Notesclub

created by hec & contributors

terms privacy

Hierarchical Models with eXMC

notebooks/02_hierarchical_model.livemd

Igor O'sten

@borodark

eXMC

Share to X

Share to Bluesky

More notebooks

Hierarchical Models with eXMC

Section


# CPU only — no GPU required
System.put_env("EXLA_CPU_ONLY", "true")
System.put_env("CUDA_VISIBLE_DEVICES", "")
Mix.install([
  {:exmc, path: Path.expand("../", __DIR__)},
  {:exla, "~> 0.10"},
  {:kino_vega_lite, "~> 0.1"}
])
Application.put_env(:exla, :clients, host: [platform: :host])
Application.put_env(:exla, :default_client, :host)
Nx.default_backend(Nx.BinaryBackend)
Nx.Defn.default_options(compiler: EXLA, client: :host)

:ok

Why This Matters

You have eight schools. Each ran the same program. Each measured an effect. School A saw +28 points. School G saw -1. Do you report each school’s number individually? Average them? Neither is right.

Reporting individually ignores that the schools are similar — they ran the same program. Averaging ignores that the schools are different — they have different students, teachers, and contexts. You need both: a model that learns from each school while borrowing strength from all of them.

That’s a hierarchical model. Partial pooling. The small school with 15 students borrows information from the large school with 500. The result is better than either the individual estimate or the grand mean — for every school. This is not a statistical trick. It is Bayes’ theorem applied to structured data, and it is the single most useful model in applied statistics.

Building a Hierarchical Model

Hierarchical models have parameters that depend on other parameters. eXMC uses string references to express these dependencies.

alias Exmc.{Builder, Sampler}

ir = Builder.new_ir()

# Hyperpriors
ir = Builder.rv(ir, "mu_group", Exmc.Dist.Normal, %{mu: Nx.tensor(0.0), sigma: Nx.tensor(10.0)})
ir = Builder.rv(ir, "sigma_group", Exmc.Dist.HalfNormal, %{sigma: Nx.tensor(5.0)}, transform: :log)

# Group-level parameter depends on hyperpriors via string refs
ir = Builder.rv(ir, "alpha", Exmc.Dist.Normal, %{mu: "mu_group", sigma: "sigma_group"})

# Observation
data = Nx.tensor([4.1, 3.8, 4.5, 4.2, 3.9])
ir = Builder.rv(ir, "y", Exmc.Dist.Normal, %{mu: "alpha", sigma: Nx.tensor(0.5)})
ir = Builder.obs(ir, "y_obs", "y", data)

ir

%Exmc.IR{
  nodes: %{
    "alpha" => %Exmc.Node{
      id: "alpha",
      op: {:rv, Exmc.Dist.Normal, %{mu: "mu_group", sigma: "sigma_group"}},
      deps: ["mu_group", "sigma_group"],
      shape: nil,
      dtype: nil
    },
    "mu_group" => %Exmc.Node{
      id: "mu_group",
      op: {:rv, Exmc.Dist.Normal,
       %{
         mu: #Nx.Tensor<
           f32
           EXLA.Backend
           0.0
         >,
         sigma: #Nx.Tensor<
           f32
           EXLA.Backend
           10.0
         >
       }},
      deps: [],
      shape: nil,
      dtype: nil
    },
    "sigma_group" => %Exmc.Node{
      id: "sigma_group",
      op: {:rv, Exmc.Dist.HalfNormal,
       %{
         sigma: #Nx.Tensor<
           f32
           EXLA.Backend
           5.0
         >
       }, :log},
      deps: [],
      shape: nil,
      dtype: nil
    },
    "y" => %Exmc.Node{
      id: "y",
      op: {:rv, Exmc.Dist.Normal,
       %{
         mu: "alpha",
         sigma: #Nx.Tensor<
           f32
           EXLA.Backend
           0.5
         >
       }},
      deps: ["alpha"],
      shape: nil,
      dtype: nil
    },
    "y_obs" => %Exmc.Node{
      id: "y_obs",
      op: {:obs, "y",
       #Nx.Tensor<
         f32[5]
         EXLA.Backend
         [4.099999904632568, 3.799999952316284, 4.5, 4.199999809265137, 3.9000000953674316]
       >, %{reduce: :sum}},
      deps: ["y"],
      shape: nil,
      dtype: nil
    }
  },
  outputs: [],
  ncp_info: %{},
  data: nil
}

NCP Rewrite

eXMC automatically applies Non-Centered Parameterization (NCP) to hierarchical models. This improves sampling efficiency by reparameterizing alpha ~ Normal(mu, sigma) as alpha_raw ~ Normal(0, 1) with alpha = mu + sigma * alpha_raw.

{trace, stats} =
  Sampler.sample(ir, %{"mu_group" => 4.0, "sigma_group" => 1.0, "alpha" => 4.0},
    num_samples: 500,
    seed: 42,
    num_warmup: 300
  )

IO.inspect(Map.keys(trace), label: "Variables sampled")

Variables sampled: ["alpha", "mu_group", "sigma_group"]

["alpha", "mu_group", "sigma_group"]

Posterior Summary

summary = Exmc.Diagnostics.summary(trace)

for {name, s} <- Enum.sort(summary) do
  IO.puts("#{name}: mean=#{Float.round(s.mean, 3)} std=#{Float.round(s.std, 3)}")
end

alpha: mean=4.094 std=0.212
mu_group: mean=-0.91 std=7.569
sigma_group: mean=6.25 std=3.53

[:ok, :ok, :ok]

Trace Plots

alias VegaLite, as: Vl

for name <- ["mu_group", "sigma_group", "alpha"] do
  samples = Nx.to_flat_list(trace[name]) |> Enum.filter(&amp;is_number/1)
  data = Enum.with_index(samples, fn val, i -> %{"iteration" => i, "value" => val} end)

  Vl.new(width: 600, height: 150, title: "Trace: #{name}")
  |> Vl.data_from_values(data)
  |> Vl.mark(:line, opacity: 0.7)
  |> Vl.encode_field(:x, "iteration", type: :quantitative)
  |> Vl.encode_field(:y, "value", type: :quantitative)
  |> Kino.render()
end

{"$schema":"https://vega.github.io/schema/vega-lite/v5.json","data":{"values":[{"iteration":0,"value":4.389085364201829},{"iteration":1,"value":5.18962622383309},{"iteration":2,"value":4.742368948791698},{"iteration":3,"value":4.486002117674344},{"iteration":4,"value":5.775777094208934},{"iteration":5,"value":11.877291174166814},{"iteration":6,"value":10.74378779919586},{"iteration":7,"value":5.768812686819946},{"iteration":8,"value":7.402749757644232},{"iteration":9,"value":5.334649646894704},{"iteration":10,"value":5.2914814066777724},{"iteration":11,"value":4.113245329965425},{"iteration":12,"value":4.6049000874101935},{"iteration":13,"value":5.993945943021947},{"iteration":14,"value":5.7166069160725765},{"iteration":15,"value":5.69552899367171},{"iteration":16,"value":4.729168557571085},{"iteration":17,"value":4.046357273523718},{"iteration":18,"value":3.964314310893124},{"iteration":19,"value":5.072851970347286},{"iteration":20,"value":3.0314724527501684},{"iteration":21,"value":5.370160624649027},{"iteration":22,"value":5.917689448508531},{"iteration":23,"value":5.510766868348226},{"iteration":24,"value":6.696681514297431},{"iteration":25,"value":3.7597905482795158},{"iteration":26,"value":-2.651127099419378},{"iteration":27,"value":11.902656178441616},{"iteration":28,"value":-5.355346944933761},{"iteration":29,"value":-7.468986301152032},{"iteration":30,"value":-5.280617843961671},{"iteration":31,"value":-6.101785362277705},{"iteration":32,"value":-3.5659103582471805},{"iteration":33,"value":9.61001887230875},{"iteration":34,"value":3.4771462821275785},{"iteration":35,"value":4.040750936192226},{"iteration":36,"value":4.831838821228722},{"iteration":37,"value":6.846786250411568},{"iteration":38,"value":7.5996045344092655},{"iteration":39,"value":8.448508484151413},{"iteration":40,"value":3.807022785511161},{"iteration":41,"value":3.940162798343841},{"iteration":42,"value":4.269646129392576},{"iteration":43,"value":8.37617358804866},{"iteration":44,"value":7.364063732523013},{"iteration":45,"value":9.217354673387835},{"iteration":46,"value":10.248834808913681},{"iteration":47,"value":5.839342174240616},{"iteration":48,"value":5.74875011086552},{"iteration":49,"value":-0.10007662882800825},{"iteration":50,"value":5.224897787816434},{"iteration":51,"value":2.205793506633071},{"iteration":52,"value":2.584884688067682},{"iteration":53,"value":2.0526151786546762},{"iteration":54,"value":1.6514224587707678},{"iteration":55,"value":0.2534005782723224},{"iteration":56,"value":-2.851512802043195},{"iteration":57,"value":-4.417609813810115},{"iteration":58,"value":-5.729742636100282},{"iteration":59,"value":-5.136427738958397},{"iteration":60,"value":6.69231661190462},{"iteration":61,"value":2.4217815453458345},{"iteration":62,"value":2.5233903538016005},{"iteration":63,"value":-2.395589726399233},{"iteration":64,"value":-2.395589726399233},{"iteration":65,"value":-2.460413060752672},{"iteration":66,"value":2.650566047418282},{"iteration":67,"value":2.640302819416693},{"iteration":68,"value":4.556726853847506},{"iteration":69,"value":3.9958972680172953},{"iteration":70,"value":3.8248709798200378},{"iteration":71,"value":4.466147090438608},{"iteration":72,"value":3.5181049426519384},{"iteration":73,"value":4.201177216126811},{"iteration":74,"value":4.314240832189132},{"iteration":75,"value":5.045325727938411},{"iteration":76,"value":3.5868004679332373},{"iteration":77,"value":5.911897657038571},{"iteration":78,"value":5.6754435295572225},{"iteration":79,"value":1.267332906812104},{"iteration":80,"value":-1.2364874720133507},{"iteration":81,"value":-0.8307667839338787},{"iteration":82,"value":4.680727912320277},{"iteration":83,"value":0.9619325308060063},{"iteration":84,"value":0.8860021997135736},{"iteration":85,"value":-6.734185948448066},{"iteration":86,"value":2.030789046634221},{"iteration":87,"value":7.017527938212934},{"iteration":88,"value":4.645388513808166},{"iteration":89,"value":0.6494430392968619},{"iteration":90,"value":6.759036331805951},{"iteration":91,"value":7.4563581543122},{"iteration":92,"value":7.462808918705332},{"iteration":93,"value":0.8751112339904333},{"iteration":94,"value":1.135823631942919},{"iteration":95,"value":-3.9057258316711367},{"iteration":96,"value":15.662628050326434},{"iteration":97,"value":15.846347591556517},{"iteration":98,"value":15.947615825439152},{"iteration":99,"value":15.857219780720472},{"iteration":100,"value":16.36882326404706},{"iteration":101,"value":16.36882326404706},{"iteration":102,"value":16.36882326404706},{"iteration":103,"value":16.538509560896173},{"iteration":104,"value":16.609459839158802},{"iteration":105,"value":16.077511899544156},{"iteration":106,"value":15.315570036730243},{"iteration":107,"value":15.986456561074672},{"iteration":108,"value":14.729764888676689},{"iteration":109,"value":14.777190087570723},{"iteration":110,"value":14.887368694740331},{"iteration":111,"value":15.997951570098813},{"iteration":112,"value":15.865297548536546},{"iteration":113,"value":15.964825346916276},{"iteration":114,"value":15.863235359770671},{"iteration":115,"value":15.863235359770671},{"iteration":116,"value":9.306494216344477},{"iteration":117,"value":11.777047438212064},{"iteration":118,"value":13.958356665950852},{"iteration":119,"value":11.921172928144449},{"iteration":120,"value":12.103327963387118},{"iteration":121,"value":7.662405927890886},{"iteration":122,"value":7.704263292187816},{"iteration":123,"value":5.91599895333176},{"iteration":124,"value":0.23594894068395156},{"iteration":125,"value":0.9452816869808512},{"iteration":126,"value":-0.9185192432213417},{"iteration":127,"value":3.9763277530125714},{"iteration":128,"value":3.689339974095402},{"iteration":129,"value":0.3444364032833084},{"iteration":130,"value":5.433285398490536},{"iteration":131,"value":1.3137956301322107},{"iteration":132,"value":3.469038964306323},{"iteration":133,"value":5.666401013153589},{"iteration":134,"value":0.4784222440334248},{"iteration":135,"value":0.12762781043647273},{"iteration":136,"value":0.12729746961901786},{"iteration":137,"value":-0.20999685933243495},{"iteration":138,"value":5.285996074222365},{"iteration":139,"value":6.315046833376588},{"iteration":140,"value":6.342804269478964},{"iteration":141,"value":2.926272102440688},{"iteration":142,"value":6.163519686074597},{"iteration":143,"value":9.559777111765815},{"iteration":144,"value":7.2664832974186435},{"iteration":145,"value":7.570604373075837},{"iteration":146,"value":4.72398257367037},{"iteration":147,"value":5.99395049680277},{"iteration":148,"value":5.436094922163363},{"iteration":149,"value":5.2250586230015115},{"iteration":150,"value":5.364527543090487},{"iteration":151,"value":5.224750600605045},{"iteration":152,"value":6.310141870890026},{"iteration":153,"value":5.47387584094452},{"iteration":154,"value":7.643610544658768},{"iteration":155,"value":1.4849334838170898},{"iteration":156,"value":3.5926277641737996},{"iteration":157,"value":3.792027050011291},{"iteration":158,"value":4.647903766560921},{"iteration":159,"value":4.604151019248039},{"iteration":160,"value":6.025614464569128},{"iteration":161,"value":3.2044523643903218},{"iteration":162,"value":3.122855998775643},{"iteration":163,"value":3.2606271369367783},{"iteration":164,"value":3.5202727312914335},{"iteration":165,"value":-0.27820869592912933},{"iteration":166,"value":12.207010636083588},{"iteration":167,"value":12.182750493455549},{"iteration":168,"value":10.31728585412767},{"iteration":169,"value":7.433047781771274},{"iteration":170,"value":4.398128145617495},{"iteration":171,"value":1.3689307739000185},{"iteration":172,"value":-0.4602066182221852},{"iteration":173,"value":0.8385403907843607},{"iteration":174,"value":5.060467670939002},{"iteration":175,"value":11.765834166093937},{"iteration":176,"value":-0.9984325549260488},{"iteration":177,"value":2.627678687694335},{"iteration":178,"value":0.10607513984852195},{"iteration":179,"value":5.334136858573922},{"iteration":180,"value":4.492803701911247},{"iteration":181,"value":4.636289781736903},{"iteration":182,"value":4.853972796430637},{"iteration":183,"value":8.149247835440182},{"iteration":184,"value":2.0539271196936477},{"iteration":185,"value":2.2201240645635174},{"iteration":186,"value":-0.8838505988924409},{"iteration":187,"value":0.5537833052383708},{"iteration":188,"value":-7.715348753384019},{"iteration":189,"value":-7.590571764837752},{"iteration":190,"value":-7.692396358851001},{"iteration":191,"value":-7.680436937949712},{"iteration":192,"value":-8.038538135314393},{"iteration":193,"value":-8.038538135314393},{"iteration":194,"value":-8.175109051491043},{"iteration":195,"value":-7.923481457742283},{"iteration":196,"value":-8.156730103463389},{"iteration":197,"value":-8.222876898548197},{"iteration":198,"value":-8.156450371694786},{"iteration":199,"value":-8.432438136135795},{"iteration":200,"value":-8.518507944264023},{"iteration":201,"value":-8.778832101320386},{"iteration":202,"value":-8.449171518156948},{"iteration":203,"value":-8.449171518156948},{"iteration":204,"value":-7.34172564120314},{"iteration":205,"value":-7.266804091784767},{"iteration":206,"value":-7.263685040140975},{"iteration":207,"value":-7.229749703837216},{"iteration":208,"value":-7.158909198564567},{"iteration":209,"value":-7.199028448304791},{"iteration":210,"value":4.171968748508999},{"iteration":211,"value":5.362533450366553},{"iteration":212,"value":3.4209836542888867},{"iteration":213,"value":4.644672725165163},{"iteration":214,"value":5.4217642188638795},{"iteration":215,"value":4.616145169924684},{"iteration":216,"value":4.973748280284107},{"iteration":217,"value":4.791536470469619},{"iteration":218,"value":4.776757151094627},{"iteration":219,"value":5.604967471567232},{"iteration":220,"value":7.338993808094886},{"iteration":221,"value":9.671446574333288},{"iteration":222,"value":9.175895763405787},{"iteration":223,"value":9.277786002769789},{"iteration":224,"value":10.768124829991347},{"iteration":225,"value":14.358917883457883},{"iteration":226,"value":7.719538144187741},{"iteration":227,"value":7.531215321248735},{"iteration":228,"value":6.438277167541575},{"iteration":229,"value":6.096745162114891},{"iteration":230,"value":4.376493929501488},{"iteration":231,"value":4.360524641795974},{"iteration":232,"value":-2.4500027540915212},{"iteration":233,"value":11.969794465747208},{"iteration":234,"value":8.712189001941756},{"iteration":235,"value":8.935158183278963},{"iteration":236,"value":9.029325151410049},{"iteration":237,"value":5.376388883377185},{"iteration":238,"value":5.499080082618749},{"iteration":239,"value":5.381413325751331},{"iteration":240,"value":8.295416303201801},{"iteration":241,"value":-5.287044882116352},{"iteration":242,"value":-7.662330817710896},{"iteration":243,"value":-8.554691565698413},{"iteration":244,"value":-8.554691565698413},{"iteration":245,"value":-8.409401217780234},{"iteration":246,"value":-8.823015204650748},{"iteration":247,"value":-8.771926644285562},{"iteration":248,"value":-9.150214511866663},{"iteration":249,"value":-9.201818607603398},{"iteration":250,"value":-9.042656518011304},{"iteration":251,"value":-9.073576259667258},{"iteration":252,"value":-9.073576259667258},{"iteration":253,"value":-9.05841309483799},{"iteration":254,"value":-9.228891497840124},{"iteration":255,"value":-9.363516102143338},{"iteration":256,"value":-9.363516102143338},{"iteration":257,"value":-9.63704834417322},{"iteration":258,"value":-9.499161631320439},{"iteration":259,"value":-9.499161631320439},{"iteration":260,"value":-9.499161631320439},{"iteration":261,"value":-9.383948329447634},{"iteration":262,"value":-9.383948329447634},{"iteration":263,"value":-9.550355784692623},{"iteration":264,"value":-9.436089602050556},{"iteration":265,"value":-9.370265270411357},{"iteration":266,"value":-9.208454967700556},{"iteration":267,"value":-9.474073519933961},{"iteration":268,"value":-9.565911954112321},{"iteration":269,"value":-9.642776701341745},{"iteration":270,"value":-9.642776701341745},{"iteration":271,"value":-9.642776701341745},{"iteration":272,"value":-9.642776701341745},{"iteration":273,"value":-9.642776701341745},{"iteration":274,"value":-9.642776701341745},{"iteration":275,"value":-9.642776701341745},{"iteration":276,"value":-9.521645773089109},{"iteration":277,"value":-9.521645773089109},{"iteration":278,"value":-9.711479704173978},{"iteration":279,"value":-9.478677230801118},{"iteration":280,"value":-9.216474575668917},{"iteration":281,"value":-8.92428726661197},{"iteration":282,"value":-9.018071478223602},{"iteration":283,"value":-9.018071478223602},{"iteration":284,"value":-8.823992319569713},{"iteration":285,"value":-8.87543750043939},{"iteration":286,"value":-8.877155273847343},{"iteration":287,"value":-8.877155273847343},{"iteration":288,"value":-8.877155273847343},{"iteration":289,"value":-8.877155273847343},{"iteration":290,"value":-8.877155273847343},{"iteration":291,"value":-8.877155273847343},{"iteration":292,"value":-9.183463857187416},{"iteration":293,"value":-9.183463857187416},{"iteration":294,"value":-9.302519868067366},{"iteration":295,"value":-9.302519868067366},{"iteration":296,"value":-9.60917222439082},{"iteration":297,"value":-9.60917222439082},{"iteration":298,"value":-9.575976275966086},{"iteration":299,"value":-10.049911830010219},{"iteration":300,"value":-10.049911830010219},{"iteration":301,"value":-9.801273755985612},{"iteration":302,"value":-9.961477617421414},{"iteration":303,"value":-9.961477617421414},{"iteration":304,"value":-9.961477617421414},{"iteration":305,"value":-9.961477617421414},{"iteration":306,"value":-9.961477617421414},{"iteration":307,"value":-9.961477617421414},{"iteration":308,"value":-9.656650597159203},{"iteration":309,"value":-9.531063033152607},{"iteration":310,"value":-9.53206387366522},{"iteration":311,"value":-9.6891793009625},{"iteration":312,"value":-9.499145589484073},{"iteration":313,"value":-9.499145589484073},{"iteration":314,"value":-9.499145589484073},{"iteration":315,"value":-9.499145589484073},{"iteration":316,"value":-9.467113215119094},{"iteration":317,"value":-9.339158104105868},{"iteration":318,"value":-9.951610785517694},{"iteration":319,"value":-9.951610785517694},{"iteration":320,"value":-9.951610785517694},{"iteration":321,"value":-9.793283027406671},{"iteration":322,"value":-9.793283027406671},{"iteration":323,"value":-9.205103908531537},{"iteration":324,"value":-9.205103908531537},{"iteration":325,"value":-9.404445035994309},{"iteration":326,"value":-9.556586178196545},{"iteration":327,"value":-9.556586178196545},{"iteration":328,"value":-9.36093061306303},{"iteration":329,"value":-9.45403954576652},{"iteration":330,"value":-9.45403954576652},{"iteration":331,"value":-9.45403954576652},{"iteration":332,"value":-9.45403954576652},{"iteration":333,"value":-9.45403954576652},{"iteration":334,"value":-9.441907094380385},{"iteration":335,"value":-9.441907094380385},{"iteration":336,"value":-9.441907094380385},{"iteration":337,"value":-9.282620585350134},{"iteration":338,"value":-9.282620585350134},{"iteration":339,"value":-9.382921447432034},{"iteration":340,"value":-9.382921447432034},{"iteration":341,"value":-9.382921447432034},{"iteration":342,"value":-9.319334198682842},{"iteration":343,"value":-9.30455358958501},{"iteration":344,"value":-9.240945815962476},{"iteration":345,"value":-9.313596099859325},{"iteration":346,"value":-9.027743907138634},{"iteration":347,"value":-9.318158697051773},{"iteration":348,"value":-9.318158697051773},{"iteration":349,"value":-9.318158697051773},{"iteration":350,"value":-9.416257276453749},{"iteration":351,"value":-9.298488301073052},{"iteration":352,"value":-9.298488301073052},{"iteration":353,"value":-9.252706271137905},{"iteration":354,"value":-9.23338231845096},{"iteration":355,"value":-9.23338231845096},{"iteration":356,"value":-9.273802630185974},{"iteration":357,"value":-9.183004885913002},{"iteration":358,"value":-8.982439836731512},{"iteration":359,"value":-9.14978383353111},{"iteration":360,"value":-9.14978383353111},{"iteration":361,"value":-9.14978383353111},{"iteration":362,"value":-9.196161082098042},{"iteration":363,"value":-8.868360562124415},{"iteration":364,"value":-8.868360562124415},{"iteration":365,"value":-8.868360562124415},{"iteration":366,"value":-8.868360562124415},{"iteration":367,"value":-8.868360562124415},{"iteration":368,"value":-8.761232676301194},{"iteration":369,"value":-9.031204179829396},{"iteration":370,"value":-9.031204179829396},{"iteration":371,"value":-9.253834283219478},{"iteration":372,"value":-9.253834283219478},{"iteration":373,"value":-9.134359162883223},{"iteration":374,"value":-9.134359162883223},{"iteration":375,"value":-9.134359162883223},{"iteration":376,"value":-9.250023167682384},{"iteration":377,"value":-9.041295397178184},{"iteration":378,"value":-9.041295397178184},{"iteration":379,"value":-9.041295397178184},{"iteration":380,"value":-9.1270264176384},{"iteration":381,"value":-9.1270264176384},{"iteration":382,"value":-9.139454722775342},{"iteration":383,"value":-9.139454722775342},{"iteration":384,"value":-9.139454722775342},{"iteration":385,"value":-8.922477155641822},{"iteration":386,"value":-8.922477155641822},{"iteration":387,"value":-8.922477155641822},{"iteration":388,"value":-8.922477155641822},{"iteration":389,"value":-8.922477155641822},{"iteration":390,"value":-8.922477155641822},{"iteration":391,"value":-8.841555166867865},{"iteration":392,"value":-8.841555166867865},{"iteration":393,"value":-8.817028108757034},{"iteration":394,"value":-8.42446990290683},{"iteration":395,"value":-8.58970473688336},{"iteration":396,"value":-8.58970473688336},{"iteration":397,"value":-8.553298897688075},{"iteration":398,"value":-8.553298897688075},{"iteration":399,"value":-8.553298897688075},{"iteration":400,"value":-8.553298897688075},{"iteration":401,"value":-8.523270461211204},{"iteration":402,"value":-8.51124578659193},{"iteration":403,"value":-8.51124578659193},{"iteration":404,"value":-8.51124578659193},{"iteration":405,"value":-8.300905365636867},{"iteration":406,"value":-8.300905365636867},{"iteration":407,"value":-7.692285797919036},{"iteration":408,"value":-7.438360815358918},{"iteration":409,"value":-7.438360815358918},{"iteration":410,"value":-7.438360815358918},{"iteration":411,"value":-7.665732371921961},{"iteration":412,"value":-7.665732371921961},{"iteration":413,"value":-7.290301690357359},{"iteration":414,"value":-7.129530022268575},{"iteration":415,"value":-0.6073674499569811},{"iteration":416,"value":2.7391546529581654},{"iteration":417,"value":2.482094596273069},{"iteration":418,"value":3.4963090292652317},{"iteration":419,"value":3.6488477438554154},{"iteration":420,"value":4.191746285251658},{"iteration":421,"value":1.9237526187167082},{"iteration":422,"value":6.616786263913824},{"iteration":423,"value":4.215112336420586},{"iteration":424,"value":3.287632494630445},{"iteration":425,"value":4.169260986635792},{"iteration":426,"value":3.9787234981065196},{"iteration":427,"value":6.30201637304966},{"iteration":428,"value":7.841188330093349},{"iteration":429,"value":8.192336544554074},{"iteration":430,"value":8.611518603215695},{"iteration":431,"value":8.49251362267239},{"iteration":432,"value":8.98520778830575},{"iteration":433,"value":2.400486809329716},{"iteration":434,"value":1.1623939955234635},{"iteration":435,"value":6.785936851778179},{"iteration":436,"value":3.734380426321042},{"iteration":437,"value":4.193599396321061},{"iteration":438,"value":4.388674350717734},{"iteration":439,"value":5.697313875749877},{"iteration":440,"value":1.5991971973094132},{"iteration":441,"value":9.086191851810005},{"iteration":442,"value":1.3330927260378505},{"iteration":443,"value":2.7715908754129694},{"iteration":444,"value":2.638316287905619},{"iteration":445,"value":2.700587504680159},{"iteration":446,"value":3.2999399625415737},{"iteration":447,"value":5.668866124766198},{"iteration":448,"value":2.723696271908425},{"iteration":449,"value":2.4796649690719876},{"iteration":450,"value":2.371302921095726},{"iteration":451,"value":1.9879041829840003},{"iteration":452,"value":2.4227374561461352},{"iteration":453,"value":0.9986853815952175},{"iteration":454,"value":-0.5140402452760795},{"iteration":455,"value":-1.2868798575974971},{"iteration":456,"value":-1.534909799474823},{"iteration":457,"value":-1.7354843592689289},{"iteration":458,"value":-1.7354843592689289},{"iteration":459,"value":-1.6047709707559383},{"iteration":460,"value":-1.6608857157235621},{"iteration":461,"value":-1.545970883677676},{"iteration":462,"value":-1.7576285332526782},{"iteration":463,"value":-1.8216011255198568},{"iteration":464,"value":-1.8216011255198568},{"iteration":465,"value":-1.7025157820087178},{"iteration":466,"value":-1.7025157820087178},{"iteration":467,"value":-1.7025157820087178},{"iteration":468,"value":-2.0248839514073693},{"iteration":469,"value":-2.0248839514073693},{"iteration":470,"value":-2.0248839514073693},{"iteration":471,"value":-2.140056405110067},{"iteration":472,"value":-2.382847693143449},{"iteration":473,"value":-2.382847693143449},{"iteration":474,"value":-2.382847693143449},{"iteration":475,"value":-1.9737141208686535},{"iteration":476,"value":-1.9737141208686535},{"iteration":477,"value":-1.9737141208686535},{"iteration":478,"value":-1.9737141208686535},{"iteration":479,"value":-1.8596210872396322},{"iteration":480,"value":-1.9650392166161803},{"iteration":481,"value":-0.7409644256519751},{"iteration":482,"value":1.6096277209416716},{"iteration":483,"value":0.6142833085544286},{"iteration":484,"value":-1.0929665939305344},{"iteration":485,"value":1.3192151361616218},{"iteration":486,"value":0.8724691350271524},{"iteration":487,"value":0.6417103947862902},{"iteration":488,"value":-2.4287102176324735},{"iteration":489,"value":-2.5430560547499814},{"iteration":490,"value":-4.875118941048224},{"iteration":491,"value":4.133397988101448},{"iteration":492,"value":4.085645999646918},{"iteration":493,"value":4.1429756554041015},{"iteration":494,"value":3.7062922180400073},{"iteration":495,"value":-3.7842858589310437},{"iteration":496,"value":-2.518223555060511},{"iteration":497,"value":1.0762715773640934},{"iteration":498,"value":3.9897880979760236},{"iteration":499,"value":3.6463558599337045}]},"encoding":{"x":{"field":"iteration","type":"quantitative"},"y":{"field":"value","type":"quantitative"}},"height":150,"mark":{"opacity":0.7,"type":"line"},"title":"Trace: mu_group","width":600}

{"$schema":"https://vega.github.io/schema/vega-lite/v5.json","data":{"values":[{"iteration":0,"value":1.3336936276808242},{"iteration":1,"value":3.67917777233672},{"iteration":2,"value":5.570244615133209},{"iteration":3,"value":4.069000258495106},{"iteration":4,"value":3.046082684064537},{"iteration":5,"value":5.699062599952366},{"iteration":6,"value":6.788817440158633},{"iteration":7,"value":6.343542325837151},{"iteration":8,"value":5.229706626630684},{"iteration":9,"value":3.5455197649331094},{"iteration":10,"value":3.0330909236807173},{"iteration":11,"value":1.5026802680269753},{"iteration":12,"value":1.4971162570086425},{"iteration":13,"value":1.192317569535631},{"iteration":14,"value":1.202150961867152},{"iteration":15,"value":1.2350116374931173},{"iteration":16,"value":5.33426539614594},{"iteration":17,"value":9.772016757456683},{"iteration":18,"value":9.700731141577334},{"iteration":19,"value":5.441204366092204},{"iteration":20,"value":2.1172668502903718},{"iteration":21,"value":3.5242948811804404},{"iteration":22,"value":5.579219255051925},{"iteration":23,"value":5.669708053354979},{"iteration":24,"value":3.2452832093234654},{"iteration":25,"value":1.4900432620947845},{"iteration":26,"value":3.4064187806500943},{"iteration":27,"value":5.269640754919451},{"iteration":28,"value":5.097266290524363},{"iteration":29,"value":4.811262369968862},{"iteration":30,"value":3.7885129962026},{"iteration":31,"value":4.266130915679616},{"iteration":32,"value":4.7281128093241795},{"iteration":33,"value":3.096156038040226},{"iteration":34,"value":0.21081055811879099},{"iteration":35,"value":11.889942029392227},{"iteration":36,"value":7.583938916536638},{"iteration":37,"value":2.0798592966554064},{"iteration":38,"value":8.669345220447072},{"iteration":39,"value":4.346034539710611},{"iteration":40,"value":0.4639624335643607},{"iteration":41,"value":1.065263772274159},{"iteration":42,"value":1.080662874297658},{"iteration":43,"value":1.9940674978859716},{"iteration":44,"value":1.4709616189048302},{"iteration":45,"value":7.752745816112513},{"iteration":46,"value":9.085049942088634},{"iteration":47,"value":2.9338927579509186},{"iteration":48,"value":2.9212307631862298},{"iteration":49,"value":6.863416451243677},{"iteration":50,"value":3.519263430184355},{"iteration":51,"value":3.1843402735517823},{"iteration":52,"value":3.1216473569152505},{"iteration":53,"value":3.041268412789783},{"iteration":54,"value":3.210599068684437},{"iteration":55,"value":13.456335034489042},{"iteration":56,"value":5.730696943839881},{"iteration":57,"value":6.775884056640868},{"iteration":58,"value":8.742409788279524},{"iteration":59,"value":9.497908166447624},{"iteration":60,"value":3.361345405025564},{"iteration":61,"value":1.2258818348212577},{"iteration":62,"value":0.9681639491958435},{"iteration":63,"value":5.3320120603672105},{"iteration":64,"value":5.3320120603672105},{"iteration":65,"value":5.342446009096911},{"iteration":66,"value":1.4165910699066453},{"iteration":67,"value":1.282808561217366},{"iteration":68,"value":0.32633411911468035},{"iteration":69,"value":0.0939938115733492},{"iteration":70,"value":0.09494690665539435},{"iteration":71,"value":0.08623489793031602},{"iteration":72,"value":0.06596294942057407},{"iteration":73,"value":0.1966866848733116},{"iteration":74,"value":0.15727812580691677},{"iteration":75,"value":0.5994695589201563},{"iteration":76,"value":1.2508408834729237},{"iteration":77,"value":9.06484367878647},{"iteration":78,"value":9.081093238585138},{"iteration":79,"value":6.831418801060166},{"iteration":80,"value":4.169427721001475},{"iteration":81,"value":3.5652705615177127},{"iteration":82,"value":1.3488242238327335},{"iteration":83,"value":2.4932638233827467},{"iteration":84,"value":2.470860540232202},{"iteration":85,"value":4.858099591937045},{"iteration":86,"value":4.643215603333097},{"iteration":87,"value":3.8281063285845742},{"iteration":88,"value":6.597157072591472},{"iteration":89,"value":2.94313842674505},{"iteration":90,"value":5.063102262901553},{"iteration":91,"value":5.68062071975018},{"iteration":92,"value":5.632154778540924},{"iteration":93,"value":1.4202516714349922},{"iteration":94,"value":1.450702720247485},{"iteration":95,"value":3.109984019329601},{"iteration":96,"value":5.925947634522302},{"iteration":97,"value":5.6128694187768735},{"iteration":98,"value":5.609923906080691},{"iteration":99,"value":5.723255451949962},{"iteration":100,"value":6.222522777715258},{"iteration":101,"value":6.222522777715258},{"iteration":102,"value":6.222522777715258},{"iteration":103,"value":6.155345875941533},{"iteration":104,"value":6.290470219358637},{"iteration":105,"value":6.193801968246791},{"iteration":106,"value":5.4911885081160685},{"iteration":107,"value":5.668637005782712},{"iteration":108,"value":5.1240244748297625},{"iteration":109,"value":5.857367935111835},{"iteration":110,"value":5.71955430822298},{"iteration":111,"value":6.897545847620215},{"iteration":112,"value":6.819124440805185},{"iteration":113,"value":6.773111669276715},{"iteration":114,"value":6.546147003760922},{"iteration":115,"value":6.546147003760922},{"iteration":116,"value":2.510154583884105},{"iteration":117,"value":3.1319322983904643},{"iteration":118,"value":4.306804983807746},{"iteration":119,"value":7.078923653147872},{"iteration":120,"value":8.511692987895051},{"iteration":121,"value":5.811134288540334},{"iteration":122,"value":5.8005794078317265},{"iteration":123,"value":8.12326530183137},{"iteration":124,"value":2.866525392124792},{"iteration":125,"value":2.9719265191321287},{"iteration":126,"value":9.88855978909037},{"iteration":127,"value":2.2736828128303994},{"iteration":128,"value":2.0239701181509906},{"iteration":129,"value":6.985193038568118},{"iteration":130,"value":2.118587770261109},{"iteration":131,"value":1.6437457954264694},{"iteration":132,"value":0.5748731131906073},{"iteration":133,"value":2.840582442234128},{"iteration":134,"value":3.9996121063892627},{"iteration":135,"value":3.647720449034144},{"iteration":136,"value":4.035934482624226},{"iteration":137,"value":8.303443147099808},{"iteration":138,"value":2.1334811392950037},{"iteration":139,"value":5.371834892244435},{"iteration":140,"value":4.559260141229459},{"iteration":141,"value":2.4984074138053494},{"iteration":142,"value":5.800002859826753},{"iteration":143,"value":3.2963387025290194},{"iteration":144,"value":2.205715932720518},{"iteration":145,"value":2.1840289005136975},{"iteration":146,"value":6.304735281867389},{"iteration":147,"value":5.9327381264616585},{"iteration":148,"value":7.535758506577427},{"iteration":149,"value":7.92829562973149},{"iteration":150,"value":7.16436407948253},{"iteration":151,"value":7.598956647246736},{"iteration":152,"value":8.26123076407636},{"iteration":153,"value":9.001284525693766},{"iteration":154,"value":6.680842251810028},{"iteration":155,"value":2.7307165370085587},{"iteration":156,"value":2.647301873917652},{"iteration":157,"value":2.756145947629178},{"iteration":158,"value":1.2976207993560165},{"iteration":159,"value":1.2506011977675633},{"iteration":160,"value":2.5855981348611525},{"iteration":161,"value":0.4399914549037042},{"iteration":162,"value":0.447676115208891},{"iteration":163,"value":0.47141712200687946},{"iteration":164,"value":0.47487412802874984},{"iteration":165,"value":4.150289017687731},{"iteration":166,"value":7.002068873490795},{"iteration":167,"value":6.698988397494242},{"iteration":168,"value":6.138365934507076},{"iteration":169,"value":4.317034921109705},{"iteration":170,"value":2.9448153037903597},{"iteration":171,"value":5.672259274497185},{"iteration":172,"value":5.713167592983635},{"iteration":173,"value":5.380145148742383},{"iteration":174,"value":1.295973063426283},{"iteration":175,"value":6.508524056944293},{"iteration":176,"value":2.1210603929949667},{"iteration":177,"value":1.8306600511626498},{"iteration":178,"value":4.9014625500890014},{"iteration":179,"value":2.3272798771405894},{"iteration":180,"value":2.0651103127188604},{"iteration":181,"value":2.3474219060273898},{"iteration":182,"value":3.0366370936172404},{"iteration":183,"value":7.67051083880337},{"iteration":184,"value":1.384227181831461},{"iteration":185,"value":1.373555362079146},{"iteration":186,"value":2.779128937677129},{"iteration":187,"value":2.975550311551325},{"iteration":188,"value":8.039741846201945},{"iteration":189,"value":7.686552936438944},{"iteration":190,"value":7.507142083069517},{"iteration":191,"value":8.08726780824591},{"iteration":192,"value":8.914503819796051},{"iteration":193,"value":8.914503819796051},{"iteration":194,"value":8.495375031927974},{"iteration":195,"value":8.844395695180056},{"iteration":196,"value":8.964273022342677},{"iteration":197,"value":9.191204844320431},{"iteration":198,"value":9.10330548412109},{"iteration":199,"value":9.355125594522104},{"iteration":200,"value":9.728277823773881},{"iteration":201,"value":9.566969845256052},{"iteration":202,"value":9.833825669996102},{"iteration":203,"value":9.833825669996102},{"iteration":204,"value":9.815716180783735},{"iteration":205,"value":9.955422935917749},{"iteration":206,"value":10.074119759923025},{"iteration":207,"value":10.563177414879387},{"iteration":208,"value":10.659811337812723},{"iteration":209,"value":10.081133783819674},{"iteration":210,"value":0.18750352048732472},{"iteration":211,"value":11.89971631095607},{"iteration":212,"value":2.346388212649818},{"iteration":213,"value":9.505356221311395},{"iteration":214,"value":9.591294986734619},{"iteration":215,"value":12.003252823958254},{"iteration":216,"value":11.87972755037428},{"iteration":217,"value":11.510306013396807},{"iteration":218,"value":11.525071907330014},{"iteration":219,"value":8.955618714068773},{"iteration":220,"value":6.07776027806579},{"iteration":221,"value":5.645289437517368},{"iteration":222,"value":6.46825878836721},{"iteration":223,"value":6.453935409657807},{"iteration":224,"value":6.906073659242194},{"iteration":225,"value":7.693700638858382},{"iteration":226,"value":4.9431877424177895},{"iteration":227,"value":4.5217700585039715},{"iteration":228,"value":7.620351898328927},{"iteration":229,"value":8.63090698202049},{"iteration":230,"value":1.0178088953431865},{"iteration":231,"value":1.0066834673470986},{"iteration":232,"value":6.3166706040434475},{"iteration":233,"value":3.9585468077116865},{"iteration":234,"value":3.0194648327055758},{"iteration":235,"value":3.075909628064863},{"iteration":236,"value":1.8520970236772498},{"iteration":237,"value":1.1529652259025744},{"iteration":238,"value":0.9649155553718125},{"iteration":239,"value":1.0404155181671972},{"iteration":240,"value":1.6904457349496669},{"iteration":241,"value":3.767448674289528},{"iteration":242,"value":5.554077363613949},{"iteration":243,"value":5.903177238511305},{"iteration":244,"value":5.903177238511305},{"iteration":245,"value":5.931464522315274},{"iteration":246,"value":6.225878816234287},{"iteration":247,"value":6.402214114466039},{"iteration":248,"value":6.433614459816293},{"iteration":249,"value":6.4500289019666495},{"iteration":250,"value":6.5877329502190936},{"iteration":251,"value":6.332416682951865},{"iteration":252,"value":6.332416682951865},{"iteration":253,"value":6.485337122305159},{"iteration":254,"value":6.569169073804703},{"iteration":255,"value":6.760974670915017},{"iteration":256,"value":6.760974670915017},{"iteration":257,"value":6.83946937706686},{"iteration":258,"value":6.813827173359746},{"iteration":259,"value":6.813827173359746},{"iteration":260,"value":6.813827173359746},{"iteration":261,"value":6.791533096285133},{"iteration":262,"value":6.791533096285133},{"iteration":263,"value":6.607425040041182},{"iteration":264,"value":6.8020803665138905},{"iteration":265,"value":6.7389682641812},{"iteration":266,"value":6.560020362629496},{"iteration":267,"value":6.9090414989629485},{"iteration":268,"value":6.960125353792013},{"iteration":269,"value":6.951056871745278},{"iteration":270,"value":6.951056871745278},{"iteration":271,"value":6.951056871745278},{"iteration":272,"value":6.951056871745278},{"iteration":273,"value":6.951056871745278},{"iteration":274,"value":6.951056871745278},{"iteration":275,"value":6.951056871745278},{"iteration":276,"value":6.847922161819701},{"iteration":277,"value":6.847922161819701},{"iteration":278,"value":6.750151159529318},{"iteration":279,"value":6.682826915246133},{"iteration":280,"value":7.592257043821981},{"iteration":281,"value":7.535625771393919},{"iteration":282,"value":7.611689333025096},{"iteration":283,"value":7.611689333025096},{"iteration":284,"value":7.33214916739063},{"iteration":285,"value":7.448921409913682},{"iteration":286,"value":7.517300427559613},{"iteration":287,"value":7.517300427559613},{"iteration":288,"value":7.517300427559613},{"iteration":289,"value":7.517300427559613},{"iteration":290,"value":7.517300427559613},{"iteration":291,"value":7.517300427559613},{"iteration":292,"value":7.503091698467518},{"iteration":293,"value":7.503091698467518},{"iteration":294,"value":7.7100605329657155},{"iteration":295,"value":7.7100605329657155},{"iteration":296,"value":7.811584170887704},{"iteration":297,"value":7.811584170887704},{"iteration":298,"value":7.802899072051256},{"iteration":299,"value":8.636996316991105},{"iteration":300,"value":8.636996316991105},{"iteration":301,"value":8.369917365043536},{"iteration":302,"value":8.474732915052044},{"iteration":303,"value":8.474732915052044},{"iteration":304,"value":8.474732915052044},{"iteration":305,"value":8.474732915052044},{"iteration":306,"value":8.474732915052044},{"iteration":307,"value":8.474732915052044},{"iteration":308,"value":7.840318079066016},{"iteration":309,"value":7.51776608065134},{"iteration":310,"value":7.773256459427109},{"iteration":311,"value":7.533193774967647},{"iteration":312,"value":7.61236625880936},{"iteration":313,"value":7.61236625880936},{"iteration":314,"value":7.61236625880936},{"iteration":315,"value":7.61236625880936},{"iteration":316,"value":7.658541403727674},{"iteration":317,"value":7.799780521053518},{"iteration":318,"value":8.09443322909766},{"iteration":319,"value":8.09443322909766},{"iteration":320,"value":8.09443322909766},{"iteration":321,"value":8.248745599190322},{"iteration":322,"value":8.248745599190322},{"iteration":323,"value":7.950187390755518},{"iteration":324,"value":7.950187390755518},{"iteration":325,"value":7.5924218824251115},{"iteration":326,"value":8.06954192843191},{"iteration":327,"value":8.06954192843191},{"iteration":328,"value":7.580676300153638},{"iteration":329,"value":7.824738550803724},{"iteration":330,"value":7.824738550803724},{"iteration":331,"value":7.824738550803724},{"iteration":332,"value":7.824738550803724},{"iteration":333,"value":7.824738550803724},{"iteration":334,"value":7.985753415520542},{"iteration":335,"value":7.985753415520542},{"iteration":336,"value":7.985753415520542},{"iteration":337,"value":7.842750862928485},{"iteration":338,"value":7.842750862928485},{"iteration":339,"value":7.980873400441055},{"iteration":340,"value":7.980873400441055},{"iteration":341,"value":7.980873400441055},{"iteration":342,"value":8.076610866604188},{"iteration":343,"value":8.170665095703251},{"iteration":344,"value":8.133301139552202},{"iteration":345,"value":8.18261893623671},{"iteration":346,"value":8.588260835749786},{"iteration":347,"value":8.86514948730294},{"iteration":348,"value":8.86514948730294},{"iteration":349,"value":8.86514948730294},{"iteration":350,"value":9.194945090242479},{"iteration":351,"value":8.917472660761607},{"iteration":352,"value":8.917472660761607},{"iteration":353,"value":9.252838577841391},{"iteration":354,"value":9.184148757685952},{"iteration":355,"value":9.184148757685952},{"iteration":356,"value":9.171716760792588},{"iteration":357,"value":9.312155674870812},{"iteration":358,"value":9.272550104440679},{"iteration":359,"value":9.408870436064575},{"iteration":360,"value":9.408870436064575},{"iteration":361,"value":9.408870436064575},{"iteration":362,"value":9.503348302363168},{"iteration":363,"value":9.096052849447299},{"iteration":364,"value":9.096052849447299},{"iteration":365,"value":9.096052849447299},{"iteration":366,"value":9.096052849447299},{"iteration":367,"value":9.096052849447299},{"iteration":368,"value":8.977856874154295},{"iteration":369,"value":9.238336137921992},{"iteration":370,"value":9.238336137921992},{"iteration":371,"value":9.148438593406492},{"iteration":372,"value":9.148438593406492},{"iteration":373,"value":9.153647768450979},{"iteration":374,"value":9.153647768450979},{"iteration":375,"value":9.153647768450979},{"iteration":376,"value":9.466231369635677},{"iteration":377,"value":9.673302056169327},{"iteration":378,"value":9.673302056169327},{"iteration":379,"value":9.673302056169327},{"iteration":380,"value":9.427067002933033},{"iteration":381,"value":9.427067002933033},{"iteration":382,"value":9.222789787587045},{"iteration":383,"value":9.222789787587045},{"iteration":384,"value":9.222789787587045},{"iteration":385,"value":9.149406197302735},{"iteration":386,"value":9.149406197302735},{"iteration":387,"value":9.149406197302735},{"iteration":388,"value":9.149406197302735},{"iteration":389,"value":9.149406197302735},{"iteration":390,"value":9.149406197302735},{"iteration":391,"value":9.238776884907496},{"iteration":392,"value":9.238776884907496},{"iteration":393,"value":8.89667562460849},{"iteration":394,"value":8.925749051821269},{"iteration":395,"value":8.712939260263717},{"iteration":396,"value":8.712939260263717},{"iteration":397,"value":8.641569902600585},{"iteration":398,"value":8.641569902600585},{"iteration":399,"value":8.641569902600585},{"iteration":400,"value":8.641569902600585},{"iteration":401,"value":8.901676302333819},{"iteration":402,"value":8.24419536595315},{"iteration":403,"value":8.24419536595315},{"iteration":404,"value":8.24419536595315},{"iteration":405,"value":8.548181212929515},{"iteration":406,"value":8.548181212929515},{"iteration":407,"value":7.486094380990058},{"iteration":408,"value":8.036083034010005},{"iteration":409,"value":8.036083034010005},{"iteration":410,"value":8.036083034010005},{"iteration":411,"value":7.982840424818576},{"iteration":412,"value":7.982840424818576},{"iteration":413,"value":8.37193919039472},{"iteration":414,"value":8.237630619032197},{"iteration":415,"value":3.5247342024517225},{"iteration":416,"value":0.9906636219219432},{"iteration":417,"value":1.2620612054843556},{"iteration":418,"value":0.6995224182655597},{"iteration":419,"value":0.9278718899165225},{"iteration":420,"value":1.5584260283152083},{"iteration":421,"value":2.6342713728707787},{"iteration":422,"value":3.45715887712803},{"iteration":423,"value":0.24810849386477832},{"iteration":424,"value":1.3402117161716058},{"iteration":425,"value":2.850931365900727},{"iteration":426,"value":6.850854856882177},{"iteration":427,"value":3.100156264357814},{"iteration":428,"value":4.463663557887226},{"iteration":429,"value":4.493290193478426},{"iteration":430,"value":4.532246407292615},{"iteration":431,"value":4.515668960917966},{"iteration":432,"value":4.404355823036727},{"iteration":433,"value":4.570855965609131},{"iteration":434,"value":4.379104540636228},{"iteration":435,"value":3.9363258253879403},{"iteration":436,"value":1.894356925184295},{"iteration":437,"value":3.579918879329894},{"iteration":438,"value":3.4776419782891734},{"iteration":439,"value":2.2512796269660638},{"iteration":440,"value":2.3889225215391705},{"iteration":441,"value":9.974068319061749},{"iteration":442,"value":1.5788968942717096},{"iteration":443,"value":1.0620104934253243},{"iteration":444,"value":1.092213111844656},{"iteration":445,"value":1.1054059877840228},{"iteration":446,"value":2.0892630520905255},{"iteration":447,"value":5.079520405399432},{"iteration":448,"value":3.514969037351372},{"iteration":449,"value":3.4685152711470333},{"iteration":450,"value":3.8101958246032983},{"iteration":451,"value":5.01329921574654},{"iteration":452,"value":3.290863819994732},{"iteration":453,"value":8.138660745979456},{"iteration":454,"value":2.8717009519719268},{"iteration":455,"value":11.433534411679295},{"iteration":456,"value":11.634297218973122},{"iteration":457,"value":13.531175874738146},{"iteration":458,"value":13.531175874738146},{"iteration":459,"value":13.906469504630847},{"iteration":460,"value":14.937965191230841},{"iteration":461,"value":14.887216616879083},{"iteration":462,"value":14.598579976297119},{"iteration":463,"value":15.582408598610556},{"iteration":464,"value":15.582408598610556},{"iteration":465,"value":15.397528740530285},{"iteration":466,"value":15.397528740530285},{"iteration":467,"value":15.397528740530285},{"iteration":468,"value":14.605082123203042},{"iteration":469,"value":14.605082123203042},{"iteration":470,"value":14.605082123203042},{"iteration":471,"value":14.727161980386661},{"iteration":472,"value":14.723258735655888},{"iteration":473,"value":14.723258735655888},{"iteration":474,"value":14.723258735655888},{"iteration":475,"value":15.610700108949326},{"iteration":476,"value":15.610700108949326},{"iteration":477,"value":15.610700108949326},{"iteration":478,"value":15.610700108949326},{"iteration":479,"value":15.597226903820511},{"iteration":480,"value":15.54358912536707},{"iteration":481,"value":1.436924638705489},{"iteration":482,"value":0.6232211817018317},{"iteration":483,"value":0.8136750923215943},{"iteration":484,"value":1.1893957604427228},{"iteration":485,"value":0.7234933501191533},{"iteration":486,"value":0.7903007627210142},{"iteration":487,"value":0.7527265517381222},{"iteration":488,"value":2.0010180674241935},{"iteration":489,"value":2.0030787755301236},{"iteration":490,"value":2.9076156020226214},{"iteration":491,"value":1.908681282884867},{"iteration":492,"value":1.764261008864944},{"iteration":493,"value":1.6259154226954946},{"iteration":494,"value":1.2712707193249415},{"iteration":495,"value":5.071293793817916},{"iteration":496,"value":2.2094002337527474},{"iteration":497,"value":3.2091597153426217},{"iteration":498,"value":1.0581311493149335},{"iteration":499,"value":0.45655587332687475}]},"encoding":{"x":{"field":"iteration","type":"quantitative"},"y":{"field":"value","type":"quantitative"}},"height":150,"mark":{"opacity":0.7,"type":"line"},"title":"Trace: sigma_group","width":600}

