diff --git a/hunks/data/averageStream.js b/hunks/data/averageStream.js
new file mode 100644
index 0000000000000000000000000000000000000000..1cf072494a1c0d9e040435b99ed1802acef5f502
--- /dev/null
+++ b/hunks/data/averageStream.js
@@ -0,0 +1,49 @@
+/*
+hunks/data/exFilter.js
+
+removes old lovers from data streams
+
+Jake Read at the Center for Bits and Atoms
+(c) Massachusetts Institute of Technology 2019
+
+This work may be reproduced, modified, distributed, performed, and
+displayed for any purpose, but must acknowledge the squidworks and cuttlefish projects.
+Copyright is retained and must be preserved. The work is provided as is;
+no warranty is provided, and users accept all liability.
+*/
+
+import { Hunkify, Input, Output, State } from '../hunks.js'
+
+export default function AverageStream(){
+  Hunkify(this)
+
+  let inNum = this.input('number', 'vals')
+  let outNum = this.output('number', 'average')
+  let reset = this.state('boolean', 'reset', false)
+  let count = this.state('number', 'count', 10)
+  let counter = this.state('number', 'counter', 0)
+
+  counter.onChange = (val) => {
+    counter.set(counter.val) // no,
+  }
+
+  let sum = 0
+
+  reset.onChange = (value) => {
+    counter.set(0)
+    sum = 0
+  }
+
+  this.loop = () => {
+    if(inNum.io() && (counter.value < count.value)){
+      sum += inNum.get()
+      let tally = counter.value + 1
+      counter.set(tally)
+    }
+    if(!outNum.io() && (counter.value >= count.value)){
+      outNum.put(sum / count.value)
+      sum = 0
+      counter.set(0)
+    }
+  }
+}
diff --git a/hunks/data/buildTable.js b/hunks/data/buildTable.js
new file mode 100644
index 0000000000000000000000000000000000000000..490de084e5172342939bbdaf66d63f9f4c818c22
--- /dev/null
+++ b/hunks/data/buildTable.js
@@ -0,0 +1,65 @@
+/*
+hunks/data/accumulator.js
+
+stashes data stream to an array
+
+Jake Read at the Center for Bits and Atoms
+(c) Massachusetts Institute of Technology 2019
+
+This work may be reproduced, modified, distributed, performed, and
+displayed for any purpose, but must acknowledge the squidworks and cuttlefish projects.
+Copyright is retained and must be preserved. The work is provided as is;
+no warranty is provided, and users accept all liability.
+*/
+
+import {
+  Hunkify,
+  Input,
+  Output,
+  State
+} from '../hunks.js'
+
+export default function BuildTable(){
+  Hunkify(this)
+
+  // todo: make this polymorphic
+  let ipr = this.input("boolean", "reset")
+  let ivx = this.input("number", "x")
+  let ivy = this.input("number", "y")
+  // push a reference out, for now
+  let outref = this.output("reference", "accumulated")
+  // reset via button as well,
+  let rstrig = this.state("boolean", "reset", false)
+
+  let reset = () => {
+    arr = []
+    if(!outref.io()){
+      outref.put(arr)
+    }
+  }
+
+  rstrig.onChange = (value) => {
+    reset()
+    rstrig.set(false)
+  }
+
+  this.init = () => {
+    //
+  }
+
+  let arr = []
+
+  this.loop = () => {
+    if(ipr.io()){
+      ipr.get()
+      reset()
+    }
+    if(ivx.io() && ivy.io()){
+      arr.push([ivx.get(), ivy.get()])
+      // todo: for ref, pass always OK ? breaks rules anyways ...
+      if(!outref.io()){
+        outref.put(arr)
+      }
+    }
+  }
+}
diff --git a/hunks/data/lineChart.js b/hunks/data/lineChart.js
index d68c0994351cc2cb94de86e356b3d8dcdfb8aed0..ace061af3a62521c0e1f36a1e0cc8466aed14f22 100644
--- a/hunks/data/lineChart.js
+++ b/hunks/data/lineChart.js
@@ -22,32 +22,24 @@ import {
 } from '../hunks.js'
 
 
-function LineChart() {
+export default function LineChart() {
   Hunkify(this)
   //
-  let dtRef = new Input('reference', 'array', this)
-  this.inputs.push(dtRef)
+  let dtRef = this.input('reference', 'array')
   // how many to keep
-  let displayNum = new State('number', 'displayCount', 50)
-  this.states.push(displayNum)
+  let displayNum = this.state('number', 'displayCount', 50)
 
