TPL Hackathon
A beginner's attempt at data wrangling.
The goal of this project is to convert all presented XML data into JSON making it more available to the developers. For further rationale see presentation_notes.md and TPL_Hackathon_presentation.odp
The project is written in Python 3.4.3, no external libraries were user, however I used ipdb for debugging.
Source dataset -- http://hackathon.tplcs.ca/data/TPLWebsiteData.2015-11.xml.zip Converted dataset, 786 MB (11G uncompressed) -- http://data.flamy.ca/tpl.json.xz
If in doubt unpack with http://www.7-zip.org/
Main scripts
tpl_xml2json.py -- reads input tpl.xml and outputs tpl.json
Run time as measured on a 20GB XML segment, the program running on AMD FX-8329 CPU (3.2GHz) with an HDD
$ time python tpl_xml2json.py
real 54m37.292s
user 51m57.212s
sys 0m56.504s
tpl_read_json.py -- reads in tpl.json produced with tpl_xml2json.py and stops at debug point waiting for the user input.
tpl_count_keys.py -- count how many times a key with a string value occurs. The application outpus key_stats.json
Runtime as measured on an 11GB json segment, tested on AMD FX-8329 CPU (3.2GHz) with an HDD
$ time python tpl_count_str_keys.py
real 4m56.003s
user 4m51.360s
sys 0m4.520s
tpl_count_keys.py -- uses key_stats.json as input, produces keys_stats_sorted_pretty.json as output also prints out 10 most frequent and 10 least frequent keys.
Performance
A sample tpl.xml record:
<RECORD>
<PROP NAME="p_record_id">
<PVAL>EDB0001</PVAL>
</PROP>
<PROP NAME="p_title_edb_relevance">
<PVAL>Academic OneFile</PVAL>
</PROP>
<PROP NAME="p_title_edb_relevance">
<PVAL>Academic One File</PVAL>
</PROP>
<PROP NAME="p_title_edb_relevance">
<PVAL>AcademicOneFile</PVAL>
</PROP>
<PROP NAME="p_title_edb_relevance">
<PVAL>Expanded Academic Index</PVAL>
</PROP>
<PROP NAME="p_title_edb_relevance">
<PVAL>Expanded Academic ASAP</PVAL>
</PROP>
<PROP NAME="p_title_edb_relevance">
<PVAL>Expanded Academic</PVAL>
</PROP>
<PROP NAME="p_edb_availability">
<PVAL>Available anywhere.</PVAL>
</PROP>
<PROP NAME="p_item_url">
<PVAL>http://ezproxy.torontopubliclibrary.ca/login?url=http://infotrac.galegroup.com/itweb/tplmain?db=AONE&id=tplremote1</PVAL>
</PROP>
<PROP NAME="p_item_url_inbranch">
<PVAL>http://infotrac.galegroup.com/itweb/tplmain?db=AONE&id=tplremote1</PVAL>
</PROP>
<PROP NAME="p_date_created">
<PVAL>2009-03-27</PVAL>
</PROP>
<PROP NAME="p_date_modified">
<PVAL>2015-07-22</PVAL>
</PROP>
<PROP NAME="p_requires_login">
<PVAL>Y</PVAL>
</PROP>
<PROP NAME="p_keywords_edb">
<PVAL>audiobook review</PVAL>
</PROP>
<PROP NAME="p_keywords_edb">
<PVAL>global warming</PVAL>
</PROP>
<PROP NAME="p_keywords_edb">
<PVAL>climate change</PVAL>
</PROP>
<PROP NAME="p_keywords_edb">
<PVAL>greenhouse gas emissions</PVAL>