{"$schema":"https://vega.github.io/schema/vega-lite/v5.json","data":{"values":[{"iteration":0,"value":4.132369391450898},{"iteration":1,"value":4.211208444320888},{"iteration":2,"value":3.802656819111335},{"iteration":3,"value":4.375000761033332},{"iteration":4,"value":3.94858920540371},{"iteration":5,"value":4.056205748609125},{"iteration":6,"value":4.358175126742654},{"iteration":7,"value":3.803358643410236},{"iteration":8,"value":4.400706506817196},{"iteration":9,"value":3.873567858105492},{"iteration":10,"value":3.9311151070528263},{"iteration":11,"value":3.9786535144799497},{"iteration":12,"value":4.474616363735262},{"iteration":13,"value":3.9517660668155874},{"iteration":14,"value":3.9755156865167067},{"iteration":15,"value":3.8633376396309376},{"iteration":16,"value":3.7897799114015496},{"iteration":17,"value":4.656452089368333},{"iteration":18,"value":4.477552378894205},{"iteration":19,"value":4.013168362053834},{"iteration":20,"value":4.0703442658189015},{"iteration":21,"value":4.068626790120623},{"iteration":22,"value":4.221970729368521},{"iteration":23,"value":3.7490837436906874},{"iteration":24,"value":4.276079433768876},{"iteration":25,"value":4.221675704531672},{"iteration":26,"value":3.9271171777855423},{"iteration":27,"value":3.993359655989873},{"iteration":28,"value":4.306186230372897},{"iteration":29,"value":3.770653358120038},{"iteration":30,"value":3.9801825346264303},{"iteration":31,"value":4.231092079083573},{"iteration":32,"value":4.288811044435674},{"iteration":33,"value":4.08408439771228},{"iteration":34,"value":3.7881661059776857},{"iteration":35,"value":3.8305449660609354},{"iteration":36,"value":3.906882610107197},{"iteration":37,"value":3.8480505536495886},{"iteration":38,"value":4.048532765216466},{"iteration":39,"value":4.1502298292068875},{"iteration":40,"value":4.344408053865229},{"iteration":41,"value":3.752470121019693},{"iteration":42,"value":4.134431197811567},{"iteration":43,"value":3.843717302341581},{"iteration":44,"value":4.051177429124085},{"iteration":45,"value":3.660139928286818},{"iteration":46,"value":3.892506913633956},{"iteration":47,"value":4.283592926012195},{"iteration":48,"value":4.108368332287067},{"iteration":49,"value":4.073689266202045},{"iteration":50,"value":4.055897084405878},{"iteration":51,"value":3.7727221006227714},{"iteration":52,"value":4.256807044726602},{"iteration":53,"value":3.8372861040163198},{"iteration":54,"value":4.060258564813964},{"iteration":55,"value":3.949294830314113},{"iteration":56,"value":3.997652148611725},{"iteration":57,"value":3.7617568501455203},{"iteration":58,"value":4.197209173414219},{"iteration":59,"value":4.0787178422114545},{"iteration":60,"value":4.181223455545167},{"iteration":61,"value":4.0167980307110716},{"iteration":62,"value":3.8005720095806237},{"iteration":63,"value":4.366105551060546},{"iteration":64,"value":4.366105551060546},{"iteration":65,"value":4.293152128207248},{"iteration":66,"value":4.0560074328166085},{"iteration":67,"value":4.046316285262373},{"iteration":68,"value":4.18984236872102},{"iteration":69,"value":3.8953859412896805},{"iteration":70,"value":3.722957493535776},{"iteration":71,"value":4.364093263148891},{"iteration":72,"value":3.4410928972303276},{"iteration":73,"value":4.056218012439103},{"iteration":74,"value":4.139275286257595},{"iteration":75,"value":4.020448279234953},{"iteration":76,"value":4.200166374501231},{"iteration":77,"value":4.4100621047568875},{"iteration":78,"value":3.857052063354826},{"iteration":79,"value":3.878815954817715},{"iteration":80,"value":4.0296648393661805},{"iteration":81,"value":4.1858478996006925},{"iteration":82,"value":4.1536903234438745},{"iteration":83,"value":4.121983628959486},{"iteration":84,"value":4.215633592151852},{"iteration":85,"value":4.105012880724927},{"iteration":86,"value":4.341776647091014},{"iteration":87,"value":4.016798145671066},{"iteration":88,"value":3.983404510138448},{"iteration":89,"value":4.182855444294564},{"iteration":90,"value":3.9792434480708256},{"iteration":91,"value":4.298111281596251},{"iteration":92,"value":4.179957384265887},{"iteration":93,"value":3.879009988707105},{"iteration":94,"value":4.26081303473353},{"iteration":95,"value":4.095929923298791},{"iteration":96,"value":3.786506842739465},{"iteration":97,"value":4.52046619685418},{"iteration":98,"value":4.595070633270835},{"iteration":99,"value":4.3365863366008135},{"iteration":100,"value":4.239983970885543},{"iteration":101,"value":4.239983970885543},{"iteration":102,"value":4.239983970885543},{"iteration":103,"value":4.389608102789126},{"iteration":104,"value":4.192815791157807},{"iteration":105,"value":3.7408758301444696},{"iteration":106,"value":4.13211352922767},{"iteration":107,"value":4.455380562391602},{"iteration":108,"value":4.243715864400089},{"iteration":109,"value":3.9123959811717306},{"iteration":110,"value":4.342371870858036},{"iteration":111,"value":3.886216345651592},{"iteration":112,"value":3.803484611871525},{"iteration":113,"value":3.7696614545671974},{"iteration":114,"value":4.209934230657824},{"iteration":115,"value":4.209934230657824},{"iteration":116,"value":3.9928897354388795},{"iteration":117,"value":4.410185070088136},{"iteration":118,"value":4.065514928066634},{"iteration":119,"value":3.9961490451794512},{"iteration":120,"value":4.285182816374591},{"iteration":121,"value":4.38702843598881},{"iteration":122,"value":4.3708560849715035},{"iteration":123,"value":3.7940961751028977},{"iteration":124,"value":3.8290435313098508},{"iteration":125,"value":4.1146180431211015},{"iteration":126,"value":4.061831896856942},{"iteration":127,"value":4.069086947310192},{"iteration":128,"value":4.0781999038488},{"iteration":129,"value":4.234603213714438},{"iteration":130,"value":4.088723975774947},{"iteration":131,"value":4.201499359240812},{"iteration":132,"value":3.8574394322219807},{"iteration":133,"value":3.717076125435485},{"iteration":134,"value":4.680668207485927},{"iteration":135,"value":3.531229563761205},{"iteration":136,"value":4.130122407022694},{"iteration":137,"value":4.115895774568255},{"iteration":138,"value":4.09692855668696},{"iteration":139,"value":3.9307601641312844},{"iteration":140,"value":3.997164516374431},{"iteration":141,"value":4.226768108650188},{"iteration":142,"value":3.8196368730194616},{"iteration":143,"value":4.3128717322273555},{"iteration":144,"value":4.2662382268351},{"iteration":145,"value":4.529520739264877},{"iteration":146,"value":4.016155116080865},{"iteration":147,"value":3.9786136407260524},{"iteration":148,"value":4.289007956580401},{"iteration":149,"value":3.3944002369336816},{"iteration":150,"value":4.324681094424323},{"iteration":151,"value":3.934050993186151},{"iteration":152,"value":3.967058705150278},{"iteration":153,"value":3.614561868702922},{"iteration":154,"value":4.245901951812362},{"iteration":155,"value":3.9946936103095285},{"iteration":156,"value":3.997185749468718},{"iteration":157,"value":4.2201858196071775},{"iteration":158,"value":4.089332040748456},{"iteration":159,"value":4.0715640737141605},{"iteration":160,"value":3.9072558109163014},{"iteration":161,"value":3.977160964977593},{"iteration":162,"value":3.9164366317241015},{"iteration":163,"value":3.9429529857000802},{"iteration":164,"value":4.220251604801304},{"iteration":165,"value":4.023184169876709},{"iteration":166,"value":3.9690915487014475},{"iteration":167,"value":3.9472168258294182},{"iteration":168,"value":3.953350918576139},{"iteration":169,"value":4.0641672070103585},{"iteration":170,"value":4.231363882590705},{"iteration":171,"value":3.974127553930469},{"iteration":172,"value":3.9579907437036064},{"iteration":173,"value":4.2069600743046704},{"iteration":174,"value":4.24950125062483},{"iteration":175,"value":4.06357368374293},{"iteration":176,"value":4.093133516694183},{"iteration":177,"value":4.117076819256802},{"iteration":178,"value":4.140687025593259},{"iteration":179,"value":3.898879205342004},{"iteration":180,"value":4.362429652024522},{"iteration":181,"value":4.305748933848476},{"iteration":182,"value":4.207077634241622},{"iteration":183,"value":3.87833491189265},{"iteration":184,"value":4.072170209802024},{"iteration":185,"value":4.2357364920950324},{"iteration":186,"value":4.239572171556007},{"iteration":187,"value":3.9854760560623235},{"iteration":188,"value":4.266033531447997},{"iteration":189,"value":4.145242374610743},{"iteration":190,"value":3.832731522384119},{"iteration":191,"value":4.338620494668226},{"iteration":192,"value":4.573641729374806},{"iteration":193,"value":4.573641729374806},{"iteration":194,"value":3.6360924456256924},{"iteration":195,"value":4.612810744220815},{"iteration":196,"value":4.22566989475691},{"iteration":197,"value":4.137131888685584},{"iteration":198,"value":4.225512484120193},{"iteration":199,"value":4.320783380100389},{"iteration":200,"value":4.483632100799667},{"iteration":201,"value":3.6923577441475555},{"iteration":202,"value":4.0710575309155494},{"iteration":203,"value":4.0710575309155494},{"iteration":204,"value":3.950638226695637},{"iteration":205,"value":3.9110483633896997},{"iteration":206,"value":3.9051452436691596},{"iteration":207,"value":4.305483213639169},{"iteration":208,"value":4.178159913443146},{"iteration":209,"value":3.8053587853468684},{"iteration":210,"value":4.050641491750334},{"iteration":211,"value":3.9355675971892747},{"iteration":212,"value":4.127101383136012},{"iteration":213,"value":3.935851681258061},{"iteration":214,"value":4.2398869755839454},{"iteration":215,"value":3.3108878927899337},{"iteration":216,"value":4.590033423319114},{"iteration":217,"value":4.026025991093194},{"iteration":218,"value":3.7878412100227425},{"iteration":219,"value":3.7983015178719284},{"iteration":220,"value":4.279606228830161},{"iteration":221,"value":4.130278871245003},{"iteration":222,"value":4.26597651798247},{"iteration":223,"value":4.255156570923385},{"iteration":224,"value":4.475086088669643},{"iteration":225,"value":4.0372698791437145},{"iteration":226,"value":4.012424952526791},{"iteration":227,"value":4.24169318251913},{"iteration":228,"value":4.265318092796756},{"iteration":229,"value":4.03255197585528},{"iteration":230,"value":4.273136613316},{"iteration":231,"value":4.242936148818948},{"iteration":232,"value":4.086371983770222},{"iteration":233,"value":4.091208332235231},{"iteration":234,"value":4.274912503676113},{"iteration":235,"value":4.273716202920058},{"iteration":236,"value":4.248642425414485},{"iteration":237,"value":3.902244401443412},{"iteration":238,"value":4.152309777371421},{"iteration":239,"value":3.744323476625524},{"iteration":240,"value":3.7682199541718955},{"iteration":241,"value":3.9810831541644562},{"iteration":242,"value":4.3221442862451935},{"iteration":243,"value":3.750647553043965},{"iteration":244,"value":3.750647553043965},{"iteration":245,"value":4.012339830695584},{"iteration":246,"value":3.8140325751065998},{"iteration":247,"value":4.357299456666464},{"iteration":248,"value":3.970301837556878},{"iteration":249,"value":3.860212443255614},{"iteration":250,"value":4.38779152269635},{"iteration":251,"value":3.9550920738564077},{"iteration":252,"value":3.9550920738564077},{"iteration":253,"value":4.201781314270505},{"iteration":254,"value":4.335832678918898},{"iteration":255,"value":4.277674963609533},{"iteration":256,"value":4.277674963609533},{"iteration":257,"value":4.211931162810991},{"iteration":258,"value":4.162072701733329},{"iteration":259,"value":4.162072701733329},{"iteration":260,"value":4.162072701733329},{"iteration":261,"value":4.360182995039407},{"iteration":262,"value":4.360182995039407},{"iteration":263,"value":3.870430134828432},{"iteration":264,"value":4.3299664307566115},{"iteration":265,"value":3.8555175069438157},{"iteration":266,"value":3.7983070271664516},{"iteration":267,"value":4.339109698507697},{"iteration":268,"value":4.128440418776986},{"iteration":269,"value":3.9646873460759604},{"iteration":270,"value":3.9646873460759604},{"iteration":271,"value":3.9646873460759604},{"iteration":272,"value":3.9646873460759604},{"iteration":273,"value":3.9646873460759604},{"iteration":274,"value":3.9646873460759604},{"iteration":275,"value":3.9646873460759604},{"iteration":276,"value":4.260364401461517},{"iteration":277,"value":4.260364401461517},{"iteration":278,"value":3.9688053711232225},{"iteration":279,"value":4.0765054578222095},{"iteration":280,"value":4.136396768116144},{"iteration":281,"value":4.274642204597818},{"iteration":282,"value":4.215672344060538},{"iteration":283,"value":4.215672344060538},{"iteration":284,"value":4.162989660420067},{"iteration":285,"value":3.8196686110744906},{"iteration":286,"value":4.081292708104879},{"iteration":287,"value":4.081292708104879},{"iteration":288,"value":4.081292708104879},{"iteration":289,"value":4.081292708104879},{"iteration":290,"value":4.081292708104879},{"iteration":291,"value":4.081292708104879},{"iteration":292,"value":3.82035704302416},{"iteration":293,"value":3.82035704302416},{"iteration":294,"value":4.36027553322592},{"iteration":295,"value":4.36027553322592},{"iteration":296,"value":4.344603040266204},{"iteration":297,"value":4.344603040266204},{"iteration":298,"value":3.9811196883365323},{"iteration":299,"value":4.351141618685949},{"iteration":300,"value":4.351141618685949},{"iteration":301,"value":3.842387039113186},{"iteration":302,"value":4.112058487212606},{"iteration":303,"value":4.112058487212606},{"iteration":304,"value":4.112058487212606},{"iteration":305,"value":4.112058487212606},{"iteration":306,"value":4.112058487212606},{"iteration":307,"value":4.112058487212606},{"iteration":308,"value":4.315584809379162},{"iteration":309,"value":3.7859783191597813},{"iteration":310,"value":4.335614830908826},{"iteration":311,"value":3.997877347226064},{"iteration":312,"value":4.155315919398246},{"iteration":313,"value":4.155315919398246},{"iteration":314,"value":4.155315919398246},{"iteration":315,"value":4.155315919398246},{"iteration":316,"value":3.8711394402288217},{"iteration":317,"value":4.276231129669659},{"iteration":318,"value":4.047271422349681},{"iteration":319,"value":4.047271422349681},{"iteration":320,"value":4.047271422349681},{"iteration":321,"value":4.333050735629888},{"iteration":322,"value":4.333050735629888},{"iteration":323,"value":4.5578433263746465},{"iteration":324,"value":4.5578433263746465},{"iteration":325,"value":3.7957500703916143},{"iteration":326,"value":4.451704976699926},{"iteration":327,"value":4.451704976699926},{"iteration":328,"value":3.67350067200441},{"iteration":329,"value":4.120824487602578},{"iteration":330,"value":4.120824487602578},{"iteration":331,"value":4.120824487602578},{"iteration":332,"value":4.120824487602578},{"iteration":333,"value":4.120824487602578},{"iteration":334,"value":3.836686987464727},{"iteration":335,"value":3.836686987464727},{"iteration":336,"value":3.836686987464727},{"iteration":337,"value":3.807519187982713},{"iteration":338,"value":3.807519187982713},{"iteration":339,"value":3.8568226344552166},{"iteration":340,"value":3.8568226344552166},{"iteration":341,"value":3.8568226344552166},{"iteration":342,"value":4.084073849865106},{"iteration":343,"value":3.955330664167633},{"iteration":344,"value":4.20701674351022},{"iteration":345,"value":4.22064629040481},{"iteration":346,"value":4.209702976485257},{"iteration":347,"value":4.157932268676847},{"iteration":348,"value":4.157932268676847},{"iteration":349,"value":4.157932268676847},{"iteration":350,"value":4.213288763461577},{"iteration":351,"value":3.8687587889461312},{"iteration":352,"value":3.8687587889461312},{"iteration":353,"value":4.318719632318448},{"iteration":354,"value":4.168296430363126},{"iteration":355,"value":4.168296430363126},{"iteration":356,"value":4.200856156008234},{"iteration":357,"value":4.189261873707354},{"iteration":358,"value":4.250724387186866},{"iteration":359,"value":4.147285688794586},{"iteration":360,"value":4.147285688794586},{"iteration":361,"value":4.147285688794586},{"iteration":362,"value":4.213569115406472},{"iteration":363,"value":4.139932739245987},{"iteration":364,"value":4.139932739245987},{"iteration":365,"value":4.139932739245987},{"iteration":366,"value":4.139932739245987},{"iteration":367,"value":4.139932739245987},{"iteration":368,"value":4.077655970807909},{"iteration":369,"value":4.147442823027349},{"iteration":370,"value":4.147442823027349},{"iteration":371,"value":4.258900312523389},{"iteration":372,"value":4.258900312523389},{"iteration":373,"value":4.039885209889629},{"iteration":374,"value":4.039885209889629},{"iteration":375,"value":4.039885209889629},{"iteration":376,"value":4.1708680648469265},{"iteration":377,"value":4.391536886141193},{"iteration":378,"value":4.391536886141193},{"iteration":379,"value":4.391536886141193},{"iteration":380,"value":4.192368408729493},{"iteration":381,"value":4.192368408729493},{"iteration":382,"value":4.117575029499745},{"iteration":383,"value":4.117575029499745},{"iteration":384,"value":4.117575029499745},{"iteration":385,"value":4.1123182402956235},{"iteration":386,"value":4.1123182402956235},{"iteration":387,"value":4.1123182402956235},{"iteration":388,"value":4.1123182402956235},{"iteration":389,"value":4.1123182402956235},{"iteration":390,"value":4.1123182402956235},{"iteration":391,"value":4.306552596242231},{"iteration":392,"value":4.306552596242231},{"iteration":393,"value":4.148429564823385},{"iteration":394,"value":4.320383189146101},{"iteration":395,"value":3.8612023619105447},{"iteration":396,"value":3.8612023619105447},{"iteration":397,"value":3.7007501168850503},{"iteration":398,"value":3.7007501168850503},{"iteration":399,"value":3.7007501168850503},{"iteration":400,"value":3.7007501168850503},{"iteration":401,"value":4.386221677523489},{"iteration":402,"value":3.536897450177298},{"iteration":403,"value":3.536897450177298},{"iteration":404,"value":3.536897450177298},{"iteration":405,"value":4.55582630041928},{"iteration":406,"value":4.55582630041928},{"iteration":407,"value":3.8535464449320216},{"iteration":408,"value":4.248513096708418},{"iteration":409,"value":4.248513096708418},{"iteration":410,"value":4.248513096708418},{"iteration":411,"value":3.707907911079295},{"iteration":412,"value":3.707907911079295},{"iteration":413,"value":4.512225778599251},{"iteration":414,"value":4.3175103762087375},{"iteration":415,"value":4.132037026995054},{"iteration":416,"value":4.093620617239663},{"iteration":417,"value":4.173137993962618},{"iteration":418,"value":4.110500069140862},{"iteration":419,"value":4.26269801891559},{"iteration":420,"value":4.2102592659954485},{"iteration":421,"value":4.003202427595801},{"iteration":422,"value":4.098270246133754},{"iteration":423,"value":4.219658032649853},{"iteration":424,"value":4.171755639118696},{"iteration":425,"value":4.078041755117741},{"iteration":426,"value":3.9629192594061524},{"iteration":427,"value":4.167323450894788},{"iteration":428,"value":4.2007732664526936},{"iteration":429,"value":3.7282717482545706},{"iteration":430,"value":4.033879644125554},{"iteration":431,"value":3.9248430558084735},{"iteration":432,"value":4.169148704451393},{"iteration":433,"value":4.1487931094796435},{"iteration":434,"value":3.9118160179626655},{"iteration":435,"value":3.9912808219460985},{"iteration":436,"value":4.194231548402493},{"iteration":437,"value":3.7617739415959073},{"iteration":438,"value":4.132950918646849},{"iteration":439,"value":3.960926539534005},{"iteration":440,"value":4.170952114476395},{"iteration":441,"value":4.101087717431883},{"iteration":442,"value":4.204587182897413},{"iteration":443,"value":4.169291408265831},{"iteration":444,"value":4.1611294097510925},{"iteration":445,"value":4.237866315967406},{"iteration":446,"value":3.7479544210334415},{"iteration":447,"value":4.238393169260231},{"iteration":448,"value":4.4484385188219076},{"iteration":449,"value":4.143962378070738},{"iteration":450,"value":3.9781578400235595},{"iteration":451,"value":4.133104120880865},{"iteration":452,"value":4.031256292255749},{"iteration":453,"value":4.050207523921915},{"iteration":454,"value":4.093053506986438},{"iteration":455,"value":4.213516048958634},{"iteration":456,"value":4.2209902469042575},{"iteration":457,"value":3.8835526573884245},{"iteration":458,"value":3.8835526573884245},{"iteration":459,"value":3.7751489815122765},{"iteration":460,"value":4.504969559832357},{"iteration":461,"value":4.128598721394658},{"iteration":462,"value":3.922495841107307},{"iteration":463,"value":3.987258744313829},{"iteration":464,"value":3.987258744313829},{"iteration":465,"value":4.001239257303633},{"iteration":466,"value":4.001239257303633},{"iteration":467,"value":4.001239257303633},{"iteration":468,"value":4.242086160374406},{"iteration":469,"value":4.242086160374406},{"iteration":470,"value":4.242086160374406},{"iteration":471,"value":4.0917433505092875},{"iteration":472,"value":4.278005833533909},{"iteration":473,"value":4.278005833533909},{"iteration":474,"value":4.278005833533909},{"iteration":475,"value":4.181143600852836},{"iteration":476,"value":4.181143600852836},{"iteration":477,"value":4.181143600852836},{"iteration":478,"value":4.181143600852836},{"iteration":479,"value":3.703302538078595},{"iteration":480,"value":4.278070365451563},{"iteration":481,"value":4.2725759399085845},{"iteration":482,"value":3.9662680733265265},{"iteration":483,"value":4.018407752058341},{"iteration":484,"value":3.8893065830822424},{"iteration":485,"value":4.308062895006399},{"iteration":486,"value":4.366969674867421},{"iteration":487,"value":3.9779197579126584},{"iteration":488,"value":4.014261002957744},{"iteration":489,"value":4.06358096706366},{"iteration":490,"value":4.365162641879235},{"iteration":491,"value":3.9782199995081444},{"iteration":492,"value":3.98320024971725},{"iteration":493,"value":3.9900934959051377},{"iteration":494,"value":3.839124895526083},{"iteration":495,"value":3.9631650908220455},{"iteration":496,"value":4.271880520515183},{"iteration":497,"value":4.279821437918763},{"iteration":498,"value":4.106460159224226},{"iteration":499,"value":3.8939618892583474}]},"encoding":{"x":{"field":"iteration","type":"quantitative"},"y":{"field":"value","type":"quantitative"}},"height":150,"mark":{"opacity":0.7,"type":"line"},"title":"Trace: alpha","width":600}

[
  %VegaLite{
    spec: %{
      "$schema" => "https://vega.github.io/schema/vega-lite/v5.json",
      "data" => %{
        "values" => [
          %{"iteration" => 0, "value" => 4.389085364201829},
          %{"iteration" => 1, "value" => 5.18962622383309},
          %{"iteration" => 2, "value" => 4.742368948791698},
          %{"iteration" => 3, "value" => 4.486002117674344},
          %{"iteration" => 4, "value" => 5.775777094208934},
          %{"iteration" => 5, "value" => 11.877291174166814},
          %{"iteration" => 6, "value" => 10.74378779919586},
          %{"iteration" => 7, "value" => 5.768812686819946},
          %{"iteration" => 8, "value" => 7.402749757644232},
          %{"iteration" => 9, "value" => 5.334649646894704},
          %{"iteration" => 10, "value" => 5.2914814066777724},
          %{"iteration" => 11, "value" => 4.113245329965425},
          %{"iteration" => 12, "value" => 4.6049000874101935},
          %{"iteration" => 13, "value" => 5.993945943021947},
          %{"iteration" => 14, "value" => 5.7166069160725765},
          %{"iteration" => 15, "value" => 5.69552899367171},
          %{"iteration" => 16, "value" => 4.729168557571085},
          %{"iteration" => 17, "value" => 4.046357273523718},
          %{"iteration" => 18, "value" => 3.964314310893124},
          %{"iteration" => 19, "value" => 5.072851970347286},
          %{"iteration" => 20, "value" => 3.0314724527501684},
          %{"iteration" => 21, "value" => 5.370160624649027},
          %{"iteration" => 22, "value" => 5.917689448508531},
          %{"iteration" => 23, "value" => 5.510766868348226},
          %{"iteration" => 24, "value" => 6.696681514297431},
          %{"iteration" => 25, "value" => 3.7597905482795158},
          %{"iteration" => 26, "value" => -2.651127099419378},
          %{"iteration" => 27, "value" => 11.902656178441616},
          %{"iteration" => 28, "value" => -5.355346944933761},
          %{"iteration" => 29, "value" => -7.468986301152032},
          %{"iteration" => 30, "value" => -5.280617843961671},
          %{"iteration" => 31, "value" => -6.101785362277705},
          %{"iteration" => 32, "value" => -3.5659103582471805},
          %{"iteration" => 33, "value" => 9.61001887230875},
          %{"iteration" => 34, "value" => 3.4771462821275785},
          %{"iteration" => 35, "value" => 4.040750936192226},
          %{"iteration" => 36, "value" => 4.831838821228722},
          %{"iteration" => 37, "value" => 6.846786250411568},
          %{"iteration" => 38, "value" => 7.5996045344092655},
          %{"iteration" => 39, "value" => 8.448508484151413},
          %{"iteration" => 40, "value" => 3.807022785511161},
          %{"iteration" => 41, "value" => 3.940162798343841},
          %{"iteration" => 42, "value" => 4.269646129392576},
          %{"iteration" => 43, ...},
          %{...},
          ...
        ]
      },
      "encoding" => %{
        "x" => %{"field" => "iteration", "type" => "quantitative"},
        "y" => %{"field" => "value", "type" => "quantitative"}
      },
      "height" => 150,
      "mark" => %{"opacity" => 0.7, "type" => "line"},
      "title" => "Trace: mu_group",
      "width" => 600
    }
  },
  %VegaLite{
    spec: %{
      "$schema" => "https://vega.github.io/schema/vega-lite/v5.json",
      "data" => %{
        "values" => [
          %{"iteration" => 0, "value" => 1.3336936276808242},
          %{"iteration" => 1, "value" => 3.67917777233672},
          %{"iteration" => 2, "value" => 5.570244615133209},
          %{"iteration" => 3, "value" => 4.069000258495106},
          %{"iteration" => 4, "value" => 3.046082684064537},
          %{"iteration" => 5, "value" => 5.699062599952366},
          %{"iteration" => 6, "value" => 6.788817440158633},
          %{"iteration" => 7, "value" => 6.343542325837151},
          %{"iteration" => 8, "value" => 5.229706626630684},
          %{"iteration" => 9, "value" => 3.5455197649331094},
          %{"iteration" => 10, "value" => 3.0330909236807173},
          %{"iteration" => 11, "value" => 1.5026802680269753},
          %{"iteration" => 12, "value" => 1.4971162570086425},
          %{"iteration" => 13, "value" => 1.192317569535631},
          %{"iteration" => 14, "value" => 1.202150961867152},
          %{"iteration" => 15, "value" => 1.2350116374931173},
          %{"iteration" => 16, "value" => 5.33426539614594},
          %{"iteration" => 17, "value" => 9.772016757456683},
          %{"iteration" => 18, "value" => 9.700731141577334},
          %{"iteration" => 19, "value" => 5.441204366092204},
          %{"iteration" => 20, "value" => 2.1172668502903718},
          %{"iteration" => 21, "value" => 3.5242948811804404},
          %{"iteration" => 22, "value" => 5.579219255051925},
          %{"iteration" => 23, "value" => 5.669708053354979},
          %{"iteration" => 24, "value" => 3.2452832093234654},
          %{"iteration" => 25, "value" => 1.4900432620947845},
          %{"iteration" => 26, "value" => 3.4064187806500943},
          %{"iteration" => 27, "value" => 5.269640754919451},
          %{"iteration" => 28, "value" => 5.097266290524363},
          %{"iteration" => 29, "value" => 4.811262369968862},
          %{"iteration" => 30, "value" => 3.7885129962026},
          %{"iteration" => 31, "value" => 4.266130915679616},
          %{"iteration" => 32, "value" => 4.7281128093241795},
          %{"iteration" => 33, "value" => 3.096156038040226},
          %{"iteration" => 34, "value" => 0.21081055811879099},
          %{"iteration" => 35, "value" => 11.889942029392227},
          %{"iteration" => 36, "value" => 7.583938916536638},
          %{"iteration" => 37, "value" => 2.0798592966554064},
          %{"iteration" => 38, "value" => 8.669345220447072},
          %{"iteration" => 39, "value" => 4.346034539710611},
          %{"iteration" => 40, "value" => 0.4639624335643607},
          %{"iteration" => 41, "value" => 1.065263772274159},
          %{"iteration" => 42, ...},
          %{...},
          ...
        ]
      },
      "encoding" => %{
        "x" => %{"field" => "iteration", "type" => "quantitative"},
        "y" => %{"field" => "value", "type" => "quantitative"}
      },
      "height" => 150,
      "mark" => %{"opacity" => 0.7, "type" => "line"},
      "title" => "Trace: sigma_group",
      "width" => 600
    }
  },
  %VegaLite{
    spec: %{
      "$schema" => "https://vega.github.io/schema/vega-lite/v5.json",
      "data" => %{
        "values" => [
          %{"iteration" => 0, "value" => 4.132369391450898},
          %{"iteration" => 1, "value" => 4.211208444320888},
          %{"iteration" => 2, "value" => 3.802656819111335},
          %{"iteration" => 3, "value" => 4.375000761033332},
          %{"iteration" => 4, "value" => 3.94858920540371},
          %{"iteration" => 5, "value" => 4.056205748609125},
          %{"iteration" => 6, "value" => 4.358175126742654},
          %{"iteration" => 7, "value" => 3.803358643410236},
          %{"iteration" => 8, "value" => 4.400706506817196},
          %{"iteration" => 9, "value" => 3.873567858105492},
          %{"iteration" => 10, "value" => 3.9311151070528263},
          %{"iteration" => 11, "value" => 3.9786535144799497},
          %{"iteration" => 12, "value" => 4.474616363735262},
          %{"iteration" => 13, "value" => 3.9517660668155874},
          %{"iteration" => 14, "value" => 3.9755156865167067},
          %{"iteration" => 15, "value" => 3.8633376396309376},
          %{"iteration" => 16, "value" => 3.7897799114015496},
          %{"iteration" => 17, "value" => 4.656452089368333},
          %{"iteration" => 18, "value" => 4.477552378894205},
          %{"iteration" => 19, "value" => 4.013168362053834},
          %{"iteration" => 20, "value" => 4.0703442658189015},
          %{"iteration" => 21, "value" => 4.068626790120623},
          %{"iteration" => 22, "value" => 4.221970729368521},
          %{"iteration" => 23, "value" => 3.7490837436906874},
          %{"iteration" => 24, "value" => 4.276079433768876},
          %{"iteration" => 25, "value" => 4.221675704531672},
          %{"iteration" => 26, "value" => 3.9271171777855423},
          %{"iteration" => 27, "value" => 3.993359655989873},
          %{"iteration" => 28, "value" => 4.306186230372897},
          %{"iteration" => 29, "value" => 3.770653358120038},
          %{"iteration" => 30, "value" => 3.9801825346264303},
          %{"iteration" => 31, "value" => 4.231092079083573},
          %{"iteration" => 32, "value" => 4.288811044435674},
          %{"iteration" => 33, "value" => 4.08408439771228},
          %{"iteration" => 34, "value" => 3.7881661059776857},
          %{"iteration" => 35, "value" => 3.8305449660609354},
          %{"iteration" => 36, "value" => 3.906882610107197},
          %{"iteration" => 37, "value" => 3.8480505536495886},
          %{"iteration" => 38, "value" => 4.048532765216466},
          %{"iteration" => 39, "value" => 4.1502298292068875},
          %{"iteration" => 40, "value" => 4.344408053865229},
          %{"iteration" => 41, ...},
          %{...},
          ...
        ]
      },
      "encoding" => %{
        "x" => %{"field" => "iteration", "type" => "quantitative"},
        "y" => %{"field" => "value", "type" => "quantitative"}
      },
      "height" => 150,
      "mark" => %{"opacity" => 0.7, "type" => "line"},
      "title" => "Trace: alpha",
      "width" => 600
    }
  }
]

Forest Plot (Credible Intervals)

alias VegaLite, as: Vl

forest_data =
  for {name, s} <- Enum.sort(summary) do
    %{"param" => name, "mean" => s.mean, "q5" => s.q5, "q95" => s.q95}
  end

Vl.new(width: 500, height: 150, title: "90% Credible Intervals")
|> Vl.data_from_values(forest_data)
|> Vl.layers([
  Vl.new()
  |> Vl.mark(:rule, stroke_width: 2)
  |> Vl.encode_field(:y, "param", type: :nominal)
  |> Vl.encode_field(:x, "q5", type: :quantitative, title: "value")
  |> Vl.encode_field(:x2, "q95"),
  Vl.new()
  |> Vl.mark(:point, filled: true, size: 60, color: "black")
  |> Vl.encode_field(:y, "param", type: :nominal)
  |> Vl.encode_field(:x, "mean", type: :quantitative)
])

