{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import h2o\n",
    "import numpy as np\n",
    "import matplotlib.patches as mpatches\n",
    "import matplotlib.pyplot as plt\n",
    "from h2o.estimators.glrm import H2OGeneralizedLowRankEstimator"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div style=\"overflow:auto\"><table style=\"width:50%\"><tr><td>H2O cluster uptime: </td>\n",
       "<td>7 seconds 288 milliseconds </td></tr>\n",
       "<tr><td>H2O cluster version: </td>\n",
       "<td>3.7.0.99999</td></tr>\n",
       "<tr><td>H2O cluster name: </td>\n",
       "<td>spIdea</td></tr>\n",
       "<tr><td>H2O cluster total nodes: </td>\n",
       "<td>1</td></tr>\n",
       "<tr><td>H2O cluster total free memory: </td>\n",
       "<td>12.44 GB</td></tr>\n",
       "<tr><td>H2O cluster total cores: </td>\n",
       "<td>8</td></tr>\n",
       "<tr><td>H2O cluster allowed cores: </td>\n",
       "<td>8</td></tr>\n",
       "<tr><td>H2O cluster healthy: </td>\n",
       "<td>True</td></tr>\n",
       "<tr><td>H2O Connection ip: </td>\n",
       "<td>127.0.0.1</td></tr>\n",
       "<tr><td>H2O Connection port: </td>\n",
       "<td>54321</td></tr>\n",
       "<tr><td>H2O Connection proxy: </td>\n",
       "<td>None</td></tr>\n",
       "<tr><td>Python Version: </td>\n",
       "<td>3.5.0</td></tr></table></div>"
      ],
      "text/plain": [
       "------------------------------  --------------------------\n",
       "H2O cluster uptime:             7 seconds 288 milliseconds\n",
       "H2O cluster version:            3.7.0.99999\n",
       "H2O cluster name:               spIdea\n",
       "H2O cluster total nodes:        1\n",
       "H2O cluster total free memory:  12.44 GB\n",
       "H2O cluster total cores:        8\n",
       "H2O cluster allowed cores:      8\n",
       "H2O cluster healthy:            True\n",
       "H2O Connection ip:              127.0.0.1\n",
       "H2O Connection port:            54321\n",
       "H2O Connection proxy:\n",
       "Python Version:                 3.5.0\n",
       "------------------------------  --------------------------"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "h2o.init()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Parse Progress: [##################################################] 100%\n",
      "Rows:151 Cols:124\n",
      "\n",
      "Chunk compression summary: \n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div style=\"overflow:auto\"><table style=\"width:50%\"><tr><td><b>chunk_type</b></td>\n",
       "<td><b>chunk_name</b></td>\n",
       "<td><b>count</b></td>\n",
       "<td><b>count_percentage</b></td>\n",
       "<td><b>size</b></td>\n",
       "<td><b>size_percentage</b></td></tr>\n",
       "<tr><td>C2S</td>\n",
       "<td>2-Byte Fractions</td>\n",
       "<td>1</td>\n",
       "<td>0.8064516</td>\n",
       "<td>    386  B</td>\n",
       "<td>0.4540642</td></tr>\n",
       "<tr><td>C4S</td>\n",
       "<td>4-Byte Fractions</td>\n",
       "<td>123</td>\n",
       "<td>99.19355</td>\n",
       "<td>   82.6 KB</td>\n",
       "<td>99.54594</td></tr></table></div>"
      ],
      "text/plain": [
       "chunk_type    chunk_name        count    count_percentage    size     size_percentage\n",
       "------------  ----------------  -------  ------------------  -------  -----------------\n",
       "C2S           2-Byte Fractions  1        0.806452            386  B   0.454064\n",
       "C4S           4-Byte Fractions  123      99.1936             82.6 KB  99.5459"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Frame distribution summary: \n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div style=\"overflow:auto\"><table style=\"width:50%\"><tr><td><b></b></td>\n",
       "<td><b>size</b></td>\n",
       "<td><b>number_of_rows</b></td>\n",
       "<td><b>number_of_chunks_per_column</b></td>\n",
       "<td><b>number_of_chunks</b></td></tr>\n",
       "<tr><td>172.16.2.84:54321</td>\n",
       "<td>   83.0 KB</td>\n",
       "<td>151.0</td>\n",
       "<td>1.0</td>\n",
       "<td>124.0</td></tr>\n",
       "<tr><td>mean</td>\n",
       "<td>   83.0 KB</td>\n",
       "<td>151.0</td>\n",
       "<td>1.0</td>\n",
       "<td>124.0</td></tr>\n",
       "<tr><td>min</td>\n",
       "<td>   83.0 KB</td>\n",
       "<td>151.0</td>\n",
       "<td>1.0</td>\n",
       "<td>124.0</td></tr>\n",
       "<tr><td>max</td>\n",
       "<td>   83.0 KB</td>\n",
       "<td>151.0</td>\n",
       "<td>1.0</td>\n",
       "<td>124.0</td></tr>\n",
       "<tr><td>stddev</td>\n",
       "<td>      0  B</td>\n",
       "<td>0.0</td>\n",
       "<td>0.0</td>\n",
       "<td>0.0</td></tr>\n",
       "<tr><td>total</td>\n",
       "<td>   83.0 KB</td>\n",
       "<td>151.0</td>\n",
       "<td>1.0</td>\n",
       "<td>124.0</td></tr></table></div>"
      ],
      "text/plain": [
       "                   size     number_of_rows    number_of_chunks_per_column    number_of_chunks\n",
       "-----------------  -------  ----------------  -----------------------------  ------------------\n",
       "172.16.2.84:54321  83.0 KB  151               1                              124\n",
       "mean               83.0 KB  151               1                              124\n",
       "min                83.0 KB  151               1                              124\n",
       "max                83.0 KB  151               1                              124\n",
       "stddev             0  B     0                 0                              0\n",
       "total              83.0 KB  151               1                              124"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<table>\n",
       "<tr><th>       </th><th>Time              </th><th>R.ASIS.X          </th><th>R.ASIS.Y          </th><th>R.ASIS.Z          </th><th>L.ASIS.X          </th><th>L.ASIS.Y          </th><th>L.ASIS.Z           </th><th>V.Sacral.X        </th><th>V.Sacral.Y        </th><th>V.Sacral.Z         </th><th>R.Thigh.Upper.X   </th><th>R.Thigh.Upper.Y  </th><th>R.Thigh.Upper.Z   </th><th>R.Thigh.Front.X  </th><th>R.Thigh.Front.Y   </th><th>R.Thigh.Front.Z   </th><th>R.Thigh.Rear.X    </th><th>R.Thigh.Rear.Y    </th><th>R.Thigh.Rear.Z    </th><th>L.Thigh.Upper.X   </th><th>L.Thigh.Upper.Y   </th><th>L.Thigh.Upper.Z    </th><th>L.Thigh.Front.X  </th><th>L.Thigh.Front.Y   </th><th>L.Thigh.Front.Z    </th><th>L.Thigh.Rear.X    </th><th>L.Thigh.Rear.Y    </th><th>L.Thigh.Rear.Z     </th><th>R.Shank.Upper.X   </th><th>R.Shank.Upper.Y   </th><th>R.Shank.Upper.Z   </th><th>R.Shank.Front.X   </th><th>R.Shank.Front.Y   </th><th>R.Shank.Front.Z   </th><th>R.Shank.Rear.X    </th><th>R.Shank.Rear.Y    </th><th>R.Shank.Rear.Z    </th><th>L.Shank.Upper.X   </th><th>L.Shank.Upper.Y   </th><th>L.Shank.Upper.Z    </th><th>L.Shank.Front.X   </th><th>L.Shank.Front.Y   </th><th>L.Shank.Front.Z    </th><th>L.Shank.Rear.X    </th><th>L.Shank.Rear.Y    </th><th>L.Shank.Rear.Z     </th><th>R.Heel.X          </th><th>R.Heel.Y          </th><th>R.Heel.Z          </th><th>R.Midfoot.Sup.X   </th><th>R.Midfoot.Sup.Y   </th><th>R.Midfoot.Sup.Z  </th><th>R.Midfoot.Lat.X   </th><th>R.Midfoot.Lat.Y   </th><th>R.Midfoot.Lat.Z   </th><th>R.Toe.Tip.X       </th><th>R.Toe.Tip.Y       </th><th>R.Toe.Tip.Z       </th><th>L.Heel.X          </th><th>L.Heel.Y          </th><th>L.Heel.Z           </th><th>L.Midfoot.Sup.X   </th><th>L.Midfoot.Sup.Y   </th><th>L.Midfoot.Sup.Z    </th><th>L.Midfoot.Lat.X  </th><th>L.Midfoot.Lat.Y   </th><th>L.Midfoot.Lat.Z    </th><th>L.Toe.Tip.X       </th><th>L.Toe.Tip.Y       </th><th>L.Toe.Tip.Z        </th><th>Sternum.X         </th><th>Sternum.Y         </th><th>Sternum.Z          </th><th>R.Acromium.X      </th><th>R.Acromium.Y      </th><th>R.Acromium.Z      </th><th>L.Acromium.X      </th><th>L.Acromium.Y      </th><th>L.Acromium.Z       </th><th>R.Bicep.X         </th><th>R.Bicep.Y         </th><th>R.Bicep.Z         </th><th>L.Bicep.X         </th><th>L.Bicep.Y         </th><th>L.Bicep.Z          </th><th>R.Elbow.X        </th><th>R.Elbow.Y         </th><th>R.Elbow.Z         </th><th>L.Elbow.X        </th><th>L.Elbow.Y         </th><th>L.Elbow.Z          </th><th>R.Wrist.Med.X    </th><th>R.Wrist.Med.Y     </th><th>R.Wrist.Med.Z     </th><th>R.Wrist.Lat.X     </th><th>R.Wrist.Lat.Y     </th><th>R.Wrist.Lat.Z     </th><th>L.Wrist.Med.X    </th><th>L.Wrist.Med.Y     </th><th>L.Wrist.Med.Z      </th><th>L.Wrist.Lat.X     </th><th>L.Wrist.Lat.Y    </th><th>L.Wrist.Lat.Z      </th><th>R.Toe.Lat.X       </th><th>R.Toe.Lat.Y       </th><th>R.Toe.Lat.Z       </th><th>R.Toe.Med.X       </th><th>R.Toe.Med.Y       </th><th>R.Toe.Med.Z       </th><th>L.Toe.Lat.X       </th><th>L.Toe.Lat.Y       </th><th>L.Toe.Lat.Z        </th><th>L.Toe.Med.X       </th><th>L.Toe.Med.Y       </th><th>L.Toe.Med.Z        </th><th>R.Temple.X        </th><th>R.Temple.Y        </th><th>R.Temple.Z        </th><th>L.Temple.X        </th><th>L.Temple.Y        </th><th>L.Temple.Z         </th><th>Top.Head.X       </th><th>Top.Head.Y        </th><th>Top.Head.Z         </th></tr>\n",
       "<tr><td>type   </td><td>real              </td><td>real              </td><td>real              </td><td>real              </td><td>real              </td><td>real              </td><td>real               </td><td>real              </td><td>real              </td><td>real               </td><td>real              </td><td>real             </td><td>real              </td><td>real             </td><td>real              </td><td>real              </td><td>real              </td><td>real              </td><td>real              </td><td>real              </td><td>real              </td><td>real               </td><td>real             </td><td>real              </td><td>real               </td><td>real              </td><td>real              </td><td>real               </td><td>real              </td><td>real              </td><td>real              </td><td>real              </td><td>real              </td><td>real              </td><td>real              </td><td>real              </td><td>real              </td><td>real              </td><td>real              </td><td>real               </td><td>real              </td><td>real              </td><td>real               </td><td>real              </td><td>real              </td><td>real               </td><td>real              </td><td>real              </td><td>real              </td><td>real              </td><td>real              </td><td>real             </td><td>real              </td><td>real              </td><td>real              </td><td>real              </td><td>real              </td><td>real              </td><td>real              </td><td>real              </td><td>real               </td><td>real              </td><td>real              </td><td>real               </td><td>real             </td><td>real              </td><td>real               </td><td>real              </td><td>real              </td><td>real               </td><td>real              </td><td>real              </td><td>real               </td><td>real              </td><td>real              </td><td>real              </td><td>real              </td><td>real              </td><td>real               </td><td>real              </td><td>real              </td><td>real              </td><td>real              </td><td>real              </td><td>real               </td><td>real             </td><td>real              </td><td>real              </td><td>real             </td><td>real              </td><td>real               </td><td>real             </td><td>real              </td><td>real              </td><td>real              </td><td>real              </td><td>real              </td><td>real             </td><td>real              </td><td>real               </td><td>real              </td><td>real             </td><td>real               </td><td>real              </td><td>real              </td><td>real              </td><td>real              </td><td>real              </td><td>real              </td><td>real              </td><td>real              </td><td>real               </td><td>real              </td><td>real              </td><td>real               </td><td>real              </td><td>real              </td><td>real              </td><td>real              </td><td>real              </td><td>real               </td><td>real             </td><td>real              </td><td>real               </td></tr>\n",
       "<tr><td>mins   </td><td>0.0               </td><td>588.9071700000001 </td><td>1042.5732400000002</td><td>107.79163000000001</td><td>600.01556         </td><td>1028.7249800000002</td><td>-152.53879         </td><td>399.40009000000003</td><td>1034.9012500000001</td><td>-21.440830000000002</td><td>481.83603000000005</td><td>732.70135        </td><td>169.71159         </td><td>535.63422        </td><td>657.21033         </td><td>74.20708          </td><td>443.03299000000004</td><td>613.54547         </td><td>168.15961000000001</td><td>468.19415000000004</td><td>737.7208300000001 </td><td>-194.25998         </td><td>550.69415        </td><td>684.75494         </td><td>-133.58800000000002</td><td>435.01773000000003</td><td>627.4998800000001 </td><td>-170.86086         </td><td>319.34705         </td><td>444.43289000000004</td><td>157.69023         </td><td>376.44724         </td><td>403.25574000000006</td><td>102.54192         </td><td>293.89526         </td><td>368.28577         </td><td>165.6133          </td><td>341.20230000000004</td><td>438.80435000000006</td><td>-172.96315         </td><td>365.72482         </td><td>375.95242         </td><td>-120.97533000000001</td><td>304.46347000000003</td><td>393.67728000000005</td><td>-173.38676         </td><td>68.60076000000001 </td><td>56.43383000000001 </td><td>59.94800000000001 </td><td>190.98845000000003</td><td>76.90237          </td><td>57.86759000000001</td><td>157.32503000000003</td><td>62.790000000000006</td><td>159.97461         </td><td>242.90858000000003</td><td>33.52863          </td><td>102.08940000000001</td><td>76.37951000000001 </td><td>58.7473           </td><td>-74.0361           </td><td>211.85968000000003</td><td>69.02702000000001 </td><td>-69.30095          </td><td>185.39088        </td><td>48.22646          </td><td>-140.09074         </td><td>254.42706         </td><td>36.65646          </td><td>-88.18266000000001 </td><td>627.3817700000001 </td><td>1342.8541300000002</td><td>-35.207950000000004</td><td>511.80032000000006</td><td>1427.4450700000002</td><td>164.48206000000002</td><td>551.72424         </td><td>1453.5893600000002</td><td>-249.89265000000003</td><td>485.94559000000004</td><td>1227.90454        </td><td>216.05853000000002</td><td>531.12134         </td><td>1217.6442900000002</td><td>-266.60974000000004</td><td>424.32767        </td><td>1129.09949        </td><td>242.29697000000002</td><td>460.03223        </td><td>1123.8029800000002</td><td>-304.79358         </td><td>535.8743900000001</td><td>889.81964         </td><td>262.1105          </td><td>486.99316000000005</td><td>876.5388200000001 </td><td>304.71069         </td><td>554.3527200000001</td><td>895.9242600000001 </td><td>-240.59163         </td><td>502.82971000000003</td><td>886.58942        </td><td>-300.87775000000005</td><td>179.7708          </td><td>33.33099          </td><td>181.24631000000002</td><td>218.04131         </td><td>36.963620000000006</td><td>71.79319000000001 </td><td>199.80693000000002</td><td>36.02512          </td><td>-153.13719         </td><td>228.04898000000003</td><td>42.970600000000005</td><td>-54.889030000000005</td><td>675.97009         </td><td>1562.28418        </td><td>44.154320000000006</td><td>683.5089700000001 </td><td>1567.2720900000002</td><td>-94.07465          </td><td>614.13971        </td><td>1740.3891600000002</td><td>-19.488380000000003</td></tr>\n",
       "<tr><td>mean   </td><td>1.2499999999999993</td><td>613.8130531125828 </td><td>1066.0396608609274</td><td>147.31687456953645</td><td>621.7555214569537 </td><td>1053.9635696688736</td><td>-113.08985682119204</td><td>419.6205819205298 </td><td>1059.0900681456953</td><td>21.623491456953648 </td><td>604.8936437086089 </td><td>752.1138705960262</td><td>198.39496721854303</td><td>673.9218970198674</td><td>697.9239713907289 </td><td>108.98507715231787</td><td>611.8222588741723 </td><td>633.8688175496687 </td><td>191.19985695364238</td><td>585.4907751655632 </td><td>756.9971207947021 </td><td>-165.26850715231774</td><td>678.6867554966889</td><td>728.6994552980129 </td><td>-105.36090649006627</td><td>595.9400021854307 </td><td>651.7901406622518 </td><td>-150.84564834437083</td><td>546.5949239735097 </td><td>475.6042311258279 </td><td>178.1610840397351 </td><td>612.0710297350994 </td><td>427.5346344370859 </td><td>128.65022192052976</td><td>542.2670986754965 </td><td>394.8237276821193 </td><td>183.7567350993378 </td><td>576.5967016556297 </td><td>453.5735939735099 </td><td>-145.61844165562923</td><td>613.3957888079467 </td><td>399.52025900662267</td><td>-93.8556917880795  </td><td>549.8781823841059 </td><td>417.99366589403985</td><td>-150.9459415231788 </td><td>416.54885291390724</td><td>129.3223385430464 </td><td>90.8570246357616  </td><td>548.3382341059602 </td><td>111.61077556291387</td><td>69.80901602649006</td><td>529.6942462913908 </td><td>98.34065304635762 </td><td>174.1893321854304 </td><td>666.8872204635761 </td><td>65.94589735099338 </td><td>120.55406225165562</td><td>434.3669011920529 </td><td>129.88390841059598</td><td>-51.12726761589405 </td><td>586.8231564900668 </td><td>102.77086682119207</td><td>-29.910332119205307</td><td>567.2420795364241</td><td>96.33869509933773 </td><td>-123.75095503311258</td><td>681.115977880795  </td><td>67.45840384105965 </td><td>-57.79152264900662 </td><td>644.3542851655633 </td><td>1368.8750156953645</td><td>7.558123708609271  </td><td>541.6915377483443 </td><td>1458.7166388741728</td><td>215.4138978807946 </td><td>579.5313996026489 </td><td>1480.7170782781461</td><td>-200.59946940397344</td><td>546.9539041721856 </td><td>1259.3373474172188</td><td>262.77322251655636</td><td>596.1424768874172 </td><td>1244.4854017218543</td><td>-229.89472728476827</td><td>504.1951813907285</td><td>1157.8487022516563</td><td>292.1369874172185 </td><td>548.2739773509936</td><td>1148.8425164238413</td><td>-267.9194196688743 </td><td>659.5054600662249</td><td>943.7589347682123 </td><td>282.792095960265  </td><td>620.8649145695368 </td><td>926.0463686754969 </td><td>331.2522522516555 </td><td>672.8674744370859</td><td>938.0977625827818 </td><td>-214.62415662251658</td><td>631.5193429801323 </td><td>921.9683218543047</td><td>-274.01243317880784</td><td>601.509835033112  </td><td>61.89592642384106 </td><td>194.6828558278145 </td><td>619.8241700000001 </td><td>68.4889279470199  </td><td>86.61932410596025 </td><td>618.3381468874173 </td><td>65.92961562913905 </td><td>-132.6487337748344 </td><td>638.6451865562915 </td><td>72.31719158940398 </td><td>-31.812834701986745</td><td>705.7277435761589 </td><td>1598.0397398675493</td><td>94.05463324503312 </td><td>718.7310321854308 </td><td>1603.0323291390728</td><td>-44.31930543046361 </td><td>698.879092384106 </td><td>1772.9682127152323</td><td>33.555429536423844 </td></tr>\n",
       "<tr><td>maxs   </td><td>2.5               </td><td>641.12048         </td><td>1091.43665        </td><td>180.07411000000002</td><td>661.46918         </td><td>1078.02356        </td><td>-80.37424          </td><td>451.5914          </td><td>1077.82214        </td><td>55.369930000000004 </td><td>692.8951400000001 </td><td>788.1136500000001</td><td>217.07512000000003</td><td>766.4453100000001</td><td>750.7237500000001 </td><td>136.25021         </td><td>728.6724200000001 </td><td>672.4224200000001 </td><td>209.89946         </td><td>674.53168         </td><td>783.71576         </td><td>-138.11635         </td><td>773.9770500000001</td><td>780.8144500000001 </td><td>-66.30186          </td><td>713.1610700000001 </td><td>681.3862300000001 </td><td>-123.18440000000001</td><td>719.6970200000001 </td><td>531.05676         </td><td>200.56787000000003</td><td>799.4701500000001 </td><td>457.5513          </td><td>154.56749000000002</td><td>751.88885         </td><td>458.64368         </td><td>202.59061000000003</td><td>764.30676         </td><td>494.35605000000004</td><td>-116.46951000000001</td><td>821.6690100000001 </td><td>425.57733         </td><td>-63.516540000000006</td><td>750.77588         </td><td>473.02411000000006</td><td>-124.50978         </td><td>812.50183         </td><td>320.70309000000003</td><td>108.16100000000002</td><td>935.61414         </td><td>198.72064         </td><td>86.30818000000001</td><td>934.44775         </td><td>211.37376         </td><td>188.70589         </td><td>1073.86951        </td><td>179.28133000000003</td><td>153.59363000000002</td><td>821.7641000000001 </td><td>321.80249000000003</td><td>-34.92287          </td><td>971.3176300000001 </td><td>178.00603         </td><td>-6.83138           </td><td>955.7309600000001</td><td>184.36398000000003</td><td>-104.36980000000001</td><td>1082.51477        </td><td>168.64880000000002</td><td>-32.923210000000005</td><td>673.89301         </td><td>1393.8880600000002</td><td>43.751630000000006 </td><td>573.6866500000001 </td><td>1486.25891        </td><td>262.06827000000004</td><td>609.36566         </td><td>1507.8101800000002</td><td>-155.85466000000002</td><td>593.64148         </td><td>1288.58093        </td><td>305.86801         </td><td>643.91699         </td><td>1271.7580600000001</td><td>-196.56128         </td><td>567.0025         </td><td>1193.1440400000001</td><td>339.82635000000005</td><td>608.93268        </td><td>1186.43945        </td><td>-230.94901000000002</td><td>772.61859        </td><td>1003.0836800000001</td><td>312.96448000000004</td><td>751.62823         </td><td>969.89471         </td><td>362.03549000000004</td><td>793.86859        </td><td>998.83923         </td><td>-188.33229000000003</td><td>768.9158900000001 </td><td>958.34167        </td><td>-249.44443         </td><td>1026.04944        </td><td>136.89597         </td><td>218.5173          </td><td>1029.85803        </td><td>153.3546          </td><td>113.45890000000001</td><td>1024.0694600000002</td><td>133.35187000000002</td><td>-111.9407          </td><td>1039.3868400000001</td><td>146.49858         </td><td>-9.441730000000002 </td><td>740.63611         </td><td>1640.0118400000001</td><td>139.15808         </td><td>754.6250600000001 </td><td>1647.8839100000002</td><td>0.84904            </td><td>752.89178        </td><td>1809.1491700000001</td><td>85.29955000000001  </td></tr>\n",
       "<tr><td>sigma  </td><td>0.7288982553598734</td><td>14.839950764155404</td><td>14.309995260225792</td><td>24.58383356023821 </td><td>15.367797078118171</td><td>14.028245351170598</td><td>24.36427629012695  </td><td>14.11243340170483 </td><td>12.724142243141308</td><td>23.931459574007416 </td><td>67.02559441274039 </td><td>14.41071510974762</td><td>15.398480374958389</td><td>76.65383069841089</td><td>25.896508105870957</td><td>17.975151713721452</td><td>95.48294582943252 </td><td>14.783405335394335</td><td>12.678240818405571</td><td>67.41798576873889 </td><td>11.610268329278464</td><td>17.763934708282942 </td><td>73.0400331790454 </td><td>26.215986775285437</td><td>21.086473319381238 </td><td>94.2449453288559  </td><td>12.023205339632502</td><td>13.804606160830287 </td><td>134.93061207505352</td><td>25.349861362058704</td><td>10.794140358502371</td><td>144.49890965116518</td><td>16.47320774925503 </td><td>12.011691455844378</td><td>154.7774818646732 </td><td>28.836401724643693</td><td>8.399348444790137 </td><td>142.95524692848494</td><td>17.082814312098368</td><td>14.879732446303096 </td><td>154.96788952075923</td><td>15.560029141241564</td><td>14.911113572072345 </td><td>151.594655659586  </td><td>25.435023343449412</td><td>13.275024941597394 </td><td>237.43944206830935</td><td>86.80343780253493 </td><td>9.298073657103735 </td><td>244.6407179572301 </td><td>37.91043095679009 </td><td>7.582862433872318</td><td>251.0617538001127 </td><td>44.41348608713427 </td><td>6.393457760711201 </td><td>267.4568938007459 </td><td>36.23264239834704 </td><td>13.613927648644092</td><td>241.49943110684558</td><td>83.28595104733681 </td><td>9.622767350801517  </td><td>252.60488599087827</td><td>30.581903744070164</td><td>12.50947521438336  </td><td>255.3742520395276</td><td>36.29889281644612 </td><td>9.253300952802068  </td><td>271.41405247323576</td><td>34.54637819120151 </td><td>13.739176761986469 </td><td>12.057560570460472</td><td>14.748920262780642</td><td>26.994429532604197 </td><td>15.75877414903572 </td><td>16.42509134119633 </td><td>32.91664846673709 </td><td>16.795593925312957</td><td>15.43515813813026 </td><td>31.807591147525685 </td><td>32.68904808090951 </td><td>16.857366037548523</td><td>29.30191109925967 </td><td>36.888188302031175</td><td>15.249894444342027</td><td>23.3207475248551   </td><td>45.85588288351911</td><td>18.356038206581573</td><td>31.267462014418022</td><td>50.64618869740734</td><td>17.77634010039676 </td><td>23.133037855069336 </td><td>78.9687004520418 </td><td>29.96213905357626 </td><td>13.839689939145192</td><td>88.31690351648665 </td><td>24.844944860775932</td><td>15.149844063476467</td><td>79.9007206581816 </td><td>27.513302322592743</td><td>13.241126271876562 </td><td>87.46500707322576 </td><td>19.77611640822137</td><td>13.554557493572418 </td><td>267.8100374532013 </td><td>31.250034295496672</td><td>8.970180907322444 </td><td>262.60427445553245</td><td>31.356169647526368</td><td>10.501730117970036</td><td>269.2384196846214 </td><td>30.699365566450513</td><td>10.984343378703137 </td><td>265.8516459251092 </td><td>28.943564085962965</td><td>11.776048533486595 </td><td>19.020666884881653</td><td>19.824961937210162</td><td>31.941916434696886</td><td>20.332981999928222</td><td>20.85224012111768 </td><td>31.71496888604484  </td><td>43.73646751802234</td><td>17.68386421119634 </td><td>34.45203578396963  </td></tr>\n",
       "<tr><td>zeros  </td><td>1                 </td><td>0                 </td><td>0                 </td><td>0                 </td><td>0                 </td><td>0                 </td><td>0                  </td><td>0                 </td><td>0                 </td><td>0                  </td><td>0                 </td><td>0                </td><td>0                 </td><td>0                </td><td>0                 </td><td>0                 </td><td>0                 </td><td>0                 </td><td>0                 </td><td>0                 </td><td>0                 </td><td>0                  </td><td>0                </td><td>0                 </td><td>0                  </td><td>0                 </td><td>0                 </td><td>0                  </td><td>0                 </td><td>0                 </td><td>0                 </td><td>0                 </td><td>0                 </td><td>0                 </td><td>0                 </td><td>0                 </td><td>0                 </td><td>0                 </td><td>0                 </td><td>0                  </td><td>0                 </td><td>0                 </td><td>0                  </td><td>0                 </td><td>0                 </td><td>0                  </td><td>0                 </td><td>0                 </td><td>0                 </td><td>0                 </td><td>0                 </td><td>0                </td><td>0                 </td><td>0                 </td><td>0                 </td><td>0                 </td><td>0                 </td><td>0                 </td><td>0                 </td><td>0                 </td><td>0                  </td><td>0                 </td><td>0                 </td><td>0                  </td><td>0                </td><td>0                 </td><td>0                  </td><td>0                 </td><td>0                 </td><td>0                  </td><td>0                 </td><td>0                 </td><td>0                  </td><td>0                 </td><td>0                 </td><td>0                 </td><td>0                 </td><td>0                 </td><td>0                  </td><td>0                 </td><td>0                 </td><td>0                 </td><td>0                 </td><td>0                 </td><td>0                  </td><td>0                </td><td>0                 </td><td>0                 </td><td>0                </td><td>0                 </td><td>0                  </td><td>0                </td><td>0                 </td><td>0                 </td><td>0                 </td><td>0                 </td><td>0                 </td><td>0                </td><td>0                 </td><td>0                  </td><td>0                 </td><td>0                </td><td>0                  </td><td>0                 </td><td>0                 </td><td>0                 </td><td>0                 </td><td>0                 </td><td>0                 </td><td>0                 </td><td>0                 </td><td>0                  </td><td>0                 </td><td>0                 </td><td>0                  </td><td>0                 </td><td>0                 </td><td>0                 </td><td>0                 </td><td>0                 </td><td>0                  </td><td>0                </td><td>0                 </td><td>0                  </td></tr>\n",
       "<tr><td>missing</td><td>0                 </td><td>0                 </td><td>0                 </td><td>0                 </td><td>0                 </td><td>0                 </td><td>0                  </td><td>0                 </td><td>0                 </td><td>0                  </td><td>0                 </td><td>0                </td><td>0                 </td><td>0                </td><td>0                 </td><td>0                 </td><td>0                 </td><td>0                 </td><td>0                 </td><td>0                 </td><td>0                 </td><td>0                  </td><td>0                </td><td>0                 </td><td>0                  </td><td>0                 </td><td>0                 </td><td>0                  </td><td>0                 </td><td>0                 </td><td>0                 </td><td>0                 </td><td>0                 </td><td>0                 </td><td>0                 </td><td>0                 </td><td>0                 </td><td>0                 </td><td>0                 </td><td>0                  </td><td>0                 </td><td>0                 </td><td>0                  </td><td>0                 </td><td>0                 </td><td>0                  </td><td>0                 </td><td>0                 </td><td>0                 </td><td>0                 </td><td>0                 </td><td>0                </td><td>0                 </td><td>0                 </td><td>0                 </td><td>0                 </td><td>0                 </td><td>0                 </td><td>0                 </td><td>0                 </td><td>0                  </td><td>0                 </td><td>0                 </td><td>0                  </td><td>0                </td><td>0                 </td><td>0                  </td><td>0                 </td><td>0                 </td><td>0                  </td><td>0                 </td><td>0                 </td><td>0                  </td><td>0                 </td><td>0                 </td><td>0                 </td><td>0                 </td><td>0                 </td><td>0                  </td><td>0                 </td><td>0                 </td><td>0                 </td><td>0                 </td><td>0                 </td><td>0                  </td><td>0                </td><td>0                 </td><td>0                 </td><td>0                </td><td>0                 </td><td>0                  </td><td>0                </td><td>0                 </td><td>0                 </td><td>0                 </td><td>0                 </td><td>0                 </td><td>0                </td><td>0                 </td><td>0                  </td><td>0                 </td><td>0                </td><td>0                  </td><td>0                 </td><td>0                 </td><td>0                 </td><td>0                 </td><td>0                 </td><td>0                 </td><td>0                 </td><td>0                 </td><td>0                  </td><td>0                 </td><td>0                 </td><td>0                  </td><td>0                 </td><td>0                 </td><td>0                 </td><td>0                 </td><td>0                 </td><td>0                  </td><td>0                </td><td>0                 </td><td>0                  </td></tr>\n",
