diff --git a/overviews/_baseline/main.ipynb b/overviews/_baseline/main.ipynb
index d981de7e..381a30f2 100644
--- a/overviews/_baseline/main.ipynb
+++ b/overviews/_baseline/main.ipynb
@@ -39,7 +39,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": 45,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -69,7 +69,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 36,
    "metadata": {},
    "outputs": [
     {
@@ -470,7 +470,7 @@
        "[21474 rows x 32 columns]"
       ]
      },
-     "execution_count": 2,
+     "execution_count": 36,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -482,7 +482,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 31,
    "metadata": {},
    "outputs": [
     {
@@ -883,7 +883,7 @@
        "[45599 rows x 32 columns]"
       ]
      },
-     "execution_count": 3,
+     "execution_count": 31,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -894,7 +894,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 32,
    "metadata": {},
    "outputs": [
     {
@@ -1295,7 +1295,7 @@
        "[172800 rows x 32 columns]"
       ]
      },
-     "execution_count": 4,
+     "execution_count": 32,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1376,7 +1376,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 37,
    "metadata": {
     "scrolled": false
    },
@@ -1513,7 +1513,7 @@
        "TOTAL                           1119       1089          20   2228"
       ]
      },
-     "execution_count": 5,
+     "execution_count": 37,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1539,7 +1539,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 38,
    "metadata": {},
    "outputs": [
     {
@@ -1618,7 +1618,7 @@
        "TOTAL                           21        768          10    799"
       ]
      },
-     "execution_count": 6,
+     "execution_count": 38,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1638,7 +1638,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 39,
    "metadata": {},
    "outputs": [
     {
@@ -1678,10 +1678,10 @@
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>TOTAL</th>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
@@ -1690,10 +1690,10 @@
       "text/plain": [
        "SOURCE          REAL  SIMULATED  HAND-DRAWN  TOTAL\n",
        "INSTANCE LABEL                                    \n",
-       "TOTAL            0.0        0.0         0.0    0.0"
+       "TOTAL              0          0           0      0"
       ]
      },
-     "execution_count": 7,
+     "execution_count": 39,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1712,7 +1712,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 40,
    "metadata": {},
    "outputs": [
     {
@@ -1752,10 +1752,10 @@
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>TOTAL</th>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
@@ -1764,10 +1764,10 @@
       "text/plain": [
        "SOURCE          REAL  SIMULATED  HAND-DRAWN  TOTAL\n",
        "INSTANCE LABEL                                    \n",
-       "TOTAL            0.0        0.0         0.0    0.0"
+       "TOTAL              0          0           0      0"
       ]
      },
-     "execution_count": 8,
+     "execution_count": 40,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1793,7 +1793,44 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 47,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "3.9.2\n"
+     ]
+    }
+   ],
+   "source": [
+    "import matplotlib\n",
+    "print(matplotlib.__version__)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 48,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "False\n"
+     ]
+    }
+   ],
+   "source": [
+    "import matplotlib.cm as cm\n",
+    "\n",
+    "print(hasattr(cm, 'register_cmap'))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 51,
    "metadata": {
     "scrolled": false
    },
@@ -1804,7 +1841,7 @@
        "(2011, 2023)"
       ]
      },
-     "execution_count": 9,
+     "execution_count": 51,
      "metadata": {},
      "output_type": "execute_result"