{"$schema":"https://vega.github.io/schema/vega-lite/v5.json","data":{"values":[{"mean":4.0939848974837245,"param":"alpha","q5":3.749027277557825,"q95":4.40117428671418},{"mean":-0.9104872948026498,"param":"mu_group","q5":-9.610566030379939,"q95":11.976471140629197},{"mean":6.249664149796484,"param":"sigma_group","q5":0.9630633720990481,"q95":12.075906934484728}]},"height":150,"layer":[{"encoding":{"x":{"field":"q5","title":"value","type":"quantitative"},"x2":{"field":"q95"},"y":{"field":"param","type":"nominal"}},"mark":{"strokeWidth":2,"type":"rule"}},{"encoding":{"x":{"field":"mean","type":"quantitative"},"y":{"field":"param","type":"nominal"}},"mark":{"color":"black","filled":true,"size":60,"type":"point"}}],"title":"90% Credible Intervals","width":500}

Multi-Chain Sampling

Run multiple chains for convergence diagnostics:

{traces, stats_list} =
  Sampler.sample_chains(ir, 4,
    init_values: %{"mu_group" => 4.0, "sigma_group" => 1.0, "alpha" => 4.0},
    num_samples: 300,
    seed: 42,
    num_warmup: 200
  )

IO.puts("Chains: #{length(traces)}")

Chains: 4

:ok

R-hat Convergence Diagnostic

R-hat measures between-chain vs within-chain variance. Values near 1.0 indicate convergence.

for name <- Map.keys(hd(traces)) |> Enum.sort() do
  chains_for_var = Enum.map(traces, fn t -> t[name] end)
  rhat = Exmc.Diagnostics.rhat(chains_for_var)
  IO.puts("#{name}: R-hat = #{Float.round(rhat, 3)}")
end

alpha: R-hat = 1.0
mu_group: R-hat = 1.02
sigma_group: R-hat = 1.001

[:ok, :ok, :ok]

Multi-Chain Trace Overlay

alias VegaLite, as: Vl

for name <- ["mu_group", "alpha", "sigma_group"] do
  chain_data =
    traces
    |> Enum.with_index()
    |> Enum.flat_map(fn {t, chain_idx} ->
      t[name]
      |> Nx.to_flat_list()
      |> Enum.filter(&amp;is_number/1)
      |> Enum.with_index(fn val, i ->
        %{"iteration" => i, "value" => val, "chain" => "chain #{chain_idx}"}
      end)
    end)

  Vl.new(width: 600, height: 200, title: "#{name} — 4 chains")
  |> Vl.data_from_values(chain_data)
  |> Vl.mark(:line, opacity: 0.6)
  |> Vl.encode_field(:x, "iteration", type: :quantitative)
  |> Vl.encode_field(:y, "value", type: :quantitative)
  |> Vl.encode_field(:color, "chain", type: :nominal)
  |> Kino.render()
end

{"$schema":"https://vega.github.io/schema/vega-lite/v5.json","data":{"values":[{"chain":"chain 0","iteration":0,"value":1.2025906874375385},{"chain":"chain 0","iteration":1,"value":8.88861398990358},{"chain":"chain 0","iteration":2,"value":8.921979207718543},{"chain":"chain 0","iteration":3,"value":8.982589966225554},{"chain":"chain 0","iteration":4,"value":4.896415670458754},{"chain":"chain 0","iteration":5,"value":-1.2529446020342867},{"chain":"chain 0","iteration":6,"value":-1.2309605257090752},{"chain":"chain 0","iteration":7,"value":-1.475695604923392},{"chain":"chain 0","iteration":8,"value":-0.6345795204413731},{"chain":"chain 0","iteration":9,"value":-0.8059380862062671},{"chain":"chain 0","iteration":10,"value":5.584052160913796},{"chain":"chain 0","iteration":11,"value":4.930972360587592},{"chain":"chain 0","iteration":12,"value":4.98764335306224},{"chain":"chain 0","iteration":13,"value":6.107806758556433},{"chain":"chain 0","iteration":14,"value":12.136673132375163},{"chain":"chain 0","iteration":15,"value":12.219316521324743},{"chain":"chain 0","iteration":16,"value":12.814979006903124},{"chain":"chain 0","iteration":17,"value":-1.5715695929455051},{"chain":"chain 0","iteration":18,"value":5.36897056084791},{"chain":"chain 0","iteration":19,"value":4.1246750394765614},{"chain":"chain 0","iteration":20,"value":3.035934817753876},{"chain":"chain 0","iteration":21,"value":4.513994446253433},{"chain":"chain 0","iteration":22,"value":4.608596993992339},{"chain":"chain 0","iteration":23,"value":6.96760091764247},{"chain":"chain 0","iteration":24,"value":7.482338485717979},{"chain":"chain 0","iteration":25,"value":7.187991635937419},{"chain":"chain 0","iteration":26,"value":2.493322338160924},{"chain":"chain 0","iteration":27,"value":2.1380400835148907},{"chain":"chain 0","iteration":28,"value":4.526073297398109},{"chain":"chain 0","iteration":29,"value":6.675105952887358},{"chain":"chain 0","iteration":30,"value":6.120973161181449},{"chain":"chain 0","iteration":31,"value":7.7804445892446585},{"chain":"chain 0","iteration":32,"value":9.052126737309184},{"chain":"chain 0","iteration":33,"value":9.202316545232884},{"chain":"chain 0","iteration":34,"value":12.300322457335477},{"chain":"chain 0","iteration":35,"value":-5.1848248664076255},{"chain":"chain 0","iteration":36,"value":-2.8262025040850243},{"chain":"chain 0","iteration":37,"value":1.034872430269622},{"chain":"chain 0","iteration":38,"value":0.855651061061133},{"chain":"chain 0","iteration":39,"value":0.5894531745092765},{"chain":"chain 0","iteration":40,"value":0.49848103179723685},{"chain":"chain 0","iteration":41,"value":2.360440788636683},{"chain":"chain 0","iteration":42,"value":2.0697053958433},{"chain":"chain 0","iteration":43,"value":4.1861793445589415},{"chain":"chain 0","iteration":44,"value":1.7541300715874424},{"chain":"chain 0","iteration":45,"value":0.2457398760164718},{"chain":"chain 0","iteration":46,"value":2.5511568834275327},{"chain":"chain 0","iteration":47,"value":1.9599215171157933},{"chain":"chain 0","iteration":48,"value":7.013521882811233},{"chain":"chain 0","iteration":49,"value":5.638496692154178},{"chain":"chain 0","iteration":50,"value":5.3202161672166115},{"chain":"chain 0","iteration":51,"value":5.40157205173661},{"chain":"chain 0","iteration":52,"value":4.6893605652087915},{"chain":"chain 0","iteration":53,"value":1.0255644133596507},{"chain":"chain 0","iteration":54,"value":2.1740502307792826},{"chain":"chain 0","iteration":55,"value":4.463620962146809},{"chain":"chain 0","iteration":56,"value":2.5825786728817404},{"chain":"chain 0","iteration":57,"value":-1.3719943458766757},{"chain":"chain 0","iteration":58,"value":-2.635050502491208},{"chain":"chain 0","iteration":59,"value":-2.6302890130349135},{"chain":"chain 0","iteration":60,"value":7.029058601539266},{"chain":"chain 0","iteration":61,"value":6.821242782142709},{"chain":"chain 0","iteration":62,"value":4.713045155759695},{"chain":"chain 0","iteration":63,"value":4.5107734698190685},{"chain":"chain 0","iteration":64,"value":2.6459651984303707},{"chain":"chain 0","iteration":65,"value":7.260174335585344},{"chain":"chain 0","iteration":66,"value":7.852783895855444},{"chain":"chain 0","iteration":67,"value":4.831119956239258},{"chain":"chain 0","iteration":68,"value":5.865205180613183},{"chain":"chain 0","iteration":69,"value":-2.4992849618809543},{"chain":"chain 0","iteration":70,"value":4.2196060941204445},{"chain":"chain 0","iteration":71,"value":4.386518380427835},{"chain":"chain 0","iteration":72,"value":4.200529902660486},{"chain":"chain 0","iteration":73,"value":3.6344846241171784},{"chain":"chain 0","iteration":74,"value":3.643785004000487},{"chain":"chain 0","iteration":75,"value":3.774398386866907},{"chain":"chain 0","iteration":76,"value":1.95950229059396},{"chain":"chain 0","iteration":77,"value":0.48905526876133826},{"chain":"chain 0","iteration":78,"value":0.9078950864671301},{"chain":"chain 0","iteration":79,"value":-1.7328161592425926},{"chain":"chain 0","iteration":80,"value":7.114647950161224},{"chain":"chain 0","iteration":81,"value":-2.0045846487420205},{"chain":"chain 0","iteration":82,"value":-1.3845661071993849},{"chain":"chain 0","iteration":83,"value":4.4773396262024985},{"chain":"chain 0","iteration":84,"value":4.330694859624981},{"chain":"chain 0","iteration":85,"value":0.5063869299105507},{"chain":"chain 0","iteration":86,"value":-2.5397155493405275},{"chain":"chain 0","iteration":87,"value":-2.5834192256138393},{"chain":"chain 0","iteration":88,"value":-3.098303799368788},{"chain":"chain 0","iteration":89,"value":4.347686120987798},{"chain":"chain 0","iteration":90,"value":3.952233836819933},{"chain":"chain 0","iteration":91,"value":4.7756603541109515},{"chain":"chain 0","iteration":92,"value":4.664265839227659},{"chain":"chain 0","iteration":93,"value":4.633957503784584},{"chain":"chain 0","iteration":94,"value":5.797418530314271},{"chain":"chain 0","iteration":95,"value":10.46545970826339},{"chain":"chain 0","iteration":96,"value":10.408300183026569},{"chain":"chain 0","iteration":97,"value":13.12121071861292},{"chain":"chain 0","iteration":98,"value":0.9316527815380425},{"chain":"chain 0","iteration":99,"value":-3.3537913911602346},{"chain":"chain 0","iteration":100,"value":4.242897310024588},{"chain":"chain 0","iteration":101,"value":4.403443143078897},{"chain":"chain 0","iteration":102,"value":7.609826999551134},{"chain":"chain 0","iteration":103,"value":7.680796305100322},{"chain":"chain 0","iteration":104,"value":7.602684077886982},{"chain":"chain 0","iteration":105,"value":7.630544557659797},{"chain":"chain 0","iteration":106,"value":7.185154390832786},{"chain":"chain 0","iteration":107,"value":8.419231729387038},{"chain":"chain 0","iteration":108,"value":-3.4504579526864734},{"chain":"chain 0","iteration":109,"value":4.4771551074240765},{"chain":"chain 0","iteration":110,"value":4.446870283865554},{"chain":"chain 0","iteration":111,"value":7.943794659613936},{"chain":"chain 0","iteration":112,"value":7.043373667827331},{"chain":"chain 0","iteration":113,"value":7.786007498571254},{"chain":"chain 0","iteration":114,"value":7.879639592282038},{"chain":"chain 0","iteration":115,"value":6.033241019498595},{"chain":"chain 0","iteration":116,"value":7.349800098426262},{"chain":"chain 0","iteration":117,"value":7.37360318495475},{"chain":"chain 0","iteration":118,"value":1.94543093859369},{"chain":"chain 0","iteration":119,"value":1.4892309200274954},{"chain":"chain 0","iteration":120,"value":1.2762555360503267},{"chain":"chain 0","iteration":121,"value":1.3269477825833476},{"chain":"chain 0","iteration":122,"value":0.3995424352443103},{"chain":"chain 0","iteration":123,"value":8.056646951888851},{"chain":"chain 0","iteration":124,"value":7.5423907775236545},{"chain":"chain 0","iteration":125,"value":10.605278496634536},{"chain":"chain 0","iteration":126,"value":1.4196758904305},{"chain":"chain 0","iteration":127,"value":1.6084273111707577},{"chain":"chain 0","iteration":128,"value":1.9132336456003884},{"chain":"chain 0","iteration":129,"value":1.824617593938645},{"chain":"chain 0","iteration":130,"value":3.7976569642531395},{"chain":"chain 0","iteration":131,"value":10.278936310919313},{"chain":"chain 0","iteration":132,"value":4.201635094761314},{"chain":"chain 0","iteration":133,"value":4.178461817468556},{"chain":"chain 0","iteration":134,"value":10.013378350661366},{"chain":"chain 0","iteration":135,"value":10.293404275200505},{"chain":"chain 0","iteration":136,"value":3.7646124548470996},{"chain":"chain 0","iteration":137,"value":4.315758136647503},{"chain":"chain 0","iteration":138,"value":6.154163325711234},{"chain":"chain 0","iteration":139,"value":3.818430379688256},{"chain":"chain 0","iteration":140,"value":3.8290938263578664},{"chain":"chain 0","iteration":141,"value":3.5518211248891953},{"chain":"chain 0","iteration":142,"value":3.6903916940634844},{"chain":"chain 0","iteration":143,"value":2.2847668039531244},{"chain":"chain 0","iteration":144,"value":-1.3952977548316556},{"chain":"chain 0","iteration":145,"value":-1.4749308933019065},{"chain":"chain 0","iteration":146,"value":-1.750939246559425},{"chain":"chain 0","iteration":147,"value":-1.7605750071805466},{"chain":"chain 0","iteration":148,"value":-1.7605750071805466},{"chain":"chain 0","iteration":149,"value":4.0771117562454195},{"chain":"chain 0","iteration":150,"value":3.995433238521388},{"chain":"chain 0","iteration":151,"value":3.7295708630773983},{"chain":"chain 0","iteration":152,"value":2.591154225251079},{"chain":"chain 0","iteration":153,"value":2.6199052632732824},{"chain":"chain 0","iteration":154,"value":-0.5079511212949986},{"chain":"chain 0","iteration":155,"value":-6.988119900272923},{"chain":"chain 0","iteration":156,"value":-6.4691533979759255},{"chain":"chain 0","iteration":157,"value":-3.924176566938616},{"chain":"chain 0","iteration":158,"value":4.030074160933826},{"chain":"chain 0","iteration":159,"value":1.8651778371497882},{"chain":"chain 0","iteration":160,"value":-1.984188720134736},{"chain":"chain 0","iteration":161,"value":-0.7171317258577871},{"chain":"chain 0","iteration":162,"value":-0.831250636236897},{"chain":"chain 0","iteration":163,"value":-3.477082935292779},{"chain":"chain 0","iteration":164,"value":8.22177350875142},{"chain":"chain 0","iteration":165,"value":10.478808686788831},{"chain":"chain 0","iteration":166,"value":6.797088720271071},{"chain":"chain 0","iteration":167,"value":8.794677555473086},{"chain":"chain 0","iteration":168,"value":10.307849911236003},{"chain":"chain 0","iteration":169,"value":11.301614217781621},{"chain":"chain 0","iteration":170,"value":7.257616153992771},{"chain":"chain 0","iteration":171,"value":5.29438025500718},{"chain":"chain 0","iteration":172,"value":1.7301309292459},{"chain":"chain 0","iteration":173,"value":1.8085326970117863},{"chain":"chain 0","iteration":174,"value":6.289075529251222},{"chain":"chain 0","iteration":175,"value":3.8279330547808748},{"chain":"chain 0","iteration":176,"value":5.3550319027314925},{"chain":"chain 0","iteration":177,"value":3.7741869719694368},{"chain":"chain 0","iteration":178,"value":5.310617367371545},{"chain":"chain 0","iteration":179,"value":6.236013935867488},{"chain":"chain 0","iteration":180,"value":11.896441924382545},{"chain":"chain 0","iteration":181,"value":11.504220155266689},{"chain":"chain 0","iteration":182,"value":12.892539641150298},{"chain":"chain 0","iteration":183,"value":11.958448081184578},{"chain":"chain 0","iteration":184,"value":-1.3364723697642733},{"chain":"chain 0","iteration":185,"value":-4.391038287307139},{"chain":"chain 0","iteration":186,"value":-6.589641089863435},{"chain":"chain 0","iteration":187,"value":-6.589641089863435},{"chain":"chain 0","iteration":188,"value":-6.427102285156808},{"chain":"chain 0","iteration":189,"value":-6.95578036161096},{"chain":"chain 0","iteration":190,"value":-7.535615980120673},{"chain":"chain 0","iteration":191,"value":-7.445396845534896},{"chain":"chain 0","iteration":192,"value":-3.2785343806228124},{"chain":"chain 0","iteration":193,"value":-0.8410386830879624},{"chain":"chain 0","iteration":194,"value":-0.8607475425354837},{"chain":"chain 0","iteration":195,"value":-5.59457837889264},{"chain":"chain 0","iteration":196,"value":-6.794582886642857},{"chain":"chain 0","iteration":197,"value":-7.149418516625864},{"chain":"chain 0","iteration":198,"value":-7.073430726463057},{"chain":"chain 0","iteration":199,"value":-3.7912485349726746},{"chain":"chain 0","iteration":200,"value":-3.052391347566907},{"chain":"chain 0","iteration":201,"value":-1.3773176574591002},{"chain":"chain 0","iteration":202,"value":-1.0913957233064062},{"chain":"chain 0","iteration":203,"value":-0.958807133706384},{"chain":"chain 0","iteration":204,"value":0.9030509426900146},{"chain":"chain 0","iteration":205,"value":0.04430171903462425},{"chain":"chain 0","iteration":206,"value":-2.0756943767244755},{"chain":"chain 0","iteration":207,"value":0.8364157492962189},{"chain":"chain 0","iteration":208,"value":4.937343161215033},{"chain":"chain 0","iteration":209,"value":7.4324510686605},{"chain":"chain 0","iteration":210,"value":6.420961369357412},{"chain":"chain 0","iteration":211,"value":6.619939510361483},{"chain":"chain 0","iteration":212,"value":6.664930833637031},{"chain":"chain 0","iteration":213,"value":7.108084279338701},{"chain":"chain 0","iteration":214,"value":7.961901337770206},{"chain":"chain 0","iteration":215,"value":12.455164864069886},{"chain":"chain 0","iteration":216,"value":12.636141706473246},{"chain":"chain 0","iteration":217,"value":13.615286146758566},{"chain":"chain 0","iteration":218,"value":13.713831845343044},{"chain":"chain 0","iteration":219,"value":11.84215889000443},{"chain":"chain 0","iteration":220,"value":11.512869716943008},{"chain":"chain 0","iteration":221,"value":8.3965942361513},{"chain":"chain 0","iteration":222,"value":12.771812075735502},{"chain":"chain 0","iteration":223,"value":7.5525251786433},{"chain":"chain 0","iteration":224,"value":8.04236662366485},{"chain":"chain 0","iteration":225,"value":5.801629012980091},{"chain":"chain 0","iteration":226,"value":-0.1744613357828822},{"chain":"chain 0","iteration":227,"value":-5.9168934655535255},{"chain":"chain 0","iteration":228,"value":-5.98776820318639},{"chain":"chain 0","iteration":229,"value":4.459385621379286},{"chain":"chain 0","iteration":230,"value":4.720617800825603},{"chain":"chain 0","iteration":231,"value":4.202849994548141},{"chain":"chain 0","iteration":232,"value":4.8906902134376855},{"chain":"chain 0","iteration":233,"value":4.788300299034815},{"chain":"chain 0","iteration":234,"value":5.155450760671929},{"chain":"chain 0","iteration":235,"value":7.887192350221997},{"chain":"chain 0","iteration":236,"value":8.189310920455151},{"chain":"chain 0","iteration":237,"value":3.954621876530815},{"chain":"chain 0","iteration":238,"value":-0.878543558525988},{"chain":"chain 0","iteration":239,"value":5.583813760493519},{"chain":"chain 0","iteration":240,"value":8.28229922389907},{"chain":"chain 0","iteration":241,"value":8.031040209449673},{"chain":"chain 0","iteration":242,"value":7.863211990737113},{"chain":"chain 0","iteration":243,"value":7.793906452322023},{"chain":"chain 0","iteration":244,"value":3.6434112035752264},{"chain":"chain 0","iteration":245,"value":3.274593000791148},{"chain":"chain 0","iteration":246,"value":4.921806029597915},{"chain":"chain 0","iteration":247,"value":4.8871702230665415},{"chain":"chain 0","iteration":248,"value":4.046019329218547},{"chain":"chain 0","iteration":249,"value":4.419474269076192},{"chain":"chain 0","iteration":250,"value":10.184835343791853},{"chain":"chain 0","iteration":251,"value":10.75005823800693},{"chain":"chain 0","iteration":252,"value":-1.6374235175977392},{"chain":"chain 0","iteration":253,"value":1.0720611801472688},{"chain":"chain 0","iteration":254,"value":2.3080190888052554},{"chain":"chain 0","iteration":255,"value":2.042054453559925},{"chain":"chain 0","iteration":256,"value":-1.4158828399776378},{"chain":"chain 0","iteration":257,"value":-1.486115901908232},{"chain":"chain 0","iteration":258,"value":-6.452722432054703},{"chain":"chain 0","iteration":259,"value":-6.85010418191356},{"chain":"chain 0","iteration":260,"value":-6.688133739318851},{"chain":"chain 0","iteration":261,"value":-6.997012237465311},{"chain":"chain 0","iteration":262,"value":-7.526086453449825},{"chain":"chain 0","iteration":263,"value":-7.650190229881955},{"chain":"chain 0","iteration":264,"value":-7.640020310160823},{"chain":"chain 0","iteration":265,"value":-7.640020310160823},{"chain":"chain 0","iteration":266,"value":-7.640020310160823},{"chain":"chain 0","iteration":267,"value":-7.640020310160823},{"chain":"chain 0","iteration":268,"value":-7.640020310160823},{"chain":"chain 0","iteration":269,"value":-7.640020310160823},{"chain":"chain 0","iteration":270,"value":-7.640020310160823},{"chain":"chain 0","iteration":271,"value":-7.813215245314871},{"chain":"chain 0","iteration":272,"value":-4.908879806075448},{"chain":"chain 0","iteration":273,"value":-5.682880264564279},{"chain":"chain 0","iteration":274,"value":-5.708261501581131},{"chain":"chain 0","iteration":275,"value":-5.286154212172124},{"chain":"chain 0","iteration":276,"value":-6.166919182105859},{"chain":"chain 0","iteration":277,"value":-1.3293593223502436},{"chain":"chain 0","iteration":278,"value":0.02563058377704133},{"chain":"chain 0","iteration":279,"value":5.534904531840995},{"chain":"chain 0","iteration":280,"value":9.103969673012806},{"chain":"chain 0","iteration":281,"value":6.552207404682271},{"chain":"chain 0","iteration":282,"value":7.1562039844033665},{"chain":"chain 0","iteration":283,"value":7.499375769150375},{"chain":"chain 0","iteration":284,"value":7.162965517905816},{"chain":"chain 0","iteration":285,"value":6.837825857888018},{"chain":"chain 0","iteration":286,"value":9.872069647189296},{"chain":"chain 0","iteration":287,"value":10.050758440819802},{"chain":"chain 0","iteration":288,"value":-1.308139841219638},{"chain":"chain 0","iteration":289,"value":-1.1719876299665208},{"chain":"chain 0","iteration":290,"value":-1.8927692207448408},{"chain":"chain 0","iteration":291,"value":-1.8593010967426133},{"chain":"chain 0","iteration":292,"value":-2.1166251409917582},{"chain":"chain 0","iteration":293,"value":-4.677588201658209},{"chain":"chain 0","iteration":294,"value":-2.856515849391455},{"chain":"chain 0","iteration":295,"value":-4.40867981154974},{"chain":"chain 0","iteration":296,"value":-5.3865627092498265},{"chain":"chain 0","iteration":297,"value":-5.359319809759078},{"chain":"chain 0","iteration":298,"value":5.6548498812598265},{"chain":"chain 0","iteration":299,"value":5.287058336188175},{"chain":"chain 1","iteration":0,"value":3.5488878109946316},{"chain":"chain 1","iteration":1,"value":0.039940174333272044},{"chain":"chain 1","iteration":2,"value":-0.5250559224665777},{"chain":"chain 1","iteration":3,"value":-1.2964261208476824},{"chain":"chain 1","iteration":4,"value":-1.4729896475903295},{"chain":"chain 1","iteration":5,"value":-2.602464773122559},{"chain":"chain 1","iteration":6,"value":2.9662258154725274},{"chain":"chain 1","iteration":7,"value":6.542272913052578},{"chain":"chain 1","iteration":8,"value":6.85357857586571},{"chain":"chain 1","iteration":9,"value":10.08084843601977},{"chain":"chain 1","iteration":10,"value":3.7358228660030313},{"chain":"chain 1","iteration":11,"value":4.444790685726479},{"chain":"chain 1","iteration":12,"value":3.840005964341432},{"chain":"chain 1","iteration":13,"value":3.464505179100974},{"chain":"chain 1","iteration":14,"value":0.8087563514726848},{"chain":"chain 1","iteration":15,"value":2.212949309106203},{"chain":"chain 1","iteration":16,"value":4.0231053796124066},{"chain":"chain 1","iteration":17,"value":4.096051443657964},{"chain":"chain 1","iteration":18,"value":4.132254313843887},{"chain":"chain 1","iteration":19,"value":4.3714878241984625},{"chain":"chain 1","iteration":20,"value":3.8590499687599005},{"chain":"chain 1","iteration":21,"value":4.504222456143643},{"chain":"chain 1","iteration":22,"value":5.681417414893415},{"chain":"chain 1","iteration":23,"value":5.956710512335564},{"chain":"chain 1","iteration":24,"value":5.434901561196342},{"chain":"chain 1","iteration":25,"value":6.0348596390752025},{"chain":"chain 1","iteration":26,"value":5.89848690691198},{"chain":"chain 1","iteration":27,"value":5.639549525341434},{"chain":"chain 1","iteration":28,"value":7.148052384206687},{"chain":"chain 1","iteration":29,"value":10.695796663107501},{"chain":"chain 1","iteration":30,"value":5.035980911874136},{"chain":"chain 1","iteration":31,"value":10.871492818326322},{"chain":"chain 1","iteration":32,"value":6.0355067588819855},{"chain":"chain 1","iteration":33,"value":-0.7775662074310826},{"chain":"chain 1","iteration":34,"value":-2.2995450077658366},{"chain":"chain 1","iteration":35,"value":-0.7854283469138066},{"chain":"chain 1","iteration":36,"value":-1.3704327593806351},{"chain":"chain 1","iteration":37,"value":0.049449230131090656},{"chain":"chain 1","iteration":38,"value":3.4232184266934906},{"chain":"chain 1","iteration":39,"value":3.369564970123091},{"chain":"chain 1","iteration":40,"value":3.578681640923685},{"chain":"chain 1","iteration":41,"value":3.4577634908006387},{"chain":"chain 1","iteration":42,"value":8.157636391738855},{"chain":"chain 1","iteration":43,"value":10.258776468357663},{"chain":"chain 1","iteration":44,"value":9.695447547174377},{"chain":"chain 1","iteration":45,"value":10.655874581036331},{"chain":"chain 1","iteration":46,"value":11.47035300148648},{"chain":"chain 1","iteration":47,"value":9.701801263840256},{"chain":"chain 1","iteration":48,"value":9.52114101509487},{"chain":"chain 1","iteration":49,"value":9.660047132905913},{"chain":"chain 1","iteration":50,"value":3.9832655816035114},{"chain":"chain 1","iteration":51,"value":3.8167478296537167},{"chain":"chain 1","iteration":52,"value":3.994622330908705},{"chain":"chain 1","iteration":53,"value":4.121927336234615},{"chain":"chain 1","iteration":54,"value":1.645470237390351},{"chain":"chain 1","iteration":55,"value":6.603744184829976},{"chain":"chain 1","iteration":56,"value":5.4914909641501675},{"chain":"chain 1","iteration":57,"value":7.5492894877641},{"chain":"chain 1","iteration":58,"value":7.048636610088497},{"chain":"chain 1","iteration":59,"value":1.6203321144181877},{"chain":"chain 1","iteration":60,"value":5.156458509686866},{"chain":"chain 1","iteration":61,"value":3.8357067660739355},{"chain":"chain 1","iteration":62,"value":4.345904986744473},{"chain":"chain 1","iteration":63,"value":5.022433551541757},{"chain":"chain 1","iteration":64,"value":5.324195736734453},{"chain":"chain 1","iteration":65,"value":2.2126362744945025},{"chain":"chain 1","iteration":66,"value":2.5838817720526954},{"chain":"chain 1","iteration":67,"value":3.0026132777618346},{"chain":"chain 1","iteration":68,"value":2.811443192932325},{"chain":"chain 1","iteration":69,"value":2.853108169169423},{"chain":"chain 1","iteration":70,"value":3.225598829006771},{"chain":"chain 1","iteration":71,"value":8.376086526799128},{"chain":"chain 1","iteration":72,"value":10.116604075112043},{"chain":"chain 1","iteration":73,"value":7.796350158889724},{"chain":"chain 1","iteration":74,"value":4.452569883185467},{"chain":"chain 1","iteration":75,"value":4.667752797875},{"chain":"chain 1","iteration":76,"value":4.8609049356691685},{"chain":"chain 1","iteration":77,"value":4.163691410910407},{"chain":"chain 1","iteration":78,"value":2.5854972846013187},{"chain":"chain 1","iteration":79,"value":7.153811910282491},{"chain":"chain 1","iteration":80,"value":3.5242625924469633},{"chain":"chain 1","iteration":81,"value":10.675570501244456},{"chain":"chain 1","iteration":82,"value":10.487443104568989},{"chain":"chain 1","iteration":83,"value":8.430973628091433},{"chain":"chain 1","iteration":84,"value":8.29115718144281},{"chain":"chain 1","iteration":85,"value":2.629374928679265},{"chain":"chain 1","iteration":86,"value":2.7336560945706463},{"chain":"chain 1","iteration":87,"value":2.2981050591525656},{"chain":"chain 1","iteration":88,"value":7.261188238724549},{"chain":"chain 1","iteration":89,"value":5.017955680216771},{"chain":"chain 1","iteration":90,"value":3.2921934541820845},{"chain":"chain 1","iteration":91,"value":3.6533144569709015},{"chain":"chain 1","iteration":92,"value":3.5089839453983975},{"chain":"chain 1","iteration":93,"value":4.57881422572962},{"chain":"chain 1","iteration":94,"value":3.886333020998417},{"chain":"chain 1","iteration":95,"value":5.435685766674186},{"chain":"chain 1","iteration":96,"value":6.994869829338733},{"chain":"chain 1","iteration":97,"value":5.09698604118354},{"chain":"chain 1","iteration":98,"value":5.363780267214954},{"chain":"chain 1","iteration":99,"value":5.4545528296423305},{"chain":"chain 1","iteration":100,"value":5.461908029000457},{"chain":"chain 1","iteration":101,"value":5.529210520775721},{"chain":"chain 1","iteration":102,"value":9.954558755809046},{"chain":"chain 1","iteration":103,"value":10.140664554334524},{"chain":"chain 1","iteration":104,"value":10.336767808952366},{"chain":"chain 1","iteration":105,"value":10.272430317228059},{"chain":"chain 1","iteration":106,"value":12.217436904354866},{"chain":"chain 1","iteration":107,"value":10.745809350576435},{"chain":"chain 1","iteration":108,"value":10.100119865300842},{"chain":"chain 1","iteration":109,"value":10.283592048657018},{"chain":"chain 1","iteration":110,"value":10.293795088488924},{"chain":"chain 1","iteration":111,"value":11.24068407960097},{"chain":"chain 1","iteration":112,"value":3.7162291147684883},{"chain":"chain 1","iteration":113,"value":4.169332446422923},{"chain":"chain 1","iteration":114,"value":4.1558072509233694},{"chain":"chain 1","iteration":115,"value":4.225766513622072},{"chain":"chain 1","iteration":116,"value":3.203348777340676},{"chain":"chain 1","iteration":117,"value":3.8331344284821927},{"chain":"chain 1","iteration":118,"value":3.1440714021448106},{"chain":"chain 1","iteration":119,"value":3.7907843920841082},{"chain":"chain 1","iteration":120,"value":3.9154172406981504},{"chain":"chain 1","iteration":121,"value":2.952729670361613},{"chain":"chain 1","iteration":122,"value":2.906639602005412},{"chain":"chain 1","iteration":123,"value":2.214960250681015},{"chain":"chain 1","iteration":124,"value":-0.5244892924438911},{"chain":"chain 1","iteration":125,"value":4.384710609244861},{"chain":"chain 1","iteration":126,"value":4.029954887607016},{"chain":"chain 1","iteration":127,"value":4.203700715291097},{"chain":"chain 1","iteration":128,"value":4.041090337306093},{"chain":"chain 1","iteration":129,"value":6.325206682090625},{"chain":"chain 1","iteration":130,"value":3.4218687375170216},{"chain":"chain 1","iteration":131,"value":5.004482147773272},{"chain":"chain 1","iteration":132,"value":13.949338383675602},{"chain":"chain 1","iteration":133,"value":5.878747358230589},{"chain":"chain 1","iteration":134,"value":5.858849558539902},{"chain":"chain 1","iteration":135,"value":5.703417383698158},{"chain":"chain 1","iteration":136,"value":5.646351071001623},{"chain":"chain 1","iteration":137,"value":3.986793953334111},{"chain":"chain 1","iteration":138,"value":3.9661694571081103},{"chain":"chain 1","iteration":139,"value":4.032674651679882},{"chain":"chain 1","iteration":140,"value":4.134219050786663},{"chain":"chain 1","iteration":141,"value":5.032785665552859},{"chain":"chain 1","iteration":142,"value":3.287770720843365},{"chain":"chain 1","iteration":143,"value":2.4523370863412493},{"chain":"chain 1","iteration":144,"value":2.2002496365850193},{"chain":"chain 1","iteration":145,"value":7.672406027209877},{"chain":"chain 1","iteration":146,"value":-0.9774086871826968},{"chain":"chain 1","iteration":147,"value":-1.2367710621100154},{"chain":"chain 1","iteration":148,"value":2.477135129568114},{"chain":"chain 1","iteration":149,"value":0.05239917562035796},{"chain":"chain 1","iteration":150,"value":0.06538589764654121},{"chain":"chain 1","iteration":151,"value":0.4038510662682523},{"chain":"chain 1","iteration":152,"value":1.2115752096151333},{"chain":"chain 1","iteration":153,"value":8.23424890520444},{"chain":"chain 1","iteration":154,"value":7.936148539753535},{"chain":"chain 1","iteration":155,"value":8.527890803465407},{"chain":"chain 1","iteration":156,"value":11.985414260839258},{"chain":"chain 1","iteration":157,"value":7.551510666860802},{"chain":"chain 1","iteration":158,"value":4.599241972828349},{"chain":"chain 1","iteration":159,"value":4.622117235637454},{"chain":"chain 1","iteration":160,"value":4.013653763120185},{"chain":"chain 1","iteration":161,"value":4.191023393731584},{"chain":"chain 1","iteration":162,"value":4.767069131165842},{"chain":"chain 1","iteration":163,"value":4.263616009562583},{"chain":"chain 1","iteration":164,"value":5.341096746063796},{"chain":"chain 1","iteration":165,"value":4.091836027840837},{"chain":"chain 1","iteration":166,"value":5.474900204625205},{"chain":"chain 1","iteration":167,"value":3.3541212993532654},{"chain":"chain 1","iteration":168,"value":3.343851055592849},{"chain":"chain 1","iteration":169,"value":3.902831287759489},{"chain":"chain 1","iteration":170,"value":3.2655909648699795},{"chain":"chain 1","iteration":171,"value":3.132183634791061},{"chain":"chain 1","iteration":172,"value":1.6041494077931535},{"chain":"chain 1","iteration":173,"value":1.74940828098984},{"chain":"chain 1","iteration":174,"value":1.5624709638748255},{"chain":"chain 1","iteration":175,"value":1.5624709638748255},{"chain":"chain 1","iteration":176,"value":1.6620253180358096},{"chain":"chain 1","iteration":177,"value":1.6045701427133818},{"chain":"chain 1","iteration":178,"value":4.146019086398984},{"chain":"chain 1","iteration":179,"value":3.5950813110215214},{"chain":"chain 1","iteration":180,"value":4.683362721960895},{"chain":"chain 1","iteration":181,"value":1.3190894737994565},{"chain":"chain 1","iteration":182,"value":1.7513645815893981},{"chain":"chain 1","iteration":183,"value":1.7529791409941151},{"chain":"chain 1","iteration":184,"value":0.461249222411615},{"chain":"chain 1","iteration":185,"value":-3.384631919832696},{"chain":"chain 1","iteration":186,"value":3.8915127724575704},{"chain":"chain 1","iteration":187,"value":7.57406206946448},{"chain":"chain 1","iteration":188,"value":7.302663403112816},{"chain":"chain 1","iteration":189,"value":8.107720150933295},{"chain":"chain 1","iteration":190,"value":12.421060574868658},{"chain":"chain 1","iteration":191,"value":13.03490463084055},{"chain":"chain 1","iteration":192,"value":1.8964996108106584},{"chain":"chain 1","iteration":193,"value":4.258015269284777},{"chain":"chain 1","iteration":194,"value":1.9685358832833224},{"chain":"chain 1","iteration":195,"value":1.7305689357126142},{"chain":"chain 1","iteration":196,"value":4.961018176005315},{"chain":"chain 1","iteration":197,"value":7.957763886317043},{"chain":"chain 1","iteration":198,"value":8.219835072972266},{"chain":"chain 1","iteration":199,"value":3.9883130655836756},{"chain":"chain 1","iteration":200,"value":5.3832325350109285},{"chain":"chain 1","iteration":201,"value":4.813441067971412},{"chain":"chain 1","iteration":202,"value":4.842361174634597},{"chain":"chain 1","iteration":203,"value":6.194694950913668},{"chain":"chain 1","iteration":204,"value":5.964738181012243},{"chain":"chain 1","iteration":205,"value":5.962715676944097},{"chain":"chain 1","iteration":206,"value":5.325486653727394},{"chain":"chain 1","iteration":207,"value":6.223272542259508},{"chain":"chain 1","iteration":208,"value":6.320455552753721},{"chain":"chain 1","iteration":209,"value":2.3463827959590207},{"chain":"chain 1","iteration":210,"value":0.11265240538666416},{"chain":"chain 1","iteration":211,"value":-2.7660788624843353},{"chain":"chain 1","iteration":212,"value":-3.645834887630311},{"chain":"chain 1","iteration":213,"value":3.125398725181392},{"chain":"chain 1","iteration":214,"value":5.987548670681801},{"chain":"chain 1","iteration":215,"value":0.15584128098714978},{"chain":"chain 1","iteration":216,"value":-1.8526250307004417},{"chain":"chain 1","iteration":217,"value":-1.6153001046319466},{"chain":"chain 1","iteration":218,"value":0.11332579856688048},{"chain":"chain 1","iteration":219,"value":6.025020786317877},{"chain":"chain 1","iteration":220,"value":6.082998530423749},{"chain":"chain 1","iteration":221,"value":7.110502728972623},{"chain":"chain 1","iteration":222,"value":6.483018934091551},{"chain":"chain 1","iteration":223,"value":2.5883901101741786},{"chain":"chain 1","iteration":224,"value":1.7051844648305625},{"chain":"chain 1","iteration":225,"value":1.8331504726482046},{"chain":"chain 1","iteration":226,"value":0.6259722876101499},{"chain":"chain 1","iteration":227,"value":-4.936055749962291},{"chain":"chain 1","iteration":228,"value":-6.1242279116622695},{"chain":"chain 1","iteration":229,"value":-6.1242279116622695},{"chain":"chain 1","iteration":230,"value":-5.3818745236972925},{"chain":"chain 1","iteration":231,"value":1.0683994231324099},{"chain":"chain 1","iteration":232,"value":0.6826695348345486},{"chain":"chain 1","iteration":233,"value":0.6826695348345486},{"chain":"chain 1","iteration":234,"value":0.3656299860149702},{"chain":"chain 1","iteration":235,"value":-2.8866979094098872},{"chain":"chain 1","iteration":236,"value":-3.31654291227909},{"chain":"chain 1","iteration":237,"value":-3.2525262165259776},{"chain":"chain 1","iteration":238,"value":0.645490929146457},{"chain":"chain 1","iteration":239,"value":1.6444987348206377},{"chain":"chain 1","iteration":240,"value":-3.8279963773091437},{"chain":"chain 1","iteration":241,"value":-6.489456044459989},{"chain":"chain 1","iteration":242,"value":-7.975946396781537},{"chain":"chain 1","iteration":243,"value":-5.266370220669161},{"chain":"chain 1","iteration":244,"value":-5.439724163109788},{"chain":"chain 1","iteration":245,"value":-5.439724163109788},{"chain":"chain 1","iteration":246,"value":-6.5490534599101755},{"chain":"chain 1","iteration":247,"value":-6.5490534599101755},{"chain":"chain 1","iteration":248,"value":-3.7687880642296676},{"chain":"chain 1","iteration":249,"value":-3.7776353376050027},{"chain":"chain 1","iteration":250,"value":-2.576649595893643},{"chain":"chain 1","iteration":251,"value":-4.054609467521414},{"chain":"chain 1","iteration":252,"value":4.072933225452825},{"chain":"chain 1","iteration":253,"value":6.291037075567311},{"chain":"chain 1","iteration":254,"value":6.314235907803541},{"chain":"chain 1","iteration":255,"value":5.956154380650443},{"chain":"chain 1","iteration":256,"value":4.767158462119122},{"chain":"chain 1","iteration":257,"value":4.761103714238308},{"chain":"chain 1","iteration":258,"value":4.80063853552213},{"chain":"chain 1","iteration":259,"value":7.886905958158844},{"chain":"chain 1","iteration":260,"value":7.887747526815745},{"chain":"chain 1","iteration":261,"value":7.526707751824533},{"chain":"chain 1","iteration":262,"value":7.975305114939058},{"chain":"chain 1","iteration":263,"value":6.77821328843792},{"chain":"chain 1","iteration":264,"value":6.666155831934342},{"chain":"chain 1","iteration":265,"value":6.668564346491952},{"chain":"chain 1","iteration":266,"value":7.702815705580693},{"chain":"chain 1","iteration":267,"value":3.933832869369038},{"chain":"chain 1","iteration":268,"value":3.8584974724043892},{"chain":"chain 1","iteration":269,"value":3.810770705047196},{"chain":"chain 1","iteration":270,"value":5.458463546687414},{"chain":"chain 1","iteration":271,"value":3.8477336044708},{"chain":"chain 1","iteration":272,"value":0.28374377716756244},{"chain":"chain 1","iteration":273,"value":-1.5244352462013173},{"chain":"chain 1","iteration":274,"value":-2.3277317132523554},{"chain":"chain 1","iteration":275,"value":1.149177021590833},{"chain":"chain 1","iteration":276,"value":1.650315560894651},{"chain":"chain 1","iteration":277,"value":1.5555369223021103},{"chain":"chain 1","iteration":278,"value":7.418041941189138},{"chain":"chain 1","iteration":279,"value":8.17472252763927},{"chain":"chain 1","iteration":280,"value":9.398631761954807},{"chain":"chain 1","iteration":281,"value":8.516285661673258},{"chain":"chain 1","iteration":282,"value":8.490109410066356},{"chain":"chain 