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       "<tr><td>4      </td><td>0.067             </td><td>624.5884400000001 </td><td>1050.9283400000002</td><td>161.24614000000003</td><td>649.2541500000001 </td><td>1041.42517        </td><td>-98.48461          </td><td>438.82794         </td><td>1048.4510500000001</td><td>18.27267           </td><td>522.1684600000001 </td><td>738.2790500000001</td><td>206.22354         </td><td>577.19788        </td><td>661.2052600000001 </td><td>122.12227000000001</td><td>485.72040000000004</td><td>623.1875600000001 </td><td>197.99348         </td><td>669.0249600000001 </td><td>743.2103300000001 </td><td>-150.40512         </td><td>766.52637        </td><td>737.5761100000001 </td><td>-86.54853000000001 </td><td>706.44861         </td><td>641.32141         </td><td>-135.47997         </td><td>359.10043         </td><td>478.78271000000007</td><td>187.31071000000003</td><td>409.76855000000006</td><td>409.98972000000003</td><td>136.62299000000002</td><td>328.7959          </td><td>397.80103         </td><td>192.13521000000003</td><td>764.30676         </td><td>441.88095000000004</td><td>-129.77544         </td><td>819.4068000000001 </td><td>403.62671000000006</td><td>-75.05777          </td><td>749.6619900000001 </td><td>395.97159000000005</td><td>-137.4687          </td><td>104.66998000000001</td><td>154.01006         </td><td>107.811           </td><td>239.74205         </td><td>104.37802         </td><td>72.63148000000001</td><td>226.07957000000002</td><td>85.6586           </td><td>179.6458          </td><td>353.20926000000003</td><td>42.461980000000004</td><td>109.34061000000001</td><td>754.4303000000001 </td><td>71.63676000000001 </td><td>-49.6439           </td><td>920.41016         </td><td>91.70379000000001 </td><td>-20.19499          </td><td>907.7567700000001</td><td>83.828            </td><td>-119.12199000000001</td><td>1034.05762        </td><td>88.69792000000001 </td><td>-48.79842000000001 </td><td>666.13251         </td><td>1351.51563        </td><td>4.62811            </td><td>568.55597         </td><td>1448.6364700000001</td><td>211.90868         </td><td>600.1272600000001 </td><td>1460.2915         </td><td>-206.09744         </td><td>591.9776          </td><td>1249.31384        </td><td>263.23383         </td><td>590.4918200000001 </td><td>1223.49988        </td><td>-236.03795000000002</td><td>560.85986        </td><td>1144.38464        </td><td>300.73502         </td><td>528.6322         </td><td>1134.0450400000002</td><td>-271.92065         </td><td>750.1063200000001</td><td>955.1744400000001 </td><td>269.17526000000004</td><td>721.4677700000001 </td><td>930.05811         </td><td>323.39139         </td><td>633.41034        </td><td>904.0494400000001 </td><td>-227.97125000000003</td><td>586.0067700000001 </td><td>894.0228300000001</td><td>-285.90546         </td><td>292.77032         </td><td>33.78799          </td><td>194.14709000000002</td><td>306.88870000000003</td><td>38.662980000000005</td><td>80.80763          </td><td>971.7229600000001 </td><td>68.74927000000001 </td><td>-126.63988         </td><td>985.93829         </td><td>77.90832          </td><td>-24.668100000000003</td><td>737.62549         </td><td>1572.04834        </td><td>87.80447000000001 </td><td>750.3457000000001 </td><td>1572.99023        </td><td>-51.10457          </td><td>750.73419        </td><td>1748.2327900000003</td><td>25.321170000000002 </td></tr>\n",
       "<tr><td>5      </td><td>0.083             </td><td>628.15863         </td><td>1051.42017        </td><td>158.44899         </td><td>652.0412600000001 </td><td>1043.0465100000001</td><td>-101.85737         </td><td>441.57205000000005</td><td>1048.66125        </td><td>15.770330000000001 </td><td>526.8028          </td><td>738.1261000000001</td><td>205.65331         </td><td>584.08734        </td><td>660.5979600000001 </td><td>120.84705000000001</td><td>490.79364000000004</td><td>622.24158         </td><td>197.31982000000002</td><td>671.8154900000001 </td><td>744.8880600000001 </td><td>-152.9505          </td><td>766.9668         </td><td>739.8530300000001 </td><td>-85.03291          </td><td>709.17731         </td><td>643.2790500000001 </td><td>-136.13054000000002</td><td>366.04211000000004</td><td>481.02042000000006</td><td>188.67352000000002</td><td>413.34131         </td><td>408.71753         </td><td>136.33844000000002</td><td>330.84656         </td><td>400.64767         </td><td>193.43900000000002</td><td>759.47589         </td><td>442.17343000000005</td><td>-130.73776         </td><td>816.0654300000001 </td><td>402.27618         </td><td>-75.44473          </td><td>747.8853100000001 </td><td>396.32391         </td><td>-140.11632         </td><td>97.06428000000001 </td><td>169.38722         </td><td>108.16100000000002</td><td>228.38951000000003</td><td>110.30775000000001</td><td>73.80885         </td><td>212.84218         </td><td>91.66736          </td><td>179.95212         </td><td>335.07321         </td><td>41.768600000000006</td><td>108.90065000000001</td><td>738.8324          </td><td>72.80952          </td><td>-51.153690000000005</td><td>905.3363600000001 </td><td>86.73385          </td><td>-21.041400000000003</td><td>893.1098000000001</td><td>79.00209000000001 </td><td>-119.56252         </td><td>1019.0333300000001</td><td>78.89088000000001 </td><td>-49.1244           </td><td>667.7838700000001 </td><td>1352.00989        </td><td>-0.13134           </td><td>570.7625700000001 </td><td>1450.0266100000001</td><td>206.86226000000002</td><td>600.59558         </td><td>1460.49719        </td><td>-211.40720000000002</td><td>590.9401200000001 </td><td>1250.75122        </td><td>259.04285000000004</td><td>593.76056         </td><td>1223.0832500000001</td><td>-239.71443000000002</td><td>558.8460100000001</td><td>1145.6374500000002</td><td>295.84277000000003</td><td>533.79944        </td><td>1131.9671600000001</td><td>-274.53073         </td><td>742.8613300000001</td><td>950.51917         </td><td>268.83356000000003</td><td>712.263           </td><td>929.0300900000001 </td><td>323.78958         </td><td>635.94586        </td><td>902.42853         </td><td>-228.98778000000001</td><td>588.33478         </td><td>891.7572600000001</td><td>-287.01593         </td><td>276.40588         </td><td>34.303540000000005</td><td>194.01968000000002</td><td>290.22995000000003</td><td>39.311170000000004</td><td>80.83173000000001 </td><td>955.8700600000001 </td><td>60.793510000000005</td><td>-127.01521000000001</td><td>970.42456         </td><td>70.22808          </td><td>-25.11532          </td><td>738.6120000000001 </td><td>1573.1033900000002</td><td>82.11092000000001 </td><td>751.77826         </td><td>1575.6268300000002</td><td>-55.8147           </td><td>751.36084        </td><td>1749.5825200000002</td><td>19.812450000000002 </td></tr>\n",
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       "</table>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from h2o.utils.shared_utils import _locate # private function. used to find files within h2o git project directory.\n",
    "\n",
    "# Import walking gait data\n",
    "gait = h2o.upload_file(path=_locate(\"smalldata/glrm_test/subject01_walk1.csv\"))\n",
    "gait.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "glrm Model Build Progress: [##################################################] 100%\n",
      "Model Details\n",
      "=============\n",
      "H2OGeneralizedLowRankEstimator :  Beta - Generalized Low Rank Model\n",
      "Model Key:  GLRM_model_python_1449616108681_4\n",
      "\n",
      "Model Summary: \n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div style=\"overflow:auto\"><table style=\"width:50%\"><tr><td><b></b></td>\n",
       "<td><b>number_of_iterations</b></td>\n",
       "<td><b>final_step_size</b></td>\n",
       "<td><b>final_objective_value</b></td></tr>\n",
       "<tr><td></td>\n",
       "<td>15.0</td>\n",
       "<td>0.0000336</td>\n",
       "<td>348858.1320175</td></tr></table></div>"
      ],
      "text/plain": [
       "    number_of_iterations    final_step_size    final_objective_value\n",
       "--  ----------------------  -----------------  -----------------------\n",
       "    15                      3.36077e-05        348858"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "ModelMetricsGLRM: glrm\n",
      "** Reported on train data. **\n",
      "\n",
      "MSE: NaN\n",
      "Sum of Squared Error (Numeric): 348858.1373928058\n",
      "Misclassification Error (Categorical): 0.0\n",
      "\n",
      "Scoring History: \n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div style=\"overflow:auto\"><table style=\"width:50%\"><tr><td><b></b></td>\n",
       "<td><b>timestamp</b></td>\n",
       "<td><b>duration</b></td>\n",
       "<td><b>iteration</b></td>\n",
       "<td><b>step_size</b></td>\n",
       "<td><b>objective</b></td></tr>\n",
       "<tr><td></td>\n",
       "<td>2015-12-08 15:08:53</td>\n",
       "<td> 0.567 sec</td>\n",
       "<td>0.0</td>\n",
       "<td>1.05</td>\n",
       "<td>355953.0495218</td></tr>\n",
       "<tr><td></td>\n",
       "<td>2015-12-08 15:08:53</td>\n",
       "<td> 0.654 sec</td>\n",
       "<td>1.0</td>\n",
       "<td>0.7000000</td>\n",
       "<td>355953.0495218</td></tr>\n",
       "<tr><td></td>\n",
       "<td>2015-12-08 15:08:53</td>\n",
       "<td> 0.696 sec</td>\n",
       "<td>2.0</td>\n",
       "<td>0.4666667</td>\n",
       "<td>355953.0495218</td></tr>\n",
       "<tr><td></td>\n",
       "<td>2015-12-08 15:08:53</td>\n",
       "<td> 0.738 sec</td>\n",
       "<td>3.0</td>\n",
       "<td>0.3111111</td>\n",
       "<td>355953.0495218</td></tr>\n",
       "<tr><td></td>\n",
       "<td>2015-12-08 15:08:53</td>\n",
       "<td> 0.751 sec</td>\n",
       "<td>4.0</td>\n",
       "<td>0.1555556</td>\n",
       "<td>355953.0495218</td></tr>\n",
       "<tr><td></td>\n",
       "<td>2015-12-08 15:08:53</td>\n",
       "<td> 0.764 sec</td>\n",
       "<td>5.0</td>\n",
       "<td>0.0518519</td>\n",
       "<td>355953.0495218</td></tr>\n",
       "<tr><td></td>\n",
       "<td>2015-12-08 15:08:53</td>\n",
       "<td> 0.777 sec</td>\n",
       "<td>6.0</td>\n",
       "<td>0.0129630</td>\n",
       "<td>355953.0495218</td></tr>\n",
       "<tr><td></td>\n",
       "<td>2015-12-08 15:08:53</td>\n",
       "<td> 0.790 sec</td>\n",
       "<td>7.0</td>\n",
       "<td>0.0136111</td>\n",
       "<td>348858.1320175</td></tr>\n",
       "<tr><td></td>\n",
       "<td>2015-12-08 15:08:53</td>\n",
       "<td> 0.804 sec</td>\n",
       "<td>8.0</td>\n",
       "<td>0.0090741</td>\n",
       "<td>348858.1320175</td></tr>\n",
       "<tr><td></td>\n",
       "<td>2015-12-08 15:08:53</td>\n",
       "<td> 0.819 sec</td>\n",
       "<td>9.0</td>\n",
       "<td>0.0060494</td>\n",
       "<td>348858.1320175</td></tr>\n",
       "<tr><td></td>\n",
       "<td>2015-12-08 15:08:53</td>\n",
       "<td> 0.832 sec</td>\n",
       "<td>10.0</td>\n",
       "<td>0.0040329</td>\n",
       "<td>348858.1320175</td></tr>\n",
       "<tr><td></td>\n",
       "<td>2015-12-08 15:08:53</td>\n",
       "<td> 0.845 sec</td>\n",
       "<td>11.0</td>\n",
       "<td>0.0020165</td>\n",
       "<td>348858.1320175</td></tr>\n",
       "<tr><td></td>\n",
       "<td>2015-12-08 15:08:53</td>\n",
       "<td> 0.857 sec</td>\n",
       "<td>12.0</td>\n",
       "<td>0.0006722</td>\n",
       "<td>348858.1320175</td></tr>\n",
       "<tr><td></td>\n",
       "<td>2015-12-08 15:08:53</td>\n",
       "<td> 0.870 sec</td>\n",
       "<td>13.0</td>\n",
       "<td>0.0001680</td>\n",
       "<td>348858.1320175</td></tr>\n",
       "<tr><td></td>\n",
       "<td>2015-12-08 15:08:53</td>\n",
       "<td> 0.883 sec</td>\n",
       "<td>14.0</td>\n",
       "<td>0.0000336</td>\n",
       "<td>348858.1320175</td></tr></table></div>"
      ],
      "text/plain": [
       "    timestamp            duration    iteration    step_size    objective\n",
       "--  -------------------  ----------  -----------  -----------  -----------\n",
       "    2015-12-08 15:08:53  0.567 sec   0            1.05         355953\n",
       "    2015-12-08 15:08:53  0.654 sec   1            0.7          355953\n",
       "    2015-12-08 15:08:53  0.696 sec   2            0.466667     355953\n",
       "    2015-12-08 15:08:53  0.738 sec   3            0.311111     355953\n",
       "    2015-12-08 15:08:53  0.751 sec   4            0.155556     355953\n",
       "    2015-12-08 15:08:53  0.764 sec   5            0.0518519    355953\n",
       "    2015-12-08 15:08:53  0.777 sec   6            0.012963     355953\n",
       "    2015-12-08 15:08:53  0.790 sec   7            0.0136111    348858\n",
       "    2015-12-08 15:08:53  0.804 sec   8            0.00907407   348858\n",
       "    2015-12-08 15:08:53  0.819 sec   9            0.00604938   348858\n",
       "    2015-12-08 15:08:53  0.832 sec   10           0.00403292   348858\n",
       "    2015-12-08 15:08:53  0.845 sec   11           0.00201646   348858\n",
       "    2015-12-08 15:08:53  0.857 sec   12           0.000672154  348858\n",
       "    2015-12-08 15:08:53  0.870 sec   13           0.000168038  348858\n",
       "    2015-12-08 15:08:53  0.883 sec   14           3.36077e-05  348858"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Basic GLRM using quadratic loss and no regularization (PCA)\n",
    "model = H2OGeneralizedLowRankEstimator(k=10, loss=\"Quadratic\", regularization_x=\"None\", regularization_y=\"None\", max_iterations=1000)\n",
    "model.train(x=list(range(1,gait.ncol)), training_frame=gait)\n",
    "model.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                timestamp    duration  iteration  step_size      objective\n",
      "0     2015-12-08 15:08:53   0.567 sec          0   1.050000  355953.049522\n",
      "1     2015-12-08 15:08:53   0.654 sec          1   0.700000  355953.049522\n",
      "2     2015-12-08 15:08:53   0.696 sec          2   0.466667  355953.049522\n",
      "3     2015-12-08 15:08:53   0.738 sec          3   0.311111  355953.049522\n",
      "4     2015-12-08 15:08:53   0.751 sec          4   0.155556  355953.049522\n",
      "5     2015-12-08 15:08:53   0.764 sec          5   0.051852  355953.049522\n",
      "6     2015-12-08 15:08:53   0.777 sec          6   0.012963  355953.049522\n",
      "7     2015-12-08 15:08:53   0.790 sec          7   0.013611  348858.132018\n",
      "8     2015-12-08 15:08:53   0.804 sec          8   0.009074  348858.132018\n",
      "9     2015-12-08 15:08:53   0.819 sec          9   0.006049  348858.132018\n",
      "10    2015-12-08 15:08:53   0.832 sec         10   0.004033  348858.132018\n",
      "11    2015-12-08 15:08:53   0.845 sec         11   0.002016  348858.132018\n",
      "12    2015-12-08 15:08:53   0.857 sec         12   0.000672  348858.132018\n",
      "13    2015-12-08 15:08:53   0.870 sec         13   0.000168  348858.132018\n",
      "14    2015-12-08 15:08:53   0.883 sec         14   0.000034  348858.132018\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Library/Frameworks/Python.framework/Versions/3.5/lib/python3.5/site-packages/pandas/__init__.py:7: DeprecationWarning: bad escape \\s\n",
      "  from pandas import hashtable, tslib, lib\n"
     ]
    }
   ],
   "source": [
    "# Plot objective function value each iteration\n",
    "model_score = model.score_history()\n",
    "plt.xlabel(\"Iteration\")\n",
    "plt.ylabel(\"Objective\")\n",
    "plt.title(\"Objective Function Value per Iteration\")\n",
    "print(model_score)\n",
    "plt.plot(model_score[\"iteration\"], model_score[\"objective\"])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Archetypes: \n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div style=\"overflow:auto\"><table style=\"width:50%\"><tr><td><b></b></td>\n",
       "<td><b>rasisx</b></td>\n",
       "<td><b>rasisy</b></td>\n",
       "<td><b>rasisz</b></td>\n",
       "<td><b>lasisx</b></td>\n",
       "<td><b>lasisy</b></td>\n",
       "<td><b>lasisz</b></td>\n",
       "<td><b>vsacralx</b></td>\n",
       "<td><b>vsacraly</b></td>\n",
       "<td><b>vsacralz</b></td>\n",
       "<td><b>rthighupperx</b></td>\n",
       "<td><b>rthighuppery</b></td>\n",
       "<td><b>rthighupperz</b></td>\n",
       "<td><b>rthighfrontx</b></td>\n",
       "<td><b>rthighfronty</b></td>\n",
       "<td><b>rthighfrontz</b></td>\n",
       "<td><b>rthighrearx</b></td>\n",
       "<td><b>rthighreary</b></td>\n",
       "<td><b>rthighrearz</b></td>\n",
       "<td><b>lthighupperx</b></td>\n",
       "<td><b>lthighuppery</b></td>\n",
       "<td><b>lthighupperz</b></td>\n",
       "<td><b>lthighfrontx</b></td>\n",
       "<td><b>lthighfronty</b></td>\n",
       "<td><b>lthighfrontz</b></td>\n",
       "<td><b>lthighrearx</b></td>\n",
       "<td><b>lthighreary</b></td>\n",
       "<td><b>lthighrearz</b></td>\n",
       "<td><b>rshankupperx</b></td>\n",
       "<td><b>rshankuppery</b></td>\n",
       "<td><b>rshankupperz</b></td>\n",
       "<td><b>rshankfrontx</b></td>\n",
       "<td><b>rshankfronty</b></td>\n",
       "<td><b>rshankfrontz</b></td>\n",
       "<td><b>rshankrearx</b></td>\n",
       "<td><b>rshankreary</b></td>\n",
       "<td><b>rshankrearz</b></td>\n",
       "<td><b>lshankupperx</b></td>\n",
       "<td><b>lshankuppery</b></td>\n",
       "<td><b>lshankupperz</b></td>\n",
       "<td><b>lshankfrontx</b></td>\n",
       "<td><b>lshankfronty</b></td>\n",
       "<td><b>lshankfrontz</b></td>\n",
       "<td><b>lshankrearx</b></td>\n",
       "<td><b>lshankreary</b></td>\n",
       "<td><b>lshankrearz</b></td>\n",
       "<td><b>rheelx</b></td>\n",
       "<td><b>rheely</b></td>\n",
       "<td><b>rheelz</b></td>\n",
       "<td><b>rmidfootsupx</b></td>\n",
       "<td><b>rmidfootsupy</b></td>\n",
       "<td><b>rmidfootsupz</b></td>\n",
       "<td><b>rmidfootlatx</b></td>\n",
       "<td><b>rmidfootlaty</b></td>\n",
       "<td><b>rmidfootlatz</b></td>\n",
       "<td><b>rtoetipx</b></td>\n",
       "<td><b>rtoetipy</b></td>\n",
       "<td><b>rtoetipz</b></td>\n",
       "<td><b>lheelx</b></td>\n",
       "<td><b>lheely</b></td>\n",
       "<td><b>lheelz</b></td>\n",
       "<td><b>lmidfootsupx</b></td>\n",
       "<td><b>lmidfootsupy</b></td>\n",
       "<td><b>lmidfootsupz</b></td>\n",
       "<td><b>lmidfootlatx</b></td>\n",
       "<td><b>lmidfootlaty</b></td>\n",
       "<td><b>lmidfootlatz</b></td>\n",
       "<td><b>ltoetipx</b></td>\n",
       "<td><b>ltoetipy</b></td>\n",
       "<td><b>ltoetipz</b></td>\n",
       "<td><b>sternumx</b></td>\n",
       "<td><b>sternumy</b></td>\n",
       "<td><b>sternumz</b></td>\n",
       "<td><b>racromiumx</b></td>\n",
       "<td><b>racromiumy</b></td>\n",
       "<td><b>racromiumz</b></td>\n",
       "<td><b>lacromiumx</b></td>\n",
       "<td><b>lacromiumy</b></td>\n",
       "<td><b>lacromiumz</b></td>\n",
       "<td><b>rbicepx</b></td>\n",
       "<td><b>rbicepy</b></td>\n",
       "<td><b>rbicepz</b></td>\n",
       "<td><b>lbicepx</b></td>\n",
       "<td><b>lbicepy</b></td>\n",
       "<td><b>lbicepz</b></td>\n",
       "<td><b>relbowx</b></td>\n",
       "<td><b>relbowy</b></td>\n",
       "<td><b>relbowz</b></td>\n",
       "<td><b>lelbowx</b></td>\n",
       "<td><b>lelbowy</b></td>\n",
       "<td><b>lelbowz</b></td>\n",
       "<td><b>rwristmedx</b></td>\n",
       "<td><b>rwristmedy</b></td>\n",
       "<td><b>rwristmedz</b></td>\n",
       "<td><b>rwristlatx</b></td>\n",
       "<td><b>rwristlaty</b></td>\n",
       "<td><b>rwristlatz</b></td>\n",
       "<td><b>lwristmedx</b></td>\n",
       "<td><b>lwristmedy</b></td>\n",
       "<td><b>lwristmedz</b></td>\n",
       "<td><b>lwristlatx</b></td>\n",
       "<td><b>lwristlaty</b></td>\n",
       "<td><b>lwristlatz</b></td>\n",
       "<td><b>rtoelatx</b></td>\n",
       "<td><b>rtoelaty</b></td>\n",
       "<td><b>rtoelatz</b></td>\n",
       "<td><b>rtoemedx</b></td>\n",
       "<td><b>rtoemedy</b></td>\n",
       "<td><b>rtoemedz</b></td>\n",
       "<td><b>ltoelatx</b></td>\n",
       "<td><b>ltoelaty</b></td>\n",
       "<td><b>ltoelatz</b></td>\n",
       "<td><b>ltoemedx</b></td>\n",
       "<td><b>ltoemedy</b></td>\n",
       "<td><b>ltoemedz</b></td>\n",
       "<td><b>rtemplex</b></td>\n",
       "<td><b>rtempley</b></td>\n",
       "<td><b>rtemplez</b></td>\n",
       "<td><b>ltemplex</b></td>\n",
       "<td><b>ltempley</b></td>\n",
       "<td><b>ltemplez</b></td>\n",
       "<td><b>topheadx</b></td>\n",
       "<td><b>topheady</b></td>\n",
       "<td><b>topheadz</b></td></tr>\n",
       "<tr><td>Arch1</td>\n",
       "<td>621.6713065</td>\n",
       "<td>1048.2620315</td>\n",
       "<td>133.4901539</td>\n",
       "<td>615.5068014</td>\n",
       "<td>1033.0559144</td>\n",
       "<td>-127.3249604</td>\n",
       "<td>422.3010187</td>\n",
       "<td>1039.3311698</td>\n",
       "<td>23.9916929</td>\n",
       "<td>677.9077713</td>\n",
       "<td>745.2359858</td>\n",
       "<td>183.6165917</td>\n",
       "<td>751.5407605</td>\n",
       "<td>708.8190857</td>\n",
       "<td>85.8669938</td>\n",
       "<td>714.9199592</td>\n",
       "<td>628.8919945</td>\n",
       "<td>172.9792022</td>\n",
       "<td>491.6974331</td>\n",
       "<td>748.0352586</td>\n",
       "<td>-176.5444658</td>\n",
       "<td>577.9833225</td>\n",
       "<td>688.2070783</td>\n",
       "<td>-125.9739089</td>\n",
       "<td>464.6331549</td>\n",
       "<td>642.6093090</td>\n",
       "<td>-161.5115018</td>\n",
       "<td>708.9182420</td>\n",
       "<td>452.2102315</td>\n",
       "<td>164.2361196</td>\n",
       "<td>790.1661435</td>\n",
       "<td>432.4031850</td>\n",
       "<td>107.5173424</td>\n",
       "<td>740.1051821</td>\n",
       "<td>371.0316842</td>\n",
       "<td>171.6187504</td>\n",
       "<td>367.8792640</td>\n",
       "<td>449.5535716</td>\n",
       "<td>-160.2471431</td>\n",
       "<td>384.7401405</td>\n",
       "<td>380.2187774</td>\n",
       "<td>-109.9882912</td>\n",
       "<td>327.5245402</td>\n",
       "<td>423.9096831</td>\n",
       "<td>-164.9452021</td>\n",
       "<td>719.4995670</td>\n",
       "<td>63.5177715</td>\n",
       "<td>91.9592505</td>\n",
       "<td>860.1789686</td>\n",
       "<td>90.8701526</td>\n",
       "<td>64.3472298</td>\n",
       "<td>851.4034715</td>\n",
       "<td>74.1125331</td>\n",
       "<td>170.5560589</td>\n",
       "<td>1003.8905124</td>\n",
       "<td>86.4455111</td>\n",
       "<td>110.6376011</td>\n",
       "<td>93.6831750</td>\n",
       "<td>172.1374843</td>\n",
       "<td>-65.8219666</td>\n",
       "<td>238.6338214</td>\n",
       "<td>96.1832044</td>\n",
       "<td>-39.2259827</td>\n",
       "<td>216.0619482</td>\n",
       "<td>83.0190708</td>\n",
       "<td>-130.8644653</td>\n",
       "<td>314.1032939</td>\n",
       "<td>40.2095284</td>\n",
       "<td>-54.8556928</td>\n",
       "<td>645.1744708</td>\n",
       "<td>1349.6825731</td>\n",
       "<td>14.1055471</td>\n",
       "<td>533.6028032</td>\n",
       "<td>1431.4791643</td>\n",
       "<td>221.3034325</td>\n",
       "<td>588.1128270</td>\n",
       "<td>1467.8999934</td>\n",
       "<td>-192.0455374</td>\n",
       "<td>518.2104710</td>\n",
       "<td>1232.1980946</td>\n",
       "<td>261.1467572</td>\n",
       "<td>624.5078043</td>\n",
       "<td>1233.5631029</td>\n",
       "<td>-225.2898889</td>\n",
       "<td>462.7858752</td>\n",
       "<td>1133.3782844</td>\n",
       "<td>281.9244445</td>\n",
       "<td>589.2701581</td>\n",
       "<td>1132.8335881</td>\n",
       "<td>-269.5169838</td>\n",
       "<td>593.6910401</td>\n",
       "<td>897.8267756</td>\n",
       "<td>286.0961668</td>\n",
       "<td>546.6157188</td>\n",
       "<td>883.6894409</td>\n",
       "<td>329.4463136</td>\n",
       "<td>743.9148675</td>\n",
       "<td>941.8812630</td>\n",
       "<td>-206.0179552</td>\n",
       "<td>709.1389759</td>\n",
       "<td>917.8794644</td>\n",
       "<td>-267.8624985</td>\n",
       "<td>939.9299237</td>\n",
       "<td>61.4480957</td>\n",
       "<td>188.3447281</td>\n",
       "<td>950.6636467</td>\n",
       "<td>73.2870745</td>\n",
       "<td>78.9473380</td>\n",
       "<td>250.9257316</td>\n",
       "<td>40.5592593</td>\n",
       "<td>-133.0426758</td>\n",
       "<td>277.9837237</td>\n",
       "<td>47.1456598</td>\n",
       "<td>-32.3847692</td>\n",
       "<td>702.5834001</td>\n",
       "<td>1581.7807945</td>\n",
       "<td>104.8768478</td>\n",
       "<td>716.7306585</td>\n",
       "<td>1588.8031621</td>\n",
       "<td>-33.1485482</td>\n",
       "<td>689.1071272</td>\n",
       "<td>1756.9899919</td>\n",
       "<td>46.0475382</td></tr>\n",
       "<tr><td>Arch2</td>\n",
       "<td>619.7837190</td>\n",
       "<td>1078.3025423</td>\n",
       "<td>174.1246591</td>\n",
       "<td>619.0686055</td>\n",
       "<td>1071.1565661</td>\n",
       "<td>-86.6594762</td>\n",
       "<td>420.5943860</td>\n",
       "<td>1071.6648735</td>\n",
       "<td>52.4754864</td>\n",
       "<td>592.4901735</td>\n",
       "<td>753.8104726</td>\n",
       "<td>214.3138913</td>\n",
       "<td>653.3599472</td>\n",
       "<td>695.7736452</td>\n",
       "<td>118.6715687</td>\n",
       "<td>587.9538695</td>\n",
       "<td>631.4165123</td>\n",
       "<td>201.1934359</td>\n",
       "<td>642.4117382</td>\n",
       "<td>772.3886659</td>\n",
       "<td>-152.7867810</td>\n",
       "<td>747.3968327</td>\n",
       "<td>763.9965922</td>\n",
       "<td>-102.5076994</td>\n",
       "<td>680.3423393</td>\n",
       "<td>668.8320100</td>\n",
       "<td>-146.9432304</td>\n",
       "<td>520.7184940</td>\n",
       "<td>458.2580642</td>\n",
       "<td>184.2508636</td>\n",
       "<td>593.7726010</td>\n",
       "<td>418.5046420</td>\n",
       "<td>129.4717148</td>\n",
       "<td>527.4786262</td>\n",
       "<td>371.5722063</td>\n",
       "<td>187.4807169</td>\n",
       "<td>659.1621641</td>\n",
       "<td>487.2936582</td>\n",
       "<td>-148.0180332</td>\n",
       "<td>674.4892439</td>\n",
       "<td>418.6292286</td>\n",
       "<td>-97.9492914</td>\n",
       "<td>617.4992227</td>\n",
       "<td>463.7163203</td>\n",
       "<td>-151.1343456</td>\n",
       "<td>424.3607925</td>\n",
       "<td>71.1733765</td>\n",
       "<td>93.9099721</td>\n",
       "<td>568.5338209</td>\n",
       "<td>78.1706102</td>\n",
       "<td>64.1311853</td>\n",
       "<td>558.0237021</td>\n",
       "<td>62.8728555</td>\n",
       "<td>171.0553316</td>\n",
       "<td>710.9910469</td>\n",
       "<td>49.0139852</td>\n",
       "<td>109.7308557</td>\n",
       "<td>394.7735358</td>\n",
       "<td>235.1015549</td>\n",
       "<td>-44.7554721</td>\n",
       "<td>527.7245407</td>\n",
       "<td>138.5177442</td>\n",
       "<td>-33.5788808</td>\n",
       "<td>500.2665038</td>\n",
       "<td>142.2792804</td>\n",
       "<td>-128.2083086</td>\n",
       "<td>596.7259826</td>\n",
       "<td>57.1780248</td>\n",
       "<td>-70.2207662</td>\n",
       "<td>644.0463349</td>\n",
       "<td>1387.9225402</td>\n",
       "<td>40.4364154</td>\n",
       "<td>549.9167323</td>\n",
       "<td>1469.2528131</td>\n",
       "<td>257.0977823</td>\n",
       "<td>563.6440283</td>\n",
       "<td>1504.4372472</td>\n",
       "<td>-161.6916085</td>\n",
       "<td>575.1457553</td>\n",
       "<td>1265.6394242</td>\n",
       "<td>298.9821741</td>\n",
       "<td>562.7712069</td>\n",
       "<td>1266.9511341</td>\n",
       "<td>-201.6822772</td>\n",
       "<td>543.8938066</td>\n",
       "<td>1158.8944999</td>\n",
       "<td>328.5499905</td>\n",
       "<td>502.9337211</td>\n",
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       "<td>-239.5710167</td>\n",
       "<td>724.3891231</td>\n",
       "<td>961.0852495</td>\n",
       "<td>301.7202647</td>\n",
       "<td>690.0626243</td>\n",
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       "<td>598.0640204</td>\n",
       "<td>942.1442275</td>\n",
       "<td>-207.6630360</td>\n",
       "<td>551.0323846</td>\n",
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       "<td>645.7729922</td>\n",
       "<td>38.7052582</td>\n",
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       "<td>86.2905392</td>\n",
       "<td>-140.8975776</td>\n",
       "<td>561.7801896</td>\n",
       "<td>84.4504972</td>\n",
       "<td>-41.3702455</td>\n",
       "<td>696.3435023</td>\n",
       "<td>1625.0577531</td>\n",
       "<td>134.1318590</td>\n",
       "<td>705.1090640</td>\n",
       "<td>1633.7911986</td>\n",
       "<td>-4.8814131</td>\n",
       "<td>666.3050662</td>\n",
       "<td>1798.1193229</td>\n",
       "<td>76.8710278</td></tr>\n",
       "<tr><td>Arch3</td>\n",
       "<td>595.9776744</td>\n",
       "<td>1049.9249765</td>\n",
       "<td>174.1063881</td>\n",
       "<td>617.5634501</td>\n",
       "<td>1041.7381754</td>\n",
       "<td>-86.3426154</td>\n",
       "<td>408.1968091</td>\n",
       "<td>1047.8344565</td>\n",
       "<td>33.9566862</td>\n",
       "<td>493.8692135</td>\n",
       "<td>736.2545019</td>\n",
       "<td>212.7999484</td>\n",
       "<td>546.5588162</td>\n",
       "<td>661.0549980</td>\n",
       "<td>125.8358494</td>\n",
       "<td>456.7280570</td>\n",
       "<td>620.9456914</td>\n",
       "<td>200.7689936</td>\n",
       "<td>637.2409710</td>\n",
       "<td>741.8863756</td>\n",
       "<td>-139.0264599</td>\n",
       "<td>731.3591086</td>\n",
       "<td>734.7690807</td>\n",
       "<td>-69.6276858</td>\n",
       "<td>674.9193106</td>\n",
       "<td>640.1892492</td>\n",
       "<td>-127.1252810</td>\n",
       "<td>335.7641013</td>\n",
       "<td>470.8352649</td>\n",
       "<td>185.4463065</td>\n",
       "<td>394.6220237</td>\n",
       "<td>408.9221268</td>\n",
       "<td>134.2173987</td>\n",
       "<td>315.6124244</td>\n",
       "<td>387.0615783</td>\n",
       "<td>188.6258103</td>\n",
       "<td>732.0332836</td>\n",
       "<td>443.0550835</td>\n",
       "<td>-120.4830289</td>\n",
       "<td>794.3772653</td>\n",
       "<td>412.0846671</td>\n",
       "<td>-69.6143299</td>\n",
       "<td>726.5364676</td>\n",
       "<td>396.3163087</td>\n",
       "<td>-128.4673522</td>\n",
       "<td>128.4661834</td>\n",
       "<td>119.6577283</td>\n",
       "<td>95.4912643</td>\n",
       "<td>268.8610678</td>\n",
       "<td>91.7200929</td>\n",
       "<td>65.2862110</td>\n",
       "<td>253.0913511</td>\n",
       "<td>76.0728257</td>\n",
       "<td>173.0383187</td>\n",
       "<td>392.5613941</td>\n",
       "<td>43.4195442</td>\n",
       "<td>109.6702038</td>\n",
       "<td>780.1183748</td>\n",
       "<td>67.1312030</td>\n",
       "<td>-44.2806107</td>\n",
       "<td>935.9278691</td>\n",
       "<td>120.3363830</td>\n",
       "<td>-15.2861250</td>\n",
       "<td>922.1590010</td>\n",
       "<td>108.6670476</td>\n",
       "<td>-112.3523955</td>\n",
       "<td>1048.0550820</td>\n",
       "<td>135.2853275</td>\n",
       "<td>-45.9135119</td>\n",
       "<td>635.0809745</td>\n",
       "<td>1354.6695830</td>\n",
       "<td>21.0897024</td>\n",
       "<td>539.7251940</td>\n",
       "<td>1447.3163803</td>\n",
       "<td>230.8733124</td>\n",
       "<td>562.2446398</td>\n",
       "<td>1462.1349101</td>\n",
       "<td>-187.4699240</td>\n",
       "<td>571.8164303</td>\n",
       "<td>1247.8136688</td>\n",
       "<td>281.6547390</td>\n",
       "<td>550.6909788</td>\n",
       "<td>1225.8265802</td>\n",
       "<td>-219.0900397</td>\n",
       "<td>547.5265970</td>\n",
       "<td>1141.5428455</td>\n",
       "<td>318.3102189</td>\n",
       "<td>486.8925341</td>\n",
       "<td>1137.2541794</td>\n",
       "<td>-253.8048909</td>\n",
       "<td>750.8387610</td>\n",
       "<td>971.3764162</td>\n",
       "<td>276.2963386</td>\n",
       "<td>726.9595739</td>\n",
       "<td>943.8570883</td>\n",
       "<td>331.2945412</td>\n",
       "<td>586.2897873</td>\n",
       "<td>905.0099928</td>\n",
       "<td>-212.8938901</td>\n",
       "<td>537.7181689</td>\n",
       "<td>895.9252275</td>\n",
       "<td>-270.1275195</td>\n",
       "<td>327.4378160</td>\n",
       "<td>35.4985929</td>\n",
       "<td>190.9787459</td>\n",
       "<td>341.7731001</td>\n",
       "<td>39.8148166</td>\n",
       "<td>79.7959135</td>\n",
       "<td>988.5808923</td>\n",
       "<td>105.6294454</td>\n",
       "<td>-121.6164785</td>\n",
       "<td>1002.4781761</td>\n",
       "<td>117.2968037</td>\n",
       "<td>-19.9810693</td>\n",
       "<td>692.2187230</td>\n",
       "<td>1594.0396681</td>\n",
       "<td>103.7081497</td>\n",
       "<td>701.9395260</td>\n",
       "<td>1597.5203704</td>\n",
       "<td>-35.3286804</td>\n",
       "<td>668.6465183</td>\n",
       "<td>1764.8471563</td>\n",
       "<td>40.5665033</td></tr>\n",
       "<tr><td>Arch4</td>\n",
       "<td>600.9594027</td>\n",
       "<td>1057.7990932</td>\n",
       "<td>118.1058774</td>\n",
       "<td>605.3339165</td>\n",
       "<td>1042.2068270</td>\n",
       "<td>-142.4636631</td>\n",
       "<td>405.3932291</td>\n",
       "<td>1052.4555789</td>\n",
       "<td>-2.4098461</td>\n",
       "<td>647.4189804</td>\n",
       "<td>750.1105988</td>\n",
       "<td>174.2624235</td>\n",
       "<td>721.1601710</td>\n",
       "<td>708.4328639</td>\n",
       "<td>79.1556549</td>\n",
       "<td>683.5102025</td>\n",
       "<td>633.9423045</td>\n",
       "<td>172.1508775</td>\n",
       "<td>481.2664588</td>\n",
       "<td>757.1188042</td>\n",
       "<td>-185.6352465</td>\n",
       "<td>564.0463207</td>\n",
       "<td>700.0051080</td>\n",
       "<td>-125.1630820</td>\n",
       "<td>452.6043856</td>\n",
       "<td>651.6132001</td>\n",
       "<td>-164.1249200</td>\n",
       "<td>681.8117427</td>\n",
       "<td>456.0963981</td>\n",
       "<td>162.3541268</td>\n",
       "<td>770.5018587</td>\n",
       "<td>448.3466124</td>\n",
       "<td>117.6853928</td>\n",
       "<td>723.1357129</td>\n",
       "<td>380.6554155</td>\n",
       "<td>174.5053708</td>\n",
       "<td>375.0848534</td>\n",
       "<td>445.8035254</td>\n",
       "<td>-153.7986203</td>\n",
       "<td>412.9171897</td>\n",
       "<td>386.6951114</td>\n",
       "<td>-102.7748625</td>\n",
       "<td>344.4331708</td>\n",
       "<td>409.3052480</td>\n",
       "<td>-158.6521281</td>\n",
       "<td>769.1585181</td>\n",
       "<td>62.2273506</td>\n",
       "<td>95.5941002</td>\n",
       "<td>899.4541724</td>\n",
       "<td>124.6938355</td>\n",
       "<td>79.8744025</td>\n",
       "<td>889.9804230</td>\n",
       "<td>100.8377357</td>\n",
       "<td>183.6875439</td>\n",
       "<td>1037.1292155</td>\n",
