Fix incorrect link to documentation in example

examples/pysr_demo.ipynb

@@ -343,7 +343,7 @@
         "id": "gIWt5wz5cjXE"
       },
       "source": [
-        "`model.equations` is a Pandas DataFrame. We can exports the results in various ways:"
+        "`model.equations_` is a Pandas DataFrame. We can export the results in various ways:"
       ]
     },
     {
@@ -407,7 +407,7 @@
         "id": "qvgVbOoSFtQY"
       },
       "source": [
-        "A full list of operators is given here: https://pysr.readthedocs.io/en/latest/docs/operators/,\n",
+        "A full list of operators is given here: https://astroautomata.com/PySR/#/operators,\n",
         "but we can also use any binary or unary operator in `julia`, or define our own as arbitrary functions.\n",
         "\n",
         "Say that we want a command to do quartic powers:\n",
@@ -717,7 +717,7 @@
       },
       "outputs": [],
       "source": [
-        "best_idx = model.equations.query(f\"loss < {2 * model.equations.loss.min()}\").score.idxmax()\n",
+        "best_idx = model.equations_.query(f\"loss < {2 * model.equations_.loss.min()}\").score.idxmax()\n",
         "model.sympy(best_idx)"
       ]
     },
@@ -1179,7 +1179,7 @@
         "id": "S5dO61g1bDhk"
       },
       "source": [
-        "The full list of PySR parameters can be found here: https://pysr.readthedocs.io/en/latest/docs/api-documentation/"
+        "The full list of PySR parameters can be found here: https://astroautomata.com/PySR/#/api"
       ]
     }
   ],
@@ -1190,6 +1190,11 @@
       "name": "pysr_demo.ipynb",
       "provenance": []
     },
+    "kernelspec": {
+      "display_name": "Python (main_ipynb)",
+      "language": "python",
+      "name": "main_ipynb"
+    },
     "language_info": {
       "codemirror_mode": {
         "name": "ipython",