RDKit 記述子が 400 に増えたさかい、他と比較してみてん。





RDKit のバージョンが 2020.09.1 になって、計算できる記述子の数が増えたさかい、他と比較してみたで。え？ 今年は 2021 年やって？ ほんまやな。この記事書いてから気付いたわ。ちょっと古い話かも知れへんけど、堪忍やで。

# RDKit installer

RDKit installer は、 miniconda を使って RDKit を Google Colaboratory 上にインストールできるパッケージやで。ついでに色んな補助機能も付けてん。偉いやろ。褒めて褒めて。まずは、こんな感じで pip install しはってな。


```python
%%time 
!pip install git+https://github.com/maskot1977/rdkit_installer.git
```

    Collecting git+https://github.com/maskot1977/rdkit_installer.git
      Cloning https://github.com/maskot1977/rdkit_installer.git to /tmp/pip-req-build-geoedzyq
      Running command git clone -q https://github.com/maskot1977/rdkit_installer.git /tmp/pip-req-build-geoedzyq
    Building wheels for collected packages: rdkit-installer
      Building wheel for rdkit-installer (setup.py) ... [?25l[?25hdone
      Created wheel for rdkit-installer: filename=rdkit_installer-0.2.0-py3-none-any.whl size=5686 sha256=671153f44f25467ad8d1d23028a8595af9e0ad744c806d548044d2b9573e276a
      Stored in directory: /tmp/pip-ephem-wheel-cache-jhs5sxr1/wheels/e6/72/a5/218f5f909a3a87c1ec1ccec03ac61298947fb5f1efa517eefa
    Successfully built rdkit-installer
    Installing collected packages: rdkit-installer
    Successfully installed rdkit-installer-0.2.0
    CPU times: user 41.7 ms, sys: 19.4 ms, total: 61.1 ms
    Wall time: 5.46 s


Anaconda は有償化されたねんけど miniconda 使わはる分にはOKでっせ っちゅう記事（[参考文献](https://qiita.com/kimisyo/items/986802ea52974b92df27)）があったで。知らんけど。


```python
%%time 
from rdkit_installer import install
install.from_miniconda(rdkit_version="2020.09.1")
```

    add /root/miniconda/lib/python3.7/site-packages to PYTHONPATH
    python version: 3.7.12
    fetching installer from https://repo.continuum.io/miniconda/Miniconda3-4.7.12-Linux-x86_64.sh
    done
    installing miniconda to /root/miniconda
    done
    installing rdkit
    done
    rdkit-2020.09.1 installation finished!


    CPU times: user 728 ms, sys: 303 ms, total: 1.03 s
    Wall time: 53.6 s


# RDKit Descriptor

RDKit 2020.09.1 のバージョンから４００個の記述子が計算できるようになったねんけど、古いバージョンの２０８個の記述子だけ計算したい思わはんねんたら、こうしはったらええで。

化合物のデータは見せれへんけど、`df` は pandas の DataFrame 形式のデータで、その 'Open Babel SMILES' カラムに SMILES文字列が入ってる思わはって。


```python
%%time 
from rdkit_installer.descriptors import calc_208descriptors

rdkit_208descriptors_df = calc_208descriptors(df['Open Babel SMILES'])
display(rdkit_208descriptors_df)
```


<div>
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      <th>MinEStateIndex</th>
      <th>MaxAbsEStateIndex</th>
      <th>MinAbsEStateIndex</th>
      <th>qed</th>
      <th>MolWt</th>
      <th>HeavyAtomMolWt</th>
      <th>ExactMolWt</th>
      <th>NumValenceElectrons</th>
      <th>NumRadicalElectrons</th>
      <th>MaxPartialCharge</th>
      <th>MinPartialCharge</th>
      <th>MaxAbsPartialCharge</th>
      <th>MinAbsPartialCharge</th>
      <th>FpDensityMorgan1</th>
      <th>FpDensityMorgan2</th>
      <th>FpDensityMorgan3</th>
      <th>BCUT2D_MWHI</th>
      <th>BCUT2D_MWLOW</th>
      <th>BCUT2D_CHGHI</th>
      <th>BCUT2D_CHGLO</th>
      <th>BCUT2D_LOGPHI</th>
      <th>BCUT2D_LOGPLOW</th>
      <th>BCUT2D_MRHI</th>
      <th>BCUT2D_MRLOW</th>
      <th>BalabanJ</th>
      <th>BertzCT</th>
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      <th>Chi0n</th>
      <th>Chi0v</th>
      <th>Chi1</th>
      <th>Chi1n</th>
      <th>Chi1v</th>
      <th>Chi2n</th>
      <th>Chi2v</th>
      <th>Chi3n</th>
      <th>Chi3v</th>
      <th>Chi4n</th>
      <th>Chi4v</th>
      <th>HallKierAlpha</th>
      <th>...</th>
      <th>fr_hdrzine</th>
      <th>fr_hdrzone</th>
      <th>fr_imidazole</th>
      <th>fr_imide</th>
      <th>fr_isocyan</th>
      <th>fr_isothiocyan</th>
      <th>fr_ketone</th>
      <th>fr_ketone_Topliss</th>
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      <th>fr_lactone</th>
      <th>fr_methoxy</th>
      <th>fr_morpholine</th>
      <th>fr_nitrile</th>
      <th>fr_nitro</th>
      <th>fr_nitro_arom</th>
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      <th>fr_piperzine</th>
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      <th>fr_quatN</th>
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      <th>fr_thiazole</th>
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      <th>fr_unbrch_alkane</th>
      <th>fr_urea</th>
    </tr>
  </thead>
  <tbody>
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      <td>0.747310</td>
      <td>236.359</td>
      <td>212.167</td>
      <td>236.188863</td>
      <td>96</td>
      <td>0</td>
      <td>0.232872</td>
      <td>-0.315939</td>
      <td>0.315939</td>
      <td>0.232872</td>
      <td>1.352941</td>
      <td>2.000000</td>
      <td>2.588235</td>
      <td>16.153539</td>
      <td>10.090561</td>
      <td>2.217843</td>
      <td>-2.244821</td>
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      <td>12.999636</td>
      <td>11.656047</td>
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      <td>6.243605</td>
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      <td>0.649670</td>
      <td>150.221</td>
      <td>136.109</td>
      <td>150.104465</td>
      <td>60</td>
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      <td>0.068649</td>
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      <td>1.090909</td>
      <td>1.545455</td>
      <td>1.909091</td>
      <td>16.250348</td>
      <td>10.006804</td>
      <td>2.001032</td>
      <td>-2.068853</td>
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      <td>-1.932082</td>
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      <td>240.570442</td>
      <td>8.430721</td>
      <td>7.309021</td>
      <td>7.309021</td>
      <td>5.147066</td>
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      <td>3.824482</td>
      <td>3.035385</td>
      <td>3.035385</td>
      <td>1.998483</td>
      <td>1.998483</td>
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      <td>-0.207824</td>
      <td>9.393241</td>
      <td>0.008704</td>
      <td>0.608365</td>
      <td>168.192</td>
      <td>156.096</td>
      <td>168.078644</td>
      <td>66</td>
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      <td>1.083333</td>
      <td>1.500000</td>
      <td>1.833333</td>
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      <td>10.058331</td>
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      <td>-2.067148</td>
      <td>2.237259</td>
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      <td>256.097291</td>
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      <th>3</th>
      <td>9.119284</td>
      <td>0.353611</td>
      <td>9.119284</td>
      <td>0.353611</td>
      <td>0.652274</td>
      <td>150.221</td>
      <td>136.109</td>
      <td>150.104465</td>
      <td>60</td>
      <td>0</td>
      <td>0.115360</td>
      <td>-0.507956</td>
      <td>0.507956</td>
      <td>0.115360</td>
      <td>1.272727</td>
      <td>1.909091</td>
      <td>2.363636</td>
      <td>16.254670</td>
      <td>9.980552</td>
      <td>2.018479</td>
      <td>-2.082124</td>
      <td>2.216557</td>
      <td>-1.897398</td>
      <td>5.349107</td>
      <td>0.474188</td>
      <td>3.092720</td>
      <td>251.049732</td>
      <td>8.430721</td>
      <td>7.256615</td>
      <td>7.256615</td>
      <td>5.109061</td>
      <td>3.905016</td>
      <td>3.905016</td>
      <td>3.195591</td>
      <td>3.195591</td>
      <td>1.875392</td>
      <td>1.875392</td>
      <td>1.307668</td>
      <td>1.307668</td>
      <td>-0.98</td>
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      <td>0</td>
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    </tr>
    <tr>
      <th>4</th>
      <td>2.401620</td>
      <td>0.311389</td>
      <td>2.401620</td>
      <td>0.311389</td>
      <td>0.485103</td>
      <td>204.357</td>
      <td>180.165</td>
      <td>204.187801</td>
      <td>84</td>
      <td>0</td>
      <td>-0.014017</td>
      <td>-0.084980</td>
      <td>0.084980</td>
      <td>0.014017</td>
      <td>1.066667</td>
      <td>1.800000</td>
      <td>2.533333</td>
      <td>14.164831</td>
      <td>9.873635</td>
      <td>2.112923</td>
      <td>-2.177669</td>
      <td>2.253025</td>
      <td>-2.050045</td>
      <td>5.115296</td>
      <td>0.485569</td>
      <td>2.790626</td>
      <td>287.160171</td>
      <td>11.311555</td>
      <td>10.637828</td>
      <td>10.637828</td>
      <td>6.994800</td>
      <td>5.984764</td>
      <td>5.984764</td>
      <td>5.438827</td>
      <td>5.438827</td>
      <td>3.016960</td>
      <td>3.016960</td>
      <td>1.800810</td>
      <td>1.800810</td>
      <td>-0.78</td>
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    </tr>
    <tr>
      <th>...</th>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
    </tr>
    <tr>
      <th>628</th>
      <td>8.990463</td>
      <td>-0.446481</td>
      <td>8.990463</td>
      <td>0.057870</td>
      <td>0.330838</td>
      <td>156.137</td>
      <td>148.073</td>
      <td>156.042259</td>
      <td>60</td>
      <td>0</td>
      <td>0.163917</td>
      <td>-0.504157</td>
      <td>0.504157</td>
      <td>0.163917</td>
      <td>0.909091</td>
      <td>1.272727</td>
      <td>1.636364</td>
      <td>16.319815</td>
      <td>10.150606</td>
      <td>2.112174</td>
      <td>-2.046124</td>
      <td>2.403314</td>
      <td>-1.779929</td>
      <td>5.573520</td>
      <td>0.368156</td>
      <td>3.455546</td>
      <td>266.732315</td>
      <td>8.593858</td>
      <td>5.866205</td>
      <td>5.866205</td>
      <td>5.036581</td>
      <td>2.971777</td>
      <td>2.971777</td>
      <td>2.237032</td>
      <td>2.237032</td>
      <td>1.469088</td>
      <td>1.469088</td>
      <td>0.762583</td>
      <td>0.762583</td>
      <td>-1.58</td>
      <td>...</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
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      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>4</td>
      <td>4</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
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      <td>0</td>
      <td>0</td>
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      <td>0</td>
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      <td>0</td>
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      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>629</th>
      <td>10.577593</td>
      <td>-0.546019</td>
      <td>10.577593</td>
      <td>0.141481</td>
      <td>0.571034</td>
      <td>142.110</td>
      <td>136.062</td>
      <td>142.026609</td>
      <td>54</td>
      <td>0</td>
      <td>0.226354</td>
      <td>-0.501988</td>
      <td>0.501988</td>
      <td>0.226354</td>
      <td>1.600000</td>
      <td>2.300000</td>
      <td>2.800000</td>
      <td>16.364841</td>
      <td>10.370775</td>
      <td>1.977536</td>
      <td>-1.919971</td>
      <td>2.014312</td>
      <td>-1.988382</td>
      <td>5.143583</td>
      <td>0.240965</td>
      <td>3.172371</td>
      <td>275.321460</td>
      <td>7.560478</td>
      <td>5.072731</td>
      <td>5.072731</td>
      <td>4.736382</td>
      <td>2.653364</td>
      <td>2.653364</td>
      <td>1.753958</td>
      <td>1.753958</td>
      <td>1.022301</td>
      <td>1.022301</td>
      <td>0.526670</td>
      <td>0.526670</td>
      <td>-1.29</td>
      <td>...</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
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      <td>0</td>
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      <td>0</td>
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      <td>0</td>
      <td>0</td>
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      <td>0</td>
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      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>630</th>
      <td>4.165093</td>
      <td>1.049167</td>
      <td>4.165093</td>
      <td>1.049167</td>
      <td>0.605928</td>
      <td>146.193</td>
      <td>136.113</td>
      <td>146.084398</td>
      <td>56</td>
      <td>0</td>
      <td>0.093137</td>
      <td>-0.344588</td>
      <td>0.344588</td>
      <td>0.093137</td>
      <td>1.181818</td>
      <td>1.909091</td>
      <td>2.727273</td>
      <td>14.858487</td>
      <td>10.106251</td>
      <td>1.972654</td>
      <td>-1.967400</td>
      <td>2.143397</td>
      <td>-1.794492</td>
      <td>5.757300</td>
      <td>1.343803</td>
      <td>2.857747</td>
      <td>351.362105</td>
      <td>7.844935</td>
      <td>6.679264</td>
      <td>6.679264</td>
      <td>5.270857</td>
      <td>3.675181</td>
      <td>3.675181</td>
      <td>2.856153</td>
      <td>2.856153</td>
      <td>2.035718</td>
      <td>2.035718</td>
      <td>1.194726</td>
      <td>1.194726</td>
      <td>-1.31</td>
      <td>...</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
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      <td>0</td>
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      <td>0</td>
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      <td>0</td>
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      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>631</th>
      <td>9.567963</td>
      <td>0.398056</td>
      <td>9.567963</td>
      <td>0.398056</td>
      <td>0.652274</td>
      <td>150.221</td>
      <td>136.109</td>
      <td>150.104465</td>
      <td>60</td>
      <td>0</td>
      <td>0.121428</td>
      <td>-0.507385</td>
      <td>0.507385</td>
      <td>0.121428</td>
      <td>1.272727</td>
      <td>1.909091</td>
      <td>2.363636</td>
      <td>16.256039</td>
      <td>9.998067</td>
      <td>2.053190</td>
      <td>-2.085892</td>
      <td>2.271210</td>
      <td>-1.884369</td>
      <td>5.403987</td>
      <td>0.460434</td>
      <td>3.165083</td>
      <td>251.049732</td>
      <td>8.430721</td>
      <td>7.256615</td>
      <td>7.256615</td>
      <td>5.125898</td>
      <td>3.910999</td>
      <td>3.910999</td>
      <td>3.167445</td>
      <td>3.167445</td>
      <td>1.890976</td>
      <td>1.890976</td>
      <td>1.147545</td>
      <td>1.147545</td>
      <td>-0.98</td>
      <td>...</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
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      <td>0</td>
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      <td>1</td>
      <td>1</td>
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      <td>0</td>
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      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>632</th>
      <td>10.518632</td>
      <td>-0.384815</td>
      <td>10.518632</td>
      <td>0.156667</td>
      <td>0.392541</td>
      <td>166.180</td>
      <td>156.100</td>
      <td>166.074228</td>
      <td>64</td>
      <td>0</td>
      <td>0.274814</td>
      <td>-0.398706</td>
      <td>0.398706</td>
      <td>0.274814</td>
      <td>1.333333</td>
      <td>1.750000</td>
      <td>2.083333</td>
      <td>16.628418</td>
      <td>10.090020</td>
      <td>2.134719</td>
      <td>-2.013243</td>
      <td>2.243835</td>
      <td>-1.965347</td>
      <td>5.555281</td>
      <td>-0.385558</td>
      <td>3.379814</td>
      <td>310.824900</td>
      <td>9.300965</td>
      <td>6.995761</td>
      <td>6.995761</td>
      <td>5.519745</td>
      <td>3.532131</td>
      <td>3.532131</td>
      <td>2.760417</td>
      <td>2.760417</td>
      <td>1.695964</td>
      <td>1.695964</td>
      <td>1.277373</td>
      <td>1.277373</td>
      <td>-1.58</td>
      <td>...</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>0</td>
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      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
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      <td>0</td>
      <td>0</td>
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      <td>0</td>
      <td>0</td>
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      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
  </tbody>
</table>
<p>633 rows × 208 columns</p>
</div>