   // some global items,
   var datas = [
     [0, 0]
   ]
-  let uniqueDivId = ''
 
-  // to claim some space in the DOM, we make a handle for ourselv
-  this.dom = {}
+  // hack, likely there is a better way
+  let dom = this.document()
 
   this.init = () => {
-    console.log('INIT linechart')
-    // make a unique id, we use a flat d3 search to find and update this ...
-    uniqueDivId = 'linechart_div_' + Math.round(Math.random() * 1000)
-    this.dom = $('<div>').attr('id', uniqueDivId).get(0)
-  }
-
-  this.onload = () => {
+    let uid = `lineChart_${this.ind}_uid`
+    $(dom).attr('id', uid)
     // our vars,
     var margin = {
         top: 20,
@@ -81,9 +73,9 @@ function LineChart() {
         return d[1];
       })])
       if (thesvg) {
-        d3.select(`#${uniqueDivId}`).selectAll("*").remove()
+        d3.select(`#${uid}`).selectAll("*").remove()
       }
-      thesvg = d3.select(`#${uniqueDivId}`).append("svg")
+      thesvg = d3.select(`#${uid}`).append("svg")
         .attr("width", width + margin.left + margin.right)
         .attr("height", height + margin.top + margin.bottom)
         .append("g")
@@ -101,16 +93,10 @@ function LineChart() {
       thesvg.append("g")
         .call(d3.axisLeft(y))
     }
-    // so then
-    this.requestResize(1000, 520)
     // startup
     this.reloadDatas()
   }
 
-  this.onresize = () => {
-    console.log(this.dom.clientHeight, this.dom.clientWidth)
-  }
-
   // hmmm
   this.loop = () => {
     // pull and append
@@ -122,5 +108,3 @@ function LineChart() {
     }
   }
 }
-
-export default LineChart
diff --git a/hunks/data/openJSON.js b/hunks/data/openJSON.js
index 6295bf40eae639e64d801774545358a0c901ecbb..fbc3be651a075637401ed82a85d5fdc38ae90b36 100644
--- a/hunks/data/openJSON.js
+++ b/hunks/data/openJSON.js
@@ -38,23 +38,17 @@ export default function OpenJSON() {
     let reader = new FileReader()
     reader.onload = (evt) => {
       theRef = JSON.parse(evt.target.result)
-      // that's it,
       refUpdated = true
     }
     reader.readAsText(file)
   }
 
-  this.init = () => {
-    this.dom = $('<div>').get(0)
-  }
-
-  this.onload = () => {
-    let btn = $('<input type="file" accept=".json">').get(0)
-    $(btn).on('change', (evt) => {
-      readJSON(evt.target.files[0])
-    })
-    $(this.dom).append(btn)
-  }
+  let dom = this.document()
+  let btn = $('<input type="file" accept=".json">').get(0)
+  $(btn).on('change', (evt) => {
+    readJSON(evt.target.files[0])
+  })
+  dom.append(btn)
 
   this.loop = () => {
     if(refUpdated && !outRef.io()){
@@ -62,5 +56,4 @@ export default function OpenJSON() {
       refUpdated = false
     }
   }
-
 }
diff --git a/hunks/data/save.js b/hunks/data/save.js
index af2b3f75a1ce582b1e260d7686241ff88c03056c..1f8655701b2ce525fa566b419a949ec3a49d931a 100644
--- a/hunks/data/save.js
+++ b/hunks/data/save.js
@@ -1,7 +1,7 @@
 /*
 hunks/data/save.js
 
-write what-ever to JSON, ship 2 download 
+write what-ever to JSON, ship 2 download
 
 Jake Read at the Center for Bits and Atoms
 (c) Massachusetts Institute of Technology 2019
@@ -51,6 +51,7 @@ export default function Save(){
 