</PROP>
<PROP NAME="p_keywords_edb">
<PVAL>climate change</PVAL>
</PROP>
<PROP NAME="p_keywords_edb">
<PVAL>climatology</PVAL>
</PROP>
<PROP NAME="p_keywords_edb">
<PVAL>greenhouse effect</PVAL>
</PROP>
<PROP NAME="p_keywords_edb">
<PVAL>desertification</PVAL>
</PROP>
<PROP NAME="p_keywords_edb">
<PVAL>ecology</PVAL>
</PROP>
<PROP NAME="p_keywords_edb">
<PVAL>book review</PVAL>
</PROP>
<PROP NAME="p_keywords_edb">
<PVAL>buyers guide</PVAL>
</PROP>
<PROP NAME="p_keywords_edb">
<PVAL>consumers</PVAL>
</PROP>
<PROP NAME="p_keywords_edb">
<PVAL>country overview</PVAL>
</PROP>
<PROP NAME="p_keywords_edb">
<PVAL>viewpoint essay</PVAL>
</PROP>
<PROP NAME="p_keywords_edb">
<PVAL>current controversies</PVAL>
</PROP>
<PROP NAME="p_keywords_edb">
<PVAL>history</PVAL>
</PROP>
<PROP NAME="p_keywords_edb">
<PVAL>art</PVAL>
</PROP>
<PROP NAME="p_keywords_edb">
<PVAL>environment</PVAL>
</PROP>
<PROP NAME="p_keywords_edb">
<PVAL>stem cell research</PVAL>
</PROP>
<PROP NAME="p_keywords_edb">
<PVAL>genetics</PVAL>
</PROP>
<PROP NAME="p_keywords_edb">
<PVAL>animal rights</PVAL>
</PROP>
<PROP NAME="p_keywords_edb">
<PVAL>theology</PVAL>
</PROP>
<PROP NAME="p_keywords_edb">
<PVAL>medicine</PVAL>
</PROP>
<PROP NAME="p_keywords_edb">
<PVAL>literature</PVAL>
</PROP>
<PROP NAME="p_keywords_edb">
<PVAL>magazine</PVAL>
</PROP>
<PROP NAME="p_keywords_edb">
<PVAL>journal</PVAL>
</PROP>
<PROP NAME="p_keywords_edb">
<PVAL>newspaper articles</PVAL>
</PROP>
<PROP NAME="p_keywords_edb">
<PVAL>publications</PVAL>
</PROP>
<PROP NAME="p_keywords_edb">
<PVAL>periodicals</PVAL>
</PROP>
<PROP NAME="p_keywords_edb">
<PVAL>Gay Lesbian Transgendered Issues</PVAL>
</PROP>
<PROP NAME="p_keywords_edb">
<PVAL>gardening landscape horticulture</PVAL>
</PROP>
<PROP NAME="p_keywords_edb">
<PVAL>Information Science and Library Issues</PVAL>
</PROP>
<PROP NAME="p_keywords_edb">
<PVAL>New York Times newspaper</PVAL>
</PROP>
<PROP NAME="p_keywords_edb">
<PVAL>arts and humanities</PVAL>
</PROP>
<PROP NAME="p_keywords_edb">
<PVAL>biography and genealogy</PVAL>
</PROP>
<PROP NAME="p_keywords_edb">
<PVAL>celebrities</PVAL>
</PROP>
<PROP NAME="p_keywords_edb">
<PVAL>movie stars</PVAL>
</PROP>
<PROP NAME="p_keywords_edb">
<PVAL>musicians and singers</PVAL>
</PROP>
<PROP NAME="p_keywords_edb">
<PVAL>business and industries</PVAL>
</PROP>
<PROP NAME="p_keywords_edb">
<PVAL>industry</PVAL>
</PROP>
<PROP NAME="p_keywords_edb">
<PVAL>company information</PVAL>
</PROP>
<PROP NAME="p_keywords_edb">
<PVAL>consumer information</PVAL>
</PROP>
<PROP NAME="p_keywords_edb">
<PVAL>government</PVAL>
</PROP>
<PROP NAME="p_keywords_edb">
<PVAL>politics</PVAL>
</PROP>
<PROP NAME="p_keywords_edb">
<PVAL>political science</PVAL>
</PROP>