    CPU times: user 5.49 s, sys: 265 ms, total: 5.75 s
    Wall time: 5.79 s


まぁざっとこんな感じや。ついでやし計算時間も表示するようにしといたで。

そんで、４００個の記述子を計算するコードはこっちや。


```python
%%time 
from rdkit_installer.descriptors import calc_descriptors

rdkit_descriptors_df = calc_descriptors(df['Open Babel SMILES'])
display(rdkit_descriptors_df)
```


<div>
<style scoped>
    .dataframe tbody tr th:only-of-type {
        vertical-align: middle;
    }

    .dataframe tbody tr th {
        vertical-align: top;
    }

    .dataframe thead th {
        text-align: right;
    }
</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>AUTOCORR2D_1</th>
      <th>AUTOCORR2D_10</th>
      <th>AUTOCORR2D_100</th>
      <th>AUTOCORR2D_101</th>
      <th>AUTOCORR2D_102</th>
      <th>AUTOCORR2D_103</th>
      <th>AUTOCORR2D_104</th>
      <th>AUTOCORR2D_105</th>
      <th>AUTOCORR2D_106</th>
      <th>AUTOCORR2D_107</th>
      <th>AUTOCORR2D_108</th>
      <th>AUTOCORR2D_109</th>
      <th>AUTOCORR2D_11</th>
      <th>AUTOCORR2D_110</th>
      <th>AUTOCORR2D_111</th>
      <th>AUTOCORR2D_112</th>
      <th>AUTOCORR2D_113</th>
      <th>AUTOCORR2D_114</th>
      <th>AUTOCORR2D_115</th>
      <th>AUTOCORR2D_116</th>
      <th>AUTOCORR2D_117</th>
      <th>AUTOCORR2D_118</th>
      <th>AUTOCORR2D_119</th>
      <th>AUTOCORR2D_12</th>
      <th>AUTOCORR2D_120</th>
      <th>AUTOCORR2D_121</th>
      <th>AUTOCORR2D_122</th>
      <th>AUTOCORR2D_123</th>
      <th>AUTOCORR2D_124</th>
      <th>AUTOCORR2D_125</th>
      <th>AUTOCORR2D_126</th>
      <th>AUTOCORR2D_127</th>
      <th>AUTOCORR2D_128</th>
      <th>AUTOCORR2D_129</th>
      <th>AUTOCORR2D_13</th>
      <th>AUTOCORR2D_130</th>
      <th>AUTOCORR2D_131</th>
      <th>AUTOCORR2D_132</th>
      <th>AUTOCORR2D_133</th>
      <th>AUTOCORR2D_134</th>
      <th>...</th>
      <th>fr_hdrzone</th>
      <th>fr_imidazole</th>
      <th>fr_imide</th>
      <th>fr_isocyan</th>
      <th>fr_isothiocyan</th>
      <th>fr_ketone</th>
      <th>fr_ketone_Topliss</th>
      <th>fr_lactam</th>
      <th>fr_lactone</th>
      <th>fr_methoxy</th>
      <th>fr_morpholine</th>
      <th>fr_nitrile</th>
      <th>fr_nitro</th>
      <th>fr_nitro_arom</th>
      <th>fr_nitro_arom_nonortho</th>
      <th>fr_nitroso</th>
      <th>fr_oxazole</th>
      <th>fr_oxime</th>
      <th>fr_para_hydroxylation</th>
      <th>fr_phenol</th>
      <th>fr_phenol_noOrthoHbond</th>
      <th>fr_phos_acid</th>
      <th>fr_phos_ester</th>
      <th>fr_piperdine</th>
      <th>fr_piperzine</th>
      <th>fr_priamide</th>
      <th>fr_prisulfonamd</th>
      <th>fr_pyridine</th>
      <th>fr_quatN</th>
      <th>fr_sulfide</th>
      <th>fr_sulfonamd</th>
      <th>fr_sulfone</th>
      <th>fr_term_acetylene</th>
      <th>fr_tetrazole</th>
      <th>fr_thiazole</th>
      <th>fr_thiocyan</th>
      <th>fr_thiophene</th>
      <th>fr_unbrch_alkane</th>
      <th>fr_urea</th>
      <th>qed</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>2.962</td>
      <td>3.093</td>
      <td>-0.045</td>
      <td>-0.266</td>
      <td>0.351</td>
      <td>-0.275</td>
      <td>0.073</td>
      <td>-0.268</td>
      <td>0.111</td>
      <td>-0.212</td>
      <td>0.096</td>
      <td>-0.304</td>
      <td>3.205</td>
      <td>0.319</td>
      <td>-0.295</td>
      <td>0.05</td>
      <td>-0.182</td>
      <td>0.134</td>
      <td>-0.208</td>
      <td>-0.051</td>
      <td>-0.263</td>
      <td>0.349</td>
      <td>-0.273</td>
      <td>3.100</td>
      <td>0.074</td>
      <td>-0.238</td>
      <td>0.129</td>
      <td>-0.215</td>
      <td>0.034</td>
      <td>-0.294</td>
      <td>0.349</td>
      <td>-0.293</td>
      <td>0.061</td>
      <td>-0.307</td>
      <td>2.600</td>
      <td>0.042</td>
      <td>-0.187</td>
      <td>0.230</td>
      <td>-0.298</td>
      <td>0.185</td>
      <td>...</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0.747310</td>
    </tr>
    <tr>
      <th>1</th>
      <td>2.512</td>
      <td>2.755</td>
      <td>-0.300</td>
      <td>-0.450</td>
      <td>-1.000</td>
      <td>0.000</td>
      <td>0.000</td>
      <td>-0.000</td>
      <td>0.027</td>
      <td>-0.047</td>
      <td>-0.300</td>
      <td>-0.450</td>
      <td>2.736</td>
      <td>-1.000</td>
      <td>0.000</td>
      <td>0.00</td>
      <td>0.000</td>
      <td>0.027</td>
      <td>-0.047</td>
      <td>-0.300</td>
      <td>-0.450</td>
      <td>-1.000</td>
      <td>0.000</td>
      <td>2.385</td>
      <td>0.000</td>
      <td>-0.000</td>
      <td>0.027</td>
      <td>-0.047</td>
      <td>-0.300</td>
      <td>-0.450</td>
      <td>-1.000</td>
      <td>0.000</td>
      <td>0.000</td>
      <td>0.000</td>
      <td>0.999</td>
      <td>0.027</td>
      <td>-0.047</td>
      <td>-0.300</td>
      <td>-0.450</td>
      <td>-1.000</td>
      <td>...</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
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      <td>0</td>
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      <td>0</td>
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      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0.649670</td>
    </tr>
    <tr>
      <th>2</th>
      <td>2.639</td>
      <td>2.764</td>
      <td>0.231</td>
      <td>-1.000</td>
      <td>3.000</td>
      <td>0.000</td>
      <td>0.000</td>
      <td>-0.000</td>
      <td>-0.000</td>
      <td>-0.294</td>
      <td>0.231</td>
      <td>-1.000</td>
      <td>2.755</td>
      <td>3.000</td>
      <td>0.000</td>
      <td>0.00</td>
      <td>0.000</td>
      <td>0.000</td>
      <td>-0.294</td>
      <td>0.231</td>
      <td>-1.000</td>
      <td>3.000</td>
      <td>0.000</td>
      <td>2.451</td>
      <td>0.000</td>
      <td>-0.000</td>
      <td>-0.000</td>
      <td>-0.294</td>
      <td>0.231</td>
      <td>-1.000</td>
      <td>3.000</td>
      <td>0.000</td>
      <td>0.000</td>
      <td>0.000</td>
      <td>1.792</td>
      <td>0.000</td>
      <td>-0.294</td>
      <td>0.231</td>
      <td>-1.000</td>
      <td>3.000</td>
      <td>...</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0.608365</td>
    </tr>
    <tr>
      <th>3</th>
      <td>2.512</td>
      <td>2.736</td>
      <td>-0.120</td>
      <td>-0.267</td>
      <td>-1.000</td>
      <td>0.000</td>
      <td>0.000</td>
      <td>-0.000</td>
      <td>-0.047</td>
      <td>-0.057</td>
      <td>-0.120</td>
      <td>-0.267</td>
      <td>2.669</td>
      <td>-1.000</td>
      <td>0.000</td>
      <td>0.00</td>
      <td>0.000</td>
      <td>-0.047</td>
      <td>-0.057</td>
      <td>-0.120</td>
      <td>-0.267</td>
      <td>-1.000</td>
      <td>0.000</td>
      <td>2.345</td>
      <td>0.000</td>
      <td>-0.000</td>
      <td>-0.047</td>
      <td>-0.057</td>
      <td>-0.120</td>
      <td>-0.267</td>
      <td>-1.000</td>
      <td>0.000</td>
      <td>0.000</td>
      <td>0.000</td>
      <td>1.312</td>
      <td>-0.047</td>
      <td>-0.057</td>
      <td>-0.120</td>
      <td>-0.267</td>
      <td>-1.000</td>
      <td>...</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0.652274</td>
    </tr>
    <tr>
      <th>4</th>
      <td>2.773</td>
      <td>3.045</td>
      <td>1.000</td>
      <td>1.000</td>
      <td>1.000</td>
      <td>0.000</td>
      <td>0.000</td>
      <td>1.000</td>
      <td>1.000</td>
      <td>1.000</td>
      <td>1.000</td>
      <td>1.000</td>
      <td>2.996</td>
      <td>1.000</td>
      <td>0.000</td>
      <td>0.00</td>
      <td>1.000</td>
      <td>1.000</td>
      <td>1.000</td>
      <td>1.000</td>
      <td>1.000</td>
      <td>1.000</td>
      <td>0.000</td>
      <td>2.996</td>
      <td>0.000</td>
      <td>1.000</td>
      <td>1.000</td>
      <td>1.000</td>
      <td>1.000</td>
      <td>1.000</td>
      <td>1.000</td>
      <td>0.000</td>
      <td>0.000</td>
      <td>1.000</td>
      <td>3.091</td>
      <td>1.000</td>
      <td>1.000</td>
      <td>1.000</td>
      <td>1.000</td>
      <td>1.000</td>
      <td>...</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0.485103</td>
    </tr>
    <tr>
      <th>...</th>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
    </tr>
    <tr>
      <th>628</th>
      <td>2.590</td>
      <td>2.689</td>
      <td>-0.214</td>
      <td>1.750</td>
      <td>0.000</td>
      <td>0.000</td>
      <td>0.000</td>
      <td>-0.000</td>
      <td>-0.214</td>
      <td>-0.214</td>
      <td>-0.214</td>
      <td>1.750</td>
      <td>2.651</td>
      <td>0.000</td>
      <td>0.000</td>
      <td>0.00</td>
      <td>0.000</td>
      <td>-0.214</td>
      <td>-0.214</td>
      <td>-0.214</td>
      <td>1.750</td>
      <td>0.000</td>
      <td>0.000</td>
      <td>1.989</td>
      <td>0.000</td>
      <td>-0.000</td>
      <td>-0.214</td>
      <td>-0.214</td>
      <td>-0.214</td>
      <td>1.750</td>
      <td>0.000</td>
      <td>0.000</td>
      <td>0.000</td>
      <td>0.000</td>
      <td>0.704</td>
      <td>-0.214</td>
      <td>-0.214</td>
      <td>-0.214</td>
      <td>1.750</td>
      <td>0.000</td>
      <td>...</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>4</td>
      <td>4</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0.330838</td>
    </tr>
    <tr>
      <th>629</th>
      <td>2.539</td>
      <td>2.461</td>
      <td>-0.306</td>
      <td>-0.167</td>
      <td>1.500</td>
      <td>0.000</td>
      <td>0.000</td>
      <td>-0.167</td>
      <td>-0.359</td>
      <td>0.181</td>
      <td>-0.306</td>
      <td>-0.167</td>
      <td>2.313</td>
      <td>1.500</td>
      <td>0.000</td>
      <td>0.00</td>
      <td>-0.167</td>
      <td>-0.359</td>
      <td>0.181</td>
      <td>-0.306</td>
      <td>-0.167</td>
      <td>1.500</td>
      <td>0.000</td>
      <td>1.681</td>
      <td>0.000</td>
      <td>-0.167</td>
      <td>-0.359</td>
      <td>0.181</td>
      <td>-0.306</td>
      <td>-0.167</td>
      <td>1.500</td>
      <td>0.000</td>
      <td>0.000</td>
      <td>-0.167</td>
      <td>1.079</td>
      <td>-0.359</td>
      <td>0.181</td>
      <td>-0.306</td>
      <td>-0.167</td>
      <td>1.500</td>
      <td>...</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0.571034</td>
    </tr>
    <tr>
      <th>630</th>
      <td>2.615</td>
      <td>2.810</td>
      <td>-0.389</td>
      <td>-0.389</td>
      <td>0.000</td>
      <td>0.000</td>
      <td>0.000</td>
      <td>-0.185</td>
      <td>0.186</td>
      <td>-0.127</td>
      <td>-0.389</td>
      <td>-0.389</td>
      <td>2.641</td>
      <td>0.000</td>
      <td>0.000</td>
      <td>0.00</td>
      <td>-0.185</td>
      <td>0.186</td>
      <td>-0.127</td>
      <td>-0.389</td>
      <td>-0.389</td>
      <td>0.000</td>
      <td>0.000</td>
      <td>2.083</td>
      <td>0.000</td>
      <td>-0.185</td>
      <td>0.186</td>
      <td>-0.127</td>
      <td>-0.389</td>
      <td>-0.389</td>
      <td>0.000</td>
      <td>0.000</td>
      <td>0.000</td>
      <td>-0.185</td>
      <td>1.508</td>
      <td>0.186</td>
      <td>-0.127</td>
      <td>-0.389</td>
      <td>-0.389</td>
      <td>0.000</td>
      <td>...</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0.605928</td>
    </tr>
    <tr>
      <th>631</th>
      <td>2.512</td>
      <td>2.736</td>
      <td>-0.230</td>
      <td>0.100</td>
      <td>0.000</td>
      <td>0.000</td>
      <td>0.000</td>
      <td>-0.000</td>
      <td>-0.047</td>
      <td>-0.193</td>
      <td>-0.230</td>
      <td>0.100</td>
      <td>2.699</td>
      <td>0.000</td>
      <td>0.000</td>
      <td>0.00</td>
      <td>0.000</td>
      <td>-0.047</td>
      <td>-0.193</td>
      <td>-0.230</td>
      <td>0.100</td>
      <td>0.000</td>
      <td>0.000</td>
      <td>2.317</td>
      <td>0.000</td>
      <td>-0.000</td>
      <td>-0.047</td>
      <td>-0.193</td>
      <td>-0.230</td>
      <td>0.100</td>
      <td>0.000</td>
      <td>0.000</td>
      <td>0.000</td>
      <td>0.000</td>
      <td>1.609</td>
      <td>-0.047</td>
      <td>-0.193</td>
      <td>-0.230</td>
      <td>0.100</td>
      <td>0.000</td>
      <td>...</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0.652274</td>
    </tr>
    <tr>
      <th>632</th>
      <td>2.670</td>
      <td>2.771</td>
      <td>-0.715</td>
      <td>-0.713</td>
      <td>1.290</td>
      <td>0.000</td>
      <td>0.000</td>
      <td>0.510</td>
      <td>0.103</td>
      <td>-0.364</td>
      <td>-0.725</td>
      <td>-0.233</td>
      <td>2.735</td>
      <td>1.950</td>
      <td>0.000</td>
      <td>0.00</td>
      <td>0.423</td>
      <td>0.231</td>
      <td>-0.273</td>
      <td>-0.712</td>
      <td>-0.725</td>
      <td>1.249</td>
      <td>0.000</td>
      <td>2.546</td>
      <td>0.000</td>
      <td>0.495</td>
      <td>0.158</td>
      <td>-0.333</td>
      <td>-0.736</td>
      <td>-0.480</td>
      <td>1.755</td>
      <td>0.000</td>
      <td>0.000</td>
      <td>0.423</td>
      <td>1.100</td>
      <td>-0.019</td>
      <td>-0.395</td>
      <td>-0.611</td>
      <td>0.507</td>
      <td>1.809</td>
      <td>...</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0.392541</td>
    </tr>
  </tbody>
</table>
<p>633 rows × 400 columns</p>
</div>


    CPU times: user 6.03 s, sys: 332 ms, total: 6.37 s
    Wall time: 6.36 s


なんや、案外、時間かからへんな。せやけどこのカラム名、何やねん。意味わからん特徴量が増えたな。解釈性あきらめたんかな。知らんけど。

# 各種フィンガープリント

ついでやし、各種フィンガープリントも計算してまうで。


```python
%%time 
from rdkit_installer.fingerprints import Fingerprinter

fingerprinter = Fingerprinter()
fp_dfs = []
for name in fingerprinter.names:
    fp_df = pd.DataFrame([vec for vec in fingerprinter.transform(df['Open Babel SMILES'], fp_type=name)])
    if name in fingerprinter.all_bit_info_keys.keys():
        fp_df.columns=fingerprinter.all_bit_info_keys[name]

    print(name, fp_df.shape)
    fp_dfs.append(fp_df)
```

    MACCSkeys (633, 167)
    Avalon (633, 512)
    Morgan2(1024bits) (633, 1024)
    Morgan2F(1024bits) (633, 1024)
    Morgan4(2048bits) (633, 2048)
    Morgan4F(2048bits) (633, 2048)
    ECFP2 (633, 693)
    FCFP2 (633, 207)
    ECFP4 (633, 3128)
    FCFP4 (633, 1450)
    ECFP6 (633, 6508)
    FCFP6 (633, 4110)
    CPU times: user 12.5 s, sys: 401 ms, total: 12.9 s
    Wall time: 12.7 s


できあがったフィンガープリントはこんな感じや。ぎょうさんあっから見んのもえらいけど、行くで。１か０しかあらへん「bit vector」と、それ以外の自然数もある「count vector」があるさかい、違いをよお見とかはるんやで。


```python
for fp_df, name in zip(fp_dfs, fingerprinter.names):
    print("#", name)
    display(fp_df)
    print()
```

    # MACCSkeys



<div>
<style scoped>
    .dataframe tbody tr th:only-of-type {
        vertical-align: middle;
    }