   svbutton.onChange = (val) => {
     dishit()
+    svbutton.set(false)
   }
 
   this.loop = () => {
diff --git a/hunks/math/polynomialFit.js b/hunks/math/polynomialFit.js
new file mode 100644
index 0000000000000000000000000000000000000000..6e36a229dbb8cdee802617b6f2ee8136c2901fd3
--- /dev/null
+++ b/hunks/math/polynomialFit.js
@@ -0,0 +1,70 @@
+/*
+hunks/x_adhoc/center.js
+
+find subpixel hotspot in grayscale image
+
+Jake Read at the Center for Bits and Atoms with Neil Gershenfeld and Leo McElroy
+(c) Massachusetts Institute of Technology 2019
+
+This work may be reproduced, modified, distributed, performed, and
+displayed for any purpose, but must acknowledge the squidworks and cuttlefish projects.
+Copyright is retained and must be preserved. The work is provided as is;
+no warranty is provided, and users accept all liability.
+*/
+
+import {
+  Hunkify,
+  Input,
+  Output,
+  State
+} from '../hunks.js'
+
+import REG from '../../libs/regression.js'
+
+export default function PolynomialFit() {
+  Hunkify(this)
+
+  let dataIn = this.input('reference', 'data')
+  let predict = this.input('number', 'predict')
+
+  let fitDisplay = this.output('reference', 'fit')
+  let pout = this.output('number', 'predict') // thruput,
+  let prediction = this.output('number', 'prediction')
+
+  let expression = this.state('string', 'result', '-')
+
+  this.init = () => {
+    expression.set('-')
+  }
+
+  let fit = null
+
+  this.loop = () => {
+    if (dataIn.io()) {
+      let datas = JSON.parse(JSON.stringify(dataIn.get()))
+      fit = REG.polynomial(datas, { order: 3, precision: 6 })
+      console.log(fit)
+      expression.set(fit.string)
+      // go-by to check, for x bounds of data, by .. 0.5 (arbitrary)
+      let min = Infinity
+      let max = -Infinity
+      for (let i in datas) {
+        if (datas[i][0] < min) min = datas[i][0]
+        if (datas[i][0] > max) max = datas[i][0]
+      }
+      let fdata = []
+      let count = 0
+      for (let i = min; i < max; i += 0.2) {
+        fdata.push(fit.predict(i))
+      }
+      if (!fitDisplay.io()) fitDisplay.put(JSON.parse(JSON.stringify(fdata)))
+    }
+    if (!fit) {
+      if(predict.io()) predict.get()
+    } else if (predict.io() && !prediction.io() && !pout.io()) {
+      let res = fit.predict(predict.get())
+      prediction.put(res[1])
+      pout.put(res[0])
+    }
+  }
+}
diff --git a/hunks/math/subtraction.js b/hunks/math/subtraction.js
new file mode 100644
index 0000000000000000000000000000000000000000..af9054d038edc2b697b1918263f4d7035a9cbd15
--- /dev/null
+++ b/hunks/math/subtraction.js
@@ -0,0 +1,33 @@
+/*
+hunks/math/absolutevalue.js
+
+Jake Read at the Center for Bits and Atoms
+(c) Massachusetts Institute of Technology 2019
+
+This work may be reproduced, modified, distributed, performed, and
+displayed for any purpose, but must acknowledge the squidworks and cuttlefish projects.
+Copyright is retained and must be preserved. The work is provided as is;
+no warranty is provided, and users accept all liability.
+*/
+
+
+import {
+  Hunkify,
+  Input,
+  Output,
+  State
+} from '../hunks.js'
+
+export default function Subtraction(){
+  Hunkify(this)
+
+  let a = this.input('number', 'a')
+  let b = this.input('number', 'b')
+  let c = this.output('number', 'c')
+
+  this.loop = () => {
+    if(a.io() && b.io() && !c.io()){
+      c.put(a.get() - b.get())
+    }
+  }
+}
diff --git a/hunks/statemachines/dex.js b/hunks/statemachines/dex.js
index bb1913dc2db267ff6c4648b15123724ccbab02b6..d9bda7216aadd0b8a1d0da94f969945cc2a2405a 100644
--- a/hunks/statemachines/dex.js
+++ b/hunks/statemachines/dex.js
@@ -39,61 +39,45 @@ import {
 export default function DEX() {
   Hunkify(this)
 
-  //let motorReturn = new Input('int32', 'motor return', this)
-  let loadcellReturn = new Input('int32', 'loadcell return', this)
-  this.inputs.push(loadcellReturn)
-
-  // to operate,
-  let motorOut = new Output('int32', 'motor output', this)
-  let loadcellTrigger = new Output('boolean', 'loadcell trigger', this)
-  this.outputs.push(motorOut, loadcellTrigger)
-  // to run,
-  let stressOut = new Output('number', 'current stress', this)
-  let strainOut = new Output('number', 'current strain', this)
-  this.outputs.push(stressOut, strainOut)
+  // to operate
+  let motorOut = this.output('int32', 'motor output', this)
+  // request a reading,
+  let loadcellTrigger = this.output('boolean', 'loadcell trigger', this)
+  // open loop displacement
+  let cdOut = this.output('number', 'displacement (um)')
+
+  // to config,
+  let runState = this.state('boolean', 'running', false)
+  let resetState = this.state('boolean', 'reset', false)
 
