Merge branch 'main' of https://github.com/AppDevIQ/datascreeniq-python

Author: AppDevIQ

examples/integrations/colab/datascreeniq_demo.ipynb

@@ -4,7 +4,8 @@
   "metadata": {
     "colab": {
       "provenance": [],
-      "toc_visible": true
+      "toc_visible": true,
+      "include_colab_link": true
     },
     "kernelspec": {
       "name": "python3",
@@ -15,6 +16,16 @@
     }
   },
   "cells": [
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "view-in-github",
+        "colab_type": "text"
+      },
+      "source": [
+        "<a href=\"https://colab.research.google.com/github/AppDevIQ/datascreeniq-python/blob/main/examples/integrations/colab/datascreeniq_demo.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
+      ]
+    },
     {
       "cell_type": "markdown",
       "source": [
@@ -32,14 +43,18 @@
         "\n",
         "---"
       ],
-      "metadata": {}
+      "metadata": {
+        "id": "zhZYPmoKops3"
+      }
     },
     {
       "cell_type": "markdown",
       "source": [
         "## 1. Install"
       ],
-      "metadata": {}
+      "metadata": {
+        "id": "tqhrNMBCops6"
+      }
     },
     {
       "cell_type": "code",
@@ -48,7 +63,9 @@
         "import datascreeniq as dsiq\n",
         "print(f\"DataScreenIQ SDK v{dsiq.__version__} installed ✓\")"
       ],
-      "metadata": {},
+      "metadata": {
+        "id": "BY2pKgfRops6"
+      },
       "execution_count": null,
       "outputs": []
     },
@@ -61,7 +78,9 @@
         "\n",
         "**Option B**: Use `DemoClient()` to try without a key (simulated responses)"
       ],
-      "metadata": {}
+      "metadata": {
+        "id": "v48HSw71ops7"
+      }
     },
     {
       "cell_type": "code",
@@ -73,7 +92,9 @@
         "client = dsiq.DemoClient()\n",
         "print(\"Client ready ✓\")"
       ],
-      "metadata": {},
+      "metadata": {
+        "id": "QxhB_Cmhops8"
+      },
       "execution_count": null,
       "outputs": []
     },
@@ -82,7 +103,9 @@
       "source": [
         "## 3. Screen sample data — see what bad data looks like"
       ],
-      "metadata": {}
+      "metadata": {
+        "id": "AgVsZpTDops8"
+      }
     },
     {
       "cell_type": "code",
@@ -103,7 +126,9 @@
         "print(f\"Null rates:      {report.null_rates}\")\n",
         "print(f\"Latency:         {report.latency_ms}ms\")"
       ],
-      "metadata": {},
+      "metadata": {
+        "id": "V2qIKfL8ops8"
+      },
       "execution_count": null,
       "outputs": []
     },
@@ -112,7 +137,9 @@
       "source": [
         "## 4. Screen clean data — see a PASS"
       ],
-      "metadata": {}
+      "metadata": {
+        "id": "cWFa41W_ops9"
+      }
     },
     {
       "cell_type": "code",
@@ -127,7 +154,9 @@
         "report = client.screen(clean_data, source=\"orders\")\n",
         "print(report.summary())"
       ],
-      "metadata": {},
+      "metadata": {
+        "id": "loJoSffbops9"
+      },
       "execution_count": null,
       "outputs": []
     },
@@ -136,7 +165,9 @@
       "source": [
         "## 5. Screen a pandas DataFrame"
       ],
-      "metadata": {}
+      "metadata": {
+        "id": "oKiaew6kops9"
+      }
     },
     {
       "cell_type": "code",
@@ -157,7 +188,9 @@
         "report = client.screen_dataframe(df, source=\"users\")\n",
         "print(f\"\\n{report.summary()}\")"
       ],
-      "metadata": {},
+      "metadata": {
+        "id": "hkpVyfNSops9"
+      },
       "execution_count": null,
       "outputs": []
     },
@@ -166,7 +199,9 @@
       "source": [
         "## 6. Use as a pipeline guard"
       ],
-      "metadata": {}
+      "metadata": {
+        "id": "2AplPyjnops-"
+      }
     },
     {
       "cell_type": "code",
@@ -183,7 +218,9 @@
         "    print(f\"   Issues: {list(e.report.issues.keys())}\")\n",
         "    print(f\"   → Route to dead-letter queue or alert team\")"
       ],
-      "metadata": {},
+      "metadata": {
+        "id": "G727B8LQops-"
+      },
       "execution_count": null,
       "outputs": []
     },
@@ -194,7 +231,9 @@
         "\n",
         "Upload a CSV to Colab (click the folder icon on the left → Upload), then:"
       ],
-      "metadata": {}
+      "metadata": {
+        "id": "R_f7jseLops-"
+      }
     },
     {
       "cell_type": "code",
@@ -203,7 +242,9 @@
         "# report = client.screen_file(\"/content/your_data.csv\", source=\"my-data\")\n",
         "# print(report.summary())"
       ],
-      "metadata": {},
+      "metadata": {
+        "id": "5gpleg-Aops-"
+      },
       "execution_count": null,
       "outputs": []
     },
@@ -212,7 +253,9 @@
       "source": [
         "## 8. Explore the full report"
       ],
-      "metadata": {}
+      "metadata": {
+        "id": "vjfDjN0Uops-"
+      }
     },
     {
       "cell_type": "code",
@@ -223,7 +266,9 @@
         "\n",
         "print(json.dumps(report.to_dict(), indent=2))"
       ],
-      "metadata": {},
+      "metadata": {
+        "id": "rx1nDGeMops-"
+      },
       "execution_count": null,
       "outputs": []
     },
@@ -241,7 +286,9 @@
         "\n",
         "Questions? → [app@datascreeniq.com](mailto:app@datascreeniq.com)"
       ],
-      "metadata": {}
+      "metadata": {
+        "id": "BveJr9Mwops-"
+      }
     }
   ]
-}
+}