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         y="611.25623"
         x="-394.41733">pred = Model.evaluate(m, d)</tspan><tspan
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         style="font-size:22.50000191px"
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         id="tspan14517"> {'stim': &lt;SignalObj&gt;, </tspan><tspan
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         y="475.37073"
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         x="163.34573">   'pupil': &lt;SignalObj&gt;,</tspan><tspan
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         y="531.62073"
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         id="tspan6503-5">est = {'stim': &lt;SignalObj&gt;, </tspan><tspan
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         x="-876.32642">       'resp': &lt;SignalObj&gt;,</tspan><tspan
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         id="tspan4091">LEGEND:</tspan><tspan
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         x="1166.9326">1) Boxes denote functions</tspan><tspan
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         x="1166.9326">2) Names are in bold</tspan><tspan
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         x="1166.9326">3) Solid arrows indicate data flow</tspan><tspan
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         x="1166.9326">4) Dashed arrows indicate that</tspan><tspan
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         x="-894.43402">cost = metric(evaluator(est, unprojector(sigma))</tspan><tspan
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         x="-791.06158">improved_sigma = some_algorithm(sigma, costfn))</tspan><tspan
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           y="384.77124">(An unprojector function maps</tspan><tspan
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       xml:space="preserve"><tspan
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         x="-1570.0944">(Maps a modelspec to</tspan><tspan
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           style="font-weight:bold;text-align:center;text-anchor:middle">Condition</tspan></text>
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         x="-2940.1208">The FitSpace &quot;projector&quot; and its inverse, </tspan><tspan
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         x="-2940.1208">the &quot;unprojector&quot; are customized to support</tspan><tspan
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         x="-2940.1208">the type of mathematical space (vector, dict, </tspan><tspan
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         x="-2940.1208">etc) that the fitter understands. </tspan></text>
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         x="-2993.6592">An analysis is the largest reusable NEMS component. It excludes data loading,</tspan><tspan
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         x="-2993.6592">initial model specification, and plotting. Analyses do two things repeatedly:</tspan><tspan
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         x="-2993.6592" /><tspan
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         x="-2993.6592">1) Run a FitSpaceMapping that creates a projector and unprojector. </tspan><tspan
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         x="-2993.6592">    You may use this to fit only a single module's parameters at a time,</tspan><tspan
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         x="-2993.6592">    run different fitters on each module, or select random parameter subsets. </tspan><tspan
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         x="-2993.6592">2) Runs a Segmentor to pick the part of the data that you want to fit on.</tspan><tspan
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         x="-2993.6592">    You may use this to jacknife the data, or select only data matching specific</tspan><tspan
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         y="213.60222"
         x="-2993.6592">    experimental conditions.</tspan><tspan
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         x="-2993.6592" /><tspan
         id="tspan7301"
         y="288.60223"
         x="-2993.6592">It is common to iterate many times and use various fitters, projectors, and</tspan><tspan
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         x="-2993.6592">common to manage multiple modelspecs, such as one for each jackknife of</tspan><tspan
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         x="-2993.6592">the data, or a swarm of modelspecs that sample from the Bayesian posterior.</tspan><tspan
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         x="-2993.6592" /><tspan
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         x="-2993.6592">Please make analyses pure functions with no side effects. </tspan></text>
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         id="tspan5341">A modelspec completely defines the input-output</tspan><tspan
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         x="-1070.802">'black box' model that is run by the evaluator.</tspan></text>
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           style="font-style:normal;font-variant:normal;font-weight:normal;font-stretch:normal;font-family:'DejaVu Sans Mono';-inkscape-font-specification:'DejaVu Sans Mono'">error = MSE(resp, pred)</tspan></text>
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           id="tspan5372-0">Metrics return the &quot;error&quot;</tspan><tspan
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         x="-893.65894">A fitter evaluates the costfn() one or more times on perturbations</tspan><tspan
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         x="-2896.5503">The data segmentor selects a subset of the data set, such</tspan><tspan
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         x="-2993.7214">[modelspec, ...] = some_very_complex_function(data, initial_modelspec)</tspan><tspan
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         id="tspan6503">sigs = {'stim': &lt;SignalObj&gt;, </tspan><tspan
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         id="tspan23312">Time exceeded?</tspan><tspan
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         x="-143.304">Too many steps?</tspan><tspan
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         x="-143.304">Stepsize too small?</tspan><tspan
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         x="-143.304">Error change too small?</tspan></text>
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       xml:space="preserve"><tspan
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         id="tspan24129">You may save the modelspecs,</tspan><tspan
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         x="1163.8335">plot their predicitons on this data</tspan><tspan
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         x="1163.8335">or other data sets, or send them </tspan><tspan
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         x="1163.8335">to a database somewhere using</tspan><tspan
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         x="1163.8335">HTTP. The modelspecs are all</tspan><tspan
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         x="1163.8335">JSONs so this should be trivial.</tspan></text>
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         id="tspan15692">Actually a &quot;Recording&quot; object</tspan></text>
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