-  let byIncrement = (count) => {
-    return Math.round(count * umPerStep.value * 100) / 100
+  let stepsToIncrement = (steps) => {
+    // for this many steps,
+    return steps / stepsPerMM.value
   }
 
-  let shipIt = () => {
-    motorOut.put(Math.round(incrementSize.value / umPerStep.value))
-    loadcellTrigger.put(true)
+  let incrementToSteps = (increment) => {
+    return Math.ceil(increment * stepsPerMM.value)
   }
 
-  // to config,
-  let runState = new State('boolean', 'running', false)
-  let resetState = new State('boolean', 'reset', false)
   // movement sizes info,
-  let umPerStep = new State('number', 'displacement per step (um)', 4.23387)
-  let incrementSize = new State('number', 'increment (um)', byIncrement(5))
-  // loadcell info,
-  let newtonsPerTick = new State('number', 'newtons per tick', )
-  this.states.push(runState, umPerStep, incrementSize)
+  let stepsPerMM = this.state('number', 'steps per mm', 4960)
+  let incrementSize = this.state('number', 'increment (mm)', stepsToIncrement(100))
+
   // to run,
-  let currentDisplacement = new State('number', 'current stress', 0)
-  this.states.push(currentDisplacement)
-
-  runState.onChange = (value) => {
-    if (runState.value) {
-      runState.set(false)
-    } else {
-      if(!loadcellTrigger.io()){
-        shipIt()
-        runState.set(true)
-      } else {
-        // nope, donot set
-      }
-    }
-  }
+  let currentDisplacement = this.state('number', 'current displacement (mm)', 0)
+
+  // delay,
+  let stepDelay = this.state('number', 'delay(ms)', 500)
 
   resetState.onChange = (value) => {
     currentDisplacement.set(0)
+    runState.set(false)
+    resetState.set(false)
   }
 
   incrementSize.onChange = (value) => {
-    let count = Math.ceil(value / umPerStep.value)
-    incrementSize.set(byIncrement(count))
+    // from <um> in fixed steps, do stepsPerUm / value
+    incrementSize.set(incrementToSteps(value) / stepsPerMM.value)
   }
 
   this.init = () => {
@@ -101,19 +85,23 @@ export default function DEX() {
     runState.set(false)
   }
 
-  this.loop = () => {
-    // clear in pairs,
-    if(loadcellReturn.io()){
-      let strain = loadcellReturn.get()
+  let waiting = false
+  let shipIt = () => {
+    waiting = true
+    motorOut.put(Math.round(stepsPerMM.value * incrementSize.value))
+    setTimeout(() => {
+      loadcellTrigger.put(true)
       currentDisplacement.set(currentDisplacement.value + incrementSize.value)
-      if(!stressOut.io() && !strainOut.io()){
-        stressOut.put(currentDisplacement.value)
-        strainOut.put(strain)
-      }
-      if(runState.value){
-        shipIt()
-        // and
+      cdOut.put(currentDisplacement.value)
+      waiting = false
+    }, stepDelay.value)
+  }
 
+  this.loop = () => {
+    // if motor and loadcell trigger empty, release another round:
+    if(runState.value){
+      if(!loadcellTrigger.io() && !motorOut.io() && !cdOut.io() && !waiting){
+        shipIt()
       }
     }
   }
diff --git a/hunks/x_adhoc/open-dex-json.js b/hunks/x_adhoc/open-dex-json.js
index c5a1d3b53cc3a23e315765fb8ece1efd9d2c7fcc..41af80029a6c09020d52b727dc853f2e0cc4be05 100644
--- a/hunks/x_adhoc/open-dex-json.js
+++ b/hunks/x_adhoc/open-dex-json.js
@@ -1,7 +1,7 @@
 /*
 hunks/x_adhoc/vectorize.js
 