     },
@@ -1819,11 +1856,11 @@
        "  <rdf:RDF xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:cc=\"http://creativecommons.org/ns#\" xmlns:rdf=\"http://www.w3.org/1999/02/22-rdf-syntax-ns#\">\n",
        "   <cc:Work>\n",
        "    <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\"/>\n",
-       "    <dc:date>2024-07-25T21:54:12.283959</dc:date>\n",
+       "    <dc:date>2024-10-12T11:10:09.198319</dc:date>\n",
        "    <dc:format>image/svg+xml</dc:format>\n",
        "    <dc:creator>\n",
        "     <cc:Agent>\n",
-       "      <dc:title>Matplotlib v3.6.0, https://matplotlib.org/</dc:title>\n",
+       "      <dc:title>Matplotlib v3.9.2, https://matplotlib.org/</dc:title>\n",
        "     </cc:Agent>\n",
        "    </dc:creator>\n",
        "   </cc:Work>\n",
@@ -1855,16 +1892,16 @@
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        "      <path d=\"M 125.764315 561.5352 \n",
        "L 125.764315 62.5752 \n",
-       "\" clip-path=\"url(#p85f60b819e)\" style=\"fill: none; stroke: #b0b0b0; stroke-width: 0.8; stroke-linecap: square\"/>\n",
+       "\" clip-path=\"url(#pa61e06c112)\" style=\"fill: none; stroke: #b0b0b0; stroke-width: 0.8; stroke-linecap: square\"/>\n",
        "     </g>\n",
        "     <g id=\"line2d_2\">\n",
        "      <defs>\n",
-       "       <path id=\"m552242a719\" d=\"M 0 0 \n",
+       "       <path id=\"md0b9f3a21a\" d=\"M 0 0 \n",
        "L 0 3.5 \n",
        "\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
        "      </defs>\n",
        "      <g>\n",
-       "       <use xlink:href=\"#m552242a719\" x=\"125.764315\" y=\"561.5352\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
+       "       <use xlink:href=\"#md0b9f3a21a\" x=\"125.764315\" y=\"561.5352\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
        "      </g>\n",
        "     </g>\n",
        "     <g id=\"text_1\">\n",
@@ -1942,11 +1979,11 @@
        "     <g id=\"line2d_3\">\n",
        "      <path d=\"M 163.658015 561.5352 \n",
        "L 163.658015 62.5752 \n",
-       "\" clip-path=\"url(#p85f60b819e)\" style=\"fill: none; stroke: #b0b0b0; stroke-width: 0.8; stroke-linecap: square\"/>\n",
+       "\" clip-path=\"url(#pa61e06c112)\" style=\"fill: none; stroke: #b0b0b0; stroke-width: 0.8; stroke-linecap: square\"/>\n",
        "     </g>\n",
        "     <g id=\"line2d_4\">\n",
        "      <g>\n",
-       "       <use xlink:href=\"#m552242a719\" x=\"163.658015\" y=\"561.5352\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
+       "       <use xlink:href=\"#md0b9f3a21a\" x=\"163.658015\" y=\"561.5352\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
        "      </g>\n",
        "     </g>\n",
        "     <g id=\"text_2\">\n",
@@ -1997,11 +2034,11 @@
        "     <g id=\"line2d_5\">\n",
        "      <path d=\"M 201.448179 561.5352 \n",
        "L 201.448179 62.5752 \n",
-       "\" clip-path=\"url(#p85f60b819e)\" style=\"fill: none; stroke: #b0b0b0; stroke-width: 0.8; stroke-linecap: square\"/>\n",
+       "\" clip-path=\"url(#pa61e06c112)\" style=\"fill: none; stroke: #b0b0b0; stroke-width: 0.8; stroke-linecap: square\"/>\n",
        "     </g>\n",
        "     <g id=\"line2d_6\">\n",
        "      <g>\n",
-       "       <use xlink:href=\"#m552242a719\" x=\"201.448179\" y=\"561.5352\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
+       "       <use xlink:href=\"#md0b9f3a21a\" x=\"201.448179\" y=\"561.5352\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
        "      </g>\n",
        "     </g>\n",
        "     <g id=\"text_3\">\n",
@@ -2039,11 +2076,11 @@
        "     <g id=\"line2d_7\">\n",
        "      <path d=\"M 239.238343 561.5352 \n",
        "L 239.238343 62.5752 \n",
-       "\" clip-path=\"url(#p85f60b819e)\" style=\"fill: none; stroke: #b0b0b0; stroke-width: 0.8; stroke-linecap: square\"/>\n",
+       "\" clip-path=\"url(#pa61e06c112)\" style=\"fill: none; stroke: #b0b0b0; stroke-width: 0.8; stroke-linecap: square\"/>\n",
