diff --git a/code/simclr-pytorch-reefs/evaluation/embeddings/cluster.ipynb b/code/simclr-pytorch-reefs/evaluation/embeddings/cluster.ipynb
index e6aeb61..9e12120 100644
--- a/code/simclr-pytorch-reefs/evaluation/embeddings/cluster.ipynb
+++ b/code/simclr-pytorch-reefs/evaluation/embeddings/cluster.ipynb
@@ -123,16 +123,6 @@
     "    print(f\"Locations: {list(locations.keys())}\\n\")"
    ]
   },
-  {
-   "cell_type": "code",
-   "execution_count": 16,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "#specific_df = datasets['ReefCLR']['australia']\n",
-    "#print(specific_df.head())"
-   ]
-  },
   {
    "cell_type": "code",
    "execution_count": 17,
@@ -192,219 +182,6 @@
     "results"
    ]
   },
-  {
-   "cell_type": "code",
-   "execution_count": 32,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>Category</th>\n",
-       "      <th>Location</th>\n",
-       "      <th>Num_Clusters</th>\n",
-       "      <th>Chi2_Stat</th>\n",
-       "      <th>P_Value</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>ImageNet</td>\n",
-       "      <td>australia</td>\n",
-       "      <td>64</td>\n",
-       "      <td>516.445082</td>\n",
-       "      <td>2.032088e-72</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>ImageNet</td>\n",
-       "      <td>bermuda</td>\n",
-       "      <td>10</td>\n",
-       "      <td>789.055342</td>\n",
-       "      <td>3.808284e-131</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>ImageNet</td>\n",
-       "      <td>florida</td>\n",
-       "      <td>53</td>\n",
-       "      <td>2823.698835</td>\n",
-       "      <td>0.000000e+00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>ImageNet</td>\n",
-       "      <td>french_polynesia</td>\n",
-       "      <td>24</td>\n",
-       "      <td>5760.581385</td>\n",
-       "      <td>0.000000e+00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>ImageNet</td>\n",
-       "      <td>indonesia</td>\n",
-       "      <td>35</td>\n",
-       "      <td>1453.347837</td>\n",
-       "      <td>7.585708e-284</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>5</th>\n",
-       "      <td>ImageNet</td>\n",
-       "      <td>kenya</td>\n",
-       "      <td>10</td>\n",
-       "      <td>18.862426</td>\n",
-       "      <td>2.638840e-02</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>6</th>\n",
-       "      <td>ReefCLR</td>\n",
-       "      <td>australia</td>\n",
-       "      <td>61</td>\n",
-       "      <td>254.241849</td>\n",
-       "      <td>9.528436e-26</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>7</th>\n",
-       "      <td>ReefCLR</td>\n",
-       "      <td>bermuda</td>\n",
-       "      <td>8</td>\n",
-       "      <td>1307.879670</td>\n",
-       "      <td>8.622588e-247</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>8</th>\n",
-       "      <td>ReefCLR</td>\n",
-       "      <td>florida</td>\n",
-       "      <td>48</td>\n",
-       "      <td>2647.520080</td>\n",
-       "      <td>0.000000e+00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>9</th>\n",
-       "      <td>ReefCLR</td>\n",
-       "      <td>french_polynesia</td>\n",
-       "      <td>31</td>\n",
-       "      <td>5820.833945</td>\n",
-       "      <td>0.000000e+00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>10</th>\n",
-       "      <td>ReefCLR</td>\n",
-       "      <td>indonesia</td>\n",
-       "      <td>38</td>\n",
-       "      <td>1459.273108</td>\n",
-       "      <td>1.153653e-282</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>11</th>\n",
-       "      <td>ReefCLR</td>\n",
-       "      <td>kenya</td>\n",
-       "      <td>27</td>\n",
-       "      <td>290.869245</td>\n",
-       "      <td>1.403893e-46</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>12</th>\n",
-       "      <td>VGGish</td>\n",
-       "      <td>australia</td>\n",
-       "      <td>69</td>\n",
-       "      <td>1574.072635</td>\n",
-       "      <td>6.953275e-284</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>13</th>\n",
-       "      <td>VGGish</td>\n",
-       "      <td>bermuda</td>\n",
-       "      <td>35</td>\n",
-       "      <td>2439.335422</td>\n",
-       "      <td>0.000000e+00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>14</th>\n",
-       "      <td>VGGish</td>\n",
-       "      <td>florida</td>\n",
