<table>
  <tbody>
    <tr>
      <td>## mitt</td>
      <td>0.0928269945</td>
    </tr>
    <tr>
      <td>## mix</td>
      <td>0.6352290682</td>
    </tr>
    <tr>
      <td>## moan</td>
      <td>0.3929717037</td>
    </tr>
    <tr>
      <td>## mob</td>
      <td>0.6840580837</td>
    </tr>
    <tr>
      <td>## mock</td>
      <td>0.4255929973</td>
    </tr>
    <tr>
      <td>## mode</td>
      <td>0.3170637859</td>
    </tr>
    <tr>
      <td>## mole</td>
      <td>0.5673804151</td>
    </tr>
    <tr>
      <td>## moll</td>
      <td>-0.3525162715</td>
    </tr>
    <tr>
      <td>## mom</td>
      <td>0.6024279611</td>
    </tr>
    <tr>
      <td>## monk</td>
      <td>0.6315936223</td>
    </tr>
    <tr>
      <td>## month</td>
      <td>0.6768807896</td>
    </tr>
    <tr>
      <td>## moo</td>
      <td>0.2101315611</td>
    </tr>
    <tr>
      <td>## mood</td>
      <td>0.5031230163</td>
    </tr>
    <tr>
      <td>## moon</td>
      <td>0.3989279215</td>
    </tr>
    <tr>
      <td>## moose</td>
      <td>0.4741056392</td>
    </tr>
    <tr>
      <td>## moot</td>
      <td>-0.0313660607</td>
    </tr>
    <tr>
      <td>## mop</td>
      <td>0.6041547341</td>
    </tr>
    <tr>
      <td>## moss</td>
      <td>0.4916713766</td>
    </tr>
    <tr>
      <td>## moth</td>
      <td>-0.1914446221</td>
    </tr>
    <tr>
      <td>## mould</td>
      <td>-0.0278429798</td>
    </tr>
    <tr>
      <td>## mount</td>
      <td>0.6099373684</td>
    </tr>
    <tr>
      <td>## mourn</td>
      <td>0.5877337076</td>
    </tr>
    <tr>
      <td>## mouse</td>
      <td>0.4809374031</td>
    </tr>
    <tr>
      <td>## mouth</td>
      <td>0.6451207624</td>
    </tr>
    <tr>
      <td>## move</td>
      <td>0.6267944063</td>
    </tr>
    <tr>
      <td>## mow</td>
      <td>0.2219523720</td>
    </tr>
    <tr>
      <td>## muck</td>
      <td>-0.4659349562</td>
    </tr>
    <tr>
      <td>## mud</td>
      <td>0.6951385500</td>
    </tr>
    <tr>
      <td>## muff</td>
      <td>0.0196444767</td>
    </tr>
    <tr>
      <td>## mug</td>
      <td>0.6581176019</td>
    </tr>
    <tr>
      <td>## mulch</td>
      <td>0.0315074312</td>
    </tr>
    <tr>
      <td>## mule</td>
      <td>0.4238328380</td>
    </tr>
    <tr>
      <td>## mum</td>
      <td>-0.1765389134</td>
    </tr>
    <tr>
      <td>## munch</td>
      <td>0.0815426021</td>
    </tr>
    <tr>
      <td>## muse</td>
      <td>-0.1534796759</td>
    </tr>
    <tr>
      <td>## mush</td>
      <td>0.0617436608</td>
    </tr>
    <tr>
      <td>## must</td>
      <td>0.5715279914</td>
    </tr>
    <tr>
      <td>## myth</td>
      <td>0.3908160879</td>
    </tr>
    <tr>
      <td>## nab</td>
      <td>-0.4273274031</td>
    </tr>
    <tr>
      <td>## nail</td>
      <td>0.3985313601</td>
    </tr>
    <tr>
      <td>## name</td>
      <td>0.3981215371</td>
    </tr>
    <tr>
      <td>## nap</td>
      <td>0.4281067275</td>
    </tr>
    <tr>
      <td>## nape</td>
      <td>-0.0615934484</td>
    </tr>
    <tr>
      <td>## naught</td>
      <td>-0.6314387847</td>
    </tr>
    <tr>
      <td>## neck</td>
      <td>0.6040096537</td>
    </tr>
    <tr>
      <td>## need</td>
      <td>0.6819560059</td>
    </tr>
  </tbody>
</table>
<table><tr><td>nerve</td><td>0.3924344193</td></tr><tr><td>nest</td><td>0.5121587874</td></tr><tr><td>news</td><td>0.6216797480</td></tr><tr><td>newt</td><td>-0.0298508135</td></tr><tr><td>nick</td><td>-0.7386342094</td></tr><tr><td>niece</td><td>0.4152402039</td></tr><tr><td>night</td><td>0.4294175928</td></tr><tr><td>nil</td><td>-1.0571354896</td></tr><tr><td>nip</td><td>-0.0645621026</td></tr><tr><td>nod</td><td>0.3514740544</td></tr><tr><td>node</td><td>0.1935273557</td></tr><tr><td>noise</td><td>0.6124192062</td></tr><tr><td>nonce</td><td>0.3495977703</td></tr><tr><td>nook</td><td>-0.4585769086</td></tr><tr><td>noon</td><td>0.3859765401</td></tr><tr><td>noose</td><td>0.3024017525</td></tr><tr><td>norm</td><td>0.3923178562</td></tr><tr><td>north</td><td>0.4865113252</td></tr><tr><td>nose</td><td>0.4333023280</td></tr><tr><td>notch</td><td>0.3136969130</td></tr><tr><td>note</td><td>0.3989943699</td></tr><tr><td>noun</td><td>0.0303865364</td></tr><tr><td>nudge</td><td>0.0832438044</td></tr><tr><td>nun</td><td>0.3924739778</td></tr><tr><td>nurse</td><td>0.4276339815</td></tr><tr><td>nut</td><td>0.6715649494</td></tr><tr><td>nymph</td><td>0.3201397723</td></tr><tr><td>oak</td><td>0.7058748183</td></tr><tr><td>oath</td><td>0.4042280308</td></tr><tr><td>oil</td><td>0.7128925004</td></tr><tr><td>ooze</td><td>0.2080926921</td></tr><tr><td>orb</td><td>-0.7943446102</td></tr><tr><td>ore</td><td>0.1081144671</td></tr><tr><td>ought</td><td>0.3817712895</td></tr><tr><td>ounce</td><td>0.3919930711</td></tr><tr><td>oust</td><td>-0.5732268371</td></tr><tr><td>owl</td><td>0.7116206910</td></tr><tr><td>pace</td><td>0.4836440481</td></tr><tr><td>pack</td><td>0.7008939259</td></tr><tr><td>pact</td><td>0.6143907950</td></tr><tr><td>pad</td><td>0.6499900882</td></tr><tr><td>page</td><td>0.6845642858</td></tr><tr><td>pail</td><td>0.4107337631</td></tr><tr><td>pain</td><td>0.4976691607</td></tr><tr><td>paint</td><td>0.7129211121</td></tr><tr><td>pair</td><td>0.7149127451</td></tr></table>
<table>
  <tbody>
    <tr>
      <td>pal</td>
      <td>0.6790057550</td>
    </tr>
    <tr>
      <td>pale</td>
      <td>0.7046738682</td>
    </tr>
    <tr>
      <td>pall</td>
      <td>0.3872286418</td>
    </tr>
    <tr>
      <td>palm</td>
      <td>0.6670007204</td>
    </tr>
    <tr>
      <td>pan</td>
      <td>0.5962917306</td>
    </tr>
    <tr>
      <td>pane</td>
      <td>0.2787186218</td>
    </tr>
    <tr>
      <td>pang</td>
      <td>-0.6764386921</td>
    </tr>
    <tr>
      <td>pant</td>
      <td>0.6053832842</td>
    </tr>
    <tr>
      <td>pap</td>
      <td>-0.0179803903</td>
    </tr>
    <tr>
      <td>par</td>
      <td>-0.0904523611</td>
    </tr>
    <tr>
      <td>pare</td>
      <td>-0.2394485765</td>
    </tr>
    <tr>
      <td>park</td>
      <td>0.6251516250</td>
    </tr>
    <tr>
      <td>part</td>
      <td>0.6645271060</td>
    </tr>
    <tr>
      <td>pass</td>
      <td>0.4618239411</td>
    </tr>
    <tr>
      <td>paste</td>
      <td>0.6037036203</td>
    </tr>
    <tr>
      <td>pat</td>
      <td>0.7166080711</td>
    </tr>
    <tr>
      <td>patch</td>
      <td>0.6281366740</td>
    </tr>
    <tr>
      <td>pate</td>
      <td>0.3891089813</td>
    </tr>
    <tr>
      <td>path</td>
      <td>0.6863697603</td>
    </tr>
    <tr>
      <td>paunch</td>
      <td>-0.4397238395</td>
    </tr>
    <tr>
      <td>pause</td>
      <td>0.6217221364</td>
    </tr>
    <tr>
      <td>pave</td>
      <td>0.3306464717</td>
    </tr>
    <tr>
      <td>paw</td>
      <td>0.4680759291</td>
    </tr>
    <tr>
      <td>pawn</td>
      <td>0.4013276388</td>
    </tr>
    <tr>
      <td>pay</td>
      <td>0.7034198719</td>
    </tr>
    <tr>
      <td>pea</td>
      <td>0.7117487206</td>
    </tr>
    <tr>
      <td>peace</td>
      <td>0.5940665331</td>
    </tr>
    <tr>
      <td>peach</td>
      <td>0.4379720879</td>
    </tr>
    <tr>
      <td>peak</td>
      <td>0.5808362137</td>
    </tr>
    <tr>
      <td>peal</td>
      <td>0.3922962396</td>
    </tr>
    <tr>
      <td>pear</td>
      <td>0.6003417153</td>
    </tr>
    <tr>
      <td>pearl</td>
      <td>0.7115414380</td>
    </tr>
    <tr>
      <td>peat</td>
      <td>-0.1121041398</td>
    </tr>
    <tr>
      <td>peck</td>
      <td>0.5722695988</td>
    </tr>
    <tr>
      <td>pee</td>
      <td>0.3553415861</td>
    </tr>
    <tr>
      <td>peel</td>
      <td>0.5885181228</td>
    </tr>
    <tr>
      <td>peep</td>
      <td>0.4246896473</td>
    </tr>
    <tr>
      <td>peer</td>
      <td>0.6142284348</td>
    </tr>
    <tr>
      <td>peg</td>
      <td>0.5456639844</td>
    </tr>
    <tr>
      <td>pelt</td>
      <td>-0.3722920676</td>
    </tr>
    <tr>
      <td>pen</td>
      <td>0.6190325102</td>
    </tr>
    <tr>
      <td>perch</td>
      <td>0.1093928657</td>
    </tr>
    <tr>
      <td>perk</td>
      <td>0.3896076758</td>
    </tr>
    <tr>
      <td>pest</td>
      <td>0.3743467318</td>
    </tr>
    <tr>
      <td>pet</td>
      <td>0.6781808537</td>
    </tr>
    <tr>
      <td>pew</td>
      <td>-0.1859449277</td>
    </tr>
  </tbody>
</table>
<table>
  <tr>
    <td>phase</td>
    <td>0.3982369421</td>
  </tr>
  <tr>
    <td>phrase</td>
    <td>0.4061264194</td>
  </tr>
  <tr>
    <td>pick</td>
    <td>0.6504424818</td>
  </tr>
  <tr>
    <td>pie</td>
    <td>0.6730807980</td>
  </tr>
  <tr>
    <td>piece</td>
    <td>0.5074347841</td>
  </tr>
  <tr>
    <td>pier</td>
    <td>0.4088956306</td>
  </tr>
  <tr>
    <td>pierce</td>
    <td>0.3969614963</td>
  </tr>
  <tr>
    <td>pig</td>
    <td>0.7118643999</td>
  </tr>
  <tr>
    <td>pike</td>
    <td>0.5749596106</td>
  </tr>
  <tr>
    <td>pile</td>
    <td>0.7177539590</td>
  </tr>
  <tr>
    <td>pill</td>
    <td>0.4265407516</td>
  </tr>
  <tr>
    <td>pimp</td>
    <td>0.4184427386</td>
  </tr>
  <tr>
    <td>pin</td>
    <td>0.4024559456</td>
  </tr>
  <tr>
    <td>pinch</td>
    <td>0.4047131140</td>
  </tr>
  <tr>
    <td>pine</td>
    <td>0.6491028765</td>
  </tr>
  <tr>
    <td>pint</td>
    <td>0.3771262221</td>
  </tr>
  <tr>
    <td>pip</td>
    <td>-0.2393704892</td>
  </tr>
  <tr>
    <td>pipe</td>
    <td>0.7129727072</td>
  </tr>
  <tr>
    <td>piss</td>
    <td>0.3866683616</td>
  </tr>
  <tr>
    <td>pit</td>
    <td>0.5287021558</td>
  </tr>
  <tr>
    <td>pitch</td>
    <td>0.5791580132</td>
  </tr>
  <tr>
    <td>pith</td>
    <td>0.0002308830</td>
  </tr>
  <tr>
    <td>place</td>
    <td>0.7029363186</td>
  </tr>
  <tr>
    <td>plaid</td>
    <td>0.6214025677</td>
  </tr>
  <tr>
    <td>plain</td>
    <td>0.3853688583</td>
  </tr>
  <tr>
    <td>plan</td>
    <td>0.6963172072</td>
  </tr>
  <tr>
    <td>plane</td>
    <td>0.3870545705</td>
  </tr>
  <tr>
    <td>plank</td>
    <td>0.1533274301</td>
  </tr>
  <tr>
    <td>plant</td>
    <td>0.4904334078</td>
  </tr>
  <tr>
    <td>plate</td>
    <td>0.5996716076</td>
  </tr>
  <tr>
    <td>play</td>
    <td>0.6883202441</td>
  </tr>
  <tr>
    <td>plea</td>
    <td>0.5061751402</td>
  </tr>
  <tr>
    <td>plead</td>
    <td>0.6609653919</td>
  </tr>
  <tr>
    <td>please</td>
    <td>0.7099606747</td>
  </tr>
  <tr>
    <td>pleat</td>
    <td>-0.2598620540</td>
  </tr>
  <tr>
    <td>pledge</td>
    <td>0.4382991081</td>
  </tr>
  <tr>
    <td>plod</td>
    <td>-0.4450907029</td>
  </tr>
  <tr>
    <td>plot</td>
    <td>0.6953631443</td>
  </tr>
  <tr>
    <td>plough</td>
    <td>0.1887582307</td>
  </tr>
  <tr>
    <td>pluck</td>
    <td>0.4927250546</td>
  </tr>
  <tr>
    <td>plug</td>
    <td>0.4573755824</td>
  </tr>
  <tr>
    <td>plum</td>
    <td>0.7186694254</td>
  </tr>
  <tr>
    <td>plume</td>
    <td>-0.1351982805</td>
  </tr>
  <tr>
    <td>plunge</td>
    <td>0.4834041764</td>
  </tr>
  <tr>
    <td>plush</td>
    <td>0.5511375209</td>
  </tr>
  <tr>
    <td>poach</td>
    <td>-0.4127057501</td>
  </tr>
</table>
<table>
  <tr>
    <td>pod</td>
    <td>0.3071594759</td>
  </tr>
  <tr>
    <td>point</td>
    <td>0.6865468030</td>
  </tr>
  <tr>
    <td>poise</td>
    <td>0.4147940906</td>
  </tr>
  <tr>
    <td>poke</td>
    <td>0.4887811915</td>
  </tr>
  <tr>
    <td>pole</td>
    <td>0.5312467191</td>
  </tr>
  <tr>
    <td>poll</td>
    <td>0.4855507208</td>
  </tr>
  <tr>
    <td>pomp</td>
    <td>0.2951700644</td>
  </tr>
  <tr>
    <td>pond</td>
    <td>0.5310195426</td>
  </tr>
  <tr>
    <td>pool</td>
    <td>0.7126326141</td>
  </tr>
  <tr>
    <td>pop</td>
    <td>0.6300182727</td>
  </tr>
  <tr>
    <td>pope</td>
    <td>0.6809114643</td>
  </tr>
  <tr>
    <td>porch</td>
    <td>0.4677885077</td>
  </tr>
  <tr>
    <td>pore</td>
    <td>0.0814435715</td>
  </tr>
  <tr>
    <td>pork</td>
    <td>0.6826118271</td>
  </tr>
  <tr>
    <td>port</td>
    <td>0.2619209380</td>
  </tr>
  <tr>
    <td>pose</td>
    <td>0.5288418129</td>
  </tr>
  <tr>
    <td>post</td>
    <td>0.5247692945</td>
  </tr>
  <tr>
    <td>pot</td>
    <td>0.6941729098</td>
  </tr>
  <tr>
    <td>pouch</td>
    <td>0.4007525647</td>
  </tr>
  <tr>
    <td>pound</td>
    <td>0.9842358014</td>
  </tr>
  <tr>
    <td>pour</td>
    <td>0.4973681037</td>
  </tr>
  <tr>
    <td>tout</td>
    <td>-0.1776056708</td>
  </tr>
  <tr>
    <td>praise</td>
    <td>0.5397088881</td>
  </tr>
  <tr>
    <td>prank</td>
    <td>0.4833644831</td>
  </tr>
  <tr>
    <td>pray</td>
    <td>0.5663914667</td>
  </tr>
  <tr>
    <td>preach</td>
    <td>-0.0464972103</td>
  </tr>
  <tr>
    <td>prep</td>
    <td>0.2500034336</td>
  </tr>
  <tr>
    <td>press</td>
    <td>0.5769812398</td>
  </tr>
  <tr>
    <td>prey</td>
    <td>0.5269750858</td>
  </tr>
  <tr>
    <td>price</td>
    <td>0.7169632362</td>
  </tr>
  <tr>
    <td>prick</td>
    <td>0.3906233635</td>
  </tr>
  <tr>
    <td>pride</td>
    <td>0.7134450301</td>
  </tr>
  <tr>
    <td>priest</td>
    <td>0.2715073761</td>
  </tr>
  <tr>
    <td>prime</td>
    <td>0.5645483160</td>
  </tr>
  <tr>
    <td>prince</td>
    <td>0.3917433766</td>
  </tr>
  <tr>
    <td>print</td>
    <td>0.7004711738</td>
  </tr>
  <tr>
    <td>prize</td>
    <td>0.6164212858</td>
  </tr>
  <tr>
    <td>probe</td>
    <td>0.4727115346</td>
  </tr>
  <tr>
    <td>prod</td>
    <td>-0.4885155926</td>
  </tr>
  <tr>
    <td>prop</td>
    <td>0.1030828479</td>
  </tr>
  <tr>
    <td>prose</td>
    <td>0.1820968767</td>
  </tr>
  <tr>
    <td>prove</td>
    <td>0.3318833720</td>
  </tr>
  <tr>
    <td>prow</td>
    <td>-0.1531278534</td>
  </tr>
  <tr>
    <td>prowl</td>
    <td>0.4472193402</td>
  </tr>
  <tr>
    <td>pry</td>
    <td>0.2028226538</td>
  </tr>
  <tr>
    <td>psalm</td>
    <td>-0.1181101804</td>
  </tr>
</table>
<table>
  <tr>
    <td>pub</td>
    <td>0.5973564323</td>
  </tr>
  <tr>
    <td>puck</td>
    <td>0.3508277830</td>
  </tr>
  <tr>
    <td>puff</td>
    <td>0.4759268725</td>
  </tr>
  <tr>
    <td>puke</td>
    <td>0.0630615367</td>
  </tr>
  <tr>
    <td>pull</td>
    <td>0.5578703822</td>
  </tr>
  <tr>
    <td>pulp</td>
    <td>0.4552478363</td>
  </tr>
  <tr>
    <td>pulse</td>
    <td>0.6641681750</td>
  </tr>
  <tr>
    <td>pump</td>
    <td>0.4870820606</td>
  </tr>
  <tr>
    <td>pun</td>
    <td>-0.0574190238</td>
  </tr>
  <tr>
    <td>punch</td>
    <td>0.5929272946</td>
  </tr>
  <tr>
    <td>punk</td>
    <td>0.5418001391</td>
  </tr>
  <tr>
    <td>punt</td>
    <td>0.3702504511</td>
  </tr>
  <tr>
    <td>pup</td>
    <td>0.5720825353</td>
  </tr>
  <tr>
    <td>purge</td>
    <td>0.4131617297</td>
  </tr>
  <tr>
    <td>purse</td>
    <td>0.4588558540</td>
  </tr>
  <tr>
    <td>pus</td>
    <td>0.2081186396</td>
  </tr>
  <tr>
    <td>push</td>
    <td>0.3910393285</td>
  </tr>
  <tr>
    <td>put</td>
    <td>0.4907933342</td>
  </tr>
  <tr>
    <td>putt</td>
    <td>0.3363344737</td>
  </tr>
  <tr>
    <td>pyre</td>
    <td>-0.3790244507</td>
  </tr>
  <tr>
    <td>quack</td>
    <td>0.4243033613</td>
  </tr>
  <tr>
    <td>quake</td>
    <td>0.2277473817</td>
  </tr>
  <tr>
    <td>quart</td>
    <td>0.3686109072</td>
  </tr>
  <tr>
    <td>quartz</td>
    <td>0.4165403646</td>
  </tr>
  <tr>
    <td>quay</td>
    <td>0.3908093325</td>
  </tr>
  <tr>
    <td>queen</td>
    <td>0.4761853152</td>
  </tr>
  <tr>
    <td>quell</td>
    <td>-1.0516846753</td>
  </tr>
  <tr>
    <td>quench</td>
    <td>0.1423761597</td>
  </tr>
  <tr>
    <td>quest</td>
    <td>0.3901906664</td>
  </tr>
  <tr>
    <td>queue</td>
    <td>-0.5174252671</td>
  </tr>
  <tr>
    <td>quill</td>
    <td>0.3075950871</td>
  </tr>
  <tr>
    <td>quince</td>
    <td>-0.8564342649</td>
  </tr>
  <tr>
    <td>quirk</td>
    <td>0.3458069991</td>
  </tr>
  <tr>
    <td>quiz</td>
    <td>0.4333554337</td>
  </tr>
  <tr>
    <td>quote</td>
    <td>0.5616784446</td>
  </tr>
  <tr>
    <td>race</td>
    <td>0.6701827844</td>
  </tr>
  <tr>
    <td>rack</td>
    <td>0.4336030479</td>
  </tr>
  <tr>
    <td>raft</td>
    <td>0.3569542074</td>
  </tr>
  <tr>
    <td>rag</td>
    <td>0.4227475292</td>
  </tr>
  <tr>
    <td>rage</td>
    <td>0.6986105359</td>
  </tr>
  <tr>
    <td>raid</td>
    <td>0.6548385961</td>
  </tr>
  <tr>
    <td>rail</td>
    <td>0.4309617292</td>
  </tr>
  <tr>
    <td>rain</td>
    <td>0.6068395415</td>
  </tr>
  <tr>
    <td>raise</td>
    <td>0.5015934814</td>
  </tr>
  <tr>
    <td>rake</td>
    <td>0.6121063012</td>
  </tr>
  <tr>
    <td>ram</td>
    <td>-0.0159852295</td>
  </tr>
</table>
<table>
  <tr>
    <td>## ranch</td>
    <td>0.6901534659</td>
  </tr>
  <tr>
    <td>## range</td>
    <td>0.5916999791</td>
  </tr>
  <tr>
    <td>## rank</td>
    <td>0.4099652765</td>
  </tr>
  <tr>
    <td>## rant</td>
    <td>-0.0853697206</td>
  </tr>
  <tr>
    <td>## rap</td>
    <td>0.4569421283</td>
  </tr>
  <tr>
    <td>## rape</td>
    <td>0.5016042267</td>
  </tr>
  <tr>
    <td>## rash</td>
    <td>0.6701744484</td>
  </tr>
  <tr>
    <td>## rasp</td>
    <td>-0.0432660817</td>
  </tr>
  <tr>
    <td>## rat</td>
    <td>0.6689492736</td>
  </tr>
  <tr>
    <td>## rate</td>
    <td>0.5402831429</td>
  </tr>
  <tr>
    <td>## rave</td>
    <td>0.4832046864</td>
  </tr>
  <tr>
    <td>## ray</td>
    <td>0.3951058878</td>
  </tr>
  <tr>
    <td>## reach</td>
    <td>0.7142177008</td>
  </tr>
  <tr>
    <td>## realm</td>
    <td>0.4212651488</td>
  </tr>
  <tr>
    <td>## ream</td>
    <td>-0.7428649050</td>
  </tr>
  <tr>
    <td>## reap</td>
    <td>0.1743048154</td>
  </tr>
  <tr>
    <td>## rear</td>
    <td>0.5989762222</td>
  </tr>
  <tr>
    <td>## reed</td>
    <td>-0.0041351272</td>
  </tr>
  <tr>
    <td>## reef</td>
    <td>-0.1972610678</td>
  </tr>
  <tr>
    <td>## reek</td>
    <td>0.1606781599</td>
  </tr>
  <tr>
    <td>## reel</td>
    <td>-0.1571533417</td>
  </tr>
  <tr>
    <td>## reign</td>
    <td>0.3783576723</td>
  </tr>
  <tr>
    <td>## rein</td>
    <td>-0.1903400885</td>
  </tr>
  <tr>
    <td>## rend</td>
    <td>0.3799583520</td>
  </tr>
  <tr>
    <td>## rent</td>
    <td>0.5433887652</td>
  </tr>
  <tr>
    <td>## rest</td>
    <td>0.7025265547</td>
  </tr>
  <tr>
    <td>## retch</td>
    <td>-1.2840524241</td>
  </tr>
  <tr>
    <td>## rhyme</td>
    <td>0.3746176613</td>
  </tr>
  <tr>
    <td>## rib</td>
    <td>0.6391923059</td>
  </tr>
  <tr>
    <td>## rice</td>
    <td>0.7126479630</td>
  </tr>
  <tr>
    <td>## ride</td>
    <td>0.4715467983</td>
  </tr>
  <tr>
    <td>## ridge</td>
    <td>0.3618384343</td>
  </tr>
  <tr>
    <td>## rift</td>
    <td>0.0111298063</td>
  </tr>
  <tr>
    <td>## rig</td>
    <td>0.2300584529</td>
  </tr>
  <tr>
    <td>## right</td>
    <td>0.6639970482</td>
  </tr>
  <tr>
    <td>## rile</td>
    <td>-0.4774830230</td>
  </tr>
  <tr>
    <td>## rim</td>
    <td>0.4339845604</td>
  </tr>
  <tr>
    <td>## rime</td>
    <td>-0.9418858977</td>
  </tr>
  <tr>
    <td>## rind</td>
    <td>0.0144239258</td>
  </tr>
  <tr>
    <td>## ring</td>
    <td>0.7823690309</td>
  </tr>
  <tr>
    <td>## rink</td>
    <td>-0.0449236693</td>
  </tr>
  <tr>
    <td>## rinse</td>
    <td>0.6202857200</td>
  </tr>
  <tr>
    <td>## rip</td>
    <td>0.4203583811</td>
  </tr>
  <tr>
    <td>## rise</td>
    <td>0.7158833540</td>
  </tr>
  <tr>
    <td>## risk</td>
    <td>0.5636098407</td>
  </tr>
  <tr>
    <td>## rite</td>
    <td>0.0920045074</td>
  </tr>
</table>
<table><tr><td>## roach</td><td>0.4674319335</td></tr><tr><td>## road</td><td>0.7067019119</td></tr><tr><td>## roam</td><td>0.5126854075</td></tr><tr><td>## roar</td><td>0.5755486324</td></tr><tr><td>## roast</td><td>0.4182984047</td></tr><tr><td>## rob</td><td>0.5054846425</td></tr><tr><td>## robe</td><td>0.4212498256</td></tr><tr><td>## rock</td><td>0.9308037965</td></tr><tr><td>## rod</td><td>0.5083739853</td></tr><tr><td>## roe</td><td>-0.0585066446</td></tr><tr><td>## role</td><td>0.5528622297</td></tr><tr><td>## roll</td><td>0.4102877782</td></tr><tr><td>## romp</td><td>0.1808176397</td></tr><tr><td>## roof</td><td>0.7106286581</td></tr><tr><td>## rook</td><td>-0.2770353243</td></tr><tr><td>## room</td><td>0.7183424056</td></tr><tr><td>## roost</td><td>0.5223997685</td></tr><tr><td>## root</td><td>0.6338375807</td></tr><tr><td>## rope</td><td>0.5924444041</td></tr><tr><td>## rose</td><td>0.6882919185</td></tr><tr><td>## rot</td><td>0.4174727352</td></tr><tr><td>## rouse</td><td>-0.7422998365</td></tr><tr><td>## rout</td><td>-0.2143660106</td></tr><tr><td>## rove</td><td>-0.8595524883</td></tr><tr><td>## rub</td><td>0.7155538573</td></tr><tr><td>## rue</td><td>0.0335895979</td></tr><tr><td>## rug</td><td>0.5783136669</td></tr><tr><td>## rule</td><td>0.6349922950</td></tr><tr><td>## rum</td><td>0.4824249808</td></tr><tr><td>## rump</td><td>0.3325290967</td></tr><tr><td>## run</td><td>0.4187473872</td></tr><tr><td>## rung</td><td>-0.0078981351</td></tr><tr><td>## runt</td><td>-0.6058566174</td></tr><tr><td>## ruse</td><td>-0.4835315989</td></tr><tr><td>## rush</td><td>0.6360988464</td></tr><tr><td>## rust</td><td>0.4840446378</td></tr><tr><td>## rut</td><td>0.0898419420</td></tr><tr><td>## rye</td><td>0.3496744173</td></tr><tr><td>## sack</td><td>0.4025861577</td></tr><tr><td>## sag</td><td>0.3975979760</td></tr><tr><td>## sail</td><td>0.6557164441</td></tr><tr><td>## saint</td><td>0.5915298608</td></tr><tr><td>## sake</td><td>0.3054191581</td></tr><tr><td>## sale</td><td>0.4438880377</td></tr><tr><td>## salt</td><td>0.7152631745</td></tr><tr><td>## salve</td><td>0.2187816969</td></tr></table>
<table>
  <tr>
    <td>## sand</td>
    <td>0.6050565664</td>
  </tr>
  <tr>
    <td>## sap</td>
    <td>0.0878630220</td>
  </tr>
  <tr>
    <td>## sash</td>
    <td>0.1590537445</td>
  </tr>
  <tr>
    <td>## sauce</td>
    <td>0.6084579072</td>
  </tr>
  <tr>
    <td>## save</td>
    <td>0.5984173362</td>
  </tr>
  <tr>
    <td>## saw</td>
    <td>0.3905161576</td>
  </tr>
  <tr>
    <td>## sax</td>
    <td>-0.2127502883</td>
  </tr>
  <tr>
    <td>## say</td>
    <td>0.4475740521</td>
  </tr>
  <tr>
    <td>## scald</td>
    <td>-0.3753536791</td>
  </tr>
  <tr>
    <td>## scale</td>
    <td>0.5348163130</td>
  </tr>
  <tr>
    <td>## scalp</td>
    <td>0.6873001412</td>
  </tr>
  <tr>
    <td>## scan</td>
    <td>0.3688325473</td>
  </tr>
  <tr>
    <td>## scar</td>
    <td>0.4201832047</td>
  </tr>
  <tr>
    <td>## scare</td>
    <td>0.3946951924</td>
  </tr>
  <tr>
    <td>## scarf</td>
    <td>0.4395382785</td>
  </tr>
  <tr>
    <td>## scene</td>
    <td>0.4840500223</td>
  </tr>
  <tr>
    <td>## scent</td>
    <td>0.6838754952</td>
  </tr>
  <tr>
    <td>## scheme</td>
    <td>0.4403055352</td>
  </tr>
  <tr>
    <td>## school</td>
    <td>0.4982467899</td>
  </tr>
  <tr>
    <td>## scoop</td>
    <td>0.4603220848</td>
  </tr>
  <tr>
    <td>## scope</td>
    <td>0.4201519702</td>
  </tr>
  <tr>
    <td>## score</td>
    <td>0.6000556544</td>
  </tr>
  <tr>
    <td>## scorn</td>
    <td>0.3999030371</td>
  </tr>
  <tr>
    <td>## scotch</td>
    <td>0.3160138328</td>
  </tr>
  <tr>
    <td>## scour</td>
    <td>0.1388500393</td>
  </tr>
  <tr>
    <td>## scourge</td>
    <td>0.3508290297</td>
  </tr>
  <tr>
    <td>## scout</td>
    <td>0.3506289272</td>
  </tr>
  <tr>
    <td>## scrap</td>
    <td>0.3816496458</td>
  </tr>
  <tr>
    <td>## scrape</td>
    <td>0.3934230975</td>
  </tr>
  <tr>
    <td>## scratch</td>
    <td>0.4261252400</td>
  </tr>
  <tr>
    <td>## scream</td>
    <td>0.3969368880</td>
  </tr>
  <tr>
    <td>## screech</td>
    <td>0.0075766523</td>
  </tr>
  <tr>
    <td>## screen</td>
    <td>0.4288960952</td>
  </tr>
  <tr>
    <td>## screw</td>
    <td>0.6761630064</td>
  </tr>
  <tr>
    <td>## scribe</td>
    <td>0.3684469624</td>
  </tr>
  <tr>
    <td>## script</td>
    <td>0.7139655684</td>
  </tr>
  <tr>
    <td>## scrub</td>
    <td>0.3863897471</td>
  </tr>
  <tr>
    <td>## scuff</td>
    <td>-0.4981793153</td>
  </tr>
  <tr>
    <td>## sea</td>
    <td>0.6228830945</td>
  </tr>
  <tr>
    <td>## seal</td>
    <td>0.4257027390</td>
  </tr>
  <tr>
    <td>## seam</td>
    <td>-0.3413224223</td>
  </tr>
  <tr>
    <td>## sear</td>
    <td>-0.2777341554</td>
  </tr>
  <tr>
    <td>## search</td>
    <td>0.4031072133</td>
  </tr>
  <tr>
    <td>## seat</td>
    <td>0.5454002035</td>
  </tr>
  <tr>
    <td>## sect</td>
    <td>-0.8999355216</td>
  </tr>
  <tr>
    <td>## see</td>
    <td>0.5689866324</td>
  </tr>
</table>
<table><tr><td>seed</td><td>0.5194159543</td></tr><tr><td>seek</td><td>0.7139622240</td></tr><tr><td>seem</td><td>0.4084967973</td></tr><tr><td>seep</td><td>-0.2389110924</td></tr><tr><td>seize</td><td>0.6295361903</td></tr><tr><td>self</td><td>0.7141539351</td></tr><tr><td>sell</td><td>0.4012612270</td></tr><tr><td>send</td><td>0.4947310526</td></tr><tr><td>sense</td><td>0.5293652379</td></tr><tr><td>serf</td><td>-0.0664160751</td></tr><tr><td>serge</td><td>-0.1425312293</td></tr><tr><td>serve</td><td>0.4219711315</td></tr><tr><td>set</td><td>0.9669488975</td></tr><tr><td>sew</td><td>0.4904816216</td></tr><tr><td>sex</td><td>0.6159169286</td></tr><tr><td>shack</td><td>0.4810892235</td></tr><tr><td>shade</td><td>0.5687978698</td></tr><tr><td>shaft</td><td>0.4070345634</td></tr><tr><td>shag</td><td>0.0757031136</td></tr><tr><td>shah</td><td>-0.1443336225</td></tr><tr><td>shake</td><td>0.6015978397</td></tr><tr><td>shall</td><td>0.3428559439</td></tr><tr><td>sham</td><td>0.0489405637</td></tr><tr><td>shame</td><td>0.4727599069</td></tr><tr><td>shank</td><td>-0.2949150309</td></tr><tr><td>shape</td><td>0.6546701205</td></tr><tr><td>shard</td><td>-0.4192279230</td></tr><tr><td>share</td><td>0.7041695833</td></tr><tr><td>shark</td><td>0.6818036081</td></tr><tr><td>shave</td><td>0.4889620705</td></tr><tr><td>shawl</td><td>0.0730368920</td></tr><tr><td>shay</td><td>0.2022106514</td></tr><tr><td>sheaf</td><td>-0.3438747676</td></tr><tr><td>shear</td><td>0.2995215132</td></tr><tr><td>sheath</td><td>-0.0494682133</td></tr><tr><td>shed</td><td>0.4459015150</td></tr><tr><td>sheen</td><td>-0.2779541983</td></tr><tr><td>sheep</td><td>0.4996480912</td></tr><tr><td>sheer</td><td>0.2811575368</td></tr><tr><td>sheet</td><td>0.7068479567</td></tr><tr><td>shelf</td><td>0.6066592112</td></tr><tr><td>shell</td><td>0.6932806241</td></tr><tr><td>shield</td><td>0.6931562238</td></tr><tr><td>shift</td><td>0.4958110926</td></tr><tr><td>shin</td><td>-0.1448729049</td></tr><tr><td>shine</td><td>0.3936248990</td></tr></table>
<table>
  <tr>
    <td>ship</td>
    <td>0.6254786209</td>
  </tr>
  <tr>
    <td>shirt</td>
    <td>0.4581365587</td>
  </tr>
  <tr>
    <td>shoal</td>
    <td>-0.3817241295</td>
  </tr>
  <tr>
    <td>shock</td>
    <td>0.4502022052</td>
  </tr>
  <tr>
    <td>shoe</td>
    <td>0.4250423887</td>
  </tr>
  <tr>
    <td>shoot</td>
    <td>0.5519975344</td>
  </tr>
  <tr>
    <td>shop</td>
    <td>0.5932350340</td>
  </tr>
  <tr>
    <td>shore</td>
    <td>0.4150172732</td>
  </tr>
  <tr>
    <td>shot</td>
    <td>0.4257927190</td>
  </tr>
  <tr>
    <td>should</td>
    <td>0.6701159685</td>
  </tr>
  <tr>
    <td>shout</td>
    <td>0.5807266253</td>
  </tr>
  <tr>
    <td>shove</td>
    <td>0.4166697509</td>
  </tr>
  <tr>
    <td>show</td>
    <td>0.5236910944</td>
  </tr>
  <tr>
    <td>shred</td>
    <td>0.3903858272</td>
  </tr>
  <tr>
    <td>shrimp</td>
    <td>0.5143430667</td>
  </tr>
  <tr>
    <td>shrine</td>
    <td>-0.2549261634</td>
  </tr>
  <tr>
    <td>shrink</td>
    <td>0.4539057005</td>
  </tr>
  <tr>
    <td>shrub</td>
    <td>0.3973645574</td>
  </tr>
  <tr>
    <td>shrug</td>
    <td>0.1519221958</td>
  </tr>
  <tr>
    <td>shuck</td>
    <td>-1.4363774646</td>
  </tr>
  <tr>
    <td>shun</td>
    <td>-0.1176442218</td>
  </tr>
  <tr>
    <td>shunt</td>
    <td>-1.0761787159</td>
  </tr>
  <tr>
    <td>shut</td>
    <td>0.3989466344</td>
  </tr>
  <tr>
    <td>side</td>
    <td>0.4598322812</td>
  </tr>
  <tr>
    <td>siege</td>
    <td>0.3236580366</td>
  </tr>
  <tr>
    <td>sigh</td>
    <td>0.1963816121</td>
  </tr>
  <tr>
    <td>sight</td>
    <td>0.4635581575</td>
  </tr>
  <tr>
    <td>sign</td>
    <td>0.4128833922</td>
  </tr>
  <tr>
    <td>silk</td>
    <td>0.4152868088</td>
  </tr>
  <tr>
    <td>sill</td>
    <td>-0.9454292887</td>
  </tr>
  <tr>
    <td>sin</td>
    <td>0.4160093412</td>
  </tr>
  <tr>
    <td>sine</td>
    <td>-0.5997832110</td>
  </tr>
  <tr>
    <td>sing</td>
    <td>0.6786107494</td>
  </tr>
  <tr>
    <td>sink</td>
    <td>0.5750773606</td>
  </tr>
  <tr>
    <td>sip</td>
    <td>0.6457398010</td>
  </tr>
  <tr>
    <td>sir</td>
    <td>0.3484243495</td>
  </tr>
  <tr>
    <td>sit</td>
    <td>0.6684986776</td>
  </tr>
  <tr>
    <td>site</td>
    <td>0.4157035556</td>
  </tr>
  <tr>
    <td>size</td>
    <td>0.6667809768</td>
  </tr>
  <tr>
    <td>skate</td>
    <td>0.6131324969</td>
  </tr>
  <tr>
    <td>skeet</td>
    <td>-0.7481508803</td>
  </tr>
  <tr>
    <td>sketch</td>
    <td>0.4255647843</td>
  </tr>
  <tr>
    <td>ski</td>
    <td>0.4341589878</td>
  </tr>
  <tr>
    <td>skid</td>
    <td>0.1787243629</td>
  </tr>
  <tr>
    <td>skiff</td>
    <td>0.3902376291</td>
  </tr>
  <tr>
    <td>skill</td>
    <td>0.5525217274</td>
  </tr>
</table>
<table><tr><td>skin</td><td>0.3946567654</td></tr><tr><td>skip</td><td>0.4692663484</td></tr><tr><td>skirt</td><td>0.4292577403</td></tr><tr><td>skit</td><td>0.5724160203</td></tr><tr><td>skulk</td><td>0.3694423042</td></tr><tr><td>skull</td><td>0.6488171992</td></tr><tr><td>skunk</td><td>0.3419390955</td></tr><tr><td>sky</td><td>0.7108378474</td></tr><tr><td>slab</td><td>0.1021443513</td></tr><tr><td>slam</td><td>0.4353506932</td></tr><tr><td>slang</td><td>0.4522011081</td></tr><tr><td>slant</td><td>0.3789882850</td></tr><tr><td>slap</td><td>0.4935700131</td></tr><tr><td>slash</td><td>0.3827872060</td></tr><tr><td>slat</td><td>-0.0709568802</td></tr><tr><td>slate</td><td>0.2523940473</td></tr><tr><td>slave</td><td>0.6353105780</td></tr><tr><td>sleep</td><td>0.4688280106</td></tr><tr><td>sleeve</td><td>0.6476027001</td></tr><tr><td>slice</td><td>0.6794575610</td></tr><tr><td>slide</td><td>0.5116881981</td></tr><tr><td>slip</td><td>0.7149915884</td></tr><tr><td>slit</td><td>0.3225943460</td></tr><tr><td>slob</td><td>0.4056883969</td></tr><tr><td>sloe</td><td>-0.5210215171</td></tr><tr><td>sloop</td><td>0.1871446652</td></tr><tr><td>slop</td><td>-0.2896970042</td></tr><tr><td>slope</td><td>0.3810459900</td></tr><tr><td>slot</td><td>0.4693449594</td></tr><tr><td>slouch</td><td>0.2154898196</td></tr><tr><td>slough</td><td>-0.1699602252</td></tr><tr><td>sludge</td><td>-0.5442241518</td></tr><tr><td>slug</td><td>0.3911352235</td></tr><tr><td>sluice</td><td>-1.0142579773</td></tr><tr><td>slum</td><td>0.0105263906</td></tr><tr><td>slump</td><td>0.4342298512</td></tr><tr><td>smack</td><td>0.4428068727</td></tr><tr><td>smart</td><td>0.5547634403</td></tr><tr><td>smash</td><td>0.5716500236</td></tr><tr><td>smear</td><td>0.6710422092</td></tr><tr><td>smell</td><td>0.7179780683</td></tr><tr><td>smelt</td><td>-0.5831181823</td></tr><tr><td>smile</td><td>0.6766288648</td></tr><tr><td>smirk</td><td>0.3582200088</td></tr><tr><td>smoke</td><td>0.6989230235</td></tr><tr><td>snack</td><td>0.3940767735</td></tr></table>
<table>
  <tbody>
    <tr>
      <td>snag</td>
      <td>0.5054743665</td>
    </tr>
    <tr>
      <td>snail</td>
      <td>0.3945914600</td>
    </tr>
    <tr>
      <td>snake</td>
      <td>0.5246861909</td>
    </tr>
    <tr>
      <td>snap</td>
      <td>0.5721071454</td>
    </tr>
    <tr>
      <td>snare</td>