    .dataframe tbody tr th {
        vertical-align: top;
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        text-align: right;
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</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
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      <th>4</th>
      <th>5</th>
      <th>6</th>
      <th>7</th>
      <th>8</th>
      <th>9</th>
      <th>10</th>
      <th>11</th>
      <th>12</th>
      <th>13</th>
      <th>14</th>
      <th>15</th>
      <th>16</th>
      <th>17</th>
      <th>18</th>
      <th>19</th>
      <th>20</th>
      <th>21</th>
      <th>22</th>
      <th>23</th>
      <th>24</th>
      <th>25</th>
      <th>26</th>
      <th>27</th>
      <th>28</th>
      <th>29</th>
      <th>30</th>
      <th>31</th>
      <th>32</th>
      <th>33</th>
      <th>34</th>
      <th>35</th>
      <th>36</th>
      <th>37</th>
      <th>38</th>
      <th>39</th>
      <th>...</th>
      <th>127</th>
      <th>128</th>
      <th>129</th>
      <th>130</th>
      <th>131</th>
      <th>132</th>
      <th>133</th>
      <th>134</th>
      <th>135</th>
      <th>136</th>
      <th>137</th>
      <th>138</th>
      <th>139</th>
      <th>140</th>
      <th>141</th>
      <th>142</th>
      <th>143</th>
      <th>144</th>
      <th>145</th>
      <th>146</th>
      <th>147</th>
      <th>148</th>
      <th>149</th>
      <th>150</th>
      <th>151</th>
      <th>152</th>
      <th>153</th>
      <th>154</th>
      <th>155</th>
      <th>156</th>
      <th>157</th>
      <th>158</th>
      <th>159</th>
      <th>160</th>
      <th>161</th>
      <th>162</th>
      <th>163</th>
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      <th>165</th>
      <th>166</th>
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    </tr>
    <tr>
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      <td>...</td>
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    </tr>
    <tr>
      <th>4</th>
      <td>0</td>
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      <td>0</td>
      <td>0</td>
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      <td>1</td>
      <td>1</td>
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      <td>1</td>
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      <td>0</td>
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      <td>1</td>
      <td>0</td>
    </tr>
    <tr>
      <th>...</th>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
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      <td>...</td>
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      <td>...</td>
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      <td>...</td>
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      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
    </tr>
    <tr>
      <th>628</th>
      <td>0</td>
      <td>0</td>
      <td>0</td>
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      <td>0</td>
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      <td>0</td>
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      <td>0</td>
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      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>...</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>1</td>
      <td>1</td>
      <td>0</td>
    </tr>
    <tr>
      <th>629</th>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
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      <td>0</td>
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      <td>0</td>
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      <td>0</td>
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      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>...</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>1</td>
      <td>1</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>1</td>
      <td>1</td>
      <td>0</td>
    </tr>
    <tr>
      <th>630</th>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
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      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>...</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>1</td>
      <td>1</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
    </tr>
    <tr>
      <th>631</th>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>...</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>1</td>
      <td>1</td>
      <td>0</td>
    </tr>
    <tr>
      <th>632</th>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>...</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>1</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>1</td>
      <td>1</td>
      <td>1</td>
      <td>1</td>
      <td>1</td>
      <td>1</td>
      <td>0</td>
    </tr>
  </tbody>
</table>
<p>633 rows × 167 columns</p>
</div>


    
    # Avalon



<div>
<style scoped>
    .dataframe tbody tr th:only-of-type {
        vertical-align: middle;
    }

    .dataframe tbody tr th {
        vertical-align: top;
    }

    .dataframe thead th {
        text-align: right;
    }
</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>0</th>
      <th>1</th>
      <th>2</th>
      <th>3</th>
      <th>4</th>
      <th>5</th>
      <th>6</th>
      <th>7</th>
      <th>8</th>
      <th>9</th>
      <th>10</th>
      <th>11</th>
      <th>12</th>
      <th>13</th>
      <th>14</th>
      <th>15</th>
      <th>16</th>
      <th>17</th>
      <th>18</th>
      <th>19</th>
      <th>20</th>
      <th>21</th>
      <th>22</th>
      <th>23</th>
      <th>24</th>
      <th>25</th>
      <th>26</th>
      <th>27</th>
      <th>28</th>
      <th>29</th>
      <th>30</th>
      <th>31</th>
      <th>32</th>
      <th>33</th>
      <th>34</th>
      <th>35</th>
      <th>36</th>
      <th>37</th>
      <th>38</th>
      <th>39</th>
      <th>...</th>
      <th>472</th>
      <th>473</th>
      <th>474</th>
      <th>475</th>
      <th>476</th>
      <th>477</th>
      <th>478</th>
      <th>479</th>
      <th>480</th>
      <th>481</th>
      <th>482</th>
      <th>483</th>
      <th>484</th>
      <th>485</th>
      <th>486</th>
      <th>487</th>
      <th>488</th>
      <th>489</th>
      <th>490</th>
      <th>491</th>
      <th>492</th>
      <th>493</th>
      <th>494</th>
      <th>495</th>
      <th>496</th>
      <th>497</th>
      <th>498</th>
      <th>499</th>
      <th>500</th>
      <th>501</th>
      <th>502</th>
      <th>503</th>
      <th>504</th>
      <th>505</th>
      <th>506</th>
      <th>507</th>
      <th>508</th>
      <th>509</th>
      <th>510</th>
      <th>511</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>...</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
    </tr>
    <tr>
      <th>1</th>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>...</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
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      <td>0</td>
      <td>1</td>
      <td>0</td>
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      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>2</th>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
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      <td>0</td>
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      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>...</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
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      <td>0</td>
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      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>3</th>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
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      <td>0</td>
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      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>...</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
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      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>4</th>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
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      <td>1</td>
      <td>0</td>
      <td>0</td>
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      <td>1</td>
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      <td>0</td>
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      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>...</td>
      <td>0</td>
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      <td>1</td>
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      <td>1</td>
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      <td>0</td>
    </tr>
    <tr>
      <th>...</th>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
    </tr>
    <tr>
      <th>628</th>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>...</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>629</th>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>...</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>1</td>
      <td>1</td>
      <td>1</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>630</th>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>1</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>...</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
    </tr>
    <tr>
      <th>631</th>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>...</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>632</th>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>...</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
  </tbody>
</table>
<p>633 rows × 512 columns</p>
</div>


    
    # Morgan2(1024bits)



<div>
<style scoped>
    .dataframe tbody tr th:only-of-type {
        vertical-align: middle;
    }

    .dataframe tbody tr th {
        vertical-align: top;
    }

    .dataframe thead th {
        text-align: right;
    }
</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>0</th>
      <th>1</th>
      <th>2</th>
      <th>3</th>
      <th>4</th>
      <th>5</th>
      <th>6</th>
      <th>7</th>
      <th>8</th>
      <th>9</th>
      <th>10</th>
      <th>11</th>
      <th>12</th>
      <th>13</th>
      <th>14</th>
      <th>15</th>
      <th>16</th>
      <th>17</th>
      <th>18</th>
      <th>19</th>
      <th>20</th>
      <th>21</th>
      <th>22</th>
      <th>23</th>
      <th>24</th>
      <th>25</th>
      <th>26</th>
      <th>27</th>
      <th>28</th>
      <th>29</th>
      <th>30</th>
      <th>31</th>
      <th>32</th>
      <th>33</th>
      <th>34</th>
      <th>35</th>
      <th>36</th>
      <th>37</th>
      <th>38</th>
      <th>39</th>
      <th>...</th>
      <th>984</th>
      <th>985</th>
      <th>986</th>
      <th>987</th>
      <th>988</th>
      <th>989</th>
      <th>990</th>
      <th>991</th>
      <th>992</th>
      <th>993</th>
      <th>994</th>
      <th>995</th>
      <th>996</th>
      <th>997</th>
      <th>998</th>
      <th>999</th>
      <th>1000</th>
      <th>1001</th>
      <th>1002</th>
      <th>1003</th>
      <th>1004</th>
      <th>1005</th>
      <th>1006</th>
      <th>1007</th>
      <th>1008</th>
      <th>1009</th>
      <th>1010</th>
      <th>1011</th>
      <th>1012</th>
      <th>1013</th>
      <th>1014</th>
      <th>1015</th>
      <th>1016</th>
      <th>1017</th>
      <th>1018</th>
      <th>1019</th>
      <th>1020</th>
      <th>1021</th>
      <th>1022</th>
      <th>1023</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
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      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>...</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
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      <td>0</td>
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      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>1</th>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>...</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
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      <td>1</td>
      <td>0</td>
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      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>2</th>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
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      <td>0</td>
      <td>0</td>
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      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
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      <td>0</td>
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      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>...</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
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      <td>0</td>
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      <td>0</td>
      <td>0</td>
      <td>0</td>
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      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>3</th>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>...</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>4</th>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>...</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>...</th>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
    </tr>
    <tr>
      <th>628</th>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>...</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>629</th>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>...</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>630</th>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>...</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>631</th>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>...</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>632</th>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>...</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
  </tbody>
</table>
<p>633 rows × 1024 columns</p>
</div>


    
    # Morgan2F(1024bits)



<div>
<style scoped>
    .dataframe tbody tr th:only-of-type {
        vertical-align: middle;
    }

    .dataframe tbody tr th {
        vertical-align: top;
    }

    .dataframe thead th {
        text-align: right;
    }
</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>0</th>
      <th>1</th>
      <th>2</th>
      <th>3</th>
      <th>4</th>
      <th>5</th>
      <th>6</th>
      <th>7</th>
      <th>8</th>
      <th>9</th>
      <th>10</th>
      <th>11</th>
      <th>12</th>
      <th>13</th>
      <th>14</th>
      <th>15</th>
      <th>16</th>
      <th>17</th>
      <th>18</th>
      <th>19</th>
      <th>20</th>
      <th>21</th>
      <th>22</th>
      <th>23</th>
      <th>24</th>
      <th>25</th>
      <th>26</th>
      <th>27</th>
      <th>28</th>
      <th>29</th>
      <th>30</th>
      <th>31</th>
      <th>32</th>
      <th>33</th>
      <th>34</th>
      <th>35</th>
      <th>36</th>
      <th>37</th>
      <th>38</th>
      <th>39</th>
      <th>...</th>
      <th>984</th>
      <th>985</th>
      <th>986</th>
      <th>987</th>
      <th>988</th>
      <th>989</th>
      <th>990</th>
      <th>991</th>
      <th>992</th>
      <th>993</th>
      <th>994</th>
      <th>995</th>
      <th>996</th>
      <th>997</th>
      <th>998</th>
      <th>999</th>
      <th>1000</th>
      <th>1001</th>
      <th>1002</th>
      <th>1003</th>
      <th>1004</th>
      <th>1005</th>
      <th>1006</th>
      <th>1007</th>
      <th>1008</th>
      <th>1009</th>
      <th>1010</th>
      <th>1011</th>
      <th>1012</th>
      <th>1013</th>
      <th>1014</th>
      <th>1015</th>
      <th>1016</th>
      <th>1017</th>
      <th>1018</th>
      <th>1019</th>
      <th>1020</th>
      <th>1021</th>
      <th>1022</th>
      <th>1023</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>1</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>...</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>1</th>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>...</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>2</th>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>...</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>3</th>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>...</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>4</th>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>...</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>...</th>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
    </tr>
    <tr>
      <th>628</th>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>...</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>629</th>
      <td>1</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>1</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>...</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>630</th>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>...</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>631</th>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>...</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>632</th>
      <td>1</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>...</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
  </tbody>
</table>
<p>633 rows × 1024 columns</p>
</div>


    
    # Morgan4(2048bits)



<div>
<style scoped>
    .dataframe tbody tr th:only-of-type {
        vertical-align: middle;
    }

