Fantasy football team using FIFA14 stats

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  Cluele55 Member Posts: 3 Contributor I

  April 2014

  Hope I'm doing this right. So I've performed the following and have narrowed my database down to this. I generated a new attribute called total stats with was based on all the previous attributes and I've filtered them out. I want to cluster the remaining players by position (def, mid and for) and then choose the top (5,5,3) players of each cluster with two conditions.
  
  1. Total spend (price) <100million
  2. No more than 3 players from any one team
  
  I would really appreciate any help, even a guess as to my next move
  
  Cheers
  
  

  <?xml version="1.0" encoding="UTF-8"?>
  
  -<process version="6.0.002">
  
  
  -<context>
  
  <input/>
  
  <output/>
  
  <macros/>
  
  </context>
  
  
  -<operator name="Process" expanded="true" compatibility="6.0.002" class="process" activated="true">
  
  <parameter value="init" key="logverbosity"/>
  
  <parameter value="2001" key="random_seed"/>
  
  <parameter value="never" key="send_mail"/>
  
  <parameter value="" key="notification_email"/>
  
  <parameter value="30" key="process_duration_for_mail"/>
  
  <parameter value="SYSTEM" key="encoding"/>
  
  
  -<process expanded="true">
  
  
  -<operator name="Retrieve FantasyFooter" expanded="true" compatibility="6.0.002" class="retrieve" activated="true" y="30" x="45" width="90" height="60">
  
  <parameter value="//Local Repository/FantasyFooter" key="repository_entry"/>
  
  
  -<operator name="Filter Examples (2)" expanded="true" compatibility="6.0.002" class="filter_examples" activated="true" y="120" x="45" width="90" height="76">
  
  <parameter value="" key="parameter_expression"/>
  
  <parameter value="custom_filters" key="condition_class"/>
  
  <parameter value="false" key="invert_filter"/>
  
  
  -<list key="filters_list">
  
  <parameter value="Fantasy Price.is_not_missing." key="filters_entry_key"/>
  
  <parameter value="APPEARANCEPercentage.gt.0\.5" key="filters_entry_key"/>
  
  <parameter value="APPEARANCEPercentage.is_not_missing." key="filters_entry_key"/>
  
  </list>
  
  <parameter value="true" key="filters_logic_and"/>
  
  </operator>
  
  
  -<operator name="Generate Attributes (2)" expanded="true" compatibility="6.0.002" class="generate_attributes" activated="true" y="210" x="45" width="90" height="76">
  
  
  -<list key="function_descriptions">
  
  <parameter value="DEFENDING+DRIBBLING+HEADING+PACE+PASSING+RATING+SHOOTING+SKILL+WEAKFOOT*APPEARANCEPercentage" key="Total Stats"/>
  
  </list>
  
  <parameter value="true" key="use_standard_constants"/>
  
  <parameter value="true" key="keep_all"/>
  
  </operator>
  
  
  -<operator name="Select Attributes" expanded="true" compatibility="6.0.002" class="select_attributes" activated="true" y="300" x="45" width="90" height="76">
  
  <parameter value="subset" key="attribute_filter_type"/>
  
  <parameter value="" key="attribute"/>
  
  <parameter value="Club|Fantasy Price|Total Stats|Name" key="attributes"/>
  
  <parameter value="false" key="use_except_expression"/>
  
  <parameter value="attribute_value" key="value_type"/>
  
  <parameter value="false" key="use_value_type_exception"/>
  
  <parameter value="time" key="except_value_type"/>
  
  <parameter value="attribute_block" key="block_type"/>
  
  <parameter value="false" key="use_block_type_exception"/>
  
  <parameter value="value_matrix_row_start" key="except_block_type"/>
  
  <parameter value="false" key="invert_selection"/>
  
  <parameter value="false" key="include_special_attributes"/>
  
  </operator>
  
  <connect to_port="example set input" to_op="Filter Examples (2)" from_port="output" from_op="Retrieve whosyodaddy"/>
  
  <connect to_port="example set input" to_op="Generate Attributes (2)" from_port="example set output" from_op="Filter Examples (2)"/>
  
  <connect to_port="example set input" to_op="Select Attributes" from_port="example set output" from_op="Generate Attributes (2)"/>
  
  <connect to_port="result 1" from_port="example set output" from_op="Select Attributes"/>
  
  <connect to_port="result 2" from_port="original" from_op="Select Attributes"/>
  
  <portSpacing spacing="0" port="source_input 1"/>
  
  <portSpacing spacing="0" port="sink_result 1"/>
  
  <portSpacing spacing="0" port="sink_result 2"/>
  
  <portSpacing spacing="0" port="sink_result 3"/>
  
  </process>
  
  </operator>
  
  </process>

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  Cluele55 Member Posts: 3 Contributor I

  April 2014

  Cheers boys and girls and nerds, managed to find a way to do it. Thanks for all the input. I've never know a forum for nerds to not have any nerds itching to show off the nerdiness.
  
  Good luck

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  JEdward RapidMiner Certified Analyst, RapidMiner Certified Expert, Member Posts: 578 Unicorn

  April 2014

  Just visited the forum again after a long period of absence. 
  
  Sounds like an interesting project, I'd love to hear updates on how it goes through the season. 
  A couple of things to note (depending on how your fantasy football team is played).  With the ones I have you can sub players in through the season / buy & sell & (the most important part) pick a captain each week for double points. 
  Picking the best team at the start of the season only helps for maybe 3 weeks at most, after which the real skill comes from managing the players in the first 11 and captain choices to remain with the highest points each time. 
  
  Is your model calculating this?  Things to note if it is not are: games due that week (and in the following weeks that month), players recent performance, injuries & recovery times, fluctuating fantasy price. 
  
  Hope that's of some help. 

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