davidcavazos commented on a change in pull request #15470:
URL: https://github.com/apache/beam/pull/15470#discussion_r704529694



##########
File path: examples/notebooks/tour-of-beam/dataframes.ipynb
##########
@@ -0,0 +1,820 @@
+{
+  "nbformat": 4,
+  "nbformat_minor": 0,
+  "metadata": {
+    "colab": {
+      "name": "Beam DataFrames",
+      "provenance": [],
+      "collapsed_sections": [],
+      "toc_visible": true
+    },
+    "kernelspec": {
+      "name": "python3",
+      "display_name": "Python 3"
+    },
+    "language_info": {
+      "name": "python"
+    }
+  },
+  "cells": [
+    {
+      "cell_type": "code",
+      "metadata": {
+        "cellView": "form",
+        "id": "rz2qIC9IL2rI"
+      },
+      "source": [
+        "#@title ###### Licensed to the Apache Software Foundation (ASF), 
Version 2.0 (the \"License\")\n",
+        "\n",
+        "# Licensed to the Apache Software Foundation (ASF) under one\n",
+        "# or more contributor license agreements. See the NOTICE file\n",
+        "# distributed with this work for additional information\n",
+        "# regarding copyright ownership. The ASF licenses this file\n",
+        "# to you under the Apache License, Version 2.0 (the\n",
+        "# \"License\"); you may not use this file except in compliance\n",
+        "# with the License. You may obtain a copy of the License at\n",
+        "#\n",
+        "#   http://www.apache.org/licenses/LICENSE-2.0\n";,
+        "#\n",
+        "# Unless required by applicable law or agreed to in writing,\n",
+        "# software distributed under the License is distributed on an\n",
+        "# \"AS IS\" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY\n",
+        "# KIND, either express or implied. See the License for the\n",
+        "# specific language governing permissions and limitations\n",
+        "# under the License."
+      ],
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "hDuXLLSZnI1D"
+      },
+      "source": [
+        "# Beam DataFrames\n",
+        "\n",
+        "<button>\n",
+        "  <a 
href=\"https://beam.apache.org/documentation/dsls/dataframes/overview/\";>\n",
+        "    <img src=\"https://beam.apache.org/images/favicon.ico\"; 
alt=\"Open the docs\" height=\"16\"/>\n",
+        "    Beam DataFrames overview\n",
+        "  </a>\n",
+        "</button>\n",
+        "\n",
+        "Beam DataFrames provide a pandas-like 
[DataFrame](https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.DataFrame.html)\n",
+        "API to declare Beam pipelines.\n",

Review comment:
       I agree, I chose "declare" due to the deferred execution model. I think 
of it of declaring the pipeline and then running it, but there's probably a 
better word for it. But Python is an imperative language, not declarative like 
a functional language, so "create" might be a better choice.

##########
File path: examples/notebooks/tour-of-beam/dataframes.ipynb
##########
@@ -0,0 +1,820 @@
+{
+  "nbformat": 4,
+  "nbformat_minor": 0,
+  "metadata": {
+    "colab": {
+      "name": "Beam DataFrames",
+      "provenance": [],
+      "collapsed_sections": [],
+      "toc_visible": true
+    },
+    "kernelspec": {
+      "name": "python3",
+      "display_name": "Python 3"
+    },
+    "language_info": {
+      "name": "python"
+    }
+  },
+  "cells": [
+    {
+      "cell_type": "code",
+      "metadata": {
+        "cellView": "form",
+        "id": "rz2qIC9IL2rI"
+      },
+      "source": [
+        "#@title ###### Licensed to the Apache Software Foundation (ASF), 
Version 2.0 (the \"License\")\n",
+        "\n",
+        "# Licensed to the Apache Software Foundation (ASF) under one\n",
+        "# or more contributor license agreements. See the NOTICE file\n",
+        "# distributed with this work for additional information\n",
+        "# regarding copyright ownership. The ASF licenses this file\n",
+        "# to you under the Apache License, Version 2.0 (the\n",
+        "# \"License\"); you may not use this file except in compliance\n",
+        "# with the License. You may obtain a copy of the License at\n",
+        "#\n",
+        "#   http://www.apache.org/licenses/LICENSE-2.0\n";,
+        "#\n",
+        "# Unless required by applicable law or agreed to in writing,\n",
+        "# software distributed under the License is distributed on an\n",
+        "# \"AS IS\" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY\n",
+        "# KIND, either express or implied. See the License for the\n",
+        "# specific language governing permissions and limitations\n",
+        "# under the License."
+      ],
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "hDuXLLSZnI1D"
+      },
+      "source": [
+        "# Beam DataFrames\n",
+        "\n",
+        "<button>\n",
+        "  <a 
href=\"https://beam.apache.org/documentation/dsls/dataframes/overview/\";>\n",
+        "    <img src=\"https://beam.apache.org/images/favicon.ico\"; 
alt=\"Open the docs\" height=\"16\"/>\n",
+        "    Beam DataFrames overview\n",
+        "  </a>\n",
+        "</button>\n",
+        "\n",
+        "Beam DataFrames provide a pandas-like 
[DataFrame](https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.DataFrame.html)\n",
+        "API to declare Beam pipelines.\n",

Review comment:
       I agree, I chose "declare" due to the deferred execution model. I think 
of it of declaring the pipeline and then running it, but there's probably a 
better word for it. Python is an imperative language, not declarative like a 
functional language, so "create" might be a better choice.




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