Bump TrustyAI to 0.2.10

Author: ruivieira

examples/Counterfactuals.ipynb

@@ -74,42 +74,42 @@
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0</th>\n",
-       "      <td>160.261305</td>\n",
-       "      <td>6978.850214</td>\n",
-       "      <td>9e6c22d5-7703-4cbf-87e3-6d94188ef07f</td>\n",
-       "      <td>14</td>\n",
-       "      <td>True</td>\n",
+       "      <td>110.775961</td>\n",
+       "      <td>8897.843314</td>\n",
+       "      <td>769f28d7-df70-4907-8f49-f8a5efeadbb2</td>\n",
+       "      <td>17</td>\n",
+       "      <td>False</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
-       "      <td>132.906274</td>\n",
-       "      <td>6061.594338</td>\n",
-       "      <td>173066d2-b9e1-4d00-a2e3-572762a227cc</td>\n",
-       "      <td>6</td>\n",
-       "      <td>True</td>\n",
+       "      <td>134.706970</td>\n",
+       "      <td>5968.935158</td>\n",
+       "      <td>4d22cc7d-db38-4e25-8be4-f18394fb3705</td>\n",
+       "      <td>33</td>\n",
+       "      <td>False</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
-       "      <td>106.956706</td>\n",
-       "      <td>5566.164720</td>\n",
-       "      <td>ea962608-cdde-481a-8a9c-92b160e1f4f1</td>\n",
-       "      <td>3</td>\n",
-       "      <td>False</td>\n",
+       "      <td>124.157443</td>\n",
+       "      <td>6880.264047</td>\n",
+       "      <td>8de2e39b-406c-48ce-a6cc-169ee8f73ef0</td>\n",
+       "      <td>39</td>\n",
+       "      <td>True</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
-       "      <td>140.831635</td>\n",
-       "      <td>7149.308507</td>\n",
-       "      <td>8c7ef383-6f8b-4f86-9c5c-13354de9ef50</td>\n",
-       "      <td>2</td>\n",
+       "      <td>170.961902</td>\n",
+       "      <td>8536.049163</td>\n",
+       "      <td>5727068c-35c9-4cde-83f0-9b5f522373de</td>\n",
+       "      <td>39</td>\n",
        "      <td>False</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
-       "      <td>159.180976</td>\n",
-       "      <td>6562.940986</td>\n",
-       "      <td>a322e3ad-c948-43eb-a2a1-7b0173116786</td>\n",
-       "      <td>27</td>\n",
+       "      <td>172.601273</td>\n",
+       "      <td>7478.442753</td>\n",
+       "      <td>76c9587b-e68f-45e8-a39d-ed9fab2b5609</td>\n",
+       "      <td>11</td>\n",
        "      <td>False</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
@@ -118,11 +118,11 @@
       ],
       "text/plain": [
        "           x1           x2                                    x3  x4  select\n",
-       "0  160.261305  6978.850214  9e6c22d5-7703-4cbf-87e3-6d94188ef07f  14    True\n",
-       "1  132.906274  6061.594338  173066d2-b9e1-4d00-a2e3-572762a227cc   6    True\n",
-       "2  106.956706  5566.164720  ea962608-cdde-481a-8a9c-92b160e1f4f1   3   False\n",
-       "3  140.831635  7149.308507  8c7ef383-6f8b-4f86-9c5c-13354de9ef50   2   False\n",
-       "4  159.180976  6562.940986  a322e3ad-c948-43eb-a2a1-7b0173116786  27   False"
+       "0  110.775961  8897.843314  769f28d7-df70-4907-8f49-f8a5efeadbb2  17   False\n",
+       "1  134.706970  5968.935158  4d22cc7d-db38-4e25-8be4-f18394fb3705  33   False\n",
+       "2  124.157443  6880.264047  8de2e39b-406c-48ce-a6cc-169ee8f73ef0  39    True\n",
+       "3  170.961902  8536.049163  5727068c-35c9-4cde-83f0-9b5f522373de  39   False\n",
+       "4  172.601273  7478.442753  76c9587b-e68f-45e8-a39d-ed9fab2b5609  11   False"
       ]
      },
      "execution_count": 3,
@@ -185,7 +185,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "[Feature{name='x1', type=number, value=160.26130450351235}, Feature{name='x2', type=number, value=6978.850214496881}, Feature{name='x3', type=categorical, value=9e6c22d5-7703-4cbf-87e3-6d94188ef07f}, Feature{name='x4', type=number, value=14}]\n"
+      "[Feature{name='x1', type=number, value=110.77596090318106}, Feature{name='x2', type=number, value=8897.843313935722}, Feature{name='x3', type=categorical, value=769f28d7-df70-4907-8f49-f8a5efeadbb2}, Feature{name='x4', type=number, value=17}]\n"
      ]
     }
    ],
@@ -224,7 +224,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "[Output{value=true, type=boolean, score=1.0, name='select'}]\n"
+      "[Output{value=false, type=boolean, score=1.0, name='select'}]\n"
      ]
     }
    ],
@@ -260,7 +260,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "[Feature{name='x2', type=number, value=6978.850214496881}, Feature{name='x3', type=categorical, value=9e6c22d5-7703-4cbf-87e3-6d94188ef07f}, Feature{name='select', type=boolean, value=true}]\n"