    .dataframe tbody tr th {
        vertical-align: top;
    }

    .dataframe thead th {
        text-align: right;
    }
</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>0</th>
      <th>1</th>
      <th>2</th>
      <th>3</th>
      <th>4</th>
      <th>5</th>
      <th>6</th>
      <th>7</th>
      <th>8</th>
      <th>9</th>
      <th>10</th>
      <th>11</th>
      <th>12</th>
      <th>13</th>
      <th>14</th>
      <th>15</th>
      <th>16</th>
      <th>17</th>
      <th>18</th>
      <th>19</th>
      <th>20</th>
      <th>21</th>
      <th>22</th>
      <th>23</th>
      <th>24</th>
      <th>25</th>
      <th>26</th>
      <th>27</th>
      <th>28</th>
      <th>29</th>
      <th>30</th>
      <th>31</th>
      <th>32</th>
      <th>33</th>
      <th>34</th>
      <th>35</th>
      <th>36</th>
      <th>37</th>
      <th>38</th>
      <th>39</th>
      <th>...</th>
      <th>2008</th>
      <th>2009</th>
      <th>2010</th>
      <th>2011</th>
      <th>2012</th>
      <th>2013</th>
      <th>2014</th>
      <th>2015</th>
      <th>2016</th>
      <th>2017</th>
      <th>2018</th>
      <th>2019</th>
      <th>2020</th>
      <th>2021</th>
      <th>2022</th>
      <th>2023</th>
      <th>2024</th>
      <th>2025</th>
      <th>2026</th>
      <th>2027</th>
      <th>2028</th>
      <th>2029</th>
      <th>2030</th>
      <th>2031</th>
      <th>2032</th>
      <th>2033</th>
      <th>2034</th>
      <th>2035</th>
      <th>2036</th>
      <th>2037</th>
      <th>2038</th>
      <th>2039</th>
      <th>2040</th>
      <th>2041</th>
      <th>2042</th>
      <th>2043</th>
      <th>2044</th>
      <th>2045</th>
      <th>2046</th>
      <th>2047</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>...</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>1</th>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>...</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>2</th>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>...</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>3</th>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>...</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>4</th>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>...</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>...</th>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
    </tr>
    <tr>
      <th>628</th>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>...</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>629</th>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>...</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
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      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>630</th>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>...</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
    </tr>
    <tr>
      <th>631</th>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>...</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>632</th>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>...</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
  </tbody>
</table>
<p>633 rows × 2048 columns</p>
</div>


    
    # Morgan4F(2048bits)



<div>
<style scoped>
    .dataframe tbody tr th:only-of-type {
        vertical-align: middle;
    }

    .dataframe tbody tr th {
        vertical-align: top;
    }

    .dataframe thead th {
        text-align: right;
    }
</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>0</th>
      <th>1</th>
      <th>2</th>
      <th>3</th>
      <th>4</th>
      <th>5</th>
      <th>6</th>
      <th>7</th>
      <th>8</th>
      <th>9</th>
      <th>10</th>
      <th>11</th>
      <th>12</th>
      <th>13</th>
      <th>14</th>
      <th>15</th>
      <th>16</th>
      <th>17</th>
      <th>18</th>
      <th>19</th>
      <th>20</th>
      <th>21</th>
      <th>22</th>
      <th>23</th>
      <th>24</th>
      <th>25</th>
      <th>26</th>
      <th>27</th>
      <th>28</th>
      <th>29</th>
      <th>30</th>
      <th>31</th>
      <th>32</th>
      <th>33</th>
      <th>34</th>
      <th>35</th>
      <th>36</th>
      <th>37</th>
      <th>38</th>
      <th>39</th>
      <th>...</th>
      <th>2008</th>
      <th>2009</th>
      <th>2010</th>
      <th>2011</th>
      <th>2012</th>
      <th>2013</th>
      <th>2014</th>
      <th>2015</th>
      <th>2016</th>
      <th>2017</th>
      <th>2018</th>
      <th>2019</th>
      <th>2020</th>
      <th>2021</th>
      <th>2022</th>
      <th>2023</th>
      <th>2024</th>
      <th>2025</th>
      <th>2026</th>
      <th>2027</th>
      <th>2028</th>
      <th>2029</th>
      <th>2030</th>
      <th>2031</th>
      <th>2032</th>
      <th>2033</th>
      <th>2034</th>
      <th>2035</th>
      <th>2036</th>
      <th>2037</th>
      <th>2038</th>
      <th>2039</th>
      <th>2040</th>
      <th>2041</th>
      <th>2042</th>
      <th>2043</th>
      <th>2044</th>
      <th>2045</th>
      <th>2046</th>
      <th>2047</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>1</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>...</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>1</th>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>...</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
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      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>2</th>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>...</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>3</th>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
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      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>...</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
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      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>4</th>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
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      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
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      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
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      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>...</td>
      <td>0</td>
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      <td>0</td>
      <td>0</td>
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      <td>0</td>
      <td>1</td>
      <td>0</td>
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      <td>0</td>
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      <td>0</td>
      <td>1</td>
      <td>0</td>
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      <td>0</td>
    </tr>
    <tr>
      <th>...</th>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
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</table>
<p>633 rows × 2048 columns</p>
</div>


    
    # ECFP2



<div>
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      <td>0</td>
      <td>0</td>
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      <th>628</th>
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  </tbody>
</table>
<p>633 rows × 693 columns</p>
</div>


    
    # FCFP2



<div>
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      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>3</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>...</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>1</th>
      <td>4</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>6</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>...</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>4</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>2</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
    </tr>
    <tr>
      <th>2</th>
      <td>3</td>
      <td>0</td>
      <td>0</td>
      <td>3</td>
      <td>6</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>...</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>3</td>
      <td>0</td>
      <td>0</td>
      <td>2</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>2</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>2</td>
      <td>0</td>
    </tr>
    <tr>
      <th>3</th>
      <td>4</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>6</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>2</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>...</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>2</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>3</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>4</th>
      <td>15</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>4</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>...</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>...</th>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
    </tr>
    <tr>
      <th>628</th>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>4</td>
      <td>6</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>...</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>629</th>
      <td>1</td>
      <td>0</td>
      <td>1</td>
      <td>2</td>
      <td>5</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>...</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
    </tr>
    <tr>
      <th>630</th>
      <td>2</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>7</td>
      <td>1</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>...</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>2</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>2</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>631</th>
      <td>4</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>6</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>2</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>...</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>2</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>3</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
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</table>
<p>633 rows × 207 columns</p>
</div>


    
    # ECFP4



<div>
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  </tbody>
</table>
<p>633 rows × 3128 columns</p>
</div>


    
    # FCFP4



<div>
<style scoped>
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</table>
<p>633 rows × 1450 columns</p>
</div>


    
    # ECFP6



<div>
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    <tr>
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      <th>629</th>
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  </tbody>
</table>
<p>633 rows × 6508 columns</p>
</div>


    
    # FCFP6



<div>
<style scoped>
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      <th>3359506483</th>
      <th>...</th>
      <th>4064985010</th>
      <th>3426910138</th>
      <th>84549562</th>
      <th>1972658111</th>
      <th>2018164673</th>
      <th>270032835</th>
      <th>3205496772</th>
      <th>3096362947</th>
      <th>3660226502</th>
      <th>3021553606</th>
      <th>582639560</th>
      <th>3514515398</th>
      <th>668172231</th>
      <th>84008901</th>
      <th>797736906</th>
      <th>4262903757</th>
      <th>1227366354</th>
      <th>123813844</th>
      <th>49889236</th>
      <th>1909891030</th>
      <th>2145148886</th>
      <th>4237549528</th>
      <th>2970853337</th>
      <th>670048219</th>
      <th>3641950172</th>
      <th>3141042141</th>
      <th>3522355165</th>
      <th>3140321250</th>
      <th>2316976101</th>
      <th>276463590</th>
      <th>1263411178</th>
      <th>4224516078</th>
      <th>1609252846</th>
      <th>3020292087</th>
      <th>3205496824</th>
      <th>3205496825</th>
      <th>168894458</th>
      <th>3660226556</th>
      <th>3660226557</th>
      <th>3529482238</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>15</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
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      <td>1</td>
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      <td>0</td>
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      <td>0</td>
      <td>0</td>
      <td>...</td>
      <td>0</td>
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      <td>0</td>
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      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
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    </tr>
    <tr>
      <th>1</th>
      <td>4</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>6</td>
      <td>0</td>
      <td>0</td>
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      <td>0</td>
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      <td>0</td>
      <td>0</td>
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      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>...</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>2</th>
      <td>3</td>
      <td>0</td>
      <td>0</td>
      <td>3</td>
      <td>6</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>...</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>2</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>3</th>
      <td>4</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>6</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>...</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>4</th>
      <td>15</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>...</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>...</th>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
    </tr>
    <tr>
      <th>628</th>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>4</td>
      <td>6</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>...</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>629</th>
      <td>1</td>
      <td>0</td>
      <td>1</td>
      <td>2</td>
      <td>5</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>...</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>630</th>
      <td>2</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>7</td>
      <td>1</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>...</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>631</th>
      <td>4</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>6</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
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    </tr>
    <tr>
      <th>632</th>
      <td>2</td>
      <td>0</td>
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      <td>0</td>
      <td>0</td>
    </tr>
  </tbody>
</table>
<p>633 rows × 4110 columns</p>
</div>


いやー、まあ、こんなフィンガープリントのカラム名なんか見せられても、こんなん解釈困難やな。ほんまに。せやけど、こんなけぎょうさんの種類のフィンガープリントを簡単に計算できるように作ったんやで。偉いやろ。褒めて褒めて。
    


# Mordred

記述子といえば Mordred が有名やんな。


```python
%%time 
# mordredのインストール
!pip install mordred
```

    Collecting mordred
      Downloading mordred-1.2.0.tar.gz (128 kB)
    [K     |████████████████████████████████| 128 kB 5.1 MB/s 
    [?25hRequirement already satisfied: six==1.* in /usr/local/lib/python3.7/dist-packages (from mordred) (1.15.0)
    Requirement already satisfied: numpy==1.* in /usr/local/lib/python3.7/dist-packages (from mordred) (1.19.5)
    Requirement already satisfied: networkx==2.* in /usr/local/lib/python3.7/dist-packages (from mordred) (2.6.3)
    Building wheels for collected packages: mordred
      Building wheel for mordred (setup.py) ... [?25l[?25hdone
      Created wheel for mordred: filename=mordred-1.2.0-py3-none-any.whl size=176723 sha256=5b605782d809434f86e7473beeccbed4824da51a8e5b450715f81bc511d0b24c
      Stored in directory: /root/.cache/pip/wheels/02/c0/2e/e7e3d63b431777712ebc128bc4deb9ac5cb19afc7c1ea341ec
    Successfully built mordred
    Installing collected packages: mordred
    Successfully installed mordred-1.2.0
    CPU times: user 49.9 ms, sys: 13.4 ms, total: 63.3 ms
    Wall time: 4.64 s


こんなふうに計算できんねんで。ちょっと時間かかっけどな。


```python
%%time 
from rdkit import Chem
from mordred import Calculator, descriptors

calc = Calculator(descriptors)
mordred_descriptors_df = calc.pandas([Chem.MolFromSmiles(smile) for smile in df['Open Babel SMILES']])
display(mordred_descriptors_df)
```

    100%|██████████| 633/633 [03:30<00:00,  3.01it/s]



<div>
<style scoped>
    .dataframe tbody tr th:only-of-type {
        vertical-align: middle;
    }