       "<td>149.4638459</td>\n",
       "<td>135.9538853</td>\n",
       "<td>199.3818953</td>\n",
       "<td>92.4269904</td>\n",
       "<td>-53.8801098</td>\n",
       "<td>368.8793473</td>\n",
       "<td>76.6879428</td>\n",
       "<td>-33.8535905</td>\n",
       "<td>352.3423051</td>\n",
       "<td>66.0845674</td>\n",
       "<td>-123.5875318</td>\n",
       "<td>475.8175147</td>\n",
       "<td>46.2186211</td>\n",
       "<td>-54.1968137</td>\n",
       "<td>634.8986612</td>\n",
       "<td>1357.2063145</td>\n",
       "<td>-16.6710540</td>\n",
       "<td>523.9836011</td>\n",
       "<td>1450.0565995</td>\n",
       "<td>185.5827328</td>\n",
       "<td>583.7250399</td>\n",
       "<td>1470.7048475</td>\n",
       "<td>-227.1329363</td>\n",
       "<td>499.6626932</td>\n",
       "<td>1254.0460960</td>\n",
       "<td>232.3542530</td>\n",
       "<td>628.4893483</td>\n",
       "<td>1237.8459620</td>\n",
       "<td>-251.9294998</td>\n",
       "<td>438.2643363</td>\n",
       "<td>1159.4956991</td>\n",
       "<td>256.3333075</td>\n",
       "<td>600.9371175</td>\n",
       "<td>1132.7358762</td>\n",
       "<td>-293.0281225</td>\n",
       "<td>557.8786562</td>\n",
       "<td>917.7756397</td>\n",
       "<td>268.8450987</td>\n",
       "<td>509.9673425</td>\n",
       "<td>907.1905807</td>\n",
       "<td>312.6486220</td>\n",
       "<td>787.5745297</td>\n",
       "<td>983.9596069</td>\n",
       "<td>-205.3076461</td>\n",
       "<td>759.9164126</td>\n",
       "<td>946.1289960</td>\n",
       "<td>-264.7758445</td>\n",
       "<td>979.0691087</td>\n",
       "<td>109.5955275</td>\n",
       "<td>207.2209488</td>\n",
       "<td>992.0034563</td>\n",
       "<td>129.1428638</td>\n",
       "<td>99.4579938</td>\n",
       "<td>409.2220332</td>\n",
       "<td>39.0135908</td>\n",
       "<td>-131.2702147</td>\n",
       "<td>428.0922743</td>\n",
       "<td>48.6543012</td>\n",
       "<td>-30.1699637</td>\n",
       "<td>700.4115429</td>\n",
       "<td>1585.0392506</td>\n",
       "<td>69.8483815</td>\n",
       "<td>717.5766035</td>\n",
       "<td>1590.6042601</td>\n",
       "<td>-67.9432586</td>\n",
       "<td>697.9019273</td>\n",
       "<td>1761.3583009</td>\n",
       "<td>9.8290693</td></tr>\n",
       "<tr><td>Arch5</td>\n",
       "<td>612.0558688</td>\n",
       "<td>1067.6274113</td>\n",
       "<td>145.2645257</td>\n",
       "<td>633.1285208</td>\n",
       "<td>1061.1246054</td>\n",
       "<td>-114.3924546</td>\n",
       "<td>423.6708073</td>\n",
       "<td>1059.4046016</td>\n",
       "<td>8.5125347</td>\n",
       "<td>579.7560686</td>\n",
       "<td>745.1525038</td>\n",
       "<td>205.7238263</td>\n",
       "<td>657.6489893</td>\n",
       "<td>681.7305181</td>\n",
       "<td>131.5338894</td>\n",
       "<td>577.9958696</td>\n",
       "<td>624.5273094</td>\n",
       "<td>206.8049977</td>\n",
       "<td>630.3653943</td>\n",
       "<td>755.7622130</td>\n",
       "<td>-162.5766154</td>\n",
       "<td>723.7054588</td>\n",
       "<td>738.6956878</td>\n",
       "<td>-95.8144508</td>\n",
       "<td>651.5139791</td>\n",
       "<td>650.3337009</td>\n",
       "<td>-143.5309175</td>\n",
       "<td>472.8939467</td>\n",
       "<td>502.1601092</td>\n",
       "<td>194.4571509</td>\n",
       "<td>505.8995569</td>\n",
       "<td>417.1731723</td>\n",
       "<td>151.2023278</td>\n",
       "<td>419.0118501</td>\n",
       "<td>433.6938975</td>\n",
       "<td>197.9140158</td>\n",
       "<td>670.2843224</td>\n",
       "<td>439.5041432</td>\n",
       "<td>-134.6750454</td>\n",
       "<td>716.7711785</td>\n",
       "<td>393.0040550</td>\n",
       "<td>-76.6976937</td>\n",
       "<td>651.8995109</td>\n",
       "<td>395.8185841</td>\n",
       "<td>-141.8222862</td>\n",
       "<td>158.1670484</td>\n",
       "<td>288.3227305</td>\n",
       "<td>89.4387317</td>\n",
       "<td>249.9863550</td>\n",
       "<td>173.3352183</td>\n",
       "<td>78.5476333</td>\n",
       "<td>211.1734880</td>\n",
       "<td>173.8813158</td>\n",
       "<td>178.1043399</td>\n",
       "<td>296.2637482</td>\n",
       "<td>49.6394098</td>\n",
       "<td>132.2695853</td>\n",
       "<td>589.2507741</td>\n",
       "<td>74.2557095</td>\n",
       "<td>-42.1712996</td>\n",
       "<td>757.0945808</td>\n",
       "<td>76.0357577</td>\n",
       "<td>-11.2090608</td>\n",
       "<td>743.8670417</td>\n",
       "<td>69.1300749</td>\n",
       "<td>-108.8661799</td>\n",
       "<td>870.6557897</td>\n",
       "<td>54.6958381</td>\n",
       "<td>-38.8626583</td>\n",
       "<td>641.6475276</td>\n",
       "<td>1371.2305177</td>\n",
       "<td>-11.5831722</td>\n",
       "<td>536.4073165</td>\n",
       "<td>1468.3057319</td>\n",
       "<td>191.4537569</td>\n",
       "<td>578.1200492</td>\n",
       "<td>1471.9758001</td>\n",
       "<td>-225.7652360</td>\n",
       "<td>545.7472809</td>\n",
       "<td>1270.4406118</td>\n",
       "<td>247.7316136</td>\n",
       "<td>597.7470582</td>\n",
       "<td>1232.6703870</td>\n",
       "<td>-245.2282013</td>\n",
       "<td>503.8542750</td>\n",
       "<td>1169.2446667</td>\n",
       "<td>282.7663918</td>\n",
       "<td>549.2805546</td>\n",
       "<td>1136.4143127</td>\n",
       "<td>-279.7150751</td>\n",
       "<td>648.8491945</td>\n",
       "<td>942.0633273</td>\n",
       "<td>287.3337626</td>\n",
       "<td>608.7628186</td>\n",
       "<td>930.1361040</td>\n",
       "<td>338.2976184</td>\n",
       "<td>651.5150281</td>\n",
       "<td>908.3090137</td>\n",
       "<td>-228.9626614</td>\n",
       "<td>607.2658598</td>\n",
       "<td>898.2079885</td>\n",
       "<td>-288.9091899</td>\n",
       "<td>233.6959751</td>\n",
       "<td>88.3943274</td>\n",
       "<td>200.5556129</td>\n",
       "<td>269.5839867</td>\n",
       "<td>82.4544810</td>\n",
       "<td>96.0622232</td>\n",
       "<td>806.9488340</td>\n",
       "<td>44.7398774</td>\n",
       "<td>-115.7886542</td>\n",
       "<td>820.3431964</td>\n",
       "<td>53.4904394</td>\n",
       "<td>-13.6862102</td>\n",
       "<td>703.8436903</td>\n",
       "<td>1595.5985498</td>\n",
       "<td>68.5518637</td>\n",
       "<td>719.4750430</td>\n",
       "<td>1597.3926888</td>\n",
       "<td>-69.6845632</td>\n",
       "<td>712.4027894</td>\n",
       "<td>1772.9922895</td>\n",
       "<td>4.2459793</td></tr>\n",
       "<tr><td>Arch6</td>\n",
       "<td>596.9280720</td>\n",
       "<td>1068.1999102</td>\n",
       "<td>179.3913745</td>\n",
       "<td>607.4131437</td>\n",
       "<td>1063.0127648</td>\n",
       "<td>-81.9867437</td>\n",
       "<td>403.4598610</td>\n",
       "<td>1069.3691771</td>\n",
       "<td>49.4930995</td>\n",
       "<td>521.7369015</td>\n",
       "<td>748.8442395</td>\n",
       "<td>215.7914006</td>\n",
       "<td>577.0360129</td>\n",
       "<td>681.3541114</td>\n",
       "<td>122.9888758</td>\n",
       "<td>497.2985440</td>\n",
       "<td>629.5759420</td>\n",
       "<td>201.9741641</td>\n",
       "<td>635.3188706</td>\n",
       "<td>766.9933849</td>\n",
       "<td>-141.8694915</td>\n",
       "<td>731.0292483</td>\n",
       "<td>760.9645448</td>\n",
       "<td>-76.9107933</td>\n",
       "<td>675.3046699</td>\n",
       "<td>665.0577434</td>\n",
       "<td>-134.3635381</td>\n",
       "<td>398.5647680</td>\n",
       "<td>465.2073121</td>\n",
       "<td>184.1062834</td>\n",
       "<td>469.3783969</td>\n",
       "<td>416.5999611</td>\n",
       "<td>132.4518558</td>\n",
       "<td>395.3125353</td>\n",
       "<td>377.7384969</td>\n",
       "<td>187.0950989</td>\n",
       "<td>711.1729771</td>\n",
       "<td>467.5845879</td>\n",
       "<td>-129.0558624</td>\n",
       "<td>770.6533018</td>\n",
       "<td>424.4422887</td>\n",
       "<td>-84.7022772</td>\n",
       "<td>694.7567015</td>\n",
       "<td>422.5424043</td>\n",
       "<td>-135.0339470</td>\n",
       "<td>262.8863623</td>\n",
       "<td>79.5783868</td>\n",
       "<td>91.0453647</td>\n",
       "<td>408.1361938</td>\n",
       "<td>79.1916915</td>\n",
       "<td>65.0839989</td>\n",
       "<td>394.8795375</td>\n",
       "<td>65.2042666</td>\n",
       "<td>171.6201171</td>\n",
       "<td>548.9524440</td>\n",
       "<td>45.4831998</td>\n",
       "<td>114.5052980</td>\n",
       "<td>691.9624273</td>\n",
       "<td>85.7475149</td>\n",
       "<td>-40.6094711</td>\n",
       "<td>857.6303764</td>\n",
       "<td>112.5363379</td>\n",
       "<td>-37.3191724</td>\n",
       "<td>831.1999594</td>\n",
       "<td>104.0932497</td>\n",
       "<td>-130.8071256</td>\n",
       "<td>965.7770341</td>\n",
       "<td>106.8871553</td>\n",
       "<td>-80.0208940</td>\n",
       "<td>634.1412775</td>\n",
       "<td>1375.9325379</td>\n",
       "<td>37.4279446</td>\n",
       "<td>544.4652134</td>\n",
       "<td>1464.0062923</td>\n",
       "<td>252.6852154</td>\n",
       "<td>554.1732823</td>\n",
       "<td>1490.7869711</td>\n",
       "<td>-165.3759646</td>\n",
       "<td>577.1079765</td>\n",
       "<td>1263.1924487</td>\n",
       "<td>299.4031852</td>\n",
       "<td>534.8646714</td>\n",
       "<td>1256.1256619</td>\n",
       "<td>-203.4569272</td>\n",
       "<td>553.9537133</td>\n",
       "<td>1156.1984573</td>\n",
       "<td>334.1033874</td>\n",
       "<td>466.7334420</td>\n",
       "<td>1170.4955606</td>\n",
       "<td>-238.0359556</td>\n",
       "<td>762.4997332</td>\n",
       "<td>993.7290417</td>\n",
       "<td>287.0150230</td>\n",
       "<td>739.2635894</td>\n",
       "<td>962.9993826</td>\n",
       "<td>339.9692293</td>\n",
       "<td>567.3886134</td>\n",
       "<td>937.9058127</td>\n",
       "<td>-203.7570781</td>\n",
       "<td>516.6694494</td>\n",
       "<td>929.1235177</td>\n",
       "<td>-259.0472101</td>\n",
       "<td>479.9800771</td>\n",
       "<td>37.9926658</td>\n",
       "<td>191.2204495</td>\n",
       "<td>491.6756355</td>\n",
       "<td>43.6272157</td>\n",
       "<td>82.2930902</td>\n",
       "<td>894.7809736</td>\n",
       "<td>89.3715874</td>\n",
       "<td>-147.6578933</td>\n",
       "<td>921.8889131</td>\n",
       "<td>97.9719761</td>\n",
       "<td>-48.5811334</td>\n",
       "<td>697.1294649</td>\n",
       "<td>1608.1981399</td>\n",
       "<td>126.2225890</td>\n",
       "<td>705.0388322</td>\n",
       "<td>1613.9960282</td>\n",
       "<td>-12.7587010</td>\n",
       "<td>681.1741342</td>\n",
       "<td>1781.1227423</td>\n",
       "<td>66.6517677</td></tr>\n",
       "<tr><td>Arch7</td>\n",
       "<td>633.5506925</td>\n",
       "<td>1081.0029707</td>\n",
       "<td>122.2919535</td>\n",
       "<td>650.1340682</td>\n",
       "<td>1067.2734656</td>\n",
       "<td>-137.5873055</td>\n",
       "<td>443.7388613</td>\n",
       "<td>1070.5992233</td>\n",
       "<td>-9.9635859</td>\n",
       "<td>644.8843318</td>\n",
       "<td>761.2285818</td>\n",
       "<td>188.3046283</td>\n",
       "<td>728.6625879</td>\n",
       "<td>708.7071096</td>\n",
       "<td>110.9048041</td>\n",
       "<td>661.8617108</td>\n",
       "<td>640.6371215</td>\n",
       "<td>189.7119717</td>\n",
       "<td>617.2613686</td>\n",
       "<td>762.3967952</td>\n",
       "<td>-183.8518317</td>\n",
       "<td>707.6250007</td>\n",
       "<td>733.1359196</td>\n",
       "<td>-117.6743817</td>\n",
       "<td>623.6859361</td>\n",
       "<td>654.0748040</td>\n",
       "<td>-163.9239643</td>\n",
       "<td>574.4552022</td>\n",
       "<td>519.0006635</td>\n",
       "<td>176.7541510</td>\n",
       "<td>609.1740659</td>\n",
       "<td>435.0213249</td>\n",
       "<td>134.7022759</td>\n",
       "<td>522.3844279</td>\n",
       "<td>449.5399319</td>\n",
       "<td>180.5721434</td>\n",
       "<td>620.0965933</td>\n",
       "<td>441.2243109</td>\n",
       "<td>-155.0480936</td>\n",
       "<td>664.8246032</td>\n",
       "<td>391.6623765</td>\n",
       "<td>-98.6874173</td>\n",
       "<td>598.5231764</td>\n",
       "<td>398.3904748</td>\n",
       "<td>-160.9867504</td>\n",
       "<td>267.3321352</td>\n",
       "<td>298.5513600</td>\n",
       "<td>70.0051270</td>\n",
       "<td>362.8562877</td>\n",
       "<td>186.6975343</td>\n",
       "<td>65.6315493</td>\n",
       "<td>324.1057257</td>\n",
       "<td>192.5927327</td>\n",
       "<td>164.2704133</td>\n",
       "<td>414.3374852</td>\n",
       "<td>62.0532586</td>\n",
       "<td>127.0075965</td>\n",
       "<td>518.1834501</td>\n",
       "<td>77.1059709</td>\n",
       "<td>-59.3632314</td>\n",
       "<td>688.4247011</td>\n",
       "<td>76.7470696</td>\n",
       "<td>-28.4987345</td>\n",
       "<td>672.7252664</td>\n",
       "<td>69.1373539</td>\n",
       "<td>-126.5023826</td>\n",
       "<td>800.2385414</td>\n",
       "<td>51.1538216</td>\n",
       "<td>-58.1569799</td>\n",
       "<td>665.7149697</td>\n",
       "<td>1382.0530775</td>\n",
       "<td>-30.4903831</td>\n",
       "<td>557.5104756</td>\n",
       "<td>1481.1869938</td>\n",
       "<td>170.8242786</td>\n",
       "<td>608.0220178</td>\n",
       "<td>1484.4734625</td>\n",
       "<td>-245.5341945</td>\n",
       "<td>554.3847563</td>\n",
       "<td>1282.6227030</td>\n",
       "<td>224.9531514</td>\n",
       "<td>637.6437436</td>\n",
       "<td>1244.5483944</td>\n",
       "<td>-261.1803517</td>\n",
       "<td>504.4870853</td>\n",
       "<td>1184.1079627</td>\n",
       "<td>255.9699930</td>\n",
       "<td>594.3389246</td>\n",
       "<td>1144.8878957</td>\n",
       "<td>-295.3740076</td>\n",
       "<td>629.0489267</td>\n",
       "<td>944.7414981</td>\n",
       "<td>269.9058262</td>\n",
       "<td>583.8918461</td>\n",
       "<td>935.5446399</td>\n",
       "<td>316.9192180</td>\n",
       "<td>711.6889669</td>\n",
       "<td>925.2018431</td>\n",
       "<td>-238.5165701</td>\n",
       "<td>668.8072734</td>\n",
       "<td>910.6968110</td>\n",
       "<td>-298.8913369</td>\n",
       "<td>350.7195106</td>\n",
       "<td>108.6251060</td>\n",
       "<td>190.4268820</td>\n",
       "<td>386.1106902</td>\n",
       "<td>99.3618322</td>\n",
       "<td>87.9851981</td>\n",
       "<td>735.5653129</td>\n",
       "<td>42.8873398</td>\n",
       "<td>-134.0914765</td>\n",
       "<td>750.3111135</td>\n",
       "<td>52.2629130</td>\n",
       "<td>-32.4959455</td>\n",
       "<td>730.5704036</td>\n",
       "<td>1604.7886012</td>\n",
       "<td>47.0021690</td>\n",
       "<td>745.7402936</td>\n",
       "<td>1605.2923007</td>\n",
       "<td>-91.3282526</td>\n",
       "<td>740.0369273</td>\n",
       "<td>1779.3820981</td>\n",
       "<td>-17.7940820</td></tr>\n",
       "<tr><td>Arch8</td>\n",
       "<td>627.8222853</td>\n",
       "<td>1055.8696242</td>\n",
       "<td>154.9743032</td>\n",
       "<td>650.7361298</td>\n",
       "<td>1048.4046456</td>\n",
       "<td>-105.2306011</td>\n",
       "<td>440.8129487</td>\n",
       "<td>1053.2869837</td>\n",
       "<td>13.5710207</td>\n",
       "<td>537.9151826</td>\n",
       "<td>740.2244790</td>\n",
       "<td>204.0480227</td>\n",
       "<td>598.7795704</td>\n",
       "<td>664.7330315</td>\n",
       "<td>122.3976568</td>\n",
       "<td>508.1639774</td>\n",
       "<td>622.8395425</td>\n",
       "<td>197.4379109</td>\n",
       "<td>665.9398463</td>\n",
       "<td>748.6279076</td>\n",
       "<td>-157.4759173</td>\n",
       "<td>762.6125520</td>\n",
       "<td>740.6189277</td>\n",
       "<td>-91.1481668</td>\n",
       "<td>700.8799209</td>\n",
       "<td>646.1558178</td>\n",
       "<td>-142.2581797</td>\n",
       "<td>385.4431002</td>\n",
       "<td>483.2066003</td>\n",
       "<td>187.2127885</td>\n",
       "<td>432.0225682</td>\n",
       "<td>409.8823726</td>\n",
       "<td>138.0401505</td>\n",
       "<td>349.2592729</td>\n",
       "<td>404.6825701</td>\n",
       "<td>191.4213588</td>\n",
       "<td>745.4047589</td>\n",
       "<td>442.7090846</td>\n",
       "<td>-135.9730966</td>\n",
       "<td>801.8029885</td>\n",
       "<td>402.5426933</td>\n",
       "<td>-81.8172714</td>\n",
       "<td>734.0389096</td>\n",
       "<td>397.0547184</td>\n",
       "<td>-144.6488665</td>\n",
       "<td>117.7318986</td>\n",
       "<td>187.3152548</td>\n",
       "<td>101.6681663</td>\n",
       "<td>239.9328180</td>\n",
       "<td>119.1687100</td>\n",
       "<td>72.8554150</td>\n",
       "<td>218.9391314</td>\n",
       "<td>105.3287289</td>\n",
       "<td>177.8965683</td>\n",
       "<td>334.4176829</td>\n",
       "<td>39.1937120</td>\n",
       "<td>114.1180733</td>\n",
       "<td>726.6787168</td>\n",
       "<td>70.7788058</td>\n",
       "<td>-52.8348666</td>\n",
       "<td>891.2449570</td>\n",
       "<td>89.7334878</td>\n",
       "<td>-25.8363192</td>\n",
       "<td>877.1441393</td>\n",
       "<td>81.8214760</td>\n",
       "<td>-122.3518706</td>\n",
       "<td>1004.3138074</td>\n",
       "<td>83.6834831</td>\n",
       "<td>-54.1974259</td>\n",
       "<td>667.5675596</td>\n",
       "<td>1357.1225155</td>\n",
       "<td>-3.2467666</td>\n",
       "<td>571.3358082</td>\n",
       "<td>1455.7829805</td>\n",
       "<td>203.9436193</td>\n",
       "<td>600.7411929</td>\n",
       "<td>1465.1510301</td>\n",
       "<td>-214.0527878</td>\n",
       "<td>590.1860028</td>\n",
       "<td>1256.5515610</td>\n",
       "<td>256.1717284</td>\n",
       "<td>595.0569118</td>\n",
       "<td>1227.2589665</td>\n",
       "<td>-241.6618259</td>\n",
       "<td>556.4730750</td>\n",
       "<td>1152.3790141</td>\n",
       "<td>292.5515044</td>\n",
       "<td>535.2976526</td>\n",
       "<td>1136.3001233</td>\n",
       "<td>-276.0605937</td>\n",
       "<td>734.3634677</td>\n",
       "<td>953.3360007</td>\n",
       "<td>270.2471526</td>\n",
       "<td>703.3478313</td>\n",
       "<td>931.9927679</td>\n",
       "<td>323.6573253</td>\n",
       "<td>636.7290320</td>\n",
       "<td>905.8273848</td>\n",
       "<td>-231.4733080</td>\n",
       "<td>587.8766402</td>\n",
       "<td>895.5135382</td>\n",
       "<td>-288.2740464</td>\n",
       "<td>273.1099045</td>\n",
       "<td>42.5434668</td>\n",
       "<td>194.4393038</td>\n",
       "<td>293.2440754</td>\n",
       "<td>46.7196415</td>\n",
       "<td>83.7429432</td>\n",
       "<td>941.9302802</td>\n",
       "<td>65.5984737</td>\n",
       "<td>-130.9488409</td>\n",
       "<td>955.8678161</td>\n",
       "<td>75.3804224</td>\n",
       "<td>-29.0303593</td>\n",
       "<td>740.8861639</td>\n",
       "<td>1574.6584727</td>\n",
       "<td>79.3309282</td>\n",
       "<td>754.1936986</td>\n",
       "<td>1576.2404381</td>\n",
       "<td>-59.0664394</td>\n",
       "<td>759.7645501</td>\n",
       "<td>1751.0476650</td>\n",
       "<td>17.3802296</td></tr>\n",
       "<tr><td>Arch9</td>\n",
       "<td>633.1252507</td>\n",
       "<td>1067.3805142</td>\n",
       "<td>154.9123525</td>\n",
       "<td>623.3379410</td>\n",
       "<td>1050.9882546</td>\n",
       "<td>-105.0278463</td>\n",
       "<td>431.0042184</td>\n",
       "<td>1055.1601191</td>\n",
       "<td>44.2471095</td>\n",
       "<td>660.5834017</td>\n",
       "<td>752.1603608</td>\n",
       "<td>204.7280426</td>\n",
       "<td>729.3004805</td>\n",
       "<td>707.6518424</td>\n",
       "<td>108.5242166</td>\n",
       "<td>681.7111387</td>\n",
       "<td>632.3270962</td>\n",
       "<td>192.8883962</td>\n",
       "<td>573.3213422</td>\n",
       "<td>748.1157918</td>\n",
       "<td>-166.8228703</td>\n",
       "<td>674.7325806</td>\n",
       "<td>712.7890973</td>\n",
       "<td>-123.2748814</td>\n",
       "<td>579.9445434</td>\n",
       "<td>639.1262960</td>\n",
       "<td>-160.1750222</td>\n",
       "<td>647.7587082</td>\n",
       "<td>457.2279862</td>\n",
       "<td>180.0257662</td>\n",
       "<td>721.9192547</td>\n",
       "<td>422.9996539</td>\n",
       "<td>122.6784157</td>\n",
       "<td>662.5721033</td>\n",
       "<td>371.1956235</td>\n",
       "<td>184.6972994</td>\n",
       "<td>509.7593433</td>\n",
       "<td>465.4313549</td>\n",
       "<td>-165.4279270</td>\n",
       "<td>505.6867923</td>\n",
       "<td>394.2412621</td>\n",
       "<td>-113.4254765</td>\n",
       "<td>462.2109942</td>\n",
       "<td>453.6737498</td>\n",
       "<td>-166.7543930</td>\n",
       "<td>579.2183638</td>\n",
       "<td>70.2533360</td>\n",
       "<td>95.2982785</td>\n",
       "<td>724.0008991</td>\n",
       "<td>78.9525417</td>\n",
       "<td>67.1710863</td>\n",
       "<td>712.6580195</td>\n",
       "<td>64.1532517</td>\n",
       "<td>173.9951418</td>\n",
       "<td>866.5361181</td>\n",
       "<td>50.8161915</td>\n",
       "<td>114.6423817</td>\n",
       "<td>178.5865074</td>\n",
       "<td>304.0856727</td>\n",
       "<td>-57.1864435</td>\n",
       "<td>270.0452765</td>\n",
       "<td>153.8046935</td>\n",
       "<td>-41.6603586</td>\n",
       "<td>239.4426665</td>\n",
       "<td>163.7435381</td>\n",
       "<td>-132.8002904</td>\n",
       "<td>301.4649807</td>\n",
       "<td>55.7393915</td>\n",
       "<td>-68.0081168</td>\n",
       "<td>650.2164798</td>\n",
       "<td>1369.4456518</td>\n",
       "<td>35.6481340</td>\n",
       "<td>549.9532368</td>\n",
       "<td>1447.4416331</td>\n",
       "<td>249.5125975</td>\n",
       "<td>583.1913672</td>\n",
       "<td>1491.6765549</td>\n",
       "<td>-165.5061589</td>\n",
       "<td>553.6532371</td>\n",
       "<td>1244.9031728</td>\n",
       "<td>288.2394683</td>\n",
       "<td>603.7167095</td>\n",
       "<td>1254.7281287</td>\n",
       "<td>-204.2410885</td>\n",
       "<td>509.1082122</td>\n",
       "<td>1141.4283075</td>\n",
       "<td>311.8787361</td>\n",
       "<td>556.2820599</td>\n",
       "<td>1160.8872010</td>\n",
       "<td>-247.2341551</td>\n",
       "<td>656.2002597</td>\n",
       "<td>915.2766524</td>\n",
       "<td>304.9937660</td>\n",
       "<td>612.6332028</td>\n",
       "<td>898.0372366</td>\n",
       "<td>351.3154095</td>\n",
       "<td>657.6457522</td>\n",
       "<td>929.1769727</td>\n",
       "<td>-211.0505758</td>\n",
       "<td>616.6545914</td>\n",
       "<td>924.0798200</td>\n",
       "<td>-274.1841429</td>\n",
       "<td>799.8146089</td>\n",
       "<td>40.5199502</td>\n",
       "<td>190.7176040</td>\n",
       "<td>811.1587988</td>\n",
       "<td>48.4309039</td>\n",
       "<td>81.6528528</td>\n",
       "<td>254.0959961</td>\n",
       "<td>100.5478718</td>\n",
       "<td>-141.8880420</td>\n",
       "<td>280.3103819</td>\n",
       "<td>95.0801262</td>\n",
       "<td>-41.9476683</td>\n",
       "<td>710.0952033</td>\n",
       "<td>1594.9198593</td>\n",
       "<td>131.4439267</td>\n",
       "<td>721.9038517</td>\n",
       "<td>1603.6732747</td>\n",
       "<td>-6.5177796</td>\n",
       "<td>703.9460571</td>\n",
       "<td>1771.8362273</td>\n",
       "<td>76.2633474</td></tr>\n",
       "<tr><td>Arch10</td>\n",
       "<td>608.2013546</td>\n",
       "<td>1085.8013949</td>\n",
       "<td>116.4198743</td>\n",
       "<td>618.6111840</td>\n",
       "<td>1063.4379926</td>\n",
       "<td>-143.4721423</td>\n",
       "<td>414.4408713</td>\n",
       "<td>1071.5402852</td>\n",
       "<td>-8.1174399</td>\n",
       "<td>667.2975322</td>\n",
       "<td>781.5744807</td>\n",
       "<td>185.3741252</td>\n",
       "<td>752.9110124</td>\n",
       "<td>743.1109874</td>\n",
       "<td>100.1055224</td>\n",
       "<td>706.5266357</td>\n",
       "<td>665.5626996</td>\n",
       "<td>185.2017125</td>\n",
       "<td>540.3928455</td>\n",
       "<td>763.1608472</td>\n",
       "<td>-184.1777111</td>\n",
       "<td>628.3088730</td>\n",
       "<td>720.8094601</td>\n",
       "<td>-118.2282760</td>\n",
       "<td>530.2149688</td>\n",
       "<td>654.0645272</td>\n",
       "<td>-161.1165638</td>\n",
       "<td>653.4750476</td>\n",
       "<td>514.1412056</td>\n",
       "<td>172.6658681</td>\n",
       "<td>718.4417579</td>\n",
       "<td>453.7627998</td>\n",
       "<td>131.1174154</td>\n",
       "<td>637.3456190</td>\n",
       "<td>431.1420627</td>\n",
       "<td>180.7623767</td>\n",
       "<td>494.3794579</td>\n",
       "<td>440.5141437</td>\n",
       "<td>-149.1108978</td>\n",
       "<td>537.8895407</td>\n",
       "<td>388.5757874</td>\n",
       "<td>-94.6942494</td>\n",
       "<td>470.6163481</td>\n",
       "<td>399.2326565</td>\n",
       "<td>-154.4257263</td>\n",
       "<td>476.1777329</td>\n",
       "<td>176.6999440</td>\n",
       "<td>80.6064944</td>\n",
       "<td>611.4726730</td>\n",
       "<td>134.7925404</td>\n",
       "<td>75.5890414</td>\n",
       "<td>579.5793930</td>\n",
       "<td>121.7153985</td>\n",
       "<td>175.5716844</td>\n",
       "<td>720.9376507</td>\n",
       "<td>60.0739552</td>\n",
       "<td>137.4081291</td>\n",
       "<td>370.6509749</td>\n",
       "<td>79.4749664</td>\n",
       "<td>-50.7524998</td>\n",
       "<td>537.7524056</td>\n",
       "<td>74.5019814</td>\n",
       "<td>-26.0313634</td>\n",
       "<td>525.1594695</td>\n",
       "<td>63.3884851</td>\n",
       "<td>-118.1176265</td>\n",
       "<td>649.4551510</td>\n",
       "<td>47.4266524</td>\n",
       "<td>-48.8902521</td>\n",
       "<td>639.2442383</td>\n",
       "<td>1383.2628106</td>\n",
       "<td>-25.5174758</td>\n",
       "<td>524.8745519</td>\n",
       "<td>1478.5627288</td>\n",
       "<td>173.9827704</td>\n",
       "<td>587.4191328</td>\n",
       "<td>1490.4469319</td>\n",
       "<td>-239.8097346</td>\n",
       "<td>506.5916970</td>\n",
       "<td>1282.2741687</td>\n",
       "<td>226.0017674</td>\n",
       "<td>633.3427481</td>\n",
       "<td>1254.7386370</td>\n",
       "<td>-257.1330176</td>\n",
       "<td>448.7746848</td>\n",
       "<td>1186.9247805</td>\n",
       "<td>252.7774664</td>\n",
       "<td>602.3132112</td>\n",
       "<td>1150.1572030</td>\n",
       "<td>-295.2345935</td>\n",
       "<td>565.5432261</td>\n",
       "<td>944.2790059</td>\n",
       "<td>271.8645987</td>\n",
       "<td>517.1708213</td>\n",
       "<td>935.6101795</td>\n",
       "<td>315.7561557</td>\n",
       "<td>761.4457789</td>\n",
       "<td>967.6713723</td>\n",
       "<td>-218.0948446</td>\n",
       "<td>727.8694088</td>\n",
       "<td>939.7565385</td>\n",
       "<td>-279.0703260</td>\n",
       "<td>645.5679549</td>\n",
       "<td>67.2023572</td>\n",
       "<td>203.2929667</td>\n",
       "<td>677.5968525</td>\n",
       "<td>75.3217099</td>\n",
       "<td>98.5962080</td>\n",
       "<td>585.1535668</td>\n",
       "<td>40.4237777</td>\n",
       "<td>-125.6992695</td>\n",
       "<td>599.4329093</td>\n",
       "<td>49.2400454</td>\n",
       "<td>-24.1058127</td>\n",
       "<td>700.8343017</td>\n",
       "<td>1610.3954555</td>\n",
       "<td>55.4276538</td>\n",
       "<td>717.9046307</td>\n",
       "<td>1613.7742882</td>\n",
       "<td>-82.5784158</td>\n",
       "<td>701.7854265</td>\n",
       "<td>1786.6759211</td>\n",
       "<td>-7.4517057</td></tr></table></div>"
      ],
      "text/plain": [
       "        rasisx    rasisy    rasisz    lasisx    lasisy    lasisz    vsacralx    vsacraly    vsacralz    rthighupperx    rthighuppery    rthighupperz    rthighfrontx    rthighfronty    rthighfrontz    rthighrearx    rthighreary    rthighrearz    lthighupperx    lthighuppery    lthighupperz    lthighfrontx    lthighfronty    lthighfrontz    lthighrearx    lthighreary    lthighrearz    rshankupperx    rshankuppery    rshankupperz    rshankfrontx    rshankfronty    rshankfrontz    rshankrearx    rshankreary    rshankrearz    lshankupperx    lshankuppery    lshankupperz    lshankfrontx    lshankfronty    lshankfrontz    lshankrearx    lshankreary    lshankrearz    rheelx    rheely    rheelz    rmidfootsupx    rmidfootsupy    rmidfootsupz    rmidfootlatx    rmidfootlaty    rmidfootlatz    rtoetipx    rtoetipy    rtoetipz    lheelx    lheely    lheelz    lmidfootsupx    lmidfootsupy    lmidfootsupz    lmidfootlatx    lmidfootlaty    lmidfootlatz    ltoetipx    ltoetipy    ltoetipz    sternumx    sternumy    sternumz    racromiumx    racromiumy    racromiumz    lacromiumx    lacromiumy    lacromiumz    rbicepx    rbicepy    rbicepz    lbicepx    lbicepy    lbicepz    relbowx    relbowy    relbowz    lelbowx    lelbowy    lelbowz    rwristmedx    rwristmedy    rwristmedz    rwristlatx    rwristlaty    rwristlatz    lwristmedx    lwristmedy    lwristmedz    lwristlatx    lwristlaty    lwristlatz    rtoelatx    rtoelaty    rtoelatz    rtoemedx    rtoemedy    rtoemedz    ltoelatx    ltoelaty    ltoelatz    ltoemedx    ltoemedy    ltoemedz    rtemplex    rtempley    rtemplez    ltemplex    ltempley    ltemplez    topheadx    topheady    topheadz\n",
       "------  --------  --------  --------  --------  --------  --------  ----------  ----------  ----------  --------------  --------------  --------------  --------------  --------------  --------------  -------------  -------------  -------------  --------------  --------------  --------------  --------------  --------------  --------------  -------------  -------------  -------------  --------------  --------------  --------------  --------------  --------------  --------------  -------------  -------------  -------------  --------------  --------------  --------------  --------------  --------------  --------------  -------------  -------------  -------------  --------  --------  --------  --------------  --------------  --------------  --------------  --------------  --------------  ----------  ----------  ----------  --------  --------  --------  --------------  --------------  --------------  --------------  --------------  --------------  ----------  ----------  ----------  ----------  ----------  ----------  ------------  ------------  ------------  ------------  ------------  ------------  ---------  ---------  ---------  ---------  ---------  ---------  ---------  ---------  ---------  ---------  ---------  ---------  ------------  ------------  ------------  ------------  ------------  ------------  ------------  ------------  ------------  ------------  ------------  ------------  ----------  ----------  ----------  ----------  ----------  ----------  ----------  ----------  ----------  ----------  ----------  ----------  ----------  ----------  ----------  ----------  ----------  ----------  ----------  ----------  ----------\n",
       "Arch1   621.671   1048.26   133.49    615.507   1033.06   -127.325  422.301     1039.33     23.9917     677.908         745.236         183.617         751.541         708.819         85.867          714.92         628.892        172.979        491.697         748.035         -176.544        577.983         688.207         -125.974        464.633        642.609        -161.512       708.918         452.21          164.236         790.166         432.403         107.517         740.105        371.032        171.619        367.879         449.554         -160.247        384.74          380.219         -109.988        327.525        423.91         -164.945       719.5     63.5178   91.9593   860.179         90.8702         64.3472         851.403         74.1125         170.556         1003.89     86.4455     110.638     93.6832   172.137   -65.822   238.634         96.1832         -39.226         216.062         83.0191         -130.864        314.103     40.2095     -54.8557    645.174     1349.68     14.1055     533.603       1431.48       221.303       588.113       1467.9        -192.046      518.21     1232.2     261.147    624.508    1233.56    -225.29    462.786    1133.38    281.924    589.27     1132.83    -269.517   593.691       897.827       286.096       546.616       883.689       329.446       743.915       941.881       -206.018      709.139       917.879       -267.862      939.93      61.4481     188.345     950.664     73.2871     78.9473     250.926     40.5593     -133.043    277.984     47.1457     -32.3848    702.583     1581.78     104.877     716.731     1588.8      -33.1485    689.107     1756.99     46.0475\n",
       "Arch2   619.784   1078.3    174.125   619.069   1071.16   -86.6595  420.594     1071.66     52.4755     592.49          753.81          214.314         653.36          695.774         118.672         587.954        631.417        201.193        642.412         772.389         -152.787        747.397         763.997         -102.508        680.342        668.832        -146.943       520.718         458.258         184.251         593.773         418.505         129.472         527.479        371.572        187.481        659.162         487.294         -148.018        674.489         418.629         -97.9493        617.499        463.716        -151.134       424.361   71.1734   93.91     568.534         78.1706         64.1312         558.024         62.8729         171.055         710.991     49.014      109.731     394.774   235.102   -44.7555  527.725         138.518         -33.5789        500.267         142.279         -128.208        596.726     57.178      -70.2208    644.046     1387.92     40.4364     549.917       1469.25       257.098       563.644       1504.44       -161.692      575.146    1265.64    298.982    562.771    1266.95    -201.682   543.894    1158.89    328.55     502.934    1177.65    -239.571   724.389       961.085       301.72        690.063       937.026       352.171       598.064       942.144       -207.663      551.032       936.841       -266.305      645.773     38.7053     187.629     655.032     46.55       77.5652     533.394     86.2905     -140.898    561.78      84.4505     -41.3702    696.344     1625.06     134.132     705.109     1633.79     -4.88141    666.305     1798.12     76.871\n",