+      "[Feature{name='x2', type=number, value=8897.843313935722}, Feature{name='x3', type=categorical, value=769f28d7-df70-4907-8f49-f8a5efeadbb2}, Feature{name='select', type=boolean, value=false}]\n"
      ]
     }
    ],
@@ -278,7 +278,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "[Output{value=160.26130450351235, type=number, score=1.0, name='x1'}, Output{value=14.0, type=number, score=1.0, name='x4'}]\n"
+      "[Output{value=110.77596090318106, type=number, score=1.0, name='x1'}, Output{value=17.0, type=number, score=1.0, name='x4'}]\n"
      ]
     }
    ],
@@ -313,16 +313,16 @@
     {
      "data": {
       "text/plain": [
-       "array([[0.71124837, 0.25497396, 0.0043879 , 0.01941601, 0.13462067],\n",
-       "       [0.49391799, 0.4434559 , 0.81988994, 0.0335407 , 0.63943506],\n",
-       "       [0.08233212, 0.57428066, 0.4512564 , 0.22443756, 0.43393187],\n",
-       "       [0.89279482, 0.06394515, 0.2991043 , 0.50414473, 0.11474676],\n",
-       "       [0.63873596, 0.20519217, 0.43393211, 0.30621764, 0.4230174 ],\n",
-       "       [0.87026573, 0.50252132, 0.52861229, 0.85258927, 0.1854916 ],\n",
-       "       [0.99222415, 0.66777924, 0.86628986, 0.20177231, 0.16301299],\n",
-       "       [0.21190206, 0.72516796, 0.3604707 , 0.02035639, 0.20955053],\n",
-       "       [0.20244529, 0.43631068, 0.03200247, 0.52953023, 0.62815561],\n",
-       "       [0.41459242, 0.25297997, 0.31081976, 0.82771245, 0.6524537 ]])"
+       "array([[0.4941837 , 0.54138924, 0.79744718, 0.75966474, 0.6663965 ],\n",
+       "       [0.61321356, 0.93126828, 0.33589273, 0.41798983, 0.77295471],\n",
+       "       [0.0741324 , 0.22773897, 0.8609951 , 0.14798847, 0.29693842],\n",
+       "       [0.51173195, 0.29453894, 0.06253411, 0.39614618, 0.11552075],\n",
+       "       [0.46702147, 0.11739192, 0.2025332 , 0.19551742, 0.86863743],\n",
+       "       [0.17245352, 0.17041101, 0.57627698, 0.68669061, 0.37271922],\n",
+       "       [0.33980101, 0.45839755, 0.32261154, 0.9704679 , 0.13569625],\n",
+       "       [0.19868834, 0.30223221, 0.40911422, 0.53045714, 0.14810708],\n",
+       "       [0.85424792, 0.53920094, 0.17639279, 0.0272658 , 0.59151213],\n",
+       "       [0.94555969, 0.67387324, 0.06552553, 0.02347923, 0.3843669 ]])"
       ]
      },
      "execution_count": 13,
@@ -383,7 +383,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "[Feature{name='input-0', type=number, value=0.7112483688476773}, Feature{name='input-1', type=number, value=0.25497395568912773}, Feature{name='input-2', type=number, value=0.004387904765764783}, Feature{name='input-3', type=number, value=0.019416008661728656}]\n"
+      "[Feature{name='input-0', type=number, value=0.49418369920147376}, Feature{name='input-1', type=number, value=0.541389237195627}, Feature{name='input-2', type=number, value=0.79744718322189}, Feature{name='input-3', type=number, value=0.7596647445704917}]\n"
      ]
     }
    ],
@@ -401,7 +401,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "[Output{value=0.13462066527655192, type=number, score=1.0, name='output-0'}]\n"
+      "[Output{value=0.6663965038979389, type=number, score=1.0, name='output-0'}]\n"
      ]
     }
    ],
@@ -437,7 +437,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "[Feature{name='input-0', type=number, value=0.25497395568912773}, Feature{name='input-1', type=number, value=0.019416008661728656}, Feature{name='input-2', type=number, value=0.13462066527655192}]\n"
+      "[Feature{name='input-0', type=number, value=0.541389237195627}, Feature{name='input-1', type=number, value=0.7596647445704917}, Feature{name='input-2', type=number, value=0.6663965038979389}]\n"
      ]
     }
    ],
@@ -455,13 +455,21 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "[Output{value=0.7112483688476773, type=number, score=1.0, name='output-0'}, Output{value=0.004387904765764783, type=number, score=1.0, name='output-1'}]\n"
+      "[Output{value=0.49418369920147376, type=number, score=1.0, name='output-0'}, Output{value=0.79744718322189, type=number, score=1.0, name='output-1'}]\n"
      ]
     }
    ],
    "source": [
     "print(ds.outputs[0].outputs)"
    ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "169523a6",
+   "metadata": {},
+   "outputs": [],
+   "source": []
   }
  ],
  "metadata": {
@@ -480,7 +488,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.10.10"
+   "version": "3.9.0"
   },
   "toc": {
    "base_numbering": 1,