      <td>0.4285531702</td>
    </tr>
    <tr>
      <td>snatch</td>
      <td>0.4095438408</td>
    </tr>
    <tr>
      <td>sneak</td>
      <td>0.4736650218</td>
    </tr>
    <tr>
      <td>sneer</td>
      <td>0.4426350655</td>
    </tr>
    <tr>
      <td>sniff</td>
      <td>0.3932119463</td>
    </tr>
    <tr>
      <td>snip</td>
      <td>0.3158721124</td>
    </tr>
    <tr>
      <td>snob</td>
      <td>0.4135666870</td>
    </tr>
    <tr>
      <td>snoop</td>
      <td>0.4099735598</td>
    </tr>
    <tr>
      <td>snort</td>
      <td>0.3226971268</td>
    </tr>
    <tr>
      <td>snout</td>
      <td>0.2037728095</td>
    </tr>
    <tr>
      <td>snow</td>
      <td>0.4851868717</td>
    </tr>
    <tr>
      <td>snug</td>
      <td>0.3889020437</td>
    </tr>
    <tr>
      <td>soak</td>
      <td>0.6599678855</td>
    </tr>
    <tr>
      <td>soap</td>
      <td>0.7029280211</td>
    </tr>
    <tr>
      <td>sob</td>
      <td>0.3812770634</td>
    </tr>
    <tr>
      <td>sock</td>
      <td>0.4344340542</td>
    </tr>
    <tr>
      <td>sod</td>
      <td>0.2504686717</td>
    </tr>
    <tr>
      <td>sole</td>
      <td>0.4856847736</td>
    </tr>
    <tr>
      <td>solve</td>
      <td>0.4005274276</td>
    </tr>
    <tr>
      <td>son</td>
      <td>0.4004822781</td>
    </tr>
    <tr>
      <td>song</td>
      <td>0.5537875986</td>
    </tr>
    <tr>
      <td>soot</td>
      <td>-0.5864654198</td>
    </tr>
    <tr>
      <td>soothe</td>
      <td>0.2232498387</td>
    </tr>
    <tr>
      <td>sop</td>
      <td>-1.1591721308</td>
    </tr>
    <tr>
      <td>sort</td>
      <td>0.4849212374</td>
    </tr>
    <tr>
      <td>soul</td>
      <td>0.6675941200</td>
    </tr>
    <tr>
      <td>sound</td>
      <td>0.6728383469</td>
    </tr>
    <tr>
      <td>soup</td>
      <td>0.5503739083</td>
    </tr>
    <tr>
      <td>source</td>
      <td>0.6729082727</td>
    </tr>
    <tr>
      <td>south</td>
      <td>0.0652294150</td>
    </tr>
    <tr>
      <td>soy</td>
      <td>0.3031549013</td>
    </tr>
    <tr>
      <td>spa</td>
      <td>0.2970695018</td>
    </tr>
    <tr>
      <td>space</td>
      <td>0.6681157586</td>
    </tr>
    <tr>
      <td>spade</td>
      <td>0.4683012564</td>
    </tr>
    <tr>
      <td>span</td>
      <td>0.3907979369</td>
    </tr>
    <tr>
      <td>spare</td>
      <td>0.3494246734</td>
    </tr>
    <tr>
      <td>spark</td>
      <td>0.6555785561</td>
    </tr>
    <tr>
      <td>spat</td>
      <td>0.3292071466</td>
    </tr>
    <tr>
      <td>spate</td>
      <td>-0.7229379133</td>
    </tr>
    <tr>
      <td>speak</td>
      <td>0.4436922880</td>
    </tr>
    <tr>
      <td>spear</td>
      <td>0.5359790535</td>
    </tr>
    <tr>
      <td>speck</td>
      <td>-0.2728814830</td>
    </tr>
  </tbody>
</table>
<table>
  <tr>
    <td>## speech</td>
    <td>0.5302870583</td>
  </tr>
  <tr>
    <td>## speed</td>
    <td>0.5770693375</td>
  </tr>
  <tr>
    <td>## spell</td>
    <td>0.9613479545</td>
  </tr>
  <tr>
    <td>## spend</td>
    <td>0.7120724971</td>
  </tr>
  <tr>
    <td>## sphere</td>
    <td>0.4042319153</td>
  </tr>
  <tr>
    <td>## sphinx</td>
    <td>0.3796466634</td>
  </tr>
  <tr>
    <td>## spice</td>
    <td>0.4047325977</td>
  </tr>
  <tr>
    <td>## spike</td>
    <td>0.7037231010</td>
  </tr>
  <tr>
    <td>## spill</td>
    <td>0.7129656689</td>
  </tr>
  <tr>
    <td>## spin</td>
    <td>0.7074585336</td>
  </tr>
  <tr>
    <td>## spine</td>
    <td>0.4847710148</td>
  </tr>
  <tr>
    <td>## spire</td>
    <td>0.0386015569</td>
  </tr>
  <tr>
    <td>## spit</td>
    <td>0.4941619703</td>
  </tr>
  <tr>
    <td>## spite</td>
    <td>0.1699295065</td>
  </tr>
  <tr>
    <td>## splash</td>
    <td>0.5570397618</td>
  </tr>
  <tr>
    <td>## spleen</td>
    <td>-0.5924357224</td>
  </tr>
  <tr>
    <td>## splice</td>
    <td>-0.2288975348</td>
  </tr>
  <tr>
    <td>## split</td>
    <td>0.5597450844</td>
  </tr>
  <tr>
    <td>## splurge</td>
    <td>-0.1002071716</td>
  </tr>
  <tr>
    <td>## spoil</td>
    <td>0.5540042891</td>
  </tr>
  <tr>
    <td>## spoke</td>
    <td>0.6879898977</td>
  </tr>
  <tr>
    <td>## spoof</td>
    <td>-0.2481621072</td>
  </tr>
  <tr>
    <td>## spool</td>
    <td>0.7051260481</td>
  </tr>
  <tr>
    <td>## spoon</td>
    <td>0.4285327354</td>
  </tr>
  <tr>
    <td>## sport</td>
    <td>0.5359462208</td>
  </tr>
  <tr>
    <td>## spot</td>
    <td>0.5045540044</td>
  </tr>
  <tr>
    <td>## spouse</td>
    <td>0.4548230229</td>
  </tr>
  <tr>
    <td>## spout</td>
    <td>0.3838265433</td>
  </tr>
  <tr>
    <td>## sprawl</td>
    <td>0.3956958988</td>
  </tr>
  <tr>
    <td>## spray</td>
    <td>0.3960537089</td>
  </tr>
  <tr>
    <td>## spread</td>
    <td>0.4197436147</td>
  </tr>
  <tr>
    <td>## spree</td>
    <td>-0.4502054718</td>
  </tr>
  <tr>
    <td>## sprig</td>
    <td>-0.6583895101</td>
  </tr>
  <tr>
    <td>## spring</td>
    <td>0.5526199153</td>
  </tr>
  <tr>
    <td>## sprite</td>
    <td>-0.2685975183</td>
  </tr>
  <tr>
    <td>## sprout</td>
    <td>0.4741292781</td>
  </tr>
  <tr>
    <td>## spur</td>
    <td>0.3973935043</td>
  </tr>
  <tr>
    <td>## spurt</td>
    <td>-0.0935863650</td>
  </tr>
  <tr>
    <td>## spy</td>
    <td>0.5134927774</td>
  </tr>
  <tr>
    <td>## squad</td>
    <td>0.3943750187</td>
  </tr>
  <tr>
    <td>## squall</td>
    <td>-0.0929776735</td>
  </tr>
  <tr>
    <td>## square</td>
    <td>0.4383059276</td>
  </tr>
  <tr>
    <td>## squash</td>
    <td>0.4087199054</td>
  </tr>
  <tr>
    <td>## squat</td>
    <td>0.1964756936</td>
  </tr>
  <tr>
    <td>## squaw</td>
    <td>-0.3966431899</td>
  </tr>
  <tr>
    <td>## squawk</td>
    <td>-0.1255408571</td>
  </tr>
</table>
<table>
  <tbody>
    <tr>
      <td>## squeak</td>
      <td>0.4239746220</td>
    </tr>
    <tr>
      <td>## squeal</td>
      <td>0.3965000322</td>
    </tr>
    <tr>
      <td>## squeeze</td>
      <td>0.4607647912</td>
    </tr>
    <tr>
      <td>## squint</td>
      <td>0.4278958404</td>
    </tr>
    <tr>
      <td>## squire</td>
      <td>0.0547801972</td>
    </tr>
    <tr>
      <td>## squirm</td>
      <td>0.4329130394</td>
    </tr>
    <tr>
      <td>## squirt</td>
      <td>0.3989877044</td>
    </tr>
    <tr>
      <td>## stab</td>
      <td>0.4225167228</td>
    </tr>
    <tr>
      <td>## stack</td>
      <td>0.4600439723</td>
    </tr>
    <tr>
      <td>## staff</td>
      <td>0.6476384168</td>
    </tr>
    <tr>
      <td>## stag</td>
      <td>0.5762546632</td>
    </tr>
    <tr>
      <td>## stage</td>
      <td>0.5251203098</td>
    </tr>
    <tr>
      <td>## stain</td>
      <td>0.3952127950</td>
    </tr>
    <tr>
      <td>## stair</td>
      <td>0.4711615776</td>
    </tr>
    <tr>
      <td>## stake</td>
      <td>0.3193355830</td>
    </tr>
    <tr>
      <td>## stalk</td>
      <td>0.4418163619</td>
    </tr>
    <tr>
      <td>## stall</td>
      <td>0.6280899938</td>
    </tr>
    <tr>
      <td>## stamp</td>
      <td>0.4768688499</td>
    </tr>
    <tr>
      <td>## stance</td>
      <td>0.3389588618</td>
    </tr>
    <tr>
      <td>## stanch</td>
      <td>0.3895027918</td>
    </tr>
    <tr>
      <td>## stand</td>
      <td>0.5758526478</td>
    </tr>
    <tr>
      <td>## star</td>
      <td>0.5423871362</td>
    </tr>
    <tr>
      <td>## starch</td>
      <td>0.5124065660</td>
    </tr>
    <tr>
      <td>## stare</td>
      <td>0.4664708767</td>
    </tr>
    <tr>
      <td>## start</td>
      <td>0.4846445657</td>
    </tr>
    <tr>
      <td>## starve</td>
      <td>0.4304239944</td>
    </tr>
    <tr>
      <td>## state</td>
      <td>0.5004411746</td>
    </tr>
    <tr>
      <td>## staunch</td>
      <td>-0.5213060833</td>
    </tr>
    <tr>
      <td>## stave</td>
      <td>-0.2116612836</td>
    </tr>
    <tr>
      <td>## stay</td>
      <td>0.6791303022</td>
    </tr>
    <tr>
      <td>## stead</td>
      <td>-0.0040413015</td>
    </tr>
    <tr>
      <td>## steak</td>
      <td>0.4115552010</td>
    </tr>
    <tr>
      <td>## steal</td>
      <td>0.6556128545</td>
    </tr>
    <tr>
      <td>## steam</td>
      <td>0.3936229975</td>
    </tr>
    <tr>
      <td>## steed</td>
      <td>-0.1760420031</td>
    </tr>
    <tr>
      <td>## steel</td>
      <td>0.4481974911</td>
    </tr>
    <tr>
      <td>## steer</td>
      <td>0.3984256453</td>
    </tr>
    <tr>
      <td>## stem</td>
      <td>0.3978616568</td>
    </tr>
    <tr>
      <td>## stench</td>
      <td>-0.1436106630</td>
    </tr>
    <tr>
      <td>## step</td>
      <td>0.7104275575</td>
    </tr>
    <tr>
      <td>## stew</td>
      <td>0.7174967837</td>
    </tr>
    <tr>
      <td>## stick</td>
      <td>0.5715583688</td>
    </tr>
    <tr>
      <td>## still</td>
      <td>0.6544575358</td>
    </tr>
    <tr>
      <td>## stilt</td>
      <td>-0.3611379726</td>
    </tr>
    <tr>
      <td>## sting</td>
      <td>0.4031331292</td>
    </tr>
    <tr>
      <td>## stink</td>
      <td>0.4287687215</td>
    </tr>
  </tbody>
</table>
<table>
  <tr>
    <td>stint</td>
    <td>0.3658448282</td>
  </tr>
  <tr>
    <td>stir</td>
    <td>0.7086564275</td>
  </tr>
  <tr>
    <td>stitch</td>
    <td>0.0525604114</td>
  </tr>
  <tr>
    <td>stock</td>
    <td>0.7129862604</td>
  </tr>
  <tr>
    <td>stole</td>
    <td>0.6561674545</td>
  </tr>
  <tr>
    <td>stone</td>
    <td>0.4235623353</td>
  </tr>
  <tr>
    <td>stool</td>
    <td>0.7101379041</td>
  </tr>
  <tr>
    <td>stoop</td>
    <td>-0.1451800544</td>
  </tr>
  <tr>
    <td>stop</td>
    <td>0.5593653529</td>
  </tr>
  <tr>
    <td>store</td>
    <td>0.5495292426</td>
  </tr>
  <tr>
    <td>stork</td>
    <td>0.4427599247</td>
  </tr>
  <tr>
    <td>storm</td>
    <td>0.5486938183</td>
  </tr>
  <tr>
    <td>stout</td>
    <td>0.3664389276</td>
  </tr>
  <tr>
    <td>stove</td>
    <td>0.5072683556</td>
  </tr>
  <tr>
    <td>stow</td>
    <td>-0.1104065272</td>
  </tr>
  <tr>
    <td>strafe</td>
    <td>-0.1338401010</td>
  </tr>
  <tr>
    <td>strain</td>
    <td>0.5334517063</td>
  </tr>
  <tr>
    <td>strand</td>
    <td>0.3436894971</td>
  </tr>
  <tr>
    <td>strap</td>
    <td>0.4053399203</td>
  </tr>
  <tr>
    <td>straw</td>
    <td>0.6757182559</td>
  </tr>
  <tr>
    <td>stray</td>
    <td>0.6253042857</td>
  </tr>
  <tr>
    <td>streak</td>
    <td>0.4641142402</td>
  </tr>
  <tr>
    <td>stream</td>
    <td>0.3919957669</td>
  </tr>
  <tr>
    <td>street</td>
    <td>0.4549115789</td>
  </tr>
  <tr>
    <td>stress</td>
    <td>0.6950819796</td>
  </tr>
  <tr>
    <td>stretch</td>
    <td>0.4525948797</td>
  </tr>
  <tr>
    <td>stride</td>
    <td>0.5375692887</td>
  </tr>
  <tr>
    <td>strife</td>
    <td>0.1916126049</td>
  </tr>
  <tr>
    <td>strike</td>
    <td>0.6930475038</td>
  </tr>
  <tr>
    <td>string</td>
    <td>0.4672910181</td>
  </tr>
  <tr>
    <td>strip</td>
    <td>0.6529683584</td>
  </tr>
  <tr>
    <td>stripe</td>
    <td>0.5145241398</td>
  </tr>
  <tr>
    <td>strive</td>
    <td>0.3911115206</td>
  </tr>
  <tr>
    <td>stroke</td>
    <td>0.4601214524</td>
  </tr>
  <tr>
    <td>stroll</td>
    <td>0.4017575164</td>
  </tr>
  <tr>
    <td>strut</td>
    <td>-0.0879243153</td>
  </tr>
  <tr>
    <td>stub</td>
    <td>0.3321284066</td>
  </tr>
  <tr>
    <td>stud</td>
    <td>0.5182169286</td>
  </tr>
  <tr>
    <td>stuff</td>
    <td>0.5579753599</td>
  </tr>
  <tr>
    <td>stump</td>
    <td>0.4865810288</td>
  </tr>
  <tr>
    <td>stunt</td>
    <td>0.3841311442</td>
  </tr>
  <tr>
    <td>style</td>
    <td>0.7205198432</td>
  </tr>
  <tr>
    <td>sub</td>
    <td>-0.8772349158</td>
  </tr>
  <tr>
    <td>suck</td>
    <td>0.3978809934</td>
  </tr>
  <tr>
    <td>sue</td>
    <td>0.2922644261</td>
  </tr>
  <tr>
    <td>suit</td>
    <td>0.5202746510</td>
  </tr>
</table>
<table>
  <tr>
    <td>suite</td>
    <td>0.4612154910</td>
  </tr>
  <tr>
    <td>sulk</td>
    <td>-0.0829006520</td>
  </tr>
  <tr>
    <td>sum</td>
    <td>0.4335581218</td>
  </tr>
  <tr>
    <td>sun</td>
    <td>0.4516291488</td>
  </tr>
  <tr>
    <td>sup</td>
    <td>0.3869577672</td>
  </tr>
  <tr>
    <td>surf</td>
    <td>0.4228254182</td>
  </tr>
  <tr>
    <td>surge</td>
    <td>0.2705418903</td>
  </tr>
  <tr>
    <td>swamp</td>
    <td>0.3979094428</td>
  </tr>
  <tr>
    <td>swan</td>
    <td>0.3945166391</td>
  </tr>
  <tr>
    <td>swap</td>
    <td>0.1203464608</td>
  </tr>
  <tr>
    <td>swarm</td>
    <td>0.4193622586</td>
  </tr>
  <tr>
    <td>swath</td>
    <td>-0.3771428577</td>
  </tr>
  <tr>
    <td>sway</td>
    <td>0.4166484453</td>
  </tr>
  <tr>
    <td>swear</td>
    <td>0.5795812043</td>
  </tr>
  <tr>
    <td>sweat</td>
    <td>0.5695988086</td>
  </tr>
  <tr>
    <td>sweep</td>
    <td>0.4216950785</td>
  </tr>
  <tr>
    <td>swell</td>
    <td>0.7025946811</td>
  </tr>
  <tr>
    <td>swerve</td>
    <td>0.3887633670</td>
  </tr>
  <tr>
    <td>swig</td>
    <td>-0.0988098683</td>
  </tr>
  <tr>
    <td>swim</td>
    <td>0.5513417407</td>
  </tr>
  <tr>
    <td>swine</td>
    <td>0.4367197074</td>
  </tr>
  <tr>
    <td>swing</td>
    <td>0.7124850174</td>
  </tr>
  <tr>
    <td>swipe</td>
    <td>0.4091825994</td>
  </tr>
  <tr>
    <td>swirl</td>
    <td>0.3907563649</td>
  </tr>
  <tr>
    <td>switch</td>
    <td>0.4668208026</td>
  </tr>
  <tr>
    <td>swoop</td>
    <td>0.0105260403</td>
  </tr>
  <tr>
    <td>sword</td>
    <td>0.6694880366</td>
  </tr>
  <tr>
    <td>tab</td>
    <td>0.4658618850</td>
  </tr>
  <tr>
    <td>tack</td>
    <td>0.3218981187</td>
  </tr>
  <tr>
    <td>tact</td>
    <td>0.5837614661</td>
  </tr>
  <tr>
    <td>tag</td>
    <td>0.4557941818</td>
  </tr>
  <tr>
    <td>tail</td>
    <td>0.4560424400</td>
  </tr>
  <tr>
    <td>taint</td>
    <td>0.4095047606</td>
  </tr>
  <tr>
    <td>take</td>
    <td>0.6635654933</td>
  </tr>
  <tr>
    <td>tale</td>
    <td>0.5472058439</td>
  </tr>
  <tr>
    <td>talk</td>
    <td>0.4485013805</td>
  </tr>
  <tr>
    <td>tamp</td>
    <td>0.1762076582</td>
  </tr>
  <tr>
    <td>tan</td>
    <td>0.4501934049</td>
  </tr>
  <tr>
    <td>tang</td>
    <td>-0.1065540195</td>
  </tr>
  <tr>
    <td>tank</td>
    <td>0.3907565890</td>
  </tr>
  <tr>
    <td>tape</td>
    <td>0.6212205963</td>
  </tr>
  <tr>
    <td>tar</td>
    <td>0.5781918746</td>
  </tr>
  <tr>
    <td>tart</td>
    <td>0.3963598478</td>
  </tr>
  <tr>
    <td>task</td>
    <td>0.6962347909</td>
  </tr>
  <tr>
    <td>taste</td>
    <td>0.6631508501</td>
  </tr>
  <tr>
    <td>taunt</td>
    <td>0.3943852843</td>
  </tr>
</table>
<table><tr><td>tax</td><td>0.6593343514</td></tr><tr><td>tea</td><td>0.6967651300</td></tr><tr><td>teach</td><td>0.5567436962</td></tr><tr><td>teak</td><td>0.3807209852</td></tr><tr><td>team</td><td>0.6821384944</td></tr><tr><td>tease</td><td>0.5827443523</td></tr><tr><td>tech</td><td>-1.0939461581</td></tr><tr><td>tee</td><td>0.4504653904</td></tr><tr><td>teens</td><td>0.3905369142</td></tr><tr><td>tell</td><td>0.6148905912</td></tr><tr><td>tempt</td><td>0.6237481836</td></tr><tr><td>tend</td><td>0.3912217892</td></tr><tr><td>tense</td><td>0.5547946494</td></tr><tr><td>tent</td><td>0.6937415733</td></tr><tr><td>test</td><td>0.5967120764</td></tr><tr><td>text</td><td>0.6722533681</td></tr><tr><td>thank</td><td>0.6453213730</td></tr><tr><td>thaw</td><td>0.4180556718</td></tr><tr><td>theft</td><td>0.4486371877</td></tr><tr><td>theme</td><td>0.4573282644</td></tr><tr><td>thief</td><td>0.4410376567</td></tr><tr><td>thigh</td><td>0.6700206132</td></tr><tr><td>thin</td><td>0.5324461070</td></tr><tr><td>thing</td><td>0.4974501012</td></tr><tr><td>think</td><td>0.7185078061</td></tr><tr><td>thirst</td><td>0.7075244854</td></tr><tr><td>thong</td><td>0.0025310604</td></tr><tr><td>thorn</td><td>0.7198490460</td></tr><tr><td>thought</td><td>0.5340539857</td></tr><tr><td>thrash</td><td>0.3528474381</td></tr><tr><td>thread</td><td>0.5971888874</td></tr><tr><td>threat</td><td>0.4196847127</td></tr><tr><td>thrift</td><td>0.4621267940</td></tr><tr><td>thrill</td><td>0.4565570624</td></tr><tr><td>thrive</td><td>0.4365313832</td></tr><tr><td>throat</td><td>0.7141548729</td></tr><tr><td>throne</td><td>0.1360092327</td></tr><tr><td>throng</td><td>-0.5221724183</td></tr><tr><td>throw</td><td>0.4433842637</td></tr><tr><td>thrush</td><td>-0.2424476075</td></tr><tr><td>thrust</td><td>0.3599236343</td></tr><tr><td>thud</td><td>0.1541410654</td></tr><tr><td>thug</td><td>0.3833580456</td></tr><tr><td>thumb</td><td>0.7139320597</td></tr><tr><td>thump</td><td>0.3851926259</td></tr><tr><td>thwack</td><td>-1.3807722719</td></tr></table>
<table>
  <tbody>
    <tr>
      <td>## thwart</td>
      <td>-0.6171944862</td>
    </tr>
    <tr>
      <td>## tick</td>
      <td>0.4852781922</td>
    </tr>
    <tr>
      <td>## tide</td>
      <td>0.6453499809</td>
    </tr>
    <tr>
      <td>## tie</td>
      <td>0.7138583702</td>
    </tr>
    <tr>
      <td>## tile</td>
      <td>0.5966393299</td>
    </tr>
    <tr>
      <td>## till</td>
      <td>0.0861079784</td>
    </tr>
    <tr>
      <td>## tilt</td>
      <td>0.6608630329</td>
    </tr>
    <tr>
      <td>## time</td>
      <td>0.6761022182</td>
    </tr>
    <tr>
      <td>## tin</td>
      <td>0.3955739452</td>
    </tr>
    <tr>
      <td>## tint</td>
      <td>0.4728003411</td>
    </tr>
    <tr>
      <td>## tip</td>
      <td>0.6533711351</td>
    </tr>
    <tr>
      <td>## tire</td>
      <td>0.7159129524</td>
    </tr>
    <tr>
      <td>## toad</td>
      <td>0.6502701167</td>
    </tr>
    <tr>
      <td>## toast</td>
      <td>0.6152950186</td>
    </tr>
    <tr>
      <td>## toe</td>
      <td>0.4097036420</td>
    </tr>
    <tr>
      <td>## toil</td>
      <td>0.4168540867</td>
    </tr>
    <tr>
      <td>## toll</td>
      <td>0.3475586511</td>
    </tr>
    <tr>
      <td>## tomb</td>
      <td>0.7136529851</td>
    </tr>
    <tr>
      <td>## tome</td>
      <td>0.3595173898</td>
    </tr>
    <tr>
      <td>## ton</td>
      <td>0.3896617344</td>
    </tr>
    <tr>
      <td>## tone</td>
      <td>0.5778778005</td>
    </tr>
    <tr>
      <td>## tongue</td>
      <td>0.6567431004</td>
    </tr>
    <tr>
      <td>## tool</td>
      <td>0.7055573143</td>
    </tr>
    <tr>
      <td>## toot</td>
      <td>-0.3420714116</td>
    </tr>
    <tr>
      <td>## tooth</td>
      <td>0.5524209503</td>
    </tr>
    <tr>
      <td>## top</td>
      <td>0.5716231720</td>
    </tr>
    <tr>
      <td>## torch</td>
      <td>0.4228207262</td>
    </tr>
    <tr>
      <td>## torque</td>
      <td>0.1759307693</td>
    </tr>
    <tr>
      <td>## toss</td>
      <td>0.6344630918</td>
    </tr>
    <tr>
      <td>## tote</td>
      <td>-0.3430924751</td>
    </tr>
    <tr>
      <td>## touch</td>
      <td>0.7064746225</td>
    </tr>
    <tr>
      <td>## tour</td>
      <td>0.6226259100</td>
    </tr>
    <tr>
      <td>## tout</td>
      <td>-0.0952850911</td>
    </tr>
    <tr>
      <td>## town</td>
      <td>0.6664988971</td>
    </tr>
    <tr>
      <td>## toy</td>
      <td>0.7114112372</td>
    </tr>
    <tr>
      <td>## trace</td>
      <td>0.6166577554</td>
    </tr>
    <tr>
      <td>## track</td>
      <td>0.6081945934</td>
    </tr>
    <tr>
      <td>## tract</td>
      <td>0.4171982298</td>
    </tr>
    <tr>
      <td>## trade</td>
      <td>0.6870366633</td>
    </tr>
    <tr>
      <td>## trail</td>
      <td>0.3982816413</td>
    </tr>
    <tr>
      <td>## train</td>
      <td>0.6791223254</td>
    </tr>
    <tr>
      <td>## trait</td>
      <td>0.3550182611</td>
    </tr>
    <tr>
      <td>## tramp</td>
      <td>0.3439133327</td>
    </tr>
    <tr>
      <td>## trance</td>
      <td>0.2328757478</td>
    </tr>
    <tr>
      <td>## trap</td>
      <td>0.5541822915</td>
    </tr>
    <tr>
      <td>## trash</td>
      <td>0.4524210664</td>
    </tr>
  </tbody>
</table>
<table>
  <tr>
    <td>tray</td>
    <td>0.1560241156</td>
  </tr>
  <tr>
    <td>tread</td>
    <td>0.2184965593</td>
  </tr>
  <tr>
    <td>treat</td>
    <td>0.5839225472</td>
  </tr>
  <tr>
    <td>tree</td>
    <td>0.7128801062</td>
  </tr>
  <tr>
    <td>trench</td>
    <td>0.4050634525</td>
  </tr>
  <tr>
    <td>trend</td>
    <td>0.4414485586</td>
  </tr>
  <tr>
    <td>tribe</td>
    <td>0.3534116365</td>
  </tr>
  <tr>
    <td>trick</td>
    <td>0.4389068337</td>
  </tr>
  <tr>
    <td>trill</td>
    <td>-0.9924333132</td>
  </tr>
  <tr>
    <td>trip</td>
    <td>0.5691022473</td>
  </tr>
  <tr>
    <td>tripe</td>
    <td>0.2485523492</td>
  </tr>
  <tr>
    <td>troll</td>
    <td>-0.3077973519</td>
  </tr>
  <tr>
    <td>troop</td>
    <td>0.1572383363</td>
  </tr>
  <tr>
    <td>trot</td>
    <td>-0.3346297175</td>
  </tr>
  <tr>
    <td>trough</td>
    <td>-1.0001073953</td>
  </tr>
  <tr>
    <td>trout</td>
    <td>0.6050270714</td>
  </tr>
  <tr>
    <td>truce</td>
    <td>0.1370396140</td>
  </tr>
  <tr>
    <td>truck</td>
    <td>0.4612649955</td>
  </tr>
  <tr>
    <td>trump</td>
    <td>-0.1216554030</td>
  </tr>
  <tr>
    <td>trunk</td>
    <td>0.6720856929</td>
  </tr>
  <tr>
    <td>trust</td>
    <td>0.5416143084</td>
  </tr>
  <tr>
    <td>try</td>
    <td>0.6339591947</td>
  </tr>
  <tr>
    <td>tryst</td>
    <td>-0.6936545860</td>
  </tr>
  <tr>
    <td>tub</td>
    <td>0.6065161697</td>
  </tr>
  <tr>
    <td>tube</td>
    <td>0.9710066137</td>
  </tr>
  <tr>
    <td>tuck</td>
    <td>0.3572735638</td>
  </tr>
  <tr>
    <td>tug</td>
    <td>0.6795214012</td>
  </tr>
  <tr>
    <td>tune</td>
    <td>0.5625680203</td>
  </tr>
  <tr>
    <td>turf</td>
    <td>0.2454477951</td>
  </tr>
  <tr>
    <td>turn</td>
    <td>0.4251762005</td>
  </tr>
  <tr>
    <td>tusk</td>
    <td>0.0658116943</td>
  </tr>
  <tr>
    <td>twain</td>
    <td>0.0978503683</td>
  </tr>
  <tr>
    <td>tweed</td>
    <td>0.4578676651</td>
  </tr>
  <tr>
    <td>twin</td>
    <td>0.6639871295</td>
  </tr>
  <tr>
    <td>twinge</td>
    <td>-0.4412745484</td>
  </tr>
  <tr>
    <td>twist</td>
    <td>0.5855022323</td>
  </tr>
  <tr>
    <td>twitch</td>
    <td>0.1012613522</td>
  </tr>
  <tr>
    <td>type</td>
    <td>0.4288318014</td>
  </tr>
  <tr>
    <td>urge</td>
    <td>0.4256918944</td>
  </tr>
  <tr>
    <td>urn</td>
    <td>-0.3502132763</td>
  </tr>
  <tr>
    <td>use</td>
    <td>0.7136931203</td>
  </tr>
  <tr>
    <td>vale</td>
    <td>-1.0271371555</td>
  </tr>
  <tr>
    <td>valve</td>
    <td>0.3815424027</td>
  </tr>
  <tr>
    <td>vamp</td>
    <td>-0.4471003083</td>
  </tr>
  <tr>
    <td>van</td>
    <td>0.3935456240</td>
  </tr>
  <tr>
    <td>vase</td>
    <td>0.4220954210</td>
  </tr>
</table>
<table>
  <tbody>
    <tr>
      <td>## vault</td>
      <td>0.5107748421</td>
    </tr>
    <tr>
      <td>## veal</td>
      <td>0.3529227751</td>
    </tr>
    <tr>
      <td>## veer</td>
      <td>-0.6595118309</td>
    </tr>
    <tr>
      <td>## veil</td>
      <td>0.3988018346</td>
    </tr>
    <tr>
      <td>## vein</td>
      <td>0.4377503798</td>
    </tr>
    <tr>
      <td>## vent</td>
      <td>0.3511095377</td>
    </tr>
    <tr>
      <td>## verb</td>
      <td>0.4553964383</td>
    </tr>
    <tr>
      <td>## verge</td>
      <td>0.0579961970</td>
    </tr>
    <tr>
      <td>## verse</td>
      <td>0.4312977501</td>
    </tr>
    <tr>
      <td>## verve</td>
      <td>-0.3482590258</td>
    </tr>
    <tr>
      <td>## vest</td>
      <td>0.1884937222</td>
    </tr>
    <tr>
      <td>## vet</td>
      <td>-0.0828050253</td>
    </tr>
    <tr>
      <td>## vex</td>
      <td>0.3173577662</td>
    </tr>
    <tr>
      <td>## vice</td>
      <td>0.2735327069</td>
    </tr>
    <tr>
      <td>## vie</td>
      <td>-0.6505831705</td>
    </tr>
    <tr>
      <td>## view</td>
      <td>0.4835578098</td>
    </tr>
    <tr>
      <td>## vine</td>
      <td>0.4084499752</td>
    </tr>
    <tr>
      <td>## voice</td>
      <td>0.6836048121</td>
    </tr>
    <tr>
      <td>## volt</td>
      <td>0.2403914702</td>
    </tr>
    <tr>
      <td>## vote</td>
      <td>0.4166767237</td>
    </tr>
    <tr>
      <td>## vow</td>
      <td>0.3341724827</td>
    </tr>
    <tr>
      <td>## wad</td>
      <td>0.3641875326</td>
    </tr>
    <tr>
      <td>## wade</td>
      <td>0.4046844035</td>
    </tr>
    <tr>
      <td>## wag</td>
      <td>0.4105905334</td>
    </tr>
    <tr>
      <td>## wage</td>
      <td>0.4241180925</td>
    </tr>
    <tr>
      <td>## wail</td>
      <td>0.3609623915</td>
    </tr>
    <tr>
      <td>## waist</td>
      <td>0.4136206644</td>
    </tr>
    <tr>
      <td>## wait</td>
      <td>0.5823737144</td>
    </tr>
    <tr>
      <td>## waive</td>
      <td>0.3929558755</td>
    </tr>
    <tr>
      <td>## wake</td>
      <td>0.4209682721</td>
    </tr>
    <tr>
      <td>## walk</td>
      <td>0.7077046833</td>
    </tr>
    <tr>
      <td>## wall</td>
      <td>0.5276454447</td>
    </tr>
    <tr>
      <td>## waltz</td>
      <td>0.6509983980</td>
    </tr>
    <tr>
      <td>## wand</td>
      <td>0.1503714846</td>
    </tr>
    <tr>
      <td>## wane</td>
      <td>-0.1184865954</td>
    </tr>
    <tr>
      <td>## want</td>
      <td>0.5262338942</td>
    </tr>
    <tr>
      <td>## war</td>
      <td>0.6884318348</td>
    </tr>
    <tr>
      <td>## ward</td>
      <td>-0.2024225128</td>
    </tr>
    <tr>
      <td>## ware</td>
      <td>0.2182219672</td>
    </tr>
    <tr>
      <td>## warn</td>
      <td>0.4744821828</td>
    </tr>
    <tr>
      <td>## warp</td>
      <td>0.3891875241</td>
    </tr>
    <tr>
      <td>## wart</td>
      <td>0.3426262731</td>
    </tr>
    <tr>
      <td>## wash</td>
      <td>0.4755088550</td>
    </tr>
    <tr>
      <td>## wasp</td>
      <td>0.4461385750</td>
    </tr>
    <tr>
      <td>## waste</td>
      <td>0.7027578728</td>
    </tr>
    <tr>
      <td>## watch</td>
      <td>0.5830571015</td>
    </tr>
  </tbody>
</table>
<table><tr><td>## watt</td><td>0.3337828516</td></tr><tr><td>## wave</td><td>0.4269790728</td></tr><tr><td>## wax</td><td>0.4372562106</td></tr><tr><td>## way</td><td>0.6728259728</td></tr><tr><td>## wealth</td><td>0.4153732039</td></tr><tr><td>## wear</td><td>0.4610994343</td></tr><tr><td>## weave</td><td>0.5523302490</td></tr><tr><td>## web</td><td>0.7070998702</td></tr><tr><td>## wed</td><td>0.6607343506</td></tr><tr><td>## wedge</td><td>0.4047926377</td></tr><tr><td>## weed</td><td>0.5291270392</td></tr><tr><td>## week</td><td>0.4565218502</td></tr><tr><td>## weep</td><td>0.4091887220</td></tr><tr><td>## weigh</td><td>0.4945272158</td></tr><tr><td>## weight</td><td>0.5197220282</td></tr><tr><td>## weld</td><td>-0.2306306286</td></tr><tr><td>## well</td><td>0.7054074569</td></tr><tr><td>## welt</td><td>-0.5614888197</td></tr><tr><td>## west</td><td>-0.6699577498</td></tr><tr><td>## whack</td><td>0.3511707699</td></tr><tr><td>## wharf</td><td>0.4691446493</td></tr><tr><td>## wheat</td><td>0.5157589833</td></tr><tr><td>## wheel</td><td>0.3904584404</td></tr><tr><td>## whelp</td><td>-1.0496900270</td></tr><tr><td>## whiff</td><td>0.0106696173</td></tr><tr><td>## while</td><td>0.5789656600</td></tr><tr><td>## whim</td><td>0.4059655880</td></tr><tr><td>## whine</td><td>0.3443370108</td></tr><tr><td>## whip</td><td>0.7116281818</td></tr><tr><td>## whirl</td><td>0.4091523982</td></tr><tr><td>## whit</td><td>-0.3489260686</td></tr><tr><td>## whiz</td><td>0.5311302684</td></tr><tr><td>## whoop</td><td>-0.2883259957</td></tr><tr><td>## whoosh</td><td>0.2112390970</td></tr><tr><td>## whore</td><td>0.4236323130</td></tr><tr><td>## whorl</td><td>-0.7627530485</td></tr><tr><td>## wick</td><td>0.3886820590</td></tr><tr><td>## wield</td><td>0.1400763917</td></tr><tr><td>## wife</td><td>0.7119029586</td></tr><tr><td>## wig</td><td>0.4292142124</td></tr><tr><td>## will</td><td>0.7054877192</td></tr><tr><td>## wilt</td><td>0.3228393861</td></tr><tr><td>## win</td><td>0.4242101484</td></tr><tr><td>## wine</td><td>0.7005649904</td></tr><tr><td>## wing</td><td>0.7190845171</td></tr><tr><td>## wink</td><td>0.5698492285</td></tr></table>
<table>
  <tr>
    <td>## wipe</td>
    <td>0.6966418582</td>
  </tr>
  <tr>
    <td>## wire</td>
    <td>0.7111327937</td>
  </tr>
  <tr>
    <td>## wish</td>
    <td>0.6627542683</td>
  </tr>
  <tr>
    <td>## wisp</td>
    <td>-0.3559947047</td>
  </tr>
  <tr>
    <td>## wit</td>
    <td>0.4204796908</td>
  </tr>
  <tr>
    <td>## witch</td>
    <td>0.4439064670</td>
  </tr>
  <tr>
    <td>## woe</td>
    <td>0.4532896728</td>
  </tr>
  <tr>
    <td>## wolf</td>
    <td>0.6994288317</td>
  </tr>
  <tr>
    <td>## womb</td>
    <td>0.4044563243</td>
  </tr>
  <tr>
    <td>## woo</td>
    <td>-0.7929897168</td>
  </tr>
  <tr>
    <td>## wood</td>
    <td>0.4279273221</td>
  </tr>
  <tr>
    <td>## wool</td>
    <td>0.3494362172</td>
  </tr>
  <tr>
    <td>## word</td>
    <td>0.5798947642</td>
  </tr>
  <tr>
    <td>## work</td>
    <td>0.6443923195</td>
  </tr>
  <tr>
    <td>## world</td>
    <td>0.6758082892</td>
  </tr>
  <tr>
    <td>## worm</td>
    <td>0.4401197825</td>
  </tr>
  <tr>
    <td>## would</td>
    <td>0.6254040988</td>
  </tr>
  <tr>
    <td>## wow</td>
    <td>0.3868415563</td>
  </tr>
  <tr>
    <td>## wrack</td>
    <td>0.3888945360</td>
  </tr>
  <tr>
    <td>## wrap</td>
    <td>0.5123883472</td>
  </tr>
  <tr>
    <td>## wrath</td>
    <td>0.3522556691</td>
  </tr>
  <tr>
    <td>## wreak</td>
    <td>0.2258550272</td>
  </tr>
  <tr>
    <td>## wreath</td>
    <td>0.3077379071</td>
  </tr>
  <tr>
    <td>## wreck</td>
    <td>0.5146626362</td>
  </tr>
  <tr>
    <td>## wren</td>
    <td>-0.3500511922</td>
  </tr>
  <tr>
    <td>## wrest</td>
    <td>0.3548004346</td>
  </tr>
  <tr>
    <td>## wretch</td>
    <td>0.3960672498</td>
  </tr>
  <tr>
    <td>## wring</td>
    <td>-1.0044820911</td>
  </tr>
  <tr>
    <td>## wrist</td>
    <td>0.6380822668</td>
  </tr>
  <tr>
    <td>## writ</td>
    <td>-1.0976343576</td>
  </tr>
  <tr>
    <td>## write</td>
    <td>0.5198170323</td>
  </tr>
  <tr>
    <td>## writhe</td>
    <td>0.1387777447</td>
  </tr>
  <tr>
    <td>## yacht</td>
    <td>-0.0140847626</td>
  </tr>
  <tr>
    <td>## yak</td>
    <td>-1.3796354650</td>
  </tr>
  <tr>
    <td>## yam</td>
    <td>0.3766225683</td>
  </tr>
  <tr>
    <td>## yang</td>
    <td>-1.3796752708</td>
  </tr>
  <tr>
    <td>## yank</td>
    <td>-0.2650992783</td>
  </tr>
  <tr>
    <td>## yard</td>
    <td>0.4780938936</td>
  </tr>
  <tr>
    <td>## yarn</td>
    <td>0.4686981657</td>
  </tr>
  <tr>
    <td>## yaw</td>
    <td>-0.6183874180</td>
  </tr>
  <tr>
    <td>## yawl</td>
    <td>-0.6650962496</td>
  </tr>
  <tr>
    <td>## yawn</td>
    <td>0.4643977766</td>
  </tr>
  <tr>
    <td>## yea</td>
    <td>0.1520120392</td>
  </tr>
  <tr>
    <td>## year</td>
    <td>0.5082492774</td>
  </tr>
  <tr>
    <td>## yearn</td>
    <td>0.1105385909</td>
  </tr>
  <tr>
    <td>## yeast</td>
    <td>0.5000092140</td>
  </tr>
</table>
<table><tr><td>## yell</td><td>0.4436131516</td></tr><tr><td>## yelp</td><td>-0.2186835663</td></tr><tr><td>## yen</td><td>-0.5178110963</td></tr><tr><td>## yes</td><td>0.7165871732</td></tr><tr><td>## yield</td><td>0.7090935202</td></tr><tr><td>## yoke</td><td>0.4853180111</td></tr><tr><td>## yolk</td><td>0.3441380481</td></tr><tr><td>## yore</td><td>-0.4843829130</td></tr><tr><td>## youth</td><td>0.5823842698</td></tr><tr><td>## zeal</td><td>0.2621717479</td></tr><tr><td>## zest</td><td>0.2401278634</td></tr><tr><td>## zinc</td><td>0.0612578299</td></tr><tr><td>## zing</td><td>-0.7560967377</td></tr><tr><td>## zip</td><td>0.5166070163</td></tr><tr><td>## zone</td><td>0.5840377042</td></tr><tr><td>## zoo</td><td>0.3840845368</td></tr></table>