       "Arch3   595.978   1049.92   174.106   617.563   1041.74   -86.3426  408.197     1047.83     33.9567     493.869         736.255         212.8           546.559         661.055         125.836         456.728        620.946        200.769        637.241         741.886         -139.026        731.359         734.769         -69.6277        674.919        640.189        -127.125       335.764         470.835         185.446         394.622         408.922         134.217         315.612        387.062        188.626        732.033         443.055         -120.483        794.377         412.085         -69.6143        726.536        396.316        -128.467       128.466   119.658   95.4913   268.861         91.7201         65.2862         253.091         76.0728         173.038         392.561     43.4195     109.67      780.118   67.1312   -44.2806  935.928         120.336         -15.2861        922.159         108.667         -112.352        1048.06     135.285     -45.9135    635.081     1354.67     21.0897     539.725       1447.32       230.873       562.245       1462.13       -187.47       571.816    1247.81    281.655    550.691    1225.83    -219.09    547.527    1141.54    318.31     486.893    1137.25    -253.805   750.839       971.376       276.296       726.96        943.857       331.295       586.29        905.01        -212.894      537.718       895.925       -270.128      327.438     35.4986     190.979     341.773     39.8148     79.7959     988.581     105.629     -121.616    1002.48     117.297     -19.9811    692.219     1594.04     103.708     701.94      1597.52     -35.3287    668.647     1764.85     40.5665\n",
       "Arch4   600.959   1057.8    118.106   605.334   1042.21   -142.464  405.393     1052.46     -2.40985    647.419         750.111         174.262         721.16          708.433         79.1557         683.51         633.942        172.151        481.266         757.119         -185.635        564.046         700.005         -125.163        452.604        651.613        -164.125       681.812         456.096         162.354         770.502         448.347         117.685         723.136        380.655        174.505        375.085         445.804         -153.799        412.917         386.695         -102.775        344.433        409.305        -158.652       769.159   62.2274   95.5941   899.454         124.694         79.8744         889.98          100.838         183.688         1037.13     149.464     135.954     199.382   92.427    -53.8801  368.879         76.6879         -33.8536        352.342         66.0846         -123.588        475.818     46.2186     -54.1968    634.899     1357.21     -16.6711    523.984       1450.06       185.583       583.725       1470.7        -227.133      499.663    1254.05    232.354    628.489    1237.85    -251.929   438.264    1159.5     256.333    600.937    1132.74    -293.028   557.879       917.776       268.845       509.967       907.191       312.649       787.575       983.96        -205.308      759.916       946.129       -264.776      979.069     109.596     207.221     992.003     129.143     99.458      409.222     39.0136     -131.27     428.092     48.6543     -30.17      700.412     1585.04     69.8484     717.577     1590.6      -67.9433    697.902     1761.36     9.82907\n",
       "Arch5   612.056   1067.63   145.265   633.129   1061.12   -114.392  423.671     1059.4      8.51253     579.756         745.153         205.724         657.649         681.731         131.534         577.996        624.527        206.805        630.365         755.762         -162.577        723.705         738.696         -95.8145        651.514        650.334        -143.531       472.894         502.16          194.457         505.9           417.173         151.202         419.012        433.694        197.914        670.284         439.504         -134.675        716.771         393.004         -76.6977        651.9          395.819        -141.822       158.167   288.323   89.4387   249.986         173.335         78.5476         211.173         173.881         178.104         296.264     49.6394     132.27      589.251   74.2557   -42.1713  757.095         76.0358         -11.2091        743.867         69.1301         -108.866        870.656     54.6958     -38.8627    641.648     1371.23     -11.5832    536.407       1468.31       191.454       578.12        1471.98       -225.765      545.747    1270.44    247.732    597.747    1232.67    -245.228   503.854    1169.24    282.766    549.281    1136.41    -279.715   648.849       942.063       287.334       608.763       930.136       338.298       651.515       908.309       -228.963      607.266       898.208       -288.909      233.696     88.3943     200.556     269.584     82.4545     96.0622     806.949     44.7399     -115.789    820.343     53.4904     -13.6862    703.844     1595.6      68.5519     719.475     1597.39     -69.6846    712.403     1772.99     4.24598\n",
       "Arch6   596.928   1068.2    179.391   607.413   1063.01   -81.9867  403.46      1069.37     49.4931     521.737         748.844         215.791         577.036         681.354         122.989         497.299        629.576        201.974        635.319         766.993         -141.869        731.029         760.965         -76.9108        675.305        665.058        -134.364       398.565         465.207         184.106         469.378         416.6           132.452         395.313        377.738        187.095        711.173         467.585         -129.056        770.653         424.442         -84.7023        694.757        422.542        -135.034       262.886   79.5784   91.0454   408.136         79.1917         65.084          394.88          65.2043         171.62          548.952     45.4832     114.505     691.962   85.7475   -40.6095  857.63          112.536         -37.3192        831.2           104.093         -130.807        965.777     106.887     -80.0209    634.141     1375.93     37.4279     544.465       1464.01       252.685       554.173       1490.79       -165.376      577.108    1263.19    299.403    534.865    1256.13    -203.457   553.954    1156.2     334.103    466.733    1170.5     -238.036   762.5         993.729       287.015       739.264       962.999       339.969       567.389       937.906       -203.757      516.669       929.124       -259.047      479.98      37.9927     191.22      491.676     43.6272     82.2931     894.781     89.3716     -147.658    921.889     97.972      -48.5811    697.129     1608.2      126.223     705.039     1614        -12.7587    681.174     1781.12     66.6518\n",
       "Arch7   633.551   1081      122.292   650.134   1067.27   -137.587  443.739     1070.6      -9.96359    644.884         761.229         188.305         728.663         708.707         110.905         661.862        640.637        189.712        617.261         762.397         -183.852        707.625         733.136         -117.674        623.686        654.075        -163.924       574.455         519.001         176.754         609.174         435.021         134.702         522.384        449.54         180.572        620.097         441.224         -155.048        664.825         391.662         -98.6874        598.523        398.39         -160.987       267.332   298.551   70.0051   362.856         186.698         65.6315         324.106         192.593         164.27          414.337     62.0533     127.008     518.183   77.106    -59.3632  688.425         76.7471         -28.4987        672.725         69.1374         -126.502        800.239     51.1538     -58.157     665.715     1382.05     -30.4904    557.51        1481.19       170.824       608.022       1484.47       -245.534      554.385    1282.62    224.953    637.644    1244.55    -261.18    504.487    1184.11    255.97     594.339    1144.89    -295.374   629.049       944.741       269.906       583.892       935.545       316.919       711.689       925.202       -238.517      668.807       910.697       -298.891      350.72      108.625     190.427     386.111     99.3618     87.9852     735.565     42.8873     -134.091    750.311     52.2629     -32.4959    730.57      1604.79     47.0022     745.74      1605.29     -91.3283    740.037     1779.38     -17.7941\n",
       "Arch8   627.822   1055.87   154.974   650.736   1048.4    -105.231  440.813     1053.29     13.571      537.915         740.224         204.048         598.78          664.733         122.398         508.164        622.84         197.438        665.94          748.628         -157.476        762.613         740.619         -91.1482        700.88         646.156        -142.258       385.443         483.207         187.213         432.023         409.882         138.04          349.259        404.683        191.421        745.405         442.709         -135.973        801.803         402.543         -81.8173        734.039        397.055        -144.649       117.732   187.315   101.668   239.933         119.169         72.8554         218.939         105.329         177.897         334.418     39.1937     114.118     726.679   70.7788   -52.8349  891.245         89.7335         -25.8363        877.144         81.8215         -122.352        1004.31     83.6835     -54.1974    667.568     1357.12     -3.24677    571.336       1455.78       203.944       600.741       1465.15       -214.053      590.186    1256.55    256.172    595.057    1227.26    -241.662   556.473    1152.38    292.552    535.298    1136.3     -276.061   734.363       953.336       270.247       703.348       931.993       323.657       636.729       905.827       -231.473      587.877       895.514       -288.274      273.11      42.5435     194.439     293.244     46.7196     83.7429     941.93      65.5985     -130.949    955.868     75.3804     -29.0304    740.886     1574.66     79.3309     754.194     1576.24     -59.0664    759.765     1751.05     17.3802\n",
       "Arch9   633.125   1067.38   154.912   623.338   1050.99   -105.028  431.004     1055.16     44.2471     660.583         752.16          204.728         729.3           707.652         108.524         681.711        632.327        192.888        573.321         748.116         -166.823        674.733         712.789         -123.275        579.945        639.126        -160.175       647.759         457.228         180.026         721.919         423             122.678         662.572        371.196        184.697        509.759         465.431         -165.428        505.687         394.241         -113.425        462.211        453.674        -166.754       579.218   70.2533   95.2983   724.001         78.9525         67.1711         712.658         64.1533         173.995         866.536     50.8162     114.642     178.587   304.086   -57.1864  270.045         153.805         -41.6604        239.443         163.744         -132.8          301.465     55.7394     -68.0081    650.216     1369.45     35.6481     549.953       1447.44       249.513       583.191       1491.68       -165.506      553.653    1244.9     288.239    603.717    1254.73    -204.241   509.108    1141.43    311.879    556.282    1160.89    -247.234   656.2         915.277       304.994       612.633       898.037       351.315       657.646       929.177       -211.051      616.655       924.08        -274.184      799.815     40.52       190.718     811.159     48.4309     81.6529     254.096     100.548     -141.888    280.31      95.0801     -41.9477    710.095     1594.92     131.444     721.904     1603.67     -6.51778    703.946     1771.84     76.2633\n",
       "Arch10  608.201   1085.8    116.42    618.611   1063.44   -143.472  414.441     1071.54     -8.11744    667.298         781.574         185.374         752.911         743.111         100.106         706.527        665.563        185.202        540.393         763.161         -184.178        628.309         720.809         -118.228        530.215        654.065        -161.117       653.475         514.141         172.666         718.442         453.763         131.117         637.346        431.142        180.762        494.379         440.514         -149.111        537.89          388.576         -94.6942        470.616        399.233        -154.426       476.178   176.7     80.6065   611.473         134.793         75.589          579.579         121.715         175.572         720.938     60.074      137.408     370.651   79.475    -50.7525  537.752         74.502          -26.0314        525.159         63.3885         -118.118        649.455     47.4267     -48.8903    639.244     1383.26     -25.5175    524.875       1478.56       173.983       587.419       1490.45       -239.81       506.592    1282.27    226.002    633.343    1254.74    -257.133   448.775    1186.92    252.777    602.313    1150.16    -295.235   565.543       944.279       271.865       517.171       935.61        315.756       761.446       967.671       -218.095      727.869       939.757       -279.07       645.568     67.2024     203.293     677.597     75.3217     98.5962     585.154     40.4238     -125.699    599.433     49.24       -24.1058    700.834     1610.4      55.4277     717.905     1613.77     -82.5784    701.785     1786.68     -7.45171"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    }
   ],
   "source": [
    "# Archetype to feature mapping (Y)\n",
    "gait_y = model._model_json[\"output\"][\"archetypes\"]\n",
    "print(gait_y)\n",
    "\n",
    "gait_y_np = np.array(model.archetypes())\n",
    "x_coords = range(0, gait_y_np.shape[1], 3)\n",
    "y_coords = range(1, gait_y_np.shape[1], 3)\n",
    "\n",
    "# Plot archetypes on x- vs. y-coordinate features\n",
    "for k in range(gait_y_np.shape[0]):\n",
    "    x_pts = gait_y_np[k, x_coords]\n",
    "    y_pts = gait_y_np[k, y_coords]\n",
    "    plt.plot(x_pts, y_pts, 'bo')\n",
    "\n",
    "    # Add feature labels to each point\n",
    "    feat_names = [nam[:-1] for nam in gait_y.col_header[1::3]]\n",
    "    for i in range(len(feat_names)):\n",
    "        plt.annotate(feat_names[i], xy = [x_pts[i], y_pts[i]])\n",
    "    plt.title(\"Feature Weights of Archetype \" + str(k+1))\n",
    "    plt.xlabel(\"X-Coordinate Weight\")\n",
    "    plt.ylabel(\"Y-Coordinate Weight\")\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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       "</table>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Projection into archetype space (X)\n",
    "x_key = model._model_json[\"output\"][\"representation_name\"]\n",
    "gait_x = h2o.get_frame(x_key)\n",
    "gait_x.show()\n",
    "\n",
    "time_np = np.array(h2o.as_list(gait[\"Time\"]))\n",
    "gait_x_np = np.array(h2o.as_list(gait_x))\n",
    "\n",
    "# Plot archetypes over time\n",
    "lines = []\n",
    "for i in range(gait_x_np.shape[1]):\n",
    "    lines += plt.plot(time_np, gait_x_np[:,i], '-')\n",
    "plt.title(\"Archetypes over Time\")\n",
    "plt.xlabel(\"Time\")\n",
    "plt.ylabel(\"Archetypal Projection\")\n",
    "plt.legend(lines, gait_x.col_names)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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style=\"text-align: right;\">                  625.558</td><td style=\"text-align: right;\">                  196.696</td><td style=\"text-align: right;\">                   658.952</td><td style=\"text-align: right;\">                   745.472</td><td style=\"text-align: right;\">                  -150.732</td><td style=\"text-align: right;\">                   755.297</td><td style=\"text-align: right;\">                   738.952</td><td style=\"text-align: right;\">                  -82.6534</td><td style=\"text-align: right;\">                  697.044</td><td style=\"text-align: right;\">                  643.201</td><td style=\"text-align: right;\">                 -137.61 </td><td style=\"text-align: right;\">                   349.763</td><td style=\"text-align: right;\">                   474.968</td><td style=\"text-align: right;\">                   185.044</td><td style=\"text-align: right;\">                   407.306</td><td style=\"text-align: right;\">                 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right;\">             267.47 </td><td style=\"text-align: right;\">             578.822</td><td style=\"text-align: right;\">             1229.9 </td><td style=\"text-align: right;\">            -233.082</td><td style=\"text-align: right;\">             564.144</td><td style=\"text-align: right;\">             1148.06</td><td style=\"text-align: right;\">             304.31 </td><td style=\"text-align: right;\">             515.219</td><td style=\"text-align: right;\">             1140.98</td><td style=\"text-align: right;\">            -267.698</td><td style=\"text-align: right;\">                 759.397</td><td style=\"text-align: right;\">                 967.317</td><td style=\"text-align: right;\">                 267.824</td><td style=\"text-align: right;\">                 733.398</td><td style=\"text-align: right;\">                 941.172</td><td style=\"text-align: right;\">                 322.24 </td><td style=\"text-align: right;\">                 618.903</td><td style=\"text-align: right;\">                 912.762</td><td style=\"text-align: right;\">                -224.35 </td><td style=\"text-align: right;\">                 569.688</td><td style=\"text-align: right;\">                 901.76 </td><td style=\"text-align: right;\">                -280.429</td><td style=\"text-align: right;\">               327.763</td><td style=\"text-align: right;\">               28.1748</td><td style=\"text-align: right;\">               195.189</td><td style=\"text-align: right;\">               341.862</td><td style=\"text-align: right;\">               36.5867</td><td style=\"text-align: right;\">               82.8653</td><td style=\"text-align: right;\">               999.153</td><td style=\"text-align: right;\">               89.4814</td><td style=\"text-align: right;\">              -134.825</td><td style=\"text-align: right;\">              1013.16 </td><td style=\"text-align: right;\">               99.9716</td><td style=\"text-align: right;\">  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style=\"text-align: right;\">                  623.352</td><td style=\"text-align: right;\">                  196.886</td><td style=\"text-align: right;\">                   663.38 </td><td style=\"text-align: right;\">                   745.553</td><td style=\"text-align: right;\">                  -151.425</td><td style=\"text-align: right;\">                   760.205</td><td style=\"text-align: right;\">                   739.837</td><td style=\"text-align: right;\">                  -84.0224</td><td style=\"text-align: right;\">                  701.899</td><td style=\"text-align: right;\">                  643.951</td><td style=\"text-align: right;\">                 -137.405</td><td style=\"text-align: right;\">                   351.67 </td><td style=\"text-align: right;\">                   475.194</td><td style=\"text-align: right;\">                   186.098</td><td style=\"text-align: right;\">                   406.419</td><td style=\"text-align: right;\">                 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920.138</td><td style=\"text-align: right;\">                   89.8788</td><td style=\"text-align: right;\">                  -121.552</td><td style=\"text-align: right;\">              1047.8  </td><td style=\"text-align: right;\">              102.367 </td><td style=\"text-align: right;\">              -54.4818</td><td style=\"text-align: right;\">             663.162</td><td style=\"text-align: right;\">             1353.4 </td><td style=\"text-align: right;\">             4.19273</td><td style=\"text-align: right;\">                569.109</td><td style=\"text-align: right;\">                1451.31</td><td style=\"text-align: right;\">                212.773</td><td style=\"text-align: right;\">                594.623</td><td style=\"text-align: right;\">                1463.21</td><td style=\"text-align: right;\">               -205.437</td><td style=\"text-align: right;\">             592.35 </td><td style=\"text-align: right;\">             1252   </td><td style=\"text-align: right;\">             264.071</td><td style=\"text-align: right;\">             582.441</td><td style=\"text-align: right;\">             1226.33</td><td style=\"text-align: right;\">            -235.844</td><td style=\"text-align: right;\">             562.284</td><td style=\"text-align: right;\">             1146.87</td><td style=\"text-align: right;\">             300.968</td><td style=\"text-align: right;\">             519.937</td><td style=\"text-align: right;\">             1136.84</td><td style=\"text-align: right;\">            -270.462</td><td style=\"text-align: right;\">                 753.785</td><td style=\"text-align: right;\">                 961.016</td><td style=\"text-align: right;\">                 268.138</td><td style=\"text-align: right;\">                 726.541</td><td style=\"text-align: right;\">                 936.111</td><td style=\"text-align: right;\">                 322.543</td><td style=\"text-align: right;\">                 623.874</td><td style=\"text-align: right;\">                 909.062</td><td style=\"text-align: right;\">                -226.136</td><td style=\"text-align: right;\">                 574.832</td><td style=\"text-align: right;\">                 897.794</td><td style=\"text-align: right;\">                -282.227</td><td style=\"text-align: right;\">               307.82 </td><td style=\"text-align: right;\">               27.7994</td><td style=\"text-align: right;\">               194.92 </td><td style=\"text-align: right;\">               322.975</td><td style=\"text-align: right;\">               36.1729</td><td style=\"text-align: right;\">               82.4246</td><td style=\"text-align: right;\">               986.48 </td><td style=\"text-align: right;\">               79.6338</td><td style=\"text-align: right;\">              -131.006</td><td style=\"text-align: right;\">              1000.02 </td><td style=\"text-align: right;\">               90.0744</td><td style=\"text-align: right;\">  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style=\"text-align: right;\">                  622.274</td><td style=\"text-align: right;\">                  197.225</td><td style=\"text-align: right;\">                   668.185</td><td style=\"text-align: right;\">                   746.371</td><td style=\"text-align: right;\">                  -152.66 </td><td style=\"text-align: right;\">                   765.589</td><td style=\"text-align: right;\">                   741.404</td><td style=\"text-align: right;\">                  -85.8934</td><td style=\"text-align: right;\">                  707.108</td><td style=\"text-align: right;\">                  645.161</td><td style=\"text-align: right;\">                 -137.806</td><td style=\"text-align: right;\">                   356.579</td><td style=\"text-align: right;\">                   476.675</td><td style=\"text-align: right;\">                   187.104</td><td style=\"text-align: right;\">                   408.484</td><td style=\"text-align: right;\">                 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106.515 </td><td style=\"text-align: right;\">                   241.626</td><td style=\"text-align: right;\">                  102.46  </td><td style=\"text-align: right;\">                   73.1601</td><td style=\"text-align: right;\">                   224.933</td><td style=\"text-align: right;\">                   83.3369</td><td style=\"text-align: right;\">                   179.64 </td><td style=\"text-align: right;\">               350.623</td><td style=\"text-align: right;\">               37.1645</td><td style=\"text-align: right;\">               111.036</td><td style=\"text-align: right;\">            754.891</td><td style=\"text-align: right;\">            67.5882</td><td style=\"text-align: right;\">           -51.2973</td><td style=\"text-align: right;\">                   919.697</td><td style=\"text-align: right;\">                   93.521 </td><td style=\"text-align: right;\">                  -23.382 </td><td style=\"text-align: right;\">                   907.268</td><td style=\"text-align: right;\">                   84.3567</td><td style=\"text-align: right;\">                  -119.684</td><td style=\"text-align: right;\">              1034.97 </td><td style=\"text-align: right;\">               91.9559</td><td style=\"text-align: right;\">              -50.6466</td><td style=\"text-align: right;\">             664.767</td><td style=\"text-align: right;\">             1353.05</td><td style=\"text-align: right;\">             1.06204</td><td style=\"text-align: right;\">                569.599</td><td style=\"text-align: right;\">                1451.34</td><td style=\"text-align: right;\">                208.833</td><td style=\"text-align: right;\">                596.612</td><td style=\"text-align: right;\">                1461.6 </td><td style=\"text-align: right;\">               -209.297</td><td style=\"text-align: right;\">             591.71 </td><td style=\"text-align: right;\">             1252.16</td><td style=\"text-align: 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style=\"text-align: right;\">                 906.615</td><td style=\"text-align: right;\">                -228.143</td><td style=\"text-align: right;\">                 580.38 </td><td style=\"text-align: right;\">                 895.218</td><td style=\"text-align: right;\">                -284.32 </td><td style=\"text-align: right;\">               288.96 </td><td style=\"text-align: right;\">               28.3685</td><td style=\"text-align: right;\">               194.776</td><td style=\"text-align: right;\">               305.466</td><td style=\"text-align: right;\">               36.4359</td><td style=\"text-align: right;\">               82.2808</td><td style=\"text-align: right;\">               972.828</td><td style=\"text-align: right;\">               70.8649</td><td style=\"text-align: right;\">              -127.987</td><td style=\"text-align: right;\">               985.957</td><td style=\"text-align: right;\">               81.0853</td><td style=\"text-align: right;\">  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style=\"text-align: right;\">                  621.385</td><td style=\"text-align: right;\">                  197.586</td><td style=\"text-align: right;\">                   671.155</td><td style=\"text-align: right;\">                   747.262</td><td style=\"text-align: right;\">                  -154.151</td><td style=\"text-align: right;\">                   768.823</td><td style=\"text-align: right;\">                   742.242</td><td style=\"text-align: right;\">                  -87.919 </td><td style=\"text-align: right;\">                  709.615</td><td style=\"text-align: right;\">                  646.171</td><td style=\"text-align: right;\">                 -138.603</td><td style=\"text-align: right;\">                   364.349</td><td style=\"text-align: right;\">                   478.706</td><td style=\"text-align: right;\">                   187.997</td><td style=\"text-align: right;\">                   413.173</td><td style=\"text-align: right;\">                 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106.63  </td><td style=\"text-align: right;\">                   230.571</td><td style=\"text-align: right;\">                  108.786 </td><td style=\"text-align: right;\">                   73.6988</td><td style=\"text-align: right;\">                   212.16 </td><td style=\"text-align: right;\">                   90.925 </td><td style=\"text-align: right;\">                   179.631</td><td style=\"text-align: right;\">               332.124</td><td style=\"text-align: right;\">               35.7603</td><td style=\"text-align: right;\">               111.057</td><td style=\"text-align: right;\">            737.511</td><td style=\"text-align: right;\">            69.0233</td><td style=\"text-align: right;\">           -51.618 </td><td style=\"text-align: right;\">                   904.416</td><td style=\"text-align: right;\">                   88.8417</td><td style=\"text-align: right;\">                  -21.7493</td><td style=\"text-align: right;\">                   892.756</td><td style=\"text-align: right;\">                   79.4371</td><td style=\"text-align: right;\">                  -118.547</td><td style=\"text-align: right;\">              1020.44 </td><td style=\"text-align: right;\">               82.9563</td><td style=\"text-align: right;\">              -47.9208</td><td style=\"text-align: right;\">             666.41 </td><td style=\"text-align: right;\">             1353.36</td><td style=\"text-align: right;\">            -1.70964</td><td style=\"text-align: right;\">                570.122</td><td style=\"text-align: right;\">                1451.95</td><td style=\"text-align: right;\">                205.415</td><td style=\"text-align: right;\">                598.727</td><td style=\"text-align: right;\">                1460.88</td><td style=\"text-align: right;\">               -212.761</td><td style=\"text-align: right;\">             590.951</td><td style=\"text-align: right;\">             1252.8 </td><td style=\"text-align: right;\">             257.538</td><td style=\"text-align: right;\">             591.143</td><td style=\"text-align: right;\">             1223.25</td><td style=\"text-align: right;\">            -241.267</td><td style=\"text-align: right;\">             558.509</td><td style=\"text-align: right;\">             1148.21</td><td style=\"text-align: right;\">             294.383</td><td style=\"text-align: right;\">             530.855</td><td style=\"text-align: right;\">             1132.51</td><td style=\"text-align: right;\">            -275.83 </td><td style=\"text-align: right;\">                 741.262</td><td style=\"text-align: right;\">                 951.661</td><td style=\"text-align: right;\">                 269.423</td><td style=\"text-align: right;\">                 711.242</td><td style=\"text-align: right;\">                 929.409</td><td style=\"text-align: right;\">                 323.555</td><td style=\"text-align: right;\">                 634.312</td><td style=\"text-align: right;\">                 904.228</td><td style=\"text-align: right;\">                -230.156</td><td style=\"text-align: right;\">                 585.526</td><td style=\"text-align: right;\">                 892.945</td><td style=\"text-align: right;\">                -286.533</td><td style=\"text-align: right;\">               271.136</td><td style=\"text-align: right;\">               30.7363</td><td style=\"text-align: right;\">               194.552</td><td style=\"text-align: right;\">               289.224</td><td style=\"text-align: right;\">               37.9025</td><td style=\"text-align: right;\">               82.2709</td><td style=\"text-align: right;\">               957.599</td><td style=\"text-align: right;\">               63.1873</td><td style=\"text-align: right;\">              -125.889</td><td style=\"text-align: right;\">               970.564</td><td style=\"text-align: right;\">               73.2575</td><td style=\"text-align: right;\">  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style=\"text-align: right;\">                  620.831</td><td style=\"text-align: right;\">                  197.72 </td><td style=\"text-align: right;\">                   674.268</td><td style=\"text-align: right;\">                   748.52 </td><td style=\"text-align: right;\">                  -156.158</td><td style=\"text-align: right;\">                   772.153</td><td style=\"text-align: right;\">                   743.43 </td><td style=\"text-align: right;\">                  -90.5188</td><td style=\"text-align: right;\">                  712.268</td><td style=\"text-align: right;\">                  647.384</td><td style=\"text-align: right;\">                 -140.12 </td><td style=\"text-align: right;\">                   375.34 </td><td style=\"text-align: right;\">                   481.433</td><td style=\"text-align: right;\">                   188.379</td><td style=\"text-align: right;\">                   420.922</td><td style=\"text-align: right;\">                 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876.783</td><td style=\"text-align: right;\">                   75.7378</td><td style=\"text-align: right;\">                  -118.338</td><td style=\"text-align: right;\">              1004.39 </td><td style=\"text-align: right;\">               74.2169</td><td style=\"text-align: right;\">              -46.9807</td><td style=\"text-align: right;\">             668.001</td><td style=\"text-align: right;\">             1354.22</td><td style=\"text-align: right;\">            -4.59534</td><td style=\"text-align: right;\">                570.874</td><td style=\"text-align: right;\">                1453.01</td><td style=\"text-align: right;\">                201.865</td><td style=\"text-align: right;\">                600.701</td><td style=\"text-align: right;\">                1460.76</td><td style=\"text-align: right;\">               -216.054</td><td style=\"text-align: right;\">             590.415</td><td style=\"text-align: right;\">             1253.97</td><td style=\"text-align: right;\">             254.295</td><td style=\"text-align: right;\">             