-       "      <td>52</td>\n",
-       "      <td>3568.129860</td>\n",
-       "      <td>0.000000e+00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>15</th>\n",
-       "      <td>VGGish</td>\n",
-       "      <td>french_polynesia</td>\n",
-       "      <td>34</td>\n",
-       "      <td>7972.709599</td>\n",
-       "      <td>0.000000e+00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>16</th>\n",
-       "      <td>VGGish</td>\n",
-       "      <td>indonesia</td>\n",
-       "      <td>38</td>\n",
-       "      <td>1970.642248</td>\n",
-       "      <td>0.000000e+00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>17</th>\n",
-       "      <td>VGGish</td>\n",
-       "      <td>kenya</td>\n",
-       "      <td>26</td>\n",
-       "      <td>168.635032</td>\n",
-       "      <td>2.857384e-23</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "    Category          Location Num_Clusters    Chi2_Stat        P_Value\n",
-       "0   ImageNet         australia           64   516.445082   2.032088e-72\n",
-       "1   ImageNet           bermuda           10   789.055342  3.808284e-131\n",
-       "2   ImageNet           florida           53  2823.698835   0.000000e+00\n",
-       "3   ImageNet  french_polynesia           24  5760.581385   0.000000e+00\n",
-       "4   ImageNet         indonesia           35  1453.347837  7.585708e-284\n",
-       "5   ImageNet             kenya           10    18.862426   2.638840e-02\n",
-       "6    ReefCLR         australia           61   254.241849   9.528436e-26\n",
-       "7    ReefCLR           bermuda            8  1307.879670  8.622588e-247\n",
-       "8    ReefCLR           florida           48  2647.520080   0.000000e+00\n",
-       "9    ReefCLR  french_polynesia           31  5820.833945   0.000000e+00\n",
-       "10   ReefCLR         indonesia           38  1459.273108  1.153653e-282\n",
-       "11   ReefCLR             kenya           27   290.869245   1.403893e-46\n",
-       "12    VGGish         australia           69  1574.072635  6.953275e-284\n",
-       "13    VGGish           bermuda           35  2439.335422   0.000000e+00\n",
-       "14    VGGish           florida           52  3568.129860   0.000000e+00\n",
-       "15    VGGish  french_polynesia           34  7972.709599   0.000000e+00\n",
-       "16    VGGish         indonesia           38  1970.642248   0.000000e+00\n",
-       "17    VGGish             kenya           26   168.635032   2.857384e-23"
-      ]
-     },
-     "execution_count": 32,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "results"
-   ]
-  },
   {
    "cell_type": "code",
    "execution_count": 37,
diff --git a/code/simclr-pytorch-reefs/evaluation/embeddings/simple_ml.ipynb b/code/simclr-pytorch-reefs/evaluation/embeddings/simple_ml.ipynb
index dd999ce..f858e28 100644
--- a/code/simclr-pytorch-reefs/evaluation/embeddings/simple_ml.ipynb
+++ b/code/simclr-pytorch-reefs/evaluation/embeddings/simple_ml.ipynb
@@ -351,344 +351,6 @@
     "Adds embedding and country column then sorts by these"
    ]
   },
-  {
-   "cell_type": "code",
-   "execution_count": 39,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "results_df = pd.read_csv('/home/ben/reef-audio-representation-learning/code/simclr-pytorch-reefs/evaluation/embeddings/Results/RF_results-20230830_231531.csv')"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 40,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>Filename</th>\n",
-       "      <th>Test Accuracy</th>\n",
-       "      <th>Test Precision</th>\n",
-       "      <th>Test Recall</th>\n",
-       "      <th>Test F1</th>\n",
-       "      <th>Train Accuracy</th>\n",
-       "      <th>Train Precision</th>\n",
-       "      <th>Train Recall</th>\n",
-       "      <th>Train F1</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>ImageNet-australia-embeddings.csv</td>\n",
-       "      <td>0.743333</td>\n",
-       "      <td>0.743864</td>\n",
-       "      <td>0.743333</td>\n",
-       "      <td>0.743194</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>ImageNet-bermuda-embeddings.csv</td>\n",
-       "      <td>0.525568</td>\n",
-       "      <td>0.475927</td>\n",
-       "      <td>0.525568</td>\n",
-       "      <td>0.485934</td>\n",
-       "      <td>0.965885</td>\n",
-       "      <td>0.965219</td>\n",
-       "      <td>0.965885</td>\n",