coef(mdl.glmmSlope3)$Word[2]

<table><tr><td>##</td><td>RTlexdec_z</td></tr><tr><td>## ace</td><td>4.416057</td></tr><tr><td>## act</td><td>4.672691</td></tr><tr><td>## add</td><td>4.525501</td></tr><tr><td>## age</td><td>4.502646</td></tr><tr><td>## aid</td><td>4.346184</td></tr><tr><td>## aide</td><td>3.787507</td></tr><tr><td>## ail</td><td>2.947415</td></tr><tr><td>## aim</td><td>4.566887</td></tr><tr><td>## air</td><td>4.811148</td></tr><tr><td>## aisle</td><td>4.181648</td></tr><tr><td>## ale</td><td>4.328421</td></tr><tr><td>## angst</td><td>3.975172</td></tr><tr><td>## ant</td><td>4.595718</td></tr><tr><td>## ape</td><td>4.497242</td></tr><tr><td>## arc</td><td>3.025961</td></tr><tr><td>## arch</td><td>4.428734</td></tr><tr><td>## are</td><td>4.381015</td></tr><tr><td>## arm</td><td>5.235687</td></tr><tr><td>## art</td><td>4.541188</td></tr><tr><td>## ash</td><td>4.393576</td></tr><tr><td>## ask</td><td>4.727461</td></tr><tr><td>## ass</td><td>4.399752</td></tr><tr><td>## axe</td><td>4.368441</td></tr><tr><td>## babe</td><td>4.532783</td></tr><tr><td>## back</td><td>4.696240</td></tr><tr><td>## badge</td><td>4.394405</td></tr></table>
<table><tr><td>## bag</td><td>4.796537</td></tr><tr><td>## bail</td><td>4.032692</td></tr><tr><td>## bait</td><td>4.587586</td></tr><tr><td>## bale</td><td>2.904439</td></tr><tr><td>## ball</td><td>4.505471</td></tr><tr><td>## ban</td><td>3.598934</td></tr><tr><td>## band</td><td>4.384869</td></tr><tr><td>## bang</td><td>4.728292</td></tr><tr><td>## bank</td><td>4.654520</td></tr><tr><td>## bar</td><td>4.813773</td></tr><tr><td>## bard</td><td>2.808576</td></tr><tr><td>## barge</td><td>3.389762</td></tr><tr><td>## bark</td><td>4.725369</td></tr><tr><td>## barn</td><td>4.817145</td></tr><tr><td>## base</td><td>4.626783</td></tr><tr><td>## bash</td><td>4.340464</td></tr><tr><td>## bat</td><td>4.798937</td></tr><tr><td>## batch</td><td>4.563075</td></tr><tr><td>## bath</td><td>4.657404</td></tr><tr><td>## bay</td><td>4.551314</td></tr><tr><td>## beach</td><td>4.447312</td></tr><tr><td>## bead</td><td>4.039334</td></tr><tr><td>## beak</td><td>3.181608</td></tr><tr><td>## beam</td><td>4.335359</td></tr><tr><td>## bean</td><td>4.371576</td></tr><tr><td>## bear</td><td>5.125960</td></tr><tr><td>## beard</td><td>4.724604</td></tr><tr><td>## beast</td><td>4.364156</td></tr><tr><td>## beat</td><td>4.557423</td></tr><tr><td>## beau</td><td>3.698379</td></tr><tr><td>## beck</td><td>2.159507</td></tr><tr><td>## bed</td><td>4.528911</td></tr><tr><td>## bee</td><td>4.776918</td></tr><tr><td>## beech</td><td>3.019858</td></tr><tr><td>## beef</td><td>5.084783</td></tr><tr><td>## beep</td><td>4.569700</td></tr><tr><td>## beer</td><td>4.777455</td></tr><tr><td>## beet</td><td>4.165055</td></tr><tr><td>## beg</td><td>4.830640</td></tr><tr><td>## belch</td><td>3.715201</td></tr><tr><td>## bell</td><td>4.688271</td></tr><tr><td>## belt</td><td>4.497797</td></tr><tr><td>## bench</td><td>4.811264</td></tr><tr><td>## bend</td><td>4.778212</td></tr><tr><td>## berth</td><td>3.782824</td></tr><tr><td>## bet</td><td>4.832765</td></tr></table>
<table><tr><td> bib </td><td> 4.021454 </td></tr><tr><td> bid </td><td> 4.833914 </td></tr><tr><td> bide </td><td> 2.114584 </td></tr><tr><td> bile </td><td> 3.998524 </td></tr><tr><td> bilge </td><td> 2.353790 </td></tr><tr><td> bill </td><td> 4.548958 </td></tr><tr><td> bin </td><td> 3.811531 </td></tr><tr><td> bind </td><td> 3.603142 </td></tr><tr><td> binge </td><td> 4.153570 </td></tr><tr><td> birch </td><td> 3.796498 </td></tr><tr><td> bird </td><td> 4.621450 </td></tr><tr><td> bit </td><td> 4.757644 </td></tr><tr><td> bitch </td><td> 4.485533 </td></tr><tr><td> bite </td><td> 4.815652 </td></tr><tr><td> blade </td><td> 4.670922 </td></tr><tr><td> blame </td><td> 4.538451 </td></tr><tr><td> blanch </td><td> 2.992097 </td></tr><tr><td> blast </td><td> 4.472936 </td></tr><tr><td> blaze </td><td> 4.677071 </td></tr><tr><td> bleat </td><td> 3.770057 </td></tr><tr><td> bleed </td><td> 4.449590 </td></tr><tr><td> bleep </td><td> 3.164292 </td></tr><tr><td> blend </td><td> 4.593637 </td></tr><tr><td> bless </td><td> 4.482008 </td></tr><tr><td> blight </td><td> 3.959550 </td></tr><tr><td> blink </td><td> 4.333076 </td></tr><tr><td> bliss </td><td> 4.767431 </td></tr><tr><td> blitz </td><td> 4.121419 </td></tr><tr><td> bloat </td><td> 4.268957 </td></tr><tr><td> blob </td><td> 4.115154 </td></tr><tr><td> block </td><td> 4.620107 </td></tr><tr><td> bloke </td><td> 2.758741 </td></tr><tr><td> blood </td><td> 4.555146 </td></tr><tr><td> bloom </td><td> 4.720888 </td></tr><tr><td> blot </td><td> 4.420174 </td></tr><tr><td> blouse </td><td> 4.143356 </td></tr><tr><td> blow </td><td> 4.684314 </td></tr><tr><td> bluff </td><td> 4.681233 </td></tr><tr><td> blur </td><td> 4.330871 </td></tr><tr><td> blush </td><td> 4.827212 </td></tr><tr><td> boar </td><td> 3.444540 </td></tr><tr><td> board </td><td> 4.647092 </td></tr><tr><td> boast </td><td> 4.568385 </td></tr><tr><td> boat </td><td> 4.822968 </td></tr><tr><td> bob </td><td> 3.443944 </td></tr><tr><td> bog </td><td> 3.907647 </td></tr></table>
<table>
  <tr>
    <td>## boil</td>
    <td>4.501525</td>
  </tr>
  <tr>
    <td>## bolt</td>
    <td>4.835091</td>
  </tr>
  <tr>
    <td>## bomb</td>
    <td>4.494988</td>
  </tr>
  <tr>
    <td>## bond</td>
    <td>4.649539</td>
  </tr>
  <tr>
    <td>## bone</td>
    <td>4.806338</td>
  </tr>
  <tr>
    <td>## boo</td>
    <td>4.404049</td>
  </tr>
  <tr>
    <td>## book</td>
    <td>4.385495</td>
  </tr>
  <tr>
    <td>## boom</td>
    <td>4.377424</td>
  </tr>
  <tr>
    <td>## boon</td>
    <td>3.255765</td>
  </tr>
  <tr>
    <td>## boost</td>
    <td>4.333208</td>
  </tr>
  <tr>
    <td>## boot</td>
    <td>4.596008</td>
  </tr>
  <tr>
    <td>## booth</td>
    <td>4.740046</td>
  </tr>
  <tr>
    <td>## booze</td>
    <td>4.451028</td>
  </tr>
  <tr>
    <td>## bore</td>
    <td>4.429444</td>
  </tr>
  <tr>
    <td>## boss</td>
    <td>4.643467</td>
  </tr>
  <tr>
    <td>## bough</td>
    <td>2.277368</td>
  </tr>
  <tr>
    <td>## bounce</td>
    <td>4.829121</td>
  </tr>
  <tr>
    <td>## bound</td>
    <td>4.443506</td>
  </tr>
  <tr>
    <td>## bout</td>
    <td>3.367800</td>
  </tr>
  <tr>
    <td>## bowl</td>
    <td>4.454499</td>
  </tr>
  <tr>
    <td>## box</td>
    <td>4.366085</td>
  </tr>
  <tr>
    <td>## boy</td>
    <td>4.757512</td>
  </tr>
  <tr>
    <td>## brace</td>
    <td>4.517886</td>
  </tr>
  <tr>
    <td>## brad</td>
    <td>2.225659</td>
  </tr>
  <tr>
    <td>## brag</td>
    <td>4.538988</td>
  </tr>
  <tr>
    <td>## braid</td>
    <td>4.317475</td>
  </tr>
  <tr>
    <td>## brain</td>
    <td>4.693125</td>
  </tr>
  <tr>
    <td>## brake</td>
    <td>4.831805</td>
  </tr>
  <tr>
    <td>## bran</td>
    <td>1.990163</td>
  </tr>
  <tr>
    <td>## branch</td>
    <td>4.411745</td>
  </tr>
  <tr>
    <td>## brand</td>
    <td>4.448178</td>
  </tr>
  <tr>
    <td>## brass</td>
    <td>4.769048</td>
  </tr>
  <tr>
    <td>## brat</td>
    <td>4.369940</td>
  </tr>
  <tr>
    <td>## brawl</td>
    <td>4.181196</td>
  </tr>
  <tr>
    <td>## brawn</td>
    <td>1.937309</td>
  </tr>
  <tr>
    <td>## breach</td>
    <td>3.348398</td>
  </tr>
  <tr>
    <td>## bread</td>
    <td>4.818906</td>
  </tr>
  <tr>
    <td>## break</td>
    <td>4.574641</td>
  </tr>
  <tr>
    <td>## breast</td>
    <td>4.415485</td>
  </tr>
  <tr>
    <td>## breath</td>
    <td>4.536264</td>
  </tr>
  <tr>
    <td>## breed</td>
    <td>4.551810</td>
  </tr>
  <tr>
    <td>## breeze</td>
    <td>4.784394</td>
  </tr>
  <tr>
    <td>## brew</td>
    <td>4.616395</td>
  </tr>
  <tr>
    <td>## bribe</td>
    <td>4.623794</td>
  </tr>
  <tr>
    <td>## brick</td>
    <td>4.410649</td>
  </tr>
  <tr>
    <td>## bride</td>
    <td>4.645244</td>
  </tr>
</table>
<table><tr><td>## bridge</td><td>4.385905</td></tr><tr><td>## brig</td><td>2.057869</td></tr><tr><td>## brim</td><td>3.743967</td></tr><tr><td>## bring</td><td>4.807149</td></tr><tr><td>## brink</td><td>3.964064</td></tr><tr><td>## broach</td><td>2.414997</td></tr><tr><td>## broad</td><td>4.421926</td></tr><tr><td>## broil</td><td>4.536035</td></tr><tr><td>## bronze</td><td>4.683819</td></tr><tr><td>## brooch</td><td>3.465781</td></tr><tr><td>## brood</td><td>2.662766</td></tr><tr><td>## brook</td><td>3.313655</td></tr><tr><td>## broom</td><td>4.823600</td></tr><tr><td>## broth</td><td>2.505885</td></tr><tr><td>## brow</td><td>4.032191</td></tr><tr><td>## bruise</td><td>4.425792</td></tr><tr><td>## brunt</td><td>3.228467</td></tr><tr><td>## brush</td><td>4.399450</td></tr><tr><td>## brute</td><td>4.278260</td></tr><tr><td>## buck</td><td>4.111859</td></tr><tr><td>## bud</td><td>4.765227</td></tr><tr><td>## budge</td><td>4.343983</td></tr><tr><td>## buff</td><td>4.273787</td></tr><tr><td>## bug</td><td>4.818711</td></tr><tr><td>## build</td><td>4.698141</td></tr><tr><td>## bulb</td><td>4.578616</td></tr><tr><td>## bulge</td><td>4.360447</td></tr><tr><td>## bulk</td><td>4.837143</td></tr><tr><td>## bull</td><td>4.618617</td></tr><tr><td>## bum</td><td>4.455665</td></tr><tr><td>## bump</td><td>4.336999</td></tr><tr><td>## bun</td><td>4.345807</td></tr><tr><td>## bunch</td><td>4.676381</td></tr><tr><td>## bunk</td><td>3.562902</td></tr><tr><td>## burn</td><td>4.502228</td></tr><tr><td>## burr</td><td>3.573715</td></tr><tr><td>## burst</td><td>4.441472</td></tr><tr><td>## bus</td><td>4.707636</td></tr><tr><td>## bush</td><td>4.495392</td></tr><tr><td>## bust</td><td>4.630564</td></tr><tr><td>## butt</td><td>4.463562</td></tr><tr><td>## buy</td><td>4.740171</td></tr><tr><td>## buzz</td><td>4.589003</td></tr><tr><td>## cab</td><td>4.547664</td></tr><tr><td>## cad</td><td>2.243888</td></tr><tr><td>## cage</td><td>4.711607</td></tr></table>
<table>
  <tr>
    <td>## cake</td>
    <td>4.753922</td>
  </tr>
  <tr>
    <td>## calf</td>
    <td>4.544732</td>
  </tr>
  <tr>
    <td>## call</td>
    <td>4.792643</td>
  </tr>
  <tr>
    <td>## cam</td>
    <td>4.315245</td>
  </tr>
  <tr>
    <td>## camp</td>
    <td>4.487682</td>
  </tr>
  <tr>
    <td>## can</td>
    <td>4.662522</td>
  </tr>
  <tr>
    <td>## cane</td>
    <td>4.372128</td>
  </tr>
  <tr>
    <td>## cant</td>
    <td>3.958181</td>
  </tr>
  <tr>
    <td>## cap</td>
    <td>4.562253</td>
  </tr>
  <tr>
    <td>## cape</td>
    <td>4.444188</td>
  </tr>
  <tr>
    <td>## car</td>
    <td>4.803942</td>
  </tr>
  <tr>
    <td>## card</td>
    <td>4.502030</td>
  </tr>
  <tr>
    <td>## care</td>
    <td>4.503377</td>
  </tr>
  <tr>
    <td>## cart</td>
    <td>4.413225</td>
  </tr>
  <tr>
    <td>## carve</td>
    <td>4.514852</td>
  </tr>
  <tr>
    <td>## case</td>
    <td>4.407415</td>
  </tr>
  <tr>
    <td>## cash</td>
    <td>4.791186</td>
  </tr>
  <tr>
    <td>## cask</td>
    <td>3.599850</td>
  </tr>
  <tr>
    <td>## cast</td>
    <td>4.595988</td>
  </tr>
  <tr>
    <td>## caste</td>
    <td>3.507504</td>
  </tr>
  <tr>
    <td>## cat</td>
    <td>4.602479</td>
  </tr>
  <tr>
    <td>## catch</td>
    <td>4.820771</td>
  </tr>
  <tr>
    <td>## cause</td>
    <td>4.604294</td>
  </tr>
  <tr>
    <td>## cave</td>
    <td>4.672808</td>
  </tr>
  <tr>
    <td>## cease</td>
    <td>4.354421</td>
  </tr>
  <tr>
    <td>## cell</td>
    <td>4.489051</td>
  </tr>
  <tr>
    <td>## cent</td>
    <td>4.426511</td>
  </tr>
  <tr>
    <td>## chafe</td>
    <td>1.778225</td>
  </tr>
  <tr>
    <td>## chain</td>
    <td>4.361320</td>
  </tr>
  <tr>
    <td>## chair</td>
    <td>4.817435</td>
  </tr>
  <tr>
    <td>## chaise</td>
    <td>2.394051</td>
  </tr>
  <tr>
    <td>## chalk</td>
    <td>4.714641</td>
  </tr>
  <tr>
    <td>## champ</td>
    <td>4.604983</td>
  </tr>
  <tr>
    <td>## chance</td>
    <td>4.830290</td>
  </tr>
  <tr>
    <td>## change</td>
    <td>4.624056</td>
  </tr>
  <tr>
    <td>## chant</td>
    <td>4.443521</td>
  </tr>
  <tr>
    <td>## chap</td>
    <td>4.258714</td>
  </tr>
  <tr>
    <td>## char</td>
    <td>1.606686</td>
  </tr>
  <tr>
    <td>## charge</td>
    <td>4.681023</td>
  </tr>
  <tr>
    <td>## charm</td>
    <td>4.828719</td>
  </tr>
  <tr>
    <td>## chart</td>
    <td>4.754411</td>
  </tr>
  <tr>
    <td>## chase</td>
    <td>4.813592</td>
  </tr>
  <tr>
    <td>## chat</td>
    <td>4.551129</td>
  </tr>
  <tr>
    <td>## cheat</td>
    <td>4.574038</td>
  </tr>
  <tr>
    <td>## check</td>
    <td>4.768567</td>
  </tr>
  <tr>
    <td>## cheek</td>
    <td>4.430269</td>
  </tr>
</table>
<table><tr><td>cheer</td><td>4.816055</td></tr><tr><td>cheese</td><td>4.646284</td></tr><tr><td>chef</td><td>4.713085</td></tr><tr><td>chess</td><td>4.521142</td></tr><tr><td>chest</td><td>4.541384</td></tr><tr><td>chew</td><td>4.766926</td></tr><tr><td>chide</td><td>2.172477</td></tr><tr><td>chief</td><td>4.633793</td></tr><tr><td>child</td><td>4.690551</td></tr><tr><td>chime</td><td>4.432358</td></tr><tr><td>chin</td><td>4.345599</td></tr><tr><td>chip</td><td>4.783381</td></tr><tr><td>chive</td><td>2.944704</td></tr><tr><td>choice</td><td>4.758304</td></tr><tr><td>choir</td><td>4.613167</td></tr><tr><td>choke</td><td>4.468353</td></tr><tr><td>chomp</td><td>2.888236</td></tr><tr><td>choose</td><td>4.660427</td></tr><tr><td>chop</td><td>5.261176</td></tr><tr><td>chord</td><td>4.115723</td></tr><tr><td>chore</td><td>4.224932</td></tr><tr><td>chow</td><td>3.092332</td></tr><tr><td>chrome</td><td>4.134981</td></tr><tr><td>chuck</td><td>2.570554</td></tr><tr><td>chum</td><td>2.234799</td></tr><tr><td>chump</td><td>3.496075</td></tr><tr><td>chunk</td><td>4.349149</td></tr><tr><td>church</td><td>4.760869</td></tr><tr><td>churn</td><td>4.032689</td></tr><tr><td>chute</td><td>3.240012</td></tr><tr><td>cinch</td><td>3.164876</td></tr><tr><td>cite</td><td>4.062945</td></tr><tr><td>claim</td><td>4.408465</td></tr><tr><td>clam</td><td>4.403215</td></tr><tr><td>clamp</td><td>4.332014</td></tr><tr><td>clan</td><td>3.591098</td></tr><tr><td>clang</td><td>4.170412</td></tr><tr><td>clap</td><td>4.983942</td></tr><tr><td>clash</td><td>4.366331</td></tr><tr><td>class</td><td>4.661239</td></tr><tr><td>clause</td><td>3.177828</td></tr><tr><td>claw</td><td>4.505331</td></tr><tr><td>clay</td><td>4.726177</td></tr><tr><td>cleat</td><td>1.975943</td></tr><tr><td>clench</td><td>3.404912</td></tr><tr><td>clerk</td><td>4.402336</td></tr></table>
<table>
  <tr>
    <td>## click</td>
    <td>4.564909</td>
  </tr>
  <tr>
    <td>## cliff</td>
    <td>4.686290</td>
  </tr>
  <tr>
    <td>## climb</td>
    <td>4.785212</td>
  </tr>
  <tr>
    <td>## clinch</td>
    <td>2.911671</td>
  </tr>
  <tr>
    <td>## cling</td>
    <td>4.505972</td>
  </tr>
  <tr>
    <td>## clip</td>
    <td>5.267364</td>
  </tr>
  <tr>
    <td>## cloak</td>
    <td>4.424305</td>
  </tr>
  <tr>
    <td>## clock</td>
    <td>4.685513</td>
  </tr>
  <tr>
    <td>## clod</td>
    <td>3.105757</td>
  </tr>
  <tr>
    <td>## clog</td>
    <td>3.524132</td>
  </tr>
  <tr>
    <td>## clot</td>
    <td>4.324373</td>
  </tr>
  <tr>
    <td>## cloth</td>
    <td>4.429665</td>
  </tr>
  <tr>
    <td>## cloud</td>
    <td>4.504938</td>
  </tr>
  <tr>
    <td>## clout</td>
    <td>4.178408</td>
  </tr>
  <tr>
    <td>## clove</td>
    <td>3.132701</td>
  </tr>
  <tr>
    <td>## clown</td>
    <td>4.711313</td>
  </tr>
  <tr>
    <td>## club</td>
    <td>4.341261</td>
  </tr>
  <tr>
    <td>## cluck</td>
    <td>2.973925</td>
  </tr>
  <tr>
    <td>## clump</td>
    <td>3.326821</td>
  </tr>
  <tr>
    <td>## clutch</td>
    <td>4.448763</td>
  </tr>
  <tr>
    <td>## coach</td>
    <td>4.767284</td>
  </tr>
  <tr>
    <td>## coal</td>
    <td>4.811095</td>
  </tr>
  <tr>
    <td>## coast</td>
    <td>4.784198</td>
  </tr>
  <tr>
    <td>## coat</td>
    <td>4.433978</td>
  </tr>
  <tr>
    <td>## coax</td>
    <td>4.083510</td>
  </tr>
  <tr>
    <td>## cock</td>
    <td>4.283487</td>
  </tr>
  <tr>
    <td>## cod</td>
    <td>4.189087</td>
  </tr>
  <tr>
    <td>## code</td>
    <td>4.344738</td>
  </tr>
  <tr>
    <td>## coil</td>
    <td>4.364150</td>
  </tr>
  <tr>
    <td>## coin</td>
    <td>4.649844</td>
  </tr>
  <tr>
    <td>## coke</td>
    <td>4.503766</td>
  </tr>
  <tr>
    <td>## colt</td>
    <td>3.934655</td>
  </tr>
  <tr>
    <td>## comb</td>
    <td>4.666422</td>
  </tr>
  <tr>
    <td>## come</td>
    <td>4.591393</td>
  </tr>
  <tr>
    <td>## cone</td>
    <td>4.333093</td>
  </tr>
  <tr>
    <td>## cook</td>
    <td>4.674941</td>
  </tr>
  <tr>
    <td>## coop</td>
    <td>3.168819</td>
  </tr>
  <tr>
    <td>## cop</td>
    <td>4.505765</td>
  </tr>
  <tr>
    <td>## cope</td>
    <td>4.578630</td>
  </tr>
  <tr>
    <td>## cord</td>
    <td>4.714616</td>
  </tr>
  <tr>
    <td>## core</td>
    <td>4.518246</td>
  </tr>
  <tr>
    <td>## cork</td>
    <td>4.797262</td>
  </tr>
  <tr>
    <td>## corn</td>
    <td>4.635132</td>
  </tr>
  <tr>
    <td>## corps</td>
    <td>3.931809</td>
  </tr>
  <tr>
    <td>## corpse</td>
    <td>4.545662</td>
  </tr>
  <tr>
    <td>## cost</td>
    <td>4.695008</td>
  </tr>
</table>
<table><tr><td>## cot</td><td>3.752628</td></tr><tr><td>## couch</td><td>4.745654</td></tr><tr><td>## cough</td><td>4.492131</td></tr><tr><td>## count</td><td>5.241723</td></tr><tr><td>## coup</td><td>3.121269</td></tr><tr><td>## coupe</td><td>3.147706</td></tr><tr><td>## course</td><td>4.618199</td></tr><tr><td>## court</td><td>4.799859</td></tr><tr><td>## cove</td><td>4.191170</td></tr><tr><td>## cow</td><td>5.000620</td></tr><tr><td>## cowl</td><td>1.866945</td></tr><tr><td>## cox</td><td>4.465282</td></tr><tr><td>## crab</td><td>4.507335</td></tr><tr><td>## crack</td><td>4.580320</td></tr><tr><td>## craft</td><td>4.579460</td></tr><tr><td>## crag</td><td>3.200784</td></tr><tr><td>## cram</td><td>4.114087</td></tr><tr><td>## cramp</td><td>4.402177</td></tr><tr><td>## crane</td><td>4.320011</td></tr><tr><td>## crank</td><td>4.358548</td></tr><tr><td>## crap</td><td>4.471558</td></tr><tr><td>## crash</td><td>4.801666</td></tr><tr><td>## crate</td><td>3.836810</td></tr><tr><td>## crave</td><td>4.339571</td></tr><tr><td>## crawl</td><td>4.585396</td></tr><tr><td>## craze</td><td>4.428776</td></tr><tr><td>## creak</td><td>4.334431</td></tr><tr><td>## cream</td><td>4.574707</td></tr><tr><td>## crease</td><td>3.395871</td></tr><tr><td>## creed</td><td>4.495793</td></tr><tr><td>## creek</td><td>4.379963</td></tr><tr><td>## creep</td><td>4.647928</td></tr><tr><td>## crepe</td><td>3.009887</td></tr><tr><td>## crest</td><td>4.380218</td></tr><tr><td>## crew</td><td>4.590262</td></tr><tr><td>## crime</td><td>4.348022</td></tr><tr><td>## croak</td><td>3.868178</td></tr><tr><td>## crone</td><td>3.972153</td></tr><tr><td>## crook</td><td>4.595338</td></tr><tr><td>## croon</td><td>1.849593</td></tr><tr><td>## crop</td><td>4.618949</td></tr><tr><td>## cross</td><td>4.522663</td></tr><tr><td>## crouch</td><td>4.327197</td></tr><tr><td>## crow</td><td>4.676318</td></tr><tr><td>## crowd</td><td>4.426621</td></tr><tr><td>## crown</td><td>4.711312</td></tr></table>
<table>
  <tr>
    <td>crumb</td>
    <td>4.722949</td>
  </tr>
  <tr>
    <td>crunch</td>
    <td>4.341466</td>
  </tr>
  <tr>
    <td>crush</td>
    <td>4.691384</td>
  </tr>
  <tr>
    <td>crust</td>
    <td>4.820743</td>
  </tr>
  <tr>
    <td>crutch</td>
    <td>4.314102</td>
  </tr>
  <tr>
    <td>crux</td>
    <td>2.395153</td>
  </tr>
  <tr>
    <td>cry</td>
    <td>4.543471</td>
  </tr>
  <tr>
    <td>crypt</td>
    <td>4.284774</td>
  </tr>
  <tr>
    <td>cub</td>
    <td>4.221249</td>
  </tr>
  <tr>
    <td>cube</td>
    <td>4.743950</td>
  </tr>
  <tr>
    <td>cud</td>
    <td>2.289833</td>
  </tr>
  <tr>
    <td>cue</td>
    <td>4.494289</td>
  </tr>
  <tr>
    <td>cuff</td>
    <td>3.721795</td>
  </tr>
  <tr>
    <td>cull</td>
    <td>3.368168</td>
  </tr>
  <tr>
    <td>cult</td>
    <td>4.276448</td>
  </tr>
  <tr>
    <td>cup</td>
    <td>4.763900</td>
  </tr>
  <tr>
    <td>cur</td>
    <td>4.324408</td>
  </tr>
  <tr>
    <td>curb</td>
    <td>4.339123</td>
  </tr>
  <tr>
    <td>curd</td>
    <td>3.514894</td>
  </tr>
  <tr>
    <td>cure</td>
    <td>4.407871</td>
  </tr>
  <tr>
    <td>curl</td>
    <td>4.718983</td>
  </tr>
  <tr>
    <td>curse</td>
    <td>4.629925</td>
  </tr>
  <tr>
    <td>curve</td>
    <td>4.668542</td>
  </tr>
  <tr>
    <td>cusp</td>
    <td>3.585630</td>
  </tr>
  <tr>
    <td>cut</td>
    <td>4.799836</td>
  </tr>
  <tr>
    <td>cyst</td>
    <td>2.110565</td>
  </tr>
  <tr>
    <td>czar</td>
    <td>2.159583</td>
  </tr>
  <tr>
    <td>dad</td>
    <td>4.725537</td>
  </tr>
  <tr>
    <td>dale</td>
    <td>2.508866</td>
  </tr>
  <tr>
    <td>dam</td>
    <td>4.170240</td>
  </tr>
  <tr>
    <td>dame</td>
    <td>3.895042</td>
  </tr>
  <tr>
    <td>damn</td>
    <td>4.361592</td>
  </tr>
  <tr>
    <td>damp</td>
    <td>5.048917</td>
  </tr>
  <tr>
    <td>dance</td>
    <td>4.822989</td>
  </tr>
  <tr>
    <td>dare</td>
    <td>4.817235</td>
  </tr>
  <tr>
    <td>darn</td>
    <td>4.029554</td>
  </tr>
  <tr>
    <td>dash</td>
    <td>4.588586</td>
  </tr>
  <tr>
    <td>date</td>
    <td>4.413353</td>
  </tr>
  <tr>
    <td>daunt</td>
    <td>3.201042</td>
  </tr>
  <tr>
    <td>dawn</td>
    <td>4.567778</td>
  </tr>
  <tr>
    <td>deal</td>
    <td>4.832214</td>
  </tr>
  <tr>
    <td>dean</td>
    <td>4.033539</td>
  </tr>
  <tr>
    <td>dearth</td>
    <td>3.552360</td>
  </tr>
  <tr>
    <td>debt</td>
    <td>4.660031</td>
  </tr>
  <tr>
    <td>deck</td>
    <td>4.835637</td>
  </tr>
  <tr>
    <td>deed</td>
    <td>4.589062</td>
  </tr>
</table>
<table><tr><td>## deem</td><td>2.158332</td></tr><tr><td>## deer</td><td>4.718422</td></tr><tr><td>## dell</td><td>1.904399</td></tr><tr><td>## den</td><td>4.331709</td></tr><tr><td>## dent</td><td>4.336881</td></tr><tr><td>## desk</td><td>4.832832</td></tr><tr><td>## dial</td><td>4.405830</td></tr><tr><td>## dice</td><td>4.534108</td></tr><tr><td>## die</td><td>4.542501</td></tr><tr><td>## dig</td><td>4.748311</td></tr><tr><td>## dike</td><td>2.242336</td></tr><tr><td>## dill</td><td>3.291178</td></tr><tr><td>## dime</td><td>4.384838</td></tr><tr><td>## din</td><td>4.261023</td></tr><tr><td>## dine</td><td>3.971028</td></tr><tr><td>## dint</td><td>1.327730</td></tr><tr><td>## dip</td><td>4.593568</td></tr><tr><td>## dirge</td><td>3.927954</td></tr><tr><td>## dirt</td><td>4.730231</td></tr><tr><td>## disc</td><td>4.330737</td></tr><tr><td>## dish</td><td>5.026960</td></tr><tr><td>## ditch</td><td>4.366546</td></tr><tr><td>## dive</td><td>4.444468</td></tr><tr><td>## do</td><td>4.686774</td></tr><tr><td>## dock</td><td>5.196800</td></tr><tr><td>## dodge</td><td>4.436897</td></tr><tr><td>## doe</td><td>3.874138</td></tr><tr><td>## dog</td><td>4.666150</td></tr><tr><td>## dole</td><td>4.125537</td></tr><tr><td>## doll</td><td>4.369381</td></tr><tr><td>## dome</td><td>4.318991</td></tr><tr><td>## doom</td><td>4.361529</td></tr><tr><td>## door</td><td>4.760647</td></tr><tr><td>## dope</td><td>4.407833</td></tr><tr><td>## dose</td><td>4.372309</td></tr><tr><td>## doubt</td><td>4.606160</td></tr><tr><td>## dough</td><td>4.564599</td></tr><tr><td>## douse</td><td>2.080524</td></tr><tr><td>## draft</td><td>4.457750</td></tr><tr><td>## drag</td><td>4.787355</td></tr><tr><td>## drain</td><td>4.489240</td></tr><tr><td>## drake</td><td>3.079889</td></tr><tr><td>## dram</td><td>1.441138</td></tr><tr><td>## drape</td><td>4.079051</td></tr><tr><td>## draught</td><td>4.223874</td></tr><tr><td>## draw</td><td>4.488080</td></tr></table>
<table>
  <tr>
    <td>drawl</td>
    <td>4.359743</td>
  </tr>
  <tr>
    <td>dread</td>
    <td>4.230253</td>
  </tr>
  <tr>
    <td>dream</td>
    <td>4.818424</td>
  </tr>
  <tr>
    <td>dress</td>
    <td>4.557900</td>
  </tr>
  <tr>
    <td>drift</td>
    <td>4.327667</td>
  </tr>
  <tr>
    <td>drill</td>
    <td>4.705807</td>
  </tr>
  <tr>
    <td>drink</td>
    <td>4.778773</td>
  </tr>
  <tr>
    <td>drip</td>
    <td>4.775866</td>
  </tr>
  <tr>
    <td>drive</td>
    <td>4.750998</td>
  </tr>
  <tr>
    <td>drone</td>
    <td>4.282294</td>
  </tr>
  <tr>
    <td>droop</td>
    <td>2.931529</td>
  </tr>
  <tr>
    <td>drop</td>
    <td>4.602497</td>
  </tr>
  <tr>
    <td>dross</td>
    <td>4.237749</td>
  </tr>
  <tr>
    <td>drought</td>
    <td>4.020058</td>
  </tr>
  <tr>
    <td>drove</td>
    <td>4.227690</td>
  </tr>
  <tr>
    <td>drown</td>
    <td>4.346661</td>
  </tr>
  <tr>
    <td>drum</td>
    <td>4.670393</td>
  </tr>
  <tr>
    <td>duck</td>
    <td>5.213787</td>
  </tr>
  <tr>
    <td>duct</td>
    <td>3.020295</td>
  </tr>
  <tr>
    <td>dud</td>
    <td>3.098192</td>
  </tr>
  <tr>
    <td>duel</td>
    <td>4.532987</td>
  </tr>
  <tr>
    <td>dug</td>
    <td>4.473819</td>
  </tr>
  <tr>
    <td>duke</td>
    <td>4.344469</td>
  </tr>
  <tr>
    <td>dump</td>
    <td>4.597243</td>
  </tr>
  <tr>
    <td>dun</td>
    <td>4.327816</td>
  </tr>
  <tr>
    <td>dune</td>
    <td>4.256147</td>
  </tr>
  <tr>
    <td>dung</td>
    <td>2.347250</td>
  </tr>
  <tr>
    <td>dunk</td>
    <td>3.632649</td>
  </tr>
  <tr>
    <td>dusk</td>
    <td>4.567307</td>
  </tr>
  <tr>
    <td>dust</td>
    <td>4.796466</td>
  </tr>
  <tr>
    <td>dwarf</td>
    <td>4.339847</td>
  </tr>
  <tr>
    <td>dwell</td>
    <td>4.138645</td>
  </tr>
  <tr>
    <td>ear</td>
    <td>4.731805</td>
  </tr>
  <tr>
    <td>earl</td>
    <td>3.773276</td>
  </tr>
  <tr>
    <td>earn</td>
    <td>4.504059</td>
  </tr>
  <tr>
    <td>earth</td>
    <td>4.706115</td>
  </tr>
  <tr>
    <td>ease</td>
    <td>4.344952</td>
  </tr>
  <tr>
    <td>east</td>
    <td>4.104875</td>
  </tr>
  <tr>
    <td>eat</td>
    <td>4.563334</td>
  </tr>
  <tr>
    <td>ebb</td>
    <td>3.336008</td>
  </tr>
  <tr>
    <td>edge</td>
    <td>4.674155</td>
  </tr>
  <tr>
    <td>eel</td>
    <td>3.864799</td>
  </tr>
  <tr>
    <td>egg</td>
    <td>4.799617</td>
  </tr>
  <tr>
    <td>elk</td>
    <td>4.355995</td>
  </tr>
  <tr>
    <td>elm</td>
    <td>4.384302</td>
  </tr>
  <tr>
    <td>end</td>
    <td>4.359693</td>
  </tr>
</table>
