Automated recipe re-run

.github/workflows/recipes-rerun.yml

@@ -82,7 +82,7 @@ jobs:
       pull-requests: write
     env:
         GH_TOKEN: ${{ github.token }}
-        PLOTLY_RENDERER: svg
+        PLOTLY_RENDERER: png
     steps:
 
     - uses: actions/checkout@v4

CONTRIBUTING.md

@@ -1,3 +1,14 @@
 # Contributing
 
-This Howso™ opensource project only accepts code contributions from individuals and organizations that have signed a contributor license agreement. For more information on contributing and for links to the individual and corporate CLAs, please visit: https://www.howso.com/cla
+This Howso™ opensource project only accepts code contributions from individuals and organizations that have signed a contributor license agreement. For more information on contributing and for links to the individual and corporate CLAs, please visit: https://www.howso.com/cla
+
+## Reviewing Recipes before a Release
+
+All recipes should be visually inspected, but there are a couple of specific things that are worth looking for:
+
+- In `time_series_forecasting.ipynb` and `time_series_overview.ipynb`, ensure that the forecasted lines are smooth
+  and that the generative time series visually match the original time series.
+- In `car_type_demo.ipynb` ensure that Kia and Hyundai show up in the most similar records in the output of cell 21.
+- In `model_monitoring.ipynb` ensure that there is a clear distinction between the data pre-and post the start of the
+  kiwi data.
+- In `auditing_and_editing.ipynb` ensure that the prediction after the edit results in the correct predicted value.

LICENSE-3RD-PARTY.txt

@@ -1,10 +1,10 @@
 Faker
-38.2.0
+39.0.0
 MIT License
 joke2k
 https://github.com/joke2k/faker
 Faker is a Python package that generates fake data for you.
-/home/runner/.pyenv/versions/3.13.11/lib/python3.13/site-packages/faker-38.2.0.dist-info/licenses/LICENSE.txt
+/home/runner/.pyenv/versions/3.13.11/lib/python3.13/site-packages/faker-39.0.0.dist-info/licenses/LICENSE.txt
 Copyright (c) 2012 Daniele Faraglia
 