1","iteration":283,"value":8.512396433859063},{"chain":"chain 1","iteration":284,"value":3.328478868561117},{"chain":"chain 1","iteration":285,"value":3.513044206150841},{"chain":"chain 1","iteration":286,"value":3.685121444363336},{"chain":"chain 1","iteration":287,"value":3.854570519340129},{"chain":"chain 1","iteration":288,"value":4.7190145828789944},{"chain":"chain 1","iteration":289,"value":11.242345561463882},{"chain":"chain 1","iteration":290,"value":11.295819521081658},{"chain":"chain 1","iteration":291,"value":4.260499090375023},{"chain":"chain 1","iteration":292,"value":3.17582357245856},{"chain":"chain 1","iteration":293,"value":2.9664140483912136},{"chain":"chain 1","iteration":294,"value":0.583642329514915},{"chain":"chain 1","iteration":295,"value":10.288826658770628},{"chain":"chain 1","iteration":296,"value":13.830794203992053},{"chain":"chain 1","iteration":297,"value":13.706214383219615},{"chain":"chain 1","iteration":298,"value":13.509305806956311},{"chain":"chain 1","iteration":299,"value":10.545905908735865},{"chain":"chain 2","iteration":0,"value":4.255387423717942},{"chain":"chain 2","iteration":1,"value":4.284292323025588},{"chain":"chain 2","iteration":2,"value":1.2045294534631896},{"chain":"chain 2","iteration":3,"value":4.862639159521552},{"chain":"chain 2","iteration":4,"value":1.7123479297104263},{"chain":"chain 2","iteration":5,"value":-4.544487597428262},{"chain":"chain 2","iteration":6,"value":-3.240513928658982},{"chain":"chain 2","iteration":7,"value":-3.3850098541110607},{"chain":"chain 2","iteration":8,"value":-3.3850098541110607},{"chain":"chain 2","iteration":9,"value":1.6959320754235356},{"chain":"chain 2","iteration":10,"value":1.88617934570472},{"chain":"chain 2","iteration":11,"value":1.0216047868580538},{"chain":"chain 2","iteration":12,"value":3.5508327671170212},{"chain":"chain 2","iteration":13,"value":3.1618818119434358},{"chain":"chain 2","iteration":14,"value":0.9892654160834652},{"chain":"chain 2","iteration":15,"value":7.642642685443681},{"chain":"chain 2","iteration":16,"value":8.185376179901747},{"chain":"chain 2","iteration":17,"value":8.098780083146156},{"chain":"chain 2","iteration":18,"value":8.76065566021578},{"chain":"chain 2","iteration":19,"value":8.690552310962428},{"chain":"chain 2","iteration":20,"value":6.9083914756068685},{"chain":"chain 2","iteration":21,"value":6.650306273103756},{"chain":"chain 2","iteration":22,"value":10.290157936437133},{"chain":"chain 2","iteration":23,"value":4.808219936237076},{"chain":"chain 2","iteration":24,"value":5.276598337898225},{"chain":"chain 2","iteration":25,"value":-0.9944478341474865},{"chain":"chain 2","iteration":26,"value":-0.7848767862603047},{"chain":"chain 2","iteration":27,"value":-0.5324792748631518},{"chain":"chain 2","iteration":28,"value":-0.30558637104629327},{"chain":"chain 2","iteration":29,"value":6.110204530406438},{"chain":"chain 2","iteration":30,"value":5.548474624336106},{"chain":"chain 2","iteration":31,"value":3.8846015530610374},{"chain":"chain 2","iteration":32,"value":2.593656760759983},{"chain":"chain 2","iteration":33,"value":3.0393333843199284},{"chain":"chain 2","iteration":34,"value":2.990353824497747},{"chain":"chain 2","iteration":35,"value":0.9303313813289197},{"chain":"chain 2","iteration":36,"value":1.1512019567153287},{"chain":"chain 2","iteration":37,"value":0.0694083421869271},{"chain":"chain 2","iteration":38,"value":-0.3866486063146537},{"chain":"chain 2","iteration":39,"value":1.2731453191391648},{"chain":"chain 2","iteration":40,"value":0.9999433821494317},{"chain":"chain 2","iteration":41,"value":6.474164503702632},{"chain":"chain 2","iteration":42,"value":6.022306598560752},{"chain":"chain 2","iteration":43,"value":6.837373353882141},{"chain":"chain 2","iteration":44,"value":8.83632910737776},{"chain":"chain 2","iteration":45,"value":9.667436570567794},{"chain":"chain 2","iteration":46,"value":9.510386769031328},{"chain":"chain 2","iteration":47,"value":9.509701975581626},{"chain":"chain 2","iteration":48,"value":5.985991125466912},{"chain":"chain 2","iteration":49,"value":3.7783160773638333},{"chain":"chain 2","iteration":50,"value":7.760031138386239},{"chain":"chain 2","iteration":51,"value":8.521182456952522},{"chain":"chain 2","iteration":52,"value":8.542158386406124},{"chain":"chain 2","iteration":53,"value":6.31759460872842},{"chain":"chain 2","iteration":54,"value":5.391461782003704},{"chain":"chain 2","iteration":55,"value":5.165765002087637},{"chain":"chain 2","iteration":56,"value":4.865641627303119},{"chain":"chain 2","iteration":57,"value":4.5753355312882515},{"chain":"chain 2","iteration":58,"value":-4.247082449274827},{"chain":"chain 2","iteration":59,"value":3.692600460653157},{"chain":"chain 2","iteration":60,"value":6.358592864592658},{"chain":"chain 2","iteration":61,"value":5.95062974925309},{"chain":"chain 2","iteration":62,"value":6.131386514770901},{"chain":"chain 2","iteration":63,"value":3.0239318545329352},{"chain":"chain 2","iteration":64,"value":5.0014210354308135},{"chain":"chain 2","iteration":65,"value":5.2311191998118485},{"chain":"chain 2","iteration":66,"value":2.757797596041949},{"chain":"chain 2","iteration":67,"value":1.0561027145558517},{"chain":"chain 2","iteration":68,"value":0.92679797764636},{"chain":"chain 2","iteration":69,"value":0.8724897506829983},{"chain":"chain 2","iteration":70,"value":1.1375051753762155},{"chain":"chain 2","iteration":71,"value":-2.4280438298214246},{"chain":"chain 2","iteration":72,"value":-2.8630868731175205},{"chain":"chain 2","iteration":73,"value":-4.070638681959159},{"chain":"chain 2","iteration":74,"value":4.892685645356346},{"chain":"chain 2","iteration":75,"value":4.1004963464516155},{"chain":"chain 2","iteration":76,"value":2.7711237791279846},{"chain":"chain 2","iteration":77,"value":3.2228355572629166},{"chain":"chain 2","iteration":78,"value":3.007864524888244},{"chain":"chain 2","iteration":79,"value":3.7620616052900093},{"chain":"chain 2","iteration":80,"value":3.961323618849154},{"chain":"chain 2","iteration":81,"value":4.247884707678829},{"chain":"chain 2","iteration":82,"value":4.452816105001593},{"chain":"chain 2","iteration":83,"value":7.457167980815544},{"chain":"chain 2","iteration":84,"value":3.181706347461058},{"chain":"chain 2","iteration":85,"value":3.1676534123619784},{"chain":"chain 2","iteration":86,"value":3.3299437170202557},{"chain":"chain 2","iteration":87,"value":3.5910683565475727},{"chain":"chain 2","iteration":88,"value":2.202689712253366},{"chain":"chain 2","iteration":89,"value":2.598449227032285},{"chain":"chain 2","iteration":90,"value":1.8085255599227543},{"chain":"chain 2","iteration":91,"value":1.7824483638859554},{"chain":"chain 2","iteration":92,"value":1.839085767262134},{"chain":"chain 2","iteration":93,"value":-1.6347850693455965},{"chain":"chain 2","iteration":94,"value":2.443777613660525},{"chain":"chain 2","iteration":95,"value":1.604258042666748},{"chain":"chain 2","iteration":96,"value":-3.2698124651517535},{"chain":"chain 2","iteration":97,"value":-5.1286122385403},{"chain":"chain 2","iteration":98,"value":-5.275888412719459},{"chain":"chain 2","iteration":99,"value":4.950523798203283},{"chain":"chain 2","iteration":100,"value":5.450587491380912},{"chain":"chain 2","iteration":101,"value":5.04876910421753},{"chain":"chain 2","iteration":102,"value":4.233121853983736},{"chain":"chain 2","iteration":103,"value":4.417383159136417},{"chain":"chain 2","iteration":104,"value":4.725677595549657},{"chain":"chain 2","iteration":105,"value":6.300391075010141},{"chain":"chain 2","iteration":106,"value":-3.9494468421372697},{"chain":"chain 2","iteration":107,"value":-3.887819292328771},{"chain":"chain 2","iteration":108,"value":-4.945470713055218},{"chain":"chain 2","iteration":109,"value":7.33203213747936},{"chain":"chain 2","iteration":110,"value":7.4738091663977935},{"chain":"chain 2","iteration":111,"value":1.0640156679208432},{"chain":"chain 2","iteration":112,"value":0.8184310825153146},{"chain":"chain 2","iteration":113,"value":2.760959335847506},{"chain":"chain 2","iteration":114,"value":1.9136385064354802},{"chain":"chain 2","iteration":115,"value":7.872636741414142},{"chain":"chain 2","iteration":116,"value":5.167567688174918},{"chain":"chain 2","iteration":117,"value":4.988878741184826},{"chain":"chain 2","iteration":118,"value":5.507555786246801},{"chain":"chain 2","iteration":119,"value":-4.442692116594728},{"chain":"chain 2","iteration":120,"value":-4.356335199892234},{"chain":"chain 2","iteration":121,"value":-4.194875190336283},{"chain":"chain 2","iteration":122,"value":-0.36537192270328644},{"chain":"chain 2","iteration":123,"value":5.535830469656136},{"chain":"chain 2","iteration":124,"value":5.781490650656848},{"chain":"chain 2","iteration":125,"value":4.268201322775261},{"chain":"chain 2","iteration":126,"value":4.224177215047456},{"chain":"chain 2","iteration":127,"value":3.908716657134465},{"chain":"chain 2","iteration":128,"value":-7.334528847737704},{"chain":"chain 2","iteration":129,"value":-7.66394569553597},{"chain":"chain 2","iteration":130,"value":-7.651455644497837},{"chain":"chain 2","iteration":131,"value":-7.651455644497837},{"chain":"chain 2","iteration":132,"value":-7.651455644497837},{"chain":"chain 2","iteration":133,"value":-7.673469213780524},{"chain":"chain 2","iteration":134,"value":-7.601966111182829},{"chain":"chain 2","iteration":135,"value":-6.999830935010923},{"chain":"chain 2","iteration":136,"value":0.47907367548262386},{"chain":"chain 2","iteration":137,"value":-0.13266926780596436},{"chain":"chain 2","iteration":138,"value":4.815769527565251},{"chain":"chain 2","iteration":139,"value":1.1290076609579442},{"chain":"chain 2","iteration":140,"value":1.1126213738517514},{"chain":"chain 2","iteration":141,"value":-1.1060643302302617},{"chain":"chain 2","iteration":142,"value":-1.3958354731088918},{"chain":"chain 2","iteration":143,"value":4.039366256122861},{"chain":"chain 2","iteration":144,"value":3.5707390531721477},{"chain":"chain 2","iteration":145,"value":4.320269411199206},{"chain":"chain 2","iteration":146,"value":12.663372569209422},{"chain":"chain 2","iteration":147,"value":11.35583783294524},{"chain":"chain 2","iteration":148,"value":11.362782233945584},{"chain":"chain 2","iteration":149,"value":10.733299842426394},{"chain":"chain 2","iteration":150,"value":10.660054596507981},{"chain":"chain 2","iteration":151,"value":10.511983745328882},{"chain":"chain 2","iteration":152,"value":10.596152257826343},{"chain":"chain 2","iteration":153,"value":4.898743365767978},{"chain":"chain 2","iteration":154,"value":5.995448195030189},{"chain":"chain 2","iteration":155,"value":7.005640947069095},{"chain":"chain 2","iteration":156,"value":6.028900370137931},{"chain":"chain 2","iteration":157,"value":6.648132426406352},{"chain":"chain 2","iteration":158,"value":1.8447691232176873},{"chain":"chain 2","iteration":159,"value":3.417048041602605},{"chain":"chain 2","iteration":160,"value":0.9053581073214361},{"chain":"chain 2","iteration":161,"value":1.8818716818146268},{"chain":"chain 2","iteration":162,"value":13.23766720434781},{"chain":"chain 2","iteration":163,"value":11.596893890695982},{"chain":"chain 2","iteration":164,"value":8.94912190404975},{"chain":"chain 2","iteration":165,"value":-4.174087736435628},{"chain":"chain 2","iteration":166,"value":7.458304428278902},{"chain":"chain 2","iteration":167,"value":7.519186901860348},{"chain":"chain 2","iteration":168,"value":11.376527464975087},{"chain":"chain 2","iteration":169,"value":1.7785717814337654},{"chain":"chain 2","iteration":170,"value":-1.4808590677300884},{"chain":"chain 2","iteration":171,"value":-0.7557780688164725},{"chain":"chain 2","iteration":172,"value":1.4030082562819528},{"chain":"chain 2","iteration":173,"value":4.458190929503888},{"chain":"chain 2","iteration":174,"value":10.584541609677418},{"chain":"chain 2","iteration":175,"value":10.847469977439154},{"chain":"chain 2","iteration":176,"value":5.192455205491239},{"chain":"chain 2","iteration":177,"value":3.352617214488548},{"chain":"chain 2","iteration":178,"value":3.21070233002905},{"chain":"chain 2","iteration":179,"value":3.383518773177862},{"chain":"chain 2","iteration":180,"value":2.426030376018159},{"chain":"chain 2","iteration":181,"value":0.915001968815364},{"chain":"chain 2","iteration":182,"value":4.1372499852981655},{"chain":"chain 2","iteration":183,"value":3.848943177311899},{"chain":"chain 2","iteration":184,"value":3.8473952073518234},{"chain":"chain 2","iteration":185,"value":3.6017196782695637},{"chain":"chain 2","iteration":186,"value":4.283185908901945},{"chain":"chain 2","iteration":187,"value":4.447360031785967},{"chain":"chain 2","iteration":188,"value":3.9600129535440223},{"chain":"chain 2","iteration":189,"value":4.112014603088633},{"chain":"chain 2","iteration":190,"value":4.28806062374657},{"chain":"chain 2","iteration":191,"value":4.426753180542858},{"chain":"chain 2","iteration":192,"value":4.2605809054316},{"chain":"chain 2","iteration":193,"value":3.958419315010742},{"chain":"chain 2","iteration":194,"value":4.539087368694897},{"chain":"chain 2","iteration":195,"value":4.0110709883272095},{"chain":"chain 2","iteration":196,"value":4.333212523882341},{"chain":"chain 2","iteration":197,"value":5.246411602682832},{"chain":"chain 2","iteration":198,"value":8.039956644900151},{"chain":"chain 2","iteration":199,"value":7.789864036208363},{"chain":"chain 2","iteration":200,"value":4.093451324089776},{"chain":"chain 2","iteration":201,"value":4.109504816786182},{"chain":"chain 2","iteration":202,"value":4.209505334279402},{"chain":"chain 2","iteration":203,"value":4.070906048400046},{"chain":"chain 2","iteration":204,"value":0.6832080379356409},{"chain":"chain 2","iteration":205,"value":6.384776025389414},{"chain":"chain 2","iteration":206,"value":7.5713501758725625},{"chain":"chain 2","iteration":207,"value":8.571277509479472},{"chain":"chain 2","iteration":208,"value":8.754848066431483},{"chain":"chain 2","iteration":209,"value":5.136948491968679},{"chain":"chain 2","iteration":210,"value":0.22326814314870777},{"chain":"chain 2","iteration":211,"value":0.03567411301125137},{"chain":"chain 2","iteration":212,"value":5.0831004748466295},{"chain":"chain 2","iteration":213,"value":5.369856601495427},{"chain":"chain 2","iteration":214,"value":3.724177403189492},{"chain":"chain 2","iteration":215,"value":3.3717835833213954},{"chain":"chain 2","iteration":216,"value":3.504467823815693},{"chain":"chain 2","iteration":217,"value":3.4540643992175006},{"chain":"chain 2","iteration":218,"value":-1.989039886849024},{"chain":"chain 2","iteration":219,"value":-4.723242359398644},{"chain":"chain 2","iteration":220,"value":-4.723242359398644},{"chain":"chain 2","iteration":221,"value":-4.723242359398644},{"chain":"chain 2","iteration":222,"value":-5.219360822561667},{"chain":"chain 2","iteration":223,"value":-5.219360822561667},{"chain":"chain 2","iteration":224,"value":-5.292094115779978},{"chain":"chain 2","iteration":225,"value":-4.500848085166398},{"chain":"chain 2","iteration":226,"value":-1.9417658960598716},{"chain":"chain 2","iteration":227,"value":0.09799646419546984},{"chain":"chain 2","iteration":228,"value":-1.3125546040832592},{"chain":"chain 2","iteration":229,"value":2.003563860475146},{"chain":"chain 2","iteration":230,"value":-0.43016383206948766},{"chain":"chain 2","iteration":231,"value":2.8253899631231767},{"chain":"chain 2","iteration":232,"value":5.1833403970881955},{"chain":"chain 2","iteration":233,"value":2.153155769716754},{"chain":"chain 2","iteration":234,"value":1.1797473859636678},{"chain":"chain 2","iteration":235,"value":2.616359267811316},{"chain":"chain 2","iteration":236,"value":-1.1416581683448408},{"chain":"chain 2","iteration":237,"value":-2.2487843062123583},{"chain":"chain 2","iteration":238,"value":-4.3489456532721364},{"chain":"chain 2","iteration":239,"value":-4.327833516535813},{"chain":"chain 2","iteration":240,"value":-3.5409811047935387},{"chain":"chain 2","iteration":241,"value":-2.9214274111516314},{"chain":"chain 2","iteration":242,"value":1.252145463060394},{"chain":"chain 2","iteration":243,"value":1.192702397576919},{"chain":"chain 2","iteration":244,"value":1.4007368600323693},{"chain":"chain 2","iteration":245,"value":1.734052691865038},{"chain":"chain 2","iteration":246,"value":-0.20185864941059828},{"chain":"chain 2","iteration":247,"value":0.2934767810789754},{"chain":"chain 2","iteration":248,"value":0.33209948427340125},{"chain":"chain 2","iteration":249,"value":0.33209948427340125},{"chain":"chain 2","iteration":250,"value":10.338551457388522},{"chain":"chain 2","iteration":251,"value":7.951691811958297},{"chain":"chain 2","iteration":252,"value":3.5569939180520813},{"chain":"chain 2","iteration":253,"value":-1.7278926469269065},{"chain":"chain 2","iteration":254,"value":-1.9586709316347093},{"chain":"chain 2","iteration":255,"value":3.7043587175619592},{"chain":"chain 2","iteration":256,"value":2.6698345118315117},{"chain":"chain 2","iteration":257,"value":5.214859351175456},{"chain":"chain 2","iteration":258,"value":5.022126708815127},{"chain":"chain 2","iteration":259,"value":4.921556692169223},{"chain":"chain 2","iteration":260,"value":4.008069827685936},{"chain":"chain 2","iteration":261,"value":4.075251828397991},{"chain":"chain 2","iteration":262,"value":3.0790971905424507},{"chain":"chain 2","iteration":263,"value":2.6967302706819423},{"chain":"chain 2","iteration":264,"value":3.2088423983235943},{"chain":"chain 2","iteration":265,"value":2.075884688293154},{"chain":"chain 2","iteration":266,"value":1.279991425998882},{"chain":"chain 2","iteration":267,"value":3.230996948637932},{"chain":"chain 2","iteration":268,"value":9.533987799147692},{"chain":"chain 2","iteration":269,"value":8.958460870720337},{"chain":"chain 2","iteration":270,"value":8.928392299376599},{"chain":"chain 2","iteration":271,"value":5.714108874071238},{"chain":"chain 2","iteration":272,"value":12.523966312147042},{"chain":"chain 2","iteration":273,"value":2.946674066495693},{"chain":"chain 2","iteration":274,"value":-6.621236531385801},{"chain":"chain 2","iteration":275,"value":-6.538693053941046},{"chain":"chain 2","iteration":276,"value":-6.477927714046323},{"chain":"chain 2","iteration":277,"value":-6.1789959864254635},{"chain":"chain 2","iteration":278,"value":-6.4469894863882296},{"chain":"chain 2","iteration":279,"value":2.251086497311432},{"chain":"chain 2","iteration":280,"value":-1.0802062112553434},{"chain":"chain 2","iteration":281,"value":-0.5419614892520995},{"chain":"chain 2","iteration":282,"value":0.7305460710666564},{"chain":"chain 2","iteration":283,"value":0.7453028761133239},{"chain":"chain 2","iteration":284,"value":0.5326040247220338},{"chain":"chain 2","iteration":285,"value":0.6462721690807293},{"chain":"chain 2","iteration":286,"value":2.817089867938885},{"chain":"chain 2","iteration":287,"value":3.0701176903860867},{"chain":"chain 2","iteration":288,"value":1.1493816186008379},{"chain":"chain 2","iteration":289,"value":11.062002656919912},{"chain":"chain 2","iteration":290,"value":3.766994061174018},{"chain":"chain 2","iteration":291,"value":3.192104374480758},{"chain":"chain 2","iteration":292,"value":-5.723156045313129},{"chain":"chain 2","iteration":293,"value":-5.7676929002095845},{"chain":"chain 2","iteration":294,"value":1.973968651991291},{"chain":"chain 2","iteration":295,"value":1.829877296019725},{"chain":"chain 2","iteration":296,"value":0.19007046438698955},{"chain":"chain 2","iteration":297,"value":0.3165874256611818},{"chain":"chain 2","iteration":298,"value":0.23962802161781066},{"chain":"chain 2","iteration":299,"value":-0.40428138499392924},{"chain":"chain 3","iteration":0,"value":4.387537185487898},{"chain":"chain 3","iteration":1,"value":3.9179608604643437},{"chain":"chain 3","iteration":2,"value":4.052970224818989},{"chain":"chain 3","iteration":3,"value":3.698555291109103},{"chain":"chain 3","iteration":4,"value":4.042020175952615},{"chain":"chain 3","iteration":5,"value":6.620220258656149},{"chain":"chain 3","iteration":6,"value":5.817595428086198},{"chain":"chain 3","iteration":7,"value":6.523561227032745},{"chain":"chain 3","iteration":8,"value":-0.06690163381080275},{"chain":"chain 3","iteration":9,"value":2.3104391540504863},{"chain":"chain 3","iteration":10,"value":2.749713999004751},{"chain":"chain 3","iteration":11,"value":-2.0623928553082003},{"chain":"chain 3","iteration":12,"value":-1.2853007371469367},{"chain":"chain 3","iteration":13,"value":-1.0400780092204127},{"chain":"chain 3","iteration":14,"value":-1.9696644548039628},{"chain":"chain 3","iteration":15,"value":-0.19937947435200992},{"chain":"chain 3","iteration":16,"value":-0.19937947435200992},{"chain":"chain 3","iteration":17,"value":2.4526502365933682},{"chain":"chain 3","iteration":18,"value":-0.3816046391970235},{"chain":"chain 3","iteration":19,"value":-2.1275607505815652},{"chain":"chain 3","iteration":20,"value":-2.732174977417461},{"chain":"chain 3","iteration":21,"value":-2.6377757185187822},{"chain":"chain 3","iteration":22,"value":6.286917809617402},{"chain":"chain 3","iteration":23,"value":3.8783794992731546},{"chain":"chain 3","iteration":24,"value":8.335984564160668},{"chain":"chain 3","iteration":25,"value":3.550027760726114},{"chain":"chain 3","iteration":26,"value":3.2682422858251043},{"chain":"chain 3","iteration":27,"value":-1.6674195269537928},{"chain":"chain 3","iteration":28,"value":-0.4764874628436032},{"chain":"chain 3","iteration":29,"value":-1.2826636077924283},{"chain":"chain 3","iteration":30,"value":-0.3180413189701394},{"chain":"chain 3","iteration":31,"value":-0.3180413189701394},{"chain":"chain 3","iteration":32,"value":-0.2682749747925409},{"chain":"chain 3","iteration":33,"value":-0.36811094546763945},{"chain":"chain 3","iteration":34,"value":3.9822357819651453},{"chain":"chain 3","iteration":35,"value":4.2564038150508985},{"chain":"chain 3","iteration":36,"value":10.55246661889308},{"chain":"chain 3","iteration":37,"value":1.1831218663310217},{"chain":"chain 3","iteration":38,"value":11.636055850594659},{"chain":"chain 3","iteration":39,"value":10.041935919187154},{"chain":"chain 3","iteration":40,"value":6.64137541532754},{"chain":"chain 3","iteration":41,"value":6.334255478182284},{"chain":"chain 3","iteration":42,"value":6.4417925979528},{"chain":"chain 3","iteration":43,"value":3.6601056983810185},{"chain":"chain 3","iteration":44,"value":3.945328258612704},{"chain":"chain 3","iteration":45,"value":4.101157682729319},{"chain":"chain 3","iteration":46,"value":4.420013504310905},{"chain":"chain 3","iteration":47,"value":-6.975292096266643},{"chain":"chain 3","iteration":48,"value":5.963844729379051},{"chain":"chain 3","iteration":49,"value":5.787799165336445},{"chain":"chain 3","iteration":50,"value":8.576767250849606},{"chain":"chain 3","iteration":51,"value":8.462111172927319},{"chain":"chain 3","iteration":52,"value":7.053675558904234},{"chain":"chain 3","iteration":53,"value":8.910264911171867},{"chain":"chain 3","iteration":54,"value":10.785887924003672},{"chain":"chain 3","iteration":55,"value":-7.618130675897657},{"chain":"chain 3","iteration":56,"value":-7.332822412634517},{"chain":"chain 3","iteration":57,"value":-3.795511346437653},{"chain":"chain 3","iteration":58,"value":12.982303937181893},{"chain":"chain 3","iteration":59,"value":1.2809281808666908},{"chain":"chain 3","iteration":60,"value":2.177398063405315},{"chain":"chain 3","iteration":61,"value":1.849223126818092},{"chain":"chain 3","iteration":62,"value":1.756909129488406},{"chain":"chain 3","iteration":63,"value":1.4204242017934472},{"chain":"chain 3","iteration":64,"value":1.27844196300008},{"chain":"chain 3","iteration":65,"value":1.939985789976648},{"chain":"chain 3","iteration":66,"value":1.7884163303261351},{"chain":"chain 3","iteration":67,"value":6.452271961153764},{"chain":"chain 3","iteration":68,"value":7.6650190610332185},{"chain":"chain 3","iteration":69,"value":8.458783506423142},{"chain":"chain 3","iteration":70,"value":8.107379428946594},{"chain":"chain 3","iteration":71,"value":1.751787464817228},{"chain":"chain 3","iteration":72,"value":0.9983624713019023},{"chain":"chain 3","iteration":73,"value":4.606206761700286},{"chain":"chain 3","iteration":74,"value":5.387500242202348},{"chain":"chain 3","iteration":75,"value":5.135845387889554},{"chain":"chain 3","iteration":76,"value":6.986064073604969},{"chain":"chain 3","iteration":77,"value":-6.495353112877144},{"chain":"chain 3","iteration":78,"value":-6.495353112877144},{"chain":"chain 3","iteration":79,"value":-6.840557126101114},{"chain":"chain 3","iteration":80,"value":-5.352239769144879},{"chain":"chain 3","iteration":81,"value":-6.003431576815057},{"chain":"chain 3","iteration":82,"value":-5.535032634081253},{"chain":"chain 3","iteration":83,"value":4.120180968527572},{"chain":"chain 3","iteration":84,"value":2.502662212355281},{"chain":"chain 3","iteration":85,"value":5.914879534177951},{"chain":"chain 3","iteration":86,"value":10.770635033542487},{"chain":"chain 3","iteration":87,"value":-3.053872883468925},{"chain":"chain 3","iteration":88,"value":7.444334734003925},{"chain":"chain 3","iteration":89,"value":7.429232782536004},{"chain":"chain 3","iteration":90,"value":8.681112944933846},{"chain":"chain 3","iteration":91,"value":9.338232541071829},{"chain":"chain 3","iteration":92,"value":11.087196360577645},{"chain":"chain 3","iteration":93,"value":11.285433437454353},{"chain":"chain 3","iteration":94,"value":2.552049990164866},{"chain":"chain 3","iteration":95,"value":2.211371059072475},{"chain":"chain 3","iteration":96,"value":2.0307979550993402},{"chain":"chain 3","iteration":97,"value":10.010100578865163},{"chain":"chain 3","iteration":98,"value":-3.2798968204882},{"chain":"chain 3","iteration":99,"value":-4.2568680875794564},{"chain":"chain 3","iteration":100,"value":11.890040350550652},{"chain":"chain 3","iteration":101,"value":15.224984312400194},{"chain":"chain 3","iteration":102,"value":5.187862185257777},{"chain":"chain 3","iteration":103,"value":5.0846049088042635},{"chain":"chain 3","iteration":104,"value":5.1712051585858365},{"chain":"chain 3","iteration":105,"value":2.2790142093575287},{"chain":"chain 3","iteration":106,"value":3.894621699583814},{"chain":"chain 3","iteration":107,"value":3.5302245270668213},{"chain":"chain 3","iteration":108,"value":3.5501040160654043},{"chain":"chain 3","iteration":109,"value":3.487413373812347},{"chain":"chain 3","iteration":110,"value":3.2317199924812456},{"chain":"chain 3","iteration":111,"value":0.4436462827068524},{"chain":"chain 3","iteration":112,"value":-0.06243164278336754},{"chain":"chain 3","iteration":113,"value":6.77971793830854},{"chain":"chain 3","iteration":114,"value":6.160414577681999},{"chain":"chain 3","iteration":115,"value":5.904601421263365},{"chain":"chain 3","iteration":116,"value":5.9335298289602205},{"chain":"chain 3","iteration":117,"value":5.026289329592757},{"chain":"chain 3","iteration":118,"value":4.496361135587866},{"chain":"chain 3","iteration":119,"value":4.6818781030404315},{"chain":"chain 3","iteration":120,"value":4.614141806951716},{"chain":"chain 3","iteration":121,"value":4.4106835523549135},{"chain":"chain 3","iteration":122,"value":4.166269990520228},{"chain":"chain 3","iteration":123,"value":4.146487428779746},{"chain":"chain 3","iteration":124,"value":3.6788153352610715},{"chain":"chain 3","iteration":125,"value":3.772160187506455},{"chain":"chain 3","iteration":126,"value":4.0697135283767745},{"chain":"chain 3","iteration":127,"value":2.9046940836025805},{"chain":"chain 3","iteration":128,"value":4.781740001360618},{"chain":"chain 3","iteration":129,"value":4.437281009849375},{"chain":"chain 3","iteration":130,"value":5.315314581811783},{"chain":"chain 3","iteration":131,"value":6.507452804868255},{"chain":"chain 3","iteration":132,"value":5.262887957614443},{"chain":"chain 3","iteration":133,"value":5.902397732320058},{"chain":"chain 3","iteration":134,"value":6.3960651514882905},{"chain":"chain 3","iteration":135,"value":5.528020323962892},{"chain":"chain 3","iteration":136,"value":3.9044100477454218},{"chain":"chain 3","iteration":137,"value":4.140305283956335},{"chain":"chain 3","iteration":138,"value":4.685352379079627},{"chain":"chain 3","iteration":139,"value":4.471882589634204},{"chain":"chain 3","iteration":140,"value":5.343175074661667},{"chain":"chain 3","iteration":141,"value":5.372451263619095},{"chain":"chain 3","iteration":142,"value":5.372451263619095},{"chain":"chain 3","iteration":143,"value":4.773497936271864},{"chain":"chain 3","iteration":144,"value":6.02269907979834},{"chain":"chain 3","iteration":145,"value":4.7086714302381845},{"chain":"chain 3","iteration":146,"value":5.331565795474583},{"chain":"chain 3","iteration":147,"value":5.495749098489211},{"chain":"chain 3","iteration":148,"value":4.825165178496104},{"chain":"chain 3","iteration":149,"value":1.287405703004258},{"chain":"chain 3","iteration":150,"value":4.379055110409142},{"chain":"chain 3","iteration":151,"value":4.835626898339812},{"chain":"chain 3","iteration":152,"value":1.994184437306376},{"chain":"chain 3","iteration":153,"value":5.252651154432667},{"chain":"chain 3","iteration":154,"value":3.3281228295406837},{"chain":"chain 3","iteration":155,"value":7.764198378277501},{"chain":"chain 3","iteration":156,"value":7.822375956648779},{"chain":"chain 3","iteration":157,"value":7.680522737174401},{"chain":"chain 3","iteration":158,"value":7.645889283381784},{"chain":"chain 3","iteration":159,"value":3.7149738095264824},{"chain":"chain 3","iteration":160,"value":4.354792173833721},{"chain":"chain 3","iteration":161,"value":4.290977384493823},{"chain":"chain 3","iteration":162,"value":0.764645624834054},{"chain":"chain 3","iteration":163,"value":4.54302502545424},{"chain":"chain 3","iteration":164,"value":4.137845570877381},{"chain":"chain 3","iteration":165,"value":4.433819129217452},{"chain":"chain 3","iteration":166,"value":4.678730235612538},{"chain":"chain 3","iteration":167,"value":3.6664206006118043},{"chain":"chain 3","iteration":168,"value":3.369655142756482},{"chain":"chain 3","iteration":169,"value":3.755013311439009},{"chain":"chain 3","iteration":170,"value":-2.9703144484878514},{"chain":"chain 3","iteration":171,"value":-2.9703144484878514},{"chain":"chain 3","iteration":172,"value":4.168081866794086},{"chain":"chain 3","iteration":173,"value":2.1296466796863185},{"chain":"chain 3","iteration":174,"value":5.573225129403201},{"chain":"chain 3","iteration":175,"value":5.06085609920617},{"chain":"chain 3","iteration":176,"value":4.8463376077764115},{"chain":"chain 3","iteration":177,"value":-0.7281644072085186},{"chain":"chain 3","iteration":178,"value":-3.7300672194267674},{"chain":"chain 3","iteration":179,"value":-3.6980797007605504},{"chain":"chain 3","iteration":180,"value":7.514882071759692},{"chain":"chain 3","iteration":181,"value":7.5753064154686065},{"chain":"chain 3","iteration":182,"value":7.593876341226627},{"chain":"chain 3","iteration":183,"value":7.4323323808394415},{"chain":"chain 3","iteration":184,"value":10.253515206827915},{"chain":"chain 3","iteration":185,"value":10.531859615981576},{"chain":"chain 3","iteration":186,"value":10.849757119968721},{"chain":"chain 3","iteration":187,"value":3.913705723171566},{"chain":"chain 3","iteration":188,"value":1.1681341810534287},{"chain":"chain 3","iteration":189,"value":1.5077509062118528},{"chain":"chain 3","iteration":190,"value":0.638814124411752},{"chain":"chain 3","iteration":191,"value":0.7462625066758881},{"chain":"chain 3","iteration":192,"value":4.226176954293808},{"chain":"chain 3","iteration":193,"value":5.72908453070312},{"chain":"chain 3","iteration":194,"value":5.684140613938168},{"chain":"chain 3","iteration":195,"value":5.526670426763833},{"chain":"chain 3","iteration":196,"value":6.786586020723079},{"chain":"chain 3","iteration":197,"value":5.958372821569359},{"chain":"chain 3","iteration":198,"value":-4.3612167696318895},{"chain":"chain 3","iteration":199,"value":7.378923913176549},{"chain":"chain 3","iteration":200,"value":7.433924205323844},{"chain":"chain 3","iteration":201,"value":7.719203259583628},{"chain":"chain 3","iteration":202,"value":5.029470367734161},{"chain":"chain 3","iteration":203,"value":5.306299988460338},{"chain":"chain 3","iteration":204,"value":5.418478166075328},{"chain":"chain 3","iteration":205,"value":6.210015893857914},{"chain":"chain 3","iteration":206,"value":6.255163950266354},{"chain":"chain 3","iteration":207,"value":5.657264416525916},{"chain":"chain 3","iteration":208,"value":4.997985946597699},{"chain":"chain 3","iteration":209,"value":5.121082755831508},{"chain":"chain 3","iteration":210,"value":6.44449217501714},{"chain":"chain 3","iteration":211,"value":5.928488335339347},{"chain":"chain 3","iteration":212,"value":5.792480067242399},{"chain":"chain 3","iteration":213,"value":7.150891405777834},{"chain":"chain 3","iteration":214,"value":7.030663987841017},{"chain":"chain 3","iteration":215,"value":6.792400987988911},{"chain":"chain 3","iteration":216,"value":7.191258464577029},{"chain":"chain 3","iteration":217,"value":7.158861133397156},{"chain":"chain 3","iteration":218,"value":4.162112504184254},{"chain":"chain 3","iteration":219,"value":4.557233940484275},{"chain":"chain 3","iteration":220,"value":3.514467692042403},{"chain":"chain 3","iteration":221,"value":3.2834001952431144},{"chain":"chain 3","iteration":222,"value":3.842771007587761},{"chain":"chain 3","iteration":223,"value":3.752175635292847},{"chain":"chain 3","iteration":224,"value":-6.424389783290534},{"chain":"chain 3","iteration":225,"value":4.230618966394349},{"chain":"chain 3","iteration":226,"value":0.3761448117809876},{"chain":"chain 3","iteration":227,"value":-2.6842395960683296},{"chain":"chain 3","iteration":228,"value":-2.304468039082991},{"chain":"chain 3","iteration":229,"value":-2.2293351396882364},{"chain":"chain 3","iteration":230,"value":-2.2011975048750547},{"chain":"chain 3","iteration":231,"value":-3.2976481370279878},{"chain":"chain 3","iteration":232,"value":-3.710358728194011},{"chain":"chain 3","iteration":233,"value":-3.235256786407233},{"chain":"chain 3","iteration":234,"value":-5.542076870306034},{"chain":"chain 3","iteration":235,"value":-5.782801428686827},{"chain":"chain 3","iteration":236,"value":1.8686995113531317},{"chain":"chain 3","iteration":237,"value":1.1318785149339428},{"chain":"chain 3","iteration":238,"value":-0.05789773634642001},{"chain":"chain 3","iteration":239,"value":0.12101491539642874},{"chain":"chain 3","iteration":240,"value":-0.9753457320685059},{"chain":"chain 3","iteration":241,"value":6.046089310823452},{"chain":"chain 3","iteration":242,"value":7.694691236994388},{"chain":"chain 3","iteration":243,"value":3.838064260763617},{"chain":"chain 3","iteration":244,"value":7.020409625309971},{"chain":"chain 3","iteration":245,"value":-2.8889026881711874},{"chain":"chain 3","iteration":246,"value":-3.0021492055484824},{"chain":"chain 3","iteration":247,"value":-4.0338678214482915},{"chain":"chain 3","iteration":248,"value":-4.121376030351213},{"chain":"chain 3","iteration":249,"value":-4.033916615419806},{"chain":"chain 3","iteration":250,"value":0.20055309927297169},{"chain":"chain 3","iteration":251,"value":-0.7157026573831801},{"chain":"chain 3","iteration":252,"value":1.814975985007935},{"chain":"chain 3","iteration":253,"value":1.4286079155507592},{"chain":"chain 3","iteration":254,"value":1.4638019482481581},{"chain":"chain 3","iteration":255,"value":5.2967019372421325},{"chain":"chain 3","iteration":256,"value":5.107052278393346},{"chain":"chain 3","iteration":257,"value":4.731521871285575},{"chain":"chain 3","iteration":258,"value":5.188432277288788},{"chain":"chain 3","iteration":259,"value":6.54915346546078},{"chain":"chain 3","iteration":260,"value":9.049888722485488},{"chain":"chain 3","iteration":261,"value":5.206779098263152},{"chain":"chain 3","iteration":262,"value":5.336924240662596},{"chain":"chain 3","iteration":263,"value":4.073874952456721},{"chain":"chain 3","iteration":264,"value":4.701390407875854},{"chain":"chain 3","iteration":265,"value":4.873636831801274},{"chain":"chain 3","iteration":266,"value":4.558248164334294},{"chain":"chain 3","iteration":267,"value":-4.210143121347583},{"chain":"chain 3","iteration":268,"value":-5.584102930744664},{"chain":"chain 3","iteration":269,"value":-3.5916493377476173},{"chain":"chain 3","iteration":270,"value":-3.8155885134426444},{"chain":"chain 3","iteration":271,"value":6.350618206650554},{"chain":"chain 3","iteration":272,"value":2.965648534122585},{"chain":"chain 3","iteration":273,"value":0.28665449687898964},{"chain":"chain 3","iteration":274,"value":0.27170942821808447},{"chain":"chain 3","iteration":275,"value":0.8661869944056882},{"chain":"chain 3","iteration":276,"value":1.2346907544533736},{"chain":"chain 3","iteration":277,"value":8.366127853477847},{"chain":"chain 3","iteration":278,"value":4.376447040478918},{"chain":"chain 3","iteration":279,"value":4.684344665390773},{"chain":"chain 3","iteration":280,"value":4.029995806066023},{"chain":"chain 3","iteration":281,"value":1.378844245154657},{"chain":"chain 3","iteration":282,"value":2.5297618020340953},{"chain":"chain 3","iteration":283,"value":4.078415981265496},{"chain":"chain 3","iteration":284,"value":3.5904388321253156},{"chain":"chain 3","iteration":285,"value":1.2025749060670285},{"chain":"chain 3","iteration":286,"value":2.952967841559562},{"chain":"chain 3","iteration":287,"value":4.374260487872987},{"chain":"chain 3","iteration":288,"value":0.9716620487903506},{"chain":"chain 3","iteration":289,"value":-0.33588771154149827},{"chain":"chain 3","iteration":290,"value":2.231874698646921},{"chain":"chain 3","iteration":291,"value":2.5741157353488964},{"chain":"chain 3","iteration":292,"value":2.8628449894073507},{"chain":"chain 3","iteration":293,"value":5.683018489955346},{"chain":"chain 3","iteration":294,"value":6.3875566102361505},{"chain":"chain 3","iteration":295,"value":8.98817051125017},{"chain":"chain 3","iteration":296,"value":6.7631770529656645},{"chain":"chain 3","iteration":297,"value":4.409795409316762},{"chain":"chain 3","iteration":298,"value":4.074188681861552},{"chain":"chain 3","iteration":299,"value":4.007008975509346}]},"encoding":{"color":{"field":"chain","type":"nominal"},"x":{"field":"iteration","type":"quantitative"},"y":{"field":"value","type":"quantitative"}},"height":200,"mark":{"opacity":0.6,"type":"line"},"title":"mu_group — 4 chains","width":600}