<PROP NAME="p_keywords_edb">
<PVAL>health and medicine</PVAL>
</PROP>
<PROP NAME="p_keywords_edb">
<PVAL>law and law enforcement</PVAL>
</PROP>
<PROP NAME="p_keywords_edb">
<PVAL>crime and punishment</PVAL>
</PROP>
<PROP NAME="p_keywords_edb">
<PVAL>consumer behavior</PVAL>
</PROP>
<PROP NAME="p_keywords_edb">
<PVAL>finance and credit</PVAL>
</PROP>
<PROP NAME="p_keywords_edb">
<PVAL>business management</PVAL>
</PROP>
<PROP NAME="p_keywords_edb">
<PVAL>sociology</PVAL>
</PROP>
<PROP NAME="p_keywords_edb">
<PVAL>science and technology</PVAL>
</PROP>
<PROP NAME="p_keywords_edb">
<PVAL>technology and society</PVAL>
</PROP>
<PROP NAME="p_keywords_edb">
<PVAL>social sciences</PVAL>
</PROP>
<PROP NAME="p_keywords_edb">
<PVAL>society</PVAL>
</PROP>
<PROP NAME="p_keywords_edb">
<PVAL>social issues</PVAL>
</PROP>
<PROP NAME="p_keywords_edb">
<PVAL>social problems</PVAL>
</PROP>
<PROP NAME="p_keywords_edb">
<PVAL>social change</PVAL>
</PROP>
<PROP NAME="p_keywords_edb">
<PVAL>social skills</PVAL>
</PROP>
<PROP NAME="p_keywords_edb">
<PVAL>corporate social responsibility</PVAL>
</PROP>
<PROP NAME="p_keywords_edb">
<PVAL>family policy</PVAL>
</PROP>
<PROP NAME="p_keywords_edb">
<PVAL>human development</PVAL>
</PROP>
<PROP NAME="p_keywords_edb">
<PVAL>diversity</PVAL>
</PROP>
<PROP NAME="p_keywords_edb">
<PVAL>family life</PVAL>
</PROP>
<PROP NAME="p_keywords_edb">
<PVAL>drug addiction</PVAL>
</PROP>
<PROP NAME="p_keywords_edb">
<PVAL>computers</PVAL>
</PROP>
<PROP NAME="p_keywords_edb">
<PVAL>education</PVAL>
</PROP>
<PROP NAME="p_keywords_edb">
<PVAL>travel</PVAL>
</PROP>
<PROP NAME="p_keywords_edb">
<PVAL>theatre</PVAL>
</PROP>
<PROP NAME="p_keywords_edb">
<PVAL>movie reviews</PVAL>
</PROP>
<PROP NAME="p_keywords_edb">
<PVAL>film reviews</PVAL>
</PROP>
<PROP NAME="p_keywords_edb">
<PVAL>women</PVAL>
</PROP>
<PROP NAME="p_keywords_edb">
<PVAL>children</PVAL>
</PROP>
<PROP NAME="p_keywords_edb">
<PVAL>men</PVAL>
</PROP>
<PROP NAME="p_keywords_edb">
<PVAL>cars and trucks</PVAL>
</PROP>
<PROP NAME="p_keywords_edb">
<PVAL>automobiles</PVAL>
</PROP>
<PROP NAME="p_keywords_edb">
<PVAL>machines and machinery</PVAL>
</PROP>
<PROP NAME="p_keywords_edb">
<PVAL>corporations</PVAL>
</PROP>
<PROP NAME="p_keywords_edb">
<PVAL>law</PVAL>
</PROP>
<PROP NAME="p_keywords_edb">
<PVAL>earth science</PVAL>
</PROP>
<PROP NAME="p_keywords_edb">
<PVAL>astronomy and space</PVAL>
</PROP>
<PROP NAME="p_keywords_edb">
<PVAL>authors</PVAL>
</PROP>
<PROP NAME="p_keywords_edb">
<PVAL>plants</PVAL>
</PROP>
<PROP NAME="p_keywords_edb">
<PVAL>multicultural</PVAL>
</PROP>
<PROP NAME="p_keywords_edb">
<PVAL>wildlife habitats</PVAL>
</PROP>
<PROP NAME="p_keywords_edb">
<PVAL>cloning</PVAL>
</PROP>
<PROP NAME="p_keywords_edb">