595.446</td><td style=\"text-align: right;\">             1222.83</td><td style=\"text-align: right;\">            -243.511</td><td style=\"text-align: right;\">             556.771</td><td style=\"text-align: right;\">             1149.72</td><td style=\"text-align: right;\">             290.973</td><td style=\"text-align: right;\">             536.131</td><td style=\"text-align: right;\">             1131.59</td><td style=\"text-align: right;\">            -277.913</td><td style=\"text-align: right;\">                 734.53 </td><td style=\"text-align: right;\">                 948.144</td><td style=\"text-align: right;\">                 270.009</td><td style=\"text-align: right;\">                 703.082</td><td style=\"text-align: right;\">                 927.238</td><td style=\"text-align: right;\">                 323.799</td><td style=\"text-align: right;\">                 638.486</td><td style=\"text-align: right;\">                 902.31 </td><td style=\"text-align: right;\">                -232.202</td><td style=\"text-align: right;\">                 589.7  </td><td style=\"text-align: right;\">                 891.382</td><td style=\"text-align: right;\">                -288.745</td><td style=\"text-align: right;\">               254.868</td><td style=\"text-align: right;\">               35.0289</td><td style=\"text-align: right;\">               193.89 </td><td style=\"text-align: right;\">               274.717</td><td style=\"text-align: right;\">               40.7694</td><td style=\"text-align: right;\">               82.2014</td><td style=\"text-align: right;\">               940.843</td><td style=\"text-align: right;\">               56.5039</td><td style=\"text-align: right;\">              -125.134</td><td style=\"text-align: right;\">               953.923</td><td style=\"text-align: right;\">               66.2637</td><td style=\"text-align: right;\">  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style=\"text-align: right;\">                  621.032</td><td style=\"text-align: right;\">                  197.881</td><td style=\"text-align: right;\">                   675.428</td><td style=\"text-align: right;\">                   749.845</td><td style=\"text-align: right;\">                  -158.615</td><td style=\"text-align: right;\">                   773.261</td><td style=\"text-align: right;\">                   743.953</td><td style=\"text-align: right;\">                  -93.3422</td><td style=\"text-align: right;\">                  712.128</td><td style=\"text-align: right;\">                  648.314</td><td style=\"text-align: right;\">                 -142.113</td><td style=\"text-align: right;\">                   389.508</td><td style=\"text-align: right;\">                   485.238</td><td style=\"text-align: right;\">                   188.589</td><td style=\"text-align: right;\">                   431.757</td><td style=\"text-align: right;\">                 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right;\">             250.96 </td><td style=\"text-align: right;\">             600.281</td><td style=\"text-align: right;\">             1223.43</td><td style=\"text-align: right;\">            -245.822</td><td style=\"text-align: right;\">             554.169</td><td style=\"text-align: right;\">             1152.31</td><td style=\"text-align: right;\">             287.401</td><td style=\"text-align: right;\">             542.115</td><td style=\"text-align: right;\">             1131.58</td><td style=\"text-align: right;\">            -280.068</td><td style=\"text-align: right;\">                 726.327</td><td style=\"text-align: right;\">                 945.574</td><td style=\"text-align: right;\">                 270.694</td><td style=\"text-align: right;\">                 693.349</td><td style=\"text-align: right;\">                 926.121</td><td style=\"text-align: right;\">                 324.042</td><td style=\"text-align: right;\">                 643.351</td><td style=\"text-align: right;\">                 901.138</td><td style=\"text-align: right;\">                -234.275</td><td style=\"text-align: right;\">                 594.659</td><td style=\"text-align: right;\">                 890.639</td><td style=\"text-align: right;\">                -291.127</td><td style=\"text-align: right;\">               240.386</td><td style=\"text-align: right;\">               41.2957</td><td style=\"text-align: right;\">               193.409</td><td style=\"text-align: right;\">               262.342</td><td style=\"text-align: right;\">               45.1536</td><td style=\"text-align: right;\">               82.5473</td><td style=\"text-align: right;\">               923.552</td><td style=\"text-align: right;\">               51.5982</td><td style=\"text-align: right;\">              -125.013</td><td style=\"text-align: right;\">               936.712</td><td style=\"text-align: right;\">               61.0702</td><td style=\"text-align: right;\">              -22.8478</td><td style=\"text-align: right;\">              740.124</td><td style=\"text-align: right;\">              1574.26</td><td style=\"text-align: right;\">              74.1402</td><td style=\"text-align: right;\">              754.095</td><td style=\"text-align: right;\">              1575.71</td><td style=\"text-align: right;\">             -64.0594</td><td style=\"text-align: right;\">              757.415</td><td style=\"text-align: right;\">              1750.47</td><td style=\"text-align: right;\">             11.7227 </td></tr>\n",
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style=\"text-align: right;\">                  621.553</td><td style=\"text-align: right;\">                  198.065</td><td style=\"text-align: right;\">                   674.24 </td><td style=\"text-align: right;\">                   751.214</td><td style=\"text-align: right;\">                  -161.381</td><td style=\"text-align: right;\">                   771.696</td><td style=\"text-align: right;\">                   743.842</td><td style=\"text-align: right;\">                  -96.2375</td><td style=\"text-align: right;\">                  708.813</td><td style=\"text-align: right;\">                  649.045</td><td style=\"text-align: right;\">                 -144.408</td><td style=\"text-align: right;\">                   405.977</td><td style=\"text-align: right;\">                   489.466</td><td style=\"text-align: right;\">                   188.67 </td><td style=\"text-align: right;\">                   445.026</td><td style=\"text-align: right;\">                   408.946</td><td style=\"text-align: right;\">                   140.551</td><td style=\"text-align: right;\">                  359.714</td><td style=\"text-align: right;\">                  414.458</td><td style=\"text-align: right;\">                  192.531</td><td style=\"text-align: right;\">                   746.44 </td><td style=\"text-align: right;\">                   443.506</td><td style=\"text-align: right;\">                  -137.917</td><td style=\"text-align: right;\">                   797.156</td><td style=\"text-align: right;\">                   398.174</td><td style=\"text-align: right;\">                  -81.2466</td><td style=\"text-align: right;\">                  731.289</td><td style=\"text-align: right;\">                  399.034</td><td style=\"text-align: right;\">                 -146.807</td><td style=\"text-align: right;\">           101.375 </td><td style=\"text-align: right;\">            228.32 </td><td style=\"text-align: right;\">           100.265 </td><td style=\"text-align: right;\">                   212.983</td><td style=\"text-align: right;\">                  135.785 </td><td style=\"text-align: right;\">                   73.431 </td><td style=\"text-align: right;\">                   187.366</td><td style=\"text-align: right;\">                  125.361 </td><td style=\"text-align: right;\">                   176.841</td><td style=\"text-align: right;\">               289.229</td><td style=\"text-align: right;\">               36.2001</td><td style=\"text-align: right;\">               114.26 </td><td style=\"text-align: right;\">            685.116</td><td style=\"text-align: right;\">            75.2729</td><td style=\"text-align: right;\">           -53.1707</td><td style=\"text-align: right;\">                   854.916</td><td style=\"text-align: right;\">                   79.4811</td><td style=\"text-align: right;\">                  -21.2068</td><td style=\"text-align: right;\">                   843    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96.3764</td><td style=\"text-align: right;\">                   213.852</td><td style=\"text-align: right;\">                  147.055 </td><td style=\"text-align: right;\">                   72.8857</td><td style=\"text-align: right;\">                   185.333</td><td style=\"text-align: right;\">                  140.124 </td><td style=\"text-align: right;\">                   175.345</td><td style=\"text-align: right;\">               281.038</td><td style=\"text-align: right;\">               38.6385</td><td style=\"text-align: right;\">               116.356</td><td style=\"text-align: right;\">            667.755</td><td style=\"text-align: right;\">            75.372 </td><td style=\"text-align: right;\">           -53.8729</td><td style=\"text-align: right;\">                   837.792</td><td style=\"text-align: right;\">                   77.5448</td><td style=\"text-align: right;\">                  -21.8945</td><td style=\"text-align: right;\">                   825.182</td><td style=\"text-align: right;\">                   69.7789</td><td style=\"text-align: right;\">                  -119.949</td><td style=\"text-align: right;\">               952.477</td><td style=\"text-align: right;\">               58.1575</td><td style=\"text-align: right;\">              -48.6949</td><td style=\"text-align: right;\">             670.505</td><td style=\"text-align: right;\">             1361.27</td><td style=\"text-align: right;\">           -14.0464 </td><td style=\"text-align: right;\">                570.45 </td><td style=\"text-align: right;\">                1460.85</td><td style=\"text-align: right;\">                190.583</td><td style=\"text-align: right;\">                605.647</td><td style=\"text-align: right;\">                1465.43</td><td style=\"text-align: right;\">               -226.916</td><td style=\"text-align: right;\">             584.255</td><td style=\"text-align: right;\">             1261.96</td><td style=\"text-align: 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       "</table>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": []
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Reconstruct data from X and Y\n",
    "pred = model.predict(gait)\n",
    "pred.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# Plot original and reconstructed L.Acromium.X over time\n",
    "lacro_np = np.array(h2o.as_list(gait[\"L.Acromium.X\"]))\n",
    "lacro_pred_np = np.array(h2o.as_list(pred[\"reconstr_L.Acromium.X\"]))\n",
    "line_orig = plt.plot(time_np, lacro_np, '-')\n",
    "line_imp = plt.plot(time_np, lacro_pred_np, '-')\n",
    "\n",
    "plt.title(\"Position of Left Acromium over Time\")\n",
    "plt.xlabel(\"Time\")\n",
    "plt.ylabel(\"X-Coordinate of Left Acromium\")\n",
    "blue_patch = mpatches.Patch(color = 'blue', label = 'Original')\n",
    "green_patch = mpatches.Patch(color = 'green', label='Imputed')\n",
    "plt.legend([blue_patch, green_patch], [\"Original\", \"Imputed\"])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Parse Progress: [##################################################] 100%\n",
      "Rows:151 Cols:124\n",
      "\n",
      "Chunk compression summary: \n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div style=\"overflow:auto\"><table style=\"width:50%\"><tr><td><b>chunk_type</b></td>\n",
       "<td><b>chunk_name</b></td>\n",
       "<td><b>count</b></td>\n",
       "<td><b>count_percentage</b></td>\n",
       "<td><b>size</b></td>\n",
       "<td><b>size_percentage</b></td></tr>\n",
       "<tr><td>C2S</td>\n",
       "<td>2-Byte Fractions</td>\n",
       "<td>1</td>\n",
       "<td>0.8064516</td>\n",
       "<td>    386  B</td>\n",
       "<td>0.4540642</td></tr>\n",
       "<tr><td>C4S</td>\n",
       "<td>4-Byte Fractions</td>\n",
       "<td>123</td>\n",
       "<td>99.19355</td>\n",
       "<td>   82.6 KB</td>\n",
       "<td>99.54594</td></tr></table></div>"
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      "text/plain": [
       "chunk_type    chunk_name        count    count_percentage    size     size_percentage\n",
       "------------  ----------------  -------  ------------------  -------  -----------------\n",
       "C2S           2-Byte Fractions  1        0.806452            386  B   0.454064\n",
       "C4S           4-Byte Fractions  123      99.1936             82.6 KB  99.5459"
      ]
     },
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     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Frame distribution summary: \n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div style=\"overflow:auto\"><table style=\"width:50%\"><tr><td><b></b></td>\n",
       "<td><b>size</b></td>\n",
       "<td><b>number_of_rows</b></td>\n",
       "<td><b>number_of_chunks_per_column</b></td>\n",
       "<td><b>number_of_chunks</b></td></tr>\n",
       "<tr><td>172.16.2.84:54321</td>\n",
       "<td>   83.0 KB</td>\n",
       "<td>151.0</td>\n",
       "<td>1.0</td>\n",
       "<td>124.0</td></tr>\n",
       "<tr><td>mean</td>\n",
       "<td>   83.0 KB</td>\n",
       "<td>151.0</td>\n",
       "<td>1.0</td>\n",
       "<td>124.0</td></tr>\n",
       "<tr><td>min</td>\n",
       "<td>   83.0 KB</td>\n",
       "<td>151.0</td>\n",
       "<td>1.0</td>\n",
       "<td>124.0</td></tr>\n",
       "<tr><td>max</td>\n",
       "<td>   83.0 KB</td>\n",
       "<td>151.0</td>\n",
       "<td>1.0</td>\n",
       "<td>124.0</td></tr>\n",
       "<tr><td>stddev</td>\n",
       "<td>      0  B</td>\n",
       "<td>0.0</td>\n",
       "<td>0.0</td>\n",
       "<td>0.0</td></tr>\n",
       "<tr><td>total</td>\n",
       "<td>   83.0 KB</td>\n",
       "<td>151.0</td>\n",
       "<td>1.0</td>\n",
       "<td>124.0</td></tr></table></div>"
      ],
      "text/plain": [
       "                   size     number_of_rows    number_of_chunks_per_column    number_of_chunks\n",
       "-----------------  -------  ----------------  -----------------------------  ------------------\n",
       "172.16.2.84:54321  83.0 KB  151               1                              124\n",
       "mean               83.0 KB  151               1                              124\n",
       "min                83.0 KB  151               1                              124\n",
       "max                83.0 KB  151               1                              124\n",
       "stddev             0  B     0                 0                              0\n",
       "total              83.0 KB  151               1                              124"
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      "\n",
      "\n"
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      "text/html": [
       "<table>\n",
       "<tr><th>       </th><th>Time              </th><th>R.ASIS.X         </th><th>R.ASIS.Y          </th><th>R.ASIS.Z          </th><th>L.ASIS.X          </th><th>L.ASIS.Y          </th><th>L.ASIS.Z           </th><th>V.Sacral.X        </th><th>V.Sacral.Y        </th><th>V.Sacral.Z         </th><th>R.Thigh.Upper.X   </th><th>R.Thigh.Upper.Y   </th><th>R.Thigh.Upper.Z   </th><th>R.Thigh.Front.X  </th><th>R.Thigh.Front.Y   </th><th>R.Thigh.Front.Z   </th><th>R.Thigh.Rear.X    </th><th>R.Thigh.Rear.Y   </th><th>R.Thigh.Rear.Z    </th><th>L.Thigh.Upper.X   </th><th>L.Thigh.Upper.Y   </th><th>L.Thigh.Upper.Z    </th><th>L.Thigh.Front.X  </th><th>L.Thigh.Front.Y  </th><th>L.Thigh.Front.Z    </th><th>L.Thigh.Rear.X    </th><th>L.Thigh.Rear.Y    </th><th>L.Thigh.Rear.Z     </th><th>R.Shank.Upper.X   </th><th>R.Shank.Upper.Y   </th><th>R.Shank.Upper.Z   </th><th>R.Shank.Front.X   </th><th>R.Shank.Front.Y   </th><th>R.Shank.Front.Z   </th><th>R.Shank.Rear.X    </th><th>R.Shank.Rear.Y    </th><th>R.Shank.Rear.Z    </th><th>L.Shank.Upper.X   </th><th>L.Shank.Upper.Y   </th><th>L.Shank.Upper.Z    </th><th>L.Shank.Front.X   </th><th>L.Shank.Front.Y   </th><th>L.Shank.Front.Z    </th><th>L.Shank.Rear.X    </th><th>L.Shank.Rear.Y    </th><th>L.Shank.Rear.Z     </th><th>R.Heel.X          </th><th>R.Heel.Y          </th><th>R.Heel.Z          </th><th>R.Midfoot.Sup.X   </th><th>R.Midfoot.Sup.Y   </th><th>R.Midfoot.Sup.Z  </th><th>R.Midfoot.Lat.X   </th><th>R.Midfoot.Lat.Y   </th><th>R.Midfoot.Lat.Z   </th><th>R.Toe.Tip.X       </th><th>R.Toe.Tip.Y       </th><th>R.Toe.Tip.Z       </th><th>L.Heel.X          </th><th>L.Heel.Y          </th><th>L.Heel.Z           </th><th>L.Midfoot.Sup.X   </th><th>L.Midfoot.Sup.Y   </th><th>L.Midfoot.Sup.Z    </th><th>L.Midfoot.Lat.X   </th><th>L.Midfoot.Lat.Y   </th><th>L.Midfoot.Lat.Z    </th><th>L.Toe.Tip.X       </th><th>L.Toe.Tip.Y       </th><th>L.Toe.Tip.Z        </th><th>Sternum.X         </th><th>Sternum.Y         </th><th>Sternum.Z          </th><th>R.Acromium.X      </th><th>R.Acromium.Y      </th><th>R.Acromium.Z      </th><th>L.Acromium.X     </th><th>L.Acromium.Y      </th><th>L.Acromium.Z       </th><th>R.Bicep.X         </th><th>R.Bicep.Y         </th><th>R.Bicep.Z         </th><th>L.Bicep.X        </th><th>L.Bicep.Y         </th><th>L.Bicep.Z          </th><th>R.Elbow.X        </th><th>R.Elbow.Y         </th><th>R.Elbow.Z         </th><th>L.Elbow.X         </th><th>L.Elbow.Y         </th><th>L.Elbow.Z          </th><th>R.Wrist.Med.X    </th><th>R.Wrist.Med.Y     </th><th>R.Wrist.Med.Z     </th><th>R.Wrist.Lat.X     </th><th>R.Wrist.Lat.Y     </th><th>R.Wrist.Lat.Z     </th><th>L.Wrist.Med.X    </th><th>L.Wrist.Med.Y     </th><th>L.Wrist.Med.Z      </th><th>L.Wrist.Lat.X     </th><th>L.Wrist.Lat.Y    </th><th>L.Wrist.Lat.Z      </th><th>R.Toe.Lat.X       </th><th>R.Toe.Lat.Y       </th><th>R.Toe.Lat.Z       </th><th>R.Toe.Med.X       </th><th>R.Toe.Med.Y       </th><th>R.Toe.Med.Z       </th><th>L.Toe.Lat.X       </th><th>L.Toe.Lat.Y       </th><th>L.Toe.Lat.Z        </th><th>L.Toe.Med.X       </th><th>L.Toe.Med.Y       </th><th>L.Toe.Med.Z        </th><th>R.Temple.X       </th><th>R.Temple.Y        </th><th>R.Temple.Z        </th><th>L.Temple.X        </th><th>L.Temple.Y        </th><th>L.Temple.Z         </th><th>Top.Head.X       </th><th>Top.Head.Y        </th><th>Top.Head.Z         </th></tr>\n",
       "<tr><td>type   </td><td>real              </td><td>real             </td><td>real              </td><td>real              </td><td>real              </td><td>real              </td><td>real               </td><td>real              </td><td>real              </td><td>real               </td><td>real              </td><td>real              </td><td>real              </td><td>real             </td><td>real              </td><td>real              </td><td>real              </td><td>real             </td><td>real              </td><td>real              </td><td>real              </td><td>real               </td><td>real             </td><td>real             </td><td>real               </td><td>real              </td><td>real              </td><td>real               </td><td>real              </td><td>real              </td><td>real              </td><td>real              </td><td>real              </td><td>real              </td><td>real              </td><td>real              </td><td>real              </td><td>real              </td><td>real              </td><td>real               </td><td>real              </td><td>real              </td><td>real               </td><td>real              </td><td>real              </td><td>real               </td><td>real              </td><td>real              </td><td>real              </td><td>real              </td><td>real              </td><td>real             </td><td>real              </td><td>real              </td><td>real              </td><td>real              </td><td>real              </td><td>real              </td><td>real              </td><td>real              </td><td>real               </td><td>real              </td><td>real              </td><td>real               </td><td>real              </td><td>real              </td><td>real               </td><td>real              </td><td>real              </td><td>real               </td><td>real              </td><td>real              </td><td>real               </td><td>real              </td><td>real              </td><td>real              </td><td>real             </td><td>real              </td><td>real               </td><td>real              </td><td>real              </td><td>real              </td><td>real             </td><td>real              </td><td>real               </td><td>real             </td><td>real              </td><td>real              </td><td>real              </td><td>real              </td><td>real               </td><td>real             </td><td>real              </td><td>real              </td><td>real              </td><td>real              </td><td>real              </td><td>real             </td><td>real              </td><td>real               </td><td>real              </td><td>real             </td><td>real               </td><td>real              </td><td>real              </td><td>real              </td><td>real              </td><td>real              </td><td>real              </td><td>real              </td><td>real              </td><td>real               </td><td>real              </td><td>real              </td><td>real               </td><td>real             </td><td>real              </td><td>real              </td><td>real              </td><td>real              </td><td>real               </td><td>real             </td><td>real              </td><td>real               </td></tr>\n",
       "<tr><td>mins   </td><td>0.0               </td><td>588.9071700000001</td><td>1042.5732400000002</td><td>107.79163000000001</td><td>600.01556         </td><td>1029.2542700000001</td><td>-152.53879         </td><td>399.40009000000003</td><td>1034.9012500000001</td><td>-21.440830000000002</td><td>481.83603000000005</td><td>732.70135         </td><td>169.71159         </td><td>535.63422        </td><td>657.21033         </td><td>74.20708          </td><td>443.03299000000004</td><td>613.54547        </td><td>168.15961000000001</td><td>468.19415000000004</td><td>737.7208300000001 </td><td>-194.25998         </td><td>550.69415        </td><td>684.75494        </td><td>-133.58800000000002</td><td>435.01773000000003</td><td>627.4998800000001 </td><td>-170.86086         </td><td>319.34705         </td><td>445.08429         </td><td>157.69023         </td><td>376.44724         </td><td>403.25574000000006</td><td>102.54192         </td><td>295.04089000000005</td><td>368.36661000000004</td><td>165.6133          </td><td>341.20230000000004</td><td>438.80435000000006</td><td>-172.96315         </td><td>365.72482         </td><td>375.95242         </td><td>-120.97533000000001</td><td>304.46347000000003</td><td>393.67728000000005</td><td>-173.38676         </td><td>68.60076000000001 </td><td>56.43383000000001 </td><td>59.94800000000001 </td><td>190.98845000000003</td><td>76.90237          </td><td>57.86759000000001</td><td>157.32503000000003</td><td>62.790000000000006</td><td>159.97461         </td><td>242.90858000000003</td><td>33.52863          </td><td>102.08940000000001</td><td>76.37951000000001 </td><td>60.01719000000001 </td><td>-74.0361           </td><td>211.85968000000003</td><td>70.39124000000001 </td><td>-69.30095          </td><td>185.39088         </td><td>48.22646          </td><td>-140.09074         </td><td>254.42706         </td><td>36.65646          </td><td>-88.18266000000001 </td><td>627.3817700000001 </td><td>1342.8541300000002</td><td>-35.207950000000004</td><td>511.80032000000006</td><td>1427.4450700000002</td><td>164.48206000000002</td><td>551.72424        </td><td>1453.5893600000002</td><td>-249.89265000000003</td><td>485.94559000000004</td><td>1227.90454        </td><td>216.05853000000002</td><td>531.12134        </td><td>1217.6442900000002</td><td>-266.60974000000004</td><td>424.32767        </td><td>1129.49243        </td><td>242.44150000000002</td><td>460.20703000000003</td><td>1123.8029800000002</td><td>-304.79358         </td><td>535.8743900000001</td><td>889.81964         </td><td>262.1105          </td><td>486.99316000000005</td><td>876.5388200000001 </td><td>304.71069         </td><td>554.3527200000001</td><td>895.9242600000001 </td><td>-240.59163         </td><td>503.10611000000006</td><td>886.58942        </td><td>-300.87775000000005</td><td>179.7708          </td><td>33.33099          </td><td>181.24631000000002</td><td>218.04131         </td><td>36.963620000000006</td><td>71.79319000000001 </td><td>202.74066000000002</td><td>36.02512          </td><td>-153.13719         </td><td>228.04898000000003</td><td>42.970600000000005</td><td>-54.889030000000005</td><td>675.97009        </td><td>1562.28418        </td><td>44.154320000000006</td><td>683.5089700000001 </td><td>1567.2720900000002</td><td>-94.07465          </td><td>614.13971        </td><td>1740.3891600000002</td><td>-19.488380000000003</td></tr>\n",
       "<tr><td>mean   </td><td>1.2499999999999993</td><td>614.5219373809526</td><td>1065.674211068702 </td><td>147.70381085937498</td><td>621.4685777519381 </td><td>1053.8870899173553</td><td>-113.1220462992126 </td><td>419.96147858208957</td><td>1058.9396165853657</td><td>21.11738235294117  </td><td>602.0237726515152 </td><td>751.7273182677166 </td><td>198.12656452380958</td><td>676.998435725191 </td><td>698.1164752554741 </td><td>107.98844620155043</td><td>607.4938511450381 </td><td>634.0988691911766</td><td>191.19427805084752</td><td>589.7071056000001 </td><td>756.6348315748031 </td><td>-164.43936330769233</td><td>676.351652421875 </td><td>728.9683143750003</td><td>-105.68779928571426</td><td>598.0017102419358 </td><td>651.4269711450382 </td><td>-150.98209781250003</td><td>543.6514965891474 </td><td>476.8315416923078 </td><td>177.90240643939393</td><td>612.2485662962965 </td><td>427.1291536065575 </td><td>128.55800023437493</td><td>550.9574812499998 </td><td>395.28342082644616</td><td>183.20065491803282</td><td>578.969913643411  </td><td>453.85756544776143</td><td>-144.9175518897638 </td><td>613.9014913636362 </td><td>398.72314492063515</td><td>-94.28277031496066 </td><td>548.7100873076923 </td><td>418.68888263157896</td><td>-151.06090469696966</td><td>418.61944007633605</td><td>121.18016370078735</td><td>90.99763584615388 </td><td>545.7749826356588 </td><td>110.41122030769232</td><td>69.78039318518516</td><td>524.5631150406504 </td><td>93.92404014814814 </td><td>173.7732026190476 </td><td>654.1564922222226 </td><td>66.88846407692313 </td><td>120.13476531249998</td><td>431.8754314285713 </td><td>129.84234287878792</td><td>-51.27995097560977 </td><td>574.9778156249997 </td><td>103.83877976377953</td><td>-30.091574341085284</td><td>566.1202526984124 </td><td>96.79594126050421 </td><td>-123.58381375939845</td><td>678.8507586466168 </td><td>66.44135443548387 </td><td>-58.160875600000004</td><td>643.7707248799999 </td><td>1367.9178143511456</td><td>7.475559302325582  </td><td>541.6002414960632 </td><td>1458.3426990551186</td><td>215.23162066176474</td><td>578.8979806504063</td><td>1481.9918678571426</td><td>-202.49140905511805</td><td>547.4777600000001 </td><td>1259.51176984252  </td><td>262.38946829457376</td><td>596.5677472180454</td><td>1244.4882707758622</td><td>-229.6007026016261 </td><td>503.4653489256198</td><td>1157.8093834848485</td><td>293.64344187499995</td><td>545.9599920634921 </td><td>1147.6621124390247</td><td>-268.3959422608696 </td><td>657.2295957692305</td><td>944.0677635200004 </td><td>282.97286181818214</td><td>617.1352212213739 </td><td>928.3252148031497 </td><td>331.3479852307692 </td><td>673.9732800735296</td><td>938.227669083969  </td><td>-215.0208914173229 </td><td>628.2167179365077 </td><td>921.9658151162794</td><td>-273.3403533333336 </td><td>592.7331266917291 </td><td>61.25295527131784 </td><td>194.7007793939394 </td><td>616.1231278030305 </td><td>67.72312863999998 </td><td>86.20805892561982 </td><td>610.7499204098361 </td><td>64.80942227642278 </td><td>-131.93505530769218</td><td>652.8815048837212 </td><td>74.28172511811024 </td><td>-32.449527720588215</td><td>708.096513       </td><td>1597.3340392248065</td><td>92.79476772727277 </td><td>718.288894140625  </td><td>1603.7745607031247</td><td>-44.273716842105294</td><td>698.7624831297712</td><td>1773.2153420472443</td><td>34.894787603305765 </td></tr>\n",
       "<tr><td>maxs   </td><td>2.5               </td><td>641.12048        </td><td>1091.26807        </td><td>180.07411000000002</td><td>661.46918         </td><td>1078.02356        </td><td>-80.82956          </td><td>451.5914          </td><td>1077.77014        </td><td>55.297180000000004 </td><td>692.8951400000001 </td><td>788.1136500000001 </td><td>216.86717000000002</td><td>766.4453100000001</td><td>750.7237500000001 </td><td>136.25021         </td><td>726.57483         </td><td>672.4224200000001</td><td>209.89946         </td><td>674.53168         </td><td>781.90839         </td><td>-138.11635         </td><td>772.35175        </td><td>780.8144500000001</td><td>-66.30186          </td><td>713.1610700000001 </td><td>681.3862300000001 </td><td>-123.18440000000001</td><td>719.6970200000001 </td><td>531.05676         </td><td>200.56787000000003</td><td>799.4701500000001 </td><td>457.5513          </td><td>154.56749000000002</td><td>751.88885         </td><td>458.64368         </td><td>202.59061000000003</td><td>764.30676         </td><td>494.35605000000004</td><td>-116.46951000000001</td><td>821.6690100000001 </td><td>425.57733         </td><td>-63.825            </td><td>750.77588         </td><td>472.92294000000004</td><td>-125.02680000000001</td><td>812.50183         </td><td>320.70309000000003</td><td>108.16100000000002</td><td>935.61414         </td><td>197.97754         </td><td>85.62352000000001</td><td>934.44775         </td><td>209.43217         </td><td>188.70589         </td><td>1071.77734        </td><td>179.28133000000003</td><td>153.59363000000002</td><td>821.7641000000001 </td><td>321.80249000000003</td><td>-34.92287          </td><td>971.3176300000001 </td><td>178.00603         </td><td>-6.83138           </td><td>955.7309600000001 </td><td>184.36398000000003</td><td>-104.36980000000001</td><td>1082.51477        </td><td>168.64880000000002</td><td>-33.049710000000005</td><td>673.89301         </td><td>1393.8880600000002</td><td>43.520900000000005 </td><td>573.64575         </td><td>1485.37354        </td><td>262.06827000000004</td><td>609.36566        </td><td>1507.8101800000002</td><td>-156.17076         </td><td>593.2045300000001 </td><td>1288.58093        </td><td>305.86801         </td><td>643.91699        </td><td>1271.7580600000001</td><td>-196.56128         </td><td>567.0025         </td><td>1193.1440400000001</td><td>339.82635000000005</td><td>608.93268         </td><td>1186.43945        </td><td>-230.94901000000002</td><td>771.56329        </td><td>1003.0836800000001</td><td>312.96448000000004</td><td>750.302           </td><td>969.89471         </td><td>362.03549000000004</td><td>793.86859        </td><td>998.83923         </td><td>-188.33229000000003</td><td>768.9158900000001 </td><td>958.34167        </td><td>-249.44443         </td><td>1022.3231800000001</td><td>136.89597         </td><td>218.5173          </td><td>1029.85803        </td><td>153.3546          </td><td>113.45890000000001</td><td>1024.0694600000002</td><td>132.61819         </td><td>-111.9407          </td><td>1039.3868400000001</td><td>146.49858         </td><td>-9.441730000000002 </td><td>740.63611        </td><td>1640.0118400000001</td><td>139.15808         </td><td>754.6250600000001 </td><td>1647.8839100000002</td><td>0.84904            </td><td>752.89178        </td><td>1809.1491700000001</td><td>85.29955000000001  </td></tr>\n",