 Permission is hereby granted, free of charge, to any person obtaining a copy

recipes/1-Insights/conditioned-insights.ipynb

@@ -18,10 +18,10 @@
    "execution_count": 1,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2025-12-05T17:44:00.504183Z",
-     "iopub.status.busy": "2025-12-05T17:44:00.504013Z",
-     "iopub.status.idle": "2025-12-05T17:44:01.106000Z",
-     "shell.execute_reply": "2025-12-05T17:44:01.105136Z"
+     "iopub.execute_input": "2025-12-18T02:16:21.818314Z",
+     "iopub.status.busy": "2025-12-18T02:16:21.818130Z",
+     "iopub.status.idle": "2025-12-18T02:16:22.490278Z",
+     "shell.execute_reply": "2025-12-18T02:16:22.489546Z"
     }
    },
    "outputs": [],
@@ -50,10 +50,10 @@
    "execution_count": 2,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2025-12-05T17:44:01.108785Z",
-     "iopub.status.busy": "2025-12-05T17:44:01.108577Z",
-     "iopub.status.idle": "2025-12-05T17:44:03.021114Z",
-     "shell.execute_reply": "2025-12-05T17:44:03.020271Z"
+     "iopub.execute_input": "2025-12-18T02:16:22.493182Z",
+     "iopub.status.busy": "2025-12-18T02:16:22.492906Z",
+     "iopub.status.idle": "2025-12-18T02:16:24.398082Z",
+     "shell.execute_reply": "2025-12-18T02:16:24.397212Z"
     }
    },
    "outputs": [],
@@ -80,10 +80,10 @@
    "execution_count": 3,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2025-12-05T17:44:03.023709Z",
-     "iopub.status.busy": "2025-12-05T17:44:03.023523Z",
-     "iopub.status.idle": "2025-12-05T17:44:14.489266Z",
-     "shell.execute_reply": "2025-12-05T17:44:14.488267Z"
+     "iopub.execute_input": "2025-12-18T02:16:24.400374Z",
+     "iopub.status.busy": "2025-12-18T02:16:24.400120Z",
+     "iopub.status.idle": "2025-12-18T02:16:35.409189Z",
+     "shell.execute_reply": "2025-12-18T02:16:35.408218Z"
     }
    },
    "outputs": [],
@@ -128,21 +128,21 @@
    "execution_count": 4,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2025-12-05T17:44:14.491541Z",
-     "iopub.status.busy": "2025-12-05T17:44:14.491302Z",
-     "iopub.status.idle": "2025-12-05T17:44:15.720040Z",
-     "shell.execute_reply": "2025-12-05T17:44:15.719154Z"
+     "iopub.execute_input": "2025-12-18T02:16:35.411882Z",
+     "iopub.status.busy": "2025-12-18T02:16:35.411653Z",
+     "iopub.status.idle": "2025-12-18T02:16:36.545441Z",
+     "shell.execute_reply": "2025-12-18T02:16:36.544670Z"
     }
    },
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "accuracy     0.834000\n",
-       "mae          0.259042\n",
-       "mcc          0.539410\n",
-       "precision    0.799174\n",
-       "recall       0.743139\n",
+       "accuracy     0.779000\n",
+       "mae          0.316956\n",
+       "mcc          0.471535\n",
+       "precision    0.722518\n",
+       "recall       0.749805\n",
        "Name: target, dtype: float64"
       ]
      },
@@ -180,28 +180,28 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 5,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2025-12-05T17:44:15.753882Z",
-     "iopub.status.busy": "2025-12-05T17:44:15.753506Z",
-     "iopub.status.idle": "2025-12-05T17:44:15.981691Z",
-     "shell.execute_reply": "2025-12-05T17:44:15.980905Z"
+     "iopub.execute_input": "2025-12-18T02:16:36.582894Z",
+     "iopub.status.busy": "2025-12-18T02:16:36.582633Z",
+     "iopub.status.idle": "2025-12-18T02:16:36.711882Z",
+     "shell.execute_reply": "2025-12-18T02:16:36.711159Z"
     }
    },
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "mcc          0.000000\n",
-       "precision    0.423077\n",
-       "recall       0.500000\n",
-       "mae          0.177199\n",
-       "accuracy     0.846154\n",
+       "precision    0.382353\n",
+       "mcc         -0.235294\n",
+       "mae          0.369950\n",
+       "accuracy     0.619048\n",
+       "recall       0.382353\n",
        "Name: target, dtype: float64"
       ]
      },
-     "execution_count": 8,
+     "execution_count": 5,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -256,19 +256,19 @@
    "execution_count": 6,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2025-12-05T17:44:15.983802Z",
-     "iopub.status.busy": "2025-12-05T17:44:15.983618Z",
-     "iopub.status.idle": "2025-12-05T17:44:18.495173Z",
-     "shell.execute_reply": "2025-12-05T17:44:18.494383Z"
+     "iopub.execute_input": "2025-12-18T02:16:36.714350Z",
+     "iopub.status.busy": "2025-12-18T02:16:36.714107Z",
+     "iopub.status.idle": "2025-12-18T02:16:38.986743Z",
+     "shell.execute_reply": "2025-12-18T02:16:38.985976Z"
     }
    },
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Female accuracy: 88%\n",
-      "Male accuracy: 77%\n"
+      "Female accuracy: 79%\n",
+      "Male accuracy: 76%\n"
      ]
     }
    ],
@@ -313,19 +313,19 @@
    "execution_count": 7,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2025-12-05T17:44:18.497393Z",
-     "iopub.status.busy": "2025-12-05T17:44:18.497145Z",
-     "iopub.status.idle": "2025-12-05T17:44:20.679938Z",
-     "shell.execute_reply": "2025-12-05T17:44:20.679147Z"
+     "iopub.execute_input": "2025-12-18T02:16:38.988917Z",
+     "iopub.status.busy": "2025-12-18T02:16:38.988667Z",
+     "iopub.status.idle": "2025-12-18T02:16:41.026554Z",
+     "shell.execute_reply": "2025-12-18T02:16:41.025724Z"
     }
    },
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Female accuracy: 89%\n",
-      "Male accuracy: 76%\n"
+      "Female accuracy: 78%\n",
+      "Male accuracy: 69%\n"
      ]
     }
    ],
@@ -373,7 +373,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.12.1"
+   "version": "3.10.19"
   }
  },
  "nbformat": 4,