Updated propensity data preprocessing with module upgrade.

PiperOrigin-RevId: 837420207
Change-Id: I385e8a02e97d1a739bdf13a409c82d067e0740ef

Author: gPS Team

packages/propensity/03.ml_data_preprocessing.ipynb

@@ -59,6 +59,17 @@
         "### Install and import required modules"
       ]
     },
+    {
+      "metadata": {
+        "id": "m3LGUDp6amuB"
+      },
+      "cell_type": "code",
+      "source": [
+        "%pip install --upgrade nbformat"
+      ],
+      "outputs": [],
+      "execution_count": null
+    },
     {
       "cell_type": "code",
       "execution_count": null,
@@ -364,7 +375,7 @@
         "dataset = bq_utils.client.create_dataset(PROJECT_ID + '.' + DATASET_NAME,\n",
         "                                         exists_ok=True)\n",
         "console_url = 'https://console.cloud.google.com/bigquery?project='\n",
-        "print(f'{console_url}{PROJECT_ID}\u0026p={PROJECT_ID}\u0026d={DATASET_NAME}\u0026page=dataset')"
+        "print(f'{console_url}{PROJECT_ID}&p={PROJECT_ID}&d={DATASET_NAME}&page=dataset')"
       ]
     },
     {
@@ -560,7 +571,7 @@
         "        Negatives\n",
         "      WHERE\n",
         "        -- Sampling the negatives using predefined proportion.\n",
-        "        rand_seed \u003c= (\n",
+        "        rand_seed <= (\n",
         "          SELECT\n",
         "            CAST(ratio_positive_to_negative AS float64)\n",
         "          FROM\n",
@@ -640,9 +651,7 @@
         "id": "aaGTphZaSq8k"
       },
       "outputs": [],
-      "source": [
-        ""
-      ]
+      "source": []
     }
   ],
   "metadata": {