    .dataframe tbody tr th {
        vertical-align: top;
    }

    .dataframe thead th {
        text-align: right;
    }
</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>ABC</th>
      <th>ABCGG</th>
      <th>nAcid</th>
      <th>nBase</th>
      <th>SpAbs_A</th>
      <th>SpMax_A</th>
      <th>SpDiam_A</th>
      <th>SpAD_A</th>
      <th>SpMAD_A</th>
      <th>LogEE_A</th>
      <th>VE1_A</th>
      <th>VE2_A</th>
      <th>VE3_A</th>
      <th>VR1_A</th>
      <th>VR2_A</th>
      <th>VR3_A</th>
      <th>nAromAtom</th>
      <th>nAromBond</th>
      <th>nAtom</th>
      <th>nHeavyAtom</th>
      <th>nSpiro</th>
      <th>nBridgehead</th>
      <th>nHetero</th>
      <th>nH</th>
      <th>nB</th>
      <th>nC</th>
      <th>nN</th>
      <th>nO</th>
      <th>nS</th>
      <th>nP</th>
      <th>nF</th>
      <th>nCl</th>
      <th>nBr</th>
      <th>nI</th>
      <th>nX</th>
      <th>ATS0dv</th>
      <th>ATS1dv</th>
      <th>ATS2dv</th>
      <th>ATS3dv</th>
      <th>ATS4dv</th>
      <th>...</th>
      <th>JGI7</th>
      <th>JGI8</th>
      <th>JGI9</th>
      <th>JGI10</th>
      <th>JGT10</th>
      <th>Diameter</th>
      <th>Radius</th>
      <th>TopoShapeIndex</th>
      <th>PetitjeanIndex</th>
      <th>Vabc</th>
      <th>VAdjMat</th>
      <th>MWC01</th>
      <th>MWC02</th>
      <th>MWC03</th>
      <th>MWC04</th>
      <th>MWC05</th>
      <th>MWC06</th>
      <th>MWC07</th>
      <th>MWC08</th>
      <th>MWC09</th>
      <th>MWC10</th>
      <th>TMWC10</th>
      <th>SRW02</th>
      <th>SRW03</th>
      <th>SRW04</th>
      <th>SRW05</th>
      <th>SRW06</th>
      <th>SRW07</th>
      <th>SRW08</th>
      <th>SRW09</th>
      <th>SRW10</th>
      <th>TSRW10</th>
      <th>MW</th>
      <th>AMW</th>
      <th>WPath</th>
      <th>WPol</th>
      <th>Zagreb1</th>
      <th>Zagreb2</th>
      <th>mZagreb1</th>
      <th>mZagreb2</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>12.555834</td>
      <td>11.602561</td>
      <td>0</td>
      <td>1</td>
      <td>19.854843</td>
      <td>2.352277</td>
      <td>4.611329</td>
      <td>19.854843</td>
      <td>1.167932</td>
      <td>3.715164</td>
      <td>3.514302</td>
      <td>0.206724</td>
      <td>1.787469</td>
      <td>129.529290</td>
      <td>7.619370</td>
      <td>5.394535</td>
      <td>0</td>
      <td>0</td>
      <td>41</td>
      <td>17</td>
      <td>0</td>
      <td>0</td>
      <td>3</td>
      <td>24</td>
      <td>0</td>
      <td>14</td>
      <td>2</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>178.0</td>
      <td>170.0</td>
      <td>209.0</td>
      <td>234.0</td>
      <td>159.0</td>
      <td>...</td>
      <td>0.013021</td>
      <td>0.015983</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.555706</td>
      <td>9</td>
      <td>5</td>
      <td>0.800000</td>
      <td>0.444444</td>
      <td>261.218164</td>
      <td>5.087463</td>
      <td>17.0</td>
      <td>4.394449</td>
      <td>5.187386</td>
      <td>6.037871</td>
      <td>6.855409</td>
      <td>7.711101</td>
      <td>8.541495</td>
      <td>9.398892</td>
      <td>10.237278</td>
      <td>11.095120</td>
      <td>103.459001</td>
      <td>3.555348</td>
      <td>0.0</td>
      <td>4.844187</td>
      <td>0.000000</td>
      <td>6.289716</td>
      <td>2.70805</td>
      <td>7.812378</td>
      <td>5.379897</td>
      <td>9.381348</td>
      <td>56.970925</td>
      <td>236.188863</td>
      <td>5.760704</td>
      <td>533</td>
      <td>26</td>
      <td>80.0</td>
      <td>89.0</td>
      <td>7.916667</td>
      <td>3.833333</td>
    </tr>
    <tr>
      <th>1</th>
      <td>8.025464</td>
      <td>7.826624</td>
      <td>0</td>
      <td>0</td>
      <td>12.698196</td>
      <td>2.326846</td>
      <td>4.653693</td>
      <td>12.698196</td>
      <td>1.154381</td>
      <td>3.295059</td>
      <td>3.073114</td>
      <td>0.279374</td>
      <td>1.218002</td>
      <td>37.827512</td>
      <td>3.438865</td>
      <td>3.728347</td>
      <td>6</td>
      <td>6</td>
      <td>25</td>
      <td>11</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>14</td>
      <td>0</td>
      <td>10</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>114.0</td>
      <td>110.0</td>
      <td>137.0</td>
      <td>120.0</td>
      <td>61.0</td>
      <td>...</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.570105</td>
      <td>6</td>
      <td>3</td>
      <td>1.000000</td>
      <td>0.500000</td>
      <td>159.140702</td>
      <td>4.459432</td>
      <td>11.0</td>
      <td>3.970292</td>
      <td>4.779123</td>
      <td>5.638355</td>
      <td>6.459904</td>
      <td>7.323171</td>
      <td>8.147578</td>
      <td>9.011279</td>
      <td>9.836439</td>
      <td>10.700071</td>
      <td>87.866213</td>
      <td>3.135494</td>
      <td>0.0</td>
      <td>4.418841</td>
      <td>0.000000</td>
      <td>5.916202</td>
      <td>0.00000</td>
      <td>7.519150</td>
      <td>0.000000</td>
      <td>9.169831</td>
      <td>41.159518</td>
      <td>150.104465</td>
      <td>6.004179</td>
      <td>146</td>
      <td>15</td>
      <td>52.0</td>
      <td>59.0</td>
      <td>5.194444</td>
      <td>2.555556</td>
    </tr>
    <tr>
      <th>2</th>
      <td>8.623181</td>
      <td>8.454283</td>
      <td>0</td>
      <td>0</td>
      <td>14.828323</td>
      <td>2.340374</td>
      <td>4.680749</td>
      <td>14.828323</td>
      <td>1.235694</td>
      <td>3.376509</td>
      <td>3.161639</td>
      <td>0.263470</td>
      <td>1.333412</td>
      <td>45.534706</td>
      <td>3.794559</td>
      <td>4.000796</td>
      <td>6</td>
      <td>6</td>
      <td>24</td>
      <td>12</td>
      <td>0</td>
      <td>0</td>
      <td>3</td>
      <td>12</td>
      <td>0</td>
      <td>9</td>
      <td>0</td>
      <td>3</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>166.0</td>
      <td>140.0</td>
      <td>195.0</td>
      <td>200.0</td>
      <td>174.0</td>
      <td>...</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.511503</td>
      <td>6</td>
      <td>4</td>
      <td>0.500000</td>
      <td>0.333333</td>
      <td>159.425171</td>
      <td>4.584963</td>
      <td>12.0</td>
      <td>4.043051</td>
      <td>4.859812</td>
      <td>5.713733</td>
      <td>6.552508</td>
      <td>7.407924</td>
      <td>8.252446</td>
      <td>9.106867</td>
      <td>9.953277</td>
      <td>10.806956</td>
      <td>90.696575</td>
      <td>3.218876</td>
      <td>0.0</td>
      <td>4.488636</td>
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      <td>42.515171</td>
      <td>168.078644</td>
      <td>7.003277</td>
      <td>188</td>
      <td>17</td>
      <td>56.0</td>
      <td>64.0</td>
      <td>5.444444</td>
      <td>2.888889</td>
    </tr>
    <tr>
      <th>3</th>
      <td>8.134854</td>
      <td>7.770338</td>
      <td>0</td>
      <td>0</td>
      <td>12.675204</td>
      <td>2.302776</td>
      <td>4.605551</td>
      <td>12.675204</td>
      <td>1.152291</td>
      <td>3.294669</td>
      <td>3.091013</td>
      <td>0.281001</td>
      <td>1.223809</td>
      <td>37.212677</td>
      <td>3.382971</td>
      <td>3.711960</td>
      <td>6</td>
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      <td>11</td>
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      <td>112.0</td>
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      <td>140.0</td>
      <td>114.0</td>
      <td>54.0</td>
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      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.580361</td>
      <td>6</td>
      <td>3</td>
      <td>1.000000</td>
      <td>0.500000</td>
      <td>159.140702</td>
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      <td>5.609472</td>
      <td>6.421622</td>
      <td>7.271704</td>
      <td>8.087948</td>
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      <td>9.755741</td>
      <td>10.606610</td>
      <td>87.424225</td>
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      <td>9.094144</td>
      <td>41.023148</td>
      <td>150.104465</td>
      <td>6.004179</td>
      <td>150</td>
      <td>14</td>
      <td>52.0</td>
      <td>58.0</td>
      <td>5.194444</td>
      <td>2.472222</td>
    </tr>
    <tr>
      <th>4</th>
      <td>11.143219</td>
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      <td>0</td>
      <td>0</td>
      <td>17.535313</td>
      <td>2.233148</td>
      <td>4.444177</td>
      <td>17.535313</td>
      <td>1.169021</td>
      <td>3.590952</td>
      <td>3.540074</td>
      <td>0.236005</td>
      <td>1.669613</td>
      <td>66.874116</td>
      <td>4.458274</td>
      <td>4.608277</td>
      <td>0</td>
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      <td>39</td>
      <td>15</td>
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      <td>24</td>
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      <td>15</td>
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      <td>0</td>
      <td>104.0</td>
      <td>107.0</td>
      <td>111.0</td>
      <td>115.0</td>
      <td>121.0</td>
      <td>...</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.517928</td>
      <td>6</td>
      <td>5</td>
      <td>0.200000</td>
      <td>0.166667</td>
      <td>247.730402</td>
      <td>4.906891</td>
      <td>15.0</td>
      <td>4.262680</td>
      <td>5.003946</td>
      <td>5.831882</td>
