diff --git a/src/notebooks/6.0-benchmark_analysis.ipynb b/src/notebooks/6.0-benchmark_analysis.ipynb
index f0e7c13..276fd7b 100644
--- a/src/notebooks/6.0-benchmark_analysis.ipynb
+++ b/src/notebooks/6.0-benchmark_analysis.ipynb
@@ -288,7 +288,7 @@
     "            index = np.where(cn == np.amin(cn))\n",
     "        # if list is full of 0's (i.e sum == 0), then there are no shared neighbors \n",
     "        \n",
-    "        if np.sum(cn) == 0 or len(np.array(cn)[index]) > 1:\n",
+    "        if np.sum(cn) == 0: #or len(np.array(cn)[index]) > 1:\n",
     "            continue   \n",
     "        \n",
     "        for val in index:\n",
@@ -454,7 +454,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "Calculating scores for algorithms: 100%|██████████| 11/11 [00:03<00:00,  3.19it/s]\n"
+      "Calculating scores for algorithms: 100%|██████████| 11/11 [00:06<00:00,  1.67it/s]\n"
      ]
     }
    ],
@@ -544,66 +544,66 @@
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>Common Neighbors</th>\n",
-       "      <td>50.0</td>\n",
+       "      <td>34.615</td>\n",
        "      <td>0.132</td>\n",
-       "      <td>2/4</td>\n",
-       "      <td>44.444</td>\n",
+       "      <td>36/104</td>\n",
+       "      <td>31.765</td>\n",
        "      <td>0.108</td>\n",
-       "      <td>4/9</td>\n",
+       "      <td>27/85</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Cosine Similiarity</th>\n",
        "      <td>43.75</td>\n",
        "      <td>0.132</td>\n",
        "      <td>7/16</td>\n",
-       "      <td>42.857</td>\n",
+       "      <td>38.889</td>\n",
        "      <td>0.108</td>\n",
-       "      <td>6/14</td>\n",
+       "      <td>14/36</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Jaccard index</th>\n",
        "      <td>43.75</td>\n",
        "      <td>0.132</td>\n",
        "      <td>7/16</td>\n",
-       "      <td>40.0</td>\n",
+       "      <td>37.143</td>\n",
        "      <td>0.108</td>\n",
-       "      <td>6/15</td>\n",
+       "      <td>13/35</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Sorensen index</th>\n",
        "      <td>43.75</td>\n",
        "      <td>0.132</td>\n",
        "      <td>7/16</td>\n",
-       "      <td>40.0</td>\n",
+       "      <td>37.143</td>\n",
        "      <td>0.108</td>\n",
-       "      <td>6/15</td>\n",
+       "      <td>13/35</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Hub Promoted Index</th>\n",
-       "      <td>60.0</td>\n",
+       "      <td>34.343</td>\n",
        "      <td>0.132</td>\n",
-       "      <td>3/5</td>\n",
-       "      <td>46.154</td>\n",
+       "      <td>34/99</td>\n",
+       "      <td>37.209</td>\n",
        "      <td>0.108</td>\n",
-       "      <td>6/13</td>\n",
+       "      <td>16/43</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Hub Depressed Index</th>\n",
        "      <td>43.75</td>\n",
        "      <td>0.132</td>\n",
        "      <td>7/16</td>\n",
-       "      <td>41.667</td>\n",
+       "      <td>35.211</td>\n",
        "      <td>0.108</td>\n",
-       "      <td>5/12</td>\n",
+       "      <td>25/71</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Leicht–Holme–Newman Index</th>\n",
        "      <td>43.75</td>\n",
        "      <td>0.132</td>\n",
        "      <td>7/16</td>\n",
-       "      <td>46.667</td>\n",
+       "      <td>40.0</td>\n",
        "      <td>0.108</td>\n",
-       "      <td>7/15</td>\n",
+       "      <td>14/35</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Preferential Attachment</th>\n",
@@ -618,28 +618,28 @@
        "      <th>Adamic-Adar</th>\n",
        "      <td>33.333</td>\n",
        "      <td>0.132</td>\n",
-       "      <td>2/6</td>\n",
-       "      <td>36.364</td>\n",
+       "      <td>30/90</td>\n",
+       "      <td>32.143</td>\n",
        "      <td>0.108</td>\n",
-       "      <td>4/11</td>\n",
+       "      <td>18/56</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Resource Allocation Index</th>\n",
        "      <td>33.333</td>\n",
        "      <td>0.132</td>\n",
-       "      <td>2/6</td>\n",
-       "      <td>36.364</td>\n",
+       "      <td>30/90</td>\n",
+       "      <td>32.143</td>\n",
        "      <td>0.108</td>\n",
-       "      <td>4/11</td>\n",
+       "      <td>18/56</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Shortest Path</th>\n",
-       "      <td>0.0</td>\n",
+       "      <td>11.111</td>\n",
        "      <td>0.132</td>\n",
-       "      <td>0/1</td>\n",
-       "      <td>0.0</td>\n",
+       "      <td>18/162</td>\n",
+       "      <td>14.844</td>\n",
        "      <td>0.108</td>\n",
-       "      <td>0/10</td>\n",
+       "      <td>57/384</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