       "<tr><td>sigma  </td><td>0.7288982553598734</td><td>14.92215308091295</td><td>14.111880060493164</td><td>25.432066898627287</td><td>15.198508731285314</td><td>14.162788694065041</td><td>24.242934872860133 </td><td>14.434710207521606</td><td>12.10066654207011 </td><td>24.0349655412507   </td><td>67.10426858935227 </td><td>14.205522724250503</td><td>15.687902790710798</td><td>74.68131457993448</td><td>26.389016555347528</td><td>18.4568665408435  </td><td>96.42257330093962 </td><td>15.06777840349137</td><td>12.508426408793273</td><td>66.34624439841295 </td><td>11.264958079555221</td><td>17.842421998298626 </td><td>72.21749405726675</td><td>26.14303638869915</td><td>21.33082154502956  </td><td>92.84194258669261 </td><td>11.523261680540092</td><td>13.95274158238682  </td><td>134.80876504738433</td><td>25.743872487243486</td><td>11.136201948564182</td><td>143.9726247367157 </td><td>16.498710998430557</td><td>11.671072512430744</td><td>155.37667560696926</td><td>28.587049936953097</td><td>8.389006495328955 </td><td>142.37126744241198</td><td>17.236798986854758</td><td>14.953128359661894 </td><td>154.95702883987926</td><td>15.241329669825708</td><td>14.46404818246618  </td><td>153.05231554067956</td><td>25.822169495300553</td><td>13.234972938997545 </td><td>235.04164595102208</td><td>81.84095704372828 </td><td>9.390160712419974 </td><td>245.11955051281382</td><td>37.54678625858125 </td><td>7.476463884374892</td><td>257.1734347799746 </td><td>40.780877002241226</td><td>6.549059025113661 </td><td>267.399230376123  </td><td>38.05615841994596 </td><td>13.748346965816776</td><td>239.59986020374535</td><td>81.74529874523965 </td><td>9.376881326791628  </td><td>253.01685887822256</td><td>31.47339734876065 </td><td>12.801449790647666 </td><td>253.69387028644053</td><td>36.85986071114475 </td><td>9.416340833135983  </td><td>273.16935342475875</td><td>33.86869293420603 </td><td>13.517431154052675 </td><td>11.805342440216124</td><td>14.880649788653757</td><td>26.898774609851976 </td><td>15.430303484406378</td><td>16.663213281708643</td><td>32.42123754088741 </td><td>17.63937795165613</td><td>15.678200422116845</td><td>31.95813676896881  </td><td>32.63858211452952 </td><td>17.44753651421529 </td><td>30.301680323693503</td><td>36.87346701950721</td><td>15.482442600919159</td><td>23.64517489301381  </td><td>46.31878524486472</td><td>18.213998606724083</td><td>31.11008071053091 </td><td>51.04516428828603 </td><td>17.463430272110138</td><td>23.384008331138357 </td><td>77.45333204588788</td><td>30.17776134834941 </td><td>13.767076583525126</td><td>87.64627791278302 </td><td>24.207594364972316</td><td>14.870467982712826</td><td>79.30830428679009</td><td>27.592043116627966</td><td>13.309301929402775 </td><td>88.53358834622038 </td><td>19.98903157521194</td><td>13.58585077736218  </td><td>271.41944252422536</td><td>30.652140613918544</td><td>8.95312719362286  </td><td>264.732789740173  </td><td>31.222274926225083</td><td>10.605269876515221</td><td>276.43130123734323</td><td>30.671106575658385</td><td>10.985169830234527 </td><td>266.6254450613424 </td><td>30.095692398460987</td><td>11.659088133346604 </td><td>18.87157751058072</td><td>20.343741655472897</td><td>32.18617612378534 </td><td>20.591308589174574</td><td>21.266507623704072</td><td>31.616000370689523 </td><td>42.83060358456725</td><td>16.861553839683516</td><td>34.73233463633775  </td></tr>\n",
       "<tr><td>zeros  </td><td>1                 </td><td>0                </td><td>0                 </td><td>0                 </td><td>0                 </td><td>0                 </td><td>0                  </td><td>0                 </td><td>0                 </td><td>0                  </td><td>0                 </td><td>0                 </td><td>0                 </td><td>0                </td><td>0                 </td><td>0                 </td><td>0                 </td><td>0                </td><td>0                 </td><td>0                 </td><td>0                 </td><td>0                  </td><td>0                </td><td>0                </td><td>0                  </td><td>0                 </td><td>0                 </td><td>0                  </td><td>0                 </td><td>0                 </td><td>0                 </td><td>0                 </td><td>0                 </td><td>0                 </td><td>0                 </td><td>0                 </td><td>0                 </td><td>0                 </td><td>0                 </td><td>0                  </td><td>0                 </td><td>0                 </td><td>0                  </td><td>0                 </td><td>0                 </td><td>0                  </td><td>0                 </td><td>0                 </td><td>0                 </td><td>0                 </td><td>0                 </td><td>0                </td><td>0                 </td><td>0                 </td><td>0                 </td><td>0                 </td><td>0                 </td><td>0                 </td><td>0                 </td><td>0                 </td><td>0                  </td><td>0                 </td><td>0                 </td><td>0                  </td><td>0                 </td><td>0                 </td><td>0                  </td><td>0                 </td><td>0                 </td><td>0                  </td><td>0                 </td><td>0                 </td><td>0                  </td><td>0                 </td><td>0                 </td><td>0                 </td><td>0                </td><td>0                 </td><td>0                  </td><td>0                 </td><td>0                 </td><td>0                 </td><td>0                </td><td>0                 </td><td>0                  </td><td>0                </td><td>0                 </td><td>0                 </td><td>0                 </td><td>0                 </td><td>0                  </td><td>0                </td><td>0                 </td><td>0                 </td><td>0                 </td><td>0                 </td><td>0                 </td><td>0                </td><td>0                 </td><td>0                  </td><td>0                 </td><td>0                </td><td>0                  </td><td>0                 </td><td>0                 </td><td>0                 </td><td>0                 </td><td>0                 </td><td>0                 </td><td>0                 </td><td>0                 </td><td>0                  </td><td>0                 </td><td>0                 </td><td>0                  </td><td>0                </td><td>0                 </td><td>0                 </td><td>0                 </td><td>0                 </td><td>0                  </td><td>0                </td><td>0                 </td><td>0                  </td></tr>\n",
       "<tr><td>missing</td><td>0                 </td><td>25               </td><td>20                </td><td>23                </td><td>22                </td><td>30                </td><td>24                 </td><td>17                </td><td>28                </td><td>15                 </td><td>19                </td><td>24                </td><td>25                </td><td>20               </td><td>14                </td><td>22                </td><td>20                </td><td>15               </td><td>33                </td><td>26                </td><td>24                </td><td>21                 </td><td>23               </td><td>23               </td><td>25                 </td><td>27                </td><td>20                </td><td>23                 </td><td>22                </td><td>21                </td><td>19                </td><td>16                </td><td>29                </td><td>23                </td><td>23                </td><td>30                </td><td>29                </td><td>22                </td><td>17                </td><td>24                 </td><td>19                </td><td>25                </td><td>24                 </td><td>21                </td><td>18                </td><td>19                 </td><td>20                </td><td>24                </td><td>21                </td><td>22                </td><td>21                </td><td>16               </td><td>28                </td><td>16                </td><td>25                </td><td>25                </td><td>21                </td><td>23                </td><td>25                </td><td>19                </td><td>28                 </td><td>23                </td><td>24                </td><td>22                 </td><td>25                </td><td>32                </td><td>18                 </td><td>18                </td><td>27                </td><td>26                 </td><td>26                </td><td>20                </td><td>22                 </td><td>24                </td><td>24                </td><td>15                </td><td>28               </td><td>25                </td><td>24                 </td><td>18                </td><td>24                </td><td>22                </td><td>18               </td><td>35                </td><td>28                 </td><td>30               </td><td>19                </td><td>23                </td><td>25                </td><td>28                </td><td>36                 </td><td>21               </td><td>26                </td><td>19                </td><td>20                </td><td>24                </td><td>21                </td><td>15               </td><td>20                </td><td>24                 </td><td>25                </td><td>22               </td><td>25                 </td><td>18                </td><td>22                </td><td>19                </td><td>19                </td><td>26                </td><td>30                </td><td>29                </td><td>28                </td><td>21                 </td><td>22                </td><td>24                </td><td>15                 </td><td>31               </td><td>22                </td><td>19                </td><td>23                </td><td>23                </td><td>18                 </td><td>20               </td><td>24                </td><td>30                 </td></tr>\n",
       "<tr><td>0      </td><td>0.0               </td><td>nan              </td><td>1055.27502        </td><td>170.78198         </td><td>639.6063800000001 </td><td>1044.2584200000001</td><td>-88.90979          </td><td>430.86984         </td><td>1051.26465        </td><td>nan                </td><td>517.3327          </td><td>741.0960100000001 </td><td>212.08337000000003</td><td>570.2014800000001</td><td>nan               </td><td>123.68554         </td><td>480.06427         </td><td>626.5148300000001</td><td>199.55385         </td><td>659.57892         </td><td>745.05798         </td><td>-145.97218         </td><td>nan              </td><td>735.8501000000001</td><td>-73.48505          </td><td>697.4296300000001 </td><td>642.68182         </td><td>-137.36960000000002</td><td>360.9039          </td><td>474.04004000000003</td><td>186.84929000000002</td><td>420.86743         </td><td>412.36603         </td><td>134.71933         </td><td>343.73737000000006</td><td>388.03668000000005</td><td>189.83162000000002</td><td>750.32623         </td><td>nan               </td><td>nan                </td><td>819.76385         </td><td>415.13217000000003</td><td>-81.7              </td><td>750.0458400000001 </td><td>397.94098         </td><td>-138.88400000000001</td><td>156.44276000000002</td><td>113.07307000000002</td><td>104.00257         </td><td>297.18088         </td><td>88.12213000000001 </td><td>67.0685          </td><td>nan               </td><td>73.76623000000001 </td><td>nan               </td><td>429.09286000000003</td><td>43.0861           </td><td>110.59769000000001</td><td>nan               </td><td>nan               </td><td>-51.75869          </td><td>967.9899300000001 </td><td>nan               </td><td>-32.7704           </td><td>943.78925         </td><td>105.33720000000001</td><td>-122.34442000000001</td><td>1078.70935        </td><td>143.54796000000002</td><td>-60.93587000000001 </td><td>660.8267800000001 </td><td>1353.77527        </td><td>20.198390000000003 </td><td>566.59839         </td><td>1449.57959        </td><td>229.99652000000003</td><td>596.4238300000001</td><td>1468.9681400000002</td><td>-186.70021000000003</td><td>nan               </td><td>1249.1079100000002</td><td>279.7764          </td><td>580.73468        </td><td>nan               </td><td>-222.92732         </td><td>567.0025         </td><td>1143.1092500000002</td><td>315.56631000000004</td><td>518.10278         </td><td>1146.32483        </td><td>-260.95828         </td><td>771.56329        </td><td>973.7791100000001 </td><td>nan               </td><td>746.2069700000001 </td><td>944.3781100000001 </td><td>327.45282000000003</td><td>619.82306        </td><td>nan               </td><td>-218.32727000000003</td><td>574.16254         </td><td>905.87732        </td><td>-276.12146         </td><td>366.12296000000003</td><td>35.908210000000004</td><td>193.14078         </td><td>375.86584000000005</td><td>39.8688           </td><td>81.17185          </td><td>1022.03961        </td><td>113.13824000000001</td><td>-136.45811         </td><td>1034.97046        </td><td>125.07877         </td><td>-34.938210000000005</td><td>736.5223400000001</td><td>1571.5815400000001</td><td>106.42087000000001</td><td>nan               </td><td>nan               </td><td>-31.667230000000004</td><td>nan              </td><td>1747.60767        </td><td>nan                </td></tr>\n",
       "<tr><td>1      </td><td>0.017             </td><td>617.99811        </td><td>1053.2175300000001</td><td>168.51317         </td><td>641.23621         </td><td>nan               </td><td>nan                </td><td>432.34061         </td><td>1050.2374300000001</td><td>26.846790000000002 </td><td>516.61377         </td><td>740.4259000000001 </td><td>211.21942         </td><td>570.5189200000001</td><td>664.1987300000001 </td><td>nan               </td><td>479.64038000000005</td><td>625.65308        </td><td>199.31528000000003</td><td>661.6131          </td><td>743.5673200000001 </td><td>-146.43872000000002</td><td>nan              </td><td>736.42303        </td><td>-77.16084000000001 </td><td>700.7197900000001 </td><td>641.4929800000001 </td><td>nan                </td><td>357.69406000000004</td><td>474.35721000000007</td><td>187.04623         </td><td>nan               </td><td>411.81808         </td><td>134.78728         </td><td>336.91132000000005</td><td>390.05734         </td><td>190.88017000000002</td><td>nan               </td><td>443.93143000000003</td><td>-128.7347          </td><td>nan               </td><td>nan               </td><td>-79.03171          </td><td>750.5651200000001 </td><td>396.96808000000004</td><td>nan                </td><td>141.98363         </td><td>121.29087000000001</td><td>105.0378          </td><td>281.97873000000004</td><td>91.63458000000001 </td><td>68.46623000000001</td><td>271.80731000000003</td><td>75.74918000000001 </td><td>nan               </td><td>409.88361000000003</td><td>43.13917          </td><td>110.56359         </td><td>799.8198900000001 </td><td>65.80063000000001 </td><td>-49.9463           </td><td>957.4516600000001 </td><td>113.74644         </td><td>-27.677100000000003</td><td>nan               </td><td>nan               </td><td>-122.34442000000001</td><td>1069.2766100000001</td><td>nan               </td><td>-56.2015           </td><td>nan               </td><td>1352.7082500000001</td><td>17.243570000000002 </td><td>566.9248          </td><td>1448.94153        </td><td>226.13284000000002</td><td>596.4202300000001</td><td>1466.4149200000002</td><td>nan                </td><td>593.2045300000001 </td><td>nan               </td><td>276.04364000000004</td><td>582.39642        </td><td>1230.6384300000002</td><td>-225.94514         </td><td>566.13733        </td><td>1142.56213        </td><td>312.59055         </td><td>519.93042         </td><td>1142.1728500000002</td><td>-262.84161         </td><td>nan              </td><td>nan               </td><td>272.55261         </td><td>nan               </td><td>941.0106200000001 </td><td>325.92441         </td><td>623.0548100000001</td><td>nan               </td><td>-220.41856         </td><td>576.28583         </td><td>902.63904        </td><td>-278.4635          </td><td>346.24503000000004</td><td>35.811            </td><td>193.41495         </td><td>358.94989000000004</td><td>nan               </td><td>nan               </td><td>1011.0821500000001</td><td>101.08356         </td><td>-132.52734         </td><td>1024.0022000000001</td><td>111.6144          </td><td>-30.679700000000004</td><td>736.04187        </td><td>1570.83057        </td><td>101.78574         </td><td>748.4116200000001 </td><td>1574.0415         </td><td>nan                </td><td>750.6798100000001</td><td>1746.6704100000002</td><td>41.16423           </td></tr>\n",
       "<tr><td>2      </td><td>0.033             </td><td>nan              </td><td>1051.77124        </td><td>165.85938000000002</td><td>643.5969200000001 </td><td>1041.06079        </td><td>-94.30722          </td><td>434.09943000000004</td><td>1049.3414300000002</td><td>23.819360000000003 </td><td>517.7789300000001 </td><td>nan               </td><td>209.92978000000002</td><td>570.4550800000001</td><td>663.09094         </td><td>123.09371000000002</td><td>479.47061         </td><td>nan              </td><td>nan               </td><td>663.7771600000001 </td><td>742.55939         </td><td>-147.20686         </td><td>760.8386200000001</td><td>nan              </td><td>-80.50614          </td><td>702.586           </td><td>640.56848         </td><td>-134.51134000000002</td><td>355.96603000000005</td><td>476.07431         </td><td>187.72906         </td><td>411.18945         </td><td>410.48535000000004</td><td>135.65497000000002</td><td>nan               </td><td>392.03955         </td><td>191.39008         </td><td>755.7663600000001 </td><td>441.96497000000005</td><td>-126.80373000000002</td><td>821.31488         </td><td>407.06613000000004</td><td>nan                </td><td>750.77588         </td><td>396.23285000000004</td><td>-136.23216000000002</td><td>128.05836000000002</td><td>nan               </td><td>106.09202         </td><td>267.07681         </td><td>95.34116          </td><td>69.87910000000001</td><td>255.80577000000002</td><td>78.12271000000001 </td><td>178.35294000000002</td><td>390.76752000000005</td><td>43.101560000000006</td><td>110.35046000000001</td><td>784.39679         </td><td>68.05878          </td><td>-48.83653          </td><td>nan               </td><td>nan               </td><td>-23.485970000000002</td><td>932.77124         </td><td>97.33627000000001 </td><td>-120.64327000000002</td><td>1059.0639600000002</td><td>113.93506000000001</td><td>nan                </td><td>663.19812         </td><td>1351.7868700000001</td><td>nan                </td><td>567.5697          </td><td>1448.2222900000002</td><td>221.82841000000002</td><td>596.4621000000001</td><td>1463.91785        </td><td>-196.01938         </td><td>593.00885         </td><td>1248.7484100000001</td><td>272.54794000000004</td><td>585.1844500000001</td><td>1227.7260700000002</td><td>-228.90501000000003</td><td>564.9734500000001</td><td>1142.9399400000002</td><td>308.37927         </td><td>523.07452         </td><td>1139.1127900000001</td><td>-266.43765         </td><td>762.1574700000001</td><td>964.9895000000001 </td><td>271.42297         </td><td>nan               </td><td>937.31622         </td><td>324.73819000000003</td><td>626.50507        </td><td>nan               </td><td>nan                </td><td>579.6622900000001 </td><td>899.1212200000001</td><td>-281.07309000000004</td><td>328.92258000000004</td><td>34.77872          </td><td>193.96858         </td><td>341.75687000000005</td><td>39.43059          </td><td>80.78735          </td><td>999.3184200000001 </td><td>89.32551000000001 </td><td>-129.32420000000002</td><td>1012.50629        </td><td>98.88281          </td><td>-27.288000000000004</td><td>736.57086        </td><td>1570.5422400000002</td><td>nan               </td><td>748.85468         </td><td>1571.8595         </td><td>-41.940810000000006</td><td>751.0396700000001</td><td>nan               </td><td>36.05921           </td></tr>\n",
       "<tr><td>3      </td><td>0.05              </td><td>nan              </td><td>1050.55212        </td><td>163.53250000000003</td><td>nan               </td><td>1040.35681        </td><td>-96.86188000000001 </td><td>436.27994         </td><td>1048.7071500000002</td><td>20.95202           </td><td>519.19745         </td><td>739.32581         </td><td>208.32521000000003</td><td>571.93127        </td><td>661.63751         </td><td>123.22423         </td><td>481.81918         </td><td>624.2301600000001</td><td>nan               </td><td>666.23505         </td><td>nan               </td><td>-148.4931          </td><td>763.56763        </td><td>737.9541600000001</td><td>-84.02015          </td><td>703.2188100000001 </td><td>nan               </td><td>-133.90343000000001</td><td>356.08667         </td><td>476.89316         </td><td>187.23071000000002</td><td>409.44373         </td><td>410.43378         </td><td>135.6963          </td><td>329.61075000000005</td><td>nan               </td><td>191.91527000000002</td><td>758.6344600000001 </td><td>441.58249000000006</td><td>nan                </td><td>821.6690100000001 </td><td>nan               </td><td>-75.78609          </td><td>750.51422         </td><td>395.89566         </td><td>-136.16490000000002</td><td>115.33288         </td><td>141.10814000000002</td><td>107.07024000000001</td><td>252.83902000000003</td><td>nan               </td><td>71.28898000000001</td><td>240.50905000000003</td><td>81.28846          </td><td>179.09006000000002</td><td>371.83502000000004</td><td>42.88871          </td><td>109.90253000000001</td><td>769.4459800000001 </td><td>70.03754          </td><td>-48.76834          </td><td>934.0969200000001 </td><td>nan               </td><td>-20.897740000000002</td><td>920.9379900000001 </td><td>90.00697000000001 </td><td>nan                </td><td>1047.43127        </td><td>100.48981         </td><td>nan                </td><td>nan               </td><td>1351.3050500000002</td><td>9.24379            </td><td>568.00946         </td><td>1448.12561        </td><td>216.41084         </td><td>599.00385        </td><td>1461.8778100000002</td><td>-201.06389000000001</td><td>592.6820700000001 </td><td>nan               </td><td>268.26801         </td><td>587.1785900000001</td><td>nan               </td><td>-232.17101000000002</td><td>nan              </td><td>1143.3822         </td><td>304.28061         </td><td>nan               </td><td>1135.98755        </td><td>-268.87439         </td><td>756.53687        </td><td>nan               </td><td>270.02432000000005</td><td>729.9737500000001 </td><td>933.6328100000001 </td><td>323.82111000000003</td><td>629.7023300000001</td><td>906.3137200000001 </td><td>-225.57834000000003</td><td>581.9775400000001 </td><td>895.94104        </td><td>nan                </td><td>310.68375000000003</td><td>34.73133          </td><td>194.06519000000003</td><td>324.27896000000004</td><td>38.879560000000005</td><td>80.76440000000001 </td><td>986.2498200000001 </td><td>78.36720000000001 </td><td>-127.32961000000002</td><td>999.9459200000001 </td><td>nan               </td><td>-25.276780000000002</td><td>736.5362500000001</td><td>1571.2082500000001</td><td>nan               </td><td>749.98224         </td><td>1572.0024400000002</td><td>nan                </td><td>751.0684200000001</td><td>1747.0128200000001</td><td>30.698870000000003 </td></tr>\n",
       "<tr><td>4      </td><td>0.067             </td><td>624.5884400000001</td><td>1050.9283400000002</td><td>161.24614000000003</td><td>nan               </td><td>1041.42517        </td><td>-98.48461          </td><td>438.82794         </td><td>1048.4510500000001</td><td>18.27267           </td><td>522.1684600000001 </td><td>738.2790500000001 </td><td>206.22354         </td><td>577.19788        </td><td>661.2052600000001 </td><td>122.12227000000001</td><td>485.72040000000004</td><td>623.1875600000001</td><td>nan               </td><td>669.0249600000001 </td><td>743.2103300000001 </td><td>nan                </td><td>766.52637        </td><td>737.5761100000001</td><td>-86.54853000000001 </td><td>706.44861         </td><td>641.32141         </td><td>-135.47997         </td><td>359.10043         </td><td>478.78271000000007</td><td>187.31071000000003</td><td>409.76855000000006</td><td>409.98972000000003</td><td>136.62299000000002</td><td>328.7959          </td><td>nan               </td><td>nan               </td><td>764.30676         </td><td>441.88095000000004</td><td>-129.77544         </td><td>819.4068000000001 </td><td>403.62671000000006</td><td>-75.05777          </td><td>749.6619900000001 </td><td>395.97159000000005</td><td>nan                </td><td>104.66998000000001</td><td>154.01006         </td><td>107.811           </td><td>nan               </td><td>nan               </td><td>72.63148000000001</td><td>226.07957000000002</td><td>85.6586           </td><td>179.6458          </td><td>353.20926000000003</td><td>nan               </td><td>109.34061000000001</td><td>nan               </td><td>71.63676000000001 </td><td>-49.6439           </td><td>920.41016         </td><td>91.70379000000001 </td><td>-20.19499          </td><td>907.7567700000001 </td><td>83.828            </td><td>-119.12199000000001</td><td>1034.05762        </td><td>88.69792000000001 </td><td>-48.79842000000001 </td><td>nan               </td><td>1351.51563        </td><td>4.62811            </td><td>568.55597         </td><td>1448.6364700000001</td><td>211.90868         </td><td>600.1272600000001</td><td>1460.2915         </td><td>-206.09744         </td><td>591.9776          </td><td>1249.31384        </td><td>nan               </td><td>nan              </td><td>1223.49988        </td><td>-236.03795000000002</td><td>560.85986        </td><td>1144.38464        </td><td>300.73502         </td><td>528.6322          </td><td>1134.0450400000002</td><td>nan                </td><td>750.1063200000001</td><td>955.1744400000001 </td><td>269.17526000000004</td><td>721.4677700000001 </td><td>930.05811         </td><td>323.39139         </td><td>633.41034        </td><td>904.0494400000001 </td><td>-227.97125000000003</td><td>nan               </td><td>894.0228300000001</td><td>nan                </td><td>292.77032         </td><td>33.78799          </td><td>194.14709000000002</td><td>306.88870000000003</td><td>38.662980000000005</td><td>80.80763          </td><td>971.7229600000001 </td><td>68.74927000000001 </td><td>-126.63988         </td><td>985.93829         </td><td>77.90832          </td><td>-24.668100000000003</td><td>737.62549        </td><td>1572.04834        </td><td>87.80447000000001 </td><td>750.3457000000001 </td><td>1572.99023        </td><td>-51.10457          </td><td>750.73419        </td><td>1748.2327900000003</td><td>nan                </td></tr>\n",
       "<tr><td>5      </td><td>0.083             </td><td>nan              </td><td>nan               </td><td>158.44899         </td><td>652.0412600000001 </td><td>1043.0465100000001</td><td>nan                </td><td>nan               </td><td>1048.66125        </td><td>15.770330000000001 </td><td>526.8028          </td><td>nan               </td><td>nan               </td><td>nan              </td><td>660.5979600000001 </td><td>nan               </td><td>nan               </td><td>622.24158        </td><td>197.31982000000002</td><td>671.8154900000001 </td><td>744.8880600000001 </td><td>-152.9505          </td><td>nan              </td><td>739.8530300000001</td><td>-85.03291          </td><td>nan               </td><td>643.2790500000001 </td><td>-136.13054000000002</td><td>366.04211000000004</td><td>481.02042000000006</td><td>188.67352000000002</td><td>413.34131         </td><td>408.71753         </td><td>136.33844000000002</td><td>330.84656         </td><td>400.64767         </td><td>193.43900000000002</td><td>759.47589         </td><td>442.17343000000005</td><td>-130.73776         </td><td>816.0654300000001 </td><td>402.27618         </td><td>-75.44473          </td><td>747.8853100000001 </td><td>396.32391         </td><td>-140.11632         </td><td>nan               </td><td>169.38722         </td><td>108.16100000000002</td><td>228.38951000000003</td><td>nan               </td><td>nan              </td><td>nan               </td><td>91.66736          </td><td>nan               </td><td>335.07321         </td><td>41.768600000000006</td><td>108.90065000000001</td><td>738.8324          </td><td>72.80952          </td><td>-51.153690000000005</td><td>905.3363600000001 </td><td>86.73385          </td><td>-21.041400000000003</td><td>893.1098000000001 </td><td>79.00209000000001 </td><td>-119.56252         </td><td>1019.0333300000001</td><td>78.89088000000001 </td><td>-49.1244           </td><td>667.7838700000001 </td><td>1352.00989        </td><td>-0.13134           </td><td>570.7625700000001 </td><td>1450.0266100000001</td><td>206.86226000000002</td><td>600.59558        </td><td>nan               </td><td>-211.40720000000002</td><td>590.9401200000001 </td><td>1250.75122        </td><td>259.04285000000004</td><td>593.76056        </td><td>1223.0832500000001</td><td>-239.71443000000002</td><td>558.8460100000001</td><td>1145.6374500000002</td><td>295.84277000000003</td><td>nan               </td><td>nan               </td><td>nan                </td><td>742.8613300000001</td><td>nan               </td><td>268.83356000000003</td><td>712.263           </td><td>929.0300900000001 </td><td>nan               </td><td>635.94586        </td><td>902.42853         </td><td>-228.98778000000001</td><td>588.33478         </td><td>891.7572600000001</td><td>-287.01593         </td><td>276.40588         </td><td>34.303540000000005</td><td>194.01968000000002</td><td>290.22995000000003</td><td>39.311170000000004</td><td>80.83173000000001 </td><td>955.8700600000001 </td><td>60.793510000000005</td><td>-127.01521000000001</td><td>970.42456         </td><td>70.22808          </td><td>-25.11532          </td><td>738.6120000000001</td><td>1573.1033900000002</td><td>82.11092000000001 </td><td>751.77826         </td><td>1575.6268300000002</td><td>-55.8147           </td><td>751.36084        </td><td>1749.5825200000002</td><td>nan                </td></tr>\n",
       "<tr><td>6      </td><td>0.1               </td><td>630.8077400000001</td><td>1051.99683        </td><td>nan               </td><td>654.9433600000001 </td><td>1045.55249        </td><td>-104.84258000000001</td><td>444.30652000000003</td><td>1049.38757        </td><td>13.387430000000002 </td><td>535.10321         </td><td>738.0898400000001 </td><td>203.62639000000001</td><td>592.5150100000001</td><td>nan               </td><td>121.33315         </td><td>501.20685000000003</td><td>620.82605        </td><td>196.24577000000002</td><td>nan               </td><td>nan               </td><td>-156.03423         </td><td>772.35175        </td><td>742.25787        </td><td>nan                </td><td>713.1610700000001 </td><td>646.65497         </td><td>-139.52066000000002</td><td>375.77795000000003</td><td>482.22336         </td><td>nan               </td><td>nan               </td><td>407.60028000000005</td><td>138.39725         </td><td>nan               </td><td>403.77454000000006</td><td>193.35080000000002</td><td>756.08441         </td><td>442.23431000000005</td><td>-133.99379000000002</td><td>nan               </td><td>400.24454000000003</td><td>-77.59450000000001 </td><td>744.59918         </td><td>396.7373          </td><td>-143.63443         </td><td>93.53649          </td><td>nan               </td><td>107.96611000000001</td><td>219.47504         </td><td>117.48801         </td><td>74.71632000000001</td><td>nan               </td><td>99.71858          </td><td>179.93013000000002</td><td>317.67944         </td><td>40.65249          </td><td>108.82865000000001</td><td>722.4545300000001 </td><td>73.57777          </td><td>-52.950340000000004</td><td>nan               </td><td>83.06837          </td><td>-22.647180000000002</td><td>nan               </td><td>75.46108000000001 </td><td>-120.58668000000002</td><td>1002.7486600000001</td><td>71.09254          </td><td>-50.28877000000001 </td><td>669.5058          </td><td>1354.1054700000002</td><td>-5.01989           </td><td>572.24451         </td><td>1451.80005        </td><td>201.81273000000002</td><td>602.06042        </td><td>nan               </td><td>nan                </td><td>590.79205         </td><td>1252.99475        </td><td>254.13115000000002</td><td>595.74579        </td><td>1222.8592500000002</td><td>-242.97070000000002</td><td>nan              </td><td>1148.6759000000002</td><td>291.07318000000004</td><td>nan               </td><td>1131.83167        </td><td>-277.63904         </td><td>nan              </td><td>946.59851         </td><td>nan               </td><td>702.83514         </td><td>926.27173         </td><td>323.48404000000005</td><td>640.10693        </td><td>901.14435         </td><td>nan                </td><td>588.76013         </td><td>nan              </td><td>-287.25162         </td><td>260.43735000000004</td><td>nan               </td><td>nan               </td><td>274.95285         </td><td>41.20525000000001 </td><td>nan               </td><td>939.0722700000001 </td><td>54.592980000000004</td><td>-128.03491         </td><td>953.6607100000001 </td><td>64.36980000000001 </td><td>-26.148970000000002</td><td>739.5401         </td><td>1575.36292        </td><td>78.13955          </td><td>752.8810400000001 </td><td>1577.24341        </td><td>-60.551320000000004</td><td>751.64526        </td><td>1751.1157200000002</td><td>15.08665           </td></tr>\n",