        "     </g>\n",
        "     <g id=\"line2d_8\">\n",
        "      <g>\n",
-       "       <use xlink:href=\"#m552242a719\" x=\"239.238343\" y=\"561.5352\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
+       "       <use xlink:href=\"#md0b9f3a21a\" x=\"239.238343\" y=\"561.5352\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
        "      </g>\n",
        "     </g>\n",
        "     <g id=\"text_4\">\n",
@@ -2087,11 +2124,11 @@
        "     <g id=\"line2d_9\">\n",
        "      <path d=\"M 277.028508 561.5352 \n",
        "L 277.028508 62.5752 \n",
-       "\" clip-path=\"url(#p85f60b819e)\" style=\"fill: none; stroke: #b0b0b0; stroke-width: 0.8; stroke-linecap: square\"/>\n",
+       "\" clip-path=\"url(#pa61e06c112)\" style=\"fill: none; stroke: #b0b0b0; stroke-width: 0.8; stroke-linecap: square\"/>\n",
        "     </g>\n",
        "     <g id=\"line2d_10\">\n",
        "      <g>\n",
-       "       <use xlink:href=\"#m552242a719\" x=\"277.028508\" y=\"561.5352\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
+       "       <use xlink:href=\"#md0b9f3a21a\" x=\"277.028508\" y=\"561.5352\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
        "      </g>\n",
        "     </g>\n",
        "     <g id=\"text_5\">\n",
@@ -2140,11 +2177,11 @@
        "     <g id=\"line2d_11\">\n",
        "      <path d=\"M 314.922207 561.5352 \n",
        "L 314.922207 62.5752 \n",
-       "\" clip-path=\"url(#p85f60b819e)\" style=\"fill: none; stroke: #b0b0b0; stroke-width: 0.8; stroke-linecap: square\"/>\n",
+       "\" clip-path=\"url(#pa61e06c112)\" style=\"fill: none; stroke: #b0b0b0; stroke-width: 0.8; stroke-linecap: square\"/>\n",
        "     </g>\n",
        "     <g id=\"line2d_12\">\n",
        "      <g>\n",
-       "       <use xlink:href=\"#m552242a719\" x=\"314.922207\" y=\"561.5352\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
+       "       <use xlink:href=\"#md0b9f3a21a\" x=\"314.922207\" y=\"561.5352\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
        "      </g>\n",
        "     </g>\n",
        "     <g id=\"text_6\">\n",
@@ -2173,11 +2210,11 @@
        "     <g id=\"line2d_13\">\n",
        "      <path d=\"M 352.712371 561.5352 \n",
        "L 352.712371 62.5752 \n",
-       "\" clip-path=\"url(#p85f60b819e)\" style=\"fill: none; stroke: #b0b0b0; stroke-width: 0.8; stroke-linecap: square\"/>\n",
+       "\" clip-path=\"url(#pa61e06c112)\" style=\"fill: none; stroke: #b0b0b0; stroke-width: 0.8; stroke-linecap: square\"/>\n",
        "     </g>\n",
        "     <g id=\"line2d_14\">\n",
        "      <g>\n",
-       "       <use xlink:href=\"#m552242a719\" x=\"352.712371\" y=\"561.5352\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
+       "       <use xlink:href=\"#md0b9f3a21a\" x=\"352.712371\" y=\"561.5352\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
        "      </g>\n",
        "     </g>\n",
        "     <g id=\"text_7\">\n",
@@ -2235,11 +2272,11 @@
        "     <g id=\"line2d_15\">\n",
        "      <path d=\"M 390.502536 561.5352 \n",
        "L 390.502536 62.5752 \n",
-       "\" clip-path=\"url(#p85f60b819e)\" style=\"fill: none; stroke: #b0b0b0; stroke-width: 0.8; stroke-linecap: square\"/>\n",
+       "\" clip-path=\"url(#pa61e06c112)\" style=\"fill: none; stroke: #b0b0b0; stroke-width: 0.8; stroke-linecap: square\"/>\n",
        "     </g>\n",
        "     <g id=\"line2d_16\">\n",
        "      <g>\n",
-       "       <use xlink:href=\"#m552242a719\" x=\"390.502536\" y=\"561.5352\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
+       "       <use xlink:href=\"#md0b9f3a21a\" x=\"390.502536\" y=\"561.5352\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
        "      </g>\n",
        "     </g>\n",
        "     <g id=\"text_8\">\n",
@@ -2288,11 +2325,11 @@
        "     <g id=\"line2d_17\">\n",
        "      <path d=\"M 428.2927 561.5352 \n",
        "L 428.2927 62.5752 \n",