      <td>6.591674</td>
      <td>7.418781</td>
      <td>8.185629</td>
      <td>9.011767</td>
      <td>9.782844</td>
      <td>10.608094</td>
      <td>96.697298</td>
      <td>3.433987</td>
      <td>0.0</td>
      <td>4.709530</td>
      <td>0.000000</td>
      <td>6.124683</td>
      <td>0.00000</td>
      <td>7.596392</td>
      <td>0.000000</td>
      <td>9.098403</td>
      <td>45.962996</td>
      <td>204.187801</td>
      <td>5.235585</td>
      <td>359</td>
      <td>19</td>
      <td>70.0</td>
      <td>74.0</td>
      <td>6.284722</td>
      <td>3.333333</td>
    </tr>
    <tr>
      <th>...</th>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
    </tr>
    <tr>
      <th>628</th>
      <td>8.163363</td>
      <td>8.029752</td>
      <td>0</td>
      <td>0</td>
      <td>13.137460</td>
      <td>2.364871</td>
      <td>4.729742</td>
      <td>13.137460</td>
      <td>1.194315</td>
      <td>3.303305</td>
      <td>3.092493</td>
      <td>0.281136</td>
      <td>1.224288</td>
      <td>35.727761</td>
      <td>3.247978</td>
      <td>3.671238</td>
      <td>6</td>
      <td>6</td>
      <td>19</td>
      <td>11</td>
      <td>0</td>
      <td>0</td>
      <td>4</td>
      <td>8</td>
      <td>0</td>
      <td>7</td>
      <td>0</td>
      <td>4</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>190.0</td>
      <td>172.0</td>
      <td>246.0</td>
      <td>262.0</td>
      <td>143.0</td>
      <td>...</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.560975</td>
      <td>5</td>
      <td>3</td>
      <td>0.666667</td>
      <td>0.400000</td>
      <td>133.623428</td>
      <td>4.459432</td>
      <td>11.0</td>
      <td>4.007333</td>
      <td>4.844187</td>
      <td>5.707110</td>
      <td>6.561031</td>
      <td>7.424762</td>
      <td>8.281724</td>
      <td>9.145375</td>
      <td>10.003107</td>
      <td>10.866605</td>
      <td>88.841233</td>
      <td>3.135494</td>
      <td>0.0</td>
      <td>4.465908</td>
      <td>0.000000</td>
      <td>6.008813</td>
      <td>0.00000</td>
      <td>7.647309</td>
      <td>0.000000</td>
      <td>9.331052</td>
      <td>41.588577</td>
      <td>156.042259</td>
      <td>8.212750</td>
      <td>140</td>
      <td>17</td>
      <td>54.0</td>
      <td>63.0</td>
      <td>5.805556</td>
      <td>2.444444</td>
    </tr>
    <tr>
      <th>629</th>
      <td>7.249407</td>
      <td>6.952976</td>
      <td>0</td>
      <td>0</td>
      <td>12.392927</td>
      <td>2.262725</td>
      <td>4.525450</td>
      <td>12.392927</td>
      <td>1.239293</td>
      <td>3.197657</td>
      <td>2.966570</td>
      <td>0.296657</td>
      <td>1.087406</td>
      <td>33.218265</td>
      <td>3.321827</td>
      <td>3.503100</td>
      <td>6</td>
      <td>6</td>
      <td>16</td>
      <td>10</td>
      <td>0</td>
      <td>0</td>
      <td>4</td>
      <td>6</td>
      <td>0</td>
      <td>6</td>
      <td>0</td>
      <td>4</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>192.0</td>
      <td>156.0</td>
      <td>209.0</td>
      <td>225.0</td>
      <td>111.0</td>
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      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.527680</td>
      <td>6</td>
      <td>3</td>
      <td>1.000000</td>
      <td>0.500000</td>
      <td>116.327442</td>
      <td>4.321928</td>
      <td>10.0</td>
      <td>3.850148</td>
      <td>4.634729</td>
      <td>5.451038</td>
      <td>6.259581</td>
      <td>7.077498</td>
      <td>7.890957</td>
      <td>8.708970</td>
      <td>9.523617</td>
      <td>10.341581</td>
      <td>83.738119</td>
      <td>3.044522</td>
      <td>0.0</td>
      <td>4.290459</td>
      <td>0.000000</td>
      <td>5.752573</td>
      <td>0.00000</td>
      <td>7.305860</td>
      <td>0.000000</td>
      <td>8.899867</td>
      <td>39.293282</td>
      <td>142.026609</td>
      <td>8.876663</td>
      <td>117</td>
      <td>12</td>
      <td>46.0</td>
      <td>51.0</td>
      <td>4.333333</td>
      <td>2.361111</td>
    </tr>
    <tr>
      <th>630</th>
      <td>8.623181</td>
      <td>8.048055</td>
      <td>0</td>
      <td>0</td>
      <td>14.019917</td>
      <td>2.385953</td>
      <td>4.688728</td>
      <td>14.019917</td>
      <td>1.274538</td>
      <td>3.352587</td>
      <td>3.163201</td>
      <td>0.287564</td>
      <td>1.246895</td>
      <td>40.693301</td>
      <td>3.699391</td>
      <td>3.801374</td>
      <td>9</td>
      <td>10</td>
      <td>21</td>
      <td>11</td>
      <td>0</td>
      <td>0</td>
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      <td>2</td>
      <td>0</td>
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      <td>0</td>
      <td>0</td>
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      <td>0</td>
      <td>134.0</td>
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      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.0</td>
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      <td>0.469370</td>
      <td>5</td>
      <td>3</td>
      <td>0.666667</td>
      <td>0.400000</td>
      <td>129.155093</td>
      <td>4.584963</td>
      <td>12.0</td>
      <td>4.077537</td>
      <td>4.919981</td>
      <td>5.789960</td>
      <td>6.652863</td>
      <td>7.523481</td>
      <td>8.390949</td>
      <td>9.261129</td>
      <td>10.129866</td>
      <td>10.999747</td>
      <td>90.745514</td>
      <td>3.218876</td>
      <td>0.0</td>
      <td>4.532599</td>
      <td>2.397895</td>
      <td>6.042633</td>
      <td>4.59512</td>
      <td>7.646354</td>
      <td>6.580639</td>
      <td>9.298809</td>
      <td>55.312925</td>
      <td>146.084398</td>
      <td>6.956400</td>
      <td>140</td>
      <td>14</td>
      <td>58.0</td>
      <td>68.0</td>
      <td>3.694444</td>
      <td>2.388889</td>
    </tr>
    <tr>
      <th>631</th>
      <td>8.094413</td>
      <td>7.861189</td>
      <td>0</td>
      <td>0</td>
      <td>13.168697</td>
      <td>2.318335</td>
      <td>4.636669</td>
      <td>13.168697</td>
      <td>1.197154</td>
      <td>3.295042</td>
      <td>3.080399</td>
      <td>0.280036</td>
      <td>1.220369</td>
      <td>37.279058</td>
      <td>3.389005</td>
      <td>3.713742</td>
      <td>6</td>
      <td>6</td>
      <td>25</td>
      <td>11</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>14</td>
      <td>0</td>
      <td>10</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>112.0</td>
      <td>116.0</td>
      <td>150.0</td>
      <td>128.0</td>
      <td>54.0</td>
      <td>...</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.505208</td>
      <td>5</td>
      <td>3</td>
      <td>0.666667</td>
      <td>0.400000</td>
      <td>159.140702</td>
      <td>4.459432</td>
      <td>11.0</td>
      <td>3.970292</td>
      <td>4.779123</td>
      <td>5.624018</td>
      <td>6.453625</td>
      <td>7.299121</td>
      <td>8.134761</td>
      <td>8.978787</td>
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      <td>10.659680</td>
      <td>87.716192</td>
      <td>3.135494</td>
      <td>0.0</td>
      <td>4.418841</td>
      <td>0.000000</td>
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      <td>0.00000</td>
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      <td>0.000000</td>
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      <td>41.129752</td>
      <td>150.104465</td>
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      <td>5.194444</td>
      <td>2.500000</td>
    </tr>
    <tr>
      <th>632</th>
      <td>8.910910</td>
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      <td>0</td>
      <td>0</td>
      <td>13.407823</td>
      <td>2.358294</td>
      <td>4.716589</td>
      <td>13.407823</td>
      <td>1.117319</td>
      <td>3.383453</td>
      <td>3.189168</td>
      <td>0.265764</td>
      <td>1.342082</td>
      <td>42.532621</td>
      <td>3.544385</td>
      <td>3.932593</td>
      <td>6</td>
      <td>6</td>
      <td>22</td>
      <td>12</td>
      <td>0</td>
      <td>0</td>
      <td>4</td>
      <td>10</td>
      <td>0</td>
      <td>8</td>
      <td>2</td>
      <td>2</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>194.0</td>
      <td>168.0</td>
      <td>239.0</td>
      <td>216.0</td>
      <td>145.0</td>
      <td>...</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.0</td>
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      <td>0.605111</td>
      <td>6</td>
      <td>3</td>
      <td>1.000000</td>
      <td>0.500000</td>
      <td>152.696021</td>
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      <td>12.0</td>
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      <td>4.890349</td>
      <td>5.771441</td>
      <td>6.597146</td>
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      <td>10.026634</td>
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      <td>91.267715</td>
      <td>3.218876</td>
      <td>0.0</td>
      <td>4.532599</td>
      <td>0.000000</td>
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      <td>0.00000</td>
      <td>7.657755</td>
      <td>0.000000</td>
      <td>9.324115</td>
      <td>42.775979</td>
      <td>166.074228</td>
      <td>7.548829</td>
      <td>184</td>
      <td>17</td>
      <td>58.0</td>
      <td>66.0</td>
      <td>6.055556</td>
      <td>2.666667</td>
    </tr>
  </tbody>
</table>
<p>633 rows × 1826 columns</p>
</div>