@@ -647,43 +647,43 @@
       ],
       "text/plain": [
        "                          openbio_precision openbio_val_by_chance  \\\n",
-       "Common Neighbors                       50.0                 0.132   \n",
+       "Common Neighbors                     34.615                 0.132   \n",
        "Cosine Similiarity                    43.75                 0.132   \n",
        "Jaccard index                         43.75                 0.132   \n",
        "Sorensen index                        43.75                 0.132   \n",
-       "Hub Promoted Index                     60.0                 0.132   \n",
+       "Hub Promoted Index                   34.343                 0.132   \n",
        "Hub Depressed Index                   43.75                 0.132   \n",
        "Leicht–Holme–Newman Index             43.75                 0.132   \n",
        "Preferential Attachment                 5.0                 0.132   \n",
        "Adamic-Adar                          33.333                 0.132   \n",
        "Resource Allocation Index            33.333                 0.132   \n",
-       "Shortest Path                           0.0                 0.132   \n",
+       "Shortest Path                        11.111                 0.132   \n",
        "\n",
        "                          # openbio_pairs custom_precision  \\\n",
-       "Common Neighbors                      2/4           44.444   \n",
-       "Cosine Similiarity                   7/16           42.857   \n",
-       "Jaccard index                        7/16             40.0   \n",
-       "Sorensen index                       7/16             40.0   \n",
-       "Hub Promoted Index                    3/5           46.154   \n",
-       "Hub Depressed Index                  7/16           41.667   \n",
-       "Leicht–Holme–Newman Index            7/16           46.667   \n",
+       "Common Neighbors                   36/104           31.765   \n",
+       "Cosine Similiarity                   7/16           38.889   \n",
+       "Jaccard index                        7/16           37.143   \n",
+       "Sorensen index                       7/16           37.143   \n",
+       "Hub Promoted Index                  34/99           37.209   \n",
+       "Hub Depressed Index                  7/16           35.211   \n",
+       "Leicht–Holme–Newman Index            7/16             40.0   \n",
        "Preferential Attachment              1/20            9.302   \n",
-       "Adamic-Adar                           2/6           36.364   \n",
-       "Resource Allocation Index             2/6           36.364   \n",
-       "Shortest Path                         0/1              0.0   \n",
+       "Adamic-Adar                         30/90           32.143   \n",
+       "Resource Allocation Index           30/90           32.143   \n",
+       "Shortest Path                      18/162           14.844   \n",
        "\n",
        "                          custom_val_by_chance # custom_pairs  \n",
-       "Common Neighbors                         0.108            4/9  \n",
-       "Cosine Similiarity                       0.108           6/14  \n",
-       "Jaccard index                            0.108           6/15  \n",
-       "Sorensen index                           0.108           6/15  \n",
-       "Hub Promoted Index                       0.108           6/13  \n",
-       "Hub Depressed Index                      0.108           5/12  \n",
-       "Leicht–Holme–Newman Index                0.108           7/15  \n",
+       "Common Neighbors                         0.108          27/85  \n",
+       "Cosine Similiarity                       0.108          14/36  \n",
+       "Jaccard index                            0.108          13/35  \n",
+       "Sorensen index                           0.108          13/35  \n",
+       "Hub Promoted Index                       0.108          16/43  \n",
+       "Hub Depressed Index                      0.108          25/71  \n",
+       "Leicht–Holme–Newman Index                0.108          14/35  \n",
        "Preferential Attachment                  0.108           4/43  \n",
-       "Adamic-Adar                              0.108           4/11  \n",
-       "Resource Allocation Index                0.108           4/11  \n",
-       "Shortest Path                            0.108           0/10  "
+       "Adamic-Adar                              0.108          18/56  \n",
+       "Resource Allocation Index                0.108          18/56  \n",
+       "Shortest Path                            0.108         57/384  "
       ]
      },
      "execution_count": 15,