Difference between revisions of "MAPREDUCE Elite"

Revision as of 00:14, 23 March 2018

Introducing the elite database

These questions will introduce the "elite" database, which contains data about the video game Elite Dangerous

There are two collections, commodities and systems.
Inside systems there are nested documents called stations.
A system has many stations, and a station has many trade listings.

Keys used in this database.

    commodities:
        _id, average_price, category, name
    systems:
        _id, allegiance, faction, government, name, population, primary_economy, security, state, stations, updated_at, x, y, z
    systems.stations: 
        allegiance, distance_to_star, economies, export_commodities,has_blackmarket, has_commodities, has_rearm, has_repair,
        has_shipyard, has_outfitting, faction, government, listings, max_landing_pad, name, state, type, updated_at
    systems.stations.listings: 
        buy_price, collected_at, demand, commodity, sell_price, supply, update_count

Read more about the structure here: Elite Document Structure

Questions

The commodities collection contains the name and average_price of each commodity.

There are 99 unique commodities and 15 categories.

Find the average price of each category, round to the nearest whole number.

db.commodities.mapReduce(
  function(){
    emit(1,1);
  },
  function(k,v){
    return Array.sum(v);
  },
  {out:{inline:1}}
)

db.commodities.mapReduce(function(){emit(this.category,this.average_price);},function(k,v){return Math.round(Array.sum(v)/v.length);},{out:{inline:1}})

Each system has an allegiance. There are three main factions: The Federation, The Empire, and The Alliance.

Non-populated systems without stations do not have an allegiance, and should be ignored.

Show the amount of systems following each type of allegiance.

db.systems.mapReduce(
  function(){
    emit(1,1);
  },
  function(k,v){
    return Array.sum(v);
  },
  {out:{inline:1}}
)

db.systems.mapReduce(function(){if (this.allegiance!=null){emit(this.allegiance,1);}},function(k,v){return Array.sum(v);},{out:{inline:1}})

What are the populations of the three main factions?

["Alliance","Federation","Empire"]

Some systems have no populations, make sure to exclude them using !isNaN().

db.systems.mapReduce(
  function(){
    emit(1,1);
  },
  function(k,v){
    return Array.sum(v);
  },
  {out:{inline:1}}
)

db.systems.mapReduce(function(){if (!isNaN(this.population) && this.allegiance!=null && this.allegiance!="Independent" && this.allegiance!="Anarchy"){emit(this.allegiance, this.population);}},function(k,v){return Array.sum(v);},{out:{inline:1}})

Harder Questions

How much Hydrogen Fuel is owned by each faction? Limit your query to the first 5000 stations.

The amount of stations in a system and the amount of listings to a station aren't fixed. query can be used to ensure that they exist.

db.systems.mapReduce(
  function(){
    emit(1,1);
  },
  function(k,v){
    return Array.sum(v);
  },
  {out:{inline:1}}
)

db.systems.mapReduce(function(){if(this.stations)for(let i=0;i<this.stations.length;i++){let t=this.stations[i];if(t.listings&&t.allegiance)for(let s=0;s<t.listings.length;s++){let n=t.listings[s];"Hydrogen Fuel"===n.commodity&&emit(t.allegiance,n.supply)}}},function(i,t){return Array.sum(t)},{out:{inline:1},limit:5e3});

A power_control_faction or Power is an individual or organisation who is in control of a system.

These powers have allegiance to a faction, but the systems they control do not nescessarily have the same allegiance that they do.

At the time of writing Zemina Torval is allied with the Empire and controls 47 systems.