    CPU times: user 30.6 s, sys: 239 ms, total: 30.8 s
    Wall time: 45.7 s



Mordredは特徴量の数がめっちゃぎょうさんあんのが売りの一つや。その意味とかは公式ホームページの説明を読まはってや。


# トレーニングデータ、テストデータへの分割

ほんでこれから、トレーニングデータ、テストデータに分割すっで。ここまで、いろんな記述子とかフィンガープリントを計算したやろ。そいつらが全部同じ分割になるようにすんねん。


```python
import random

test_size = 0.2
ids = [id for id in range(len(df))]
random.shuffle(ids)
split_line = int(len(df) * (1 - test_size))
train_ids = ids[:split_line]
test_ids = ids[split_line:]
```

この `train_ids` がトレーニングデータのID、 `test_ids` がテストデータのIDっちゅうこっちゃな。


# 学習

ほな、まとめて Random Forest で学習してみんで。なんで Random Forest やねんっちゅうと、ハイパーパラメーターチューニングめんどいやろ？ ここでは単に記述子同士の比較がしたいだけやねんから、チューニングせえへんくてもそこそこの性能が出る言われてて、さらに特徴量の相対的な重要性が計算できる Random Forest が一番ええ思たねん。知らんけど。


```python
import timeit
import pandas as pd
from sklearn.ensemble import RandomForestRegressor

from rdkit_installer.preprocess import TableCleaner
from rdkit_installer.depict import rf_feature_importances

def make_comparison(X_names, Xs, Y):
    result = {"train score":[], "test score":[], "train shape":[], "test shape":[], "time":[]}

    for name, X in zip(X_names, Xs):

        # エラーを起こす行とか列とか除外するで
        cleaner = TableCleaner()
        selected_col = cleaner.clean_columns(X, Y)
        selected_row = cleaner.clean_rows(X)
        train_set = list(set(train_ids) & set(selected_row))
        test_set = list(set(test_ids) & set(selected_row))
        X_train, X_test = X.iloc[train_set, selected_col], X.iloc[test_set, selected_col]
        y_train, y_test = Y.iloc[train_set, :], Y.iloc[test_set, :]

        # 学習しながら計算時間も計測すんねん
        regr = RandomForestRegressor()
        seconds = timeit.timeit(lambda: regr.fit(X_train, y_train.values.ravel()), number=1)

        # 計算結果（性能）を記録するんや
        result["time"].append(seconds) # 学習に要した時間（秒）
        result["train shape"].append(X_train.shape)
        result["test shape"].append(X_test.shape)
        result["train score"].append(regr.score(X_train, y_train.values.ravel()))
        result["test score"].append(regr.score(X_test, y_test.values.ravel()))

        # 貢献度の高い特徴量トップ１０を図示すんで
        print(name, "Test score=", regr.score(X_test, y_test.values.ravel()))
        rf_feature_importances(regr, X)

    # pandas 形式にしといたほうが後で見やすいさかい、そうしとくな
    data = pd.DataFrame(result)
    data.index = X_names
    return data
```

"HOMO-LUMO gap" を目的変数とした回帰モデルをまとめて構築しはんねんたら、こんな感じや。


```python
%%time 
result1 = make_comparison(
    ["RDKit 208 descriptors", "RDKit 400 descriptors", "Mordred 1826 descriptors"],
    [rdkit_208descriptors_df, rdkit_descriptors_df, mordred_descriptors_df], 
    df[["HOMO-LUMO gap"]]
    )
```

    RDKit 208 descriptors Test score= 0.7393261212344209


![RDKit400_25_1.png](https://qiita-image-store.s3.ap-northeast-1.amazonaws.com/0/211162/f8dc7e7c-9566-9a96-8610-403daf830c2c.png)

    
    


    RDKit 400 descriptors Test score= 0.7508808273760392


![RDKit400_25_3.png](https://qiita-image-store.s3.ap-northeast-1.amazonaws.com/0/211162/d4d6f5b0-88f3-2be9-709a-8795e83ee10b.png)

    
    