       "<tr><td>7      </td><td>0.117             </td><td>634.3573         </td><td>1053.59888        </td><td>151.48531         </td><td>656.46411         </td><td>nan               </td><td>-108.35542000000001</td><td>446.83075         </td><td>1050.6223100000002</td><td>nan                </td><td>544.7229600000001 </td><td>738.2121000000001 </td><td>201.64484000000002</td><td>604.5097000000001</td><td>661.62036         </td><td>121.05774000000001</td><td>513.22986         </td><td>619.9285900000001</td><td>196.53305         </td><td>674.53168         </td><td>749.1281700000001 </td><td>-159.46423000000001</td><td>nan              </td><td>743.04993        </td><td>-93.60475000000001 </td><td>711.73584         </td><td>nan               </td><td>nan                </td><td>387.18112         </td><td>484.59857000000005</td><td>nan               </td><td>428.80124         </td><td>406.89310000000006</td><td>139.40385         </td><td>345.48553000000004</td><td>nan               </td><td>193.09653000000003</td><td>753.82123         </td><td>442.04764000000006</td><td>nan                </td><td>802.9320700000001 </td><td>398.62927         </td><td>nan                </td><td>739.2414600000001 </td><td>397.03458         </td><td>-147.34126         </td><td>94.98832          </td><td>207.49040000000002</td><td>107.03399         </td><td>nan               </td><td>125.96996000000001</td><td>75.26598000000001</td><td>192.58446         </td><td>110.03806000000002</td><td>179.48466000000002</td><td>301.42526000000004</td><td>38.93748          </td><td>109.33791000000001</td><td>705.33765         </td><td>74.03343000000001 </td><td>-54.66131000000001 </td><td>872.3795200000001 </td><td>80.52281          </td><td>nan                </td><td>860.03241         </td><td>nan               </td><td>-121.8632          </td><td>985.6317100000001 </td><td>nan               </td><td>-51.84297          </td><td>670.8331300000001 </td><td>1356.6711400000002</td><td>-9.292580000000001 </td><td>572.75836         </td><td>1454.5996100000002</td><td>196.92804         </td><td>nan              </td><td>nan               </td><td>-221.10623         </td><td>590.00787         </td><td>1255.53772        </td><td>nan               </td><td>601.24188        </td><td>1223.48523        </td><td>nan                </td><td>nan              </td><td>1151.4834         </td><td>286.39725000000004</td><td>542.94934         </td><td>nan               </td><td>-280.45694000000003</td><td>725.0754400000001</td><td>942.78583         </td><td>269.30731000000003</td><td>692.7287          </td><td>924.3377100000001 </td><td>323.41968         </td><td>643.6822500000001</td><td>900.9467800000001 </td><td>-234.15486         </td><td>nan               </td><td>888.8829300000001</td><td>-288.93704         </td><td>243.86186         </td><td>38.164410000000004</td><td>193.58971000000003</td><td>261.57364         </td><td>44.61509          </td><td>81.12685          </td><td>921.7591600000001 </td><td>50.09772          </td><td>-129.25052000000002</td><td>936.0639600000001 </td><td>60.114940000000004</td><td>-27.366380000000003</td><td>739.6069900000001</td><td>1577.7421900000002</td><td>73.24436          </td><td>753.17957         </td><td>nan               </td><td>-65.44061          </td><td>752.39709        </td><td>1753.56885        </td><td>10.225100000000001 </td></tr>\n",
       "<tr><td>8      </td><td>0.133             </td><td>636.5860600000001</td><td>1055.2565900000002</td><td>148.46054         </td><td>658.6814          </td><td>nan               </td><td>nan                </td><td>448.95215         </td><td>1052.2882100000002</td><td>8.533190000000001  </td><td>nan               </td><td>nan               </td><td>201.58772000000002</td><td>nan              </td><td>662.07452         </td><td>121.77839000000002</td><td>526.7855800000001 </td><td>618.5899000000001</td><td>197.48357000000001</td><td>673.34198         </td><td>750.9431800000001 </td><td>-162.99290000000002</td><td>771.8970300000001</td><td>742.3364300000001</td><td>-96.90478          </td><td>nan               </td><td>649.05853         </td><td>nan                </td><td>402.69037000000003</td><td>485.76764000000003</td><td>188.44481000000002</td><td>442.54022000000003</td><td>406.66714         </td><td>140.14063000000002</td><td>358.56879000000004</td><td>411.94595000000004</td><td>193.13004         </td><td>746.6130400000001 </td><td>nan               </td><td>nan                </td><td>794.79785         </td><td>nan               </td><td>-83.96312          </td><td>nan               </td><td>397.14545000000004</td><td>-150.63176         </td><td>101.89561         </td><td>229.25220000000002</td><td>105.10458000000001</td><td>211.66443         </td><td>135.61290000000002</td><td>75.40372         </td><td>187.05954000000003</td><td>122.54012000000002</td><td>178.54959000000002</td><td>287.03329         </td><td>36.682520000000004</td><td>nan               </td><td>687.62341         </td><td>74.29313          </td><td>nan                </td><td>nan               </td><td>78.81071          </td><td>-25.52192          </td><td>842.0206900000001 </td><td>71.28556          </td><td>-123.03375000000001</td><td>nan               </td><td>60.73584          </td><td>nan                </td><td>nan               </td><td>1359.2253400000002</td><td>nan                </td><td>573.2486          </td><td>nan               </td><td>192.6459          </td><td>604.14795        </td><td>nan               </td><td>-225.73322000000002</td><td>588.66913         </td><td>1259.12073        </td><td>245.03398         </td><td>605.9312100000001</td><td>1224.2688         </td><td>-249.36713000000003</td><td>551.0739100000001</td><td>1155.10571        </td><td>nan               </td><td>548.08496         </td><td>1131.09924        </td><td>-281.66373000000004</td><td>715.24152        </td><td>940.1461800000001 </td><td>nan               </td><td>680.81293         </td><td>923.0174000000001 </td><td>nan               </td><td>649.44653        </td><td>900.4809          </td><td>-236.19994000000003</td><td>597.42749         </td><td>890.0903300000001</td><td>-290.82834         </td><td>230.53894000000003</td><td>44.006780000000006</td><td>193.99550000000002</td><td>250.70145000000002</td><td>49.75068          </td><td>81.76305          </td><td>904.1502700000001 </td><td>nan               </td><td>-130.31641000000002</td><td>918.01147         </td><td>57.208110000000005</td><td>-28.491270000000004</td><td>740.3411900000001</td><td>1580.11731        </td><td>68.04765          </td><td>754.1920200000001 </td><td>1582.02112        </td><td>nan                </td><td>nan              </td><td>1756.1861600000002</td><td>5.61364            </td></tr>\n",
       "<tr><td>9      </td><td>0.15              </td><td>637.7392600000001</td><td>1057.85437        </td><td>144.71632000000002</td><td>660.5299100000001 </td><td>1054.0529800000002</td><td>-115.06461000000002</td><td>450.49979         </td><td>1054.27356        </td><td>nan                </td><td>563.95862         </td><td>737.61774         </td><td>199.39542000000003</td><td>632.10297        </td><td>663.8740200000001 </td><td>nan               </td><td>543.71594         </td><td>617.5484         </td><td>197.32835000000003</td><td>670.4732700000001 </td><td>nan               </td><td>-166.39114         </td><td>766.67487        </td><td>741.1527100000001</td><td>-100.99368000000001</td><td>nan               </td><td>649.32263         </td><td>nan                </td><td>422.95267         </td><td>488.47433000000007</td><td>188.63586         </td><td>458.14078000000006</td><td>406.71533000000005</td><td>140.77057000000002</td><td>373.53732         </td><td>415.87027000000006</td><td>192.30505000000002</td><td>736.60419         </td><td>441.15430000000003</td><td>nan                </td><td>783.63556         </td><td>396.66898000000003</td><td>-85.91944000000001 </td><td>720.9874900000001 </td><td>397.08990000000006</td><td>-153.14619000000002</td><td>113.94633         </td><td>251.35576000000003</td><td>101.89884         </td><td>213.77849         </td><td>146.09308000000001</td><td>75.11986         </td><td>185.43004000000002</td><td>136.78993         </td><td>177.14098         </td><td>275.70932000000005</td><td>34.465340000000005</td><td>112.73006000000001</td><td>669.4969500000001 </td><td>74.45683000000001 </td><td>-56.78135          </td><td>837.11652         </td><td>77.71363000000001 </td><td>-26.307000000000002</td><td>823.4304800000001 </td><td>70.25358          </td><td>nan                </td><td>949.8602300000001 </td><td>nan               </td><td>-54.74788          </td><td>673.31812         </td><td>1362.2764900000002</td><td>-16.974510000000002</td><td>573.64575         </td><td>1461.2915         </td><td>188.83058000000003</td><td>nan              </td><td>1465.2187500000002</td><td>nan                </td><td>587.1824300000001 </td><td>1262.35596        </td><td>nan               </td><td>610.59033        </td><td>1225.60803        </td><td>nan                </td><td>nan              </td><td>1159.11731        </td><td>nan               </td><td>554.20758         </td><td>1132.0368700000001</td><td>-284.90427         </td><td>704.8026100000001</td><td>938.80182         </td><td>270.11826         </td><td>669.29614         </td><td>922.3817100000001 </td><td>322.03412000000003</td><td>654.2907100000001</td><td>900.93335         </td><td>nan                </td><td>605.25018         </td><td>890.51007        </td><td>-294.28757         </td><td>217.73599000000002</td><td>52.185520000000004</td><td>193.07756         </td><td>243.33290000000002</td><td>56.695750000000004</td><td>82.82691000000001 </td><td>886.2240600000001 </td><td>nan               </td><td>-131.08205         </td><td>899.70392         </td><td>55.34391          </td><td>-29.368700000000004</td><td>740.63611        </td><td>1582.9311500000001</td><td>64.22716000000001 </td><td>754.6250600000001 </td><td>1584.8737800000001</td><td>-74.39068          </td><td>752.89178        </td><td>1758.74548        </td><td>1.274              </td></tr>\n",
       "</table>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Import walking gait data with missing values\n",
    "gait_miss = h2o.upload_file(_locate(\"smalldata/glrm_test/subject01_walk1_miss15.csv\"))\n",
    "gait_miss.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "glrm Model Build Progress: [##################################################] 100%\n",
      "Model Details\n",
      "=============\n",
      "H2OGeneralizedLowRankEstimator :  Beta - Generalized Low Rank Model\n",
      "Model Key:  GLRM_model_python_1449616108681_9\n",
      "\n",
      "Model Summary: \n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div style=\"overflow:auto\"><table style=\"width:50%\"><tr><td><b></b></td>\n",
       "<td><b>number_of_iterations</b></td>\n",
       "<td><b>final_step_size</b></td>\n",
       "<td><b>final_objective_value</b></td></tr>\n",
       "<tr><td></td>\n",
       "<td>1000.0</td>\n",
       "<td>0.0013404</td>\n",
       "<td>417370.6542389</td></tr></table></div>"
      ],
      "text/plain": [
       "    number_of_iterations    final_step_size    final_objective_value\n",
       "--  ----------------------  -----------------  -----------------------\n",
       "    1000                    0.00134035         417371"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "ModelMetricsGLRM: glrm\n",
      "** Reported on train data. **\n",
      "\n",
      "MSE: NaN\n",
      "Sum of Squared Error (Numeric): 417370.65961611824\n",
      "Misclassification Error (Categorical): 0.0\n",
      "\n",
      "ModelMetricsGLRM: glrm\n",
      "** Reported on validation data. **\n",
      "\n",
      "MSE: NaN\n",
      "Sum of Squared Error (Numeric): 860945.6344740451\n",
      "Misclassification Error (Categorical): 0.0\n",
      "\n",
      "Scoring History: \n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div style=\"overflow:auto\"><table style=\"width:50%\"><tr><td><b></b></td>\n",
       "<td><b>timestamp</b></td>\n",
       "<td><b>duration</b></td>\n",
       "<td><b>iteration</b></td>\n",
       "<td><b>step_size</b></td>\n",
       "<td><b>objective</b></td></tr>\n",
       "<tr><td></td>\n",
       "<td>2015-12-08 15:09:34</td>\n",
       "<td> 0.724 sec</td>\n",
       "<td>0.0</td>\n",
       "<td>0.6666667</td>\n",
       "<td>4709528.8513359</td></tr>\n",
       "<tr><td></td>\n",
       "<td>2015-12-08 15:09:34</td>\n",
       "<td> 0.734 sec</td>\n",
       "<td>1.0</td>\n",
       "<td>0.4444444</td>\n",
       "<td>4709528.8513359</td></tr>\n",
       "<tr><td></td>\n",
       "<td>2015-12-08 15:09:34</td>\n",
       "<td> 0.744 sec</td>\n",
       "<td>2.0</td>\n",
       "<td>0.2222222</td>\n",
       "<td>4709528.8513359</td></tr>\n",
       "<tr><td></td>\n",
       "<td>2015-12-08 15:09:34</td>\n",
       "<td> 0.754 sec</td>\n",
       "<td>3.0</td>\n",
       "<td>0.0740741</td>\n",
       "<td>4709528.8513359</td></tr>\n",
       "<tr><td></td>\n",
       "<td>2015-12-08 15:09:34</td>\n",
       "<td> 0.764 sec</td>\n",
       "<td>4.0</td>\n",
       "<td>0.0185185</td>\n",
       "<td>4709528.8513359</td></tr>\n",
       "<tr><td>---</td>\n",
       "<td>---</td>\n",
       "<td>---</td>\n",
       "<td>---</td>\n",
       "<td>---</td>\n",
       "<td>---</td></tr>\n",
       "<tr><td></td>\n",
       "<td>2015-12-08 15:09:48</td>\n",
       "<td>14.574 sec</td>\n",
       "<td>995.0</td>\n",
       "<td>0.0017368</td>\n",
       "<td>418507.6754296</td></tr>\n",
       "<tr><td></td>\n",
       "<td>2015-12-08 15:09:48</td>\n",
       "<td>14.592 sec</td>\n",
       "<td>996.0</td>\n",
       "<td>0.0018236</td>\n",
       "<td>417934.4281432</td></tr>\n",
       "<tr><td></td>\n",
       "<td>2015-12-08 15:09:48</td>\n",
       "<td>14.612 sec</td>\n",
       "<td>997.0</td>\n",
       "<td>0.0019148</td>\n",
       "<td>417473.7912993</td></tr>\n",
       "<tr><td></td>\n",
       "<td>2015-12-08 15:09:48</td>\n",
       "<td>14.630 sec</td>\n",
       "<td>998.0</td>\n",
       "<td>0.0020105</td>\n",
       "<td>417370.6542389</td></tr>\n",
       "<tr><td></td>\n",
       "<td>2015-12-08 15:09:48</td>\n",
       "<td>14.649 sec</td>\n",
       "<td>999.0</td>\n",
       "<td>0.0013404</td>\n",
       "<td>417370.6542389</td></tr></table></div>"
      ],
      "text/plain": [
       "     timestamp            duration    iteration    step_size              objective\n",
       "---  -------------------  ----------  -----------  ---------------------  ------------------\n",
       "     2015-12-08 15:09:34  0.724 sec   0.0          0.6666666666666666     4709528.851335923\n",
       "     2015-12-08 15:09:34  0.734 sec   1.0          0.4444444444444444     4709528.851335923\n",
       "     2015-12-08 15:09:34  0.744 sec   2.0          0.2222222222222222     4709528.851335923\n",
       "     2015-12-08 15:09:34  0.754 sec   3.0          0.07407407407407407    4709528.851335923\n",
       "     2015-12-08 15:09:34  0.764 sec   4.0          0.018518518518518517   4709528.851335923\n",
       "---  ---                  ---         ---          ---                    ---\n",
       "     2015-12-08 15:09:48  14.574 sec  995.0        0.0017367689153081505  418507.67542961944\n",
       "     2015-12-08 15:09:48  14.592 sec  996.0        0.001823607361073558   417934.42814320076\n",
       "     2015-12-08 15:09:48  14.612 sec  997.0        0.001914787729127236   417473.79129934387\n",
       "     2015-12-08 15:09:48  14.630 sec  998.0        0.002010527115583598   417370.6542389112\n",
       "     2015-12-08 15:09:48  14.649 sec  999.0        0.0013403514103890654  417370.6542389112"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Basic GLRM using quadratic loss and no regularization\n",
    "\n",
    "model2 = H2OGeneralizedLowRankEstimator(k=10, init=\"SVD\", svd_method = \"GramSVD\", loss=\"Quadratic\", regularization_x=\"None\", regularization_y=\"None\", max_iterations=2000, min_step_size=1e-6)\n",
    "model2.train(x=list(range(1,gait_miss.ncol)), training_frame=gait_miss, validation_frame=gait)\n",
    "model2.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# Plot objective function value each iteration\n",
    "model2_score = model2.score_history()\n",
    "plt.xlabel(\"Iteration\")\n",
    "plt.ylabel(\"Objective\")\n",
    "plt.title(\"Objective Function Value per Iteration\")\n",
    "plt.plot(model2_score[\"iteration\"], model2_score[\"objective\"])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table>\n",
       "<tr><th style=\"text-align: right;\">  reconstr_R.ASIS.X</th><th style=\"text-align: right;\">  reconstr_R.ASIS.Y</th><th style=\"text-align: right;\">  reconstr_R.ASIS.Z</th><th style=\"text-align: right;\">  reconstr_L.ASIS.X</th><th style=\"text-align: right;\">  reconstr_L.ASIS.Y</th><th style=\"text-align: right;\">  reconstr_L.ASIS.Z</th><th style=\"text-align: right;\">  reconstr_V.Sacral.X</th><th style=\"text-align: right;\">  reconstr_V.Sacral.Y</th><th style=\"text-align: right;\">  reconstr_V.Sacral.Z</th><th style=\"text-align: right;\">  reconstr_R.Thigh.Upper.X</th><th style=\"text-align: right;\">  reconstr_R.Thigh.Upper.Y</th><th style=\"text-align: right;\">  reconstr_R.Thigh.Upper.Z</th><th style=\"text-align: right;\">  reconstr_R.Thigh.Front.X</th><th style=\"text-align: right;\">  reconstr_R.Thigh.Front.Y</th><th style=\"text-align: right;\">  reconstr_R.Thigh.Front.Z</th><th style=\"text-align: right;\">  reconstr_R.Thigh.Rear.X</th><th style=\"text-align: right;\">  reconstr_R.Thigh.Rear.Y</th><th style=\"text-align: right;\">  reconstr_R.Thigh.Rear.Z</th><th style=\"text-align: right;\">  reconstr_L.Thigh.Upper.X</th><th style=\"text-align: right;\">  reconstr_L.Thigh.Upper.Y</th><th style=\"text-align: right;\">  reconstr_L.Thigh.Upper.Z</th><th style=\"text-align: right;\">  reconstr_L.Thigh.Front.X</th><th style=\"text-align: right;\">  reconstr_L.Thigh.Front.Y</th><th style=\"text-align: right;\">  reconstr_L.Thigh.Front.Z</th><th style=\"text-align: right;\">  reconstr_L.Thigh.Rear.X</th><th style=\"text-align: right;\">  reconstr_L.Thigh.Rear.Y</th><th style=\"text-align: right;\">  reconstr_L.Thigh.Rear.Z</th><th style=\"text-align: right;\">  reconstr_R.Shank.Upper.X</th><th style=\"text-align: right;\">  reconstr_R.Shank.Upper.Y</th><th style=\"text-align: right;\">  reconstr_R.Shank.Upper.Z</th><th style=\"text-align: right;\">  reconstr_R.Shank.Front.X</th><th style=\"text-align: right;\">  reconstr_R.Shank.Front.Y</th><th style=\"text-align: right;\">  reconstr_R.Shank.Front.Z</th><th style=\"text-align: right;\">  reconstr_R.Shank.Rear.X</th><th style=\"text-align: right;\">  reconstr_R.Shank.Rear.Y</th><th style=\"text-align: right;\">  reconstr_R.Shank.Rear.Z</th><th style=\"text-align: right;\">  reconstr_L.Shank.Upper.X</th><th style=\"text-align: right;\">  reconstr_L.Shank.Upper.Y</th><th style=\"text-align: right;\">  reconstr_L.Shank.Upper.Z</th><th style=\"text-align: right;\">  reconstr_L.Shank.Front.X</th><th style=\"text-align: right;\">  reconstr_L.Shank.Front.Y</th><th style=\"text-align: right;\">  reconstr_L.Shank.Front.Z</th><th style=\"text-align: right;\">  reconstr_L.Shank.Rear.X</th><th style=\"text-align: right;\">  reconstr_L.Shank.Rear.Y</th><th style=\"text-align: right;\">  reconstr_L.Shank.Rear.Z</th><th style=\"text-align: right;\">  reconstr_R.Heel.X</th><th style=\"text-align: right;\">  reconstr_R.Heel.Y</th><th style=\"text-align: right;\">  reconstr_R.Heel.Z</th><th style=\"text-align: right;\">  reconstr_R.Midfoot.Sup.X</th><th style=\"text-align: right;\">  reconstr_R.Midfoot.Sup.Y</th><th style=\"text-align: right;\">  reconstr_R.Midfoot.Sup.Z</th><th style=\"text-align: right;\">  reconstr_R.Midfoot.Lat.X</th><th style=\"text-align: right;\">  reconstr_R.Midfoot.Lat.Y</th><th style=\"text-align: right;\">  reconstr_R.Midfoot.Lat.Z</th><th style=\"text-align: right;\">  reconstr_R.Toe.Tip.X</th><th style=\"text-align: right;\">  reconstr_R.Toe.Tip.Y</th><th style=\"text-align: right;\">  reconstr_R.Toe.Tip.Z</th><th style=\"text-align: right;\">  reconstr_L.Heel.X</th><th style=\"text-align: right;\">  reconstr_L.Heel.Y</th><th style=\"text-align: right;\">  reconstr_L.Heel.Z</th><th style=\"text-align: right;\">  reconstr_L.Midfoot.Sup.X</th><th style=\"text-align: right;\">  reconstr_L.Midfoot.Sup.Y</th><th style=\"text-align: right;\">  reconstr_L.Midfoot.Sup.Z</th><th style=\"text-align: right;\">  reconstr_L.Midfoot.Lat.X</th><th style=\"text-align: right;\">  reconstr_L.Midfoot.Lat.Y</th><th style=\"text-align: right;\">  reconstr_L.Midfoot.Lat.Z</th><th style=\"text-align: right;\">  reconstr_L.Toe.Tip.X</th><th style=\"text-align: right;\">  reconstr_L.Toe.Tip.Y</th><th style=\"text-align: right;\">  reconstr_L.Toe.Tip.Z</th><th style=\"text-align: right;\">  reconstr_Sternum.X</th><th style=\"text-align: right;\">  reconstr_Sternum.Y</th><th style=\"text-align: right;\">  reconstr_Sternum.Z</th><th style=\"text-align: right;\">  reconstr_R.Acromium.X</th><th style=\"text-align: right;\">  reconstr_R.Acromium.Y</th><th style=\"text-align: right;\">  reconstr_R.Acromium.Z</th><th style=\"text-align: right;\">  reconstr_L.Acromium.X</th><th style=\"text-align: right;\">  reconstr_L.Acromium.Y</th><th style=\"text-align: right;\">  reconstr_L.Acromium.Z</th><th style=\"text-align: right;\">  reconstr_R.Bicep.X</th><th style=\"text-align: right;\">  reconstr_R.Bicep.Y</th><th style=\"text-align: right;\">  reconstr_R.Bicep.Z</th><th style=\"text-align: right;\">  reconstr_L.Bicep.X</th><th style=\"text-align: right;\">  reconstr_L.Bicep.Y</th><th style=\"text-align: right;\">  reconstr_L.Bicep.Z</th><th style=\"text-align: right;\">  reconstr_R.Elbow.X</th><th style=\"text-align: right;\">  reconstr_R.Elbow.Y</th><th style=\"text-align: right;\">  reconstr_R.Elbow.Z</th><th style=\"text-align: right;\">  reconstr_L.Elbow.X</th><th style=\"text-align: right;\">  reconstr_L.Elbow.Y</th><th style=\"text-align: right;\">  reconstr_L.Elbow.Z</th><th style=\"text-align: right;\">  reconstr_R.Wrist.Med.X</th><th style=\"text-align: right;\">  reconstr_R.Wrist.Med.Y</th><th style=\"text-align: right;\">  reconstr_R.Wrist.Med.Z</th><th style=\"text-align: right;\">  reconstr_R.Wrist.Lat.X</th><th style=\"text-align: right;\">  reconstr_R.Wrist.Lat.Y</th><th style=\"text-align: right;\">  reconstr_R.Wrist.Lat.Z</th><th style=\"text-align: right;\">  reconstr_L.Wrist.Med.X</th><th style=\"text-align: right;\">  reconstr_L.Wrist.Med.Y</th><th style=\"text-align: right;\">  reconstr_L.Wrist.Med.Z</th><th style=\"text-align: right;\">  reconstr_L.Wrist.Lat.X</th><th style=\"text-align: right;\">  reconstr_L.Wrist.Lat.Y</th><th style=\"text-align: right;\">  reconstr_L.Wrist.Lat.Z</th><th style=\"text-align: right;\">  reconstr_R.Toe.Lat.X</th><th style=\"text-align: right;\">  reconstr_R.Toe.Lat.Y</th><th style=\"text-align: right;\">  reconstr_R.Toe.Lat.Z</th><th style=\"text-align: right;\">  reconstr_R.Toe.Med.X</th><th style=\"text-align: right;\">  reconstr_R.Toe.Med.Y</th><th style=\"text-align: right;\">  reconstr_R.Toe.Med.Z</th><th style=\"text-align: right;\">  reconstr_L.Toe.Lat.X</th><th style=\"text-align: right;\">  reconstr_L.Toe.Lat.Y</th><th style=\"text-align: right;\">  reconstr_L.Toe.Lat.Z</th><th style=\"text-align: right;\">  reconstr_L.Toe.Med.X</th><th style=\"text-align: right;\">  reconstr_L.Toe.Med.Y</th><th style=\"text-align: right;\">  reconstr_L.Toe.Med.Z</th><th style=\"text-align: right;\">  reconstr_R.Temple.X</th><th style=\"text-align: right;\">  reconstr_R.Temple.Y</th><th style=\"text-align: right;\">  reconstr_R.Temple.Z</th><th style=\"text-align: right;\">  reconstr_L.Temple.X</th><th style=\"text-align: right;\">  reconstr_L.Temple.Y</th><th style=\"text-align: right;\">  reconstr_L.Temple.Z</th><th style=\"text-align: right;\">  reconstr_Top.Head.X</th><th style=\"text-align: right;\">  reconstr_Top.Head.Y</th><th style=\"text-align: right;\">  reconstr_Top.Head.Z</th></tr>\n",
       "<tr><td style=\"text-align: right;\">            617.592</td><td style=\"text-align: right;\">            1055.34</td><td style=\"text-align: right;\">            166.881</td><td style=\"text-align: right;\">            639.392</td><td style=\"text-align: right;\">            1045.88</td><td style=\"text-align: right;\">           -95.0073</td><td style=\"text-align: right;\">              429.402</td><td style=\"text-align: right;\">              1054.16</td><td style=\"text-align: right;\">             24.4237 </td><td style=\"text-align: right;\">                   511.672</td><td style=\"text-align: right;\">                   741.349</td><td style=\"text-align: right;\">                   207.071</td><td style=\"text-align: right;\">                   562.824</td><td style=\"text-align: right;\">                   664.336</td><td style=\"text-align: right;\">                   117.965</td><td style=\"text-align: right;\">                  471.775</td><td style=\"text-align: right;\">                  625.017</td><td style=\"text-align: right;\">                  194.312</td><td style=\"text-align: right;\">                   652.968</td><td style=\"text-align: right;\">                   746.458</td><td style=\"text-align: right;\">                  -148.991</td><td style=\"text-align: right;\">                   746.111</td><td style=\"text-align: right;\">                   736.705</td><td style=\"text-align: right;\">                  -79.9441</td><td style=\"text-align: right;\">                  689.472</td><td style=\"text-align: right;\">                  643.922</td><td style=\"text-align: right;\">                 -137.583</td><td style=\"text-align: right;\">                   350.918</td><td style=\"text-align: right;\">                   470.833</td><td style=\"text-align: right;\">                   181.841</td><td style=\"text-align: right;\">                   411.959</td><td style=\"text-align: right;\">                   411.566</td><td style=\"text-align: right;\">                   129.466</td><td style=\"text-align: right;\">                  334.591</td><td style=\"text-align: right;\">                  384.765</td><td style=\"text-align: right;\">                  186.227</td><td style=\"text-align: right;\">                   745.94 </td><td style=\"text-align: right;\">                   445.226</td><td style=\"text-align: right;\">                  -132.997</td><td style=\"text-align: right;\">                   810.045</td><td style=\"text-align: right;\">                   414.635</td><td style=\"text-align: right;\">                  -82.6204</td><td style=\"text-align: right;\">                  742.127</td><td style=\"text-align: right;\">                  397.824</td><td style=\"text-align: right;\">                 -140.804</td><td style=\"text-align: right;\">            154.235</td><td style=\"text-align: right;\">            106.848</td><td style=\"text-align: right;\">            99.4295</td><td style=\"text-align: right;\">                   296.865</td><td style=\"text-align: right;\">                   84.8266</td><td style=\"text-align: right;\">                   64.5912</td><td style=\"text-align: right;\">                   284.278</td><td style=\"text-align: right;\">                   66.6576</td><td style=\"text-align: right;\">                   172.955</td><td style=\"text-align: right;\">               426.016</td><td style=\"text-align: right;\">               41.8761</td><td style=\"text-align: right;\">               106.776</td><td style=\"text-align: right;\">            799.709</td><td style=\"text-align: right;\">            66.6214</td><td style=\"text-align: right;\">           -56.2305</td><td style=\"text-align: right;\">                   957.549</td><td style=\"text-align: right;\">                  117.062 </td><td style=\"text-align: right;\">                  -30.765 </td><td style=\"text-align: right;\">                   940.436</td><td style=\"text-align: right;\">                  107.821 </td><td style=\"text-align: right;\">                  -126.887</td><td style=\"text-align: right;\">              1067.34 </td><td style=\"text-align: right;\">              133.456 </td><td style=\"text-align: right;\">              -62.567 </td><td style=\"text-align: right;\">             659.885</td><td style=\"text-align: right;\">             1359.9 </td><td style=\"text-align: right;\">           11.2335  </td><td style=\"text-align: right;\">                566.522</td><td style=\"text-align: right;\">                1455.81</td><td style=\"text-align: right;\">                222.727</td><td style=\"text-align: right;\">                590.309</td><td style=\"text-align: right;\">                1469.51</td><td style=\"text-align: right;\">               -199.031</td><td style=\"text-align: right;\">             595.374</td><td style=\"text-align: right;\">             1255.29</td><td style=\"text-align: right;\">             272.869</td><td style=\"text-align: right;\">             576.103</td><td style=\"text-align: right;\">             1232.14</td><td style=\"text-align: right;\">            -230.105</td><td style=\"text-align: right;\">             569.674</td><td style=\"text-align: right;\">             1148.27</td><td style=\"text-align: right;\">             309.208</td><td style=\"text-align: right;\">             509.751</td><td style=\"text-align: right;\">             1142.97</td><td style=\"text-align: right;\">            -264.784</td><td style=\"text-align: right;\">                 773.289</td><td style=\"text-align: right;\">                 979.873</td><td style=\"text-align: right;\">                 267.26 </td><td style=\"text-align: right;\">                 750.188</td><td style=\"text-align: right;\">                 947.972</td><td style=\"text-align: right;\">                 321.992</td><td style=\"text-align: right;\">                 617.356</td><td style=\"text-align: right;\">                 911.251</td><td style=\"text-align: right;\">                -224.769</td><td style=\"text-align: right;\">                 564.974</td><td style=\"text-align: right;\">                 901.161</td><td style=\"text-align: right;\">                -280.831</td><td style=\"text-align: right;\">               362.647</td><td style=\"text-align: right;\">               27.5168</td><td style=\"text-align: right;\">               189.759</td><td style=\"text-align: right;\">               374.345</td><td style=\"text-align: right;\">               35.3889</td><td style=\"text-align: right;\">               78.3655</td><td style=\"text-align: right;\">              1031.18 </td><td style=\"text-align: right;\">              104.841 </td><td style=\"text-align: right;\">              -136.593</td><td style=\"text-align: right;\">              1034.03 </td><td style=\"text-align: right;\">              115.471 </td><td style=\"text-align: right;\">              -35.8575</td><td style=\"text-align: right;\">              725.952</td><td style=\"text-align: right;\">              1591.59</td><td style=\"text-align: right;\">              93.5011</td><td style=\"text-align: right;\">              735.453</td><td style=\"text-align: right;\">              1596.06</td><td style=\"text-align: right;\">             -46.007 </td><td style=\"text-align: right;\">              712.75 </td><td style=\"text-align: right;\">              1764.31</td><td style=\"text-align: right;\">            31.7543  </td></tr>\n",