    {   '_id': 'Zemina Torval',
        'value': {   'alliance': 0.0,
                     'anarchy': 0.0,
                     'empire': 39.0,
                     'federation': 3.0,
                     'independent': 5.0}}]

Show the allegiance of each of the power's systems

db.systems.mapReduce(
  function(){
    emit(1,1);
  },
  function(k,v){
    return Array.sum(v);
  },
  {
    query: {"power_control_faction": {"$exists": 1}},
    out: {inline: 1}
  }
)

db.systems.mapReduce(function(){switch(this.allegiance){case "Alliance":emit(this.power_control_faction,{Alliance:1,Anarchy:0,Empire:0,Federation:0,Independent:0});break;case "Anarchy":emit(this.power_control_faction,{Alliance:0,Anarchy:1,Empire:0,Federation:0,Independent:0});break;case "Empire":emit(this.power_control_faction,{Alliance:0,Anarchy:0,Empire:1,Federation:0,Independent:0});break;case "Federation":emit(this.power_control_faction,{Alliance:0,Anarchy:0,Empire:0,Federation:1,Independent:0});break;case "Independent":emit(this.power_control_faction,{Alliance:0,Anarchy:0,Empire:0,Federation:0,Independent:1});break;}},function(k,v){let a=v[0];for(let i=1;i<v.length;i++){let b=v[i];a.Alliance+=b.Alliance;a.Anarchy+=b.Anarchy;a.Empire+=b.Empire;a.Federation+=b.Federation;a.Independent+=b.Independent;}return a;},{out:{"inline":1},query:{"power_control_faction":{"$exists":1}}})

Our dataset doesn't contain the allegiance of a power:

Using the result from the previous question, guess the power's allegiance by the faction that the majority of their systems follow.

To achieve this, you'll need to use the finalize: function(k, v){} in the third argument to find the key with the largest value.

Zemina Torval: Empire

db.systems.mapReduce(
  function(){
    emit(1,1);
  },
  function(k,v){
    return Array.sum(v);
  },
  {
    finally: function(k, v){
      return v;
    },
    query: {"power_control_faction": {"$exists": 1}},
    out: {inline: 1}
  }
)

db.systems.mapReduce(function(){switch(this.allegiance){case "Alliance":emit(this.power_control_faction,{Alliance:1,Anarchy:0,Empire:0,Federation:0,Independent:0});break;case "Anarchy":emit(this.power_control_faction,{Alliance:0,Anarchy:1,Empire:0,Federation:0,Independent:0});break;case "Empire":emit(this.power_control_faction,{Alliance:0,Anarchy:0,Empire:1,Federation:0,Independent:0});break;case "Federation":emit(this.power_control_faction,{Alliance:0,Anarchy:0,Empire:0,Federation:1,Independent:0});break;case "Independent":emit(this.power_control_faction,{Alliance:0,Anarchy:0,Empire:0,Federation:0,Independent:1});break;}},function(k,v){let a=v[0]; for(let i=1;i<v.length;i++){let b=v[i];a.Alliance+=b.Alliance;a.Anarchy+=b.Anarchy;a.Empire+=b.Empire;a.Federation+=b.Federation;a.Independent+=b.Independent;}return a;},{finalize:function(k,v){return Object.keys(v).reduce((a,b)=>v[a]>v[b]?a:b);},out:{"inline":1},query:{"power_control_faction":{"$exists":1}}})

@@ Line 67: / Line 67: @@
 </div>
 ==Harder Questions==
-<div class="q" data-lang="mongo" data-switches='elite'>How much Hydrogen Fuel is owned by stations in systems. Limit your query to the first 5000 stations.
+<div class="q" data-lang="mongo" data-switches='elite'>How much Hydrogen Fuel is owned by each faction?  Limit your query to the first 5000 stations.
 <div class="hint" title="hint">
-The amount of stations <b>and</b> the amount of listings aren't fixed, you'll need to <code>query</code> to ensure that they exist and find a way of iterating through them in your <code>map</code> stage.
+The amount of stations in a system <b>and</b> the amount of listings to a station aren't fixed. <code>query</code> can be used to ensure that they exist.
 </div>
 <pre class="def">
@@ Line 85: / Line 85: @@
 </div>
 <div class="q" data-lang="mongo" data-switches='elite'>A <code>power_control_faction</code> or <b>Power</b> is an individual or organisation who is in control of a system.<br/>
-These powers have allegiances, but the systems they control do not nescessarily have the same allegiance as they do.
+These powers have allegiance to a faction, but the systems they control do not nescessarily have the same allegiance that they do.
 <div class="hint" title="Example"> At the time of writing <b>Zemina Torval</b> is allied with the <b>Empire</b> and controls <b>47</b> systems.<br/>
 <pre>