<table><tr><td>## err</td><td>2.798536</td></tr><tr><td>## eve</td><td>4.360347</td></tr><tr><td>## ewe</td><td>2.729360</td></tr><tr><td>## face</td><td>4.758844</td></tr><tr><td>## fact</td><td>4.795824</td></tr><tr><td>## fad</td><td>4.056283</td></tr><tr><td>## fade</td><td>4.532710</td></tr><tr><td>## fail</td><td>4.334800</td></tr><tr><td>## fair</td><td>4.619721</td></tr><tr><td>## faith</td><td>4.827773</td></tr><tr><td>## fake</td><td>4.397618</td></tr><tr><td>## fame</td><td>4.328857</td></tr><tr><td>## fan</td><td>4.356172</td></tr><tr><td>## fang</td><td>3.686328</td></tr><tr><td>## farce</td><td>3.076037</td></tr><tr><td>## fare</td><td>4.237014</td></tr><tr><td>## farm</td><td>4.818226</td></tr><tr><td>## fast</td><td>4.697503</td></tr><tr><td>## fate</td><td>4.802079</td></tr><tr><td>## fault</td><td>4.704451</td></tr><tr><td>## fawn</td><td>4.072375</td></tr><tr><td>## faze</td><td>3.867926</td></tr><tr><td>## fear</td><td>4.793397</td></tr><tr><td>## feast</td><td>4.778498</td></tr><tr><td>## feat</td><td>4.121808</td></tr><tr><td>## fee</td><td>4.239089</td></tr><tr><td>## feed</td><td>4.510244</td></tr><tr><td>## feel</td><td>4.826176</td></tr><tr><td>## feint</td><td>3.499019</td></tr><tr><td>## fell</td><td>5.234420</td></tr><tr><td>## fen</td><td>3.847804</td></tr><tr><td>## fence</td><td>4.643681</td></tr><tr><td>## fern</td><td>3.192961</td></tr><tr><td>## fetch</td><td>4.712911</td></tr><tr><td>## feud</td><td>4.253878</td></tr><tr><td>## fiend</td><td>2.375716</td></tr><tr><td>## fife</td><td>2.255600</td></tr><tr><td>## fig</td><td>4.274043</td></tr><tr><td>## fight</td><td>4.377581</td></tr><tr><td>## file</td><td>4.605256</td></tr><tr><td>## fill</td><td>4.216091</td></tr><tr><td>## film</td><td>4.616090</td></tr><tr><td>## filth</td><td>3.949681</td></tr><tr><td>## fin</td><td>4.250668</td></tr><tr><td>## find</td><td>4.546241</td></tr><tr><td>## fine</td><td>4.365434</td></tr></table>
<table>
  <tr>
    <td>## fink</td>
    <td>3.060520</td>
  </tr>
  <tr>
    <td>## fir</td>
    <td>3.851221</td>
  </tr>
  <tr>
    <td>## fire</td>
    <td>4.804461</td>
  </tr>
  <tr>
    <td>## firm</td>
    <td>4.754397</td>
  </tr>
  <tr>
    <td>## fish</td>
    <td>4.766502</td>
  </tr>
  <tr>
    <td>## fist</td>
    <td>3.835710</td>
  </tr>
  <tr>
    <td>## fix</td>
    <td>4.788168</td>
  </tr>
  <tr>
    <td>## flag</td>
    <td>4.770278</td>
  </tr>
  <tr>
    <td>## flail</td>
    <td>1.986987</td>
  </tr>
  <tr>
    <td>## flair</td>
    <td>4.005273</td>
  </tr>
  <tr>
    <td>## flake</td>
    <td>4.268929</td>
  </tr>
  <tr>
    <td>## flame</td>
    <td>4.679304</td>
  </tr>
  <tr>
    <td>## flange</td>
    <td>1.833551</td>
  </tr>
  <tr>
    <td>## flank</td>
    <td>3.968721</td>
  </tr>
  <tr>
    <td>## flare</td>
    <td>4.655839</td>
  </tr>
  <tr>
    <td>## flask</td>
    <td>4.468052</td>
  </tr>
  <tr>
    <td>## flaw</td>
    <td>4.454721</td>
  </tr>
  <tr>
    <td>## flax</td>
    <td>3.602689</td>
  </tr>
  <tr>
    <td>## flea</td>
    <td>4.486370</td>
  </tr>
  <tr>
    <td>## fleck</td>
    <td>2.734244</td>
  </tr>
  <tr>
    <td>## flee</td>
    <td>4.318579</td>
  </tr>
  <tr>
    <td>## fleet</td>
    <td>4.263929</td>
  </tr>
  <tr>
    <td>## flesh</td>
    <td>4.569137</td>
  </tr>
  <tr>
    <td>## flex</td>
    <td>4.477068</td>
  </tr>
  <tr>
    <td>## flick</td>
    <td>4.277575</td>
  </tr>
  <tr>
    <td>## flight</td>
    <td>4.352475</td>
  </tr>
  <tr>
    <td>## fling</td>
    <td>4.408744</td>
  </tr>
  <tr>
    <td>## flint</td>
    <td>4.304354</td>
  </tr>
  <tr>
    <td>## flip</td>
    <td>4.372621</td>
  </tr>
  <tr>
    <td>## flirt</td>
    <td>4.697801</td>
  </tr>
  <tr>
    <td>## float</td>
    <td>4.438708</td>
  </tr>
  <tr>
    <td>## flock</td>
    <td>4.506116</td>
  </tr>
  <tr>
    <td>## floe</td>
    <td>2.978721</td>
  </tr>
  <tr>
    <td>## flog</td>
    <td>4.133371</td>
  </tr>
  <tr>
    <td>## flood</td>
    <td>4.832102</td>
  </tr>
  <tr>
    <td>## floor</td>
    <td>4.684335</td>
  </tr>
  <tr>
    <td>## flop</td>
    <td>3.998505</td>
  </tr>
  <tr>
    <td>## flour</td>
    <td>4.727979</td>
  </tr>
  <tr>
    <td>## flow</td>
    <td>4.338855</td>
  </tr>
  <tr>
    <td>## fluff</td>
    <td>4.379125</td>
  </tr>
  <tr>
    <td>## fluke</td>
    <td>4.405468</td>
  </tr>
  <tr>
    <td>## flush</td>
    <td>4.561703</td>
  </tr>
  <tr>
    <td>## flute</td>
    <td>4.371766</td>
  </tr>
  <tr>
    <td>## flux</td>
    <td>4.011282</td>
  </tr>
  <tr>
    <td>## fly</td>
    <td>5.245429</td>
  </tr>
  <tr>
    <td>## foal</td>
    <td>3.517124</td>
  </tr>
</table>
<table><tr><td>foam</td><td>4.481824</td></tr><tr><td>foe</td><td>4.479539</td></tr><tr><td>fog</td><td>4.466750</td></tr><tr><td>foil</td><td>4.478104</td></tr><tr><td>fold</td><td>4.786968</td></tr><tr><td>folk</td><td>4.600788</td></tr><tr><td>font</td><td>3.065231</td></tr><tr><td>food</td><td>4.624302</td></tr><tr><td>fool</td><td>4.826378</td></tr><tr><td>foot</td><td>4.763897</td></tr><tr><td>force</td><td>4.363832</td></tr><tr><td>ford</td><td>3.707888</td></tr><tr><td>forge</td><td>3.808989</td></tr><tr><td>fork</td><td>4.717410</td></tr><tr><td>form</td><td>4.384230</td></tr><tr><td>fort</td><td>3.555419</td></tr><tr><td>found</td><td>4.777254</td></tr><tr><td>fowl</td><td>4.798537</td></tr><tr><td>fox</td><td>4.827972</td></tr><tr><td>frame</td><td>4.231973</td></tr><tr><td>fraud</td><td>4.022254</td></tr><tr><td>fray</td><td>3.595194</td></tr><tr><td>freak</td><td>4.576402</td></tr><tr><td>freeze</td><td>4.428336</td></tr><tr><td>freight</td><td>4.213678</td></tr><tr><td>fret</td><td>2.827264</td></tr><tr><td>friend</td><td>4.630446</td></tr><tr><td>frieze</td><td>3.623838</td></tr><tr><td>fright</td><td>4.342857</td></tr><tr><td>frill</td><td>4.018600</td></tr><tr><td>fringe</td><td>4.231505</td></tr><tr><td>frock</td><td>3.333881</td></tr><tr><td>frog</td><td>4.648457</td></tr><tr><td>front</td><td>4.764271</td></tr><tr><td>frost</td><td>4.393849</td></tr><tr><td>froth</td><td>2.570111</td></tr><tr><td>frown</td><td>4.332181</td></tr><tr><td>fruit</td><td>4.747315</td></tr><tr><td>fry</td><td>4.983799</td></tr><tr><td>fuel</td><td>4.766944</td></tr><tr><td>full</td><td>4.664999</td></tr><tr><td>fun</td><td>4.619383</td></tr><tr><td>fund</td><td>4.375831</td></tr><tr><td>funk</td><td>4.210096</td></tr><tr><td>fur</td><td>4.661085</td></tr><tr><td>fuse</td><td>4.248458</td></tr></table>
<table>
  <tr>
    <td>## fuss</td>
    <td>4.386371</td>
  </tr>
  <tr>
    <td>## fuzz</td>
    <td>3.584198</td>
  </tr>
  <tr>
    <td>## gab</td>
    <td>3.397735</td>
  </tr>
  <tr>
    <td>## gag</td>
    <td>3.685977</td>
  </tr>
  <tr>
    <td>## gain</td>
    <td>4.368117</td>
  </tr>
  <tr>
    <td>## gait</td>
    <td>3.065816</td>
  </tr>
  <tr>
    <td>## gal</td>
    <td>2.945896</td>
  </tr>
  <tr>
    <td>## gale</td>
    <td>3.761217</td>
  </tr>
  <tr>
    <td>## gall</td>
    <td>3.765631</td>
  </tr>
  <tr>
    <td>## game</td>
    <td>4.765789</td>
  </tr>
  <tr>
    <td>## gang</td>
    <td>4.446783</td>
  </tr>
  <tr>
    <td>## gap</td>
    <td>4.563765</td>
  </tr>
  <tr>
    <td>## garb</td>
    <td>2.712884</td>
  </tr>
  <tr>
    <td>## gas</td>
    <td>4.336957</td>
  </tr>
  <tr>
    <td>## gash</td>
    <td>2.500143</td>
  </tr>
  <tr>
    <td>## gasp</td>
    <td>4.338808</td>
  </tr>
  <tr>
    <td>## gate</td>
    <td>4.258427</td>
  </tr>
  <tr>
    <td>## gauge</td>
    <td>3.383509</td>
  </tr>
  <tr>
    <td>## gauze</td>
    <td>3.231018</td>
  </tr>
  <tr>
    <td>## gay</td>
    <td>4.365705</td>
  </tr>
  <tr>
    <td>## gaze</td>
    <td>4.245266</td>
  </tr>
  <tr>
    <td>## gear</td>
    <td>4.701233</td>
  </tr>
  <tr>
    <td>## gel</td>
    <td>4.224081</td>
  </tr>
  <tr>
    <td>## gem</td>
    <td>4.433397</td>
  </tr>
  <tr>
    <td>## gene</td>
    <td>3.891438</td>
  </tr>
  <tr>
    <td>## get</td>
    <td>4.616637</td>
  </tr>
  <tr>
    <td>## ghost</td>
    <td>4.632241</td>
  </tr>
  <tr>
    <td>## ghoul</td>
    <td>2.766751</td>
  </tr>
  <tr>
    <td>## gibe</td>
    <td>3.658583</td>
  </tr>
  <tr>
    <td>## gift</td>
    <td>4.822339</td>
  </tr>
  <tr>
    <td>## gig</td>
    <td>2.888942</td>
  </tr>
  <tr>
    <td>## gill</td>
    <td>1.837128</td>
  </tr>
  <tr>
    <td>## gilt</td>
    <td>3.302224</td>
  </tr>
  <tr>
    <td>## gin</td>
    <td>4.351231</td>
  </tr>
  <tr>
    <td>## gird</td>
    <td>4.319472</td>
  </tr>
  <tr>
    <td>## girl</td>
    <td>4.452744</td>
  </tr>
  <tr>
    <td>## gist</td>
    <td>3.082783</td>
  </tr>
  <tr>
    <td>## give</td>
    <td>4.817844</td>
  </tr>
  <tr>
    <td>## glance</td>
    <td>4.492931</td>
  </tr>
  <tr>
    <td>## gland</td>
    <td>4.357594</td>
  </tr>
  <tr>
    <td>## glare</td>
    <td>4.805362</td>
  </tr>
  <tr>
    <td>## glass</td>
    <td>4.795034</td>
  </tr>
  <tr>
    <td>## glaze</td>
    <td>4.479342</td>
  </tr>
  <tr>
    <td>## gleam</td>
    <td>3.583878</td>
  </tr>
  <tr>
    <td>## glean</td>
    <td>1.842479</td>
  </tr>
  <tr>
    <td>## glee</td>
    <td>3.853053</td>
  </tr>
</table>
<table><tr><td>glen</td><td>3.300354</td></tr><tr><td>glide</td><td>4.305858</td></tr><tr><td>glimpse</td><td>4.360083</td></tr><tr><td>glint</td><td>3.816922</td></tr><tr><td>gloat</td><td>3.539050</td></tr><tr><td>globe</td><td>4.202406</td></tr><tr><td>gloom</td><td>4.618677</td></tr><tr><td>gloss</td><td>4.735816</td></tr><tr><td>glove</td><td>4.349280</td></tr><tr><td>glow</td><td>4.343430</td></tr><tr><td>glue</td><td>4.580121</td></tr><tr><td>gnaw</td><td>3.545663</td></tr><tr><td>gnome</td><td>2.517041</td></tr><tr><td>go</td><td>4.508293</td></tr><tr><td>goad</td><td>4.209688</td></tr><tr><td>goal</td><td>4.733103</td></tr><tr><td>goat</td><td>4.501400</td></tr><tr><td>gob</td><td>2.202105</td></tr><tr><td>god</td><td>4.331781</td></tr><tr><td>gold</td><td>4.356858</td></tr><tr><td>golf</td><td>4.311987</td></tr><tr><td>gong</td><td>3.268785</td></tr><tr><td>goon</td><td>1.950402</td></tr><tr><td>goose</td><td>4.348627</td></tr><tr><td>gore</td><td>2.708426</td></tr><tr><td>gouge</td><td>2.691183</td></tr><tr><td>gourd</td><td>2.667397</td></tr><tr><td>gout</td><td>3.393536</td></tr><tr><td>gown</td><td>4.225872</td></tr><tr><td>grab</td><td>4.369885</td></tr><tr><td>grace</td><td>4.628878</td></tr><tr><td>grade</td><td>4.482157</td></tr><tr><td>graft</td><td>3.707322</td></tr><tr><td>grail</td><td>2.728491</td></tr><tr><td>grain</td><td>4.420725</td></tr><tr><td>gram</td><td>3.498294</td></tr><tr><td>grant</td><td>4.599263</td></tr><tr><td>grape</td><td>4.554693</td></tr><tr><td>graph</td><td>4.463114</td></tr><tr><td>grasp</td><td>4.449222</td></tr><tr><td>grass</td><td>4.382417</td></tr><tr><td>grate</td><td>3.989649</td></tr><tr><td>grave</td><td>4.590460</td></tr><tr><td>graze</td><td>4.247465</td></tr><tr><td>grease</td><td>4.375439</td></tr><tr><td>greed</td><td>4.467138</td></tr></table>
<table><tr><td>greet</td><td>3.151728</td></tr><tr><td>grid</td><td>4.300824</td></tr><tr><td>grill</td><td>4.347348</td></tr><tr><td>grille</td><td>2.333571</td></tr><tr><td>grime</td><td>3.916718</td></tr><tr><td>grin</td><td>4.183454</td></tr><tr><td>grind</td><td>4.467283</td></tr><tr><td>grip</td><td>4.327342</td></tr><tr><td>gripe</td><td>3.585241</td></tr><tr><td>grist</td><td>2.492373</td></tr><tr><td>grit</td><td>3.184158</td></tr><tr><td>groan</td><td>4.413399</td></tr><tr><td>groin</td><td>3.811751</td></tr><tr><td>groom</td><td>4.650474</td></tr><tr><td>groove</td><td>4.414855</td></tr><tr><td>grope</td><td>3.540658</td></tr><tr><td>grouch</td><td>3.888554</td></tr><tr><td>ground</td><td>4.758056</td></tr><tr><td>group</td><td>4.574621</td></tr><tr><td>grouse</td><td>3.785540</td></tr><tr><td>grove</td><td>3.888109</td></tr><tr><td>grow</td><td>4.833568</td></tr><tr><td>growl</td><td>4.380306</td></tr><tr><td>grub</td><td>2.907747</td></tr><tr><td>grudge</td><td>4.222811</td></tr><tr><td>grunt</td><td>4.264346</td></tr><tr><td>guard</td><td>4.808927</td></tr><tr><td>guess</td><td>4.497816</td></tr><tr><td>guest</td><td>4.543747</td></tr><tr><td>guide</td><td>4.829237</td></tr><tr><td>guild</td><td>3.447283</td></tr><tr><td>guile</td><td>3.016521</td></tr><tr><td>guilt</td><td>4.385048</td></tr><tr><td>guise</td><td>3.439427</td></tr><tr><td>gulf</td><td>4.018356</td></tr><tr><td>gull</td><td>2.863111</td></tr><tr><td>gulp</td><td>4.452891</td></tr><tr><td>gum</td><td>4.366753</td></tr><tr><td>gun</td><td>4.618468</td></tr><tr><td>gush</td><td>3.896270</td></tr><tr><td>gust</td><td>3.634422</td></tr><tr><td>gut</td><td>4.211547</td></tr><tr><td>guy</td><td>4.424781</td></tr><tr><td>gyp</td><td>3.504937</td></tr><tr><td>hack</td><td>4.283798</td></tr><tr><td>hag</td><td>4.315329</td></tr></table>
<table><tr><td>hail</td><td>4.784722</td></tr><tr><td>hair</td><td>4.379470</td></tr><tr><td>hall</td><td>4.506815</td></tr><tr><td>halt</td><td>4.805977</td></tr><tr><td>ham</td><td>4.829773</td></tr><tr><td>hand</td><td>4.794042</td></tr><tr><td>hang</td><td>4.678786</td></tr><tr><td>hank</td><td>4.193900</td></tr><tr><td>hark</td><td>4.233114</td></tr><tr><td>harm</td><td>4.396810</td></tr><tr><td>harp</td><td>4.652329</td></tr><tr><td>hart</td><td>4.041718</td></tr><tr><td>hash</td><td>4.228765</td></tr><tr><td>haste</td><td>4.757885</td></tr><tr><td>hat</td><td>4.515547</td></tr><tr><td>hatch</td><td>4.646828</td></tr><tr><td>hate</td><td>4.818769</td></tr><tr><td>haul</td><td>4.829770</td></tr><tr><td>haunt</td><td>3.785568</td></tr><tr><td>have</td><td>4.713456</td></tr><tr><td>haw</td><td>4.179878</td></tr><tr><td>hawk</td><td>4.464755</td></tr><tr><td>hay</td><td>4.827422</td></tr><tr><td>haze</td><td>4.505121</td></tr><tr><td>head</td><td>4.830696</td></tr><tr><td>heal</td><td>4.511403</td></tr><tr><td>heap</td><td>4.478364</td></tr><tr><td>hear</td><td>4.675941</td></tr><tr><td>heart</td><td>4.789872</td></tr><tr><td>hearth</td><td>4.339224</td></tr><tr><td>heat</td><td>4.699271</td></tr><tr><td>heave</td><td>3.975851</td></tr><tr><td>heck</td><td>4.129029</td></tr><tr><td>hedge</td><td>4.166392</td></tr><tr><td>heed</td><td>4.075559</td></tr><tr><td>heel</td><td>4.462994</td></tr><tr><td>height</td><td>4.517165</td></tr><tr><td>heir</td><td>4.497517</td></tr><tr><td>hell</td><td>4.533527</td></tr><tr><td>helm</td><td>2.953365</td></tr><tr><td>help</td><td>4.832449</td></tr><tr><td>hem</td><td>3.891282</td></tr><tr><td>hen</td><td>4.357255</td></tr><tr><td>herb</td><td>4.276599</td></tr><tr><td>herd</td><td>4.451189</td></tr><tr><td>hick</td><td>4.260836</td></tr></table>
<table>
  <tr>
    <td>hide</td>
    <td>5.257060</td>
  </tr>
  <tr>
    <td>hike</td>
    <td>4.655905</td>
  </tr>
  <tr>
    <td>hill</td>
    <td>4.796216</td>
  </tr>
  <tr>
    <td>hilt</td>
    <td>4.247525</td>
  </tr>
  <tr>
    <td>hind</td>
    <td>4.243252</td>
  </tr>
  <tr>
    <td>hinge</td>
    <td>4.329807</td>
  </tr>
  <tr>
    <td>hint</td>
    <td>4.671685</td>
  </tr>
  <tr>
    <td>hip</td>
    <td>4.779479</td>
  </tr>
  <tr>
    <td>hire</td>
    <td>4.596276</td>
  </tr>
  <tr>
    <td>hiss</td>
    <td>3.883866</td>
  </tr>
  <tr>
    <td>hit</td>
    <td>4.503940</td>
  </tr>
  <tr>
    <td>hitch</td>
    <td>3.552591</td>
  </tr>
  <tr>
    <td>hive</td>
    <td>4.124214</td>
  </tr>
  <tr>
    <td>hob</td>
    <td>4.357132</td>
  </tr>
  <tr>
    <td>hoe</td>
    <td>4.533261</td>
  </tr>
  <tr>
    <td>hog</td>
    <td>5.185818</td>
  </tr>
  <tr>
    <td>hoist</td>
    <td>4.377115</td>
  </tr>
  <tr>
    <td>hold</td>
    <td>4.723972</td>
  </tr>
  <tr>
    <td>hole</td>
    <td>4.744367</td>
  </tr>
  <tr>
    <td>home</td>
    <td>4.448297</td>
  </tr>
  <tr>
    <td>hone</td>
    <td>2.372087</td>
  </tr>
  <tr>
    <td>hooch</td>
    <td>4.274729</td>
  </tr>
  <tr>
    <td>hood</td>
    <td>4.676410</td>
  </tr>
  <tr>
    <td>hoof</td>
    <td>4.430720</td>
  </tr>
  <tr>
    <td>hook</td>
    <td>4.493886</td>
  </tr>
  <tr>
    <td>hoop</td>
    <td>4.388945</td>
  </tr>
  <tr>
    <td>hoot</td>
    <td>4.443625</td>
  </tr>
  <tr>
    <td>hop</td>
    <td>4.492332</td>
  </tr>
  <tr>
    <td>hope</td>
    <td>4.725635</td>
  </tr>
  <tr>
    <td>horn</td>
    <td>4.812493</td>
  </tr>
  <tr>
    <td>horse</td>
    <td>4.263629</td>
  </tr>
  <tr>
    <td>hose</td>
    <td>4.476952</td>
  </tr>
  <tr>
    <td>host</td>
    <td>4.695919</td>
  </tr>
  <tr>
    <td>hound</td>
    <td>4.397397</td>
  </tr>
  <tr>
    <td>hour</td>
    <td>4.447092</td>
  </tr>
  <tr>
    <td>house</td>
    <td>4.469361</td>
  </tr>
  <tr>
    <td>howl</td>
    <td>4.688669</td>
  </tr>
  <tr>
    <td>hub</td>
    <td>3.830978</td>
  </tr>
  <tr>
    <td>hue</td>
    <td>4.389936</td>
  </tr>
  <tr>
    <td>huff</td>
    <td>4.283572</td>
  </tr>
  <tr>
    <td>hug</td>
    <td>4.711461</td>
  </tr>
  <tr>
    <td>hulk</td>
    <td>4.655511</td>
  </tr>
  <tr>
    <td>hull</td>
    <td>4.297173</td>
  </tr>
  <tr>
    <td>hum</td>
    <td>4.333604</td>
  </tr>
  <tr>
    <td>hump</td>
    <td>3.729224</td>
  </tr>
  <tr>
    <td>hunch</td>
    <td>4.112635</td>
  </tr>
</table>
<table><tr><td>hunk</td><td>4.381851</td></tr><tr><td>hunt</td><td>4.647632</td></tr><tr><td>hurl</td><td>4.634227</td></tr><tr><td>hurt</td><td>4.631861</td></tr><tr><td>hush</td><td>4.365132</td></tr><tr><td>hut</td><td>4.806102</td></tr><tr><td>hymn</td><td>4.313918</td></tr><tr><td>ice</td><td>4.821789</td></tr><tr><td>inch</td><td>4.698713</td></tr><tr><td>ink</td><td>4.832674</td></tr><tr><td>inn</td><td>4.371587</td></tr><tr><td>ire</td><td>4.193131</td></tr><tr><td>isle</td><td>3.996192</td></tr><tr><td>itch</td><td>3.663997</td></tr><tr><td>jab</td><td>3.927372</td></tr><tr><td>jack</td><td>4.683204</td></tr><tr><td>jade</td><td>4.269969</td></tr><tr><td>jag</td><td>4.061460</td></tr><tr><td>jail</td><td>4.803955</td></tr><tr><td>jam</td><td>4.793420</td></tr><tr><td>jape</td><td>4.324016</td></tr><tr><td>jar</td><td>4.581125</td></tr><tr><td>jaw</td><td>4.599277</td></tr><tr><td>jazz</td><td>4.539491</td></tr><tr><td>jeep</td><td>4.741771</td></tr><tr><td>jeer</td><td>4.377572</td></tr><tr><td>jerk</td><td>4.590234</td></tr><tr><td>jest</td><td>4.314017</td></tr><tr><td>jet</td><td>4.672017</td></tr><tr><td>jig</td><td>4.367386</td></tr><tr><td>job</td><td>4.338494</td></tr><tr><td>jog</td><td>4.825836</td></tr><tr><td>join</td><td>4.386936</td></tr><tr><td>joke</td><td>4.826674</td></tr><tr><td>jolt</td><td>4.366695</td></tr><tr><td>jot</td><td>4.204958</td></tr><tr><td>joust</td><td>4.069476</td></tr><tr><td>jowl</td><td>3.513496</td></tr><tr><td>joy</td><td>4.491399</td></tr><tr><td>judge</td><td>4.633194</td></tr><tr><td>jug</td><td>4.667485</td></tr><tr><td>juice</td><td>4.824480</td></tr><tr><td>jump</td><td>4.496950</td></tr><tr><td>junk</td><td>4.755344</td></tr><tr><td>jute</td><td>2.685725</td></tr><tr><td>kale</td><td>2.378666</td></tr></table>
<table>
  <tr>
    <td>keel</td>
    <td>4.260283</td>
  </tr>
  <tr>
    <td>keen</td>
    <td>4.249516</td>
  </tr>
  <tr>
    <td>keep</td>
    <td>4.553172</td>
  </tr>
  <tr>
    <td>keg</td>
    <td>4.567605</td>
  </tr>
  <tr>
    <td>kelp</td>
    <td>2.301999</td>
  </tr>
  <tr>
    <td>ken</td>
    <td>4.150845</td>
  </tr>
  <tr>
    <td>key</td>
    <td>4.361211</td>
  </tr>
  <tr>
    <td>kick</td>
    <td>4.435122</td>
  </tr>
  <tr>
    <td>kid</td>
    <td>4.887026</td>
  </tr>
  <tr>
    <td>kill</td>
    <td>4.826968</td>
  </tr>
  <tr>
    <td>kilt</td>
    <td>3.182298</td>
  </tr>
  <tr>
    <td>kin</td>
    <td>4.297009</td>
  </tr>
  <tr>
    <td>kind</td>
    <td>4.528883</td>
  </tr>
  <tr>
    <td>king</td>
    <td>4.702257</td>
  </tr>
  <tr>
    <td>kiss</td>
    <td>4.806383</td>
  </tr>
  <tr>
    <td>kit</td>
    <td>4.416408</td>
  </tr>
  <tr>
    <td>kite</td>
    <td>4.732919</td>
  </tr>
  <tr>
    <td>knack</td>
    <td>2.944890</td>
  </tr>
  <tr>
    <td>knead</td>
    <td>4.406184</td>
  </tr>
  <tr>
    <td>knee</td>
    <td>4.799150</td>
  </tr>
  <tr>
    <td>kneel</td>
    <td>4.279970</td>
  </tr>
  <tr>
    <td>knife</td>
    <td>4.788215</td>
  </tr>
  <tr>
    <td>knight</td>
    <td>4.479171</td>
  </tr>
  <tr>
    <td>knit</td>
    <td>4.632571</td>
  </tr>
  <tr>
    <td>knob</td>
    <td>4.755228</td>
  </tr>
  <tr>
    <td>knock</td>
    <td>4.673209</td>
  </tr>
  <tr>
    <td>knoll</td>
    <td>3.637351</td>
  </tr>
  <tr>
    <td>knot</td>
    <td>4.804559</td>
  </tr>
  <tr>
    <td>know</td>
    <td>4.754476</td>
  </tr>
  <tr>
    <td>lace</td>
    <td>4.817906</td>
  </tr>
  <tr>
    <td>lack</td>
    <td>4.511694</td>
  </tr>
  <tr>
    <td>lad</td>
    <td>4.582609</td>
  </tr>
  <tr>
    <td>lag</td>
    <td>4.336198</td>
  </tr>
  <tr>
    <td>lake</td>
    <td>4.826747</td>
  </tr>
  <tr>
    <td>lamb</td>
    <td>4.410680</td>
  </tr>
  <tr>
    <td>lame</td>
    <td>4.823181</td>
  </tr>
  <tr>
    <td>lamp</td>
    <td>4.732958</td>
  </tr>
  <tr>
    <td>lance</td>
    <td>3.490486</td>
  </tr>
  <tr>
    <td>land</td>
    <td>4.694206</td>
  </tr>
  <tr>
    <td>lane</td>
    <td>4.742106</td>
  </tr>
  <tr>
    <td>lap</td>
    <td>5.206437</td>
  </tr>
  <tr>
    <td>lapse</td>
    <td>4.489402</td>
  </tr>
  <tr>
    <td>lard</td>
    <td>4.269174</td>
  </tr>
  <tr>
    <td>lark</td>
    <td>4.428026</td>
  </tr>
  <tr>
    <td>lash</td>
    <td>4.412558</td>
  </tr>
  <tr>
    <td>lass</td>
    <td>2.530866</td>
  </tr>
</table>
<table><tr><td>## last</td><td>4.229438</td></tr><tr><td>## latch</td><td>4.484428</td></tr><tr><td>## lath</td><td>1.675893</td></tr><tr><td>## lathe</td><td>4.287222</td></tr><tr><td>## laugh</td><td>4.504748</td></tr><tr><td>## launch</td><td>4.423966</td></tr><tr><td>## law</td><td>4.692022</td></tr><tr><td>## lawn</td><td>4.328088</td></tr><tr><td>## lay</td><td>4.602886</td></tr><tr><td>## laze</td><td>4.329335</td></tr><tr><td>## leaf</td><td>4.660242</td></tr><tr><td>## leak</td><td>4.826867</td></tr><tr><td>## lean</td><td>4.619627</td></tr><tr><td>## leap</td><td>4.347430</td></tr><tr><td>## learn</td><td>3.793397</td></tr><tr><td>## lease</td><td>4.821051</td></tr><tr><td>## leash</td><td>4.799366</td></tr><tr><td>## leave</td><td>4.730773</td></tr><tr><td>## ledge</td><td>4.361765</td></tr><tr><td>## lee</td><td>3.399659</td></tr><tr><td>## leg</td><td>4.320709</td></tr><tr><td>## lend</td><td>4.789383</td></tr><tr><td>## lens</td><td>4.410116</td></tr><tr><td>## let</td><td>4.338308</td></tr><tr><td>## lick</td><td>4.549965</td></tr><tr><td>## lid</td><td>4.626880</td></tr><tr><td>## lie</td><td>4.725186</td></tr><tr><td>## life</td><td>4.800757</td></tr><tr><td>## lift</td><td>4.613279</td></tr><tr><td>## light</td><td>4.813596</td></tr><tr><td>## like</td><td>4.801141</td></tr><tr><td>## lilt</td><td>4.347442</td></tr><tr><td>## limb</td><td>4.731773</td></tr><tr><td>## lime</td><td>4.441017</td></tr><tr><td>## limp</td><td>4.570637</td></tr><tr><td>## line</td><td>4.116515</td></tr><tr><td>## link</td><td>4.490544</td></tr><tr><td>## lint</td><td>4.221013</td></tr><tr><td>## lip</td><td>4.820945</td></tr><tr><td>## lisle</td><td>1.709076</td></tr><tr><td>## list</td><td>4.647590</td></tr><tr><td>## load</td><td>4.717615</td></tr><tr><td>## loaf</td><td>4.697254</td></tr><tr><td>## loan</td><td>4.657545</td></tr><tr><td>## lob</td><td>3.910114</td></tr><tr><td>## lobe</td><td>3.897114</td></tr></table>
<table><tr><td>## lock</td><td>4.775326</td></tr><tr><td>## lodge</td><td>4.689315</td></tr><tr><td>## loft</td><td>4.296173</td></tr><tr><td>## log</td><td>4.448055</td></tr><tr><td>## loin</td><td>4.332125</td></tr><tr><td>## look</td><td>4.829358</td></tr><tr><td>## loom</td><td>3.617238</td></tr><tr><td>## loon</td><td>3.646200</td></tr><tr><td>## loop</td><td>4.770469</td></tr><tr><td>## loot</td><td>4.423560</td></tr><tr><td>## lop</td><td>4.290992</td></tr><tr><td>## lope</td><td>4.318002</td></tr><tr><td>## lord</td><td>4.835672</td></tr><tr><td>## lore</td><td>4.153601</td></tr><tr><td>## lose</td><td>4.488597</td></tr><tr><td>## loss</td><td>4.670919</td></tr><tr><td>## lot</td><td>4.778518</td></tr><tr><td>## lounge</td><td>4.376790</td></tr><tr><td>## louse</td><td>3.302761</td></tr><tr><td>## love</td><td>4.815691</td></tr><tr><td>## low</td><td>4.774050</td></tr><tr><td>## luck</td><td>4.584061</td></tr><tr><td>## lug</td><td>4.457102</td></tr><tr><td>## lull</td><td>3.680070</td></tr><tr><td>## lump</td><td>4.720490</td></tr><tr><td>## lung</td><td>4.344878</td></tr><tr><td>## lurch</td><td>2.933876</td></tr><tr><td>## lure</td><td>4.354080</td></tr><tr><td>## lurk</td><td>4.304543</td></tr><tr><td>## lust</td><td>4.391371</td></tr><tr><td>## lute</td><td>4.332720</td></tr><tr><td>## lye</td><td>2.700190</td></tr><tr><td>## lymph</td><td>3.438636</td></tr><tr><td>## lynch</td><td>4.114684</td></tr><tr><td>## maid</td><td>4.761425</td></tr><tr><td>## mail</td><td>4.438845</td></tr><tr><td>## make</td><td>4.827275</td></tr><tr><td>## mall</td><td>4.345208</td></tr><tr><td>## malt</td><td>4.572023</td></tr><tr><td>## man</td><td>4.826995</td></tr><tr><td>## mane</td><td>4.276041</td></tr><tr><td>## manse</td><td>4.320914</td></tr><tr><td>## map</td><td>4.829260</td></tr><tr><td>## mar</td><td>3.659355</td></tr><tr><td>## march</td><td>5.025326</td></tr><tr><td>## mare</td><td>3.665222</td></tr></table>