<PVAL>alternative medicine</PVAL>
</PROP>
<PROP NAME="p_keywords_edb">
<PVAL>energy</PVAL>
</PROP>
<PROP NAME="p_keywords_edb">
<PVAL>inventors and inventions</PVAL>
</PROP>
<PROP NAME="p_keywords_edb">
<PVAL>maternity and paternity</PVAL>
</PROP>
<PROP NAME="p_keywords_edb">
<PVAL>taxation</PVAL>
</PROP>
<PROP NAME="p_keywords_edb">
<PVAL>privacy</PVAL>
</PROP>
<PROP NAME="p_keywords_edb">
<PVAL>alcohol and tobacco</PVAL>
</PROP>
<PROP NAME="p_keywords_edb">
<PVAL>fashion and clothing</PVAL>
</PROP>
<PROP NAME="p_keywords_edb">
<PVAL>Canadian constitution</PVAL>
</PROP>
<PROP NAME="p_keywords_edb">
<PVAL>natural resources</PVAL>
</PROP>
<PROP NAME="p_keywords_edb">
<PVAL>military</PVAL>
</PROP>
<PROP NAME="p_keywords_edb">
<PVAL>stock market</PVAL>
</PROP>
<PROP NAME="p_keywords_edb">
<PVAL>recession</PVAL>
</PROP>
<PROP NAME="p_keywords_edb">
<PVAL>terrorism</PVAL>
</PROP>
<PROP NAME="p_keywords_edb">
<PVAL>religion</PVAL>
</PROP>
<PROP NAME="p_keywords_edb">
<PVAL>foreign policy</PVAL>
</PROP>
<PROP NAME="p_keywords_edb">
<PVAL>developing nations</PVAL>
</PROP>
<PROP NAME="p_keywords_edb">
<PVAL>immigration</PVAL>
</PROP>
<PROP NAME="p_keywords_edb">
<PVAL>human rights</PVAL>
</PROP>
<PROP NAME="p_keywords_edb">
<PVAL>racism and hate crimes</PVAL>
</PROP>
<PROP NAME="p_keywords_edb">
<PVAL>wars</PVAL>
</PROP>
<PROP NAME="p_keywords_edb">
<PVAL>crime and punishment</PVAL>
</PROP>
<PROP NAME="p_keywords_edb">
<PVAL>Darfur</PVAL>
</PROP>
<PROP NAME="p_keywords_edb">
<PVAL>Afganistan</PVAL>
</PROP>
<PROP NAME="p_keywords_edb">
<PVAL>war in Iraq</PVAL>
</PROP>
<PROP NAME="p_keywords_edb">
<PVAL>genocide</PVAL>
</PROP>
<PROP NAME="p_keywords_edb">
<PVAL>war crimes</PVAL>
</PROP>
<PROP NAME="p_keywords_edb">
<PVAL>Middle East</PVAL>
</PROP>
<PROP NAME="p_keywords_edb">
<PVAL>Rwanda</PVAL>
</PROP>
<PROP NAME="p_title_main">
<PVAL>Academic OneFile</PVAL>
</PROP>
<PROP NAME="p_title_sort">
<PVAL>Academic OneFile</PVAL>
</PROP>
<PROP NAME="p_description_en">
<PVAL>Full-text articles from scholarly, trade and general-interest magazines and journals on current events, general sciences and technology, social sciences, arts and humanities.</PVAL>
</PROP>
<PROP NAME="p_branch_id">
<PVAL>TPL</PVAL>
</PROP>
<PROP NAME="p_pub_date_sort">
<PVAL>2015-07-22</PVAL>
</PROP>
<DVAL_ID DIMENSION_ID="20089" ID="20206"/>
<DVAL_ID DIMENSION_ID="33090" ID="33090"/>
<DVAL_ID DIMENSION_ID="33090" ID="33091"/>
<DVAL_ID DIMENSION_ID="33090" ID="33092"/>
<DVAL_ID DIMENSION_ID="33090" ID="33093"/>
<DVAL_ID DIMENSION_ID="33090" ID="33094"/>
<DVAL_ID DIMENSION_ID="33090" ID="33095"/>
<DVAL_ID DIMENSION_ID="33090" ID="33096"/>
<DVAL_ID DIMENSION_ID="33090" ID="33097"/>
<DVAL_ID DIMENSION_ID="33090" ID="33098"/>