{"$schema":"https://vega.github.io/schema/vega-lite/v5.json","data":{"values":[{"chain":"chain 0","iteration":0,"value":4.5939187865792785},{"chain":"chain 0","iteration":1,"value":4.257104757528208},{"chain":"chain 0","iteration":2,"value":3.991388335839618},{"chain":"chain 0","iteration":3,"value":3.9238788155253337},{"chain":"chain 0","iteration":4,"value":4.246880194950133},{"chain":"chain 0","iteration":5,"value":3.9368273396718925},{"chain":"chain 0","iteration":6,"value":4.587793662266355},{"chain":"chain 0","iteration":7,"value":3.673484168999055},{"chain":"chain 0","iteration":8,"value":4.458014058361229},{"chain":"chain 0","iteration":9,"value":3.8579740726811202},{"chain":"chain 0","iteration":10,"value":4.184190693831579},{"chain":"chain 0","iteration":11,"value":4.025123232081633},{"chain":"chain 0","iteration":12,"value":4.099318510122894},{"chain":"chain 0","iteration":13,"value":3.971108113832902},{"chain":"chain 0","iteration":14,"value":3.8823040521288643},{"chain":"chain 0","iteration":15,"value":4.421722939577682},{"chain":"chain 0","iteration":16,"value":3.9045680482312104},{"chain":"chain 0","iteration":17,"value":4.014977606134909},{"chain":"chain 0","iteration":18,"value":3.9675165488724877},{"chain":"chain 0","iteration":19,"value":4.226691801464959},{"chain":"chain 0","iteration":20,"value":3.6483090567595386},{"chain":"chain 0","iteration":21,"value":4.012817705289871},{"chain":"chain 0","iteration":22,"value":4.638847263287836},{"chain":"chain 0","iteration":23,"value":4.290161110078681},{"chain":"chain 0","iteration":24,"value":4.057033665635878},{"chain":"chain 0","iteration":25,"value":4.208387104096457},{"chain":"chain 0","iteration":26,"value":3.9717240199994555},{"chain":"chain 0","iteration":27,"value":4.400513527298785},{"chain":"chain 0","iteration":28,"value":4.028454052622635},{"chain":"chain 0","iteration":29,"value":4.359257275060224},{"chain":"chain 0","iteration":30,"value":3.908087561554727},{"chain":"chain 0","iteration":31,"value":3.9894057554851674},{"chain":"chain 0","iteration":32,"value":3.7928248708915717},{"chain":"chain 0","iteration":33,"value":4.156161583239724},{"chain":"chain 0","iteration":34,"value":4.080257266429584},{"chain":"chain 0","iteration":35,"value":4.116069690294683},{"chain":"chain 0","iteration":36,"value":4.001401137595558},{"chain":"chain 0","iteration":37,"value":4.130595358162649},{"chain":"chain 0","iteration":38,"value":4.186803203374078},{"chain":"chain 0","iteration":39,"value":4.124657960791159},{"chain":"chain 0","iteration":40,"value":4.126775809702385},{"chain":"chain 0","iteration":41,"value":4.25712130450954},{"chain":"chain 0","iteration":42,"value":3.5870071256221503},{"chain":"chain 0","iteration":43,"value":3.805282491378455},{"chain":"chain 0","iteration":44,"value":4.464649927778622},{"chain":"chain 0","iteration":45,"value":4.064813201401512},{"chain":"chain 0","iteration":46,"value":3.7854890904143526},{"chain":"chain 0","iteration":47,"value":4.278881954904518},{"chain":"chain 0","iteration":48,"value":4.416850615287259},{"chain":"chain 0","iteration":49,"value":4.1653651517237975},{"chain":"chain 0","iteration":50,"value":4.134196743195146},{"chain":"chain 0","iteration":51,"value":4.320930956089657},{"chain":"chain 0","iteration":52,"value":4.163413208662244},{"chain":"chain 0","iteration":53,"value":3.993380127689787},{"chain":"chain 0","iteration":54,"value":4.268359343701333},{"chain":"chain 0","iteration":55,"value":3.931801712210726},{"chain":"chain 0","iteration":56,"value":4.629573135274866},{"chain":"chain 0","iteration":57,"value":3.7773601678672906},{"chain":"chain 0","iteration":58,"value":3.630961913117123},{"chain":"chain 0","iteration":59,"value":4.237055385423458},{"chain":"chain 0","iteration":60,"value":4.092316491239423},{"chain":"chain 0","iteration":61,"value":3.825136310468058},{"chain":"chain 0","iteration":62,"value":4.064134354909933},{"chain":"chain 0","iteration":63,"value":3.9044155196220007},{"chain":"chain 0","iteration":64,"value":3.9457772490224605},{"chain":"chain 0","iteration":65,"value":3.937024489271437},{"chain":"chain 0","iteration":66,"value":4.430226747548474},{"chain":"chain 0","iteration":67,"value":3.7119989698689695},{"chain":"chain 0","iteration":68,"value":4.1722968716421125},{"chain":"chain 0","iteration":69,"value":4.243736936842321},{"chain":"chain 0","iteration":70,"value":4.154182117062869},{"chain":"chain 0","iteration":71,"value":4.294066979558911},{"chain":"chain 0","iteration":72,"value":4.096412282860671},{"chain":"chain 0","iteration":73,"value":3.9615740530962715},{"chain":"chain 0","iteration":74,"value":4.165674850552331},{"chain":"chain 0","iteration":75,"value":4.079132102813027},{"chain":"chain 0","iteration":76,"value":3.8713317934748757},{"chain":"chain 0","iteration":77,"value":4.080750470631323},{"chain":"chain 0","iteration":78,"value":3.8507244180409685},{"chain":"chain 0","iteration":79,"value":4.295174304965764},{"chain":"chain 0","iteration":80,"value":4.26368501780793},{"chain":"chain 0","iteration":81,"value":3.9640453461655625},{"chain":"chain 0","iteration":82,"value":4.1888245558573995},{"chain":"chain 0","iteration":83,"value":4.0735584758659416},{"chain":"chain 0","iteration":84,"value":3.9322668170748623},{"chain":"chain 0","iteration":85,"value":3.8981273784334722},{"chain":"chain 0","iteration":86,"value":3.990341282061165},{"chain":"chain 0","iteration":87,"value":4.358103286661835},{"chain":"chain 0","iteration":88,"value":4.005280610935053},{"chain":"chain 0","iteration":89,"value":4.1251836325292714},{"chain":"chain 0","iteration":90,"value":4.062599309275043},{"chain":"chain 0","iteration":91,"value":4.4882283822364855},{"chain":"chain 0","iteration":92,"value":4.3793812720116},{"chain":"chain 0","iteration":93,"value":4.347782268713666},{"chain":"chain 0","iteration":94,"value":3.8678622309819453},{"chain":"chain 0","iteration":95,"value":4.445360067789601},{"chain":"chain 0","iteration":96,"value":4.3896897214144595},{"chain":"chain 0","iteration":97,"value":4.342201538925462},{"chain":"chain 0","iteration":98,"value":3.941214970473388},{"chain":"chain 0","iteration":99,"value":3.764170350626118},{"chain":"chain 0","iteration":100,"value":4.101741548781545},{"chain":"chain 0","iteration":101,"value":4.065816429122104},{"chain":"chain 0","iteration":102,"value":4.127883887751761},{"chain":"chain 0","iteration":103,"value":4.050462203228321},{"chain":"chain 0","iteration":104,"value":3.731130616226971},{"chain":"chain 0","iteration":105,"value":4.318776879220096},{"chain":"chain 0","iteration":106,"value":3.9793899167404834},{"chain":"chain 0","iteration":107,"value":4.148091009943089},{"chain":"chain 0","iteration":108,"value":4.0907905929467585},{"chain":"chain 0","iteration":109,"value":4.113248151949289},{"chain":"chain 0","iteration":110,"value":4.07767993981523},{"chain":"chain 0","iteration":111,"value":4.049580964003109},{"chain":"chain 0","iteration":112,"value":4.068155014671587},{"chain":"chain 0","iteration":113,"value":4.228870296423189},{"chain":"chain 0","iteration":114,"value":4.357012957126393},{"chain":"chain 0","iteration":115,"value":3.945005848757181},{"chain":"chain 0","iteration":116,"value":3.956334845283405},{"chain":"chain 0","iteration":117,"value":4.1196818127907004},{"chain":"chain 0","iteration":118,"value":4.168560503317563},{"chain":"chain 0","iteration":119,"value":4.427215880028077},{"chain":"chain 0","iteration":120,"value":4.403343306975275},{"chain":"chain 0","iteration":121,"value":4.46160704289533},{"chain":"chain 0","iteration":122,"value":3.8098251853975955},{"chain":"chain 0","iteration":123,"value":4.103191730099164},{"chain":"chain 0","iteration":124,"value":3.8549175560646303},{"chain":"chain 0","iteration":125,"value":3.851729468343332},{"chain":"chain 0","iteration":126,"value":4.0582092562831384},{"chain":"chain 0","iteration":127,"value":4.413019445036933},{"chain":"chain 0","iteration":128,"value":4.357747078261307},{"chain":"chain 0","iteration":129,"value":3.8500653520362063},{"chain":"chain 0","iteration":130,"value":4.028573782274994},{"chain":"chain 0","iteration":131,"value":4.409243339840704},{"chain":"chain 0","iteration":132,"value":4.334783953622348},{"chain":"chain 0","iteration":133,"value":4.320228534566708},{"chain":"chain 0","iteration":134,"value":4.51814194910919},{"chain":"chain 0","iteration":135,"value":4.519755857271108},{"chain":"chain 0","iteration":136,"value":4.488560981086429},{"chain":"chain 0","iteration":137,"value":3.638500911065784},{"chain":"chain 0","iteration":138,"value":3.669790725330336},{"chain":"chain 0","iteration":139,"value":4.472647027858487},{"chain":"chain 0","iteration":140,"value":4.483602742093112},{"chain":"chain 0","iteration":141,"value":4.224026682768979},{"chain":"chain 0","iteration":142,"value":3.9786298283927586},{"chain":"chain 0","iteration":143,"value":4.274627063174853},{"chain":"chain 0","iteration":144,"value":3.880163170450698},{"chain":"chain 0","iteration":145,"value":3.9173598734941084},{"chain":"chain 0","iteration":146,"value":4.03109142161996},{"chain":"chain 0","iteration":147,"value":3.918249159423658},{"chain":"chain 0","iteration":148,"value":3.918249159423658},{"chain":"chain 0","iteration":149,"value":3.9897596056680538},{"chain":"chain 0","iteration":150,"value":3.94540220883184},{"chain":"chain 0","iteration":151,"value":3.9971376506419034},{"chain":"chain 0","iteration":152,"value":4.18652988908036},{"chain":"chain 0","iteration":153,"value":3.8655034505461807},{"chain":"chain 0","iteration":154,"value":4.3980857087816485},{"chain":"chain 0","iteration":155,"value":4.310684032514554},{"chain":"chain 0","iteration":156,"value":3.922741591853188},{"chain":"chain 0","iteration":157,"value":4.161524611404664},{"chain":"chain 0","iteration":158,"value":4.1764101189231955},{"chain":"chain 0","iteration":159,"value":3.800168527818735},{"chain":"chain 0","iteration":160,"value":4.178467720928593},{"chain":"chain 0","iteration":161,"value":4.212846711338644},{"chain":"chain 0","iteration":162,"value":3.8380957224550887},{"chain":"chain 0","iteration":163,"value":3.751822198780546},{"chain":"chain 0","iteration":164,"value":4.148792570915213},{"chain":"chain 0","iteration":165,"value":4.143861651239675},{"chain":"chain 0","iteration":166,"value":3.9898972648086533},{"chain":"chain 0","iteration":167,"value":4.180912585128432},{"chain":"chain 0","iteration":168,"value":4.144894672200681},{"chain":"chain 0","iteration":169,"value":3.9753108957280228},{"chain":"chain 0","iteration":170,"value":4.203726081163335},{"chain":"chain 0","iteration":171,"value":4.113254323280826},{"chain":"chain 0","iteration":172,"value":4.313346689896972},{"chain":"chain 0","iteration":173,"value":3.889169161924567},{"chain":"chain 0","iteration":174,"value":4.129921756577156},{"chain":"chain 0","iteration":175,"value":4.2111661403076734},{"chain":"chain 0","iteration":176,"value":4.060868540411157},{"chain":"chain 0","iteration":177,"value":4.436031121262556},{"chain":"chain 0","iteration":178,"value":4.264591164541803},{"chain":"chain 0","iteration":179,"value":4.098032503239166},{"chain":"chain 0","iteration":180,"value":4.118597641672778},{"chain":"chain 0","iteration":181,"value":4.4128048583981165},{"chain":"chain 0","iteration":182,"value":4.089164422078113},{"chain":"chain 0","iteration":183,"value":3.9257708350690805},{"chain":"chain 0","iteration":184,"value":3.841796714848498},{"chain":"chain 0","iteration":185,"value":3.9438787859172413},{"chain":"chain 0","iteration":186,"value":3.91437465561392},{"chain":"chain 0","iteration":187,"value":3.91437465561392},{"chain":"chain 0","iteration":188,"value":3.935960641657024},{"chain":"chain 0","iteration":189,"value":3.7236241299180035},{"chain":"chain 0","iteration":190,"value":4.121463204979667},{"chain":"chain 0","iteration":191,"value":4.129614242796736},{"chain":"chain 0","iteration":192,"value":4.060181125536319},{"chain":"chain 0","iteration":193,"value":3.969996929057051},{"chain":"chain 0","iteration":194,"value":4.1612560245984795},{"chain":"chain 0","iteration":195,"value":4.079098495858723},{"chain":"chain 0","iteration":196,"value":3.999931322932241},{"chain":"chain 0","iteration":197,"value":4.011879094349971},{"chain":"chain 0","iteration":198,"value":4.0726252087620605},{"chain":"chain 0","iteration":199,"value":4.065817132622548},{"chain":"chain 0","iteration":200,"value":4.271659554810777},{"chain":"chain 0","iteration":201,"value":3.967937864166979},{"chain":"chain 0","iteration":202,"value":4.15175073435446},{"chain":"chain 0","iteration":203,"value":4.0518653444273385},{"chain":"chain 0","iteration":204,"value":4.018536157294597},{"chain":"chain 0","iteration":205,"value":4.058656562822868},{"chain":"chain 0","iteration":206,"value":4.05901923034585},{"chain":"chain 0","iteration":207,"value":4.086474230454941},{"chain":"chain 0","iteration":208,"value":4.147549105616558},{"chain":"chain 0","iteration":209,"value":3.8056851028900414},{"chain":"chain 0","iteration":210,"value":4.0767027964945335},{"chain":"chain 0","iteration":211,"value":3.9089341517551492},{"chain":"chain 0","iteration":212,"value":4.120842291089694},{"chain":"chain 0","iteration":213,"value":3.9360744481997605},{"chain":"chain 0","iteration":214,"value":3.8434043899993107},{"chain":"chain 0","iteration":215,"value":4.158749411369994},{"chain":"chain 0","iteration":216,"value":4.029821766699543},{"chain":"chain 0","iteration":217,"value":4.70623496167903},{"chain":"chain 0","iteration":218,"value":3.807940959740449},{"chain":"chain 0","iteration":219,"value":4.0355295204553165},{"chain":"chain 0","iteration":220,"value":4.085519903196717},{"chain":"chain 0","iteration":221,"value":4.168225797087612},{"chain":"chain 0","iteration":222,"value":3.981829512132107},{"chain":"chain 0","iteration":223,"value":3.9580782346351784},{"chain":"chain 0","iteration":224,"value":4.036202079486935},{"chain":"chain 0","iteration":225,"value":4.192406539272434},{"chain":"chain 0","iteration":226,"value":4.193699671704411},{"chain":"chain 0","iteration":227,"value":4.055021208221981},{"chain":"chain 0","iteration":228,"value":3.7685084194232816},{"chain":"chain 0","iteration":229,"value":3.8170379890005766},{"chain":"chain 0","iteration":230,"value":4.396225134914965},{"chain":"chain 0","iteration":231,"value":3.783090630957571},{"chain":"chain 0","iteration":232,"value":4.429214005056135},{"chain":"chain 0","iteration":233,"value":4.114868521636452},{"chain":"chain 0","iteration":234,"value":3.9549016692420187},{"chain":"chain 0","iteration":235,"value":4.370102070115141},{"chain":"chain 0","iteration":236,"value":4.169706397250331},{"chain":"chain 0","iteration":237,"value":4.329336245479421},{"chain":"chain 0","iteration":238,"value":3.9138513539079156},{"chain":"chain 0","iteration":239,"value":4.117367465055488},{"chain":"chain 0","iteration":240,"value":4.1024234707657445},{"chain":"chain 0","iteration":241,"value":4.287901282580891},{"chain":"chain 0","iteration":242,"value":3.9810116414104537},{"chain":"chain 0","iteration":243,"value":4.114102510537808},{"chain":"chain 0","iteration":244,"value":3.915206251583566},{"chain":"chain 0","iteration":245,"value":3.5217099862516026},{"chain":"chain 0","iteration":246,"value":4.09706795451453},{"chain":"chain 0","iteration":247,"value":4.034550572026231},{"chain":"chain 0","iteration":248,"value":4.001722427850956},{"chain":"chain 0","iteration":249,"value":4.21415298652443},{"chain":"chain 0","iteration":250,"value":3.804098746083188},{"chain":"chain 0","iteration":251,"value":4.118067189899121},{"chain":"chain 0","iteration":252,"value":4.116945662715156},{"chain":"chain 0","iteration":253,"value":3.882290480137418},{"chain":"chain 0","iteration":254,"value":3.9957623964295816},{"chain":"chain 0","iteration":255,"value":3.8357083423491174},{"chain":"chain 0","iteration":256,"value":3.874299273303527},{"chain":"chain 0","iteration":257,"value":4.165778365359628},{"chain":"chain 0","iteration":258,"value":4.134012771712747},{"chain":"chain 0","iteration":259,"value":4.0757726149116795},{"chain":"chain 0","iteration":260,"value":4.2309732285544},{"chain":"chain 0","iteration":261,"value":4.214092491506001},{"chain":"chain 0","iteration":262,"value":3.8179862586502544},{"chain":"chain 0","iteration":263,"value":3.656875550455948},{"chain":"chain 0","iteration":264,"value":4.109501834930795},{"chain":"chain 0","iteration":265,"value":4.109501834930795},{"chain":"chain 0","iteration":266,"value":4.109501834930795},{"chain":"chain 0","iteration":267,"value":4.109501834930795},{"chain":"chain 0","iteration":268,"value":4.109501834930795},{"chain":"chain 0","iteration":269,"value":4.109501834930795},{"chain":"chain 0","iteration":270,"value":4.109501834930795},{"chain":"chain 0","iteration":271,"value":3.878636768659212},{"chain":"chain 0","iteration":272,"value":4.2304126804568005},{"chain":"chain 0","iteration":273,"value":4.3512158894903585},{"chain":"chain 0","iteration":274,"value":4.167597862606563},{"chain":"chain 0","iteration":275,"value":4.226388553998125},{"chain":"chain 0","iteration":276,"value":3.898798874064923},{"chain":"chain 0","iteration":277,"value":4.400190548494132},{"chain":"chain 0","iteration":278,"value":3.906950208643885},{"chain":"chain 0","iteration":279,"value":4.384921958168138},{"chain":"chain 0","iteration":280,"value":4.363847060857901},{"chain":"chain 0","iteration":281,"value":3.866429002890283},{"chain":"chain 0","iteration":282,"value":3.837898595131148},{"chain":"chain 0","iteration":283,"value":4.518912570541615},{"chain":"chain 0","iteration":284,"value":3.964119986428754},{"chain":"chain 0","iteration":285,"value":4.005232420984292},{"chain":"chain 0","iteration":286,"value":4.047816679104442},{"chain":"chain 0","iteration":287,"value":4.271178934268255},{"chain":"chain 0","iteration":288,"value":4.252446157791773},{"chain":"chain 0","iteration":289,"value":4.015044814837063},{"chain":"chain 0","iteration":290,"value":4.014402392587147},{"chain":"chain 0","iteration":291,"value":4.291487470166708},{"chain":"chain 0","iteration":292,"value":4.133469071154785},{"chain":"chain 0","iteration":293,"value":4.035317516110795},{"chain":"chain 0","iteration":294,"value":4.313821953925927},{"chain":"chain 0","iteration":295,"value":3.822225254848088},{"chain":"chain 0","iteration":296,"value":4.114405086274136},{"chain":"chain 0","iteration":297,"value":4.140632419744576},{"chain":"chain 0","iteration":298,"value":4.099583431287254},{"chain":"chain 0","iteration":299,"value":4.088855770324749},{"chain":"chain 1","iteration":0,"value":4.006043343619482},{"chain":"chain 1","iteration":1,"value":4.126245061229734},{"chain":"chain 1","iteration":2,"value":4.330174599962004},{"chain":"chain 1","iteration":3,"value":4.528974655932427},{"chain":"chain 1","iteration":4,"value":3.744971094260334},{"chain":"chain 1","iteration":5,"value":4.5613575297863385},{"chain":"chain 1","iteration":6,"value":3.9130616261088766},{"chain":"chain 1","iteration":7,"value":3.875546274682723},{"chain":"chain 1","iteration":8,"value":4.214087972506169},{"chain":"chain 1","iteration":9,"value":4.131278472938146},{"chain":"chain 1","iteration":10,"value":4.111881064516004},{"chain":"chain 1","iteration":11,"value":3.976155449087751},{"chain":"chain 1","iteration":12,"value":4.3087701585305345},{"chain":"chain 1","iteration":13,"value":3.957727777619673},{"chain":"chain 1","iteration":14,"value":4.205995255900128},{"chain":"chain 1","iteration":15,"value":3.9586226321038747},{"chain":"chain 1","iteration":16,"value":3.999905306625338},{"chain":"chain 1","iteration":17,"value":3.9726237252158314},{"chain":"chain 1","iteration":18,"value":3.956943992826462},{"chain":"chain 1","iteration":19,"value":4.068486378154745},{"chain":"chain 1","iteration":20,"value":4.0188054137715365},{"chain":"chain 1","iteration":21,"value":4.169567581127369},{"chain":"chain 1","iteration":22,"value":4.1383619456650385},{"chain":"chain 1","iteration":23,"value":4.09801469510273},{"chain":"chain 1","iteration":24,"value":4.007099012363768},{"chain":"chain 1","iteration":25,"value":4.012753882685981},{"chain":"chain 1","iteration":26,"value":4.096743181784578},{"chain":"chain 1","iteration":27,"value":3.6168917770556916},{"chain":"chain 1","iteration":28,"value":4.014878381923124},{"chain":"chain 1","iteration":29,"value":3.973669109124617},{"chain":"chain 1","iteration":30,"value":4.231326530047246},{"chain":"chain 1","iteration":31,"value":3.9233620819318666},{"chain":"chain 1","iteration":32,"value":4.0989440514794175},{"chain":"chain 1","iteration":33,"value":4.179724676598345},{"chain":"chain 1","iteration":34,"value":4.414529803723678},{"chain":"chain 1","iteration":35,"value":4.164609975020907},{"chain":"chain 1","iteration":36,"value":3.5753878479536443},{"chain":"chain 1","iteration":37,"value":4.048675829525421},{"chain":"chain 1","iteration":38,"value":3.865505539792179},{"chain":"chain 1","iteration":39,"value":4.020412732123047},{"chain":"chain 1","iteration":40,"value":4.5248982221923155},{"chain":"chain 1","iteration":41,"value":3.732952298340268},{"chain":"chain 1","iteration":42,"value":4.380760367725936},{"chain":"chain 1","iteration":43,"value":4.0108692011675195},{"chain":"chain 1","iteration":44,"value":3.6680107047041526},{"chain":"chain 1","iteration":45,"value":4.317046474807772},{"chain":"chain 1","iteration":46,"value":3.9858282446376725},{"chain":"chain 1","iteration":47,"value":4.0072921100348236},{"chain":"chain 1","iteration":48,"value":4.109062169349487},{"chain":"chain 1","iteration":49,"value":4.369004566930591},{"chain":"chain 1","iteration":50,"value":3.8528345082418722},{"chain":"chain 1","iteration":51,"value":3.691100967964602},{"chain":"chain 1","iteration":52,"value":3.91937546965422},{"chain":"chain 1","iteration":53,"value":4.072613447152068},{"chain":"chain 1","iteration":54,"value":4.232892694270323},{"chain":"chain 1","iteration":55,"value":3.9039267901906},{"chain":"chain 1","iteration":56,"value":4.214331732215912},{"chain":"chain 1","iteration":57,"value":3.745344729123532},{"chain":"chain 1","iteration":58,"value":3.8089688169671843},{"chain":"chain 1","iteration":59,"value":3.844807281376592},{"chain":"chain 1","iteration":60,"value":3.8671028562213454},{"chain":"chain 1","iteration":61,"value":4.034977547768433},{"chain":"chain 1","iteration":62,"value":3.8901461986683747},{"chain":"chain 1","iteration":63,"value":4.023876806659867},{"chain":"chain 1","iteration":64,"value":3.957864509015195},{"chain":"chain 1","iteration":65,"value":3.970184885070525},{"chain":"chain 1","iteration":66,"value":4.173831728138456},{"chain":"chain 1","iteration":67,"value":4.276104609698987},{"chain":"chain 1","iteration":68,"value":3.6563828326932484},{"chain":"chain 1","iteration":69,"value":3.5896830034154275},{"chain":"chain 1","iteration":70,"value":4.288563845030052},{"chain":"chain 1","iteration":71,"value":3.808741648816766},{"chain":"chain 1","iteration":72,"value":4.18114241130887},{"chain":"chain 1","iteration":73,"value":4.088635378028988},{"chain":"chain 1","iteration":74,"value":4.110771113974451},{"chain":"chain 1","iteration":75,"value":4.328744211566917},{"chain":"chain 1","iteration":76,"value":4.524912217808205},{"chain":"chain 1","iteration":77,"value":4.174143081632681},{"chain":"chain 1","iteration":78,"value":3.850772328262361},{"chain":"chain 1","iteration":79,"value":4.205316091483115},{"chain":"chain 1","iteration":80,"value":3.919803889138759},{"chain":"chain 1","iteration":81,"value":4.4219670055134035},{"chain":"chain 1","iteration":82,"value":3.978062182128183},{"chain":"chain 1","iteration":83,"value":4.2045493517727515},{"chain":"chain 1","iteration":84,"value":3.849252303138295},{"chain":"chain 1","iteration":85,"value":4.324024740956535},{"chain":"chain 1","iteration":86,"value":4.517390177240701},{"chain":"chain 1","iteration":87,"value":3.921925026540185},{"chain":"chain 1","iteration":88,"value":4.051633905546299},{"chain":"chain 1","iteration":89,"value":3.999957898190412},{"chain":"chain 1","iteration":90,"value":4.207352442970908},{"chain":"chain 1","iteration":91,"value":4.158814228872217},{"chain":"chain 1","iteration":92,"value":4.15261388189754},{"chain":"chain 1","iteration":93,"value":3.607885901509123},{"chain":"chain 1","iteration":94,"value":3.5453119320172486},{"chain":"chain 1","iteration":95,"value":3.658153592299609},{"chain":"chain 1","iteration":96,"value":4.086498913455253},{"chain":"chain 1","iteration":97,"value":4.054790529729937},{"chain":"chain 1","iteration":98,"value":4.324153618925047},{"chain":"chain 1","iteration":99,"value":4.265294816691882},{"chain":"chain 1","iteration":100,"value":4.23501682009997},{"chain":"chain 1","iteration":101,"value":4.149695753747108},{"chain":"chain 1","iteration":102,"value":3.9338504760713704},{"chain":"chain 1","iteration":103,"value":4.302174940414251},{"chain":"chain 1","iteration":104,"value":4.3529131858728105},{"chain":"chain 1","iteration":105,"value":3.831873401780604},{"chain":"chain 1","iteration":106,"value":4.522676060475525},{"chain":"chain 1","iteration":107,"value":4.506131347591401},{"chain":"chain 1","iteration":108,"value":3.8063805514994833},{"chain":"chain 1","iteration":109,"value":4.301583726422456},{"chain":"chain 1","iteration":110,"value":4.308545049329122},{"chain":"chain 1","iteration":111,"value":3.7058275163417633},{"chain":"chain 1","iteration":112,"value":4.08253667607322},{"chain":"chain 1","iteration":113,"value":4.288948865334876},{"chain":"chain 1","iteration":114,"value":4.266945080875401},{"chain":"chain 1","iteration":115,"value":4.270803070665057},{"chain":"chain 1","iteration":116,"value":3.7853576078521547},{"chain":"chain 1","iteration":117,"value":4.4992981340062},{"chain":"chain 1","iteration":118,"value":3.51809899235344},{"chain":"chain 1","iteration":119,"value":4.148526350503336},{"chain":"chain 1","iteration":120,"value":4.130196909306087},{"chain":"chain 1","iteration":121,"value":4.095891505959034},{"chain":"chain 1","iteration":122,"value":4.194091219383921},{"chain":"chain 1","iteration":123,"value":3.8598180042117654},{"chain":"chain 1","iteration":124,"value":3.9264093993765705},{"chain":"chain 1","iteration":125,"value":4.120777042743252},{"chain":"chain 1","iteration":126,"value":4.050412546457351},{"chain":"chain 1","iteration":127,"value":4.200721302647513},{"chain":"chain 1","iteration":128,"value":4.038420517060619},{"chain":"chain 1","iteration":129,"value":4.2647831871165165},{"chain":"chain 1","iteration":130,"value":4.122101301108309},{"chain":"chain 1","iteration":131,"value":4.2042246384221755},{"chain":"chain 1","iteration":132,"value":3.896572365380642},{"chain":"chain 1","iteration":133,"value":4.117290281039121},{"chain":"chain 1","iteration":134,"value":4.138450125966539},{"chain":"chain 1","iteration":135,"value":3.9396809524488217},{"chain":"chain 1","iteration":136,"value":3.8781520324643695},{"chain":"chain 1","iteration":137,"value":4.253765126784674},{"chain":"chain 1","iteration":138,"value":4.16814187969391},{"chain":"chain 1","iteration":139,"value":4.0022082954302025},{"chain":"chain 1","iteration":140,"value":3.8993091849748756},{"chain":"chain 1","iteration":141,"value":3.6378257388850312},{"chain":"chain 1","iteration":142,"value":4.439153125862022},{"chain":"chain 1","iteration":143,"value":3.9202326061110258},{"chain":"chain 1","iteration":144,"value":3.951474024874421},{"chain":"chain 1","iteration":145,"value":4.091860098575674},{"chain":"chain 1","iteration":146,"value":4.039294265380273},{"chain":"chain 1","iteration":147,"value":3.9224470805211404},{"chain":"chain 1","iteration":148,"value":3.9673537561333276},{"chain":"chain 1","iteration":149,"value":4.112641629923478},{"chain":"chain 1","iteration":150,"value":4.376186469550709},{"chain":"chain 1","iteration":151,"value":3.9352536599593524},{"chain":"chain 1","iteration":152,"value":4.399096799377424},{"chain":"chain 1","iteration":153,"value":3.848819913138147},{"chain":"chain 1","iteration":154,"value":4.28016196313323},{"chain":"chain 1","iteration":155,"value":4.253064385706646},{"chain":"chain 1","iteration":156,"value":4.14131299739316},{"chain":"chain 1","iteration":157,"value":4.335080266958608},{"chain":"chain 1","iteration":158,"value":4.312978859295432},{"chain":"chain 1","iteration":159,"value":4.332638443779488},{"chain":"chain 1","iteration":160,"value":3.7733071188519554},{"chain":"chain 1","iteration":161,"value":3.9498067425918864},{"chain":"chain 1","iteration":162,"value":4.171683611063897},{"chain":"chain 1","iteration":163,"value":4.145232506026639},{"chain":"chain 1","iteration":164,"value":4.143771143483177},{"chain":"chain 1","iteration":165,"value":4.147799679837705},{"chain":"chain 1","iteration":166,"value":4.1596503652525705},{"chain":"chain 1","iteration":167,"value":3.9889621907536834},{"chain":"chain 1","iteration":168,"value":4.401545818325595},{"chain":"chain 1","iteration":169,"value":4.270041334196253},{"chain":"chain 1","iteration":170,"value":4.518504796117204},{"chain":"chain 1","iteration":171,"value":4.04324955855119},{"chain":"chain 1","iteration":172,"value":4.095642418459615},{"chain":"chain 1","iteration":173,"value":4.161604311654437},{"chain":"chain 1","iteration":174,"value":4.290270376763975},{"chain":"chain 1","iteration":175,"value":4.290270376763975},{"chain":"chain 1","iteration":176,"value":4.4753327996431},{"chain":"chain 1","iteration":177,"value":4.330957447732808},{"chain":"chain 1","iteration":178,"value":4.084284833598313},{"chain":"chain 1","iteration":179,"value":4.146141330537156},{"chain":"chain 1","iteration":180,"value":4.2138044430385735},{"chain":"chain 1","iteration":181,"value":4.1969024675878925},{"chain":"chain 1","iteration":182,"value":3.800468264397753},{"chain":"chain 1","iteration":183,"value":3.839394794155317},{"chain":"chain 1","iteration":184,"value":4.233582573652726},{"chain":"chain 1","iteration":185,"value":4.149881366358265},{"chain":"chain 1","iteration":186,"value":4.180100198713603},{"chain":"chain 1","iteration":187,"value":4.260050126430686},{"chain":"chain 1","iteration":188,"value":3.8406061107017746},{"chain":"chain 1","iteration":189,"value":4.21965982651208},{"chain":"chain 1","iteration":190,"value":4.033332589779176},{"chain":"chain 1","iteration":191,"value":4.210393826823802},{"chain":"chain 1","iteration":192,"value":4.069450651865937},{"chain":"chain 1","iteration":193,"value":4.167377410582847},{"chain":"chain 1","iteration":194,"value":3.984418733507299},{"chain":"chain 1","iteration":195,"value":4.216818248622545},{"chain":"chain 1","iteration":196,"value":4.0070525940141914},{"chain":"chain 1","iteration":197,"value":3.882774349068142},{"chain":"chain 1","iteration":198,"value":4.192637061134019},{"chain":"chain 1","iteration":199,"value":4.16727837988068},{"chain":"chain 1","iteration":200,"value":4.165969092838714},{"chain":"chain 1","iteration":201,"value":4.001688184846898},{"chain":"chain 1","iteration":202,"value":4.007425787277119},{"chain":"chain 1","iteration":203,"value":4.151840294157409},{"chain":"chain 1","iteration":204,"value":4.108221401742985},{"chain":"chain 1","iteration":205,"value":4.106105169737829},{"chain":"chain 1","iteration":206,"value":4.336321570491593},{"chain":"chain 1","iteration":207,"value":3.7388851445730564},{"chain":"chain 1","iteration":208,"value":3.953478193663118},{"chain":"chain 1","iteration":209,"value":3.9871080230869773},{"chain":"chain 1","iteration":210,"value":4.199656638031405},{"chain":"chain 1","iteration":211,"value":4.4951184708647},{"chain":"chain 1","iteration":212,"value":4.090220017279414},{"chain":"chain 1","iteration":213,"value":3.8925354076660916},{"chain":"chain 1","iteration":214,"value":3.862354507400434},{"chain":"chain 1","iteration":215,"value":4.188009627711078},{"chain":"chain 1","iteration":216,"value":3.6566620485537067},{"chain":"chain 1","iteration":217,"value":4.406778408933905},{"chain":"chain 1","iteration":218,"value":3.8089934590074876},{"chain":"chain 1","iteration":219,"value":4.367347325600312},{"chain":"chain 1","iteration":220,"value":3.819139192836653},{"chain":"chain 1","iteration":221,"value":4.436571178967007},{"chain":"chain 1","iteration":222,"value":3.596857148142217},{"chain":"chain 1","iteration":223,"value":4.28757172636582},{"chain":"chain 1","iteration":224,"value":3.945654559323995},{"chain":"chain 1","iteration":225,"value":4.290850376898183},{"chain":"chain 1","iteration":226,"value":4.024968271839962},{"chain":"chain 1","iteration":227,"value":4.146814752328142},{"chain":"chain 1","iteration":228,"value":3.9093280488278106},{"chain":"chain 1","iteration":229,"value":3.9093280488278106},{"chain":"chain 1","iteration":230,"value":3.713519544945698},{"chain":"chain 1","iteration":231,"value":3.9170751942198234},{"chain":"chain 1","iteration":232,"value":4.3697134087495275},{"chain":"chain 1","iteration":233,"value":4.3697134087495275},{"chain":"chain 1","iteration":234,"value":4.248317432503035},{"chain":"chain 1","iteration":235,"value":4.179246492540816},{"chain":"chain 1","iteration":236,"value":3.747490068516061},{"chain":"chain 1","iteration":237,"value":4.082918355351342},{"chain":"chain 1","iteration":238,"value":4.190673908845672},{"chain":"chain 1","iteration":239,"value":4.2263391599331435},{"chain":"chain 1","iteration":240,"value":4.2092456687683955},{"chain":"chain 1","iteration":241,"value":4.327593757478099},{"chain":"chain 1","iteration":242,"value":4.468460444906973},{"chain":"chain 1","iteration":243,"value":3.998055433936033},{"chain":"chain 1","iteration":244,"value":4.120153866773317},{"chain":"chain 1","iteration":245,"value":4.120153866773317},{"chain":"chain 1","iteration":246,"value":3.9589360570701873},{"chain":"chain 1","iteration":247,"value":3.9589360570701873},{"chain":"chain 1","iteration":248,"value":4.00195268578815},{"chain":"chain 1","iteration":249,"value":4.322826133146019},{"chain":"chain 1","iteration":250,"value":4.15244474851319},{"chain":"chain 1","iteration":251,"value":4.146582403307609},{"chain":"chain 1","iteration":252,"value":3.9864561273153427},{"chain":"chain 1","iteration":253,"value":4.008717424306601},{"chain":"chain 1","iteration":254,"value":4.015146177758851},{"chain":"chain 1","iteration":255,"value":4.094862894321373},{"chain":"chain 1","iteration":256,"value":4.000918277543139},{"chain":"chain 1","iteration":257,"value":4.082065113797717},{"chain":"chain 1","iteration":258,"value":4.09738571415582},{"chain":"chain 1","iteration":259,"value":3.8466902997636643},{"chain":"chain 1","iteration":260,"value":4.192679430296391},{"chain":"chain 1","iteration":261,"value":4.1589549718569785},{"chain":"chain 1","iteration":262,"value":4.13992321834959},{"chain":"chain 1","iteration":263,"value":3.959864964453146},{"chain":"chain 1","iteration":264,"value":4.012604088956753},{"chain":"chain 1","iteration":265,"value":4.16637629598694},{"chain":"chain 1","iteration":266,"value":4.132568095788099},{"chain":"chain 1","iteration":267,"value":4.137940516796765},{"chain":"chain 1","iteration":268,"value":4.0636254071780025},{"chain":"chain 1","iteration":269,"value":3.9996348737028287},{"chain":"chain 1","iteration":270,"value":4.251955551172258},{"chain":"chain 1","iteration":271,"value":4.051780193070443},{"chain":"chain 1","iteration":272,"value":4.180470021173762},{"chain":"chain 1","iteration":273,"value":4.040906112646286},{"chain":"chain 1","iteration":274,"value":4.125848175505801},{"chain":"chain 1","iteration":275,"value":3.8073986711088854},{"chain":"chain 1","iteration":276,"value":4.54206057763808},{"chain":"chain 1","iteration":277,"value":4.269533417706709},{"chain":"chain 1","iteration":278,"value":4.022055062455509},{"chain":"chain 1","iteration":279,"value":3.9690655229589327},{"chain":"chain 1","iteration":280,"value":4.180414359794642},{"chain":"chain 1","iteration":281,"value":4.157651166904175},{"chain":"chain 1","iteration":282,"value":3.891206701782523},{"chain":"chain 1","iteration":283,"value":4.492413013926109},{"chain":"chain 1","iteration":284,"value":3.9677022399451225},{"chain":"chain 1","iteration":285,"value":4.10651571493993},{"chain":"chain 1","iteration":286,"value":4.041284648049864},{"chain":"chain 1","iteration":287,"value":3.981138913397858},{"chain":"chain 1","iteration":288,"value":4.471636943610067},{"chain":"chain 1","iteration":289,"value":3.8510397685990103},{"chain":"chain 1","iteration":290,"value":3.7273301515353303},{"chain":"chain 1","iteration":291,"value":4.096624098610278},{"chain":"chain 1","iteration":292,"value":4.279882280275906},{"chain":"chain 1","iteration":293,"value":4.019848362048046},{"chain":"chain 1","iteration":294,"value":4.401319226095984},{"chain":"chain 1","iteration":295,"value":3.7269906161580106},{"chain":"chain 1","iteration":296,"value":3.748171007151841},{"chain":"chain 1","iteration":297,"value":3.7508169751871954},{"chain":"chain 1","iteration":298,"value":3.7294595565886066},{"chain":"chain 1","iteration":299,"value":3.8264020270848027},{"chain":"chain 2","iteration":0,"value":4.596898756130983},{"chain":"chain 2","iteration":1,"value":4.549109597518732},{"chain":"chain 2","iteration":2,"value":3.7145707811949076},{"chain":"chain 2","iteration":3,"value":4.301529282393692},{"chain":"chain 2","iteration":4,"value":4.2078126177708715},{"chain":"chain 2","iteration":5,"value":4.108020807691345},{"chain":"chain 2","iteration":6,"value":4.206634167304102},{"chain":"chain 2","iteration":7,"value":4.403333192482545},{"chain":"chain 2","iteration":8,"value":4.403333192482545},{"chain":"chain 2","iteration":9,"value":3.9405834713298225},{"chain":"chain 2","iteration":10,"value":4.006870575253336},{"chain":"chain 2","iteration":11,"value":4.137560260439399},{"chain":"chain 2","iteration":12,"value":4.012332667546549},{"chain":"chain 2","iteration":13,"value":4.002506281263994},{"chain":"chain 2","iteration":14,"value":3.9864701561223765},{"chain":"chain 2","iteration":15,"value":4.063541683194784},{"chain":"chain 2","iteration":16,"value":3.9970827295162756},{"chain":"chain 2","iteration":17,"value":3.6053831290637826},{"chain":"chain 2","iteration":18,"value":4.660176855714856},{"chain":"chain 2","iteration":19,"value":4.419250362754005},{"chain":"chain 2","iteration":20,"value":4.138545854424862},{"chain":"chain 2","iteration":21,"value":3.830133951855308},{"chain":"chain 2","iteration":22,"value":4.342239450841307},{"chain":"chain 2","iteration":23,"value":3.9393638807890725},{"chain":"chain 2","iteration":24,"value":4.414125275737915},{"chain":"chain 2","iteration":25,"value":3.909589087601776},{"chain":"chain 2","iteration":26,"value":3.8586583542996182},{"chain":"chain 2","iteration":27,"value":4.592353951219962},{"chain":"chain 2","iteration":28,"value":4.290828044347773},{"chain":"chain 2","iteration":29,"value":4.201769862268856},{"chain":"chain 2","iteration":30,"value":4.0377914613767985},{"chain":"chain 2","iteration":31,"value":4.499182188568316},{"chain":"chain 2","iteration":32,"value":3.6902533468835133},{"chain":"chain 2","iteration":33,"value":4.545210827485457},{"chain":"chain 2","iteration":34,"value":4.2381239070063526},{"chain":"chain 2","iteration":35,"value":3.9476729622157376},{"chain":"chain 2","iteration":36,"value":4.52083454006142},{"chain":"chain 2","iteration":37,"value":4.490071748290879},{"chain":"chain 2","iteration":38,"value":3.5673871844708023},{"chain":"chain 2","iteration":39,"value":4.496570403638608},{"chain":"chain 2","iteration":40,"value":3.714635513341718},{"chain":"chain 2","iteration":41,"value":4.363065937310397},{"chain":"chain 2","iteration":42,"value":3.889062637248924},{"chain":"chain 2","iteration":43,"value":4.419150836008754},{"chain":"chain 2","iteration":44,"value":3.764957424309288},{"chain":"chain 2","iteration":45,"value":4.004630181069751},{"chain":"chain 2","iteration":46,"value":4.037762637455795},{"chain":"chain 2","iteration":47,"value":4.084675215613081},{"chain":"chain 2","iteration":48,"value":3.739928249758047},{"chain":"chain 2","iteration":49,"value":4.149802589514643},{"chain":"chain 2","iteration":50,"value":3.8218441450411214},{"chain":"chain 2","iteration":51,"value":4.303158728540728},{"chain":"chain 2","iteration":52,"value":4.236769977006565},{"chain":"chain 2","iteration":53,"value":3.9955174198470087},{"chain":"chain 2","iteration":54,"value":4.39420466956814},{"chain":"chain 2","iteration":55,"value":4.519065268049442},{"chain":"chain 2","iteration":56,"value":4.225071973614207},{"chain":"chain 2","iteration":57,"value":3.8341705917676348},{"chain":"chain 2","iteration":58,"value":3.576519124157989},{"chain":"chain 2","iteration":59,"value":3.7982738649829515},{"chain":"chain 2","iteration":60,"value":4.318913274366555},{"chain":"chain 2","iteration":61,"value":3.864149053610836},{"chain":"chain 2","iteration":62,"value":3.7854153416181284},{"chain":"chain 2","iteration":63,"value":3.921708884034333},{"chain":"chain 2","iteration":64,"value":4.076653818503226},{"chain":"chain 2","iteration":65,"value":4.316491864761663},{"chain":"chain 2","iteration":66,"value":4.409116312609834},{"chain":"chain 2","iteration":67,"value":4.372113878382542},{"chain":"chain 2","iteration":68,"value":3.9244671270335667},{"chain":"chain 2","iteration":69,"value":3.930110558589732},{"chain":"chain 2","iteration":70,"value":4.325447266623989},{"chain":"chain 2","iteration":71,"value":3.728535396223271},{"chain":"chain 2","iteration":72,"value":4.623059114897365},{"chain":"chain 2","iteration":73,"value":3.6234248562402467},{"chain":"chain 2","iteration":74,"value":3.8249647723455067},{"chain":"chain 2","iteration":75,"value":4.297246228550013},{"chain":"chain 2","iteration":76,"value":4.14478009532569},{"chain":"chain 2","iteration":77,"value":4.193061847714919},{"chain":"chain 2","iteration":78,"value":4.09586775259448},{"chain":"chain 2","iteration":79,"value":3.8883457812008486},{"chain":"chain 2","iteration":80,"value":4.304394184721107},{"chain":"chain 2","iteration":81,"value":3.8987358833112977},{"chain":"chain 2","iteration":82,"value":4.105593736874386},{"chain":"chain 2","iteration":83,"value":4.3130098556263805},{"chain":"chain 2","iteration":84,"value":3.9006167714765034},{"chain":"chain 2","iteration":85,"value":3.9042631594894943},{"chain":"chain 2","iteration":86,"value":4.375048691751563},{"chain":"chain 2","iteration":87,"value":4.650084937856274},{"chain":"chain 2","iteration":88,"value":3.6909291450346955},{"chain":"chain 2","iteration":89,"value":4.398032310434643},{"chain":"chain 2","iteration":90,"value":4.02964830836212},{"chain":"chain 2","iteration":91,"value":4.287265198890926},{"chain":"chain 2","iteration":92,"value":4.316023243645883},{"chain":"chain 2","iteration":93,"value":3.737514348593802},{"chain":"chain 2","iteration":94,"value":4.235170810704516},{"chain":"chain 2","iteration":95,"value":4.434609685168745},{"chain":"chain 2","iteration":96,"value":3.6699817114831905},{"chain":"chain 2","iteration":97,"value":4.118028190515626},{"chain":"chain 2","iteration":98,"value":3.3685066603057887},{"chain":"chain 2","iteration":99,"value":3.8355792494022674},{"chain":"chain 2","iteration":100,"value":4.4338685733368655},{"chain":"chain 2","iteration":101,"value":3.966687074001613},{"chain":"chain 2","iteration":102,"value":4.146943345379909},{"chain":"chain 2","iteration":103,"value":4.340109187585228},{"chain":"chain 2","iteration":104,"value":3.7995971729795865},{"chain":"chain 2","iteration":105,"value":4.337607606802409},{"chain":"chain 2","iteration":106,"value":3.8350587686349473},{"chain":"chain 2","iteration":107,"value":4.335618144623885},{"chain":"chain 2","iteration":108,"value":4.34595591290523},{"chain":"chain 2","iteration":109,"value":3.7970903499429496},{"chain":"chain 2","iteration":110,"value":4.011943445509813},{"chain":"chain 2","iteration":111,"value":4.097544911992158},{"chain":"chain 2","iteration":112,"value":3.7301773560267826},{"chain":"chain 2","iteration":113,"value":4.694464622213547},{"chain":"chain 2","iteration":114,"value":3.6355960555348372},{"chain":"chain 2","iteration":115,"value":3.698995505648326},{"chain":"chain 2","iteration":116,"value":4.15284381012811},{"chain":"chain 2","iteration":117,"value":3.955117311989778},{"chain":"chain 2","iteration":118,"value":3.880818123057364},{"chain":"chain 2","iteration":119,"value":4.015419493380646},{"chain":"chain 2","iteration":120,"value":3.9659528520240226},{"chain":"chain 2","iteration":121,"value":4.101677572064187},{"chain":"chain 2","iteration":122,"value":4.386970807195031},{"chain":"chain 2","iteration":123,"value":3.880437035495099},{"chain":"chain 2","iteration":124,"value":4.009930584346148},{"chain":"chain 2","iteration":125,"value":4.237290092372538},{"chain":"chain 2","iteration":126,"value":4.20628355656154},{"chain":"chain 2","iteration":127,"value":3.918657672583719},{"chain":"chain 2","iteration":128,"value":4.023643282864255},{"chain":"chain 2","iteration":129,"value":4.384969320460309},{"chain":"chain 2","iteration":130,"value":4.161311839511976},{"chain":"chain 2","iteration":131,"value":4.161311839511976},{"chain":"chain 2","iteration":132,"value":4.161311839511976},{"chain":"chain 2","iteration":133,"value":3.910112666130627},{"chain":"chain 2","iteration":134,"value":3.7459411018263182},{"chain":"chain 2","iteration":135,"value":3.8861732406656184},{"chain":"chain 2","iteration":136,"value":4.260071924597517},{"chain":"chain 2","iteration":137,"value":3.872099246979713},{"chain":"chain 2","iteration":138,"value":4.192838569139715},{"chain":"chain 2","iteration":139,"value":4.1482061673055775},{"chain":"chain 2","iteration":140,"value":4.57026913702921},{"chain":"chain 2","iteration":141,"value":4.139597117848473},{"chain":"chain 2","iteration":142,"value":4.163191134897799},{"chain":"chain 2","iteration":143,"value":4.045074333648761},{"chain":"chain 2","iteration":144,"value":3.7251639064677424},{"chain":"chain 2","iteration":145,"value":4.354653228051576},{"chain":"chain 2","iteration":146,"value":3.8618031292094965},{"chain":"chain 2","iteration":147,"value":3.8172926823502884},{"chain":"chain 2","iteration":148,"value":4.264848105364102},{"chain":"chain 2","iteration":149,"value":4.332754030364681},{"chain":"chain 2","iteration":150,"value":3.7822703054311546},{"chain":"chain 2","iteration":151,"value":4.323472421529496},{"chain":"chain 2","iteration":152,"value":3.9333732116857982},{"chain":"chain 2","iteration":153,"value":4.050439844560806},{"chain":"chain 2","iteration":154,"value":3.847299508185929},{"chain":"chain 2","iteration":155,"value":4.00913614102031},{"chain":"chain 2","iteration":156,"value":3.9579326625159283},{"chain":"chain 2","iteration":157,"value":4.184031240062913},{"chain":"chain 2","iteration":158,"value":3.867629689755611},{"chain":"chain 2","iteration":159,"value":4.1940252258133395},{"chain":"chain 2","iteration":160,"value":4.206445401711101},{"chain":"chain 2","iteration":161,"value":4.217550794829926},{"chain":"chain 2","iteration":162,"value":4.356247312268803},{"chain":"chain 2","iteration":163,"value":4.286412605065105},{"chain":"chain 2","iteration":164,"value":4.277139863843283},{"chain":"chain 2","iteration":165,"value":4.122510395619497},{"chain":"chain 2","iteration":166,"value":4.025176237947118},{"chain":"chain 2","iteration":167,"value":4.039364306565879},{"chain":"chain 2","iteration":168,"value":4.386076289542557},{"chain":"chain 2","iteration":169,"value":4.349198507041572},{"chain":"chain 2","iteration":170,"value":3.544556520401233},{"chain":"chain 2","iteration":171,"value":3.7300657314608725},{"chain":"chain 2","iteration":172,"value":4.3446077001164385},{"chain":"chain 2","iteration":173,"value":4.05611776072207},{"chain":"chain 2","iteration":174,"value":4.428746946386145},{"chain":"chain 2","iteration":175,"value":3.758702113774995},{"chain":"chain 2","iteration":176,"value":3.804660617382887},{"chain":"chain 2","iteration":177,"value":4.109736532410652},{"chain":"chain 2","iteration":178,"value":3.4292914953756695},{"chain":"chain 2","iteration":179,"value":4.016234519343642},{"chain":"chain 2","iteration":180,"value":3.766257138237476},{"chain":"chain 2","iteration":181,"value":4.048482756852938},{"chain":"chain 2","iteration":182,"value":4.169186951216874},{"chain":"chain 2","iteration":183,"value":3.9511800172493268},{"chain":"chain 2","iteration":184,"value":3.9491162338502788},{"chain":"chain 2","iteration":185,"value":3.7078750825145197},{"chain":"chain 2","iteration":186,"value":4.399238597464965},{"chain":"chain 2","iteration":187,"value":4.565354336601853},{"chain":"chain 2","iteration":188,"value":3.954214513991969},{"chain":"chain 2","iteration":189,"value":4.128130726885239},{"chain":"chain 2","iteration":190,"value":4.28989992469399},{"chain":"chain 2","iteration":191,"value":4.425001943107449},{"chain":"chain 2","iteration":192,"value":4.259666350082941},{"chain":"chain 2","iteration":193,"value":3.9543791240290553},{"chain":"chain 2","iteration":194,"value":4.534751684336365},{"chain":"chain 2","iteration":195,"value":4.006912766413715},{"chain":"chain 2","iteration":196,"value":4.203959332822242},{"chain":"chain 2","iteration":197,"value":4.2717096450740035},{"chain":"chain 2","iteration":198,"value":3.8448099641161626},{"chain":"chain 2","iteration":199,"value":3.9641894349871785},{"chain":"chain 2","iteration":200,"value":4.42510775790952},{"chain":"chain 2","iteration":201,"value":4.172762037280878},{"chain":"chain 2","iteration":202,"value":4.266497209269294},{"chain":"chain 2","iteration":203,"value":4.125368943491794},{"chain":"chain 2","iteration":204,"value":4.179619138240495},{"chain":"chain 2","iteration":205,"value":4.2585980207435465},{"chain":"chain 2","iteration":206,"value":3.938999871107941},{"chain":"chain 2","iteration":207,"value":3.9034827844590234},{"chain":"chain 2","iteration":208,"value":4.391551080087525},{"chain":"chain 2","iteration":209,"value":3.9373133673184295},{"chain":"chain 2","iteration":210,"value":4.356262335225049},{"chain":"chain 2","iteration":211,"value":3.7303829772715735},{"chain":"chain 2","iteration":212,"value":3.9242676450486136},{"chain":"chain 2","iteration":213,"value":4.237471448128625},{"chain":"chain 2","iteration":214,"value":3.9653039980718616},{"chain":"chain 2","iteration":215,"value":4.261805617190824},{"chain":"chain 2","iteration":216,"value":4.288920040519707},{"chain":"chain 2","iteration":217,"value":3.8970431030415393},{"chain":"chain 2","iteration":218,"value":4.061167823373946},{"chain":"chain 2","iteration":219,"value":4.367344645673078},{"chain":"chain 2","iteration":220,"value":4.367344645673078},{"chain":"chain 2","iteration":221,"value":4.367344645673078},{"chain":"chain 2","iteration":222,"value":4.27126607352279},{"chain":"chain 2","iteration":223,"value":4.27126607352279},{"chain":"chain 2","iteration":224,"value":3.6959389948229155},{"chain":"chain 2","iteration":225,"value":4.13362753541335},{"chain":"chain 2","iteration":226,"value":3.8937324913867712},{"chain":"chain 2","iteration":227,"value":4.399648528177868},{"chain":"chain 2","iteration":228,"value":3.705612099373562},{"chain":"chain 2","iteration":229,"value":4.079090715003693},{"chain":"chain 2","iteration":230,"value":4.127184957515764},{"chain":"chain 2","iteration":231,"value":4.065664943095863},{"chain":"chain 2","iteration":232,"value":4.22473386417772},{"chain":"chain 2","iteration":233,"value":4.256935040444411},{"chain":"chain 2","iteration":234,"value":4.0773139692588565},{"chain":"chain 2","iteration":235,"value":4.137551021220363},{"chain":"chain 2","iteration":236,"value":3.902806733299583},{"chain":"chain 2","iteration":237,"value":4.266063504226383},{"chain":"chain 2","iteration":238,"value":4.2734949302244205},{"chain":"chain 2","iteration":239,"value":3.9621940386124717},{"chain":"chain 2","iteration":240,"value":4.221567024765547},{"chain":"chain 2","iteration":241,"value":4.400563578353557},{"chain":"chain 2","iteration":242,"value":4.163214857821622},{"chain":"chain 2","iteration":243,"value":4.196717440501503},{"chain":"chain 2","iteration":244,"value":4.270574096493762},{"chain":"chain 2","iteration":245,"value":4.252149622237631},{"chain":"chain 2","iteration":246,"value":4.117693935301602},{"chain":"chain 2","iteration":247,"value":3.6429905347234355},{"chain":"chain 2","iteration":248,"value":3.744134485786676},{"chain":"chain 2","iteration":249,"value":3.744134485786676},{"chain":"chain 2","iteration":250,"value":4.302976441246759},{"chain":"chain 2","iteration":251,"value":3.715550717149527},{"chain":"chain 2","iteration":252,"value":4.346412047336997},{"chain":"chain 2","iteration":253,"value":4.514698210420302},{"chain":"chain 2","iteration":254,"value":3.7278606183029828},{"chain":"chain 2","iteration":255,"value":4.341535613612545},{"chain":"chain 2","iteration":256,"value":4.117175839992564},{"chain":"chain 2","iteration":257,"value":4.214554715963325},{"chain":"chain 2","iteration":258,"value":3.860204157762224},{"chain":"chain 2","iteration":259,"value":3.7776877411083154},{"chain":"chain 2","iteration":260,"value":3.7675313075013244},{"chain":"chain 2","iteration":261,"value":4.054571336909248},{"chain":"chain 2","iteration":262,"value":4.487034002518547},{"chain":"chain 2","iteration":263,"value":3.738828629798812},{"chain":"chain 2","iteration":264,"value":4.4788743278209955},{"chain":"chain 2","iteration":265,"value":3.6820717792337962},{"chain":"chain 2","iteration":266,"value":4.35384985333428},{"chain":"chain 2","iteration":267,"value":4.466148091596697},{"chain":"chain 2","iteration":268,"value":4.549442506166141},{"chain":"chain 2","iteration":269,"value":4.452424003859702},{"chain":"chain 2","iteration":270,"value":4.31790522871852},{"chain":"chain 2","iteration":271,"value":4.215175129115924},{"chain":"chain 2","iteration":272,"value":4.481248433057104},{"chain":"chain 2","iteration":273,"value":4.109006370638997},{"chain":"chain 2","iteration":274,"value":3.919032441972968},{"chain":"chain 2","iteration":275,"value":3.712431233048539},{"chain":"chain 2","iteration":276,"value":4.031517226931938},{"chain":"chain 2","iteration":277,"value":3.886842411592821},{"chain":"chain 2","iteration":278,"value":4.120105363339215},{"chain":"chain 2","iteration":279,"value":4.174248919753187},{"chain":"chain 2","iteration":280,"value":4.17971424292979},{"chain":"chain 2","iteration":281,"value":4.212417171703886},{"chain":"chain 2","iteration":282,"value":3.9983702541737913},{"chain":"chain 2","iteration":283,"value":3.933588875090787},{"chain":"chain 2","iteration":284,"value":3.6519468382904847},{"chain":"chain 2","iteration":285,"value":3.7751938033315784},{"chain":"chain 2","iteration":286,"value":3.8715950966431047},{"chain":"chain 2","iteration":287,"value":4.256760553951509},{"chain":"chain 2","iteration":288,"value":3.840432370084062},{"chain":"chain 2","iteration":289,"value":4.351223967442217},{"chain":"chain 2","iteration":290,"value":3.883989067847374},{"chain":"chain 2","iteration":291,"value":4.410771538570355},{"chain":"chain 2","iteration":292,"value":3.796280898476784},{"chain":"chain 2","iteration":293,"value":3.8733340835783414},{"chain":"chain 2","iteration":294,"value":4.301677868257537},{"chain":"chain 2","iteration":295,"value":4.152473178986089},{"chain":"chain 2","iteration":296,"value":4.2097780280904304},{"chain":"chain 2","iteration":297,"value":4.358464466882987},{"chain":"chain 2","iteration":298,"value":4.208449398977837},{"chain":"chain 2","iteration":299,"value":4.009515330493999},{"chain":"chain 3","iteration":0,"value":4.525005892557874},{"chain":"chain 3","iteration":1,"value":4.013719180077968},{"chain":"chain 3","iteration":2,"value":4.145318207182491},{"chain":"chain 3","iteration":3,"value":3.9058484519352827},{"chain":"chain 3","iteration":4,"value":4.194400404740769},{"chain":"chain 3","iteration":5,"value":4.0905172202914795},{"chain":"chain 3","iteration":6,"value":4.068605400342872},{"chain":"chain 3","iteration":7,"value":4.156015792833606},{"chain":"chain 3","iteration":8,"value":4.12408007960266},{"chain":"chain 3","iteration":9,"value":4.212304565928202},{"chain":"chain 3","iteration":10,"value":4.090721297436995},{"chain":"chain 3","iteration":11,"value":4.095095287163411},{"chain":"chain 3","iteration":12,"value":4.088674929079976},{"chain":"chain 3","iteration":13,"value":4.483391518833756},{"chain":"chain 3","iteration":14,"value":4.442901991468439},{"chain":"chain 3","iteration":15,"value":4.191775193094904},{"chain":"chain 3","iteration":16,"value":4.191775193094904},{"chain":"chain 3","iteration":17,"value":3.949016055925723},{"chain":"chain 3","iteration":18,"value":3.9005828669505744},{"chain":"chain 3","iteration":19,"value":3.7389364484684937},{"chain":"chain 3","iteration":20,"value":4.155678857514367},{"chain":"chain 3","iteration":21,"value":3.922580437855004},{"chain":"chain 3","iteration":22,"value":4.044054669346284},{"chain":"chain 3","iteration":23,"value":3.9673025353495324},{"chain":"chain 3","iteration":24,"value":3.8067322994315305},{"chain":"chain 3","iteration":25,"value":4.141775896942805},{"chain":"chain 3","iteration":26,"value":3.8760146290149144},{"chain":"chain 3","iteration":27,"value":4.061769221186426},{"chain":"chain 3","iteration":28,"value":4.1629555459372485},{"chain":"chain 3","iteration":29,"value":4.167820133110644},{"chain":"chain 3","iteration":30,"value":4.502403866151551},{"chain":"chain 3","iteration":31,"value":4.502403866151551},{"chain":"chain 3","iteration":32,"value":4.477406281124167},{"chain":"chain 3","iteration":33,"value":4.158288655725318},{"chain":"chain 3","iteration":34,"value":4.097619055666386},{"chain":"chain 3","iteration":35,"value":4.295122464121284},{"chain":"chain 3","iteration":36,"value":4.289145121344423},{"chain":"chain 3","iteration":37,"value":4.062281976059439},{"chain":"chain 3","iteration":38,"value":4.120704627419871},{"chain":"chain 3","iteration":39,"value":3.7365131241015943},{"chain":"chain 3","iteration":40,"value":4.323360866968979},{"chain":"chain 3","iteration":41,"value":4.392320655164212},{"chain":"chain 3","iteration":42,"value":4.157700763805474},{"chain":"chain 3","iteration":43,"value":4.15448239054046},{"chain":"chain 3","iteration":44,"value":3.957110187819978},{"chain":"chain 3","iteration":45,"value":3.923074302880721},{"chain":"chain 3","iteration":46,"value":4.1838391617020365},{"chain":"chain 3","iteration":47,"value":4.198159922880337},{"chain":"chain 3","iteration":48,"value":3.845725151658003},{"chain":"chain 3","iteration":49,"value":3.971936676173188},{"chain":"chain 3","iteration":50,"value":4.431789845360421},{"chain":"chain 3","iteration":51,"value":3.9846911401032825},{"chain":"chain 3","iteration":52,"value":3.966869393171401},{"chain":"chain 3","iteration":53,"value":3.9768426746360834},{"chain":"chain 3","iteration":54,"value":4.188008849057657},{"chain":"chain 3","iteration":55,"value":4.269944732415123},{"chain":"chain 3","iteration":56,"value":3.988957055431092},{"chain":"chain 3","iteration":57,"value":4.244130062617732},{"chain":"chain 3","iteration":58,"value":4.269334735046735},{"chain":"chain 3","iteration":59,"value":3.982887586729253},{"chain":"chain 3","iteration":60,"value":4.165364142214237},{"chain":"chain 3","iteration":61,"value":3.7838015563144323},{"chain":"chain 3","iteration":62,"value":4.397803857702445},{"chain":"chain 3","iteration":63,"value":3.9457120849014258},{"chain":"chain 3","iteration":64,"value":3.76074534645311},{"chain":"chain 3","iteration":65,"value":4.328498499849765},{"chain":"chain 3","iteration":66,"value":4.143604141429581},{"chain":"chain 3","iteration":67,"value":3.7427911724599534},{"chain":"chain 3","iteration":68,"value":4.234505874853259},{"chain":"chain 3","iteration":69,"value":4.017937172184994},{"chain":"chain 3","iteration":70,"value":4.041864793243792},{"chain":"chain 3","iteration":71,"value":3.994576292873292},{"chain":"chain 3","iteration":72,"value":3.6181751836035176},{"chain":"chain 3","iteration":73,"value":3.7772809687839026},{"chain":"chain 3","iteration":74,"value":4.393337883852776},{"chain":"chain 3","iteration":75,"value":3.8000364072253956},{"chain":"chain 3","iteration":76,"value":4.289716378327768},{"chain":"chain 3","iteration":77,"value":4.058956671997976},{"chain":"chain 3","iteration":78,"value":4.058956671997976},{"chain":"chain 3","iteration":79,"value":4.236544597295149},{"chain":"chain 3","iteration":80,"value":3.8940360652586827},{"chain":"chain 3","iteration":81,"value":3.9072283477622403},{"chain":"chain 3","iteration":82,"value":4.191442898048919},{"chain":"chain 3","iteration":83,"value":4.052968241903088},{"chain":"chain 3","iteration":84,"value":4.019470724530681},{"chain":"chain 3","iteration":85,"value":3.9863524039531257},{"chain":"chain 3","iteration":86,"value":4.208140622124551},{"chain":"chain 3","iteration":87,"value":3.9328214185674497},{"chain":"chain 3","iteration":88,"value":4.05866233607538},{"chain":"chain 3","iteration":89,"value":3.989957462819204},{"chain":"chain 3","iteration":90,"value":4.000268553077941},{"chain":"chain 3","iteration":91,"value":3.8922789112140856},{"chain":"chain 3","iteration":92,"value":3.901694131661186},{"chain":"chain 3","iteration":93,"value":3.7408976570533374},{"chain":"chain 3","iteration":94,"value":3.9675239557411395},{"chain":"chain 3","iteration":95,"value":4.333023235131563},{"chain":"chain 3","iteration":96,"value":4.320093775122553},{"chain":"chain 3","iteration":97,"value":4.513237515520881},{"chain":"chain 3","iteration":98,"value":3.814898987395525},{"chain":"chain 3","iteration":99,"value":4.134060444093225},{"chain":"chain 3","iteration":100,"value":3.8905984589983698},{"chain":"chain 3","iteration":101,"value":4.329586160371218},{"chain":"chain 3","iteration":102,"value":3.9624750535045514},{"chain":"chain 3","iteration":103,"value":3.826332506407163},{"chain":"chain 3","iteration":104,"value":3.871122732581746},{"chain":"chain 3","iteration":105,"value":3.81118873396846},{"chain":"chain 3","iteration":106,"value":3.871296095222018},{"chain":"chain 3","iteration":107,"value":3.992380539696151},{"chain":"chain 3","iteration":108,"value":3.9900248944038026},{"chain":"chain 3","iteration":109,"value":4.216100533060038},{"chain":"chain 3","iteration":110,"value":3.9622499817078927},{"chain":"chain 3","iteration":111,"value":4.280881938760763},{"chain":"chain 3","iteration":112,"value":3.9077569390561537},{"chain":"chain 3","iteration":113,"value":4.000686367915861},{"chain":"chain 3","iteration":114,"value":3.9412390245120648},{"chain":"chain 3","iteration":115,"value":4.245548241122593},{"chain":"chain 3","iteration":116,"value":4.191613601447285},{"chain":"chain 3","iteration":117,"value":4.172689093676055},{"chain":"chain 3","iteration":118,"value":3.750092825420691},{"chain":"chain 3","iteration":119,"value":3.94866235261374},{"chain":"chain 3","iteration":120,"value":4.113240086669134},{"chain":"chain 3","iteration":121,"value":3.926057372783672},{"chain":"chain 3","iteration":122,"value":3.670759339748529},{"chain":"chain 3","iteration":123,"value":3.646497729984213},{"chain":"chain 3","iteration":124,"value":3.679165123287217},{"chain":"chain 3","iteration":125,"value":3.7541207688518656},{"chain":"chain 3","iteration":126,"value":4.155810128695226},{"chain":"chain 3","iteration":127,"value":4.063422854419843},{"chain":"chain 3","iteration":128,"value":4.518791559590634},{"chain":"chain 3","iteration":129,"value":3.7294344926929295},{"chain":"chain 3","iteration":130,"value":4.360981568150407},{"chain":"chain 3","iteration":131,"value":4.144039889039747},{"chain":"chain 3","iteration":132,"value":4.225465900112924},{"chain":"chain 3","iteration":133,"value":4.355531194230825},{"chain":"chain 3","iteration":134,"value":4.366145811906108},{"chain":"chain 3","iteration":135,"value":3.902378314365032},{"chain":"chain 3","iteration":136,"value":3.8451739850677322},{"chain":"chain 3","iteration":137,"value":4.163163208345247},{"chain":"chain 3","iteration":138,"value":3.9947999173266187},{"chain":"chain 3","iteration":139,"value":4.090244237452212},{"chain":"chain 3","iteration":140,"value":3.9219717450314873},{"chain":"chain 3","iteration":141,"value":3.8432759528400338},{"chain":"chain 3","iteration":142,"value":3.8432759528400338},{"chain":"chain 3","iteration":143,"value":4.2477973251243535},{"chain":"chain 3","iteration":144,"value":4.088102539201642},{"chain":"chain 3","iteration":145,"value":4.185932419219799},{"chain":"chain 3","iteration":146,"value":4.222798767323583},{"chain":"chain 3","iteration":147,"value":4.380009888864674},{"chain":"chain 3","iteration":148,"value":3.9971576252600896},{"chain":"chain 3","iteration":149,"value":4.279477590223473},{"chain":"chain 3","iteration":150,"value":3.7867496543600017},{"chain":"chain 3","iteration":151,"value":4.606721776689906},{"chain":"chain 3","iteration":152,"value":3.813773682872711},{"chain":"chain 3","iteration":153,"value":4.383202390126476},{"chain":"chain 3","iteration":154,"value":4.039684738926915},{"chain":"chain 3","iteration":155,"value":4.18881728311046},{"chain":"chain 3","iteration":156,"value":4.245815899695532},{"chain":"chain 3","iteration":157,"value":4.268214363789454},{"chain":"chain 3","iteration":158,"value":3.971121541655696},{"chain":"chain 3","iteration":159,"value":3.749182955128494},{"chain":"chain 3","iteration":160,"value":4.40313542782638},{"chain":"chain 3","iteration":161,"value":4.356812815374601},{"chain":"chain 3","iteration":162,"value":3.9439538752209735},{"chain":"chain 3","iteration":163,"value":4.36147602923855},{"chain":"chain 3","iteration":164,"value":3.799818386816492},{"chain":"chain 3","iteration":165,"value":4.417352523287109},{"chain":"chain 3","iteration":166,"value":4.187087926317697},{"chain":"chain 3","iteration":167,"value":3.871401832414797},{"chain":"chain 3","iteration":168,"value":3.5477142292039607},{"chain":"chain 3","iteration":169,"value":4.007415422453803},{"chain":"chain 3","iteration":170,"value":4.107928257766059},{"chain":"chain 3","iteration":171,"value":4.107928257766059},{"chain":"chain 3","iteration":172,"value":3.875287997185771},{"chain":"chain 3","iteration":173,"value":4.367520453668147},{"chain":"chain 3","iteration":174,"value":4.013955019255398},{"chain":"chain 3","iteration":175,"value":4.387003636086546},{"chain":"chain 3","iteration":176,"value":4.448697234981682},{"chain":"chain 3","iteration":177,"value":3.8615998981891866},{"chain":"chain 3","iteration":178,"value":3.5844863239625857},{"chain":"chain 3","iteration":179,"value":3.712005056985198},{"chain":"chain 3","iteration":180,"value":4.316491217894848},{"chain":"chain 3","iteration":181,"value":4.082013422760529},{"chain":"chain 3","iteration":182,"value":4.291964931885038},{"chain":"chain 3","iteration":183,"value":4.028846530995811},{"chain":"chain 3","iteration":184,"value":4.200263310470487},{"chain":"chain 3","iteration":185,"value":3.6523521211582226},{"chain":"chain 3","iteration":186,"value":4.678130338131771},{"chain":"chain 3","iteration":187,"value":4.570448846349674},{"chain":"chain 3","iteration":188,"value":4.37045192140833},{"chain":"chain 3","iteration":189,"value":3.982260042901824},{"chain":"chain 3","iteration":190,"value":3.9341972410387096},{"chain":"chain 3","iteration":191,"value":4.1549862582806725},{"chain":"chain 3","iteration":192,"value":3.7406250088038338},{"chain":"chain 3","iteration":193,"value":3.942548436124634},{"chain":"chain 3","iteration":194,"value":3.868433103337447},{"chain":"chain 3","iteration":195,"value":4.06953800027482},{"chain":"chain 3","iteration":196,"value":4.069366133759599},{"chain":"chain 3","iteration":197,"value":4.111013645949746},{"chain":"chain 3","iteration":198,"value":4.227813495326398},{"chain":"chain 3","iteration":199,"value":3.9794423056747177},{"chain":"chain 3","iteration":200,"value":3.7584238838583257},{"chain":"chain 3","iteration":201,"value":3.9397394368198464},{"chain":"chain 3","iteration":202,"value":4.1079531409585375},{"chain":"chain 3","iteration":203,"value":4.6378279837542085},{"chain":"chain 3","iteration":204,"value":4.1036049544204545},{"chain":"chain 3","iteration":205,"value":3.995118061423039},{"chain":"chain 3","iteration":206,"value":4.196841439661908},{"chain":"chain 3","iteration":207,"value":4.552487749939663},{"chain":"chain 3","iteration":208,"value":4.343349219672876},{"chain":"chain 3","iteration":209,"value":3.9002369172532414},{"chain":"chain 3","iteration":210,"value":4.110635394220011},{"chain":"chain 3","iteration":211,"value":4.289475022541502},{"chain":"chain 3","iteration":212,"value":4.233755263280133},{"chain":"chain 3","iteration":213,"value":4.593211376264133},{"chain":"chain 3","iteration":214,"value":4.098281182679848},{"chain":"chain 3","iteration":215,"value":3.979329893954106},{"chain":"chain 3","iteration":216,"value":3.9980163396464263},{"chain":"chain 3","iteration":217,"value":4.212752411307419},{"chain":"chain 3","iteration":218,"value":3.629916820612872},{"chain":"chain 3","iteration":219,"value":4.083157060306849},{"chain":"chain 3","iteration":220,"value":3.814248853504573},{"chain":"chain 3","iteration":221,"value":3.6182533454077754},{"chain":"chain 3","iteration":222,"value":4.295174414467718},{"chain":"chain 3","iteration":223,"value":4.061795210069996},{"chain":"chain 3","iteration":224,"value":4.224011372999035},{"chain":"chain 3","iteration":225,"value":4.027931268740154},{"chain":"chain 3","iteration":226,"value":4.402053762859756},{"chain":"chain 3","iteration":227,"value":3.8282334676867427},{"chain":"chain 3","iteration":228,"value":4.249261976748965},{"chain":"chain 3","iteration":229,"value":4.408086064692295},{"chain":"chain 3","iteration":230,"value":4.242609008703811},{"chain":"chain 3","iteration":231,"value":3.947027141494625},{"chain":"chain 3","iteration":232,"value":4.214387963882614},{"chain":"chain 3","iteration":233,"value":4.0497740176341885},{"chain":"chain 3","iteration":234,"value":4.482353094667146},{"chain":"chain 3","iteration":235,"value":4.257038649829734},{"chain":"chain 3","iteration":236,"value":4.1038771929343625},{"chain":"chain 3","iteration":237,"value":3.728627070688405},{"chain":"chain 3","iteration":238,"value":3.8743509613397906},{"chain":"chain 3","iteration":239,"value":4.302803007272913},{"chain":"chain 3","iteration":240,"value":4.326135626334873},{"chain":"chain 3","iteration":241,"value":3.86914751111142},{"chain":"chain 3","iteration":242,"value":4.229772260051633},{"chain":"chain 3","iteration":243,"value":3.9727000043507905},{"chain":"chain 3","iteration":244,"value":4.3855587077680624},{"chain":"chain 3","iteration":245,"value":3.9104672671118648},{"chain":"chain 3","iteration":246,"value":4.083654715337473},{"chain":"chain 3","iteration":247,"value":4.236259591891818},{"chain":"chain 3","iteration":248,"value":3.9317100493562354},{"chain":"chain 3","iteration":249,"value":4.356991050208667},{"chain":"chain 3","iteration":250,"value":4.0704688006245275},{"chain":"chain 3","iteration":251,"value":4.111826605726528},{"chain":"chain 3","iteration":252,"value":4.11812017104593},{"chain":"chain 3","iteration":253,"value":3.904657770024217},{"chain":"chain 3","iteration":254,"value":4.387662702525991},{"chain":"chain 3","iteration":255,"value":4.283054805867868},{"chain":"chain 3","iteration":256,"value":4.366174510683256},{"chain":"chain 3","iteration":257,"value":3.8400483041332247},{"chain":"chain 3","iteration":258,"value":4.331997781244307},{"chain":"chain 3","iteration":259,"value":3.969260331800481},{"chain":"chain 3","iteration":260,"value":4.005338979630933},{"chain":"chain 3","iteration":261,"value":4.187978556398359},{"chain":"chain 3","iteration":262,"value":4.112197019697881},{"chain":"chain 3","iteration":263,"value":4.123240796541404},{"chain":"chain 3","iteration":264,"value":4.239006476323978},{"chain":"chain 3","iteration":265,"value":4.410007583259517},{"chain":"chain 3","iteration":266,"value":4.484755951797627},{"chain":"chain 3","iteration":267,"value":4.00514050353914},{"chain":"chain 3","iteration":268,"value":3.9748569131791447},{"chain":"chain 3","iteration":269,"value":4.248915185190997},{"chain":"chain 3","iteration":270,"value":4.241420131786484},{"chain":"chain 3","iteration":271,"value":3.9634317607298666},{"chain":"chain 3","iteration":272,"value":4.120763492226769},{"chain":"chain 3","iteration":273,"value":4.131758942307019},{"chain":"chain 3","iteration":274,"value":4.073347712662316},{"chain":"chain 3","iteration":275,"value":4.04840985103131},{"chain":"chain 3","iteration":276,"value":4.5391530726992},{"chain":"chain 3","iteration":277,"value":4.363118729283633},{"chain":"chain 3","iteration":278,"value":3.9177618215255707},{"chain":"chain 3","iteration":279,"value":4.235936375526705},{"chain":"chain 3","iteration":280,"value":3.808962961998291},{"chain":"chain 3","iteration":281,"value":4.5787790703250675},{"chain":"chain 3","iteration":282,"value":4.011742955702063},{"chain":"chain 3","iteration":283,"value":3.9388638508447023},{"chain":"chain 3","iteration":284,"value":3.9289705951985705},{"chain":"chain 3","iteration":285,"value":4.453236646621114},{"chain":"chain 3","iteration":286,"value":4.0605046366397595},{"chain":"chain 3","iteration":287,"value":4.127499327823505},{"chain":"chain 3","iteration":288,"value":4.0883048942493225},{"chain":"chain 3","iteration":289,"value":4.1109718053016095},{"chain":"chain 3","iteration":290,"value":3.9475691660931105},{"chain":"chain 3","iteration":291,"value":4.249918966123985},{"chain":"chain 3","iteration":292,"value":4.210333866113562},{"chain":"chain 3","iteration":293,"value":4.1960944437030445},{"chain":"chain 3","iteration":294,"value":4.162858819716691},{"chain":"chain 3","iteration":295,"value":3.9390622432447184},{"chain":"chain 3","iteration":296,"value":3.955015644057997},{"chain":"chain 3","iteration":297,"value":3.911807524661767},{"chain":"chain 3","iteration":298,"value":3.841800211720816},{"chain":"chain 3","iteration":299,"value":3.749786379275576}]},"encoding":{"color":{"field":"chain","type":"nominal"},"x":{"field":"iteration","type":"quantitative"},"y":{"field":"value","type":"quantitative"}},"height":200,"mark":{"opacity":0.6,"type":"line"},"title":"alpha — 4 chains","width":600}