    Mordred 1826 descriptors Test score= 0.7116458690779182


![RDKit400_25_5.png](https://qiita-image-store.s3.ap-northeast-1.amazonaws.com/0/211162/ceb60e22-4a22-afba-0db6-802238b0448f.png)

    
    


    CPU times: user 47.3 s, sys: 2.2 s, total: 49.5 s
    Wall time: 3min 37s


データ分割はランダムにしてんねんけど、それによって順位が変わることがあんねん。せやけどまあ、上の例だけで言うたら RDKit の４００個の記述子が一番性能が良かったみたいやな。そうは言うけど、さっきも言うた通り、特徴量を解釈しよう思わはるねんたら、RDKitに新しく追加された記述子は、難ありなんや。まあ知らんけど。

全体的な性能について、表にまとめたらこんな感じや。


```python
result1
```




<div>
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    <tr style="text-align: right;">
      <th></th>
      <th>train score</th>
      <th>test score</th>
      <th>train shape</th>
      <th>test shape</th>
      <th>time</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>RDKit 208 descriptors</th>
      <td>0.964067</td>
      <td>0.739326</td>
      <td>(506, 208)</td>
      <td>(127, 208)</td>
      <td>2.123547</td>
    </tr>
    <tr>
      <th>RDKit 400 descriptors</th>
      <td>0.963012</td>
      <td>0.750881</td>
      <td>(496, 320)</td>
      <td>(123, 320)</td>
      <td>3.914356</td>
    </tr>
    <tr>
      <th>Mordred 1826 descriptors</th>
      <td>0.957463</td>
      <td>0.711646</td>
      <td>(506, 1278)</td>
      <td>(127, 1278)</td>
      <td>19.107194</td>
    </tr>
  </tbody>
</table>
</div>



ついでやし、各種フィンガープリントについても計算してみてん。貢献度の高い特徴量トップ１０も出力されるけど、こんなん解釈せえ言わはっても困難やで。ほんまに。


```python
%%time
result2 = make_comparison(
    fingerprinter.names,
    fp_dfs, 
    df[["HOMO-LUMO gap"]]
    )
```

    MACCSkeys Test score= 0.7428648213992282


![RDKit400_29_1.png](https://qiita-image-store.s3.ap-northeast-1.amazonaws.com/0/211162/fd59c0df-d684-9c4f-2da5-9a125da49c3c.png)

    
    


    Avalon Test score= 0.6600486101886427


![RDKit400_29_3.png](https://qiita-image-store.s3.ap-northeast-1.amazonaws.com/0/211162/66e4efb8-c25e-1eee-bcbd-76c05800e635.png)

    
    


    Morgan2(1024bits) Test score= 0.564839806463383


![RDKit400_29_5.png](https://qiita-image-store.s3.ap-northeast-1.amazonaws.com/0/211162/8692f05b-8c88-868f-8b61-1ef95533085f.png)

    
    


    Morgan2F(1024bits) Test score= 0.6145275706762224


![RDKit400_29_7.png](https://qiita-image-store.s3.ap-northeast-1.amazonaws.com/0/211162/aa135fbc-acfa-9043-0b0b-32d719291685.png)

    
    


    Morgan4(2048bits) Test score= 0.4589796057137068


![RDKit400_29_9.png](https://qiita-image-store.s3.ap-northeast-1.amazonaws.com/0/211162/1f62e1fc-04ea-2a08-7c0f-7a730df747c0.png)

    
    


    Morgan4F(2048bits) Test score= 0.5606490833767938


![RDKit400_29_11.png](https://qiita-image-store.s3.ap-northeast-1.amazonaws.com/0/211162/7f60cfde-09fb-c830-a345-c82b8665e003.png)

    
    


    ECFP2 Test score= 0.6797667810884447


![RDKit400_29_13.png](https://qiita-image-store.s3.ap-northeast-1.amazonaws.com/0/211162/5b88536e-3d41-356b-ede8-528e15bb0909.png)

    
    


    FCFP2 Test score= 0.6089529501171054


![RDKit400_29_15.png](https://qiita-image-store.s3.ap-northeast-1.amazonaws.com/0/211162/c49bdf45-e8bf-afd3-e220-9b647c861bca.png)

    
    


    ECFP4 Test score= 0.6816544563865634


![RDKit400_29_17.png](https://qiita-image-store.s3.ap-northeast-1.amazonaws.com/0/211162/03859030-154a-e243-dd5c-9c5ff9f614c2.png)

    
    


    FCFP4 Test score= 0.6067634726762778



    
    
![RDKit400_29_19.png](https://qiita-image-store.s3.ap-northeast-1.amazonaws.com/0/211162/24e1aaba-cc87-e0f8-dbdc-92110184d7a2.png)


    ECFP6 Test score= 0.6805538722932313



    
    
![RDKit400_29_21.png](https://qiita-image-store.s3.ap-northeast-1.amazonaws.com/0/211162/c0a50932-fab0-16af-d9f4-270df59e4b60.png)


    FCFP6 Test score= 0.6192763399924386



    
    
![RDKit400_29_23.png](https://qiita-image-store.s3.ap-northeast-1.amazonaws.com/0/211162/10b3241c-fe4d-a30b-1227-3a76cd9a6c9e.png)


    CPU times: user 41.4 s, sys: 205 ms, total: 41.6 s
    Wall time: 42.8 s


各フィンガープリントから得られた性能を表にまとめると、こんな感じや。うひょー。


```python
result2
```




<div>
<style scoped>
    .dataframe tbody tr th:only-of-type {
        vertical-align: middle;
    }

    .dataframe tbody tr th {
        vertical-align: top;
    }

    .dataframe thead th {
        text-align: right;
    }
</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>train score</th>
      <th>test score</th>
      <th>train shape</th>
      <th>test shape</th>
      <th>time</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>MACCSkeys</th>
      <td>0.955100</td>
      <td>0.742865</td>
      <td>(506, 167)</td>
      <td>(127, 167)</td>
      <td>0.569669</td>
    </tr>
    <tr>
      <th>Avalon</th>
      <td>0.954562</td>
      <td>0.660049</td>
      <td>(506, 512)</td>
      <td>(127, 512)</td>
      <td>1.899150</td>
    </tr>
    <tr>
      <th>Morgan2(1024bits)</th>
      <td>0.949939</td>
      <td>0.564840</td>
      <td>(506, 1024)</td>
      <td>(127, 1024)</td>
      <td>2.130418</td>
    </tr>
    <tr>
      <th>Morgan2F(1024bits)</th>
      <td>0.952999</td>
      <td>0.614528</td>
      <td>(506, 1024)</td>
      <td>(127, 1024)</td>
      <td>1.596574</td>
    </tr>
    <tr>
      <th>Morgan4(2048bits)</th>
      <td>0.944960</td>
      <td>0.458980</td>
      <td>(506, 2048)</td>
      <td>(127, 2048)</td>
      <td>4.163680</td>
    </tr>
    <tr>
      <th>Morgan4F(2048bits)</th>
      <td>0.947081</td>
      <td>0.560649</td>
      <td>(506, 2048)</td>
      <td>(127, 2048)</td>
      <td>3.517748</td>
    </tr>
    <tr>
      <th>ECFP2</th>
      <td>0.961705</td>
      <td>0.679767</td>
      <td>(506, 693)</td>
      <td>(127, 693)</td>
      <td>1.167866</td>
    </tr>
    <tr>
      <th>FCFP2</th>
      <td>0.948420</td>
      <td>0.608953</td>
      <td>(506, 207)</td>
      <td>(127, 207)</td>
      <td>0.576670</td>
    </tr>
    <tr>
      <th>ECFP4</th>
      <td>0.957817</td>
      <td>0.681654</td>
      <td>(506, 3128)</td>
      <td>(127, 3128)</td>
      <td>3.668387</td>
    </tr>
    <tr>
      <th>FCFP4</th>
      <td>0.956894</td>
      <td>0.606763</td>
      <td>(506, 1450)</td>
      <td>(127, 1450)</td>
      <td>1.988229</td>
    </tr>
    <tr>
      <th>ECFP6</th>
      <td>0.963806</td>
      <td>0.680554</td>
      <td>(506, 6508)</td>
      <td>(127, 6508)</td>
      <td>6.774919</td>
    </tr>
    <tr>
      <th>FCFP6</th>
      <td>0.958517</td>
      <td>0.619276</td>
      <td>(506, 4110)</td>
      <td>(127, 4110)</td>
      <td>4.656614</td>
    </tr>
  </tbody>
</table>
</div>



いちおう、記述子の結果も再掲しとくで。


```python
result1
```




<div>
<style scoped>
    .dataframe tbody tr th:only-of-type {
        vertical-align: middle;
    }

    .dataframe tbody tr th {
        vertical-align: top;
    }

    .dataframe thead th {
        text-align: right;
    }
</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>train score</th>
      <th>test score</th>
      <th>train shape</th>
      <th>test shape</th>
      <th>time</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>RDKit 208 descriptors</th>
      <td>0.964067</td>
      <td>0.739326</td>
      <td>(506, 208)</td>
      <td>(127, 208)</td>
      <td>2.123547</td>
    </tr>
    <tr>
      <th>RDKit 400 descriptors</th>
      <td>0.963012</td>
      <td>0.750881</td>
      <td>(496, 320)</td>
      <td>(123, 320)</td>
      <td>3.914356</td>
    </tr>
    <tr>
      <th>Mordred 1826 descriptors</th>
      <td>0.957463</td>
      <td>0.711646</td>
      <td>(506, 1278)</td>
      <td>(127, 1278)</td>
      <td>19.107194</td>
    </tr>
  </tbody>
</table>
</div>



# 結果の総括

こんなん数字だけ見せられても比較困難やわ、って声が聞こえてきたさかい、プロットしてみんで。


```python
import matplotlib.pyplot as plt

data = pd.concat([result1, result2])
for colname1 in ["time", "test score"]:
    for colname2 in ["test score", "train score"]:
        if colname1 != colname2:
            X = list(data[colname1])
            Y = list(data[colname2])
            plt.figure(figsize=(8,8))
            plt.scatter(X, Y)
            for x, y, name in zip(X, Y, data.index):
                plt.text(x, y, name, alpha=0.8, size=8)
            plt.xlabel(colname1)
            plt.ylabel(colname2)
            plt.grid()
            plt.show()
```


    
    



![RDKit400_35_0.png](https://qiita-image-store.s3.ap-northeast-1.amazonaws.com/0/211162/b158d3a6-4ac2-4953-1e27-916ebbb10fd2.png)
    
    
![RDKit400_35_1.png](https://qiita-image-store.s3.ap-northeast-1.amazonaws.com/0/211162/b4d02c59-d18c-9747-1a12-8ed066e11983.png)


![RDKit400_35_2.png](https://qiita-image-store.s3.ap-northeast-1.amazonaws.com/0/211162/83aaf9c7-773e-06e6-3e66-d9a11222bb9a.png)

    
    


まとめたら、Mordred は計算時間がかかる割にはベストな性能っちゅうわけでもあらへんくて、RDKit の ４００個の記述子が、計算時間の面でも性能の面でも一番ええように見えるな。あとは、Morganよりも、FCFPよりも、ECFPのほうが頑張らはったみたいや。MACCS keys とか Avalon とか、意外と健闘してはんねんな。興味ある人いはったら詳しく検討しはったらええで。

今回検討したんは１例だけやけど、データセットの分割とか、目的変数によって、違った結果が得られることは充分にありえると思うで。知らんけど。

あとはまあ恥ずかしい話やけど、フィンガープリントの定義とか計算方法とか間違っている部分があるかも知れへん。ほんま堪忍やで。根幹部分のコードは https://github.com/maskot1977/rdkit_installer に記述しといたから、何や気付かはった点があったら指摘してくれはるとほんま助かります。

# Take Home Message

RDKit の新機能、まだまだあるでー、きっと。

RDKit だけに。