<DVAL_ID DIMENSION_ID="33090" ID="33099"/>
<DVAL_ID DIMENSION_ID="33090" ID="33100"/>
<DVAL_ID DIMENSION_ID="33090" ID="33101"/>
<DVAL_ID DIMENSION_ID="33090" ID="33102"/>
<DVAL_ID DIMENSION_ID="33090" ID="33103"/>
<DVAL_ID DIMENSION_ID="33090" ID="33106"/>
<DVAL_ID DIMENSION_ID="33090" ID="33107"/>
<DVAL_ID DIMENSION_ID="33090" ID="33108"/>
<DVAL_ID DIMENSION_ID="33090" ID="33109"/>
<DVAL_ID DIMENSION_ID="33090" ID="33110"/>
<DVAL_ID DIMENSION_ID="33090" ID="33111"/>
<DVAL_ID DIMENSION_ID="33090" ID="33112"/>
<DVAL_ID DIMENSION_ID="33090" ID="33113"/>
<DVAL_ID DIMENSION_ID="33090" ID="33114"/>
<DVAL_ID DIMENSION_ID="33090" ID="33115"/>
<DVAL_ID DIMENSION_ID="33090" ID="33116"/>
<DVAL_ID DIMENSION_ID="33090" ID="33117"/>
<DVAL_ID DIMENSION_ID="33090" ID="33118"/>
<DVAL_ID DIMENSION_ID="33090" ID="33119"/>
<DVAL_ID DIMENSION_ID="33090" ID="33120"/>
<DVAL_ID DIMENSION_ID="33090" ID="33121"/>
<DVAL_ID DIMENSION_ID="33090" ID="33122"/>
<DVAL_ID DIMENSION_ID="33090" ID="33123"/>
<DVAL_ID DIMENSION_ID="33090" ID="33124"/>
<DVAL_ID DIMENSION_ID="33090" ID="33125"/>
<DVAL_ID DIMENSION_ID="33090" ID="33126"/>
<DVAL_ID DIMENSION_ID="33090" ID="33127"/>
<DVAL_ID DIMENSION_ID="33090" ID="33128"/>
<DVAL_ID DIMENSION_ID="33090" ID="33129"/>
<DVAL_ID DIMENSION_ID="33090" ID="33130"/>
<DVAL_ID DIMENSION_ID="33090" ID="33131"/>
<DVAL_ID DIMENSION_ID="33090" ID="33132"/>
<DVAL_ID DIMENSION_ID="33090" ID="33133"/>
<DVAL_ID DIMENSION_ID="33090" ID="33134"/>
<DVAL_ID DIMENSION_ID="33090" ID="33135"/>
<DVAL_ID DIMENSION_ID="33090" ID="33136"/>
<DVAL_ID DIMENSION_ID="33090" ID="33137"/>
<DVAL_ID DIMENSION_ID="33090" ID="33138"/>
<DVAL_ID DIMENSION_ID="33090" ID="33139"/>
<DVAL_ID DIMENSION_ID="33090" ID="33140"/>
<DVAL_ID DIMENSION_ID="33090" ID="33141"/>
<DVAL_ID DIMENSION_ID="33090" ID="33142"/>
<DVAL_ID DIMENSION_ID="33090" ID="33143"/>
<DVAL_ID DIMENSION_ID="33090" ID="33144"/>
<DVAL_ID DIMENSION_ID="33090" ID="33145"/>
<DVAL_ID DIMENSION_ID="33090" ID="33146"/>
<DVAL_ID DIMENSION_ID="33090" ID="33147"/>
<DVAL_ID DIMENSION_ID="33090" ID="33148"/>
<DVAL_ID DIMENSION_ID="33090" ID="33149"/>
<DVAL_ID DIMENSION_ID="33090" ID="33150"/>
<DVAL_ID DIMENSION_ID="33090" ID="33151"/>
<DVAL_ID DIMENSION_ID="33090" ID="33152"/>
<DVAL_ID DIMENSION_ID="33090" ID="33153"/>
<DVAL_ID DIMENSION_ID="33090" ID="33154"/>
<DVAL_ID DIMENSION_ID="33090" ID="33155"/>
<DVAL_ID DIMENSION_ID="33090" ID="33156"/>
<DVAL_ID DIMENSION_ID="33090" ID="33157"/>
<DVAL_ID DIMENSION_ID="33090" ID="33158"/>
<DVAL_ID DIMENSION_ID="33090" ID="33159"/>
<DVAL_ID DIMENSION_ID="33090" ID="33160"/>
<DVAL_ID DIMENSION_ID="33090" ID="33161"/>
<DVAL_ID DIMENSION_ID="33090" ID="33162"/>
<DVAL_ID DIMENSION_ID="33090" ID="33163"/>
<DVAL_ID DIMENSION_ID="33090" ID="33164"/>