<table><tr><td>mark</td><td>4.415676</td></tr><tr><td>marsh</td><td>3.634131</td></tr><tr><td>mart</td><td>3.741048</td></tr><tr><td>mash</td><td>4.391595</td></tr><tr><td>mask</td><td>4.808396</td></tr><tr><td>mass</td><td>4.400138</td></tr><tr><td>mast</td><td>4.425648</td></tr><tr><td>mat</td><td>4.393529</td></tr><tr><td>match</td><td>4.642591</td></tr><tr><td>mate</td><td>4.547665</td></tr><tr><td>maw</td><td>4.331761</td></tr><tr><td>may</td><td>4.454092</td></tr><tr><td>maze</td><td>4.530489</td></tr><tr><td>mead</td><td>3.960973</td></tr><tr><td>meal</td><td>4.812975</td></tr><tr><td>mean</td><td>4.380340</td></tr><tr><td>meat</td><td>4.463617</td></tr><tr><td>meet</td><td>4.708289</td></tr><tr><td>meld</td><td>4.368565</td></tr><tr><td>melt</td><td>4.740968</td></tr><tr><td>mend</td><td>4.454709</td></tr><tr><td>merge</td><td>4.446008</td></tr><tr><td>mesh</td><td>4.455022</td></tr><tr><td>mess</td><td>4.232868</td></tr><tr><td>mew</td><td>2.210114</td></tr><tr><td>might</td><td>4.381969</td></tr><tr><td>mile</td><td>4.577229</td></tr><tr><td>milk</td><td>4.533182</td></tr><tr><td>mill</td><td>4.218256</td></tr><tr><td>mime</td><td>2.793830</td></tr><tr><td>mince</td><td>2.960174</td></tr><tr><td>mind</td><td>4.801498</td></tr><tr><td>mine</td><td>4.352628</td></tr><tr><td>mink</td><td>3.432363</td></tr><tr><td>mint</td><td>4.539522</td></tr><tr><td>mirth</td><td>3.841182</td></tr><tr><td>miss</td><td>4.554551</td></tr><tr><td>mist</td><td>4.647187</td></tr><tr><td>mite</td><td>3.352705</td></tr><tr><td>mitt</td><td>3.883382</td></tr><tr><td>mix</td><td>4.708658</td></tr><tr><td>moan</td><td>4.340058</td></tr><tr><td>mob</td><td>4.782952</td></tr><tr><td>mock</td><td>4.389692</td></tr><tr><td>mode</td><td>4.224563</td></tr><tr><td>mole</td><td>4.605425</td></tr></table>
<table>
  <tr>
    <td>## moll</td>
    <td>3.205782</td>
  </tr>
  <tr>
    <td>## mom</td>
    <td>4.658750</td>
  </tr>
  <tr>
    <td>## monk</td>
    <td>4.703126</td>
  </tr>
  <tr>
    <td>## month</td>
    <td>4.772032</td>
  </tr>
  <tr>
    <td>## moo</td>
    <td>4.061863</td>
  </tr>
  <tr>
    <td>## mood</td>
    <td>4.507656</td>
  </tr>
  <tr>
    <td>## moon</td>
    <td>4.349121</td>
  </tr>
  <tr>
    <td>## moose</td>
    <td>4.463505</td>
  </tr>
  <tr>
    <td>## moot</td>
    <td>3.694419</td>
  </tr>
  <tr>
    <td>## mop</td>
    <td>4.661377</td>
  </tr>
  <tr>
    <td>## moss</td>
    <td>4.490232</td>
  </tr>
  <tr>
    <td>## moth</td>
    <td>3.450856</td>
  </tr>
  <tr>
    <td>## mould</td>
    <td>3.699780</td>
  </tr>
  <tr>
    <td>## mount</td>
    <td>4.670176</td>
  </tr>
  <tr>
    <td>## mourn</td>
    <td>4.636393</td>
  </tr>
  <tr>
    <td>## mouse</td>
    <td>4.473900</td>
  </tr>
  <tr>
    <td>## mouth</td>
    <td>4.723708</td>
  </tr>
  <tr>
    <td>## move</td>
    <td>4.695824</td>
  </tr>
  <tr>
    <td>## mow</td>
    <td>4.079849</td>
  </tr>
  <tr>
    <td>## muck</td>
    <td>3.033213</td>
  </tr>
  <tr>
    <td>## mud</td>
    <td>4.799811</td>
  </tr>
  <tr>
    <td>## muff</td>
    <td>3.772033</td>
  </tr>
  <tr>
    <td>## mug</td>
    <td>4.743483</td>
  </tr>
  <tr>
    <td>## mulch</td>
    <td>3.790083</td>
  </tr>
  <tr>
    <td>## mule</td>
    <td>4.387014</td>
  </tr>
  <tr>
    <td>## mum</td>
    <td>3.473536</td>
  </tr>
  <tr>
    <td>## munch</td>
    <td>3.866212</td>
  </tr>
  <tr>
    <td>## muse</td>
    <td>3.508621</td>
  </tr>
  <tr>
    <td>## mush</td>
    <td>3.836088</td>
  </tr>
  <tr>
    <td>## must</td>
    <td>4.611735</td>
  </tr>
  <tr>
    <td>## myth</td>
    <td>4.336778</td>
  </tr>
  <tr>
    <td>## nab</td>
    <td>3.091956</td>
  </tr>
  <tr>
    <td>## nail</td>
    <td>4.348517</td>
  </tr>
  <tr>
    <td>## name</td>
    <td>4.347894</td>
  </tr>
  <tr>
    <td>## nap</td>
    <td>4.393517</td>
  </tr>
  <tr>
    <td>## nape</td>
    <td>3.648428</td>
  </tr>
  <tr>
    <td>## naught</td>
    <td>2.781396</td>
  </tr>
  <tr>
    <td>## neck</td>
    <td>4.661157</td>
  </tr>
  <tr>
    <td>## need</td>
    <td>4.779754</td>
  </tr>
  <tr>
    <td>## nerve</td>
    <td>4.339241</td>
  </tr>
  <tr>
    <td>## nest</td>
    <td>4.521404</td>
  </tr>
  <tr>
    <td>## news</td>
    <td>4.688042</td>
  </tr>
  <tr>
    <td>## newt</td>
    <td>3.696725</td>
  </tr>
  <tr>
    <td>## nick</td>
    <td>2.618296</td>
  </tr>
  <tr>
    <td>## niece</td>
    <td>4.373940</td>
  </tr>
  <tr>
    <td>## night</td>
    <td>4.395511</td>
  </tr>
</table>
<table><tr><td>## nil</td><td>2.133689</td></tr><tr><td>## nip</td><td>3.643911</td></tr><tr><td>## nod</td><td>4.276919</td></tr><tr><td>## node</td><td>4.036599</td></tr><tr><td>## noise</td><td>4.673952</td></tr><tr><td>## nonce</td><td>4.274064</td></tr><tr><td>## nook</td><td>3.044409</td></tr><tr><td>## noon</td><td>4.329415</td></tr><tr><td>## noose</td><td>4.202254</td></tr><tr><td>## norm</td><td>4.339063</td></tr><tr><td>## north</td><td>4.482381</td></tr><tr><td>## nose</td><td>4.401422</td></tr><tr><td>## notch</td><td>4.219440</td></tr><tr><td>## note</td><td>4.349222</td></tr><tr><td>## noun</td><td>3.788377</td></tr><tr><td>## nudge</td><td>3.868801</td></tr><tr><td>## nun</td><td>4.339301</td></tr><tr><td>## nurse</td><td>4.392797</td></tr><tr><td>## nut</td><td>4.763943</td></tr><tr><td>## nymph</td><td>4.229243</td></tr><tr><td>## oak</td><td>4.816147</td></tr><tr><td>## oath</td><td>4.357185</td></tr><tr><td>## oil</td><td>4.826824</td></tr><tr><td>## ooze</td><td>4.058761</td></tr><tr><td>## orb</td><td>2.533531</td></tr><tr><td>## ore</td><td>3.906642</td></tr><tr><td>## ought</td><td>4.323016</td></tr><tr><td>## ounce</td><td>4.338569</td></tr><tr><td>## oust</td><td>2.869967</td></tr><tr><td>## owl</td><td>4.824889</td></tr><tr><td>## pace</td><td>4.478018</td></tr><tr><td>## pack</td><td>4.808568</td></tr><tr><td>## pact</td><td>4.676952</td></tr><tr><td>## pad</td><td>4.731117</td></tr><tr><td>## page</td><td>4.783722</td></tr><tr><td>## pail</td><td>4.367083</td></tr><tr><td>## pain</td><td>4.499357</td></tr><tr><td>## paint</td><td>4.826868</td></tr><tr><td>## pair</td><td>4.829898</td></tr><tr><td>## pal</td><td>4.775265</td></tr><tr><td>## pale</td><td>4.814319</td></tr><tr><td>## pall</td><td>4.331320</td></tr><tr><td>## palm</td><td>4.756999</td></tr><tr><td>## pan</td><td>4.649414</td></tr><tr><td>## pane</td><td>4.166220</td></tr><tr><td>## pang</td><td>2.712928</td></tr></table>
<table><tr><td>## pant</td><td>4.663247</td></tr><tr><td>## pap</td><td>3.714786</td></tr><tr><td>## par</td><td>3.604518</td></tr><tr><td>## pare</td><td>3.377817</td></tr><tr><td>## park</td><td>4.693325</td></tr><tr><td>## part</td><td>4.753235</td></tr><tr><td>## pass</td><td>4.444818</td></tr><tr><td>## paste</td><td>4.660691</td></tr><tr><td>## pat</td><td>4.832477</td></tr><tr><td>## patch</td><td>4.697866</td></tr><tr><td>## pate</td><td>4.334181</td></tr><tr><td>## path</td><td>4.786469</td></tr><tr><td>## paunch</td><td>3.073094</td></tr><tr><td>## pause</td><td>4.688107</td></tr><tr><td>## pave</td><td>4.245229</td></tr><tr><td>## paw</td><td>4.454331</td></tr><tr><td>## pawn</td><td>4.352772</td></tr><tr><td>## pay</td><td>4.812411</td></tr><tr><td>## pea</td><td>4.825084</td></tr><tr><td>## peace</td><td>4.646028</td></tr><tr><td>## peach</td><td>4.408527</td></tr><tr><td>## peak</td><td>4.625898</td></tr><tr><td>## peal</td><td>4.339030</td></tr><tr><td>## pear</td><td>4.655576</td></tr><tr><td>## pearl</td><td>4.824769</td></tr><tr><td>## peat</td><td>3.571575</td></tr><tr><td>## peck</td><td>4.612864</td></tr><tr><td>## pee</td><td>4.282803</td></tr><tr><td>## peel</td><td>4.637586</td></tr><tr><td>## peep</td><td>4.388318</td></tr><tr><td>## peer</td><td>4.676705</td></tr><tr><td>## peg</td><td>4.572383</td></tr><tr><td>## pelt</td><td>3.175693</td></tr><tr><td>## pen</td><td>4.684014</td></tr><tr><td>## perch</td><td>3.908587</td></tr><tr><td>## perk</td><td>4.334940</td></tr><tr><td>## pest</td><td>4.311720</td></tr><tr><td>## pet</td><td>4.774010</td></tr><tr><td>## pew</td><td>3.459224</td></tr><tr><td>## phase</td><td>4.348069</td></tr><tr><td>## phrase</td><td>4.360073</td></tr><tr><td>## pick</td><td>4.731805</td></tr><tr><td>## pie</td><td>4.766250</td></tr><tr><td>## piece</td><td>4.514216</td></tr><tr><td>## pier</td><td>4.364287</td></tr><tr><td>## pierce</td><td>4.346129</td></tr></table>
<table><tr><td>## pig</td><td>4.825260</td></tr><tr><td>## pike</td><td>4.616956</td></tr><tr><td>## pile</td><td>4.834221</td></tr><tr><td>## pill</td><td>4.391134</td></tr><tr><td>## pimp</td><td>4.378813</td></tr><tr><td>## pin</td><td>4.354489</td></tr><tr><td>## pinch</td><td>4.357923</td></tr><tr><td>## pine</td><td>4.729767</td></tr><tr><td>## pint</td><td>4.315949</td></tr><tr><td>## pip</td><td>3.377936</td></tr><tr><td>## pipe</td><td>4.826946</td></tr><tr><td>## piss</td><td>4.330467</td></tr><tr><td>## pit</td><td>4.546575</td></tr><tr><td>## pitch</td><td>4.623344</td></tr><tr><td>## pith</td><td>3.742495</td></tr><tr><td>## place</td><td>4.811676</td></tr><tr><td>## plaid</td><td>4.687620</td></tr><tr><td>## plain</td><td>4.328490</td></tr><tr><td>## plan</td><td>4.801605</td></tr><tr><td>## plane</td><td>4.331055</td></tr><tr><td>## plank</td><td>3.975434</td></tr><tr><td>## plant</td><td>4.488348</td></tr><tr><td>## plate</td><td>4.654556</td></tr><tr><td>## play</td><td>4.789437</td></tr><tr><td>## plea</td><td>4.512299</td></tr><tr><td>## plead</td><td>4.747816</td></tr><tr><td>## please</td><td>4.822363</td></tr><tr><td>## pleat</td><td>3.346758</td></tr><tr><td>## pledge</td><td>4.409025</td></tr><tr><td>## plod</td><td>3.064928</td></tr><tr><td>## plot</td><td>4.800153</td></tr><tr><td>## plough</td><td>4.029343</td></tr><tr><td>## pluck</td><td>4.491835</td></tr><tr><td>## plug</td><td>4.438050</td></tr><tr><td>## plum</td><td>4.835614</td></tr><tr><td>## plume</td><td>3.536436</td></tr><tr><td>## plunge</td><td>4.477653</td></tr><tr><td>## plush</td><td>4.580711</td></tr><tr><td>## poach</td><td>3.114203</td></tr><tr><td>## pod</td><td>4.209493</td></tr><tr><td>## point</td><td>4.786739</td></tr><tr><td>## poise</td><td>4.373261</td></tr><tr><td>## poke</td><td>4.485834</td></tr><tr><td>## pole</td><td>4.550446</td></tr><tr><td>## poll</td><td>4.480919</td></tr><tr><td>## pomp</td><td>4.191251</td></tr></table>
<table>
  <tr>
    <td>pond</td>
    <td>4.550101</td>
  </tr>
  <tr>
    <td>pool</td>
    <td>4.826429</td>
  </tr>
  <tr>
    <td>pop</td>
    <td>4.700729</td>
  </tr>
  <tr>
    <td>pope</td>
    <td>4.778164</td>
  </tr>
  <tr>
    <td>porch</td>
    <td>4.453893</td>
  </tr>
  <tr>
    <td>pore</td>
    <td>3.866062</td>
  </tr>
  <tr>
    <td>pork</td>
    <td>4.780752</td>
  </tr>
  <tr>
    <td>port</td>
    <td>4.140662</td>
  </tr>
  <tr>
    <td>pose</td>
    <td>4.546787</td>
  </tr>
  <tr>
    <td>post</td>
    <td>4.540591</td>
  </tr>
  <tr>
    <td>pot</td>
    <td>4.798342</td>
  </tr>
  <tr>
    <td>pouch</td>
    <td>4.351897</td>
  </tr>
  <tr>
    <td>pound</td>
    <td>5.239679</td>
  </tr>
  <tr>
    <td>pour</td>
    <td>4.498899</td>
  </tr>
  <tr>
    <td>pout</td>
    <td>3.471913</td>
  </tr>
  <tr>
    <td>praise</td>
    <td>4.563322</td>
  </tr>
  <tr>
    <td>prank</td>
    <td>4.477593</td>
  </tr>
  <tr>
    <td>pray</td>
    <td>4.603920</td>
  </tr>
  <tr>
    <td>preach</td>
    <td>3.671397</td>
  </tr>
  <tr>
    <td>prep</td>
    <td>4.122529</td>
  </tr>
  <tr>
    <td>press</td>
    <td>4.620032</td>
  </tr>
  <tr>
    <td>prey</td>
    <td>4.543947</td>
  </tr>
  <tr>
    <td>price</td>
    <td>4.833018</td>
  </tr>
  <tr>
    <td>prick</td>
    <td>4.336485</td>
  </tr>
  <tr>
    <td>pride</td>
    <td>4.827665</td>
  </tr>
  <tr>
    <td>priest</td>
    <td>4.155248</td>
  </tr>
  <tr>
    <td>prime</td>
    <td>4.601115</td>
  </tr>
  <tr>
    <td>prince</td>
    <td>4.338189</td>
  </tr>
  <tr>
    <td>print</td>
    <td>4.807925</td>
  </tr>
  <tr>
    <td>prize</td>
    <td>4.680041</td>
  </tr>
  <tr>
    <td>probe</td>
    <td>4.461384</td>
  </tr>
  <tr>
    <td>prod</td>
    <td>2.998857</td>
  </tr>
  <tr>
    <td>prop</td>
    <td>3.898986</td>
  </tr>
  <tr>
    <td>prose</td>
    <td>4.019208</td>
  </tr>
  <tr>
    <td>prove</td>
    <td>4.247111</td>
  </tr>
  <tr>
    <td>prow</td>
    <td>3.509156</td>
  </tr>
  <tr>
    <td>prowl</td>
    <td>4.422597</td>
  </tr>
  <tr>
    <td>pry</td>
    <td>4.050742</td>
  </tr>
  <tr>
    <td>psalm</td>
    <td>3.562436</td>
  </tr>
  <tr>
    <td>pub</td>
    <td>4.651034</td>
  </tr>
  <tr>
    <td> puck</td>
    <td>4.275935</td>
  </tr>
  <tr>
    <td>puff</td>
    <td>4.466276</td>
  </tr>
  <tr>
    <td>puke</td>
    <td>3.838093</td>
  </tr>
  <tr>
    <td>pull</td>
    <td>4.590955</td>
  </tr>
  <tr>
    <td>pulp</td>
    <td>4.434812</td>
  </tr>
  <tr>
    <td>pulse</td>
    <td>4.752689</td>
  </tr>
</table>
<table><tr><td>## pump</td><td>4.483249</td></tr><tr><td>## pun</td><td>3.654779</td></tr><tr><td>## punch</td><td>4.644295</td></tr><tr><td>## punk</td><td>4.566504</td></tr><tr><td>## punt</td><td>4.305487</td></tr><tr><td>## pup</td><td>4.612579</td></tr><tr><td>## purge</td><td>4.370778</td></tr><tr><td>## purse</td><td>4.440302</td></tr><tr><td>## pus</td><td>4.058800</td></tr><tr><td>## push</td><td>4.337118</td></tr><tr><td>## put</td><td>4.488895</td></tr><tr><td>## putt</td><td>4.253883</td></tr><tr><td>## pyre</td><td>3.165450</td></tr><tr><td>## quack</td><td>4.387730</td></tr><tr><td>## quake</td><td>4.088666</td></tr><tr><td>## quart</td><td>4.302993</td></tr><tr><td>## quartz</td><td>4.375918</td></tr><tr><td>## quay</td><td>4.336768</td></tr><tr><td>## queen</td><td>4.466669</td></tr><tr><td>## quell</td><td>2.141983</td></tr><tr><td>## quench</td><td>3.958772</td></tr><tr><td>## quest</td><td>4.335827</td></tr><tr><td>## queue</td><td>2.954870</td></tr><tr><td>## quill</td><td>4.210156</td></tr><tr><td>## quince</td><td>2.439060</td></tr><tr><td>## quirk</td><td>4.268296</td></tr><tr><td>## quiz</td><td>4.401503</td></tr><tr><td>## quote</td><td>4.596749</td></tr><tr><td>## race</td><td>4.761840</td></tr><tr><td>## rack</td><td>4.401880</td></tr><tr><td>## raft</td><td>4.285257</td></tr><tr><td>## rag</td><td>4.385363</td></tr><tr><td>## rage</td><td>4.805094</td></tr><tr><td>## raid</td><td>4.738494</td></tr><tr><td>## rail</td><td>4.397861</td></tr><tr><td>## rain</td><td>4.665462</td></tr><tr><td>## raise</td><td>4.505328</td></tr><tr><td>## rake</td><td>4.673476</td></tr><tr><td>## ram</td><td>3.717822</td></tr><tr><td>## ranch</td><td>4.792226</td></tr><tr><td>## range</td><td>4.642427</td></tr><tr><td>## rank</td><td>4.365914</td></tr><tr><td>## rant</td><td>3.612252</td></tr><tr><td>## rap</td><td>4.437390</td></tr><tr><td>## rape</td><td>4.505345</td></tr><tr><td>## rash</td><td>4.761828</td></tr></table>
<table><tr><td>## rasp</td><td>3.676313</td></tr><tr><td>## rat</td><td>4.759964</td></tr><tr><td>## rate</td><td>4.564195</td></tr><tr><td>## rave</td><td>4.477349</td></tr><tr><td>## ray</td><td>4.343305</td></tr><tr><td>## reach</td><td>4.828840</td></tr><tr><td>## realm</td><td>4.383107</td></tr><tr><td>## ream</td><td>2.611859</td></tr><tr><td>## reap</td><td>4.007352</td></tr><tr><td>## rear</td><td>4.653498</td></tr><tr><td>## reed</td><td>3.735852</td></tr><tr><td>## reef</td><td>3.442006</td></tr><tr><td>## reek</td><td>3.986619</td></tr><tr><td>## reel</td><td>3.503031</td></tr><tr><td>## reign</td><td>4.317823</td></tr><tr><td>## rein</td><td>3.452537</td></tr><tr><td>## rend</td><td>4.320258</td></tr><tr><td>## rent</td><td>4.568921</td></tr><tr><td>## rest</td><td>4.811052</td></tr><tr><td>## retch</td><td>1.788430</td></tr><tr><td>## rhyme</td><td>4.312132</td></tr><tr><td>## rib</td><td>4.714688</td></tr><tr><td>## rice</td><td>4.826452</td></tr><tr><td>## ride</td><td>4.459612</td></tr><tr><td>## ridge</td><td>4.292688</td></tr><tr><td>## rift</td><td>3.759078</td></tr><tr><td>## rig</td><td>4.092182</td></tr><tr><td>## right</td><td>4.752429</td></tr><tr><td>## rile</td><td>3.015643</td></tr><tr><td>## rim</td><td>4.402460</td></tr><tr><td>## rime</td><td>2.309044</td></tr><tr><td>## rind</td><td>3.764090</td></tr><tr><td>## ring</td><td>4.932534</td></tr><tr><td>## rink</td><td>3.673791</td></tr><tr><td>## rinse</td><td>4.685921</td></tr><tr><td>## rip</td><td>4.381727</td></tr><tr><td>## rise</td><td>4.831375</td></tr><tr><td>## risk</td><td>4.599688</td></tr><tr><td>## rite</td><td>3.882130</td></tr><tr><td>## roach</td><td>4.453351</td></tr><tr><td>## road</td><td>4.817405</td></tr><tr><td>## roam</td><td>4.522205</td></tr><tr><td>## roar</td><td>4.617853</td></tr><tr><td>## roast</td><td>4.378593</td></tr><tr><td>## rob</td><td>4.511249</td></tr><tr><td>## robe</td><td>4.383084</td></tr></table>
<table><tr><td>rock</td><td>5.158381</td></tr><tr><td>rod</td><td>4.515645</td></tr><tr><td>roe</td><td>3.653124</td></tr><tr><td>role</td><td>4.583335</td></tr><tr><td>roll</td><td>4.366405</td></tr><tr><td>romp</td><td>4.017261</td></tr><tr><td>roof</td><td>4.823380</td></tr><tr><td>rook</td><td>3.320628</td></tr><tr><td>room</td><td>4.835116</td></tr><tr><td>roost</td><td>4.536986</td></tr><tr><td>root</td><td>4.706541</td></tr><tr><td>rope</td><td>4.643560</td></tr><tr><td>rose</td><td>4.789394</td></tr><tr><td>rot</td><td>4.377337</td></tr><tr><td>rouse</td><td>2.612718</td></tr><tr><td>rout</td><td>3.415981</td></tr><tr><td>rove</td><td>2.434316</td></tr><tr><td>rub</td><td>4.830873</td></tr><tr><td>rue</td><td>3.793251</td></tr><tr><td>rug</td><td>4.622060</td></tr><tr><td>rule</td><td>4.708297</td></tr><tr><td>rum</td><td>4.476163</td></tr><tr><td>rump</td><td>4.248093</td></tr><tr><td>run</td><td>4.379276</td></tr><tr><td>rung</td><td>3.730126</td></tr><tr><td>runt</td><td>2.820320</td></tr><tr><td>ruse</td><td>3.006440</td></tr><tr><td>rush</td><td>4.709981</td></tr><tr><td>rust</td><td>4.478627</td></tr><tr><td>rut</td><td>3.878840</td></tr><tr><td>rye</td><td>4.274180</td></tr><tr><td>sack</td><td>4.354687</td></tr><tr><td>sag</td><td>4.347097</td></tr><tr><td>sail</td><td>4.739830</td></tr><tr><td>saint</td><td>4.642168</td></tr><tr><td>sake</td><td>4.206845</td></tr><tr><td>sale</td><td>4.417528</td></tr><tr><td>salt</td><td>4.830431</td></tr><tr><td>salve</td><td>4.075024</td></tr><tr><td>sand</td><td>4.662749</td></tr><tr><td>sap</td><td>3.875829</td></tr><tr><td>sash</td><td>3.984147</td></tr><tr><td>sauce</td><td>4.667925</td></tr><tr><td>save</td><td>4.652648</td></tr><tr><td>saw</td><td>4.336322</td></tr><tr><td>sax</td><td>3.418439</td></tr></table>
<table>
  <tr>
    <td>say</td>
    <td>4.423136</td>
  </tr>
  <tr>
    <td>scald</td>
    <td>3.171035</td>
  </tr>
  <tr>
    <td>scale</td>
    <td>4.555877</td>
  </tr>
  <tr>
    <td>scalp</td>
    <td>4.787885</td>
  </tr>
  <tr>
    <td>scan</td>
    <td>4.303330</td>
  </tr>
  <tr>
    <td>scar</td>
    <td>4.381461</td>
  </tr>
  <tr>
    <td>scare</td>
    <td>4.342680</td>
  </tr>
  <tr>
    <td>scarf</td>
    <td>4.410910</td>
  </tr>
  <tr>
    <td>scene</td>
    <td>4.478636</td>
  </tr>
  <tr>
    <td>scent</td>
    <td>4.782674</td>
  </tr>
  <tr>
    <td>scheme</td>
    <td>4.412077</td>
  </tr>
  <tr>
    <td>school</td>
    <td>4.500236</td>
  </tr>
  <tr>
    <td>scoop</td>
    <td>4.442533</td>
  </tr>
  <tr>
    <td>scope</td>
    <td>4.381413</td>
  </tr>
  <tr>
    <td>score</td>
    <td>4.655141</td>
  </tr>
  <tr>
    <td>scorn</td>
    <td>4.350604</td>
  </tr>
  <tr>
    <td>scotch</td>
    <td>4.222965</td>
  </tr>
  <tr>
    <td>scour</td>
    <td>3.953407</td>
  </tr>
  <tr>
    <td>scourge</td>
    <td>4.275937</td>
  </tr>
  <tr>
    <td>scout</td>
    <td>4.275633</td>
  </tr>
  <tr>
    <td>scrap</td>
    <td>4.322831</td>
  </tr>
  <tr>
    <td>scrape</td>
    <td>4.340745</td>
  </tr>
  <tr>
    <td>scratch</td>
    <td>4.390502</td>
  </tr>
  <tr>
    <td>scream</td>
    <td>4.346091</td>
  </tr>
  <tr>
    <td>screech</td>
    <td>3.753671</td>
  </tr>
  <tr>
    <td>screen</td>
    <td>4.394718</td>
  </tr>
  <tr>
    <td>screw</td>
    <td>4.770940</td>
  </tr>
  <tr>
    <td>scribe</td>
    <td>4.302743</td>
  </tr>
  <tr>
    <td>script</td>
    <td>4.828457</td>
  </tr>
  <tr>
    <td>scrub</td>
    <td>4.330043</td>
  </tr>
  <tr>
    <td>scuff</td>
    <td>2.984153</td>
  </tr>
  <tr>
    <td>sea</td>
    <td>4.689873</td>
  </tr>
  <tr>
    <td>seal</td>
    <td>4.389859</td>
  </tr>
  <tr>
    <td>seam</td>
    <td>3.222814</td>
  </tr>
  <tr>
    <td>sear</td>
    <td>3.319565</td>
  </tr>
  <tr>
    <td>search</td>
    <td>4.355479</td>
  </tr>
  <tr>
    <td>seat</td>
    <td>4.571981</td>
  </tr>
  <tr>
    <td>sect</td>
    <td>2.372872</td>
  </tr>
  <tr>
    <td>see</td>
    <td>4.607868</td>
  </tr>
  <tr>
    <td>seed</td>
    <td>4.532446</td>
  </tr>
  <tr>
    <td>seek</td>
    <td>4.828452</td>
  </tr>
  <tr>
    <td>seem</td>
    <td>4.363680</td>
  </tr>
  <tr>
    <td>seep</td>
    <td>3.378635</td>
  </tr>
  <tr>
    <td>seize</td>
    <td>4.699996</td>
  </tr>
  <tr>
    <td>self</td>
    <td>4.828743</td>
  </tr>
  <tr>
    <td>sell</td>
    <td>4.352671</td>
  </tr>
</table>
<table><tr><td>send</td><td>4.494887</td></tr><tr><td>sense</td><td>4.547584</td></tr><tr><td>serf</td><td>3.641090</td></tr><tr><td>serge</td><td>3.525279</td></tr><tr><td>serve</td><td>4.384181</td></tr><tr><td>set</td><td>5.213376</td></tr><tr><td>sew</td><td>4.488421</td></tr><tr><td>sex</td><td>4.679274</td></tr><tr><td>shack</td><td>4.474131</td></tr><tr><td>shade</td><td>4.607581</td></tr><tr><td>shaft</td><td>4.361455</td></tr><tr><td>shag</td><td>3.857327</td></tr><tr><td>shah</td><td>3.522537</td></tr><tr><td>shake</td><td>4.657487</td></tr><tr><td>shall</td><td>4.263806</td></tr><tr><td>sham</td><td>3.816607</td></tr><tr><td>shame</td><td>4.461457</td></tr><tr><td>shank</td><td>3.293424</td></tr><tr><td>shape</td><td>4.738238</td></tr><tr><td>shard</td><td>3.104279</td></tr><tr><td>share</td><td>4.813552</td></tr><tr><td>shark</td><td>4.779522</td></tr><tr><td>shave</td><td>4.486109</td></tr><tr><td>shawl</td><td>3.853271</td></tr><tr><td>shay</td><td>4.049811</td></tr><tr><td>sheaf</td><td>3.218931</td></tr><tr><td>shear</td><td>4.197872</td></tr><tr><td>sheath</td><td>3.666876</td></tr><tr><td>shed</td><td>4.420592</td></tr><tr><td>sheen</td><td>3.319230</td></tr><tr><td>sheep</td><td>4.502368</td></tr><tr><td>sheer</td><td>4.169931</td></tr><tr><td>sheet</td><td>4.817627</td></tr><tr><td>shelf</td><td>4.665188</td></tr><tr><td>shell</td><td>4.796984</td></tr><tr><td>shield</td><td>4.796795</td></tr><tr><td>shift</td><td>4.496530</td></tr><tr><td>shin</td><td>3.521716</td></tr><tr><td>shine</td><td>4.341052</td></tr><tr><td>ship</td><td>4.693822</td></tr><tr><td>shirt</td><td>4.439208</td></tr><tr><td>shoal</td><td>3.161342</td></tr><tr><td>shock</td><td>4.427135</td></tr><tr><td>shoe</td><td>4.388854</td></tr><tr><td>shoot</td><td>4.582019</td></tr><tr><td>shop</td><td>4.644763</td></tr></table>
<table>
  <tr>
    <td>shore</td>
    <td>4.373601</td>
  </tr>
  <tr>
    <td>shot</td>
    <td>4.389996</td>
  </tr>
  <tr>
    <td>should</td>
    <td>4.761739</td>
  </tr>
  <tr>
    <td>shout</td>
    <td>4.625731</td>
  </tr>
  <tr>
    <td>shove</td>
    <td>4.376115</td>
  </tr>
  <tr>
    <td>show</td>
    <td>4.538950</td>
  </tr>
  <tr>
    <td>shred</td>
    <td>4.336124</td>
  </tr>
  <tr>
    <td>shrimp</td>
    <td>4.524727</td>
  </tr>
  <tr>
    <td>shrine</td>
    <td>3.354268</td>
  </tr>
  <tr>
    <td>shrink</td>
    <td>4.432770</td>
  </tr>
  <tr>
    <td>shrub</td>
    <td>4.346742</td>
  </tr>
  <tr>
    <td>shrug</td>
    <td>3.973296</td>
  </tr>
  <tr>
    <td>shuck</td>
    <td>1.556665</td>
  </tr>
  <tr>
    <td>shun</td>
    <td>3.563145</td>
  </tr>
  <tr>
    <td>shunt</td>
    <td>2.104715</td>
  </tr>
  <tr>
    <td>shut</td>
    <td>4.349149</td>
  </tr>
  <tr>
    <td>side</td>
    <td>4.441788</td>
  </tr>
  <tr>
    <td>siege</td>
    <td>4.234596</td>
  </tr>
  <tr>
    <td>sigh</td>
    <td>4.040942</td>
  </tr>
  <tr>
    <td>sight</td>
    <td>4.447457</td>
  </tr>
  <tr>
    <td>sign</td>
    <td>4.370354</td>
  </tr>
  <tr>
    <td>silk</td>
    <td>4.374011</td>
  </tr>
  <tr>
    <td>sill</td>
    <td>2.303653</td>
  </tr>
  <tr>
    <td>sin</td>
    <td>4.375110</td>
  </tr>
  <tr>
    <td>sine</td>
    <td>2.829561</td>
  </tr>
  <tr>
    <td>sing</td>
    <td>4.774664</td>
  </tr>
  <tr>
    <td>sink</td>
    <td>4.617136</td>
  </tr>
  <tr>
    <td>sip</td>
    <td>4.724650</td>
  </tr>
  <tr>
    <td>sir</td>
    <td>4.272278</td>
  </tr>
  <tr>
    <td>sit</td>
    <td>4.759278</td>
  </tr>
  <tr>
    <td>site</td>
    <td>4.374645</td>
  </tr>
  <tr>
    <td>size</td>
    <td>4.756664</td>
  </tr>
  <tr>
    <td>skate</td>
    <td>4.675037</td>
  </tr>
  <tr>
    <td>skeet</td>
    <td>2.603816</td>
  </tr>
  <tr>
    <td>sketch</td>
    <td>4.389649</td>
  </tr>
  <tr>
    <td>ski</td>
    <td>4.402725</td>
  </tr>
  <tr>
    <td>skid</td>
    <td>4.014076</td>
  </tr>
  <tr>
    <td>skiff</td>
    <td>4.335898</td>
  </tr>
  <tr>
    <td>skill</td>
    <td>4.582817</td>
  </tr>
  <tr>
    <td>skin</td>
    <td>4.342622</td>
  </tr>
  <tr>
    <td>skip</td>
    <td>4.456142</td>
  </tr>
  <tr>
    <td>skirt</td>
    <td>4.395268</td>
  </tr>
  <tr>
    <td>skit</td>
    <td>4.613086</td>
  </tr>
  <tr>
    <td>skulk</td>
    <td>4.304258</td>
  </tr>
  <tr>
    <td>skull</td>
    <td>4.729332</td>
  </tr>
  <tr>
    <td>skunk</td>
    <td>4.262411</td>
  </tr>
</table>
<table><tr><td>sky</td><td>4.823698</td></tr><tr><td>slab</td><td>3.897558</td></tr><tr><td>slam</td><td>4.404539</td></tr><tr><td>slang</td><td>4.430177</td></tr><tr><td>slant</td><td>4.318782</td></tr><tr><td>slap</td><td>4.493120</td></tr><tr><td>slash</td><td>4.324562</td></tr><tr><td>slat</td><td>3.634181</td></tr><tr><td>slate</td><td>4.126166</td></tr><tr><td>slave</td><td>4.708782</td></tr><tr><td>sleep</td><td>4.455475</td></tr><tr><td>sleeve</td><td>4.727484</td></tr><tr><td>slice</td><td>4.775952</td></tr><tr><td>slide</td><td>4.520688</td></tr><tr><td>slip</td><td>4.830018</td></tr><tr><td>slit</td><td>4.232977</td></tr><tr><td>slob</td><td>4.359407</td></tr><tr><td>sloe</td><td>2.949398</td></tr><tr><td>sloop</td><td>4.026888</td></tr><tr><td>slop</td><td>3.301363</td></tr><tr><td>slope</td><td>4.321913</td></tr><tr><td>slot</td><td>4.456262</td></tr><tr><td>slouch</td><td>4.070016</td></tr><tr><td>slough</td><td>3.483545</td></tr><tr><td>sludge</td><td>2.914095</td></tr><tr><td>slug</td><td>4.337264</td></tr><tr><td>sluice</td><td>2.198928</td></tr><tr><td>slum</td><td>3.758160</td></tr><tr><td>slump</td><td>4.402833</td></tr><tr><td>smack</td><td>4.415883</td></tr><tr><td>smart</td><td>4.586228</td></tr><tr><td>smash</td><td>4.611921</td></tr><tr><td>smear</td><td>4.763148</td></tr><tr><td>smell</td><td>4.834562</td></tr><tr><td>smelt</td><td>2.854917</td></tr><tr><td>smile</td><td>4.771648</td></tr><tr><td>smirk</td><td>4.287183</td></tr><tr><td>smoke</td><td>4.805569</td></tr><tr><td>snack</td><td>4.341739</td></tr><tr><td>snag</td><td>4.511233</td></tr><tr><td>snail</td><td>4.342523</td></tr><tr><td>snake</td><td>4.540464</td></tr><tr><td>snap</td><td>4.612616</td></tr><tr><td>snare</td><td>4.394196</td></tr><tr><td>snatch</td><td>4.365273</td></tr><tr><td>sneak</td><td>4.462835</td></tr></table>