-       "\" clip-path=\"url(#p85f60b819e)\" style=\"fill: none; stroke: #b0b0b0; stroke-width: 0.8; stroke-linecap: square\"/>\n",
+       "\" clip-path=\"url(#pa61e06c112)\" style=\"fill: none; stroke: #b0b0b0; stroke-width: 0.8; stroke-linecap: square\"/>\n",
        "     </g>\n",
        "     <g id=\"line2d_18\">\n",
        "      <g>\n",
-       "       <use xlink:href=\"#m552242a719\" x=\"428.2927\" y=\"561.5352\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
+       "       <use xlink:href=\"#md0b9f3a21a\" x=\"428.2927\" y=\"561.5352\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
        "      </g>\n",
        "     </g>\n",
        "     <g id=\"text_9\">\n",
@@ -2309,11 +2346,11 @@
        "     <g id=\"line2d_19\">\n",
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        "L 466.186399 62.5752 \n",
-       "\" clip-path=\"url(#p85f60b819e)\" style=\"fill: none; stroke: #b0b0b0; stroke-width: 0.8; stroke-linecap: square\"/>\n",
+       "\" clip-path=\"url(#pa61e06c112)\" style=\"fill: none; stroke: #b0b0b0; stroke-width: 0.8; stroke-linecap: square\"/>\n",
        "     </g>\n",
        "     <g id=\"line2d_20\">\n",
        "      <g>\n",
-       "       <use xlink:href=\"#m552242a719\" x=\"466.186399\" y=\"561.5352\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
+       "       <use xlink:href=\"#md0b9f3a21a\" x=\"466.186399\" y=\"561.5352\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
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        "     </g>\n",
        "     <g id=\"text_10\">\n",
@@ -2330,11 +2367,11 @@
        "     <g id=\"line2d_21\">\n",
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        "L 503.976564 62.5752 \n",
-       "\" clip-path=\"url(#p85f60b819e)\" style=\"fill: none; stroke: #b0b0b0; stroke-width: 0.8; stroke-linecap: square\"/>\n",
+       "\" clip-path=\"url(#pa61e06c112)\" style=\"fill: none; stroke: #b0b0b0; stroke-width: 0.8; stroke-linecap: square\"/>\n",
        "     </g>\n",
        "     <g id=\"line2d_22\">\n",
        "      <g>\n",
-       "       <use xlink:href=\"#m552242a719\" x=\"503.976564\" y=\"561.5352\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
+       "       <use xlink:href=\"#md0b9f3a21a\" x=\"503.976564\" y=\"561.5352\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
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        "     </g>\n",
        "     <g id=\"text_11\">\n",
@@ -2351,11 +2388,11 @@
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-       "\" clip-path=\"url(#p85f60b819e)\" style=\"fill: none; stroke: #b0b0b0; stroke-width: 0.8; stroke-linecap: square\"/>\n",
+       "\" clip-path=\"url(#pa61e06c112)\" style=\"fill: none; stroke: #b0b0b0; stroke-width: 0.8; stroke-linecap: square\"/>\n",
        "     </g>\n",
        "     <g id=\"line2d_24\">\n",
        "      <g>\n",
-       "       <use xlink:href=\"#m552242a719\" x=\"541.766728\" y=\"561.5352\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
+       "       <use xlink:href=\"#md0b9f3a21a\" x=\"541.766728\" y=\"561.5352\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
        "      </g>\n",
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        "     <g id=\"text_12\">\n",
@@ -2372,11 +2409,11 @@
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-       "\" clip-path=\"url(#p85f60b819e)\" style=\"fill: none; stroke: #b0b0b0; stroke-width: 0.8; stroke-linecap: square\"/>\n",
+       "\" clip-path=\"url(#pa61e06c112)\" style=\"fill: none; stroke: #b0b0b0; stroke-width: 0.8; stroke-linecap: square\"/>\n",
        "     </g>\n",
        "     <g id=\"line2d_26\">\n",
        "      <g>\n",
-       "       <use xlink:href=\"#m552242a719\" x=\"579.556893\" y=\"561.5352\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
+       "       <use xlink:href=\"#md0b9f3a21a\" x=\"579.556893\" y=\"561.5352\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
        "      </g>\n",
        "     </g>\n",
        "     <g id=\"text_13\">\n",
@@ -2395,16 +2432,16 @@