-       "      <td>0.965173</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>ImageNet-florida-embeddings.csv</td>\n",
-       "      <td>0.915842</td>\n",
-       "      <td>0.915013</td>\n",
-       "      <td>0.915842</td>\n",
-       "      <td>0.915043</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>ImageNet-french_polynesia-embeddings.csv</td>\n",
-       "      <td>0.968820</td>\n",
-       "      <td>0.968822</td>\n",
-       "      <td>0.968820</td>\n",
-       "      <td>0.968819</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>ImageNet-indonesia-embeddings.csv</td>\n",
-       "      <td>0.980050</td>\n",
-       "      <td>0.979675</td>\n",
-       "      <td>0.980050</td>\n",
-       "      <td>0.979593</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>5</th>\n",
-       "      <td>ImageNet-kenya-embeddings.csv</td>\n",
-       "      <td>0.764706</td>\n",
-       "      <td>0.823529</td>\n",
-       "      <td>0.764706</td>\n",
-       "      <td>0.703081</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>6</th>\n",
-       "      <td>ReefCLR-australia-embeddings.csv</td>\n",
-       "      <td>0.654167</td>\n",
-       "      <td>0.654693</td>\n",
-       "      <td>0.654167</td>\n",
-       "      <td>0.653872</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>7</th>\n",
-       "      <td>ReefCLR-bermuda-embeddings.csv</td>\n",
-       "      <td>0.585227</td>\n",
-       "      <td>0.550704</td>\n",
-       "      <td>0.585227</td>\n",
-       "      <td>0.565166</td>\n",
-       "      <td>0.958778</td>\n",
-       "      <td>0.957339</td>\n",
-       "      <td>0.958778</td>\n",
-       "      <td>0.957557</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>8</th>\n",
-       "      <td>ReefCLR-florida-embeddings.csv</td>\n",
-       "      <td>0.918812</td>\n",
-       "      <td>0.918458</td>\n",
-       "      <td>0.918812</td>\n",
-       "      <td>0.917362</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>9</th>\n",
-       "      <td>ReefCLR-french_polynesia-embeddings.csv</td>\n",
-       "      <td>0.956570</td>\n",
-       "      <td>0.956580</td>\n",
-       "      <td>0.956570</td>\n",
-       "      <td>0.956570</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>10</th>\n",
-       "      <td>ReefCLR-indonesia-embeddings.csv</td>\n",
-       "      <td>0.977556</td>\n",
-       "      <td>0.977341</td>\n",
-       "      <td>0.977556</td>\n",
-       "      <td>0.977433</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>11</th>\n",
-       "      <td>ReefCLR-kenya-embeddings.csv</td>\n",
-       "      <td>0.854545</td>\n",
-       "      <td>0.852821</td>\n",
-       "      <td>0.854545</td>\n",
-       "      <td>0.849890</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>12</th>\n",
-       "      <td>VGGish-australia-embeddings.csv</td>\n",
-       "      <td>0.800000</td>\n",
-       "      <td>0.800334</td>\n",
-       "      <td>0.800000</td>\n",
-       "      <td>0.799944</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>13</th>\n",
-       "      <td>VGGish-bermuda-embeddings.csv</td>\n",
-       "      <td>0.661932</td>\n",
-       "      <td>0.641133</td>\n",
-       "      <td>0.661932</td>\n",
-       "      <td>0.634280</td>\n",
-       "      <td>0.953802</td>\n",
-       "      <td>0.952931</td>\n",
-       "      <td>0.953802</td>\n",
-       "      <td>0.953206</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>14</th>\n",
-       "      <td>VGGish-florida-embeddings.csv</td>\n",
-       "      <td>0.958416</td>\n",
-       "      <td>0.958293</td>\n",
-       "      <td>0.958416</td>\n",
-       "      <td>0.958337</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>15</th>\n",
-       "      <td>VGGish-french_polynesia-embeddings.csv</td>\n",
-       "      <td>0.967706</td>\n",
-       "      <td>0.967763</td>\n",
-       "      <td>0.967706</td>\n",
-       "      <td>0.967705</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>16</th>\n",
-       "      <td>VGGish-indonesia-embeddings.csv</td>\n",
-       "      <td>0.997506</td>\n",
-       "      <td>0.997513</td>\n",
-       "      <td>0.997506</td>\n",
-       "      <td>0.997493</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>17</th>\n",
-       "      <td>VGGish-kenya-embeddings.csv</td>\n",