<table>
  <tr>
    <td> sneer</td>
    <td>4.415622</td>
  </tr>
  <tr>
    <td> sniff</td>
    <td>4.340424</td>
  </tr>
  <tr>
    <td> snip</td>
    <td>4.222749</td>
  </tr>
  <tr>
    <td> snob</td>
    <td>4.371394</td>
  </tr>
  <tr>
    <td> snoop</td>
    <td>4.365927</td>
  </tr>
  <tr>
    <td> snort</td>
    <td>4.233134</td>
  </tr>
  <tr>
    <td> snout</td>
    <td>4.052188</td>
  </tr>
  <tr>
    <td> snow</td>
    <td>4.480365</td>
  </tr>
  <tr>
    <td> snug</td>
    <td>4.333866</td>
  </tr>
  <tr>
    <td> soak</td>
    <td>4.746298</td>
  </tr>
  <tr>
    <td> soap</td>
    <td>4.811663</td>
  </tr>
  <tr>
    <td> sob</td>
    <td>4.322264</td>
  </tr>
  <tr>
    <td> sock</td>
    <td>4.403144</td>
  </tr>
  <tr>
    <td> sod</td>
    <td>4.123237</td>
  </tr>
  <tr>
    <td> sole</td>
    <td>4.481123</td>
  </tr>
  <tr>
    <td> solve</td>
    <td>4.351554</td>
  </tr>
  <tr>
    <td> son</td>
    <td>4.351486</td>
  </tr>
  <tr>
    <td> song</td>
    <td>4.584743</td>
  </tr>
  <tr>
    <td> soot</td>
    <td>2.849824</td>
  </tr>
  <tr>
    <td> soothe</td>
    <td>4.081823</td>
  </tr>
  <tr>
    <td> sop</td>
    <td>1.978438</td>
  </tr>
  <tr>
    <td> sort</td>
    <td>4.479961</td>
  </tr>
  <tr>
    <td> soul</td>
    <td>4.757902</td>
  </tr>
  <tr>
    <td> sound</td>
    <td>4.765881</td>
  </tr>
  <tr>
    <td> soup</td>
    <td>4.579549</td>
  </tr>
  <tr>
    <td> source</td>
    <td>4.765987</td>
  </tr>
  <tr>
    <td> south</td>
    <td>3.841391</td>
  </tr>
  <tr>
    <td> soy</td>
    <td>4.203400</td>
  </tr>
  <tr>
    <td> spa</td>
    <td>4.194141</td>
  </tr>
  <tr>
    <td> space</td>
    <td>4.758695</td>
  </tr>
  <tr>
    <td> spade</td>
    <td>4.454674</td>
  </tr>
  <tr>
    <td> span</td>
    <td>4.336751</td>
  </tr>
  <tr>
    <td> spare</td>
    <td>4.273800</td>
  </tr>
  <tr>
    <td> spark</td>
    <td>4.739620</td>
  </tr>
  <tr>
    <td> spat</td>
    <td>4.243039</td>
  </tr>
  <tr>
    <td> spate</td>
    <td>2.642178</td>
  </tr>
  <tr>
    <td> speak</td>
    <td>4.417230</td>
  </tr>
  <tr>
    <td> spear</td>
    <td>4.557647</td>
  </tr>
  <tr>
    <td> speck</td>
    <td>3.326948</td>
  </tr>
  <tr>
    <td> speech</td>
    <td>4.548986</td>
  </tr>
  <tr>
    <td> speed</td>
    <td>4.620166</td>
  </tr>
  <tr>
    <td> spell</td>
    <td>5.204854</td>
  </tr>
  <tr>
    <td> spend</td>
    <td>4.825576</td>
  </tr>
  <tr>
    <td> sphere</td>
    <td>4.357191</td>
  </tr>
  <tr>
    <td> sphinx</td>
    <td>4.319784</td>
  </tr>
  <tr>
    <td> spice</td>
    <td>4.357952</td>
  </tr>
</table>
<table><tr><td>spike</td><td>4.812873</td></tr><tr><td>spill</td><td>4.826936</td></tr><tr><td>spin</td><td>4.818556</td></tr><tr><td>spine</td><td>4.479733</td></tr><tr><td>spire</td><td>3.800876</td></tr><tr><td>spit</td><td>4.494021</td></tr><tr><td>spite</td><td>4.000695</td></tr><tr><td>splash</td><td>4.589691</td></tr><tr><td>spleen</td><td>2.840740</td></tr><tr><td>splice</td><td>3.393871</td></tr><tr><td>split</td><td>4.593807</td></tr><tr><td>splurge</td><td>3.589676</td></tr><tr><td>spoil</td><td>4.585073</td></tr><tr><td>spoke</td><td>4.788934</td></tr><tr><td>spoof</td><td>3.364560</td></tr><tr><td>spool</td><td>4.815007</td></tr><tr><td>spoon</td><td>4.394165</td></tr><tr><td>sport</td><td>4.557597</td></tr><tr><td>spot</td><td>4.509833</td></tr><tr><td>spouse</td><td>4.434166</td></tr><tr><td>spout</td><td>4.326144</td></tr><tr><td>sprawl</td><td>4.344203</td></tr><tr><td>spray</td><td>4.344747</td></tr><tr><td>spread</td><td>4.380792</td></tr><tr><td>spree</td><td>3.057146</td></tr><tr><td>sprig</td><td>2.740390</td></tr><tr><td>spring</td><td>4.582966</td></tr><tr><td>Citadel</td><td>3.333467</td></tr><tr><td>sprout</td><td>4.463541</td></tr><tr><td>spur</td><td>4.346786</td></tr><tr><td>spurt</td><td>3.599750</td></tr><tr><td>spy</td><td>4.523433</td></tr><tr><td>squad</td><td>4.342193</td></tr><tr><td>squall</td><td>3.600676</td></tr><tr><td>square</td><td>4.409035</td></tr><tr><td>squash</td><td>4.364019</td></tr><tr><td>squat</td><td>4.041085</td></tr><tr><td>squaw</td><td>3.138642</td></tr><tr><td>squawk</td><td>3.551130</td></tr><tr><td>squeak</td><td>4.387230</td></tr><tr><td>squeal</td><td>4.345426</td></tr><tr><td>squeeze</td><td>4.443207</td></tr><tr><td>squint</td><td>4.393196</td></tr><tr><td>squire</td><td>3.825493</td></tr><tr><td>squirm</td><td>4.400830</td></tr><tr><td>squirt</td><td>4.349212</td></tr></table>
<table>
  <tr>
    <td>stab</td>
    <td>4.385011</td>
  </tr>
  <tr>
    <td>stack</td>
    <td>4.442110</td>
  </tr>
  <tr>
    <td>staff</td>
    <td>4.727539</td>
  </tr>
  <tr>
    <td>stag</td>
    <td>4.618927</td>
  </tr>
  <tr>
    <td>stage</td>
    <td>4.541125</td>
  </tr>
  <tr>
    <td>stain</td>
    <td>4.343468</td>
  </tr>
  <tr>
    <td>stair</td>
    <td>4.459026</td>
  </tr>
  <tr>
    <td>stake</td>
    <td>4.228019</td>
  </tr>
  <tr>
    <td>stalk</td>
    <td>4.414376</td>
  </tr>
  <tr>
    <td>stall</td>
    <td>4.697795</td>
  </tr>
  <tr>
    <td>stamp</td>
    <td>4.467709</td>
  </tr>
  <tr>
    <td>stance</td>
    <td>4.257876</td>
  </tr>
  <tr>
    <td>stanch</td>
    <td>4.334780</td>
  </tr>
  <tr>
    <td>stand</td>
    <td>4.618315</td>
  </tr>
  <tr>
    <td>star</td>
    <td>4.567397</td>
  </tr>
  <tr>
    <td>starch</td>
    <td>4.521781</td>
  </tr>
  <tr>
    <td>stare</td>
    <td>4.451889</td>
  </tr>
  <tr>
    <td>start</td>
    <td>4.479540</td>
  </tr>
  <tr>
    <td>starve</td>
    <td>4.397043</td>
  </tr>
  <tr>
    <td>state</td>
    <td>4.503575</td>
  </tr>
  <tr>
    <td>staunch</td>
    <td>2.948965</td>
  </tr>
  <tr>
    <td>stave</td>
    <td>3.420096</td>
  </tr>
  <tr>
    <td>stay</td>
    <td>4.775454</td>
  </tr>
  <tr>
    <td>stead</td>
    <td>3.735994</td>
  </tr>
  <tr>
    <td>steak</td>
    <td>4.368333</td>
  </tr>
  <tr>
    <td>steal</td>
    <td>4.739672</td>
  </tr>
  <tr>
    <td>steam</td>
    <td>4.341049</td>
  </tr>
  <tr>
    <td>steed</td>
    <td>3.474292</td>
  </tr>
  <tr>
    <td>steel</td>
    <td>4.424085</td>
  </tr>
  <tr>
    <td>steer</td>
    <td>4.348356</td>
  </tr>
  <tr>
    <td>stem</td>
    <td>4.347498</td>
  </tr>
  <tr>
    <td>stench</td>
    <td>3.523637</td>
  </tr>
  <tr>
    <td>step</td>
    <td>4.823074</td>
  </tr>
  <tr>
    <td>stew</td>
    <td>4.833830</td>
  </tr>
  <tr>
    <td>stick</td>
    <td>4.611781</td>
  </tr>
  <tr>
    <td>still</td>
    <td>4.737914</td>
  </tr>
  <tr>
    <td>stilt</td>
    <td>3.192664</td>
  </tr>
  <tr>
    <td>sting</td>
    <td>4.355519</td>
  </tr>
  <tr>
    <td>stink</td>
    <td>4.394524</td>
  </tr>
  <tr>
    <td>stint</td>
    <td>4.298784</td>
  </tr>
  <tr>
    <td>stir</td>
    <td>4.820379</td>
  </tr>
  <tr>
    <td>stitch</td>
    <td>3.822115</td>
  </tr>
  <tr>
    <td>stock</td>
    <td>4.826967</td>
  </tr>
  <tr>
    <td>stole</td>
    <td>4.740516</td>
  </tr>
  <tr>
    <td>stone</td>
    <td>4.386602</td>
  </tr>
  <tr>
    <td>stool</td>
    <td>4.822633</td>
  </tr>
</table>
<table><tr><td>##</td><td>stoop</td><td>3.521249</td></tr><tr><td>##</td><td>stop</td><td>4.593229</td></tr><tr><td>##</td><td>store</td><td>4.578264</td></tr><tr><td>##</td><td>stork</td><td>4.415812</td></tr><tr><td>##</td><td>storm</td><td>4.576993</td></tr><tr><td>##</td><td>stout</td><td>4.299688</td></tr><tr><td>##</td><td>stove</td><td>4.513963</td></tr><tr><td>##</td><td>stow</td><td>3.574158</td></tr><tr><td>##</td><td>strafe</td><td>3.538503</td></tr><tr><td>##</td><td>strain</td><td>4.553801</td></tr><tr><td>##</td><td>strand</td><td>4.265074</td></tr><tr><td>##</td><td>strap</td><td>4.358877</td></tr><tr><td>##</td><td>straw</td><td>4.770263</td></tr><tr><td>##</td><td>stray</td><td>4.693557</td></tr><tr><td>##</td><td>streak</td><td>4.448303</td></tr><tr><td>##</td><td>stream</td><td>4.338573</td></tr><tr><td>##</td><td>street</td><td>4.434301</td></tr><tr><td>##</td><td>stress</td><td>4.799725</td></tr><tr><td>##</td><td>stretch</td><td>4.430776</td></tr><tr><td>##</td><td>stride</td><td>4.560066</td></tr><tr><td>##</td><td>strife</td><td>4.033686</td></tr><tr><td>##</td><td>strike</td><td>4.796630</td></tr><tr><td>##</td><td>string</td><td>4.453136</td></tr><tr><td>##</td><td>strip</td><td>4.735648</td></tr><tr><td>##</td><td>stripe</td><td>4.525003</td></tr><tr><td>##</td><td>strive</td><td>4.337228</td></tr><tr><td>##</td><td>stroke</td><td>4.442228</td></tr><tr><td>##</td><td>stroll</td><td>4.353426</td></tr><tr><td>##</td><td>strut</td><td>3.608365</td></tr><tr><td>##</td><td>stub</td><td>4.247484</td></tr><tr><td>##</td><td>stud</td><td>4.530621</td></tr><tr><td>##</td><td>stuff</td><td>4.591115</td></tr><tr><td>##</td><td>stump</td><td>4.482487</td></tr><tr><td>##</td><td>stunt</td><td>4.326607</td></tr><tr><td>##</td><td>style</td><td>4.838429</td></tr><tr><td>##</td><td>sub</td><td>2.407412</td></tr><tr><td>##</td><td>suck</td><td>4.347528</td></tr><tr><td>##</td><td>sue</td><td>4.186830</td></tr><tr><td>##</td><td>suit</td><td>4.533752</td></tr><tr><td>##</td><td>suite</td><td>4.443892</td></tr><tr><td>##</td><td>sulk</td><td>3.616008</td></tr><tr><td>##</td><td>sum</td><td>4.401811</td></tr><tr><td>##</td><td>sun</td><td>4.429307</td></tr><tr><td>##</td><td>sup</td><td>4.330908</td></tr><tr><td>##</td><td>surf</td><td>4.385481</td></tr><tr><td>##</td><td>surge</td><td>4.153779</td></tr></table>
<table><tr><td>swamp</td><td>4.347571</td></tr><tr><td>swan</td><td>4.342409</td></tr><tr><td>swap</td><td>3.925253</td></tr><tr><td>swarm</td><td>4.380212</td></tr><tr><td>swath</td><td>3.168313</td></tr><tr><td>sway</td><td>4.376083</td></tr><tr><td>swear</td><td>4.623988</td></tr><tr><td>sweat</td><td>4.608800</td></tr><tr><td>sweep</td><td>4.383761</td></tr><tr><td>swell</td><td>4.811156</td></tr><tr><td>swerve</td><td>4.333655</td></tr><tr><td>swig</td><td>3.591802</td></tr><tr><td>swim</td><td>4.581021</td></tr><tr><td>swine</td><td>4.406622</td></tr><tr><td>swing</td><td>4.826204</td></tr><tr><td>swipe</td><td>4.364723</td></tr><tr><td>swirl</td><td>4.336687</td></tr><tr><td>switch</td><td>4.452421</td></tr><tr><td>swoop</td><td>3.758159</td></tr><tr><td>sword</td><td>4.760783</td></tr><tr><td>tab</td><td>4.450962</td></tr><tr><td>tack</td><td>4.231918</td></tr><tr><td>tact</td><td>4.630349</td></tr><tr><td>tag</td><td>4.435644</td></tr><tr><td>tail</td><td>4.436022</td></tr><tr><td>taint</td><td>4.365213</td></tr><tr><td>take</td><td>4.751772</td></tr><tr><td>tale</td><td>4.574729</td></tr><tr><td>talk</td><td>4.424548</td></tr><tr><td>tamp</td><td>4.010247</td></tr><tr><td>tan</td><td>4.427122</td></tr><tr><td>tang</td><td>3.580019</td></tr><tr><td>tank</td><td>4.336688</td></tr><tr><td>tape</td><td>4.687344</td></tr><tr><td>tar</td><td>4.621874</td></tr><tr><td>tart</td><td>4.345213</td></tr><tr><td>task</td><td>4.801479</td></tr><tr><td>taste</td><td>4.751141</td></tr><tr><td>taunt</td><td>4.342209</td></tr><tr><td>tax</td><td>4.745334</td></tr><tr><td>tea</td><td>4.802286</td></tr><tr><td>teach</td><td>4.589241</td></tr><tr><td>teak</td><td>4.321418</td></tr><tr><td>team</td><td>4.780031</td></tr><tr><td>tease</td><td>4.628801</td></tr><tr><td>tech</td><td>2.077681</td></tr></table>
<table>
  <tr>
    <td>tee</td>
    <td>4.427536</td>
  </tr>
  <tr>
    <td>teens</td>
    <td>4.336353</td>
  </tr>
  <tr>
    <td>tell</td>
    <td>4.677712</td>
  </tr>
  <tr>
    <td>tempt</td>
    <td>4.691189</td>
  </tr>
  <tr>
    <td>tend</td>
    <td>4.337396</td>
  </tr>
  <tr>
    <td>tense</td>
    <td>4.586275</td>
  </tr>
  <tr>
    <td>tent</td>
    <td>4.797686</td>
  </tr>
  <tr>
    <td>test</td>
    <td>4.650053</td>
  </tr>
  <tr>
    <td>text</td>
    <td>4.764991</td>
  </tr>
  <tr>
    <td>thank</td>
    <td>4.724013</td>
  </tr>
  <tr>
    <td>thaw</td>
    <td>4.378224</td>
  </tr>
  <tr>
    <td>theft</td>
    <td>4.424754</td>
  </tr>
  <tr>
    <td>theme</td>
    <td>4.437978</td>
  </tr>
  <tr>
    <td>thief</td>
    <td>4.413191</td>
  </tr>
  <tr>
    <td>thigh</td>
    <td>4.761594</td>
  </tr>
  <tr>
    <td>thin</td>
    <td>4.552271</td>
  </tr>
  <tr>
    <td>thing</td>
    <td>4.499024</td>
  </tr>
  <tr>
    <td>think</td>
    <td>4.835368</td>
  </tr>
  <tr>
    <td>thirst</td>
    <td>4.818657</td>
  </tr>
  <tr>
    <td>thong</td>
    <td>3.745994</td>
  </tr>
  <tr>
    <td>thorn</td>
    <td>4.837409</td>
  </tr>
  <tr>
    <td>thought</td>
    <td>4.554718</td>
  </tr>
  <tr>
    <td>thrash</td>
    <td>4.279008</td>
  </tr>
  <tr>
    <td>thread</td>
    <td>4.650779</td>
  </tr>
  <tr>
    <td>threat</td>
    <td>4.380702</td>
  </tr>
  <tr>
    <td>thrift</td>
    <td>4.445279</td>
  </tr>
  <tr>
    <td>thrill</td>
    <td>4.436805</td>
  </tr>
  <tr>
    <td>thrive</td>
    <td>4.406335</td>
  </tr>
  <tr>
    <td>throat</td>
    <td>4.828745</td>
  </tr>
  <tr>
    <td>throne</td>
    <td>3.949084</td>
  </tr>
  <tr>
    <td>throng</td>
    <td>2.947647</td>
  </tr>
  <tr>
    <td>throw</td>
    <td>4.416762</td>
  </tr>
  <tr>
    <td>thrush</td>
    <td>3.373254</td>
  </tr>
  <tr>
    <td>thrust</td>
    <td>4.289775</td>
  </tr>
  <tr>
    <td>thud</td>
    <td>3.976672</td>
  </tr>
  <tr>
    <td>thug</td>
    <td>4.325431</td>
  </tr>
  <tr>
    <td>thumb</td>
    <td>4.828406</td>
  </tr>
  <tr>
    <td>thump</td>
    <td>4.328222</td>
  </tr>
  <tr>
    <td>thwack</td>
    <td>1.641269</td>
  </tr>
  <tr>
    <td>thwart</td>
    <td>2.803069</td>
  </tr>
  <tr>
    <td>tick</td>
    <td>4.480504</td>
  </tr>
  <tr>
    <td>tide</td>
    <td>4.724057</td>
  </tr>
  <tr>
    <td>tie</td>
    <td>4.828294</td>
  </tr>
  <tr>
    <td>tile</td>
    <td>4.649943</td>
  </tr>
  <tr>
    <td>till</td>
    <td>3.873158</td>
  </tr>
  <tr>
    <td>tilt</td>
    <td>4.747660</td>
  </tr>
</table>
<table>
  <tr>
    <td>time</td>
    <td>4.770847</td>
  </tr>
  <tr>
    <td>tin</td>
    <td>4.344017</td>
  </tr>
  <tr>
    <td>tint</td>
    <td>4.461519</td>
  </tr>
  <tr>
    <td>tip</td>
    <td>4.736261</td>
  </tr>
  <tr>
    <td>tire</td>
    <td>4.831420</td>
  </tr>
  <tr>
    <td>toad</td>
    <td>4.731543</td>
  </tr>
  <tr>
    <td>toast</td>
    <td>4.678327</td>
  </tr>
  <tr>
    <td>toe</td>
    <td>4.365516</td>
  </tr>
  <tr>
    <td>toil</td>
    <td>4.376396</td>
  </tr>
  <tr>
    <td>toll</td>
    <td>4.270961</td>
  </tr>
  <tr>
    <td> tomb</td>
    <td>4.827981</td>
  </tr>
  <tr>
    <td> tome</td>
    <td>4.289157</td>
  </tr>
  <tr>
    <td>ton</td>
    <td>4.335022</td>
  </tr>
  <tr>
    <td>tone</td>
    <td>4.621397</td>
  </tr>
  <tr>
    <td>tongue</td>
    <td>4.741392</td>
  </tr>
  <tr>
    <td>tool</td>
    <td>4.815663</td>
  </tr>
  <tr>
    <td>toot</td>
    <td>3.221675</td>
  </tr>
  <tr>
    <td>tooth</td>
    <td>4.582663</td>
  </tr>
  <tr>
    <td>top</td>
    <td>4.611880</td>
  </tr>
  <tr>
    <td>torch</td>
    <td>4.385474</td>
  </tr>
  <tr>
    <td>torque</td>
    <td>4.009826</td>
  </tr>
  <tr>
    <td>toss</td>
    <td>4.707492</td>
  </tr>
  <tr>
    <td>tote</td>
    <td>3.220121</td>
  </tr>
  <tr>
    <td>touch</td>
    <td>4.817059</td>
  </tr>
  <tr>
    <td>tour</td>
    <td>4.689482</td>
  </tr>
  <tr>
    <td>tout</td>
    <td>3.597165</td>
  </tr>
  <tr>
    <td>town</td>
    <td>4.756235</td>
  </tr>
  <tr>
    <td>toy</td>
    <td>4.824570</td>
  </tr>
  <tr>
    <td>trace</td>
    <td>4.680401</td>
  </tr>
  <tr>
    <td>track</td>
    <td>4.667524</td>
  </tr>
  <tr>
    <td>tract</td>
    <td>4.376919</td>
  </tr>
  <tr>
    <td>trade</td>
    <td>4.787484</td>
  </tr>
  <tr>
    <td>trail</td>
    <td>4.348137</td>
  </tr>
  <tr>
    <td>train</td>
    <td>4.775442</td>
  </tr>
  <tr>
    <td>trait</td>
    <td>4.282311</td>
  </tr>
  <tr>
    <td>tramp</td>
    <td>4.265415</td>
  </tr>
  <tr>
    <td>trance</td>
    <td>4.096469</td>
  </tr>
  <tr>
    <td>trap</td>
    <td>4.585343</td>
  </tr>
  <tr>
    <td>trash</td>
    <td>4.430512</td>
  </tr>
  <tr>
    <td>tray</td>
    <td>3.979537</td>
  </tr>
  <tr>
    <td>tread</td>
    <td>4.074591</td>
  </tr>
  <tr>
    <td>treat</td>
    <td>4.630594</td>
  </tr>
  <tr>
    <td>tree</td>
    <td>4.826805</td>
  </tr>
  <tr>
    <td>trench</td>
    <td>4.358456</td>
  </tr>
  <tr>
    <td>trend</td>
    <td>4.413817</td>
  </tr>
  <tr>
    <td>tribe</td>
    <td>4.279867</td>
  </tr>
</table>
<table><tr><td>trick</td><td>4.409949</td></tr><tr><td>trill</td><td>2.232135</td></tr><tr><td>trip</td><td>4.608044</td></tr><tr><td>tripe</td><td>4.120321</td></tr><tr><td>troll</td><td>3.273823</td></tr><tr><td>troop</td><td>3.981385</td></tr><tr><td>trot</td><td>3.232997</td></tr><tr><td>trough</td><td>2.220459</td></tr><tr><td>trout</td><td>4.662705</td></tr><tr><td>truce</td><td>3.950652</td></tr><tr><td>truck</td><td>4.443968</td></tr><tr><td>trump</td><td>3.557042</td></tr><tr><td>trunk</td><td>4.764736</td></tr><tr><td>trust</td><td>4.566221</td></tr><tr><td>try</td><td>4.706726</td></tr><tr><td>tryst</td><td>2.686733</td></tr><tr><td>tub</td><td>4.664970</td></tr><tr><td>tube</td><td>5.219550</td></tr><tr><td>tuck</td><td>4.285743</td></tr><tr><td>tug</td><td>4.776049</td></tr><tr><td>tune</td><td>4.598102</td></tr><tr><td>turf</td><td>4.115597</td></tr><tr><td>turn</td><td>4.389058</td></tr><tr><td>tusk</td><td>3.842277</td></tr><tr><td>twain</td><td>3.891025</td></tr><tr><td>tweed</td><td>4.438799</td></tr><tr><td>twin</td><td>4.752414</td></tr><tr><td>twinge</td><td>3.070735</td></tr><tr><td>twist</td><td>4.632997</td></tr><tr><td>twitch</td><td>3.896215</td></tr><tr><td>type</td><td>4.394620</td></tr><tr><td>urge</td><td>4.389843</td></tr><tr><td>urn</td><td>3.209286</td></tr><tr><td>use</td><td>4.828042</td></tr><tr><td>vale</td><td>2.179332</td></tr><tr><td>valve</td><td>4.322668</td></tr><tr><td>vamp</td><td>3.061871</td></tr><tr><td>van</td><td>4.340931</td></tr><tr><td>vase</td><td>4.384370</td></tr><tr><td>vault</td><td>4.519298</td></tr><tr><td>veal</td><td>4.279123</td></tr><tr><td>veer</td><td>2.738682</td></tr><tr><td>veil</td><td>4.348929</td></tr><tr><td>vein</td><td>4.408190</td></tr><tr><td>vent</td><td>4.276364</td></tr><tr><td>verb</td><td>4.435039</td></tr></table>
<table>
  <tr>
    <td>## verge</td>
    <td>3.830386</td>
  </tr>
  <tr>
    <td>## verse</td>
    <td>4.398372</td>
  </tr>
  <tr>
    <td>## verve</td>
    <td>3.212260</td>
  </tr>
  <tr>
    <td>## vest</td>
    <td>4.028941</td>
  </tr>
  <tr>
    <td>## vet</td>
    <td>3.616154</td>
  </tr>
  <tr>
    <td>## vex</td>
    <td>4.225010</td>
  </tr>
  <tr>
    <td>## vice</td>
    <td>4.158329</td>
  </tr>
  <tr>
    <td>## vie</td>
    <td>2.752267</td>
  </tr>
  <tr>
    <td>## view</td>
    <td>4.477887</td>
  </tr>
  <tr>
    <td>## vine</td>
    <td>4.363609</td>
  </tr>
  <tr>
    <td>## voice</td>
    <td>4.782262</td>
  </tr>
  <tr>
    <td>## volt</td>
    <td>4.107904</td>
  </tr>
  <tr>
    <td>## vote</td>
    <td>4.376126</td>
  </tr>
  <tr>
    <td>## vow</td>
    <td>4.250594</td>
  </tr>
  <tr>
    <td>## wad</td>
    <td>4.296262</td>
  </tr>
  <tr>
    <td>## wade</td>
    <td>4.357879</td>
  </tr>
  <tr>
    <td>## wag</td>
    <td>4.366866</td>
  </tr>
  <tr>
    <td>## wage</td>
    <td>4.387448</td>
  </tr>
  <tr>
    <td>## wail</td>
    <td>4.291355</td>
  </tr>
  <tr>
    <td>## waist</td>
    <td>4.371476</td>
  </tr>
  <tr>
    <td>## wait</td>
    <td>4.628237</td>
  </tr>
  <tr>
    <td>## waive</td>
    <td>4.340034</td>
  </tr>
  <tr>
    <td>## wake</td>
    <td>4.382655</td>
  </tr>
  <tr>
    <td>## walk</td>
    <td>4.818931</td>
  </tr>
  <tr>
    <td>## wall</td>
    <td>4.544967</td>
  </tr>
  <tr>
    <td>## waltz</td>
    <td>4.732651</td>
  </tr>
  <tr>
    <td>## wand</td>
    <td>3.970937</td>
  </tr>
  <tr>
    <td>## wane</td>
    <td>3.561864</td>
  </tr>
  <tr>
    <td>## want</td>
    <td>4.542819</td>
  </tr>
  <tr>
    <td>## war</td>
    <td>4.789607</td>
  </tr>
  <tr>
    <td>## ward</td>
    <td>3.434153</td>
  </tr>
  <tr>
    <td>## ware</td>
    <td>4.074173</td>
  </tr>
  <tr>
    <td>## warn</td>
    <td>4.464078</td>
  </tr>
  <tr>
    <td>## warp</td>
    <td>4.334300</td>
  </tr>
  <tr>
    <td>## wart</td>
    <td>4.263456</td>
  </tr>
  <tr>
    <td>## wash</td>
    <td>4.465640</td>
  </tr>
  <tr>
    <td>## wasp</td>
    <td>4.420953</td>
  </tr>
  <tr>
    <td>## waste</td>
    <td>4.811404</td>
  </tr>
  <tr>
    <td>## watch</td>
    <td>4.629277</td>
  </tr>
  <tr>
    <td>## watt</td>
    <td>4.250001</td>
  </tr>
  <tr>
    <td>## wave</td>
    <td>4.391801</td>
  </tr>
  <tr>
    <td>## wax</td>
    <td>4.407438</td>
  </tr>
  <tr>
    <td>## way</td>
    <td>4.765862</td>
  </tr>
  <tr>
    <td>## wealth</td>
    <td>4.374142</td>
  </tr>
  <tr>
    <td>## wear</td>
    <td>4.443716</td>
  </tr>
  <tr>
    <td>## weave</td>
    <td>4.582525</td>
  </tr>
</table>
<table><tr><td>web</td><td>4.818011</td></tr><tr><td>wed</td><td>4.747465</td></tr><tr><td>wedge</td><td>4.358044</td></tr><tr><td>weed</td><td>4.547221</td></tr><tr><td>week</td><td>4.436751</td></tr><tr><td>weep</td><td>4.364733</td></tr><tr><td>weigh</td><td>4.494577</td></tr><tr><td>weight</td><td>4.532911</td></tr><tr><td>weld</td><td>3.391234</td></tr><tr><td>well</td><td>4.815435</td></tr><tr><td>welt</td><td>2.887826</td></tr><tr><td>west</td><td>2.722788</td></tr><tr><td>whack</td><td>4.276457</td></tr><tr><td>wharf</td><td>4.455957</td></tr><tr><td>wheat</td><td>4.526881</td></tr><tr><td>wheel</td><td>4.336234</td></tr><tr><td>whelp</td><td>2.145018</td></tr><tr><td>whiff</td><td>3.758377</td></tr><tr><td>while</td><td>4.623052</td></tr><tr><td>whim</td><td>4.359829</td></tr><tr><td>whine</td><td>4.266059</td></tr><tr><td>whip</td><td>4.824901</td></tr><tr><td>whirl</td><td>4.364677</td></tr><tr><td>whit</td><td>3.211245</td></tr><tr><td>whiz</td><td>4.550269</td></tr><tr><td>whoop</td><td>3.303449</td></tr><tr><td>whoosh</td><td>4.063548</td></tr><tr><td>whore</td><td>4.386709</td></tr><tr><td>whorl</td><td>2.581598</td></tr><tr><td>wick</td><td>4.333531</td></tr><tr><td>wield</td><td>3.955273</td></tr><tr><td>wife</td><td>4.825319</td></tr><tr><td>wig</td><td>4.395202</td></tr><tr><td>will</td><td>4.815558</td></tr><tr><td>wilt</td><td>4.233350</td></tr><tr><td>win</td><td>4.387588</td></tr><tr><td>wine</td><td>4.808068</td></tr><tr><td>wing</td><td>4.836245</td></tr><tr><td>wink</td><td>4.609181</td></tr><tr><td>wipe</td><td>4.802099</td></tr><tr><td>wire</td><td>4.824147</td></tr><tr><td>wish</td><td>4.750538</td></tr><tr><td>wisp</td><td>3.200490</td></tr><tr><td>wit</td><td>4.381912</td></tr><tr><td>witch</td><td>4.417556</td></tr><tr><td>woe</td><td>4.431833</td></tr></table>
<table>
  <tr>
    <td>## wolf</td>
    <td>4.806339</td>
  </tr>
  <tr>
    <td>## womb</td>
    <td>4.357532</td>
  </tr>
  <tr>
    <td>## woo</td>
    <td>2.535593</td>
  </tr>
  <tr>
    <td>## wood</td>
    <td>4.393244</td>
  </tr>
  <tr>
    <td>## wool</td>
    <td>4.273818</td>
  </tr>
  <tr>
    <td>## word</td>
    <td>4.624465</td>
  </tr>
  <tr>
    <td>## work</td>
    <td>4.722600</td>
  </tr>
  <tr>
    <td>## world</td>
    <td>4.770400</td>
  </tr>
  <tr>
    <td>## worm</td>
    <td>4.411795</td>
  </tr>
  <tr>
    <td>## would</td>
    <td>4.693709</td>
  </tr>
  <tr>
    <td>## wow</td>
    <td>4.330731</td>
  </tr>
  <tr>
    <td>## wrack</td>
    <td>4.333855</td>
  </tr>
  <tr>
    <td>## wrap</td>
    <td>4.521753</td>
  </tr>
  <tr>
    <td>## wrath</td>
    <td>4.278108</td>
  </tr>
  <tr>
    <td>## wreak</td>
    <td>4.085787</td>
  </tr>
  <tr>
    <td>## wreath</td>
    <td>4.210373</td>
  </tr>
  <tr>
    <td>## wreck</td>
    <td>4.525213</td>
  </tr>
  <tr>
    <td>## wren</td>
    <td>3.209533</td>
  </tr>
  <tr>
    <td>## wrest</td>
    <td>4.281980</td>
  </tr>
  <tr>
    <td>## wretch</td>
    <td>4.344768</td>
  </tr>
  <tr>
    <td>## wring</td>
    <td>2.213803</td>
  </tr>
  <tr>
    <td>## wrist</td>
    <td>4.712999</td>
  </tr>
  <tr>
    <td>## writ</td>
    <td>2.072069</td>
  </tr>
  <tr>
    <td>## write</td>
    <td>4.533056</td>
  </tr>
  <tr>
    <td>## writhe</td>
    <td>3.953297</td>
  </tr>
  <tr>
    <td>## yacht</td>
    <td>3.720713</td>
  </tr>
  <tr>
    <td>## yak</td>
    <td>1.642999</td>
  </tr>
  <tr>
    <td>## yam</td>
    <td>4.315183</td>
  </tr>
  <tr>
    <td>## yang</td>
    <td>1.642938</td>
  </tr>
  <tr>
    <td>## yank</td>
    <td>3.338789</td>
  </tr>
  <tr>
    <td>## yard</td>
    <td>4.469573</td>
  </tr>
  <tr>
    <td>## yarn</td>
    <td>4.455277</td>
  </tr>
  <tr>
    <td>## yaw</td>
    <td>2.801254</td>
  </tr>
  <tr>
    <td>## yawl</td>
    <td>2.730185</td>
  </tr>
  <tr>
    <td>## yawn</td>
    <td>4.448734</td>
  </tr>
  <tr>
    <td>## yea</td>
    <td>3.973433</td>
  </tr>
  <tr>
    <td>## year</td>
    <td>4.515455</td>
  </tr>
  <tr>
    <td>## yearn</td>
    <td>3.910330</td>
  </tr>
  <tr>
    <td>## yeast</td>
    <td>4.502918</td>
  </tr>
  <tr>
    <td>## yell</td>
    <td>4.417110</td>
  </tr>
  <tr>
    <td>## yelp</td>
    <td>3.409412</td>
  </tr>
  <tr>
    <td>## yen</td>
    <td>2.954283</td>
  </tr>
  <tr>
    <td>## yes</td>
    <td>4.832446</td>
  </tr>
  <tr>
    <td>## yield</td>
    <td>4.821044</td>
  </tr>
  <tr>
    <td>## yoke</td>
    <td>4.480565</td>
  </tr>
  <tr>
    <td>## yolk</td>
    <td>4.265757</td>
  </tr>
</table>
<table><tr><td>## yore</td><td>3.005145</td></tr><tr><td>## youth</td><td>4.628253</td></tr><tr><td>## zeal</td><td>4.141043</td></tr><tr><td>## zest</td><td>4.107503</td></tr><tr><td>## zinc</td><td>3.835348</td></tr><tr><td>## zing</td><td>2.591726</td></tr><tr><td>## zip</td><td>4.528172</td></tr><tr><td>## zone</td><td>4.630769</td></tr><tr><td>## zoo</td><td>4.326536</td></tr></table>