{"$schema":"https://vega.github.io/schema/vega-lite/v5.json","data":{"values":[{"chain":"chain 0","iteration":0,"value":4.3535982966880455},{"chain":"chain 0","iteration":1,"value":5.220885562638719},{"chain":"chain 0","iteration":2,"value":4.932821095744637},{"chain":"chain 0","iteration":3,"value":4.999783340290862},{"chain":"chain 0","iteration":4,"value":1.3752615399047345},{"chain":"chain 0","iteration":5,"value":6.810878675393761},{"chain":"chain 0","iteration":6,"value":9.444685536098993},{"chain":"chain 0","iteration":7,"value":9.046771063072546},{"chain":"chain 0","iteration":8,"value":7.324129987996497},{"chain":"chain 0","iteration":9,"value":6.924631076888785},{"chain":"chain 0","iteration":10,"value":2.472772084856966},{"chain":"chain 0","iteration":11,"value":1.9846441664508738},{"chain":"chain 0","iteration":12,"value":0.5631150423248689},{"chain":"chain 0","iteration":13,"value":1.2703091194754594},{"chain":"chain 0","iteration":14,"value":2.8884846755165063},{"chain":"chain 0","iteration":15,"value":2.7508748587044125},{"chain":"chain 0","iteration":16,"value":3.1435675707259256},{"chain":"chain 0","iteration":17,"value":3.141647283534786},{"chain":"chain 0","iteration":18,"value":2.6907023163359303},{"chain":"chain 0","iteration":19,"value":0.10881866876787251},{"chain":"chain 0","iteration":20,"value":0.42548397916778774},{"chain":"chain 0","iteration":21,"value":6.220471950546771},{"chain":"chain 0","iteration":22,"value":6.900610035316943},{"chain":"chain 0","iteration":23,"value":2.1922610924369232},{"chain":"chain 0","iteration":24,"value":2.21500073111007},{"chain":"chain 0","iteration":25,"value":2.374420137694523},{"chain":"chain 0","iteration":26,"value":8.026829830410534},{"chain":"chain 0","iteration":27,"value":8.664047060264267},{"chain":"chain 0","iteration":28,"value":0.8621347496351539},{"chain":"chain 0","iteration":29,"value":1.548488649073943},{"chain":"chain 0","iteration":30,"value":2.1941723479542583},{"chain":"chain 0","iteration":31,"value":3.5760782158939524},{"chain":"chain 0","iteration":32,"value":3.4294599764387725},{"chain":"chain 0","iteration":33,"value":3.2533767127330364},{"chain":"chain 0","iteration":34,"value":4.219473467631978},{"chain":"chain 0","iteration":35,"value":4.24282993474047},{"chain":"chain 0","iteration":36,"value":4.092959887039508},{"chain":"chain 0","iteration":37,"value":5.715802774917212},{"chain":"chain 0","iteration":38,"value":4.162846374223463},{"chain":"chain 0","iteration":39,"value":5.234128332072408},{"chain":"chain 0","iteration":40,"value":5.109206979791949},{"chain":"chain 0","iteration":41,"value":10.999392860784848},{"chain":"chain 0","iteration":42,"value":11.680490524731605},{"chain":"chain 0","iteration":43,"value":0.2547896484739436},{"chain":"chain 0","iteration":44,"value":3.1218643509297466},{"chain":"chain 0","iteration":45,"value":4.509089704152157},{"chain":"chain 0","iteration":46,"value":1.668532115907017},{"chain":"chain 0","iteration":47,"value":2.96602470207404},{"chain":"chain 0","iteration":48,"value":4.750833773250417},{"chain":"chain 0","iteration":49,"value":8.898044905762255},{"chain":"chain 0","iteration":50,"value":11.011746162513145},{"chain":"chain 0","iteration":51,"value":11.451085144649685},{"chain":"chain 0","iteration":52,"value":4.478690607215297},{"chain":"chain 0","iteration":53,"value":6.0292504823235245},{"chain":"chain 0","iteration":54,"value":3.8217933412876586},{"chain":"chain 0","iteration":55,"value":2.380391714256569},{"chain":"chain 0","iteration":56,"value":2.10615970947345},{"chain":"chain 0","iteration":57,"value":3.4035556695648013},{"chain":"chain 0","iteration":58,"value":4.340573358104593},{"chain":"chain 0","iteration":59,"value":4.701309825054619},{"chain":"chain 0","iteration":60,"value":5.7195411500634386},{"chain":"chain 0","iteration":61,"value":5.785807557540197},{"chain":"chain 0","iteration":62,"value":0.9886998222491545},{"chain":"chain 0","iteration":63,"value":1.1773965810507547},{"chain":"chain 0","iteration":64,"value":2.343960560060445},{"chain":"chain 0","iteration":65,"value":7.732739721575728},{"chain":"chain 0","iteration":66,"value":9.11609582499382},{"chain":"chain 0","iteration":67,"value":1.0256408648540134},{"chain":"chain 0","iteration":68,"value":1.2388664578708384},{"chain":"chain 0","iteration":69,"value":13.247509574716442},{"chain":"chain 0","iteration":70,"value":0.33833148077937875},{"chain":"chain 0","iteration":71,"value":0.3191269730743117},{"chain":"chain 0","iteration":72,"value":0.30285160981083653},{"chain":"chain 0","iteration":73,"value":0.20785389203297877},{"chain":"chain 0","iteration":74,"value":0.3498524408673969},{"chain":"chain 0","iteration":75,"value":0.6027482242868717},{"chain":"chain 0","iteration":76,"value":2.3816253093169713},{"chain":"chain 0","iteration":77,"value":7.534961845680689},{"chain":"chain 0","iteration":78,"value":10.07292535693841},{"chain":"chain 0","iteration":79,"value":4.532240982316562},{"chain":"chain 0","iteration":80,"value":1.9727302499711563},{"chain":"chain 0","iteration":81,"value":5.651505237770106},{"chain":"chain 0","iteration":82,"value":10.581674286133966},{"chain":"chain 0","iteration":83,"value":0.3909278150447052},{"chain":"chain 0","iteration":84,"value":0.39283411546281743},{"chain":"chain 0","iteration":85,"value":4.1040984944101195},{"chain":"chain 0","iteration":86,"value":8.200843262991555},{"chain":"chain 0","iteration":87,"value":10.701649118892314},{"chain":"chain 0","iteration":88,"value":10.486082464013775},{"chain":"chain 0","iteration":89,"value":0.20722590292055595},{"chain":"chain 0","iteration":90,"value":0.14497792451894215},{"chain":"chain 0","iteration":91,"value":0.20289779100264865},{"chain":"chain 0","iteration":92,"value":0.19911083090241424},{"chain":"chain 0","iteration":93,"value":0.19957514130492876},{"chain":"chain 0","iteration":94,"value":0.7860680895235107},{"chain":"chain 0","iteration":95,"value":2.7120088825250765},{"chain":"chain 0","iteration":96,"value":2.6974417710600775},{"chain":"chain 0","iteration":97,"value":7.962625856636468},{"chain":"chain 0","iteration":98,"value":1.7551900528712623},{"chain":"chain 0","iteration":99,"value":5.731558862623003},{"chain":"chain 0","iteration":100,"value":0.4415416366005946},{"chain":"chain 0","iteration":101,"value":0.4707887049197591},{"chain":"chain 0","iteration":102,"value":4.394529276459129},{"chain":"chain 0","iteration":103,"value":8.938689030296091},{"chain":"chain 0","iteration":104,"value":9.024606259700613},{"chain":"chain 0","iteration":105,"value":8.782919106471358},{"chain":"chain 0","iteration":106,"value":7.743448471349322},{"chain":"chain 0","iteration":107,"value":5.2627213315819015},{"chain":"chain 0","iteration":108,"value":4.936304650370271},{"chain":"chain 0","iteration":109,"value":0.9862280186722828},{"chain":"chain 0","iteration":110,"value":0.7336837704454248},{"chain":"chain 0","iteration":111,"value":3.7833440317355493},{"chain":"chain 0","iteration":112,"value":2.6936837522844628},{"chain":"chain 0","iteration":113,"value":2.952271367692394},{"chain":"chain 0","iteration":114,"value":1.9602980692583012},{"chain":"chain 0","iteration":115,"value":9.168019823634975},{"chain":"chain 0","iteration":116,"value":6.617587984844122},{"chain":"chain 0","iteration":117,"value":7.197508677208522},{"chain":"chain 0","iteration":118,"value":2.6281907248127716},{"chain":"chain 0","iteration":119,"value":9.736809996077543},{"chain":"chain 0","iteration":120,"value":10.55720147740386},{"chain":"chain 0","iteration":121,"value":10.337301885341162},{"chain":"chain 0","iteration":122,"value":5.935875584695549},{"chain":"chain 0","iteration":123,"value":3.055450925593727},{"chain":"chain 0","iteration":124,"value":5.995527495173351},{"chain":"chain 0","iteration":125,"value":4.997734150309784},{"chain":"chain 0","iteration":126,"value":2.2872390561763334},{"chain":"chain 0","iteration":127,"value":2.365907414759992},{"chain":"chain 0","iteration":128,"value":1.5504286294206993},{"chain":"chain 0","iteration":129,"value":1.7086399415065148},{"chain":"chain 0","iteration":130,"value":0.6560853402850937},{"chain":"chain 0","iteration":131,"value":9.802159760390607},{"chain":"chain 0","iteration":132,"value":0.2635722581393812},{"chain":"chain 0","iteration":133,"value":0.2708872276242416},{"chain":"chain 0","iteration":134,"value":4.042491904652879},{"chain":"chain 0","iteration":135,"value":3.9173317452144016},{"chain":"chain 0","iteration":136,"value":4.386169043646717},{"chain":"chain 0","iteration":137,"value":1.6427096094125513},{"chain":"chain 0","iteration":138,"value":2.868277071936371},{"chain":"chain 0","iteration":139,"value":0.9096968365863706},{"chain":"chain 0","iteration":140,"value":0.9094902114916296},{"chain":"chain 0","iteration":141,"value":0.943905812323667},{"chain":"chain 0","iteration":142,"value":0.3990030239768945},{"chain":"chain 0","iteration":143,"value":1.5818350808647803},{"chain":"chain 0","iteration":144,"value":12.139621400457763},{"chain":"chain 0","iteration":145,"value":11.82299386325417},{"chain":"chain 0","iteration":146,"value":13.525353988533471},{"chain":"chain 0","iteration":147,"value":14.211998233793073},{"chain":"chain 0","iteration":148,"value":14.211998233793073},{"chain":"chain 0","iteration":149,"value":0.08412369096653244},{"chain":"chain 0","iteration":150,"value":0.07318223591903025},{"chain":"chain 0","iteration":151,"value":0.2701175642756452},{"chain":"chain 0","iteration":152,"value":1.7018185140320468},{"chain":"chain 0","iteration":153,"value":1.3793018798881447},{"chain":"chain 0","iteration":154,"value":2.943737819520291},{"chain":"chain 0","iteration":155,"value":7.430898262254952},{"chain":"chain 0","iteration":156,"value":6.526980674409518},{"chain":"chain 0","iteration":157,"value":5.852202685218227},{"chain":"chain 0","iteration":158,"value":3.110822700473393},{"chain":"chain 0","iteration":159,"value":1.7288224446578917},{"chain":"chain 0","iteration":160,"value":5.159810461591541},{"chain":"chain 0","iteration":161,"value":4.570232152894724},{"chain":"chain 0","iteration":162,"value":4.392937639561094},{"chain":"chain 0","iteration":163,"value":5.664007496489832},{"chain":"chain 0","iteration":164,"value":3.198887935542735},{"chain":"chain 0","iteration":165,"value":4.075777038739406},{"chain":"chain 0","iteration":166,"value":6.700914416607089},{"chain":"chain 0","iteration":167,"value":13.343943631772133},{"chain":"chain 0","iteration":168,"value":5.007914606441739},{"chain":"chain 0","iteration":169,"value":6.00876092609634},{"chain":"chain 0","iteration":170,"value":3.300215401934407},{"chain":"chain 0","iteration":171,"value":6.68591168272025},{"chain":"chain 0","iteration":172,"value":4.661708897243191},{"chain":"chain 0","iteration":173,"value":9.223891803303152},{"chain":"chain 0","iteration":174,"value":4.866986131596411},{"chain":"chain 0","iteration":175,"value":6.001576143867649},{"chain":"chain 0","iteration":176,"value":4.937144075545635},{"chain":"chain 0","iteration":177,"value":6.525227326884183},{"chain":"chain 0","iteration":178,"value":1.417592502617801},{"chain":"chain 0","iteration":179,"value":2.7566378990002813},{"chain":"chain 0","iteration":180,"value":8.781505271188417},{"chain":"chain 0","iteration":181,"value":7.320316156476365},{"chain":"chain 0","iteration":182,"value":10.138451694058064},{"chain":"chain 0","iteration":183,"value":6.013501818783702},{"chain":"chain 0","iteration":184,"value":3.146388381581691},{"chain":"chain 0","iteration":185,"value":6.4167033677389815},{"chain":"chain 0","iteration":186,"value":4.6518329374447385},{"chain":"chain 0","iteration":187,"value":4.6518329374447385},{"chain":"chain 0","iteration":188,"value":4.751437698372021},{"chain":"chain 0","iteration":189,"value":4.928464969859758},{"chain":"chain 0","iteration":190,"value":5.793961498544291},{"chain":"chain 0","iteration":191,"value":5.895245571774537},{"chain":"chain 0","iteration":192,"value":4.1864126217025435},{"chain":"chain 0","iteration":193,"value":1.67652295790081},{"chain":"chain 0","iteration":194,"value":1.7132401850230612},{"chain":"chain 0","iteration":195,"value":3.354172777711084},{"chain":"chain 0","iteration":196,"value":3.5331776042307337},{"chain":"chain 0","iteration":197,"value":3.614705335795432},{"chain":"chain 0","iteration":198,"value":3.6834161420940523},{"chain":"chain 0","iteration":199,"value":2.5338149968209183},{"chain":"chain 0","iteration":200,"value":3.4593745305704697},{"chain":"chain 0","iteration":201,"value":2.2746905244933338},{"chain":"chain 0","iteration":202,"value":2.240560026026383},{"chain":"chain 0","iteration":203,"value":2.1860841440264713},{"chain":"chain 0","iteration":204,"value":6.701395908560019},{"chain":"chain 0","iteration":205,"value":7.863608792837892},{"chain":"chain 0","iteration":206,"value":4.839723702989374},{"chain":"chain 0","iteration":207,"value":5.3977588349045496},{"chain":"chain 0","iteration":208,"value":1.4232059690666943},{"chain":"chain 0","iteration":209,"value":8.418505747549098},{"chain":"chain 0","iteration":210,"value":6.30960480428437},{"chain":"chain 0","iteration":211,"value":6.321389247497077},{"chain":"chain 0","iteration":212,"value":6.222259870354361},{"chain":"chain 0","iteration":213,"value":7.5731347660379615},{"chain":"chain 0","iteration":214,"value":4.268933290482362},{"chain":"chain 0","iteration":215,"value":3.5923059094926084},{"chain":"chain 0","iteration":216,"value":3.6987798533657323},{"chain":"chain 0","iteration":217,"value":4.140208526660868},{"chain":"chain 0","iteration":218,"value":4.975620475442052},{"chain":"chain 0","iteration":219,"value":2.903423765738548},{"chain":"chain 0","iteration":220,"value":2.8052906018714583},{"chain":"chain 0","iteration":221,"value":2.1430544190069067},{"chain":"chain 0","iteration":222,"value":7.2604991203305955},{"chain":"chain 0","iteration":223,"value":2.430722982483069},{"chain":"chain 0","iteration":224,"value":3.3921216844683553},{"chain":"chain 0","iteration":225,"value":1.6546651570992925},{"chain":"chain 0","iteration":226,"value":5.090385115242265},{"chain":"chain 0","iteration":227,"value":7.773265868352598},{"chain":"chain 0","iteration":228,"value":7.131447427372403},{"chain":"chain 0","iteration":229,"value":0.9239410835830069},{"chain":"chain 0","iteration":230,"value":0.5687382181871456},{"chain":"chain 0","iteration":231,"value":0.5104703380527523},{"chain":"chain 0","iteration":232,"value":0.5316061303532664},{"chain":"chain 0","iteration":233,"value":0.5122020444634784},{"chain":"chain 0","iteration":234,"value":1.1588148956855961},{"chain":"chain 0","iteration":235,"value":7.368553597489717},{"chain":"chain 0","iteration":236,"value":7.570090762169779},{"chain":"chain 0","iteration":237,"value":0.7815752345859786},{"chain":"chain 0","iteration":238,"value":7.447645384477123},{"chain":"chain 0","iteration":239,"value":1.688775417996194},{"chain":"chain 0","iteration":240,"value":2.1620307595681623},{"chain":"chain 0","iteration":241,"value":3.069656301309227},{"chain":"chain 0","iteration":242,"value":3.177278552287957},{"chain":"chain 0","iteration":243,"value":3.048835624465221},{"chain":"chain 0","iteration":244,"value":3.5531045738799465},{"chain":"chain 0","iteration":245,"value":3.63924322323615},{"chain":"chain 0","iteration":246,"value":0.9849022078831102},{"chain":"chain 0","iteration":247,"value":1.1030508272619959},{"chain":"chain 0","iteration":248,"value":2.2490092198212626},{"chain":"chain 0","iteration":249,"value":1.54916736423145},{"chain":"chain 0","iteration":250,"value":7.173840377397145},{"chain":"chain 0","iteration":251,"value":5.502713971964748},{"chain":"chain 0","iteration":252,"value":4.069008264639265},{"chain":"chain 0","iteration":253,"value":4.6516431979454635},{"chain":"chain 0","iteration":254,"value":3.08610074815059},{"chain":"chain 0","iteration":255,"value":2.25130767505091},{"chain":"chain 0","iteration":256,"value":9.125263457268582},{"chain":"chain 0","iteration":257,"value":9.363901386188784},{"chain":"chain 0","iteration":258,"value":6.189855349640963},{"chain":"chain 0","iteration":259,"value":6.673225890626119},{"chain":"chain 0","iteration":260,"value":6.937790322331954},{"chain":"chain 0","iteration":261,"value":8.08223627232532},{"chain":"chain 0","iteration":262,"value":8.441471070693122},{"chain":"chain 0","iteration":263,"value":7.9262128698973},{"chain":"chain 0","iteration":264,"value":8.348413341912291},{"chain":"chain 0","iteration":265,"value":8.348413341912291},{"chain":"chain 0","iteration":266,"value":8.348413341912291},{"chain":"chain 0","iteration":267,"value":8.348413341912291},{"chain":"chain 0","iteration":268,"value":8.348413341912291},{"chain":"chain 0","iteration":269,"value":8.348413341912291},{"chain":"chain 0","iteration":270,"value":8.348413341912291},{"chain":"chain 0","iteration":271,"value":8.270780769624142},{"chain":"chain 0","iteration":272,"value":5.214623219491314},{"chain":"chain 0","iteration":273,"value":9.37119175026487},{"chain":"chain 0","iteration":274,"value":9.034829720411956},{"chain":"chain 0","iteration":275,"value":8.418565960094652},{"chain":"chain 0","iteration":276,"value":9.244111681391962},{"chain":"chain 0","iteration":277,"value":3.4401428667962506},{"chain":"chain 0","iteration":278,"value":9.002774424253834},{"chain":"chain 0","iteration":279,"value":1.2833001124363392},{"chain":"chain 0","iteration":280,"value":4.981912718898065},{"chain":"chain 0","iteration":281,"value":3.200041425332659},{"chain":"chain 0","iteration":282,"value":6.775709680373099},{"chain":"chain 0","iteration":283,"value":6.581841426162359},{"chain":"chain 0","iteration":284,"value":6.715198569847021},{"chain":"chain 0","iteration":285,"value":2.3350824028092942},{"chain":"chain 0","iteration":286,"value":3.9905041549633946},{"chain":"chain 0","iteration":287,"value":3.983301655843575},{"chain":"chain 0","iteration":288,"value":3.0533385304764398},{"chain":"chain 0","iteration":289,"value":2.786822881746668},{"chain":"chain 0","iteration":290,"value":2.7193574320868437},{"chain":"chain 0","iteration":291,"value":2.8144558920381497},{"chain":"chain 0","iteration":292,"value":2.7317636402379293},{"chain":"chain 0","iteration":293,"value":3.9010139071054697},{"chain":"chain 0","iteration":294,"value":7.192083361141807},{"chain":"chain 0","iteration":295,"value":7.880984546128512},{"chain":"chain 0","iteration":296,"value":6.856511158376017},{"chain":"chain 0","iteration":297,"value":7.219100894225533},{"chain":"chain 0","iteration":298,"value":2.210144725702136},{"chain":"chain 0","iteration":299,"value":2.129322436564961},{"chain":"chain 1","iteration":0,"value":0.8583659422051877},{"chain":"chain 1","iteration":1,"value":8.854619992172397},{"chain":"chain 1","iteration":2,"value":12.305675927093993},{"chain":"chain 1","iteration":3,"value":8.606893240293875},{"chain":"chain 1","iteration":4,"value":5.119561494794511},{"chain":"chain 1","iteration":5,"value":6.160252933063263},{"chain":"chain 1","iteration":6,"value":3.585924813447789},{"chain":"chain 1","iteration":7,"value":3.916986321561554},{"chain":"chain 1","iteration":8,"value":4.022764644130908},{"chain":"chain 1","iteration":9,"value":9.119808947599301},{"chain":"chain 1","iteration":10,"value":1.0086558309597962},{"chain":"chain 1","iteration":11,"value":2.6649087730365877},{"chain":"chain 1","iteration":12,"value":4.8980900363055255},{"chain":"chain 1","iteration":13,"value":5.053180494098589},{"chain":"chain 1","iteration":14,"value":3.135508955335587},{"chain":"chain 1","iteration":15,"value":1.1045144220178285},{"chain":"chain 1","iteration":16,"value":0.10887135187606596},{"chain":"chain 1","iteration":17,"value":0.1284695838087485},{"chain":"chain 1","iteration":18,"value":0.18070987123851814},{"chain":"chain 1","iteration":19,"value":0.28556898672920045},{"chain":"chain 1","iteration":20,"value":0.965213015647731},{"chain":"chain 1","iteration":21,"value":0.45332408493196863},{"chain":"chain 1","iteration":22,"value":6.109367227263783},{"chain":"chain 1","iteration":23,"value":5.9265769379832385},{"chain":"chain 1","iteration":24,"value":9.500563169180062},{"chain":"chain 1","iteration":25,"value":11.284681763877202},{"chain":"chain 1","iteration":26,"value":1.2084544200340575},{"chain":"chain 1","iteration":27,"value":1.3440557801183826},{"chain":"chain 1","iteration":28,"value":5.436615120216145},{"chain":"chain 1","iteration":29,"value":6.09249196405001},{"chain":"chain 1","iteration":30,"value":0.9878955983431992},{"chain":"chain 1","iteration":31,"value":3.8270935340812264},{"chain":"chain 1","iteration":32,"value":1.529688767540938},{"chain":"chain 1","iteration":33,"value":5.608204778175873},{"chain":"chain 1","iteration":34,"value":8.453619184734858},{"chain":"chain 1","iteration":35,"value":10.891341356432184},{"chain":"chain 1","iteration":36,"value":11.095146914180056},{"chain":"chain 1","iteration":37,"value":10.14127523523997},{"chain":"chain 1","iteration":38,"value":7.2368774731615},{"chain":"chain 1","iteration":39,"value":7.413340122498464},{"chain":"chain 1","iteration":40,"value":7.677768137231432},{"chain":"chain 1","iteration":41,"value":7.785950555188593},{"chain":"chain 1","iteration":42,"value":2.975659059885261},{"chain":"chain 1","iteration":43,"value":7.541285285088167},{"chain":"chain 1","iteration":44,"value":6.882097497230267},{"chain":"chain 1","iteration":45,"value":8.170413559829523},{"chain":"chain 1","iteration":46,"value":8.917657549878347},{"chain":"chain 1","iteration":47,"value":1.4761644384128885},{"chain":"chain 1","iteration":48,"value":1.42728497690651},{"chain":"chain 1","iteration":49,"value":1.393331767133143},{"chain":"chain 1","iteration":50,"value":0.19219426845429802},{"chain":"chain 1","iteration":51,"value":0.18985293978023324},{"chain":"chain 1","iteration":52,"value":0.11947030094268049},{"chain":"chain 1","iteration":53,"value":0.07986147848157414},{"chain":"chain 1","iteration":54,"value":2.308600861564197},{"chain":"chain 1","iteration":55,"value":6.622683168060649},{"chain":"chain 1","iteration":56,"value":4.81863554702987},{"chain":"chain 1","iteration":57,"value":8.103787294110328},{"chain":"chain 1","iteration":58,"value":5.443172019175313},{"chain":"chain 1","iteration":59,"value":4.444803612392569},{"chain":"chain 1","iteration":60,"value":4.4815703998422745},{"chain":"chain 1","iteration":61,"value":2.1841735335013155},{"chain":"chain 1","iteration":62,"value":5.258459303577949},{"chain":"chain 1","iteration":63,"value":1.583775150753538},{"chain":"chain 1","iteration":64,"value":1.6700025839348538},{"chain":"chain 1","iteration":65,"value":7.963710646432844},{"chain":"chain 1","iteration":66,"value":10.301584438554642},{"chain":"chain 1","iteration":67,"value":8.333905284131031},{"chain":"chain 1","iteration":68,"value":8.428490184090542},{"chain":"chain 1","iteration":69,"value":6.382206860377188},{"chain":"chain 1","iteration":70,"value":6.65781116234005},{"chain":"chain 1","iteration":71,"value":4.744258429872458},{"chain":"chain 1","iteration":72,"value":7.195844848118706},{"chain":"chain 1","iteration":73,"value":4.866150753111533},{"chain":"chain 1","iteration":74,"value":0.4662338759702445},{"chain":"chain 1","iteration":75,"value":0.4656674957003142},{"chain":"chain 1","iteration":76,"value":0.4587436918770528},{"chain":"chain 1","iteration":77,"value":0.0695888668581291},{"chain":"chain 1","iteration":78,"value":3.1766777226884653},{"chain":"chain 1","iteration":79,"value":3.9517384898118277},{"chain":"chain 1","iteration":80,"value":1.7378127362240223},{"chain":"chain 1","iteration":81,"value":3.8695073828124054},{"chain":"chain 1","iteration":82,"value":4.043935881003683},{"chain":"chain 1","iteration":83,"value":4.6310195182897695},{"chain":"chain 1","iteration":84,"value":4.709583601066004},{"chain":"chain 1","iteration":85,"value":1.7535602798029175},{"chain":"chain 1","iteration":86,"value":1.8121271126938974},{"chain":"chain 1","iteration":87,"value":1.6037275053673457},{"chain":"chain 1","iteration":88,"value":2.9590325127636214},{"chain":"chain 1","iteration":89,"value":8.039530972765425},{"chain":"chain 1","iteration":90,"value":4.7429807247864835},{"chain":"chain 1","iteration":91,"value":1.0849133605489647},{"chain":"chain 1","iteration":92,"value":1.2090227416625823},{"chain":"chain 1","iteration":93,"value":2.5761029564708666},{"chain":"chain 1","iteration":94,"value":5.243559163639064},{"chain":"chain 1","iteration":95,"value":1.0030919325494467},{"chain":"chain 1","iteration":96,"value":1.5052139359276837},{"chain":"chain 1","iteration":97,"value":0.9455081793289822},{"chain":"chain 1","iteration":98,"value":9.02188022610766},{"chain":"chain 1","iteration":99,"value":1.6297755800973712},{"chain":"chain 1","iteration":100,"value":1.6565453698529546},{"chain":"chain 1","iteration":101,"value":1.3261586285266027},{"chain":"chain 1","iteration":102,"value":10.648142082708564},{"chain":"chain 1","iteration":103,"value":10.357615851896105},{"chain":"chain 1","iteration":104,"value":3.903085328008292},{"chain":"chain 1","iteration":105,"value":4.1330462768035305},{"chain":"chain 1","iteration":106,"value":7.036923861731677},{"chain":"chain 1","iteration":107,"value":7.190446546384354},{"chain":"chain 1","iteration":108,"value":5.543621250014315},{"chain":"chain 1","iteration":109,"value":5.379047645692235},{"chain":"chain 1","iteration":110,"value":5.382539155063609},{"chain":"chain 1","iteration":111,"value":6.9396456475297},{"chain":"chain 1","iteration":112,"value":0.15798313625930094},{"chain":"chain 1","iteration":113,"value":0.1386294504999032},{"chain":"chain 1","iteration":114,"value":0.1329316031084303},{"chain":"chain 1","iteration":115,"value":0.3048997453220703},{"chain":"chain 1","iteration":116,"value":0.6265842689425574},{"chain":"chain 1","iteration":117,"value":0.5915626917765727},{"chain":"chain 1","iteration":118,"value":0.3493116231690309},{"chain":"chain 1","iteration":119,"value":0.34164576205385216},{"chain":"chain 1","iteration":120,"value":0.2485997941787514},{"chain":"chain 1","iteration":121,"value":1.211116278967958},{"chain":"chain 1","iteration":122,"value":1.0029376345170429},{"chain":"chain 1","iteration":123,"value":7.546953163871603},{"chain":"chain 1","iteration":124,"value":3.9567444454999805},{"chain":"chain 1","iteration":125,"value":0.24563200210963185},{"chain":"chain 1","iteration":126,"value":0.015628780312397835},{"chain":"chain 1","iteration":127,"value":0.0722038662163687},{"chain":"chain 1","iteration":128,"value":0.07149682967119597},{"chain":"chain 1","iteration":129,"value":13.29508018405407},{"chain":"chain 1","iteration":130,"value":5.732299979192551},{"chain":"chain 1","iteration":131,"value":4.878107377132783},{"chain":"chain 1","iteration":132,"value":8.277017416725604},{"chain":"chain 1","iteration":133,"value":1.6641125026809636},{"chain":"chain 1","iteration":134,"value":1.5726842045460525},{"chain":"chain 1","iteration":135,"value":1.5715381873708039},{"chain":"chain 1","iteration":136,"value":1.5921904225166466},{"chain":"chain 1","iteration":137,"value":8.56454345228444},{"chain":"chain 1","iteration":138,"value":8.778805988495607},{"chain":"chain 1","iteration":139,"value":8.792369622114064},{"chain":"chain 1","iteration":140,"value":8.238935784226975},{"chain":"chain 1","iteration":141,"value":12.292258425774232},{"chain":"chain 1","iteration":142,"value":9.255026899302564},{"chain":"chain 1","iteration":143,"value":12.448685122870767},{"chain":"chain 1","iteration":144,"value":9.446190148763199},{"chain":"chain 1","iteration":145,"value":1.6934329865057272},{"chain":"chain 1","iteration":146,"value":2.737453177770299},{"chain":"chain 1","iteration":147,"value":4.646614773572688},{"chain":"chain 1","iteration":148,"value":4.560807077877899},{"chain":"chain 1","iteration":149,"value":3.3384352097934764},{"chain":"chain 1","iteration":150,"value":3.4787384967684933},{"chain":"chain 1","iteration":151,"value":2.3558297933134567},{"chain":"chain 1","iteration":152,"value":2.580900534727917},{"chain":"chain 1","iteration":153,"value":2.960030723394831},{"chain":"chain 1","iteration":154,"value":1.9620045137574338},{"chain":"chain 1","iteration":155,"value":1.5662577503822568},{"chain":"chain 1","iteration":156,"value":3.1365480720602497},{"chain":"chain 1","iteration":157,"value":1.15334230385509},{"chain":"chain 1","iteration":158,"value":0.8520599842779121},{"chain":"chain 1","iteration":159,"value":0.8533505078979727},{"chain":"chain 1","iteration":160,"value":0.7100336413050666},{"chain":"chain 1","iteration":161,"value":0.7032785986805117},{"chain":"chain 1","iteration":162,"value":0.5101231121691816},{"chain":"chain 1","iteration":163,"value":0.40900071779059155},{"chain":"chain 1","iteration":164,"value":1.8576876033498413},{"chain":"chain 1","iteration":165,"value":0.47454391794105893},{"chain":"chain 1","iteration":166,"value":1.1115685589964335},{"chain":"chain 1","iteration":167,"value":1.3854499002819494},{"chain":"chain 1","iteration":168,"value":1.687756690774726},{"chain":"chain 1","iteration":169,"value":0.7358146286487833},{"chain":"chain 1","iteration":170,"value":6.150815562893095},{"chain":"chain 1","iteration":171,"value":5.915187575463092},{"chain":"chain 1","iteration":172,"value":3.037071489496316},{"chain":"chain 1","iteration":173,"value":5.913645619956432},{"chain":"chain 1","iteration":174,"value":6.380412770815996},{"chain":"chain 1","iteration":175,"value":6.380412770815996},{"chain":"chain 1","iteration":176,"value":6.410161989484516},{"chain":"chain 1","iteration":177,"value":6.4058486576847065},{"chain":"chain 1","iteration":178,"value":0.8292703318351182},{"chain":"chain 1","iteration":179,"value":1.7394883498126033},{"chain":"chain 1","iteration":180,"value":1.5726582015858328},{"chain":"chain 1","iteration":181,"value":1.7874494690464082},{"chain":"chain 1","iteration":182,"value":10.946862669560542},{"chain":"chain 1","iteration":183,"value":11.81787546609432},{"chain":"chain 1","iteration":184,"value":1.473946724209796},{"chain":"chain 1","iteration":185,"value":4.037514094750858},{"chain":"chain 1","iteration":186,"value":3.546182563922189},{"chain":"chain 1","iteration":187,"value":2.5349671104786267},{"chain":"chain 1","iteration":188,"value":2.721161697663055},{"chain":"chain 1","iteration":189,"value":3.890004011248231},{"chain":"chain 1","iteration":190,"value":8.706825170581464},{"chain":"chain 1","iteration":191,"value":9.511222373388202},{"chain":"chain 1","iteration":192,"value":1.7133684009108827},{"chain":"chain 1","iteration":193,"value":0.08129661866530924},{"chain":"chain 1","iteration":194,"value":7.312171509374456},{"chain":"chain 1","iteration":195,"value":7.776546339415255},{"chain":"chain 1","iteration":196,"value":2.610095567699685},{"chain":"chain 1","iteration":197,"value":7.080755058991796},{"chain":"chain 1","iteration":198,"value":7.885642530440417},{"chain":"chain 1","iteration":199,"value":1.9219168446439543},{"chain":"chain 1","iteration":200,"value":10.022828369037663},{"chain":"chain 1","iteration":201,"value":1.3287465974332964},{"chain":"chain 1","iteration":202,"value":1.2878423559272931},{"chain":"chain 1","iteration":203,"value":1.7307016583199653},{"chain":"chain 1","iteration":204,"value":1.6968230814051886},{"chain":"chain 1","iteration":205,"value":1.3195305621401892},{"chain":"chain 1","iteration":206,"value":0.7119740042678104},{"chain":"chain 1","iteration":207,"value":2.4542655960442823},{"chain":"chain 1","iteration":208,"value":2.418912287740938},{"chain":"chain 1","iteration":209,"value":4.257809314643396},{"chain":"chain 1","iteration":210,"value":2.8909429729013563},{"chain":"chain 1","iteration":211,"value":5.66122598499489},{"chain":"chain 1","iteration":212,"value":5.0794436137429795},{"chain":"chain 1","iteration":213,"value":2.919871308793915},{"chain":"chain 1","iteration":214,"value":4.739876809436352},{"chain":"chain 1","iteration":215,"value":2.956666531950442},{"chain":"chain 1","iteration":216,"value":4.271614434069141},{"chain":"chain 1","iteration":217,"value":4.511208375255558},{"chain":"chain 1","iteration":218,"value":2.36522776072148},{"chain":"chain 1","iteration":219,"value":2.0799596271269385},{"chain":"chain 1","iteration":220,"value":2.309599816351731},{"chain":"chain 1","iteration":221,"value":2.4537938833525708},{"chain":"chain 1","iteration":222,"value":2.638972165711202},{"chain":"chain 1","iteration":223,"value":5.174068637051261},{"chain":"chain 1","iteration":224,"value":4.8189213222862675},{"chain":"chain 1","iteration":225,"value":5.2085609733730855},{"chain":"chain 1","iteration":226,"value":7.201331746437635},{"chain":"chain 1","iteration":227,"value":5.517801146491677},{"chain":"chain 1","iteration":228,"value":5.612953131858611},{"chain":"chain 1","iteration":229,"value":5.612953131858611},{"chain":"chain 1","iteration":230,"value":6.426073190439467},{"chain":"chain 1","iteration":231,"value":5.077614816296723},{"chain":"chain 1","iteration":232,"value":8.717433059564435},{"chain":"chain 1","iteration":233,"value":8.717433059564435},{"chain":"chain 1","iteration":234,"value":9.102204085232218},{"chain":"chain 1","iteration":235,"value":6.934965093184702},{"chain":"chain 1","iteration":236,"value":9.415100820376972},{"chain":"chain 1","iteration":237,"value":9.598165951672087},{"chain":"chain 1","iteration":238,"value":3.4926995455711856},{"chain":"chain 1","iteration":239,"value":8.273025500345165},{"chain":"chain 1","iteration":240,"value":5.823498895319152},{"chain":"chain 1","iteration":241,"value":7.033952432537728},{"chain":"chain 1","iteration":242,"value":7.012419063433478},{"chain":"chain 1","iteration":243,"value":4.69496791955727},{"chain":"chain 1","iteration":244,"value":4.734437141308662},{"chain":"chain 1","iteration":245,"value":4.734437141308662},{"chain":"chain 1","iteration":246,"value":4.733077150959827},{"chain":"chain 1","iteration":247,"value":4.733077150959827},{"chain":"chain 1","iteration":248,"value":3.9287555450953913},{"chain":"chain 1","iteration":249,"value":4.03499006345941},{"chain":"chain 1","iteration":250,"value":3.49842915300499},{"chain":"chain 1","iteration":251,"value":5.2809199081670135},{"chain":"chain 1","iteration":252,"value":1.881484306256124},{"chain":"chain 1","iteration":253,"value":8.196862061379768},{"chain":"chain 1","iteration":254,"value":10.387494471743398},{"chain":"chain 1","iteration":255,"value":12.560964381932813},{"chain":"chain 1","iteration":256,"value":9.486526291473162},{"chain":"chain 1","iteration":257,"value":9.662308358527065},{"chain":"chain 1","iteration":258,"value":9.969799821403587},{"chain":"chain 1","iteration":259,"value":3.4371206174591475},{"chain":"chain 1","iteration":260,"value":8.333212553770338},{"chain":"chain 1","iteration":261,"value":9.569466724890969},{"chain":"chain 1","iteration":262,"value":12.37977185829275},{"chain":"chain 1","iteration":263,"value":6.440047116769397},{"chain":"chain 1","iteration":264,"value":8.451153586742526},{"chain":"chain 1","iteration":265,"value":8.23953471339998},{"chain":"chain 1","iteration":266,"value":2.78672737717032},{"chain":"chain 1","iteration":267,"value":0.25077471168163806},{"chain":"chain 1","iteration":268,"value":0.2087899020873848},{"chain":"chain 1","iteration":269,"value":0.20065563034174771},{"chain":"chain 1","iteration":270,"value":3.1802955223312113},{"chain":"chain 1","iteration":271,"value":7.552514599128815},{"chain":"chain 1","iteration":272,"value":3.629505169399477},{"chain":"chain 1","iteration":273,"value":6.179173216113557},{"chain":"chain 1","iteration":274,"value":7.070557182027244},{"chain":"chain 1","iteration":275,"value":2.7574690618400988},{"chain":"chain 1","iteration":276,"value":2.910772441091857},{"chain":"chain 1","iteration":277,"value":2.7703533816436736},{"chain":"chain 1","iteration":278,"value":4.520941684677591},{"chain":"chain 1","iteration":279,"value":6.5153398358434025},{"chain":"chain 1","iteration":280,"value":6.036904072447151},{"chain":"chain 1","iteration":281,"value":3.535461069033505},{"chain":"chain 1","iteration":282,"value":8.068475775405567},{"chain":"chain 1","iteration":283,"value":7.931761402464808},{"chain":"chain 1","iteration":284,"value":0.6940489678826414},{"chain":"chain 1","iteration":285,"value":0.5851894466165679},{"chain":"chain 1","iteration":286,"value":0.33719719214803306},{"chain":"chain 1","iteration":287,"value":0.325805723800136},{"chain":"chain 1","iteration":288,"value":0.3153240602278691},{"chain":"chain 1","iteration":289,"value":9.760815151879074},{"chain":"chain 1","iteration":290,"value":10.132982416673777},{"chain":"chain 1","iteration":291,"value":5.3932661765297665},{"chain":"chain 1","iteration":292,"value":1.577600865511566},{"chain":"chain 1","iteration":293,"value":1.5657263222294844},{"chain":"chain 1","iteration":294,"value":2.4370239341569673},{"chain":"chain 1","iteration":295,"value":4.537378290228984},{"chain":"chain 1","iteration":296,"value":11.178484861889428},{"chain":"chain 1","iteration":297,"value":10.884673526273858},{"chain":"chain 1","iteration":298,"value":10.945174459497334},{"chain":"chain 1","iteration":299,"value":4.571111945030451},{"chain":"chain 2","iteration":0,"value":2.294820530330758},{"chain":"chain 