-       "      <td>0.806061</td>\n",
-       "      <td>0.800535</td>\n",
-       "      <td>0.806061</td>\n",
-       "      <td>0.799854</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "                                    Filename  Test Accuracy  Test Precision  \\\n",
-       "0          ImageNet-australia-embeddings.csv       0.743333        0.743864   \n",
-       "1            ImageNet-bermuda-embeddings.csv       0.525568        0.475927   \n",
-       "2            ImageNet-florida-embeddings.csv       0.915842        0.915013   \n",
-       "3   ImageNet-french_polynesia-embeddings.csv       0.968820        0.968822   \n",
-       "4          ImageNet-indonesia-embeddings.csv       0.980050        0.979675   \n",
-       "5              ImageNet-kenya-embeddings.csv       0.764706        0.823529   \n",
-       "6           ReefCLR-australia-embeddings.csv       0.654167        0.654693   \n",
-       "7             ReefCLR-bermuda-embeddings.csv       0.585227        0.550704   \n",
-       "8             ReefCLR-florida-embeddings.csv       0.918812        0.918458   \n",
-       "9    ReefCLR-french_polynesia-embeddings.csv       0.956570        0.956580   \n",
-       "10          ReefCLR-indonesia-embeddings.csv       0.977556        0.977341   \n",
-       "11              ReefCLR-kenya-embeddings.csv       0.854545        0.852821   \n",
-       "12           VGGish-australia-embeddings.csv       0.800000        0.800334   \n",
-       "13             VGGish-bermuda-embeddings.csv       0.661932        0.641133   \n",
-       "14             VGGish-florida-embeddings.csv       0.958416        0.958293   \n",
-       "15    VGGish-french_polynesia-embeddings.csv       0.967706        0.967763   \n",
-       "16           VGGish-indonesia-embeddings.csv       0.997506        0.997513   \n",
-       "17               VGGish-kenya-embeddings.csv       0.806061        0.800535   \n",
-       "\n",
-       "    Test Recall   Test F1  Train Accuracy  Train Precision  Train Recall  \\\n",
-       "0      0.743333  0.743194        1.000000         1.000000      1.000000   \n",
-       "1      0.525568  0.485934        0.965885         0.965219      0.965885   \n",
-       "2      0.915842  0.915043        1.000000         1.000000      1.000000   \n",
-       "3      0.968820  0.968819        1.000000         1.000000      1.000000   \n",
-       "4      0.980050  0.979593        1.000000         1.000000      1.000000   \n",
-       "5      0.764706  0.703081        1.000000         1.000000      1.000000   \n",
-       "6      0.654167  0.653872        1.000000         1.000000      1.000000   \n",
-       "7      0.585227  0.565166        0.958778         0.957339      0.958778   \n",
-       "8      0.918812  0.917362        1.000000         1.000000      1.000000   \n",
-       "9      0.956570  0.956570        1.000000         1.000000      1.000000   \n",
-       "10     0.977556  0.977433        1.000000         1.000000      1.000000   \n",
-       "11     0.854545  0.849890        1.000000         1.000000      1.000000   \n",
-       "12     0.800000  0.799944        1.000000         1.000000      1.000000   \n",
-       "13     0.661932  0.634280        0.953802         0.952931      0.953802   \n",
-       "14     0.958416  0.958337        1.000000         1.000000      1.000000   \n",
-       "15     0.967706  0.967705        1.000000         1.000000      1.000000   \n",
-       "16     0.997506  0.997493        1.000000         1.000000      1.000000   \n",
-       "17     0.806061  0.799854        1.000000         1.000000      1.000000   \n",
-       "\n",
-       "    Train F1  \n",
-       "0   1.000000  \n",
-       "1   0.965173  \n",
-       "2   1.000000  \n",
-       "3   1.000000  \n",
-       "4   1.000000  \n",
-       "5   1.000000  \n",
-       "6   1.000000  \n",
-       "7   0.957557  \n",
-       "8   1.000000  \n",
-       "9   1.000000  \n",
-       "10  1.000000  \n",
-       "11  1.000000  \n",
-       "12  1.000000  \n",
-       "13  0.953206  \n",
-       "14  1.000000  \n",
-       "15  1.000000  \n",
-       "16  1.000000  \n",
-       "17  1.000000  "
-      ]
-     },
-     "execution_count": 40,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "results_df"
-   ]
-  },
   {
    "cell_type": "code",
    "execution_count": 41,