       "<tr><td style=\"text-align: right;\">            616.547</td><td style=\"text-align: right;\">            1056.76</td><td style=\"text-align: right;\">            164.662</td><td style=\"text-align: right;\">            637.183</td><td style=\"text-align: right;\">            1047.85</td><td style=\"text-align: right;\">           -97.2109</td><td style=\"text-align: right;\">              427.829</td><td style=\"text-align: right;\">              1057.2 </td><td style=\"text-align: right;\">             22.6616 </td><td style=\"text-align: right;\">                   511.944</td><td style=\"text-align: right;\">                   741.813</td><td style=\"text-align: right;\">                   207.514</td><td style=\"text-align: right;\">                   565.439</td><td style=\"text-align: right;\">                   664.832</td><td style=\"text-align: right;\">                   120.562</td><td style=\"text-align: right;\">                  474.033</td><td style=\"text-align: right;\">                  625.162</td><td style=\"text-align: right;\">                  196.514</td><td style=\"text-align: right;\">                   646.457</td><td style=\"text-align: right;\">                   747.057</td><td style=\"text-align: right;\">                  -151.656</td><td style=\"text-align: right;\">                   737.591</td><td style=\"text-align: right;\">                   735.259</td><td style=\"text-align: right;\">                  -82.9041</td><td style=\"text-align: right;\">                  680.084</td><td style=\"text-align: right;\">                  643.408</td><td style=\"text-align: right;\">                 -140.333</td><td style=\"text-align: right;\">                   352.262</td><td style=\"text-align: right;\">                   475.13 </td><td style=\"text-align: right;\">                   183.83 </td><td style=\"text-align: right;\">                   412.012</td><td style=\"text-align: right;\">                   412.904</td><td style=\"text-align: right;\">                   133.641</td><td style=\"text-align: right;\">                  332.651</td><td style=\"text-align: right;\">                  390.682</td><td style=\"text-align: right;\">                  188.44 </td><td style=\"text-align: right;\">                   733.837</td><td style=\"text-align: right;\">                   444.355</td><td style=\"text-align: right;\">                  -135.383</td><td style=\"text-align: right;\">                   797.132</td><td style=\"text-align: right;\">                   414.506</td><td style=\"text-align: right;\">                  -85.767 </td><td style=\"text-align: right;\">                  731.389</td><td style=\"text-align: right;\">                  397.123</td><td style=\"text-align: right;\">                 -142.74 </td><td style=\"text-align: right;\">            146.064</td><td style=\"text-align: right;\">            123.324</td><td style=\"text-align: right;\">            97.9266</td><td style=\"text-align: right;\">                   284.7  </td><td style=\"text-align: right;\">                   94.4504</td><td style=\"text-align: right;\">                   68.8091</td><td style=\"text-align: right;\">                   268.194</td><td style=\"text-align: right;\">                   78.5291</td><td style=\"text-align: right;\">                   175.556</td><td style=\"text-align: right;\">               405.45 </td><td style=\"text-align: right;\">               44.9198</td><td style=\"text-align: right;\">               115.252</td><td style=\"text-align: right;\">            796.623</td><td style=\"text-align: right;\">            69.9925</td><td style=\"text-align: right;\">           -55.7809</td><td style=\"text-align: right;\">                   948.895</td><td style=\"text-align: right;\">                  117.022 </td><td style=\"text-align: right;\">                  -32.6528</td><td style=\"text-align: right;\">                   889.433</td><td style=\"text-align: right;\">                  111.887 </td><td style=\"text-align: right;\">                  -128.865</td><td style=\"text-align: right;\">              1055.11 </td><td style=\"text-align: right;\">              135.908 </td><td style=\"text-align: right;\">              -66.0222</td><td style=\"text-align: right;\">             658.789</td><td style=\"text-align: right;\">             1358.04</td><td style=\"text-align: right;\">            9.53695 </td><td style=\"text-align: right;\">                569.744</td><td style=\"text-align: right;\">                1455.74</td><td style=\"text-align: right;\">                221.465</td><td style=\"text-align: right;\">                591.289</td><td style=\"text-align: right;\">                1470.58</td><td style=\"text-align: right;\">               -199.958</td><td style=\"text-align: right;\">             595.148</td><td style=\"text-align: right;\">             1256.47</td><td style=\"text-align: right;\">             272.364</td><td style=\"text-align: right;\">             574.047</td><td style=\"text-align: right;\">             1233.69</td><td style=\"text-align: right;\">            -230.433</td><td style=\"text-align: right;\">             568.022</td><td style=\"text-align: right;\">             1149.41</td><td style=\"text-align: right;\">             309.709</td><td style=\"text-align: right;\">             507.014</td><td style=\"text-align: right;\">             1145.36</td><td style=\"text-align: right;\">            -264.697</td><td style=\"text-align: right;\">                 769.076</td><td style=\"text-align: right;\">                 979.082</td><td style=\"text-align: right;\">                 270.032</td><td style=\"text-align: right;\">                 745.859</td><td style=\"text-align: right;\">                 947.591</td><td style=\"text-align: right;\">                 325.723</td><td style=\"text-align: right;\">                 608.857</td><td style=\"text-align: right;\">                 910.462</td><td style=\"text-align: right;\">                -227.047</td><td style=\"text-align: right;\">                 557.106</td><td style=\"text-align: right;\">                 902.021</td><td style=\"text-align: right;\">                -283.533</td><td style=\"text-align: right;\">               341.064</td><td style=\"text-align: right;\">               36.0967</td><td style=\"text-align: right;\">               194.645</td><td style=\"text-align: right;\">               356.067</td><td style=\"text-align: right;\">               42.0878</td><td style=\"text-align: right;\">               85.3696</td><td style=\"text-align: right;\">              1021.61 </td><td style=\"text-align: right;\">              108.477 </td><td style=\"text-align: right;\">              -138.852</td><td style=\"text-align: right;\">              1031.52 </td><td style=\"text-align: right;\">              117.591 </td><td style=\"text-align: right;\">  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       "<tr><td style=\"text-align: right;\">            622.156</td><td style=\"text-align: right;\">            1051.89</td><td style=\"text-align: right;\">            163.157</td><td style=\"text-align: right;\">            644.561</td><td style=\"text-align: right;\">            1044.49</td><td style=\"text-align: right;\">           -98.2228</td><td style=\"text-align: right;\">              434.947</td><td style=\"text-align: right;\">              1051.62</td><td style=\"text-align: right;\">             19.9928 </td><td style=\"text-align: right;\">                   514.723</td><td style=\"text-align: right;\">                   738.038</td><td style=\"text-align: right;\">                   205.289</td><td style=\"text-align: right;\">                   568.586</td><td style=\"text-align: right;\">                   659.716</td><td style=\"text-align: right;\">                   118.843</td><td style=\"text-align: right;\">                  474.874</td><td 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100.186 </td><td style=\"text-align: right;\">                   268.989</td><td style=\"text-align: right;\">                   93.4827</td><td style=\"text-align: right;\">                   66.5017</td><td style=\"text-align: right;\">                   253.337</td><td style=\"text-align: right;\">                   75.954 </td><td style=\"text-align: right;\">                   173.597</td><td style=\"text-align: right;\">               386.101</td><td style=\"text-align: right;\">               39.6011</td><td style=\"text-align: right;\">               107.917</td><td style=\"text-align: right;\">            776.462</td><td style=\"text-align: right;\">            65.3542</td><td style=\"text-align: right;\">           -56.9821</td><td style=\"text-align: right;\">                   940.994</td><td style=\"text-align: right;\">                  104.251 </td><td style=\"text-align: right;\">                  -31.4202</td><td style=\"text-align: right;\">                   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style=\"text-align: right;\">                 903.068</td><td style=\"text-align: right;\">                -230.713</td><td style=\"text-align: right;\">                 564.57 </td><td style=\"text-align: right;\">                 893.571</td><td style=\"text-align: right;\">                -286.423</td><td style=\"text-align: right;\">               305.094</td><td style=\"text-align: right;\">               31.247 </td><td style=\"text-align: right;\">               190.557</td><td style=\"text-align: right;\">               320.972</td><td style=\"text-align: right;\">               37.0906</td><td style=\"text-align: right;\">               80.0161</td><td style=\"text-align: right;\">               990.786</td><td style=\"text-align: right;\">               79.9036</td><td style=\"text-align: right;\">              -135.731</td><td style=\"text-align: right;\">              1000.01 </td><td style=\"text-align: right;\">               90.2548</td><td style=\"text-align: right;\">  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style=\"text-align: right;\">                  619.454</td><td style=\"text-align: right;\">                  194.571</td><td style=\"text-align: right;\">                   666.23 </td><td style=\"text-align: right;\">                   748.52 </td><td style=\"text-align: right;\">                  -154.39 </td><td style=\"text-align: right;\">                   761.449</td><td style=\"text-align: right;\">                   742.01 </td><td style=\"text-align: right;\">                  -88.5712</td><td style=\"text-align: right;\">                  704.716</td><td style=\"text-align: right;\">                  647.524</td><td style=\"text-align: right;\">                 -140.553</td><td style=\"text-align: right;\">                   362.351</td><td style=\"text-align: right;\">                   475.371</td><td style=\"text-align: right;\">                   183.115</td><td style=\"text-align: right;\">                   413.816</td><td style=\"text-align: right;\">                 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98.1248</td><td style=\"text-align: right;\">                   244.303</td><td style=\"text-align: right;\">                  103.864 </td><td style=\"text-align: right;\">                   67.5568</td><td style=\"text-align: right;\">                   224.36 </td><td style=\"text-align: right;\">                   88.1556</td><td style=\"text-align: right;\">                   172.553</td><td style=\"text-align: right;\">               348.82 </td><td style=\"text-align: right;\">               34.6052</td><td style=\"text-align: right;\">               109.7  </td><td style=\"text-align: right;\">            746.814</td><td style=\"text-align: right;\">            67.3683</td><td style=\"text-align: right;\">           -55.0607</td><td style=\"text-align: right;\">                   917.537</td><td style=\"text-align: right;\">                   93.1141</td><td style=\"text-align: right;\">                  -30.2677</td><td style=\"text-align: right;\">                   921.157</td><td style=\"text-align: right;\">                   85.6225</td><td style=\"text-align: right;\">                  -126.095</td><td style=\"text-align: right;\">              1030.34 </td><td style=\"text-align: right;\">               94.6808</td><td style=\"text-align: right;\">              -61.5975</td><td style=\"text-align: right;\">             663.116</td><td style=\"text-align: right;\">             1351.83</td><td style=\"text-align: right;\">            0.876821</td><td style=\"text-align: right;\">                570.624</td><td style=\"text-align: right;\">                1449.39</td><td style=\"text-align: right;\">                209.838</td><td style=\"text-align: right;\">                594.829</td><td style=\"text-align: right;\">                1459.43</td><td style=\"text-align: right;\">               -208.229</td><td style=\"text-align: right;\">             595.378</td><td style=\"text-align: right;\">             1250.93</td><td style=\"text-align: right;\">             261.588</td><td style=\"text-align: right;\">             580.797</td><td style=\"text-align: right;\">             1222.8 </td><td style=\"text-align: right;\">            -237.534</td><td style=\"text-align: right;\">             566.837</td><td style=\"text-align: right;\">             1145.94</td><td style=\"text-align: right;\">             298.51 </td><td style=\"text-align: right;\">             515.763</td><td style=\"text-align: right;\">             1133.62</td><td style=\"text-align: right;\">            -270.691</td><td style=\"text-align: right;\">                 756.982</td><td style=\"text-align: right;\">                 962.257</td><td style=\"text-align: right;\">                 267.746</td><td style=\"text-align: right;\">                 730.357</td><td style=\"text-align: right;\">                 934.969</td><td style=\"text-align: right;\">                 321.866</td><td style=\"text-align: right;\">                 616.896</td><td style=\"text-align: right;\">                 900.004</td><td style=\"text-align: right;\">                -231.742</td><td style=\"text-align: right;\">                 564.093</td><td style=\"text-align: right;\">                 890.825</td><td style=\"text-align: right;\">                -287.379</td><td style=\"text-align: right;\">               286.397</td><td style=\"text-align: right;\">               32.3673</td><td style=\"text-align: right;\">               190.012</td><td style=\"text-align: right;\">               303.984</td><td style=\"text-align: right;\">               37.3061</td><td style=\"text-align: right;\">               80.0287</td><td style=\"text-align: right;\">               972.593</td><td style=\"text-align: right;\">               71.9331</td><td style=\"text-align: right;\">              -135.037</td><td style=\"text-align: right;\">               982.593</td><td style=\"text-align: right;\">               81.8547</td><td style=\"text-align: right;\">  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style=\"text-align: right;\">                  618.768</td><td style=\"text-align: right;\">                  194.952</td><td style=\"text-align: right;\">                   667.114</td><td style=\"text-align: right;\">                   749.149</td><td style=\"text-align: right;\">                  -156.445</td><td style=\"text-align: right;\">                   762.297</td><td style=\"text-align: right;\">                   741.617</td><td style=\"text-align: right;\">                  -90.77  </td><td style=\"text-align: right;\">                  703.943</td><td style=\"text-align: right;\">                  647.783</td><td style=\"text-align: right;\">                 -141.863</td><td style=\"text-align: right;\">                   371.656</td><td style=\"text-align: right;\">                   478.011</td><td style=\"text-align: right;\">                   183.997</td><td style=\"text-align: right;\">                   419.903</td><td style=\"text-align: right;\">                 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910.628</td><td style=\"text-align: right;\">                   82.3937</td><td style=\"text-align: right;\">                  -125.284</td><td style=\"text-align: right;\">              1017.68 </td><td style=\"text-align: right;\">               88.6806</td><td style=\"text-align: right;\">              -59.5434</td><td style=\"text-align: right;\">             665.146</td><td style=\"text-align: right;\">             1353.31</td><td style=\"text-align: right;\">           -2.4333  </td><td style=\"text-align: right;\">                571.285</td><td style=\"text-align: right;\">                1451.46</td><td style=\"text-align: right;\">                206.028</td><td style=\"text-align: right;\">                597.56 </td><td style=\"text-align: right;\">                1460.08</td><td style=\"text-align: right;\">               -212.391</td><td style=\"text-align: right;\">             594.463</td><td style=\"text-align: right;\">             1252.82</td><td style=\"text-align: right;\">             258.353</td><td style=\"text-align: right;\">             586.405</td><td style=\"text-align: right;\">             1222.7 </td><td style=\"text-align: right;\">            -240.542</td><td style=\"text-align: right;\">             564.328</td><td style=\"text-align: right;\">             1148.18</td><td style=\"text-align: right;\">             295.143</td><td style=\"text-align: right;\">             522.797</td><td style=\"text-align: right;\">             1132.75</td><td style=\"text-align: right;\">            -273.631</td><td style=\"text-align: right;\">                 749.295</td><td style=\"text-align: right;\">                 958.648</td><td style=\"text-align: right;\">                 268.373</td><td style=\"text-align: right;\">                 721.209</td><td style=\"text-align: right;\">                 932.959</td><td style=\"text-align: right;\">                 322.361</td><td style=\"text-align: right;\">                 623.414</td><td style=\"text-align: right;\">                 898.884</td><td style=\"text-align: right;\">                -233.844</td><td style=\"text-align: right;\">                 571.181</td><td style=\"text-align: right;\">                 889.612</td><td style=\"text-align: right;\">                -289.927</td><td style=\"text-align: right;\">               270.82 </td><td style=\"text-align: right;\">               39.1103</td><td style=\"text-align: right;\">               190.369</td><td style=\"text-align: right;\">               289.874</td><td style=\"text-align: right;\">               42.713 </td><td style=\"text-align: right;\">               80.6396</td><td style=\"text-align: right;\">               956.314</td><td style=\"text-align: right;\">               67.3024</td><td style=\"text-align: right;\">              -133.688</td><td style=\"text-align: right;\">               969.797</td><td style=\"text-align: right;\">               77.1494</td><td style=\"text-align: right;\">  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style=\"text-align: right;\">                  618.455</td><td style=\"text-align: right;\">                  194.952</td><td style=\"text-align: right;\">                   671.61 </td><td style=\"text-align: right;\">                   750.11 </td><td style=\"text-align: right;\">                  -158.3  </td><td style=\"text-align: right;\">                   767.619</td><td style=\"text-align: right;\">                   742.564</td><td style=\"text-align: right;\">                  -93.0836</td><td style=\"text-align: right;\">                  708.114</td><td style=\"text-align: right;\">                  648.749</td><td style=\"text-align: right;\">                 -142.816</td><td style=\"text-align: right;\">                   380.163</td><td style=\"text-align: right;\">                   480.515</td><td style=\"text-align: right;\">                   184.564</td><td style=\"text-align: right;\">                   424.961</td><td style=\"text-align: right;\">                 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97.5663</td><td style=\"text-align: right;\">                   224.057</td><td style=\"text-align: right;\">                  119.899 </td><td style=\"text-align: right;\">                   68.2116</td><td style=\"text-align: right;\">                   200.741</td><td style=\"text-align: right;\">                  106.76  </td><td style=\"text-align: right;\">                   172.413</td><td style=\"text-align: right;\">               312.806</td><td style=\"text-align: right;\">               35.5188</td><td style=\"text-align: right;\">               109.897</td><td style=\"text-align: right;\">            718.824</td><td style=\"text-align: right;\">            68.633 </td><td style=\"text-align: right;\">           -55.9269</td><td style=\"text-align: right;\">                   892.614</td><td style=\"text-align: right;\">                   84.8522</td><td style=\"text-align: right;\">                  -27.6775</td><td style=\"text-align: right;\">                   912.487</td><td style=\"text-align: right;\">                   76.794 </td><td style=\"text-align: right;\">                  -124.349</td><td style=\"text-align: right;\">              1006.38 </td><td style=\"text-align: right;\">               79.2012</td><td style=\"text-align: right;\">              -57.1989</td><td style=\"text-align: right;\">             668.326</td><td style=\"text-align: right;\">             1354.87</td><td style=\"text-align: right;\">           -5.82511 </td><td style=\"text-align: right;\">                572.562</td><td style=\"text-align: right;\">                1453.37</td><td style=\"text-align: right;\">                202.022</td><td style=\"text-align: right;\">                601.068</td><td style=\"text-align: right;\">                1460.35</td><td style=\"text-align: right;\">               -216.625</td><td style=\"text-align: right;\">             594.714</td><td style=\"text-align: right;\">             1254.43</td><td style=\"text-align: right;\">             254.845</td><td style=\"text-align: right;\">             592.635</td><td style=\"text-align: right;\">             1222.16</td><td style=\"text-align: right;\">            -243.897</td><td style=\"text-align: right;\">             563.31 </td><td style=\"text-align: right;\">             1150.18</td><td style=\"text-align: right;\">             291.433</td><td style=\"text-align: right;\">             530.27 </td><td style=\"text-align: right;\">             1131.39</td><td style=\"text-align: right;\">            -276.902</td><td style=\"text-align: right;\">                 743.388</td><td style=\"text-align: right;\">                 954.533</td><td style=\"text-align: right;\">                 268.566</td><td style=\"text-align: right;\">                 713.815</td><td style=\"text-align: right;\">                 930.462</td><td style=\"text-align: right;\">                 322.187</td><td style=\"text-align: right;\">                 630.663</td><td style=\"text-align: right;\">                 897.009</td><td style=\"text-align: right;\">                -236.313</td><td style=\"text-align: right;\">                 578.456</td><td style=\"text-align: right;\">                 887.617</td><td style=\"text-align: right;\">                -292.652</td><td style=\"text-align: right;\">               252.397</td><td style=\"text-align: right;\">               41.5592</td><td style=\"text-align: right;\">               189.669</td><td style=\"text-align: right;\">               272.704</td><td style=\"text-align: right;\">               44.1503</td><td style=\"text-align: right;\">               79.7287</td><td style=\"text-align: right;\">               940.435</td><td style=\"text-align: right;\">               59.2992</td><td style=\"text-align: right;\">              -132.132</td><td style=\"text-align: right;\">               953.203</td><td style=\"text-align: right;\">               69.338 </td><td style=\"text-align: right;\">  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style=\"text-align: right;\">                  618.97 </td><td style=\"text-align: right;\">                  195.843</td><td style=\"text-align: right;\">                   671.681</td><td style=\"text-align: right;\">                   750.244</td><td style=\"text-align: right;\">                  -160.732</td><td style=\"text-align: right;\">                   767.504</td><td style=\"text-align: right;\">                   742.147</td><td style=\"text-align: right;\">                  -96.2162</td><td style=\"text-align: right;\">                  707.123</td><td style=\"text-align: right;\">                  648.133</td><td style=\"text-align: right;\">                 -145.203</td><td style=\"text-align: right;\">                   393.919</td><td style=\"text-align: right;\">                   484.71 </td><td style=\"text-align: right;\">                   185.369</td><td style=\"text-align: right;\">                   436.086</td><td style=\"text-align: right;\">                 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95.3332</td><td style=\"text-align: right;\">                   218.513</td><td style=\"text-align: right;\">                  128.452 </td><td style=\"text-align: right;\">                   69.1832</td><td style=\"text-align: right;\">                   192.369</td><td style=\"text-align: right;\">                  117.451 </td><td style=\"text-align: right;\">                   172.126</td><td style=\"text-align: right;\">               299.493</td><td style=\"text-align: right;\">               34.9597</td><td style=\"text-align: right;\">               112.99 </td><td style=\"text-align: right;\">            702.883</td><td style=\"text-align: right;\">            77.585 </td><td style=\"text-align: right;\">           -55.7632</td><td style=\"text-align: right;\">                   872.07 </td><td style=\"text-align: right;\">                   85.2997</td><td style=\"text-align: right;\">                  -27.5806</td><td style=\"text-align: right;\">                   878.389</td><td style=\"text-align: right;\">                   79.7422</td><td style=\"text-align: right;\">                  -124.78 </td><td style=\"text-align: right;\">               982.814</td><td style=\"text-align: right;\">               74.8541</td><td style=\"text-align: right;\">              -57.8961</td><td style=\"text-align: right;\">             667.965</td><td style=\"text-align: right;\">             1355.43</td><td style=\"text-align: right;\">           -8.40202 </td><td style=\"text-align: right;\">                572.552</td><td style=\"text-align: right;\">                1454.2 </td><td style=\"text-align: right;\">                198.55 </td><td style=\"text-align: right;\">                601.654</td><td style=\"text-align: right;\">                1460.76</td><td style=\"text-align: right;\">               -219.035</td><td style=\"text-align: right;\">             592.725</td><td style=\"text-align: right;\">             1255.7 </td><td style=\"text-align: right;\">             251.651</td><td style=\"text-align: right;\">             595.579</td><td style=\"text-align: right;\">             1222.68</td><td style=\"text-align: right;\">            -245.011</td><td style=\"text-align: right;\">             559.876</td><td style=\"text-align: right;\">             1151.96</td><td style=\"text-align: right;\">             288.266</td><td style=\"text-align: right;\">             534.425</td><td style=\"text-align: right;\">             1131.76</td><td style=\"text-align: right;\">            -277.787</td><td style=\"text-align: right;\">                 734.064</td><td style=\"text-align: right;\">                 951.557</td><td style=\"text-align: right;\">                 269.634</td><td style=\"text-align: right;\">                 702.929</td><td style=\"text-align: right;\">                 928.916</td><td style=\"text-align: right;\">                 323.001</td><td style=\"text-align: right;\">                 631.582</td><td style=\"text-align: right;\">                 895.768</td><td style=\"text-align: right;\">                -238.016</td><td style=\"text-align: right;\">                 580.031</td><td style=\"text-align: right;\">                 887.22 </td><td style=\"text-align: right;\">                -294.835</td><td style=\"text-align: right;\">               238.793</td><td style=\"text-align: right;\">               47.4399</td><td style=\"text-align: right;\">               190.435</td><td style=\"text-align: right;\">               261.496</td><td style=\"text-align: right;\">               48.4732</td><td style=\"text-align: right;\">               81.837 </td><td style=\"text-align: right;\">               922.559</td><td style=\"text-align: right;\">               59.4147</td><td style=\"text-align: right;\">              -132.728</td><td style=\"text-align: right;\">               935.42 </td><td style=\"text-align: right;\">               67.7954</td><td style=\"text-align: right;\">  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style=\"text-align: right;\">                  620.024</td><td style=\"text-align: right;\">                  196.11 </td><td style=\"text-align: right;\">                   671.388</td><td style=\"text-align: right;\">                   751.576</td><td style=\"text-align: right;\">                  -164.025</td><td style=\"text-align: right;\">                   767.076</td><td style=\"text-align: right;\">                   741.89 </td><td style=\"text-align: right;\">                  -99.7132</td><td style=\"text-align: right;\">                  704.421</td><td style=\"text-align: right;\">                  648.756</td><td style=\"text-align: right;\">                 -147.617</td><td style=\"text-align: right;\">                   410.24 </td><td style=\"text-align: right;\">                   489.399</td><td style=\"text-align: right;\">                   186.058</td><td style=\"text-align: right;\">                   449.196</td><td style=\"text-align: right;\">                   408.311</td><td style=\"text-align: right;\">                   138.624</td><td style=\"text-align: right;\">                  363.599</td><td style=\"text-align: right;\">                  413.566</td><td style=\"text-align: right;\">                  190.07 </td><td style=\"text-align: right;\">                   741.25 </td><td style=\"text-align: right;\">                   443.535</td><td style=\"text-align: right;\">                  -142.481</td><td style=\"text-align: right;\">                   792.781</td><td style=\"text-align: right;\">                   399.458</td><td style=\"text-align: right;\">                  -88.2712</td><td style=\"text-align: right;\">                  725.893</td><td style=\"text-align: right;\">                  399.394</td><td style=\"text-align: right;\">                 -150.671</td><td style=\"text-align: right;\">            106.096</td><td style=\"text-align: right;\">            233.285</td><td style=\"text-align: right;\">            94.0924</td><td style=\"text-align: right;\">                   214.846</td><td style=\"text-align: right;\">                  138.836 </td><td style=\"text-align: right;\">                   70.1094</td><td style=\"text-align: right;\">                   186.129</td><td style=\"text-align: right;\">                  129.627 </td><td style=\"text-align: right;\">                   172.277</td><td style=\"text-align: right;\">               286.915</td><td style=\"text-align: right;\">               36.4198</td><td style=\"text-align: right;\">               115.077</td><td style=\"text-align: right;\">            684.146</td><td style=\"text-align: right;\">            79.5919</td><td style=\"text-align: right;\">           -56.3313</td><td style=\"text-align: right;\">                   852.654</td><td style=\"text-align: right;\">                   81.8992</td><td style=\"text-align: right;\">                  -26.6655</td><td style=\"text-align: right;\">                   858.034</td><td style=\"text-align: right;\">                   76.8904</td><td style=\"text-align: right;\">                  -124.494</td><td style=\"text-align: right;\">               963.129</td><td style=\"text-align: right;\">               67.779 </td><td style=\"text-align: right;\">              -56.4657</td><td style=\"text-align: right;\">             670.302</td><td style=\"text-align: right;\">             1358.16</td><td style=\"text-align: right;\">          -12.9493  </td><td style=\"text-align: right;\">                573.444</td><td style=\"text-align: right;\">                1457.72</td><td style=\"text-align: right;\">                193.24 </td><td style=\"text-align: right;\">                605.234</td><td style=\"text-align: right;\">                1462.77</td><td style=\"text-align: right;\">               -224.564</td><td style=\"text-align: right;\">             590.928</td><td style=\"text-align: right;\">             1259.09</td><td style=\"text-align: right;\">             246.969</td><td style=\"text-align: right;\">             603.09 </td><td style=\"text-align: right;\">             1223.96</td><td style=\"text-align: right;\">            -248.945</td><td style=\"text-align: right;\">             555.795</td><td style=\"text-align: right;\">             1155.95</td><td style=\"text-align: right;\">             283.403</td><td style=\"text-align: right;\">             543.926</td><td style=\"text-align: right;\">             1131.99</td><td style=\"text-align: right;\">            -281.67 </td><td style=\"text-align: right;\">                 722.998</td><td style=\"text-align: right;\">                 948.25 </td><td style=\"text-align: right;\">                 270.14 </td><td style=\"text-align: right;\">                 689.788</td><td style=\"text-align: right;\">                 927.59 </td><td style=\"text-align: right;\">                 323.176</td><td style=\"text-align: right;\">                 641.112</td><td style=\"text-align: right;\">                 896.109</td><td style=\"text-align: right;\">                -240.681</td><td style=\"text-align: right;\">                 590.363</td><td style=\"text-align: right;\">                 887.314</td><td style=\"text-align: right;\">                -298.081</td><td style=\"text-align: right;\">               226.683</td><td style=\"text-align: right;\">               54.419 </td><td style=\"text-align: right;\">               191.207</td><td style=\"text-align: right;\">               251.602</td><td style=\"text-align: right;\">               54.0922</td><td style=\"text-align: right;\">               83.1826</td><td style=\"text-align: right;\">               902.502</td><td style=\"text-align: right;\">               54.6889</td><td style=\"text-align: right;\">              -131.954</td><td style=\"text-align: right;\">               917.624</td><td style=\"text-align: right;\">               62.5262</td><td style=\"text-align: right;\">  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       "</table>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": []
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Impute missing data from X and Y\n",
    "pred2 = model2.predict(gait_miss)\n",
    "pred2.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# Plot original and imputed L.Acromium.X over time\n",
    "lacro_pred_np2 = np.array(h2o.as_list(pred2[\"reconstr_L.Acromium.X\"]))\n",
    "plt.plot(time_np, lacro_np, 'b-')\n",
    "plt.plot(time_np, lacro_pred_np2, 'g-')\n",
    "\n",
    "# Mark points where training data contains missing values\n",
    "idx_miss = list(zip(*gait_miss[\"L.Acromium.X\"].isna().which().as_data_frame(True).values.tolist()))\n",
    "plt.plot(time_np[idx_miss], lacro_np[idx_miss], \"o\", marker = \"x\", ms = 8, mew = 1.5, mec = \"r\")\n",
    "\n",
    "plt.title(\"Position of Left Acromium over Time\")\n",
    "plt.xlabel(\"Time\")\n",
    "plt.ylabel(\"X-Coordinate of Left Acromium\")\n",
    "blue_patch = mpatches.Patch(color = 'blue', label = 'Original')\n",
    "green_patch = mpatches.Patch(color = 'green', label = 'Imputed')\n",
    "red_patch = mpatches.Patch(color = 'red', label = \"Missing\")\n",
    "plt.legend([blue_patch, green_patch, red_patch], [\"Original\", \"Imputed\", \"Missing\"])\n",
    "plt.show()"
   ]
  }
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