2","iteration":1,"value":2.2258890506077114},{"chain":"chain 2","iteration":2,"value":6.284798827574198},{"chain":"chain 2","iteration":3,"value":5.56097276077516},{"chain":"chain 2","iteration":4,"value":3.0745041829046156},{"chain":"chain 2","iteration":5,"value":7.199400199834609},{"chain":"chain 2","iteration":6,"value":4.641102731305799},{"chain":"chain 2","iteration":7,"value":4.763763803662716},{"chain":"chain 2","iteration":8,"value":4.763763803662716},{"chain":"chain 2","iteration":9,"value":1.393100657662685},{"chain":"chain 2","iteration":10,"value":1.3778141317166186},{"chain":"chain 2","iteration":11,"value":2.145834499866686},{"chain":"chain 2","iteration":12,"value":0.365811388466362},{"chain":"chain 2","iteration":13,"value":0.5915693725111282},{"chain":"chain 2","iteration":14,"value":4.040989287956979},{"chain":"chain 2","iteration":15,"value":4.835830977188801},{"chain":"chain 2","iteration":16,"value":5.544509462476834},{"chain":"chain 2","iteration":17,"value":5.674671377995311},{"chain":"chain 2","iteration":18,"value":8.740093504588266},{"chain":"chain 2","iteration":19,"value":8.60819348856255},{"chain":"chain 2","iteration":20,"value":2.264793642392182},{"chain":"chain 2","iteration":21,"value":1.4389558366377477},{"chain":"chain 2","iteration":22,"value":6.80768095855771},{"chain":"chain 2","iteration":23,"value":0.6138779290969298},{"chain":"chain 2","iteration":24,"value":0.6057435596605953},{"chain":"chain 2","iteration":25,"value":3.0816726804650876},{"chain":"chain 2","iteration":26,"value":2.6089887040008235},{"chain":"chain 2","iteration":27,"value":2.77978576909322},{"chain":"chain 2","iteration":28,"value":3.0018550932773844},{"chain":"chain 2","iteration":29,"value":1.0844767203191963},{"chain":"chain 2","iteration":30,"value":1.1316546275167083},{"chain":"chain 2","iteration":31,"value":11.063702400304654},{"chain":"chain 2","iteration":32,"value":7.420711344714094},{"chain":"chain 2","iteration":33,"value":4.762210272150561},{"chain":"chain 2","iteration":34,"value":4.599424796346422},{"chain":"chain 2","iteration":35,"value":5.412541925734634},{"chain":"chain 2","iteration":36,"value":5.502233810046906},{"chain":"chain 2","iteration":37,"value":4.678211654119533},{"chain":"chain 2","iteration":38,"value":4.267704642504167},{"chain":"chain 2","iteration":39,"value":7.312452379921727},{"chain":"chain 2","iteration":40,"value":7.448234203596381},{"chain":"chain 2","iteration":41,"value":1.2841577942670863},{"chain":"chain 2","iteration":42,"value":1.2235482106634745},{"chain":"chain 2","iteration":43,"value":1.2220877919738597},{"chain":"chain 2","iteration":44,"value":3.473404992973419},{"chain":"chain 2","iteration":45,"value":5.46222742968122},{"chain":"chain 2","iteration":46,"value":6.872903850751773},{"chain":"chain 2","iteration":47,"value":6.859577364388994},{"chain":"chain 2","iteration":48,"value":2.916771874001647},{"chain":"chain 2","iteration":49,"value":5.468508710401674},{"chain":"chain 2","iteration":50,"value":6.651830989417818},{"chain":"chain 2","iteration":51,"value":2.796044249403062},{"chain":"chain 2","iteration":52,"value":2.9866260408289462},{"chain":"chain 2","iteration":53,"value":1.2317905896409111},{"chain":"chain 2","iteration":54,"value":1.2675815746624128},{"chain":"chain 2","iteration":55,"value":0.7305435858633268},{"chain":"chain 2","iteration":56,"value":0.7345505574589025},{"chain":"chain 2","iteration":57,"value":0.7727773741017552},{"chain":"chain 2","iteration":58,"value":8.283505904609463},{"chain":"chain 2","iteration":59,"value":4.825666735868089},{"chain":"chain 2","iteration":60,"value":9.532164103871605},{"chain":"chain 2","iteration":61,"value":12.967901469350466},{"chain":"chain 2","iteration":62,"value":11.75933312195859},{"chain":"chain 2","iteration":63,"value":0.8597970992247598},{"chain":"chain 2","iteration":64,"value":0.8872374551604905},{"chain":"chain 2","iteration":65,"value":0.8785328881531946},{"chain":"chain 2","iteration":66,"value":0.9206407886286296},{"chain":"chain 2","iteration":67,"value":1.427103119962706},{"chain":"chain 2","iteration":68,"value":1.3018499361577565},{"chain":"chain 2","iteration":69,"value":1.3253349537277281},{"chain":"chain 2","iteration":70,"value":1.3804806687918878},{"chain":"chain 2","iteration":71,"value":4.289098699020489},{"chain":"chain 2","iteration":72,"value":4.840968908915075},{"chain":"chain 2","iteration":73,"value":4.497224619153643},{"chain":"chain 2","iteration":74,"value":1.2006212267088978},{"chain":"chain 2","iteration":75,"value":0.6169055442371225},{"chain":"chain 2","iteration":76,"value":12.469882704940902},{"chain":"chain 2","iteration":77,"value":13.939135614867112},{"chain":"chain 2","iteration":78,"value":2.2363302973473154},{"chain":"chain 2","iteration":79,"value":2.408018610466145},{"chain":"chain 2","iteration":80,"value":1.954415599821917},{"chain":"chain 2","iteration":81,"value":0.3721715934313246},{"chain":"chain 2","iteration":82,"value":0.3663706992543037},{"chain":"chain 2","iteration":83,"value":3.4517367130169805},{"chain":"chain 2","iteration":84,"value":1.10951794528412},{"chain":"chain 2","iteration":85,"value":0.9570646181652924},{"chain":"chain 2","iteration":86,"value":1.2222189631285092},{"chain":"chain 2","iteration":87,"value":1.216187812383699},{"chain":"chain 2","iteration":88,"value":2.9930420819499033},{"chain":"chain 2","iteration":89,"value":3.3515422539327986},{"chain":"chain 2","iteration":90,"value":2.98871637235184},{"chain":"chain 2","iteration":91,"value":2.5570709777608207},{"chain":"chain 2","iteration":92,"value":2.5570449718375774},{"chain":"chain 2","iteration":93,"value":6.687971485883526},{"chain":"chain 2","iteration":94,"value":3.9824411388457026},{"chain":"chain 2","iteration":95,"value":6.05631037685216},{"chain":"chain 2","iteration":96,"value":4.417264521547967},{"chain":"chain 2","iteration":97,"value":7.059080315738955},{"chain":"chain 2","iteration":98,"value":6.701854750849632},{"chain":"chain 2","iteration":99,"value":0.4731245245936039},{"chain":"chain 2","iteration":100,"value":0.40634791988116864},{"chain":"chain 2","iteration":101,"value":0.4117034485532279},{"chain":"chain 2","iteration":102,"value":0.2810445336041704},{"chain":"chain 2","iteration":103,"value":0.2908670683234091},{"chain":"chain 2","iteration":104,"value":1.2495751697139919},{"chain":"chain 2","iteration":105,"value":9.220084333069055},{"chain":"chain 2","iteration":106,"value":2.829665389272178},{"chain":"chain 2","iteration":107,"value":2.965002712877128},{"chain":"chain 2","iteration":108,"value":3.5782462278927802},{"chain":"chain 2","iteration":109,"value":1.3435417339123712},{"chain":"chain 2","iteration":110,"value":1.3230650757395104},{"chain":"chain 2","iteration":111,"value":1.1518285458345},{"chain":"chain 2","iteration":112,"value":1.1080484418969907},{"chain":"chain 2","iteration":113,"value":0.8477439853203893},{"chain":"chain 2","iteration":114,"value":0.7425531043305471},{"chain":"chain 2","iteration":115,"value":2.8120634222714935},{"chain":"chain 2","iteration":116,"value":6.854591145233467},{"chain":"chain 2","iteration":117,"value":7.073487616316764},{"chain":"chain 2","iteration":118,"value":3.7651566872880085},{"chain":"chain 2","iteration":119,"value":4.80351440103534},{"chain":"chain 2","iteration":120,"value":4.816996869049466},{"chain":"chain 2","iteration":121,"value":4.516860713391793},{"chain":"chain 2","iteration":122,"value":5.021706373306901},{"chain":"chain 2","iteration":123,"value":1.979414489741864},{"chain":"chain 2","iteration":124,"value":2.330928186795303},{"chain":"chain 2","iteration":125,"value":0.10959524953087613},{"chain":"chain 2","iteration":126,"value":0.10414251544030201},{"chain":"chain 2","iteration":127,"value":0.0713402583767269},{"chain":"chain 2","iteration":128,"value":8.627654743974185},{"chain":"chain 2","iteration":129,"value":8.235396331655343},{"chain":"chain 2","iteration":130,"value":8.199358249713388},{"chain":"chain 2","iteration":131,"value":8.199358249713388},{"chain":"chain 2","iteration":132,"value":8.199358249713388},{"chain":"chain 2","iteration":133,"value":8.078834533135904},{"chain":"chain 2","iteration":134,"value":6.994336981793472},{"chain":"chain 2","iteration":135,"value":6.239719869423087},{"chain":"chain 2","iteration":136,"value":3.8621432501731445},{"chain":"chain 2","iteration":137,"value":4.149422564606858},{"chain":"chain 2","iteration":138,"value":1.895725578613222},{"chain":"chain 2","iteration":139,"value":8.177301194270253},{"chain":"chain 2","iteration":140,"value":9.170036257672699},{"chain":"chain 2","iteration":141,"value":9.448355416126422},{"chain":"chain 2","iteration":142,"value":12.892034049044092},{"chain":"chain 2","iteration":143,"value":0.4303890360750581},{"chain":"chain 2","iteration":144,"value":1.1648908480034015},{"chain":"chain 2","iteration":145,"value":1.1339557501975899},{"chain":"chain 2","iteration":146,"value":8.800172514252171},{"chain":"chain 2","iteration":147,"value":4.301781768104037},{"chain":"chain 2","iteration":148,"value":3.8104694817027243},{"chain":"chain 2","iteration":149,"value":3.0943862190064064},{"chain":"chain 2","iteration":150,"value":3.285024048284259},{"chain":"chain 2","iteration":151,"value":3.7835468395513656},{"chain":"chain 2","iteration":152,"value":3.9275318703286164},{"chain":"chain 2","iteration":153,"value":2.8600755982627675},{"chain":"chain 2","iteration":154,"value":3.681905610047982},{"chain":"chain 2","iteration":155,"value":7.616235806327327},{"chain":"chain 2","iteration":156,"value":9.160160317043637},{"chain":"chain 2","iteration":157,"value":2.6597866022762835},{"chain":"chain 2","iteration":158,"value":2.6103008128811824},{"chain":"chain 2","iteration":159,"value":0.37694436844379425},{"chain":"chain 2","iteration":160,"value":0.9799095769765714},{"chain":"chain 2","iteration":161,"value":0.7007906684420059},{"chain":"chain 2","iteration":162,"value":3.0206598374423326},{"chain":"chain 2","iteration":163,"value":3.8750118393951447},{"chain":"chain 2","iteration":164,"value":2.9632133808632304},{"chain":"chain 2","iteration":165,"value":5.252789868379058},{"chain":"chain 2","iteration":166,"value":3.412041634750142},{"chain":"chain 2","iteration":167,"value":2.4118563281162277},{"chain":"chain 2","iteration":168,"value":4.6856569189503325},{"chain":"chain 2","iteration":169,"value":1.7679128313984307},{"chain":"chain 2","iteration":170,"value":6.63823839660656},{"chain":"chain 2","iteration":171,"value":5.468117951223891},{"chain":"chain 2","iteration":172,"value":4.830860918852926},{"chain":"chain 2","iteration":173,"value":5.032472323140779},{"chain":"chain 2","iteration":174,"value":4.5640743947677045},{"chain":"chain 2","iteration":175,"value":4.882762807273036},{"chain":"chain 2","iteration":176,"value":5.342123291549266},{"chain":"chain 2","iteration":177,"value":5.864475749288678},{"chain":"chain 2","iteration":178,"value":5.752320560893237},{"chain":"chain 2","iteration":179,"value":5.792131478701471},{"chain":"chain 2","iteration":180,"value":11.515825221640464},{"chain":"chain 2","iteration":181,"value":2.178516747943963},{"chain":"chain 2","iteration":182,"value":0.2889458080676243},{"chain":"chain 2","iteration":183,"value":0.1618459343801546},{"chain":"chain 2","iteration":184,"value":0.16893309062956235},{"chain":"chain 2","iteration":185,"value":0.1713621061652244},{"chain":"chain 2","iteration":186,"value":0.17738898980543696},{"chain":"chain 2","iteration":187,"value":0.1811809609678246},{"chain":"chain 2","iteration":188,"value":0.009812094771771064},{"chain":"chain 2","iteration":189,"value":0.018907410836896798},{"chain":"chain 2","iteration":190,"value":0.029841689872460435},{"chain":"chain 2","iteration":191,"value":0.02179089284305301},{"chain":"chain 2","iteration":192,"value":0.01617080741253109},{"chain":"chain 2","iteration":193,"value":0.012602985024715987},{"chain":"chain 2","iteration":194,"value":0.011969857125271852},{"chain":"chain 2","iteration":195,"value":0.00918746235810348},{"chain":"chain 2","iteration":196,"value":0.10718049124724871},{"chain":"chain 2","iteration":197,"value":0.7250451817827969},{"chain":"chain 2","iteration":198,"value":5.7640446174077535},{"chain":"chain 2","iteration":199,"value":5.5850964903598825},{"chain":"chain 2","iteration":200,"value":0.4536738919047687},{"chain":"chain 2","iteration":201,"value":0.24202005545290978},{"chain":"chain 2","iteration":202,"value":0.2081382353668928},{"chain":"chain 2","iteration":203,"value":0.20601000354463292},{"chain":"chain 2","iteration":204,"value":14.894761475716082},{"chain":"chain 2","iteration":205,"value":2.5788440079117416},{"chain":"chain 2","iteration":206,"value":7.26928674071489},{"chain":"chain 2","iteration":207,"value":8.336771102617448},{"chain":"chain 2","iteration":208,"value":8.886720383987205},{"chain":"chain 2","iteration":209,"value":3.1299682655789853},{"chain":"chain 2","iteration":210,"value":6.816322243054206},{"chain":"chain 2","iteration":211,"value":6.476842671171726},{"chain":"chain 2","iteration":212,"value":1.5031049632161684},{"chain":"chain 2","iteration":213,"value":1.4554920556246291},{"chain":"chain 2","iteration":214,"value":1.1755745296254259},{"chain":"chain 2","iteration":215,"value":1.2713258543453818},{"chain":"chain 2","iteration":216,"value":2.496735645378849},{"chain":"chain 2","iteration":217,"value":3.8046686716628613},{"chain":"chain 2","iteration":218,"value":8.585592763872233},{"chain":"chain 2","iteration":219,"value":11.457306396524208},{"chain":"chain 2","iteration":220,"value":11.457306396524208},{"chain":"chain 2","iteration":221,"value":11.457306396524208},{"chain":"chain 2","iteration":222,"value":9.392897349555259},{"chain":"chain 2","iteration":223,"value":9.392897349555259},{"chain":"chain 2","iteration":224,"value":9.389475192510133},{"chain":"chain 2","iteration":225,"value":8.259579090425753},{"chain":"chain 2","iteration":226,"value":4.603307523385877},{"chain":"chain 2","iteration":227,"value":7.123666070555486},{"chain":"chain 2","iteration":228,"value":4.351988949950334},{"chain":"chain 2","iteration":229,"value":1.3760819759028764},{"chain":"chain 2","iteration":230,"value":2.707341338161534},{"chain":"chain 2","iteration":231,"value":9.226156650220917},{"chain":"chain 2","iteration":232,"value":2.713060467621476},{"chain":"chain 2","iteration":233,"value":6.338389453273529},{"chain":"chain 2","iteration":234,"value":11.949295105374388},{"chain":"chain 2","iteration":235,"value":6.394578691604416},{"chain":"chain 2","iteration":236,"value":9.593832518993858},{"chain":"chain 2","iteration":237,"value":7.5348301887298135},{"chain":"chain 2","iteration":238,"value":5.023408983329188},{"chain":"chain 2","iteration":239,"value":4.849443755137762},{"chain":"chain 2","iteration":240,"value":4.159086817904673},{"chain":"chain 2","iteration":241,"value":3.761863880371787},{"chain":"chain 2","iteration":242,"value":1.6920745166221853},{"chain":"chain 2","iteration":243,"value":1.7472002114209684},{"chain":"chain 2","iteration":244,"value":1.3479783569364674},{"chain":"chain 2","iteration":245,"value":2.304271663482161},{"chain":"chain 2","iteration":246,"value":3.6984743238755224},{"chain":"chain 2","iteration":247,"value":6.5899426971024715},{"chain":"chain 2","iteration":248,"value":6.582693516458976},{"chain":"chain 2","iteration":249,"value":6.582693516458976},{"chain":"chain 2","iteration":250,"value":2.9563530419707433},{"chain":"chain 2","iteration":251,"value":5.928116875749306},{"chain":"chain 2","iteration":252,"value":1.4000797644362464},{"chain":"chain 2","iteration":253,"value":5.712440939068808},{"chain":"chain 2","iteration":254,"value":5.271922884663948},{"chain":"chain 2","iteration":255,"value":2.8576921731655855},{"chain":"chain 2","iteration":256,"value":2.820602097740636},{"chain":"chain 2","iteration":257,"value":4.32239480187938},{"chain":"chain 2","iteration":258,"value":4.47407842875153},{"chain":"chain 2","iteration":259,"value":4.482006945802415},{"chain":"chain 2","iteration":260,"value":1.611248557510656},{"chain":"chain 2","iteration":261,"value":1.6890928134062686},{"chain":"chain 2","iteration":262,"value":4.2650446599184635},{"chain":"chain 2","iteration":263,"value":1.905402632270895},{"chain":"chain 2","iteration":264,"value":1.9331832504801425},{"chain":"chain 2","iteration":265,"value":3.1642372835222683},{"chain":"chain 2","iteration":266,"value":3.457558485023004},{"chain":"chain 2","iteration":267,"value":1.7711418139598194},{"chain":"chain 2","iteration":268,"value":4.292566335347954},{"chain":"chain 2","iteration":269,"value":3.2508432171102664},{"chain":"chain 2","iteration":270,"value":3.3025207367209632},{"chain":"chain 2","iteration":271,"value":3.3145422434687273},{"chain":"chain 2","iteration":272,"value":8.303204232081088},{"chain":"chain 2","iteration":273,"value":0.9908096101733395},{"chain":"chain 2","iteration":274,"value":9.476220472323671},{"chain":"chain 2","iteration":275,"value":9.437179201571544},{"chain":"chain 2","iteration":276,"value":9.60843903921431},{"chain":"chain 2","iteration":277,"value":8.302522612111364},{"chain":"chain 2","iteration":278,"value":8.883837860192388},{"chain":"chain 2","iteration":279,"value":6.459381760753765},{"chain":"chain 2","iteration":280,"value":4.129158814718665},{"chain":"chain 2","iteration":281,"value":4.683809358519471},{"chain":"chain 2","iteration":282,"value":3.6197329482864777},{"chain":"chain 2","iteration":283,"value":2.5429818982787706},{"chain":"chain 2","iteration":284,"value":7.98581401156852},{"chain":"chain 2","iteration":285,"value":9.979977551980507},{"chain":"chain 2","iteration":286,"value":3.1786174098264004},{"chain":"chain 2","iteration":287,"value":3.188754000729951},{"chain":"chain 2","iteration":288,"value":1.7089535644110092},{"chain":"chain 2","iteration":289,"value":6.271485107379194},{"chain":"chain 2","iteration":290,"value":1.9188215758234064},{"chain":"chain 2","iteration":291,"value":2.456331398257604},{"chain":"chain 2","iteration":292,"value":7.2261526495775135},{"chain":"chain 2","iteration":293,"value":7.858899501714172},{"chain":"chain 2","iteration":294,"value":2.808897044158339},{"chain":"chain 2","iteration":295,"value":3.407188894292895},{"chain":"chain 2","iteration":296,"value":3.050125446331862},{"chain":"chain 2","iteration":297,"value":3.0125241530581053},{"chain":"chain 2","iteration":298,"value":2.9580353079611017},{"chain":"chain 2","iteration":299,"value":2.284579455643016},{"chain":"chain 3","iteration":0,"value":0.9109497323468898},{"chain":"chain 3","iteration":1,"value":0.9385011416122058},{"chain":"chain 3","iteration":2,"value":0.9289316843578043},{"chain":"chain 3","iteration":3,"value":0.7349075394843625},{"chain":"chain 3","iteration":4,"value":0.15809733346885219},{"chain":"chain 3","iteration":5,"value":1.4765229329705758},{"chain":"chain 3","iteration":6,"value":1.0717624688857503},{"chain":"chain 3","iteration":7,"value":2.652077227943327},{"chain":"chain 3","iteration":8,"value":7.8960203844375085},{"chain":"chain 3","iteration":9,"value":1.9507266321771708},{"chain":"chain 3","iteration":10,"value":1.8035214151022232},{"chain":"chain 3","iteration":11,"value":6.8451239409742906},{"chain":"chain 3","iteration":12,"value":4.371210421508099},{"chain":"chain 3","iteration":13,"value":4.522241767361412},{"chain":"chain 3","iteration":14,"value":10.015917879483206},{"chain":"chain 3","iteration":15,"value":6.775684813252866},{"chain":"chain 3","iteration":16,"value":6.775684813252866},{"chain":"chain 3","iteration":17,"value":2.674976657172318},{"chain":"chain 3","iteration":18,"value":6.828728537543256},{"chain":"chain 3","iteration":19,"value":7.942391182659455},{"chain":"chain 3","iteration":20,"value":9.921973646031667},{"chain":"chain 3","iteration":21,"value":10.039197858988256},{"chain":"chain 3","iteration":22,"value":2.2708417228234064},{"chain":"chain 3","iteration":23,"value":0.8023372778606744},{"chain":"chain 3","iteration":24,"value":3.1119163316411673},{"chain":"chain 3","iteration":25,"value":0.6669200191308672},{"chain":"chain 3","iteration":26,"value":0.6341226724623475},{"chain":"chain 3","iteration":27,"value":5.008816658200224},{"chain":"chain 3","iteration":28,"value":5.084239884587151},{"chain":"chain 3","iteration":29,"value":9.053610304421586},{"chain":"chain 3","iteration":30,"value":9.421765900865223},{"chain":"chain 3","iteration":31,"value":9.421765900865223},{"chain":"chain 3","iteration":32,"value":8.584026232793308},{"chain":"chain 3","iteration":33,"value":8.511716862481824},{"chain":"chain 3","iteration":34,"value":1.4327572803644004},{"chain":"chain 3","iteration":35,"value":1.2016597732987147},{"chain":"chain 3","iteration":36,"value":2.9230001848841027},{"chain":"chain 3","iteration":37,"value":1.4624656964854656},{"chain":"chain 3","iteration":38,"value":5.022503652137655},{"chain":"chain 3","iteration":39,"value":5.636193094196322},{"chain":"chain 3","iteration":40,"value":5.464267846005524},{"chain":"chain 3","iteration":41,"value":4.298601300843472},{"chain":"chain 3","iteration":42,"value":5.273257446205812},{"chain":"chain 3","iteration":43,"value":1.498540387259344},{"chain":"chain 3","iteration":44,"value":0.013855935907565365},{"chain":"chain 3","iteration":45,"value":0.08036132719886767},{"chain":"chain 3","iteration":46,"value":0.10407581591773878},{"chain":"chain 3","iteration":47,"value":8.631558923066931},{"chain":"chain 3","iteration":48,"value":2.6990674729119215},{"chain":"chain 3","iteration":49,"value":2.4180448476413137},{"chain":"chain 3","iteration":50,"value":5.675861580479282},{"chain":"chain 3","iteration":51,"value":5.806864415821024},{"chain":"chain 3","iteration":52,"value":3.0988919528293595},{"chain":"chain 3","iteration":53,"value":3.5114737152577655},{"chain":"chain 3","iteration":54,"value":3.2240200037657045},{"chain":"chain 3","iteration":55,"value":5.142462061528114},{"chain":"chain 3","iteration":56,"value":4.747218610939243},{"chain":"chain 3","iteration":57,"value":3.96135845083126},{"chain":"chain 3","iteration":58,"value":4.346047369224949},{"chain":"chain 3","iteration":59,"value":3.2362041431619812},{"chain":"chain 3","iteration":60,"value":2.2394727416945446},{"chain":"chain 3","iteration":61,"value":2.129889164042928},{"chain":"chain 3","iteration":62,"value":2.245683415384771},{"chain":"chain 3","iteration":63,"value":2.156259490840457},{"chain":"chain 3","iteration":64,"value":2.1342006270310083},{"chain":"chain 3","iteration":65,"value":1.757597117537267},{"chain":"chain 3","iteration":66,"value":1.7538526459638009},{"chain":"chain 3","iteration":67,"value":5.2026243397097},{"chain":"chain 3","iteration":68,"value":5.418377450080749},{"chain":"chain 3","iteration":69,"value":9.475737830046405},{"chain":"chain 3","iteration":70,"value":9.104401932854877},{"chain":"chain 3","iteration":71,"value":5.008521151767765},{"chain":"chain 3","iteration":72,"value":7.437146225650994},{"chain":"chain 3","iteration":73,"value":1.5603763558024637},{"chain":"chain 3","iteration":74,"value":1.5278070772508345},{"chain":"chain 3","iteration":75,"value":1.4378249387258035},{"chain":"chain 3","iteration":76,"value":1.6590001171255324},{"chain":"chain 3","iteration":77,"value":7.744539838880158},{"chain":"chain 3","iteration":78,"value":7.744539838880158},{"chain":"chain 3","iteration":79,"value":8.155305526879642},{"chain":"chain 3","iteration":80,"value":6.13673553633959},{"chain":"chain 3","iteration":81,"value":6.823621437637252},{"chain":"chain 3","iteration":82,"value":6.8074966894761815},{"chain":"chain 3","iteration":83,"value":6.013376913953099},{"chain":"chain 3","iteration":84,"value":5.5701296302250025},{"chain":"chain 3","iteration":85,"value":4.334938443042371},{"chain":"chain 3","iteration":86,"value":4.7766360646538235},{"chain":"chain 3","iteration":87,"value":3.172798308876446},{"chain":"chain 3","iteration":88,"value":2.1913744859952367},{"chain":"chain 3","iteration":89,"value":2.130167742505109},{"chain":"chain 3","iteration":90,"value":3.031278487003565},{"chain":"chain 3","iteration":91,"value":8.074347952977964},{"chain":"chain 3","iteration":92,"value":9.82092244799376},{"chain":"chain 3","iteration":93,"value":10.066950825929064},{"chain":"chain 3","iteration":94,"value":2.1719674190331313},{"chain":"chain 3","iteration":95,"value":1.8092806762546045},{"chain":"chain 3","iteration":96,"value":1.7210442069160048},{"chain":"chain 3","iteration":97,"value":4.740567018566713},{"chain":"chain 3","iteration":98,"value":3.845199106430981},{"chain":"chain 3","iteration":99,"value":5.877939220050477},{"chain":"chain 3","iteration":100,"value":3.3900306064419},{"chain":"chain 3","iteration":101,"value":3.945764151728255},{"chain":"chain 3","iteration":102,"value":0.8934879388021016},{"chain":"chain 3","iteration":103,"value":0.9214785966888593},{"chain":"chain 3","iteration":104,"value":0.884840326318921},{"chain":"chain 3","iteration":105,"value":0.7167328827662623},{"chain":"chain 3","iteration":106,"value":1.2801399636425181},{"chain":"chain 3","iteration":107,"value":0.5821479129165884},{"chain":"chain 3","iteration":108,"value":0.5441405641262459},{"chain":"chain 3","iteration":109,"value":0.5713974404954717},{"chain":"chain 3","iteration":110,"value":0.5567182695624288},{"chain":"chain 3","iteration":111,"value":4.4241781114372865},{"chain":"chain 3","iteration":112,"value":4.61916863608811},{"chain":"chain 3","iteration":113,"value":1.7090239042077693},{"chain":"chain 3","iteration":114,"value":1.3113047202282548},{"chain":"chain 3","iteration":115,"value":1.0172702684722528},{"chain":"chain 3","iteration":116,"value":0.9389961463599121},{"chain":"chain 3","iteration":117,"value":0.7456347340717382},{"chain":"chain 3","iteration":118,"value":0.5251021550363462},{"chain":"chain 3","iteration":119,"value":0.5274209850293378},{"chain":"chain 3","iteration":120,"value":0.35377382516062955},{"chain":"chain 3","iteration":121,"value":0.34222634047048034},{"chain":"chain 3","iteration":122,"value":0.3501244076759131},{"chain":"chain 3","iteration":123,"value":0.3470049776542533},{"chain":"chain 3","iteration":124,"value":0.042467967313596804},{"chain":"chain 3","iteration":125,"value":0.10896715551805834},{"chain":"chain 3","iteration":126,"value":0.3139032957934762},{"chain":"chain 3","iteration":127,"value":6.666862646024346},{"chain":"chain 3","iteration":128,"value":9.857946969761459},{"chain":"chain 3","iteration":129,"value":9.469818066810431},{"chain":"chain 3","iteration":130,"value":0.9274968773162977},{"chain":"chain 3","iteration":131,"value":9.596003311824504},{"chain":"chain 3","iteration":132,"value":1.1128614565734865},{"chain":"chain 3","iteration":133,"value":0.9258379447798301},{"chain":"chain 3","iteration":134,"value":0.9180300886915741},{"chain":"chain 3","iteration":135,"value":1.7180888461684778},{"chain":"chain 3","iteration":136,"value":0.42237576772046737},{"chain":"chain 3","iteration":137,"value":0.3008235692088108},{"chain":"chain 3","iteration":138,"value":0.3245945245053869},{"chain":"chain 3","iteration":139,"value":0.22824241173044246},{"chain":"chain 3","iteration":140,"value":12.028096238733365},{"chain":"chain 3","iteration":141,"value":12.177504945159844},{"chain":"chain 3","iteration":142,"value":12.177504945159844},{"chain":"chain 3","iteration":143,"value":11.426713887179503},{"chain":"chain 3","iteration":144,"value":12.167974541254342},{"chain":"chain 3","iteration":145,"value":13.466500999090488},{"chain":"chain 3","iteration":146,"value":0.7696089061644569},{"chain":"chain 3","iteration":147,"value":0.7930942098253604},{"chain":"chain 3","iteration":148,"value":0.5575329339169768},{"chain":"chain 3","iteration":149,"value":4.576068593378816},{"chain":"chain 3","iteration":150,"value":4.6128481121787654},{"chain":"chain 3","iteration":151,"value":4.261547097506245},{"chain":"chain 3","iteration":152,"value":4.719917686002988},{"chain":"chain 3","iteration":153,"value":9.79740271646571},{"chain":"chain 3","iteration":154,"value":2.6783239111227397},{"chain":"chain 3","iteration":155,"value":3.364260367873796},{"chain":"chain 3","iteration":156,"value":3.352656646828024},{"chain":"chain 3","iteration":157,"value":3.1230954413160363},{"chain":"chain 3","iteration":158,"value":3.1756685930598003},{"chain":"chain 3","iteration":159,"value":0.5779874539407972},{"chain":"chain 3","iteration":160,"value":0.6751078774130513},{"chain":"chain 3","iteration":161,"value":0.6684083855020859},{"chain":"chain 3","iteration":162,"value":4.4325061751984745},{"chain":"chain 3","iteration":163,"value":2.9333242860690203},{"chain":"chain 3","iteration":164,"value":2.8545997902127933},{"chain":"chain 3","iteration":165,"value":2.640883287244158},{"chain":"chain 3","iteration":166,"value":2.5859777113828346},{"chain":"chain 3","iteration":167,"value":1.103947355111295},{"chain":"chain 3","iteration":168,"value":1.1158807517841296},{"chain":"chain 3","iteration":169,"value":1.0544552441311643},{"chain":"chain 3","iteration":170,"value":6.927013099698417},{"chain":"chain 3","iteration":171,"value":6.927013099698417},{"chain":"chain 3","iteration":172,"value":3.5311615737630264},{"chain":"chain 3","iteration":173,"value":7.991921278557972},{"chain":"chain 3","iteration":174,"value":2.2009331950523516},{"chain":"chain 3","iteration":175,"value":2.3682666941910218},{"chain":"chain 3","iteration":176,"value":1.056457948047823},{"chain":"chain 3","iteration":177,"value":6.26598811653466},{"chain":"chain 3","iteration":178,"value":5.344496466462817},{"chain":"chain 3","iteration":179,"value":5.4619645656195255},{"chain":"chain 3","iteration":180,"value":1.8889958503336268},{"chain":"chain 3","iteration":181,"value":2.0192210940380444},{"chain":"chain 3","iteration":182,"value":1.889446942995622},{"chain":"chain 3","iteration":183,"value":1.8506620537331084},{"chain":"chain 3","iteration":184,"value":4.145280900989724},{"chain":"chain 3","iteration":185,"value":4.62268015779995},{"chain":"chain 3","iteration":186,"value":4.180104627276628},{"chain":"chain 3","iteration":187,"value":2.477860796266242},{"chain":"chain 3","iteration":188,"value":1.358770987833965},{"chain":"chain 3","iteration":189,"value":1.9447066702595075},{"chain":"chain 3","iteration":190,"value":3.172704475991224},{"chain":"chain 3","iteration":191,"value":5.6394304422447314},{"chain":"chain 3","iteration":192,"value":2.885761222196104},{"chain":"chain 3","iteration":193,"value":6.78613913053126},{"chain":"chain 3","iteration":194,"value":7.137472739298312},{"chain":"chain 3","iteration":195,"value":7.466097289363457},{"chain":"chain 3","iteration":196,"value":3.3967182234983944},{"chain":"chain 3","iteration":197,"value":2.5033718509103537},{"chain":"chain 3","iteration":198,"value":7.736154558921673},{"chain":"chain 3","iteration":199,"value":3.189066391759521},{"chain":"chain 3","iteration":200,"value":2.8293379805951266},{"chain":"chain 3","iteration":201,"value":2.987105811073623},{"chain":"chain 3","iteration":202,"value":4.366568901298289},{"chain":"chain 3","iteration":203,"value":4.2851361721258225},{"chain":"chain 3","iteration":204,"value":7.52467581960181},{"chain":"chain 3","iteration":205,"value":9.690328123782017},{"chain":"chain 3","iteration":206,"value":9.54518186823426},{"chain":"chain 3","iteration":207,"value":9.876850295784916},{"chain":"chain 3","iteration":208,"value":6.981628125243535},{"chain":"chain 3","iteration":209,"value":11.166670930800104},{"chain":"chain 3","iteration":210,"value":3.020211119914621},{"chain":"chain 3","iteration":211,"value":5.877180658748954},{"chain":"chain 3","iteration":212,"value":6.374826944353585},{"chain":"chain 3","iteration":213,"value":11.74176949329135},{"chain":"chain 3","iteration":214,"value":11.984527738798842},{"chain":"chain 3","iteration":215,"value":5.39166257527303},{"chain":"chain 3","iteration":216,"value":5.269789466147694},{"chain":"chain 3","iteration":217,"value":5.245985012147928},{"chain":"chain 3","iteration":218,"value":2.85240809566239},{"chain":"chain 3","iteration":219,"value":2.8462077841421918},{"chain":"chain 3","iteration":220,"value":2.736007539684912},{"chain":"chain 3","iteration":221,"value":4.516924902571904},{"chain":"chain 3","iteration":222,"value":4.6243385384227045},{"chain":"chain 3","iteration":223,"value":4.564168592347994},{"chain":"chain 3","iteration":224,"value":8.405668275575387},{"chain":"chain 3","iteration":225,"value":1.590705612199267},{"chain":"chain 3","iteration":226,"value":6.160011254711439},{"chain":"chain 3","iteration":227,"value":5.009615009803406},{"chain":"chain 3","iteration":228,"value":5.456514759103441},{"chain":"chain 3","iteration":229,"value":5.493438592963709},{"chain":"chain 3","iteration":230,"value":4.927433722749601},{"chain":"chain 3","iteration":231,"value":6.496916080695901},{"chain":"chain 3","iteration":232,"value":8.99785459030836},{"chain":"chain 3","iteration":233,"value":3.9757740814526628},{"chain":"chain 3","iteration":234,"value":5.47439080988191},{"chain":"chain 3","iteration":235,"value":5.1745424020110615},{"chain":"chain 3","iteration":236,"value":3.7388895750835647},{"chain":"chain 3","iteration":237,"value":4.774735403005893},{"chain":"chain 3","iteration":238,"value":2.208654151107064},{"chain":"chain 3","iteration":239,"value":2.3368000180415835},{"chain":"chain 3","iteration":240,"value":2.9114425203755046},{"chain":"chain 3","iteration":241,"value":1.767649891329803},{"chain":"chain 3","iteration":242,"value":10.838580439339355},{"chain":"chain 3","iteration":243,"value":4.119342657450993},{"chain":"chain 3","iteration":244,"value":5.257620677979324},{"chain":"chain 3","iteration":245,"value":4.182756492590433},{"chain":"chain 3","iteration":246,"value":5.335475458656622},{"chain":"chain 3","iteration":247,"value":5.295693317353485},{"chain":"chain 3","iteration":248,"value":4.932191008132946},{"chain":"chain 3","iteration":249,"value":9.300115712743827},{"chain":"chain 3","iteration":250,"value":3.741194399564877},{"chain":"chain 3","iteration":251,"value":3.222642330636982},{"chain":"chain 3","iteration":252,"value":9.950028507445257},{"chain":"chain 3","iteration":253,"value":10.735274637640927},{"chain":"chain 3","iteration":254,"value":11.34505688158397},{"chain":"chain 3","iteration":255,"value":9.181217753515323},{"chain":"chain 3","iteration":256,"value":1.3017283268387503},{"chain":"chain 3","iteration":257,"value":1.308876900241976},{"chain":"chain 3","iteration":258,"value":1.075819560586536},{"chain":"chain 3","iteration":259,"value":2.4591623875840383},{"chain":"chain 3","iteration":260,"value":6.086323818439187},{"chain":"chain 3","iteration":261,"value":1.9009670145933997},{"chain":"chain 3","iteration":262,"value":1.3934708038212957},{"chain":"chain 3","iteration":263,"value":0.0743641894699193},{"chain":"chain 3","iteration":264,"value":0.6330739543796535},{"chain":"chain 3","iteration":265,"value":0.5975074063323874},{"chain":"chain 3","iteration":266,"value":0.6030046979268706},{"chain":"chain 3","iteration":267,"value":5.278031785829377},{"chain":"chain 3","iteration":268,"value":6.238673552332724},{"chain":"chain 3","iteration":269,"value":4.457886705924037},{"chain":"chain 3","iteration":270,"value":8.166262329184638},{"chain":"chain 3","iteration":271,"value":2.1035419878301815},{"chain":"chain 3","iteration":272,"value":0.6150251642843795},{"chain":"chain 3","iteration":273,"value":2.514658968322534},{"chain":"chain 3","iteration":274,"value":2.4971656388370627},{"chain":"chain 3","iteration":275,"value":3.0338369919448454},{"chain":"chain 3","iteration":276,"value":3.105383281363056},{"chain":"chain 3","iteration":277,"value":4.387103803669138},{"chain":"chain 3","iteration":278,"value":0.653436585563535},{"chain":"chain 3","iteration":279,"value":0.651872938622325},{"chain":"chain 3","iteration":280,"value":5.0772187325347415},{"chain":"chain 3","iteration":281,"value":9.197221901985841},{"chain":"chain 3","iteration":282,"value":1.379563647588059},{"chain":"chain 3","iteration":283,"value":0.23172349809379675},{"chain":"chain 3","iteration":284,"value":0.577905868781283},{"chain":"chain 3","iteration":285,"value":10.205893301766412},{"chain":"chain 3","iteration":286,"value":6.09425785647728},{"chain":"chain 3","iteration":287,"value":3.2758925608082086},{"chain":"chain 3","iteration":288,"value":1.9085901215182557},{"chain":"chain 3","iteration":289,"value":2.3394656159025673},{"chain":"chain 3","iteration":290,"value":2.5662537753408414},{"chain":"chain 3","iteration":291,"value":2.455444701578952},{"chain":"chain 3","iteration":292,"value":1.9691521657346782},{"chain":"chain 3","iteration":293,"value":1.3141070073867698},{"chain":"chain 3","iteration":294,"value":2.857779295451453},{"chain":"chain 3","iteration":295,"value":7.052473856336413},{"chain":"chain 3","iteration":296,"value":7.232669577794384},{"chain":"chain 3","iteration":297,"value":0.7459203745655102},{"chain":"chain 3","iteration":298,"value":3.629361803344833},{"chain":"chain 3","iteration":299,"value":3.6457831568591357}]},"encoding":{"color":{"field":"chain","type":"nominal"},"x":{"field":"iteration","type":"quantitative"},"y":{"field":"value","type":"quantitative"}},"height":200,"mark":{"opacity":0.6,"type":"line"},"title":"sigma_group — 4 chains","width":600}