### 3.4.2.4.4 Plotting

```r
english2 <- english2 %>%
  mutate(prob3 = predict(mdl.glmmSlope3, type = "response"))
english2 %>%
  ggplot(aes(x = as.numeric(AgeSubject), y = prob3)) +
  geom_point() +
  geomSmooth(method = "glm",
    method.args = list(family = "binomial"),
    se = T) +
  labs(y = "Probability", x = "") +
  coordCartesian(ylim = c(0,1)) +
  scale_x_discrete(limits = c("Young", "Old"))
```

<figure><img src="image_97.png" /></figure>

#### 3.4.2.4.4.1 Normal

We obtain the exact same plots, but the model estimations are different. Let's use another type of predictions
z vals <- seq(-3, 3, 0.01)

n = nrow(english2)

dfPredNew <- data.frame(RTlexdec_z = z vals)

### store the predicted probabilities for each value of RTlexdec_z

pp <- cbind(dfPredNew, prob = predict(mdl.glmmSlope3, newdata = dfPredNew, type = "res",

pp %>%

ggplot(aes(x = RTlexdec_z, y = prob)) +

geom_point() +

themeBW(base_size = 20) +

labs(y = "Probability", x = "") +

coordCartesian(ylim = c(-0.1, 1.1), expand = FALSE) +

scale_y continuous(breaks = c(0,1), labels = c("Young","Old")) +

scale_x continuous(breaks = c(-3, -2, -1, 0, 1, 2, 3))

<figure><img src="image_98.png" /></figure>

3.4.2.4.4.2 z-scores

We obtain the exact same plots, but the model estimations are different.

3.5 Cumulative Logit Link Mixed-effects Mod-
els

These models work perfectly with rating data. Ratings are inherently ordered,
1, 2, ... n, and expect to observe an increase (or decrease) in overall ratings from
1 to n. To demonstrate this, we will use an example using the package "ordinal".
We use two datasets. We previously ran these two models, however, in this subset of the full dataset, we did not take into account the fact that there were multiple producing speakers and items.

### 3.5.1 Ratings of percept of nasality

The first comes from a likert-scale a rating experiment where six participants rated the percept of nasality in the production of particular consonants in Arabic. The data came from nine producing subjects. The ratings were from 1 to 5, with 1 reflecting an *oral* percept; 5 a *nasal* percept.

#### 3.5.1.1 Importing and pre-processing

We start by importing the data and process it. We change the reference level in the predictor

```
rating <- read_csv("data/rating.csv")[-1]
rating
```

```
## # A tibble: 405 x 5
```

<table><thead><tr><th></th><th>Response</th><th>Context</th><th>Subject</th><th>Item</th><th>Rater</th></tr></thead><tbody><tr><td>## 1</td><td>2</td><td>n-3</td><td>p04</td><td>noo3-w</td><td>R01</td></tr><tr><td>## 2</td><td>4</td><td>isolation</td><td>p04</td><td>noo3-v</td><td>R01</td></tr><tr><td>## 3</td><td>2</td><td>o-3</td><td>p04</td><td>djuu3-w</td><td>R01</td></tr><tr><td>## 4</td><td>4</td><td>isolation</td><td>p04</td><td>djuu3-v</td><td>R01</td></tr><tr><td>## 5</td><td>3</td><td>n-7</td><td>p04</td><td>nuu7-w</td><td>R01</td></tr><tr><td>## 6</td><td>3</td><td>isolation</td><td>p04</td><td>nuu7-v</td><td>R01</td></tr><tr><td>## 7</td><td>1</td><td>3--3</td><td>p04</td><td>3oo3-w</td><td>R01</td></tr><tr><td>## 8</td><td>2</td><td>isolation</td><td>p04</td><td>3oo3-v</td><td>R01</td></tr><tr><td>## 9</td><td>2</td><td>o-7</td><td>p04</td><td>loo7-w</td><td>R01</td></tr><tr><td>## 10</td><td>1</td><td>o-3</td><td>p04</td><td>bii3-w</td><td>R01</td></tr></tbody></table>

```
rating <- rating %>%
  mutate(Response = factor(Response),
        Context = factor(Context),
        Subject = factor(Subject),
        Item = factorENSEMBLE %>%
  mutate(Context = relevel(Context, "isolation"))

rating %>%
  head(10)
```

```
## # A tibble: 10 x 5
```

<table><thead><tr><th></th><th>Response</th><th>Context</th><th>Subject</th><th>Item</th><th>Rater</th></tr></thead><tbody><tr><td>## 1</td><td>2</td><td>n-3</td><td>p04</td><td>noo3-w</td><td>R01</td></tr><tr><td>## 2</td><td>4</td><td>isolation</td><td>p04</td><td>noo3-v</td><td>R01</td></tr></tbody></table>
## 3 2 o-3 p04 djuu3-w R01
## 4 4 isolation p04 djuu3-v R01
## 5 3 n-7 p04 nuu7-w R01
## 6 3 isolation p04 nuu7-v R01
## 7 1 3--3 p04 3oo3-w R01
## 8 2 isolation p04 3oo3-v R01
## 9 2 o-7 p04 loo7-w R01
## 10 1 o-3 p04 bii3-w R01

### 3.5.1.2 Model specifications

#### 3.5.1.2.1 No random effects
We run our first clm model as a simple, i.e., with no random effects

system.time(mdl.clm <- rating %>% clm(Response ~ Context, data = .))