<DVAL_ID DIMENSION_ID="33090" ID="33165"/>
<DVAL_ID DIMENSION_ID="33090" ID="33166"/>
<DVAL_ID DIMENSION_ID="33090" ID="33167"/>
<DVAL_ID DIMENSION_ID="33090" ID="33168"/>
<DVAL_ID DIMENSION_ID="33090" ID="33169"/>
<DVAL_ID DIMENSION_ID="33090" ID="33170"/>
<DVAL_ID DIMENSION_ID="33090" ID="33171"/>
<DVAL_ID DIMENSION_ID="33090" ID="33172"/>
<DVAL_ID DIMENSION_ID="33090" ID="33173"/>
<DVAL_ID DIMENSION_ID="33090" ID="33174"/>
<DVAL_ID DIMENSION_ID="33090" ID="33175"/>
<DVAL_ID DIMENSION_ID="33090" ID="33176"/>
<DVAL_ID DIMENSION_ID="33090" ID="33177"/>
<DVAL_ID DIMENSION_ID="33090" ID="33178"/>
<DVAL_ID DIMENSION_ID="33090" ID="33179"/>
<DVAL_ID DIMENSION_ID="33090" ID="33180"/>
<DVAL_ID DIMENSION_ID="33090" ID="33181"/>
<DVAL_ID DIMENSION_ID="33090" ID="33182"/>
<DVAL_ID DIMENSION_ID="33090" ID="33183"/>
<DVAL_ID DIMENSION_ID="33090" ID="33184"/>
<DVAL_ID DIMENSION_ID="33090" ID="33185"/>
<DVAL_ID DIMENSION_ID="33090" ID="33186"/>
<DVAL_ID DIMENSION_ID="33090" ID="33187"/>
<DVAL_ID DIMENSION_ID="33090" ID="33188"/>
<DVAL_ID DIMENSION_ID="33090" ID="33189"/>
<DVAL_ID DIMENSION_ID="33090" ID="33190"/>
<DVAL_ID DIMENSION_ID="33090" ID="33191"/>
<DVAL_ID DIMENSION_ID="33090" ID="37801"/>
<DVAL_ID DIMENSION_ID="27607" ID="37806"/>
<DVAL_ID DIMENSION_ID="27605" ID="37844"/>
<DVAL_ID DIMENSION_ID="37864" ID="37939"/>
<DVAL_ID DIMENSION_ID="37955" ID="38101"/>
<DVAL_ID DIMENSION_ID="38585" ID="38586"/>
<DVAL_ID DIMENSION_ID="38589" ID="38596"/>
<DVAL_ID DIMENSION_ID="33090" ID="38745"/>
<DVAL_ID DIMENSION_ID="33090" ID="38775"/>
<DVAL_ID DIMENSION_ID="37749" ID="4289267219"/>
<DVAL_ID DIMENSION_ID="37749" ID="4289267220"/>
A sample output json record:
{"p_item_url": "http://ezproxy.torontopubliclibrary.ca/login?url=http://infotrac.galegroup.com/itweb/tplmain?db=AONE&id=tplremote1", "dimensions": [{"DIMENSION_ID": 20089, "ID": 20206}, {"DIMENSION_ID": 33090, "ID": 33090}, {"DIMENSION_ID": 33090, "ID": 33091}, {"DIMENSION_ID": 33090, "ID": 33092}, {"DIMENSION_ID": 33090, "ID": 33093}, {"DIMENSION_ID": 33090, "ID": 33094}, {"DIMENSION_ID": 33090, "ID": 33095}, {"DIMENSION_ID": 33090, "ID": 33096}, {"DIMENSION_ID": 33090, "ID": 33097}, {"DIMENSION_ID": 33090, "ID": 33098}, {"DIMENSION_ID": 33090, "ID": 33099}, {"DIMENSION_ID": 33090, "ID": 33100}, {"DIMENSION_ID": 33090, "ID": 33101}, {"DIMENSION_ID": 33090, "ID": 33102}, {"DIMENSION_ID": 33090, "ID": 33103}, {"DIMENSION_ID": 33090, "ID": 33106}, {"DIMENSION_ID": 33090, "ID": 33107}, {"DIMENSION_ID": 33090, "ID": 33108}, {"DIMENSION_ID": 33090, "ID": 33109}, {"DIMENSION_ID": 33090, "ID": 33110}, {"DIMENSION_ID": 33090, "ID": 33111}, {"DIMENSION_ID": 33090, "ID": 33112}, {"DIMENSION_ID": 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