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-       "\" clip-path=\"url(#p85f60b819e)\" style=\"fill: none; stroke: #b0b0b0; stroke-width: 0.8; stroke-linecap: square\"/>\n",
+       "\" clip-path=\"url(#pa61e06c112)\" style=\"fill: none; stroke: #b0b0b0; stroke-width: 0.8; stroke-linecap: square\"/>\n",
        "     </g>\n",
        "     <g id=\"line2d_28\">\n",
        "      <defs>\n",
-       "       <path id=\"mf9cf2621bc\" d=\"M 0 0 \n",
+       "       <path id=\"m2725f010be\" d=\"M 0 0 \n",
        "L -3.5 0 \n",
        "\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
        "      </defs>\n",
        "      <g>\n",
-       "       <use xlink:href=\"#mf9cf2621bc\" x=\"90.201797\" y=\"535.418836\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
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        "     </g>\n",
        "     <g id=\"text_14\">\n",
@@ -2476,11 +2513,11 @@
        "     <g id=\"line2d_29\">\n",
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-   "display_name": "Python 3 (ipykernel)",
+   "display_name": "venv",
    "language": "python",
    "name": "python3"
   },
@@ -12755,7 +11673,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.10.6"
+   "version": "3.12.5"
   },
   "toc": {
    "base_numbering": 1,
@@ -12774,11 +11692,6 @@
    },
    "toc_section_display": true,
    "toc_window_display": false
-  },
-  "vscode": {
-   "interpreter": {
-    "hash": "24daf8a4fff8d477544523dd804be4bb4f92f3d68d905d757e8a7173a418a3e7"
-   }
   }
  },
  "nbformat": 4,
diff --git a/toolkit/misc.py b/toolkit/misc.py
index 6f2323e5..f424c1c0 100644
--- a/toolkit/misc.py
+++ b/toolkit/misc.py
@@ -8,6 +8,7 @@
 import matplotlib.pyplot as plt
 import matplotlib.dates as mdates
 import matplotlib.colors as mcolors
+import matplotlib.cm as cm
 import os
 
 from matplotlib.patches import Patch
@@ -167,7 +168,7 @@ def create_table_of_instances(real_instances, simulated_instances, drawn_instanc
         df_instances.groupby(["INSTANCE LABEL", "SOURCE"])
         .size()
         .reset_index()
-        .pivot("SOURCE", "INSTANCE LABEL", 0)
+        .pivot(index="SOURCE", columns="INSTANCE LABEL", values=0)
         .fillna(0)
         .astype(int)
         .T
@@ -338,11 +339,12 @@ def create_and_plot_scatter_map(real_instances):
     well_code = {w: i for i, w in enumerate(sorted(wells))}
 
     # Configures and plots the scatter map
+    # Create a colormap from the existing "Paired" colormap
     cmap = plt.get_cmap("Paired")
     my_colors = [cmap(i) for i in [3, 0, 5, 8, 11, 2, 1, 4, 9, 7, 6, 10]]
+    # Create a new ListedColormap
     my_cmap = mcolors.ListedColormap(my_colors, name="my_cmap")
-    plt.register_cmap(name="my_cmap", cmap=my_cmap)
-    cmap = plt.get_cmap("my_cmap")
+
     height = 5
     border = 2
     first_year = np.min(df_time["min"]).year
@@ -350,14 +352,20 @@ def create_and_plot_scatter_map(real_instances):
     plt.rcParams["axes.labelsize"] = 9
     plt.rcParams["font.size"] = 9
     plt.rcParams["legend.fontsize"] = 9
+
+    # Create figure and axis
     fig, ax = plt.subplots(figsize=(9, 9))
     yticks = []
     yticks_labels = []
+
+    # Loop through each well to plot its timeline
     for well in well_times.keys():
         times = well_times[well]
         class_names = well_classes[well]
         class_colors = list(map(cmap, class_names))
         well_id = well_code[well]
+
+        # Append to yticks and labels
         yticks.append(well_id * height + height / 2 - border / 2)
         yticks_labels.append(well)
         ax.broken_barh(
@@ -372,8 +380,10 @@ def create_and_plot_scatter_map(real_instances):
     ax.set_yticklabels(yticks_labels)
     ax.xaxis.set_major_locator(mdates.YearLocator())
     ax.xaxis.set_major_formatter(mdates.DateFormatter("%Y"))
+
+    # Create a legend
     legend_colors = [
-        Patch(facecolor=cmap(l), label=str(l) + " - " + d)
+        Patch(facecolor=my_cmap(l), label=str(l) + " - " + d)
         for l, d in LABELS_DESCRIPTIONS.items()
     ]
     ax.legend(