## user system elapsed

## 0.01 0.00 0.02

summary(mdl.clm)

## formula: Response ~ Context

## data: .

##

## link threshold nobs logLik AIC niter max.grad cond.H

## logit flexible 405 -526.16 1086.31 5(0) 3.61e-09 1.3e+02

##

## Coefficients:

Estimate Std. Error z value Pr(>\|z\|)

## Context3--3 -0.1384 0.5848 -0.237 0.8130

## Context3-n 3.5876 0.4721 7.600 2.96e-14 ***

## Context3-o -0.4977 0.3859 -1.290 0.1971

## Context7-n 2.3271 0.5079 4.582 4.60e-06 ***

## Context7-o 0.2904 0.4002 0.726 0.4680

## Contextn-3 2.8957 0.6685 4.331 1.48e-05 ***

## Contextn-7 2.2678 0.4978 4.556 5.22e-06 ***

## Contextn-n 2.8697 0.4317 6.647 2.99e-11 ***

## Contextn-o 3.5152 0.4397 7.994 1.30e-15 ***

## Contexto-3 -0.2540 0.4017 -0.632 0.5272

## Contexto-7 -0.6978 0.3769 -1.851 0.0641 .

## Contexto-n 2.9640 0.4159 7.126 1.03e-12 ***

## Contexto-o -0.6147 0.3934 -1.562 0.1182

## ---

## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

##

## Threshold coefficients:
## Estimate Std. Error z value
## 1|2 -1.4615 0.2065 -7.077
## 2|3 0.4843 0.1824 2.655
## 3|4 1.5492 0.2044 7.578
## 4|5 3.1817 0.2632 12.089

### 3.5.1.2.2 Random effects 1 - Intercepts only
We run our first clmm model as a simple, i.e., with random intercepts

system.time(mdl.clmm.Int <- rating %>% clmm(Response ~ Context + (1|Subject) + (1|Item), data = .))

## user system elapsed
## 3.09 0.19 3.36

summary(mdl.clmm.Int)

## Cumulative Link Mixed Model fitted with the Laplace approximation
##

## formula: Response ~ Context + (1 | Subject) + (1 | Item)

## data: .

## link threshold nobs logLik AIC niter max.grad cond.H
## logit flexible 405 -520.89 1079.79 1395(2832) 7.26e-04 1.2e+02
##

## Random effects:

## Groups Name Variance Std.Dev.
## Item (Intercept) 1.272e-14 1.128e-07
## Subject (Intercept) 1.942e-01 4.407e-01

## Number of groups: Item 45, Subject 9
##

## Coefficients:

## Estimate Std. Error z value Pr(>z|)
## Context3--3 -0.1634 0.5798 -0.282 0.7781
## Context3-n 3.6779 0.4804 7.657 1.91e-14 ***
## Context3-o -0.5156 0.3873 -1.331 0.1831
## Context7-n 2.3775 0.5185 4.585 4.54e-06 ***
## Context7-o 0.3279 0.4046 0.810 0.4177
## Contextn-3 3.0361 0.6677 4.547 5.43e-06 ***
## Contextn-7 2.3599 0.4925 4.792 1.65e-06 ***
## Contextn-n 2.9633 0.4339 6.830 8.52e-12 ***
## Contextn-o 3.6644 0.4495 8.153 3.56e-16 ***
## Contexto-3 -0.2772 0.4000 -0.693 0.4883
## Contexto-7 -0.7334 0.3800 -1.930 0.0536 .
## Contexto-n 3.0672 0.4220 7.268 3.65e-13 ***
## Contexto-o -0.6505 0.4015 -1.620 0.1052
## ---
## Signif. codes: 0 '**' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Threshold coefficients:
## Estimate Std. Error z value
## 1|2 -1.5141 0.2554 -5.928
## 2|3 0.5077 0.2358 2.153
## 3|4 1.6039 0.2538 6.319
## 4|5 3.2921 0.3072 10.718

### 3.5.1.2.3 Random effects 2 - Intercepts and Slopes
We run our second clmm model as a simple, i.e., with random intercepts and random slopes. Because the model will run for a while, we added an if condition to say if the model was run previously, simply load the rds file rather than running it.

```r
if (file.exists("outputs/mdl.clmm.Slope.rds")) {
  mdl.clmm.Slope <- readRDS("outputs/mdl.clmm.Slope.rds")
} else {
  mdl.sys.timeClmmSlope <- system.time(mdl.clmm.Slope <- rating %>%
clmm(Response ~ Context + (Context | Subject) + (1 | Item), data = .))
mdl.sys.timeClmmSlope
saveRDS(mdl.clmm.Slope, "outputs/mdl.clmm.Slope.rds")
}
summary(mdl.clmm.Slope)
```

## Cumulative Link Mixed Model fitted with the Laplace approximation
##
## formula: Response ~ Context + (Context | Subject) + (1 | Item)
## data: .
##
## link threshold nobs logLik AIC niter max.grad cond.H
## logit flexible 405 -492.53 1231.05 55305(218422) 8.87e-02 1.5e+04
##
## Random effects:
## Groups Name Variance Std.Dev. Corr
## Item (Intercept) 0.05939 0.2437
## Subject (Intercept) 0.70845 0.8417
## Context3--3 2.34447 1.5312 -0.755
## Context3-n 4.43319 2.1055 -0.258 0.654
## Context3-o 1.37733 1.1736 -0.677 0.985 0.649
## Context7-n 4.33218 2.0814 -0.544 0.729 0.389 0.709
## Context7-o 1.55843 1.2484 -0.809 0.740 0.068 0.682 0.431
## Contextn-3 7.99273 2.8271 -0.251 0.725 0.807 0.773 0.204
## Contextn-7 4.87737 2.2085 -0.276 0.563 0.516 0.553 -0.090
## Contextn-n 3.60679 1.8992 -0.659 0.924 0.662 0.916 0.420
## Contextn-o 2.26056 1.5035 -0.730 0.633 0.022 0.615 0.141
## Contexto-3 1.00547 1.0027 -0.159 0.484 0.443 0.513 -0.189
### Contexto-7 1.48508 1.2186 -0.889 0.738 0.196 0.637 0.456
### Contexto-n 2.76687 1.6634 -0.874 0.871 0.398 0.787 0.578
### Contexto-o 1.78059 1.3344 -0.883 0.645 0.300 0.547 0.739

###
###
###
###
###
###
###

### 0.336
### 0.547 0.824
### 0.744 0.867 0.825
### 0.915 0.429 0.639 0.747
### 0.457 0.840 0.969 0.771 0.626
### 0.946 0.290 0.511 0.721 0.811 0.359
### 0.919 0.469 0.581 0.837 0.769 0.434 0.970
### 0.561 0.031 -0.057 0.411 0.345 -0.221 0.723 0.733

### Number of groups: Item 45, Subject 9

###
### Coefficients:

### Estimate Std. Error z value Pr(>\|z\|)
### Context3--3 -0.2625 0.8280 -0.317 0.75120
### Context3-n 4.6025 0.9754 4.718 2.38e-06 ***
### Context3-o -0.5739 0.5821 -0.986 0.32413
### Context7-n 2.5260 0.9164 2.756 0.00584 **
### Context7-o 0.3748 0.6183 0.606 0.54433
### Contextn-3 4.1834 1.4119 2.963 0.00305 **
### Contextn-7 2.9393 0.9457 3.108 0.00188 **
### Contextn-n 3.5724 0.8166 4.375 1.21e-05 ***
### Contextn-o 4.4321 0.7515 5.898 3.69e-09 ***
### Contexto-3 -0.3567 0.5562 -0.641 0.52138
### Contexto-7 -0.8254 0.5861 -1.408 0.15905
### Contexto-n 3.6329 0.7410 4.903 9.44e-07 ***
### Contexto-o -0.6508 0.6248 -1.042 0.29755

### ---
### Signif. codes: 0 '**' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

###
### Threshold coefficients:

### Estimate Std. Error z value
### 1|2 -1.7147 0.3662 -4.682
### 2|3 0.5701 0.3481 1.638
### 3|4 1.8427 0.3666 5.026
### 4|5 3.9828 0.4399 9.054
### 3.5.1.3 Testing significance

We can evaluate whether “Context” improves the model fit, by comparing a null model with our model. Of course “Context” is improving the model fit.

```
mdl.clm.Null <- rating %>%
  clm(Response ~ 1, data = .)
```

```
anova(mdl.clm, mdl.clm.Null)
```

#### 3.5.1.3.1 Null vs no random

```
## Likelihood ratio tests of cumulative link models:
##
##                 formula:          link: threshold:
## mdl.clm.Null Response ~ 1      logit flexible
## mdl.clm        Response ~ Context logit flexible
##
##                 no.par      AIC  logLik LR.stat df Pr(>Chisq)
## mdl.clm.Null      4 1281.1 -636.56
## mdl.clm          17 1086.3 -526.16  220.8 13 < 2.2e-16 ***
## ---
## Signif. codes: 0 '**' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
```

```
anova(mdl.clm, mdl.c/mm.Int)
```

#### 3.5.1.3.2 No random vs Random Intercepts

```
## Likelihood ratio tests of cumulative link models:
##
##                 formula:          link: threshold:
## mdl.clm        Response ~ Context      logit flexible
## mdl.clmm.Int Response ~ Context + (1 | Subject) + (1 | Item) logit flexible
##
##                 no.par      AIC  logLik LR.stat df Pr(>Chisq)
## mdl.clm          17 1086.3 -526.16
## mdl.clmm.Int     19 1079.8 -520.89  10.525 2  0.005182 **
## ---
## Signif. codes: 0 '**' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
```

```
anova(mdl.c/mm.Int, mdl.c/mm.Slope)
```

#### 3.5.1.3.3 No random vs Random Intercepts

```
## Likelihood ratio tests of cumulative link models:
```
##
## formula:                                     link:
## mdl.clmm.Int Response ~ Context + (1 | Subject) + (1 | Item) logit
## mdl.clmm.Slope Response ~ Context + (Context | Subject) + (1 | Item) logit
## threshold:
## mdl.clmm.Int flexible
## mdl.clmm.Slope flexible
##
## no.par AIC logLik LR.stat df Pr(>Chisq)
## mdl.clmm.Int 19 1079.8 -520.89
## mdl.clmm.Slope 123 1231.1 -492.53 56.737 104 1

The model comparison above shows that using random intercepts is enough in our case. By subject Random Slopes are not needed; subjects “seem” to show similarities in how they produced the items. In our publication, by Rater Random Slopes for context were needed.

### 3.5.1.4 Model's fit

print tab_model mdl.clmm.Int, file = paste0("outputs/mdl.clmm.Int.html")))
htmltools::includeHTML("outputs/mdl.clmm.Int.html")

### 3.5.1.5 Interpreting a cumulative model

As a way to interpret the model, we can look at the coefficients and make sense of the results. A CLM model is a Logistic model with a cumulative effect. The “Coefficients” are the estimates for each level of the fixed effect; the “Threshold coefficients” are those of the response. For the former, a negative coefficient indicates a negative association with the response; and a positive is positively associated with the response. The p values are indicating the significance of each level. For the “Threshold coefficients”, we can see the cumulative effects of ratings 1|2, 2|3, 3|4 and 4|5 which indicate an overall increase in the ratings from 1 to 5.

### 3.5.1.6 Plotting

#### 3.5.1.6.1 No confidence intervals
We use a modified version of a plotting function that allows us to visualise the effects. For this, we use the base R plotting functions. The version below is without confidence intervals.

```r
par(oma=c(1, 0, 0, 3), mgp=c(2, 1, 0))
xlimNas = c(min(mdl.clmm.Int$beta), max(mdl.clmm.Int$beta))
ylimNas = c(0, 1)
plot(0,0,xlim=xlimNas, ylim=ylimNas, type="n", ylab=expression(Probability), xlab="", xaxt = "n",
axis(side = 1, at = c(0,mdl.clmm.Int$beta), labels = levels(rating$Context), las=2,cex=2,cex.lab=
xsNas = seq(xlimNas[1], ylimNas[2], length.out=100)
lines(xsNas, plogis(mdl.clmm.Int$Theta[1] - xsNas), col='black'))
```
lines(xsNas, plogis(mdl.clmm.Int$Theta[2] - xsNas)-plogis(mdl.clmm.Int$Theta[1] - xsNas)
lines(xsNas, plogis(mdl.clmm.Int$Theta[3] - xsNas)-plogis(mdl.clmm.Int$Theta[2] - xsNas)
lines(xsNas, plogis(mdl.clmm.Int$Theta[4] - xsNas)-plogis(mdl.clmm.Int$Theta[3] - xsNas)
lines(xsNas, 1-(plogis(mdl.clmm.Int$Theta[4] - xsNas)), col='blue')
abline(v=c(0,mdl.clmm.Int$beta),lty=3)
abline(h=0, lty="dashed")
abline(h=0.2, lty="dashed")
abline(h=0.4, lty="dashed")
abline(h=0.6, lty="dashed")
abline(h=0.8, lty="dashed")
abline(h=1, lty="dashed")

legend(par('usr')[2], par('usr')[4], bty='n', xpd=NA,lty=1, col=c("black", "red", "green"),
legend=c("Oral", "2", "3", "4", "Nasal"),cex=0.75)

Predicted curves – Nasalisation

<figure><img src="image_99.png" /></figure>

3.5.1.6.2 With confidence intervals Here is an attempt to add the 97.5%
confidence intervals to these plots. This is an experimental attempt and any
feedback is welcome!

par(oma=c(1, 0, 0, 3),mgp=c(2, 1, 0))
xlimNas = c(min(mdl.clmm.Int$beta), max(mdl.clmm.Int$beta))
ylimNas = c(0,1)
plot(0,0,xlim=xlimNas, ylim=ylimNas, type="n", ylab=expression(Probability), xlab="",
axis(side = 1, at = c(0,mdl.clmm.Int$beta),labels = levels(rating$Context), las=2,cex=
xsNas = seq(xlimNas[1], ylimNas[2], length.out=100)
#+CI

lines(xsNas, plogis(mdl.clmm.Int$Theta[1]+(summary(mdl.clmm.Int)$coefficient[,2][[1]]/1.96) - xsNas), col='black')
lines(xsNas, plogis(mdl.clmm.Int$Theta[2]+(summary(mdl.clmm.Int)$coefficient[,2][[2]]/1.96) - xsNas), col='blue')
lines(xsNas, plogis(mdl.clmm.Int$Theta[3]+(summary(mdl.clmm.Int)$coefficient[,2][[3]]/1.96) - xsNas), col='orange')
lines(xsNas, plogis(mdl.clmm.Int$Theta[4]+(summary(mdl.clmm.Int)$coefficient[,2][[4]]/1.96) - xsNas), col='green')
lines(xsNas, 1-(plogis(mdl.clmm.Int$Theta[4]+(summary(mdl.clmm.Int)$coefficient[,2][[4]]/1.96) - xsNas), col='red')

#-CI

lines(xsNas, plogis(mdl.clmm.Int$Theta[1]-(summary(mdl.clmm.Int)$coefficient[,2][[1]]/1.96) - xsNas), col='black')
lines(xsNas, plogis(mdl.clmm.Int$Theta[2]-(summary(mdl.clmm.Int)$coefficient[,2][[2]]/1.96) - xsNas), col='blue')
lines(xsNas, plogis(mdl.clmm.Int$Theta[3]-(summary(mdl.clmm.Int)$coefficient[,2][[3]]/1.96) - xsNas), col='orange')
lines(xsNas, plogis(mdl.clmm.Int$Theta[4]-(summary(mdl.clmm.Int)$coefficient[,2][[4]]/1.96) - xsNas), col='green')
lines(xsNas, 1-(plogis(mdl.clmm.Int$Theta[4]-(summary(mdl.clmm.Int)$coefficient[,2][[4]]/1.96) - xsNas), col='red')

## fill area around CI using c(x, rev(x)), c(y2, rev(y1))

polygon(c(xsNas, rev(xsNas)),
        c(plogis(mdl.clmm.Int$Theta[1]+(summary(mdl.clmm.Int)$coefficient[,2][[1]]/1.96) - xsNas),
        col='black')

polygon(c(xsNas, rev(xsNas)),
        c(plogis(mdl.clmm.Int$Theta[2]+(summary(mdl.clmm.Int)$coefficient[,2][[2]]/1.96) - xsNas),
        col='blue')

polygon(c(xsNas, rev(xsNas)),
        c(plogis(mdl.clmm.Int$Theta[3]+(summary(mdl.clmm.Int)$coefficient[,2][[3]]/1.96) - xsNas),
        col='orange')

polygon(c(xsNas, rev(xsNas)),
        c(plogis(mdl.clmm.Int$Theta[4]+(summary(mdl.clmm.Int)$coefficient[,2][[4]]/1.96) - xsNas),
        col='green')

polygon(c(xsNas, rev(xsNas)),
        c(1-(plogis(mdl.clmm.Int$Theta[4]-(summary(mdl.clmm.Int)$coefficient[,2][[4]]/1.96) - xsNas),
        col='red')

lines(xsNas, plogis(mdl.clmm.Int$Theta[1] - xsNas), col='black')

lines(xsNas, plogis(mdl.clmm.Int$Theta[2] - xsNas)-plogis(mdl.clmm.Int$Theta[1] - xsNas), col='red')

lines(xsNas, plogis(mdl.clmm.Int$Theta[3] - xsNas)-plogis(mdl.clmm.Int$Theta[2] - xsNas), col='blue')

lines(xsNas, plogis(mdl.clmm.Int$Theta[4] - xsNas)-plogis(mdl.clmm.Int$Theta[3] - xsNas), col='green')

lines(xsNas, 1-(plogis(mdl.clmm.Int$Theta[4] - xsNas)), col='blue')

abline(v=c(0,mdl.clmm.Int$beta), lty=3)

abline(h=0, lty="dashed")

abline(h=0.2, lty="dashed")

abline(h=0.4, lty="dashed")

abline(h=0.6, lty="dashed")

abline(h=0.8, lty="dashed")
abline(h=1, lty="dashed")

legend(par('usr')[2], par('usr')[4], bty='n', xpd=NA, lty=1, col=c("black", "red", "gre
gend=c("Oral", "2", "3", "4", "Nasal"), cex=0.75)

Predicted curves – Nasalisation

<figure><img src="image_100.png" /></figure>

Check if the results are different between our initial model (with clm) and our
new model (with clmm).

3.5.2 Subjective estimates of the weight of the referents
of 81 English nouns.

This dataset comes from the LanguageR package. It contains the subjective
estimates of the weight of the referents of 81 English nouns. This dataset is a
little complex. Data comes from multiple subjects who rated 81 nouns. The
nouns are from a class of animals and plants. The subjects are either males
or females.

We can model it in various ways. Here we decided to explore whether the ratings
given to a particular word are different, when the class is either animal or a plant
and if males rated the nouns differently from males. We will only use subject
as a random effect. We also model the contribution of frequency.
### 3.5.2.1 Importing and pre-processing

```r
weightRatings <- weightRatings %>%
  mutate(Rating = factor(Rating),
        Subject = factor(Subject),
        Sex = factor(Sex),
        Word = factor(Word),
        Class = factor(Class))
weightRatings %>%
  head(10)
```

<table><thead><tr><th>##</th><th>Subject</th><th>Rating</th><th>Trial</th><th>Sex</th><th>Word</th><th>Frequency</th><th>Class</th></tr></thead><tbody><tr><td>## 1</td><td>A1</td><td>5</td><td>1</td><td>F</td><td>horse</td><td>7.771910</td><td>animal</td></tr><tr><td>## 2</td><td>A1</td><td>1</td><td>2</td><td>F</td><td>gherkin</td><td>2.079442</td><td>plant</td></tr><tr><td>## 3</td><td>A1</td><td>3</td><td>3</td><td>F</td><td>hedgehog</td><td>3.637586</td><td>animal</td></tr><tr><td>## 4</td><td>A1</td><td>1</td><td>4</td><td>F</td><td>bee</td><td>5.700444</td><td>animal</td></tr><tr><td>## 5</td><td>A1</td><td>1</td><td>5</td><td>F</td><td>peanut</td><td>4.595120</td><td>plant</td></tr><tr><td>## 6</td><td>A1</td><td>2</td><td>6</td><td>F</td><td>pear</td><td>4.727388</td><td>plant</td></tr><tr><td>## 7</td><td>A1</td><td>3</td><td>7</td><td>F</td><td>pineapple</td><td>3.988984</td><td>plant</td></tr><tr><td>## 8</td><td>A1</td><td>2</td><td>8</td><td>F</td><td>frog</td><td>5.129899</td><td>animal</td></tr><tr><td>## 9</td><td>A1</td><td>1</td><td>9</td><td>F</td><td>blackberry</td><td>4.060443</td><td>plant</td></tr><tr><td>## 10</td><td>A1</td><td>3</td><td>10</td><td>F</td><td>pigeon</td><td>5.262690</td><td>animal</td></tr></tbody></table>

### 3.5.2.2 Model specifications

#### 3.5.2.2.1 No random effects
We run our first clm model as a simple, i.e., with no random effects

```r
system.time(mdl.clm.1 <- weightRatings %>%
  clm(Rating ~ Class * Sex * Frequency, data = .))
```

```r
## user system elapsed
## 0.09   0.06   0.06
```

```r
summary(mdl.clm.1)
```

```r
## formula: Rating ~ Class * Sex * Frequency
```

```r
## data: .
```

```r
## link threshold nobs logLik AIC niter max.grad cond.H
## logit flexible 1620 -2387.08 4800.16 6(0) 1.71e-13 1.7e+04
```

```r
## Coefficients:
##                 Estimate Std. Error z value Pr(>\|z\|)
## Classplant      -1.16225   0.44191  -2.630  0.00854 **
## SexM           -0.68152   0.55688  -1.224  0.22102
## Frequency       0.23871   0.05694   4.192  2.77e-05 ***
## Classplant:SexM  0.38258   0.82629   0.463  0.64336
```
## Classplant:Frequency -0.26492 0.09231 -2.870 0.00410 **
## SexM:Frequency 0.07563 0.10527 0.718 0.47251
## Classplant:SexM:Frequency -0.08114 0.17315 -0.469 0.63934
## ---
## Signif. codes: 0 '**' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Threshold coefficients:
## Estimate Std. Error z value
## 1|2 -0.8614 0.3025 -2.848
## 2|3 0.5553 0.2985 1.861
## 3|4 1.5121 0.3021 5.005
## 4|5 2.2185 0.3081 7.200
## 5|6 3.0602 0.3169 9.657
## 6|7 3.8655 0.3304 11.698

### 3.5.2.2.2 Random effects 1 - Intercepts only
We run our first model as a simple, i.e., with random intercepts

system.time(mdl.clmm.Int.1 <- weightRatings %>% clmm(Rating ~ Class * Sex * Frequency + (1 | Subject:Word), data = .))

## user system elapsed
## 9.68 0.16 9.81

summary(mdl.clmm.Int.1)

## Cumulative Link Mixed Model fitted with the Laplace approximation
##
## formula: Rating ~ Class * Sex * Frequency + (1 | Subject:Word)
## data: .
##
## link threshold nobs logLik AIC niter max.grad cond.H
## logit flexible 1620 -2386.75 4801.50 2061(3287) 1.19e+03 1.3e+07
##
## Random effects:
## Groups Name Variance Std.Dev.
## Subject:Word (Intercept) 0.08809 0.2968
## Number of groups: Subject:Word 1620
##
## Coefficients:

<table><thead><tr><th></th><th>Estimate</th><th>Std. Error</th><th>z value</th><th>Pr(&gt;|z|)</th></tr></thead><tbody><tr><td>Classplant</td><td>-1.1802708</td><td>0.3390629</td><td>-3.481</td><td>0.000500 ***</td></tr><tr><td>SexM</td><td>-0.6867573</td><td>0.0002053</td><td>-3345.383</td><td>&lt; 2e-16 ***</td></tr><tr><td>Frequency</td><td>0.2417475</td><td>0.0002120</td><td>1140.287</td><td>&lt; 2e-16 ***</td></tr><tr><td>Classplant:SexM</td><td>0.3763059</td><td>0.6219172</td><td>0.605</td><td>0.545130</td></tr><tr><td>Classplant:Frequency</td><td>-0.2701740</td><td>0.0740264</td><td>-3.650</td><td>0.000263 ***</td></tr><tr><td>SexM:Frequency</td><td>0.0766013</td><td>0.0002120</td><td>361.310</td><td>&lt; 2e-16 ***</td></tr></tbody></table>
## Classplant:SexM:Frequency -0.0808977 0.1400069 -0.578 0.563391
## ---
## Signif. codes: 0 '**' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Threshold coefficients:
## Estimate Std. Error z value
## 1|2 -0.8760967 0.0864902 -10.129
## 2|3 0.5623695 0.0672833 8.358
## 3|4 1.5367459 0.0606648 25.332
## 4|5 2.2558511 0.0569153 39.635
## 5|6 3.1086575 0.0002053 15143.196
## 6|7 3.9201908 0.0002053 19096.357

### 3.5.2.2.3 Random effects 2 - Intercepts and Slopes
We run our second model as a simple, i.e., with random intercepts and random slopes for subject by class.

system.time(mdl.clmm.Slope.1 <- weightRatings %>% clmm(Rating ~ Class * Sex * Frequency + (Class|Subject:Word), data = .))

## user system elapsed
## 24.50 1.05 25.79

summary(mdl.clmm.Slope.1)

## Cumulative Link Mixed Model fitted with the Laplace approximation
##
## formula: Rating ~ Class * Sex * Frequency + (Class | Subject:Word)
## data: .
##
## link threshold nobs logLik AIC niter max.grad cond.H
## logit flexible 1620 -2378.65 4789.31 3306(7535) 1.97e+00 2.0e+04
##
## Random effects:
## Groups Name Variance Std.Dev. Corr
## Subject:Word (Intercept) 1.151 1.073
## Classplant 1.103 1.050 -0.999
## Number of groups: Subject:Word 1620
##
## Coefficients:
## Estimate Std. Error z value Pr(>z|)
## Classplant -1.27194 0.49042 -2.594 0.00950 **
## SexM -0.79234 0.67146 -1.180 0.23799
## Frequency 0.26622 0.06991 3.808 0.00014 ***
## Classplant:SexM 0.47603 0.91023 0.523 0.60099
## Classplant:Frequency -0.29316 0.10139 -2.892 0.00383 **
## SexM:Frequency 0.09559 0.12702 0.753 0.45169
## Classplant:SexM:Frequency -0.09886 0.18780 -0.526 0.59861
## ---
## Signif. codes: 0 '**' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Threshold coefficients:
## Estimate Std. Error z value
## 1|2 -1.0053 0.3677 -2.734
## 2|3 0.5667 0.3636 1.558
## 3|4 1.7242 0.3731 4.622
## 4|5 2.5852 0.3891 6.644
## 5|6 3.5690 0.4117 8.669
## 6|7 4.4638 0.4357 10.245

### 3.5.2.3 Testing significance

We can evaluate whether “Context” improves the model fit, by comparing a null model with our model. Of course “Context” is improving the model fit.

```
mdl.clm.Null.1 <- weightRatings %>
clm(Rating ~ 1, data = .)
```

```
anova(mdl.clm.1, mdl.clm.Null.1)
```

#### 3.5.2.3.1 Null vs no random

## Likelihood ratio tests of cumulative link models:
##
## formula:                      link: threshold:
## mdl.clm.Null.1 Rating ~ 1          logit flexible
## mdl.clm.1      Rating ~ Class * Sex * Frequency logit flexible
##
## no.par AIC logLik LR.stat df Pr(>Chisq)
## mdl.clm.Null.1      6 5430.2 -2709.1
## mdl.clm.1          13 4800.2 -2387.1 644.05 7 < 2.2e-16 ***
## ---
## Signif. codes: 0 '**' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

```
anova(mdl.clm.1, mdl.cmm.Int.1)
```

#### 3.5.2.3.2 No random vs Random Intercepts

## Likelihood ratio tests of cumulative link models:
##
## formula:                      link:
## mdl.clm.1      Rating ~ Class * Sex * Frequency logit
## mdl.cmm.Int.1 Rating ~ Class * Sex * Frequency + (1 | Subject:Word) logit
## threshold:

## mdl.clm.1 flexible

## mdl.clmm.Int.1 flexible

##

## no.par AIC logLik LR.stat df Pr(>Chisq)

## mdl.clm.1 13 4800.2 -2387.1

## mdl.clmm.Int.1 14 4801.5 -2386.8 0.6612 1 0.4161

anova(mdl.clmm.Int.1, mdl.clmm.Slope.1)

### 3.5.2.3.3 Random Intercepts vs Random Slope

## Likelihood ratio tests of cumulative link models:

##

## formula:

## mdl.clmm.Int.1 Rating ~ Class * Sex * Frequency + (1 | Subject:Word)

## mdl.clmm.Slope.1 Rating ~ Class * Sex * Frequency + (Class | Subject:Word)

## link: threshold:

## mdl.clmm.Int.1 logit flexible

## mdl.clmm.Slope.1 logit flexible

##

## no.par AIC logLik LR.stat df Pr(>Chisq)

## mdl.clmm.Int.1 14 4801.5 -2386.8

## mdl.clmm.Slope.1 16 4789.3 -2378.7 16.194 2 0.0003045 ***

## ---

## Signif. codes: 0 '**' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 '' 1

The model comparison above shows that using random intercepts is enough in our case. By subject Random Slopes are not needed; subjects “seem” to show similarities in how they produced the items.

### 3.5.2.4 Model's fit

print tab_model(mdl.clmm.Slope.1, file = paste0("outputs/mdl.clmm.Slope.1.html")))

htmltools::includeHTML("outputs/mdl.clmm.Slope.1.html")

### 3.5.2.5 Interpreting a cumulative model

As a way to interpret the model, we can look at the coefficients and make sense of the results. A CLM model is a Logistic model with a cumulative effect. The “Coefficients” are the estimates for each level of the fixed effect; the “Threshold coefficients” are those of the response. For the former, a negative coefficient indicates a negative association with the response; and a positive is positively associated with the response. The p values are indicating the significance of each level. For the “Threshold coefficients”, we can see the cumulative effects
of ratings 1|2, 2|3, 3|4 and 4|5 which indicate an overall increase in the ratings
from 1 to 5.

3.5.2.6 Plotting

3.5.2.6.1 No confidence intervals We use a modified version of a plotting
function that allows us to visualise the effects. For this, we use the base R
plotting functions. The version below is without confidence intervals.

```r
par(oma = c(4, 0, 0, 3), mgp = c(2, 1, 0))
xlim = c(min(mdl.clmm.Slope.1$beta), max(mdl.clmm.Slope.1$beta))
ylim = c(0, 1)
plot(0, 0, xlim =lim, ylim = ylim, type = "n", ylab = expression(Probability), xlab = "x")
axis(side = 1, at = mdl.clmm.Slope.1$beta, labels = names(mdl.clmm.Slope.1$beta), las = 1)
xs = seq(xlim[1], xlim[2], length.out = 100)
lines(xs, plogis(mdl.clmm.Slope.1$Theta[1] - xs), col = 'black')
lines(xs, plogis(mdl.clmm.Slope.1$Theta[2] - xs) - plogis(mdl.clmm.Slope.1$Theta[1] - xs), col = 'black')
lines(xs, plogis(mdl.clmm.Slope.1$Theta[3] - xs) - plogis(mdl.clmm.Slope.1$Theta[2] - xs), col = 'black')
lines(xs, plogis(mdl.clmm.Slope.1$Theta[4] - xs) - plogis(mdl.clmm.Slope.1$Theta[3] - xs), col = 'black')
lines(xs, plogis(mdl.clmm.Slope.1$Theta[5] - xs) - plogis(mdl.clmm.Slope.1$Theta[4] - xs), col = 'black')
lines(xs, plogis(mdl.clmm.Slope.1$Theta[6] - xs) - plogis(mdl.clmm.Slope.1$Theta[5] - xs), col = 'black')
lines(xs, 1 - (plogis(mdl.clmm.Slope.1$Theta[6] - xs)), col = 'blue')
abline(v = c(0,mdl.clmm.Slope.1$beta),lty = 3)
abline(h = 0, lty = "dashed")
abline(h = 0.2, lty = "dashed")
abline(h = 0.4, lty = "dashed")
abline(h = 0.6, lty = "dashed")
abline(h = 0.8, lty = "dashed")
abline(h = 1, lty = "dashed")

legend(par('usr')[2], par('usr')[4], bty = 'n', xpd = NA, lty = 1,
        col = c("black", "red", "green", "orange", "yellow", "grey", "blue"),
        legend = c("1", "2", "3", "4", "5", "6", "7"), cex = 0.75)
```
Predicted curves

<figure><img src="image_101.png" /></figure>

**3.5.2.6.2 With confidence intervals** Here is an attempt to add the 97.5%
confidence intervals to these plots. This is an experimental attempt and any
feedback is welcome!

```r
par(oma = c(4, 0, 0, 3), mgp = c(2, 1, 0))
xlim = c(min(mdl.clmm.Slope.1$beta), max(mdl.clmm.Slope.1$beta))
ylim = c(0, 1)
```

```r
plot(0, 0, xlim = xlim, ylim = ylim, type = "n", ylab = expression(Probability), xlab = "", xaxt = false, yaxt = false)
axis(side = 1, at = mdl.clmm.Slope.1$beta, labels = names(mdl.clmm.Slope.1$beta), las = 2, cex = 1.1)
xs = seq(xlim[1], xlim[2], length.out = 100)
```

### #+CI

```r
lines(xs, plogis(mdl.clmm.Slope.1$Theta[1]+(summary(mdl.clmm.Slope.1)$coefficient[,2][1])/1.96, col = "red")
lines(xs, plogis(mdl.clmm.Slope.1$Theta[2]+(summary(mdl.clmm.Slope.1)$coefficient[,2][2])/1.96, col = "blue")
lines(xs, plogis(mdl.clmm.Slope.1$Theta[3]+(summary(mdl.clmm.Slope.1)$coefficient[,2][3])/1.96, col = "green")
lines(xs, plogis(mdl.clmm.Slope.1$Theta[4]+(summary(mdl.clmm.Slope.1)$coefficient[,2][4])/1.96, col = "orange")
lines(xs, plogis(mdl.clmm.Slope.1$Theta[5]-(summary(mdl.clmm.Slope.1)$coefficient[,2][5])/1.96, col = "magenta")
lines(xs, plogis(mdl.clmm.Slope.1$Theta[6]-(summary(mdl.clmm.Slope.1)$coefficient[,2][6])/1.96, col = "violet")
lines(xs, 1-(plogis(mdl.clmm.Slope.1$Theta[6]-(summary(mdl.clmm.Slope.1)$coefficient[,2][6])/1.96), col = "cyan")
```

### #-CI

```r
lines(xs, plogis(mdl.clmm.Slope.1$Theta[1]-(summary(mdl.clmm.Slope.1)$coefficient[,2][1])/1.96, col = "red")
lines(xs, plogis(mdl.clmm.Slope.1$Theta[2]-(summary(mdl.clmm.Slope.1)$coefficient[,2][2])/1.96, col = "blue")
```