[
  %VegaLite{
    spec: %{
      "$schema" => "https://vega.github.io/schema/vega-lite/v5.json",
      "data" => %{
        "values" => [
          %{"chain" => "chain 0", "iteration" => 0, "value" => 1.2025906874375385},
          %{"chain" => "chain 0", "iteration" => 1, "value" => 8.88861398990358},
          %{"chain" => "chain 0", "iteration" => 2, "value" => 8.921979207718543},
          %{"chain" => "chain 0", "iteration" => 3, "value" => 8.982589966225554},
          %{"chain" => "chain 0", "iteration" => 4, "value" => 4.896415670458754},
          %{"chain" => "chain 0", "iteration" => 5, "value" => -1.2529446020342867},
          %{"chain" => "chain 0", "iteration" => 6, "value" => -1.2309605257090752},
          %{"chain" => "chain 0", "iteration" => 7, "value" => -1.475695604923392},
          %{"chain" => "chain 0", "iteration" => 8, "value" => -0.6345795204413731},
          %{"chain" => "chain 0", "iteration" => 9, "value" => -0.8059380862062671},
          %{"chain" => "chain 0", "iteration" => 10, "value" => 5.584052160913796},
          %{"chain" => "chain 0", "iteration" => 11, "value" => 4.930972360587592},
          %{"chain" => "chain 0", "iteration" => 12, "value" => 4.98764335306224},
          %{"chain" => "chain 0", "iteration" => 13, "value" => 6.107806758556433},
          %{"chain" => "chain 0", "iteration" => 14, "value" => 12.136673132375163},
          %{"chain" => "chain 0", "iteration" => 15, "value" => 12.219316521324743},
          %{"chain" => "chain 0", "iteration" => 16, "value" => 12.814979006903124},
          %{"chain" => "chain 0", "iteration" => 17, "value" => -1.5715695929455051},
          %{"chain" => "chain 0", "iteration" => 18, "value" => 5.36897056084791},
          %{"chain" => "chain 0", "iteration" => 19, "value" => 4.1246750394765614},
          %{"chain" => "chain 0", "iteration" => 20, "value" => 3.035934817753876},
          %{"chain" => "chain 0", "iteration" => 21, "value" => 4.513994446253433},
          %{"chain" => "chain 0", "iteration" => 22, "value" => 4.608596993992339},
          %{"chain" => "chain 0", "iteration" => 23, "value" => 6.96760091764247},
          %{"chain" => "chain 0", "iteration" => 24, "value" => 7.482338485717979},
          %{"chain" => "chain 0", "iteration" => 25, "value" => 7.187991635937419},
          %{"chain" => "chain 0", "iteration" => 26, "value" => 2.493322338160924},
          %{"chain" => "chain 0", "iteration" => 27, "value" => 2.1380400835148907},
          %{"chain" => "chain 0", "iteration" => 28, "value" => 4.526073297398109},
          %{"chain" => "chain 0", "iteration" => 29, "value" => 6.675105952887358},
          %{"chain" => "chain 0", "iteration" => 30, "value" => 6.120973161181449},
          %{"chain" => "chain 0", "iteration" => 31, "value" => 7.7804445892446585},
          %{"chain" => "chain 0", "iteration" => 32, "value" => 9.052126737309184},
          %{"chain" => "chain 0", "iteration" => 33, "value" => 9.202316545232884},
          %{"chain" => "chain 0", "iteration" => 34, "value" => 12.300322457335477},
          %{"chain" => "chain 0", "iteration" => 35, "value" => -5.1848248664076255},
          %{"chain" => "chain 0", "iteration" => 36, "value" => -2.8262025040850243},
          %{"chain" => "chain 0", "iteration" => 37, "value" => 1.034872430269622},
          %{"chain" => "chain 0", "iteration" => 38, "value" => 0.855651061061133},
          %{"chain" => "chain 0", "iteration" => 39, "value" => 0.5894531745092765},
          %{"chain" => "chain 0", "iteration" => 40, "value" => 0.49848103179723685},
          %{"chain" => "chain 0", "iteration" => 41, "value" => 2.360440788636683},
          %{"chain" => "chain 0", "iteration" => 42, ...},
          %{"chain" => "chain 0", ...},
          %{...},
          ...
        ]
      },
      "encoding" => %{
        "color" => %{"field" => "chain", "type" => "nominal"},
        "x" => %{"field" => "iteration", "type" => "quantitative"},
        "y" => %{"field" => "value", "type" => "quantitative"}
      },
      "height" => 200,
      "mark" => %{"opacity" => 0.6, "type" => "line"},
      "title" => "mu_group — 4 chains",
      "width" => 600
    }
  },
  %VegaLite{
    spec: %{
      "$schema" => "https://vega.github.io/schema/vega-lite/v5.json",
      "data" => %{
        "values" => [
          %{"chain" => "chain 0", "iteration" => 0, "value" => 4.5939187865792785},
          %{"chain" => "chain 0", "iteration" => 1, "value" => 4.257104757528208},
          %{"chain" => "chain 0", "iteration" => 2, "value" => 3.991388335839618},
          %{"chain" => "chain 0", "iteration" => 3, "value" => 3.9238788155253337},
          %{"chain" => "chain 0", "iteration" => 4, "value" => 4.246880194950133},
          %{"chain" => "chain 0", "iteration" => 5, "value" => 3.9368273396718925},
          %{"chain" => "chain 0", "iteration" => 6, "value" => 4.587793662266355},
          %{"chain" => "chain 0", "iteration" => 7, "value" => 3.673484168999055},
          %{"chain" => "chain 0", "iteration" => 8, "value" => 4.458014058361229},
          %{"chain" => "chain 0", "iteration" => 9, "value" => 3.8579740726811202},
          %{"chain" => "chain 0", "iteration" => 10, "value" => 4.184190693831579},
          %{"chain" => "chain 0", "iteration" => 11, "value" => 4.025123232081633},
          %{"chain" => "chain 0", "iteration" => 12, "value" => 4.099318510122894},
          %{"chain" => "chain 0", "iteration" => 13, "value" => 3.971108113832902},
          %{"chain" => "chain 0", "iteration" => 14, "value" => 3.8823040521288643},
          %{"chain" => "chain 0", "iteration" => 15, "value" => 4.421722939577682},
          %{"chain" => "chain 0", "iteration" => 16, "value" => 3.9045680482312104},
          %{"chain" => "chain 0", "iteration" => 17, "value" => 4.014977606134909},
          %{"chain" => "chain 0", "iteration" => 18, "value" => 3.9675165488724877},
          %{"chain" => "chain 0", "iteration" => 19, "value" => 4.226691801464959},
          %{"chain" => "chain 0", "iteration" => 20, "value" => 3.6483090567595386},
          %{"chain" => "chain 0", "iteration" => 21, "value" => 4.012817705289871},
          %{"chain" => "chain 0", "iteration" => 22, "value" => 4.638847263287836},
          %{"chain" => "chain 0", "iteration" => 23, "value" => 4.290161110078681},
          %{"chain" => "chain 0", "iteration" => 24, "value" => 4.057033665635878},
          %{"chain" => "chain 0", "iteration" => 25, "value" => 4.208387104096457},
          %{"chain" => "chain 0", "iteration" => 26, "value" => 3.9717240199994555},
          %{"chain" => "chain 0", "iteration" => 27, "value" => 4.400513527298785},
          %{"chain" => "chain 0", "iteration" => 28, "value" => 4.028454052622635},
          %{"chain" => "chain 0", "iteration" => 29, "value" => 4.359257275060224},
          %{"chain" => "chain 0", "iteration" => 30, "value" => 3.908087561554727},
          %{"chain" => "chain 0", "iteration" => 31, "value" => 3.9894057554851674},
          %{"chain" => "chain 0", "iteration" => 32, "value" => 3.7928248708915717},
          %{"chain" => "chain 0", "iteration" => 33, "value" => 4.156161583239724},
          %{"chain" => "chain 0", "iteration" => 34, "value" => 4.080257266429584},
          %{"chain" => "chain 0", "iteration" => 35, "value" => 4.116069690294683},
          %{"chain" => "chain 0", "iteration" => 36, "value" => 4.001401137595558},
          %{"chain" => "chain 0", "iteration" => 37, "value" => 4.130595358162649},
          %{"chain" => "chain 0", "iteration" => 38, "value" => 4.186803203374078},
          %{"chain" => "chain 0", "iteration" => 39, "value" => 4.124657960791159},
          %{"chain" => "chain 0", "iteration" => 40, "value" => 4.126775809702385},
          %{"chain" => "chain 0", "iteration" => 41, ...},
          %{"chain" => "chain 0", ...},
          %{...},
          ...
        ]
      },
      "encoding" => %{
        "color" => %{"field" => "chain", "type" => "nominal"},
        "x" => %{"field" => "iteration", "type" => "quantitative"},
        "y" => %{"field" => "value", "type" => "quantitative"}
      },
      "height" => 200,
      "mark" => %{"opacity" => 0.6, "type" => "line"},
      "title" => "alpha — 4 chains",
      "width" => 600
    }
  },
  %VegaLite{
    spec: %{
      "$schema" => "https://vega.github.io/schema/vega-lite/v5.json",
      "data" => %{
        "values" => [
          %{"chain" => "chain 0", "iteration" => 0, "value" => 4.3535982966880455},
          %{"chain" => "chain 0", "iteration" => 1, "value" => 5.220885562638719},
          %{"chain" => "chain 0", "iteration" => 2, "value" => 4.932821095744637},
          %{"chain" => "chain 0", "iteration" => 3, "value" => 4.999783340290862},
          %{"chain" => "chain 0", "iteration" => 4, "value" => 1.3752615399047345},
          %{"chain" => "chain 0", "iteration" => 5, "value" => 6.810878675393761},
          %{"chain" => "chain 0", "iteration" => 6, "value" => 9.444685536098993},
          %{"chain" => "chain 0", "iteration" => 7, "value" => 9.046771063072546},
          %{"chain" => "chain 0", "iteration" => 8, "value" => 7.324129987996497},
          %{"chain" => "chain 0", "iteration" => 9, "value" => 6.924631076888785},
          %{"chain" => "chain 0", "iteration" => 10, "value" => 2.472772084856966},
          %{"chain" => "chain 0", "iteration" => 11, "value" => 1.9846441664508738},
          %{"chain" => "chain 0", "iteration" => 12, "value" => 0.5631150423248689},
          %{"chain" => "chain 0", "iteration" => 13, "value" => 1.2703091194754594},
          %{"chain" => "chain 0", "iteration" => 14, "value" => 2.8884846755165063},
          %{"chain" => "chain 0", "iteration" => 15, "value" => 2.7508748587044125},
          %{"chain" => "chain 0", "iteration" => 16, "value" => 3.1435675707259256},
          %{"chain" => "chain 0", "iteration" => 17, "value" => 3.141647283534786},
          %{"chain" => "chain 0", "iteration" => 18, "value" => 2.6907023163359303},
          %{"chain" => "chain 0", "iteration" => 19, "value" => 0.10881866876787251},
          %{"chain" => "chain 0", "iteration" => 20, "value" => 0.42548397916778774},
          %{"chain" => "chain 0", "iteration" => 21, "value" => 6.220471950546771},
          %{"chain" => "chain 0", "iteration" => 22, "value" => 6.900610035316943},
          %{"chain" => "chain 0", "iteration" => 23, "value" => 2.1922610924369232},
          %{"chain" => "chain 0", "iteration" => 24, "value" => 2.21500073111007},
          %{"chain" => "chain 0", "iteration" => 25, "value" => 2.374420137694523},
          %{"chain" => "chain 0", "iteration" => 26, "value" => 8.026829830410534},
          %{"chain" => "chain 0", "iteration" => 27, "value" => 8.664047060264267},
          %{"chain" => "chain 0", "iteration" => 28, "value" => 0.8621347496351539},
          %{"chain" => "chain 0", "iteration" => 29, "value" => 1.548488649073943},
          %{"chain" => "chain 0", "iteration" => 30, "value" => 2.1941723479542583},
          %{"chain" => "chain 0", "iteration" => 31, "value" => 3.5760782158939524},
          %{"chain" => "chain 0", "iteration" => 32, "value" => 3.4294599764387725},
          %{"chain" => "chain 0", "iteration" => 33, "value" => 3.2533767127330364},
          %{"chain" => "chain 0", "iteration" => 34, "value" => 4.219473467631978},
          %{"chain" => "chain 0", "iteration" => 35, "value" => 4.24282993474047},
          %{"chain" => "chain 0", "iteration" => 36, "value" => 4.092959887039508},
          %{"chain" => "chain 0", "iteration" => 37, "value" => 5.715802774917212},
          %{"chain" => "chain 0", "iteration" => 38, "value" => 4.162846374223463},
          %{"chain" => "chain 0", "iteration" => 39, "value" => 5.234128332072408},
          %{"chain" => "chain 0", "iteration" => 40, ...},
          %{"chain" => "chain 0", ...},
          %{...},
          ...
        ]
      },
      "encoding" => %{
        "color" => %{"field" => "chain", "type" => "nominal"},
        "x" => %{"field" => "iteration", "type" => "quantitative"},
        "y" => %{"field" => "value", "type" => "quantitative"}
      },
      "height" => 200,
      "mark" => %{"opacity" => 0.6, "type" => "line"},
      "title" => "sigma_group — 4 chains",
      "width" => 600
    }
  }
]

Other notebooks:

Michal Slaski
@michalslaski

livebook_examples

Salary predictions

salary_prediction.livemd

data-science advanced exla axon nx

2022-8-18
Dr. Christian Geuer-Pollmann
@chgeuer

livebook_on_azure

Christian's first LiveBook test

notebook1.livemd

data-science advanced tutorial axon exla nx

2022-8-18
@andyl

elix_util

MNIST

mnist.livemd

data-science advanced tutorial req axon exla nx

2022-8-18
@TomBers

livebookNotes

Trying Nx

NX.livemd

advanced data-science exla axon nx

2022-8-18
@DockYard-Academy

curriculum

Pipe Operator

deprecated_pipe_operator.livemd

tutorial intermediate jason kino youtube hidden_cell

2023-3-21
@DeSchoel

Elixir_Curriculum

Regex

regex.livemd

tutorial intermediate jason kino youtube hidden_cell

2026-1-10
Prajwal Niranjan
@prajwal-niranjan

hai-pdf-colab

01_pdf_extraction.livemd

pdf_extraction.livemd

advanced tutorial pdf tablex nx jason

2025-10-8

Back