antonio, TX	0.40	Name split from “Last, First”Date of birth unreadable Street suffix standardised Address re-cased+2 more
PRV-21506	PRV	Willie Lucas	—	UHC-42851-65	4033989050	3884 Palm Dr, Jacksonville, FL, 32294	0.44	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+6 more
PRV-27711	PRV	Kelly Carlson	—	—	5609476747	4379 Palm Dr Apt 19, Jacksonville, FL, 32281	0.46	Name re-cased Date of birth unreadable Phone reformatted Unit split from street+5 more
PRV-26178	PRV	Beverly Z Soto	—	UHC-36735-65	2823367123	5451 Camelback Rd, Fresno, CA	0.46	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+5 more
PRV-29125	PRV	Arjun X Crawford	—	UHC-35273-61	4133761866	8223 Highland Ave, Eden Prairie, MN, 55372	0.46	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+5 more
PRV-21132	PRV	Ethan Rios	—	UHC-98500-33	2722856719	143 Lake View Rd, Orlando, FL, 32828	0.48	Date of birth unreadable Phone reformatted Member ID reformatted Street suffix standardised+4 more
PRV-26685	PRV	Stephanie F Day	—	UHC-13402-27	5764838525	5173 Highland Ave, Atlanta, GA, 30361	0.48	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
PRV-28585	PRV	Pihlip T Wheeler	—	UHC-39692-40	4937138697	4805 Union St, Eden Prairie, MN, 55318	0.48	Middle initial moved out of first name Name re-cased Date of birth unreadable Member ID reformatted+4 more
PRV-24966	PRV	Danielle Garza	—	UHC-79202-96	9648631091	2118 Desert Sky Blvd, Charlotte, NC, 28241	0.48	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
PRV-22742	PRV	Danielle Anderson	—	—	4277272430	8155 Church St, Charlotte, NC, 28284	0.48	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-21496	PRV	Elijah X Flores	—	—	5144282516	7879 Market St, Los Angeles, CA, 90040	0.48	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-23479	PRV	Julie J Wilson	—	UHC-76381-41	2859476131	9127 Pine Dr # 522, Columbus, OH, 43249	0.48	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+4 more
PRV-23318	PRV	Rebecca Garza	—	UHC-40205-49	5495561390	5199 Union St, Plano, TX, 75044	0.48	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+4 more
PRV-23812	PRV	Aaron Rojas	—	—	3164352379	1140 Spring St, Tempe, AZ, 85244	0.48	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-29059	PRV	Julie N Guerrero	—	—	9008893494	3375 Apache Blvd, Sacramento, CA	0.48	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-23253	PRV	Samuel Reyes	—	—	8256939401	445 Mesa Dr, Charlotte, NC, 28256	0.50	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-22666	PRV	Kenneth Carroll	—	—	2776674397	5265 Maple Ave Apt 38, Dallas, TX, 75298	0.50	Name re-cased Date of birth unreadable Phone reformatted Unit split from street+3 more
PRV-23213	PRV	Sarah Carlson	—	—	—	1651 Sunset Blvd, Las Vegas, NV	0.50	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+3 more
PRV-26165	PRV	William C Castro	—	UHC-34758-35	8628238259	5084 Park Pl Apt 2, Eden Prairie, MN, 55342	0.50	Name split from “Last, First”Date of birth unreadable Phone reformatted Unit split from street+3 more
PRV-22352	PRV	Angela X Cook	—	UHC-77530-85	4425192779	5523 Forest Ave, Tucson, AZ, 85721	0.50	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-25632	PRV	Mei J Stevens	—	—	2507684229	7727 Highland Ave, Glendale, AZ, 85383	0.50	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
PRV-22594	PRV	Patricia Gomez	—	UHC-71807-52	2928418674	3964 Highland Ave, Scottsdale, AZ, 85299	0.50	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-28477	PRV	Henry Harrison	—	UHC-33101-68	3518485280	7019 Washington St, Chandler, AZ	0.50	Name re-cased Date of birth unreadable Member ID reformatted ZIP missing+3 more
PRV-27863	PRV	Paul Coleman	—	UHC-62015-28	7418146580	8638 Main St Apt 16, Miami, FL, 33170	0.50	Date of birth unreadable Phone reformatted Unit split from street Street suffix standardised+3 more
PRV-26160	PRV	Evelyn Rios	—	UHC-61519-14	9738730967	5133 Grand Ave # 470, Tucson, AZ, 85754	0.50	Date of birth unreadable Phone reformatted Unit split from street Street suffix standardised+3 more
PRV-28502	PRV	Vicky Nunez	—	—	7912379308	5348 Central Ave, Houston, TX, 77087	0.50	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+3 more
PRV-20690	PRV	Ann Alexander	—	—	—	8659 Ocean Ave, Columbus, OH, 43267	0.50	Name re-cased Date of birth reformatted Date of birth unreadable Street suffix standardised+3 more
PRV-27414	PRV	Stephanie J Wagner	—	UHC-41796-51	—	7721 River Rd, Gilbert, AZ, 85205	0.50	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
PRV-22644	PRV	Helen K Freeman	—	UHC-18574-51	—	712 Main St, San Antonio, TX	0.50	Date of birth reformatted Date of birth unreadable Street suffix standardised Address re-cased+3 more
PRV-23303	PRV	Ana Carlson	—	—	3202801604	6642 Church St, Columbus, OH, 43287	0.50	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+3 more
PRV-28630	PRV	Austin Rogers	—	—	6477430493	7743 Sage Ct, San Antonio, TX, 78273	0.50	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
PRV-21706	PRV	Paul Patel	—	UHC-58061-85	2649138217	3976 Park Pl, Tampa, FL, 33646	0.50	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-28368	PRV	Paul Y Ross	—	UHC-15295-38	—	3208 Lincoln Way, Plano, TX, 75029	0.50	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
PRV-24788	PRV	Karen Cook	—	UHC-61680-99	6046958693	7461 Mountain View Dr, Fresno, CA	0.50	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
PRV-28169	PRV	Eric Bell	—	UHC-32632-40	3246345977	7210 Mountain View Dr Apt 39, Miami, FL, 33191	0.52	Date of birth unreadable Phone reformatted Unit split from street Street suffix standardised+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
PRV-22898	PRV	Aaron Hicks	—	UHC-68928-73	—	6607 Desert Sky Blvd Apt 28, Eden Prairie, MN	0.52	Name re-cased Date of birth unreadable Unit split from street ZIP missing+2 more
PRV-22218	PRV	Lawrence Maldonado	—	UHC-97544-20	—	7498 Main St, Glendale, AZ, 85367	0.52	Date of birth unreadable Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-29191	PRV	Gerald Gardner	—	—	8648705554	2107 Willow Ct, San Antonio, TX	0.52	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
PRV-27520	PRV	Adnrea Salazar	—	—	6068865263	8269 Mesa Dr, Columbus, OH, 43270	0.52	Date of birth unreadable Street suffix standardised Address re-cased Gender normalised+2 more

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