-bridge to the future 
+bridge to the future
 
 Jake Read at the Center for Bits and Atoms with Neil Gershenfeld and Leo McElroy
 (c) Massachusetts Institute of Technology 2019
diff --git a/test_files/dex_calibr.json b/test_files/dex_calibr.json
new file mode 100644
index 0000000000000000000000000000000000000000..9b6a69d0965ad472b3ccb039dfbf69bda77c17fb
--- /dev/null
+++ b/test_files/dex_calibr.json
@@ -0,0 +1,2322 @@
+[
+  [
+    68.72228134101739,
+    0.2
+  ],
+  [
+    68.3444816198201,
+    0.4
+  ],
+  [
+    67.61951739601592,
+    0.6000000000000001
+  ],
+  [
+    67.77979457774627,
+    0.8
+  ],
+  [
+    68.0796624951625,
+    1
+  ],
+  [
+    68.34491224429917,
+    1.2
+  ],
+  [
+    68.66898614579621,
+    1.4
+  ],
+  [
+    68.98944251832184,
+    1.5999999999999999
+  ],
+  [
+    69.20942821333465,
+    1.7999999999999998
+  ],
+  [
+    69.65288966989165,
+    1.9999999999999998
+  ],
+  [
+    69.84916792134159,
+    2.1999999999999997
+  ],
+  [
+    70.10359788920594,
+    2.4
+  ],
+  [
+    70.36765451697195,
+    2.6
+  ],
+  [
+    70.75726079267518,
+    2.8000000000000003
+  ],
+  [
+    71.01375658337436,
+    3.0000000000000004
+  ],
+  [
+    71.22896119719715,
+    3.2000000000000006
+  ],
+  [
+    71.65700293397084,
+    3.400000000000001
+  ],
+  [
+    71.88197769882383,
+    3.600000000000001
+  ],
+  [
+    72.08440113207777,
+    3.800000000000001
+  ],
+  [
+    72.60303982042718,
+    4.000000000000001
+  ],
+  [
+    72.81106972993851,
+    4.200000000000001
+  ],
+  [
+    73.03102659906938,
+    4.400000000000001
+  ],
+  [
+    73.28891283492658,
+    4.600000000000001
+  ],
+  [
+    73.94536231651401,
+    4.800000000000002
+  ],
+  [
+    74.0373160925701,
+    5.000000000000002
+  ],
+  [
+    74.18260617714505,
+    5.200000000000002
+  ],
+  [
+    74.64882457397253,
+    5.400000000000002
+  ],
+  [
+    74.80113509523537,
+    5.600000000000002
+  ],
+  [
+    75.0359108872453,
+    5.8000000000000025
+  ],
+  [
+    75.27522724414463,
+    6.000000000000003
+  ],
+  [
+    75.74400715763575,
+    6.200000000000003
+  ],
+  [
+    75.93136320066402,
+    6.400000000000003
+  ],
+  [
+    76.06774082497027,
+    6.600000000000003
+  ],
+  [
+    76.18570292688052,
+    6.800000000000003
+  ],
+  [
+    76.87300419838431,
+    7.0000000000000036
+  ],
+  [
+    77.09491261819153,
+    7.200000000000004
+  ],
+  [
+    77.75465075792773,
+    7.400000000000004
+  ],
+  [
+    77.78577721728915,
+    7.600000000000004
+  ],
+  [
+    78.03719516023675,
+    7.800000000000004
+  ],
+  [
+    78.08108270927052,
+    8.000000000000004
+  ],
+  [
+    78.31634121591436,
+    8.200000000000003
+  ],
+  [
+    78.76780617922003,
+    8.400000000000002
+  ],
+  [
+    79.20160156470693,
+    8.600000000000001
+  ],
+  [
+    79.60417039050449,
+    8.8
+  ],
+  [
+    79.83263351612459,
+    9
+  ],
+  [
+    80.07958514451308,
+    9.2
+  ],
+  [
+    80.29961698220914,
+    9.399999999999999
+  ],
+  [
+    80.72684154295379,
+    9.599999999999998
+  ],
+  [
+    80.9345009058989,
+    9.799999999999997
+  ],
+  [
+    81.16003754319723,
+    9.999999999999996
+  ],
+  [
+    81.58056026269915,
+    10.199999999999996
+  ],
+  [
+    81.99824927574366,
+    10.399999999999995
+  ],
+  [
+    82.07765105504619,
+    10.599999999999994
+  ],
+  [
+    82.28445343251364,
+    10.799999999999994
+  ],
+  [
+    82.6900004801271,
+    10.999999999999993
+  ],
+  [
+    82.90481311151174,
+    11.199999999999992
+  ],
+  [
+    82.96545112808488,
+    11.399999999999991
+  ],
+  [
+    83.15454633549487,
+    11.59999999999999
+  ],
+  [
+    83.71585065803596,
+    11.79999999999999
+  ],
+  [
+    84.01864794981192,
+    11.99999999999999
+  ],
+  [
+    84.29436487413584,
+    12.199999999999989
+  ],
+  [
+    84.74541591099205,
+    12.399999999999988
+  ],
+  [
+    84.95743172519309,
+    12.599999999999987
+  ],
+  [
+    85.20165945050843,
+    12.799999999999986
+  ],
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\ No newline at end of file