From 58f13cb9ef8bac3222e5013d8ae77dd20f886e30 Mon Sep 17 00:00:00 2001
From: Shuowei Li <shuowei.l@outlook.com>
Date: Mon, 6 Jan 2025 19:28:59 -0800
Subject: [PATCH] docs: add bq studio links that allows users to generate
 Jupiter notebooks in bq studio with github contents (#1266)

* add new bq studio links that allows users to self import .ipynb from github

* revert semantic_operators

* add bq studio link for semantic_operators.ipynb

---------

Co-authored-by: Shuowei Li <shuowei@google.com>
---
 .../experimental/semantic_operators.ipynb     | 936 +++++++++---------
 .../bq_dataframes_llm_code_generation.ipynb   |   6 +
 .../bq_dataframes_llm_kmeans.ipynb            |   6 +
 ...q_dataframes_ml_drug_name_generation.ipynb |   6 +
 .../bq_dataframes_template.ipynb              |   7 +
 .../getting_started_bq_dataframes.ipynb       |   6 +
 .../ml_fundamentals_bq_dataframes.ipynb       |   6 +
 .../bq_dataframes_ml_linear_regression.ipynb  |   6 +
 .../remote_function_vertex_claude_model.ipynb |   6 +
 .../bq_dataframes_covid_line_graphs.ipynb     |   6 +
 10 files changed, 526 insertions(+), 465 deletions(-)

diff --git a/notebooks/experimental/semantic_operators.ipynb b/notebooks/experimental/semantic_operators.ipynb
index f9c7f67358..b3b989dd43 100644
--- a/notebooks/experimental/semantic_operators.ipynb
+++ b/notebooks/experimental/semantic_operators.ipynb
@@ -44,6 +44,12 @@
         "      View on GitHub\n",
         "    </a>\n",
         "  </td>\n",
+        "  <td>\n",
+        "    <a href=\"https://console.cloud.google.com/bigquery/import?url=https://github.com/googleapis/python-bigquery-dataframes/blob/main/notebooks/experimental/semantic_operators.ipynb\">\n",
+        "      <img src=\"https://encrypted-tbn0.gstatic.com/images?q=tbn:ANd9GcTW1gvOovVlbZAIZylUtf5Iu8-693qS1w5NJw&s\" alt=\"BQ logo\" width=\"35\">\n",
+        "      Open in BQ Studio\n",
+        "    </a>\n",
+        "  </td>\n",
         "</table>"
       ]
     },
@@ -135,24 +141,24 @@
     },
     {
       "cell_type": "markdown",
-      "source": [
-        "Specify your GCP project and location."
-      ],
       "metadata": {
         "id": "W8TPUvnsqxhv"
-      }
+      },
+      "source": [
+        "Specify your GCP project and location."
+      ]
     },
     {
       "cell_type": "code",
-      "source": [
-        "bpd.options.bigquery.project = 'YOUR_PROJECT_ID'\n",
-        "bpd.options.bigquery.location = 'US'"
-      ],
+      "execution_count": null,
       "metadata": {
         "id": "vCkraKOeqJFl"
       },
-      "execution_count": null,
-      "outputs": []
+      "outputs": [],
+      "source": [
+        "bpd.options.bigquery.project = 'YOUR_PROJECT_ID'\n",
+        "bpd.options.bigquery.location = 'US'"
+      ]
     },
     {
       "cell_type": "markdown",
@@ -293,16 +299,7 @@
       },
       "outputs": [
         {
-          "output_type": "execute_result",
           "data": {
-            "text/plain": [
-              "   country     city\n",
-              "0      USA  Seattle\n",
-              "1  Germany   Berlin\n",
-              "2    Japan    Kyoto\n",
-              "\n",
-              "[3 rows x 2 columns]"
-            ],
             "text/html": [
               "<div>\n",
               "<style scoped>\n",
@@ -346,10 +343,19 @@
               "</table>\n",
               "<p>3 rows × 2 columns</p>\n",
               "</div>[3 rows x 2 columns in total]"
+            ],
+            "text/plain": [
+              "   country     city\n",
+              "0      USA  Seattle\n",
+              "1  Germany   Berlin\n",
+              "2    Japan    Kyoto\n",
+              "\n",
+              "[3 rows x 2 columns]"
             ]
           },
+          "execution_count": 10,
           "metadata": {},
-          "execution_count": 10
+          "output_type": "execute_result"
         }
       ],
       "source": [
@@ -384,14 +390,7 @@
       },
       "outputs": [
         {
-          "output_type": "execute_result",
           "data": {
-            "text/plain": [
-              "   country    city\n",
-              "1  Germany  Berlin\n",
-              "\n",
-              "[1 rows x 2 columns]"
-            ],
             "text/html": [
               "<div>\n",
               "<style scoped>\n",
@@ -425,10 +424,17 @@
               "</table>\n",
               "<p>1 rows × 2 columns</p>\n",
               "</div>[1 rows x 2 columns in total]"
+            ],
+            "text/plain": [
+              "   country    city\n",
+              "1  Germany  Berlin\n",
+              "\n",
+              "[1 rows x 2 columns]"
             ]
           },
+          "execution_count": 11,
           "metadata": {},
-          "execution_count": 11
+          "output_type": "execute_result"
         }
       ],
       "source": [
@@ -477,16 +483,7 @@
       },
       "outputs": [
         {
-          "output_type": "execute_result",
           "data": {
-            "text/plain": [
-              "  ingredient_1 ingredient_2\n",
-              "0          Bun   Beef Patty\n",
-              "1     Soy Bean      Bittern\n",
-              "2      Sausage   Long Bread\n",
-              "\n",
-              "[3 rows x 2 columns]"
-            ],
             "text/html": [
               "<div>\n",
               "<style scoped>\n",
@@ -530,10 +527,19 @@
               "</table>\n",
               "<p>3 rows × 2 columns</p>\n",
               "</div>[3 rows x 2 columns in total]"
+            ],
+            "text/plain": [
+              "  ingredient_1 ingredient_2\n",
+              "0          Bun   Beef Patty\n",
+              "1     Soy Bean      Bittern\n",
+              "2      Sausage   Long Bread\n",
+              "\n",
+              "[3 rows x 2 columns]"
             ]
           },
+          "execution_count": 12,
           "metadata": {},
-          "execution_count": 12
+          "output_type": "execute_result"
         }
       ],
       "source": [
@@ -566,19 +572,7 @@
       },
       "outputs": [
         {
-          "output_type": "execute_result",
           "data": {
-            "text/plain": [
-              "  ingredient_1 ingredient_2      food\n",
-              "0          Bun   Beef Patty  Burger \n",
-              "\n",
-              "1     Soy Bean      Bittern    Tofu \n",
-              "\n",
-              "2      Sausage   Long Bread  Hotdog \n",
-              "\n",
-              "\n",
-              "[3 rows x 3 columns]"
-            ],
             "text/html": [
               "<div>\n",
               "<style scoped>\n",
@@ -626,10 +620,22 @@
               "</table>\n",
               "<p>3 rows × 3 columns</p>\n",
               "</div>[3 rows x 3 columns in total]"
+            ],
+            "text/plain": [
+              "  ingredient_1 ingredient_2      food\n",
+              "0          Bun   Beef Patty  Burger \n",
+              "\n",
+              "1     Soy Bean      Bittern    Tofu \n",
+              "\n",
+              "2      Sausage   Long Bread  Hotdog \n",
+              "\n",
+              "\n",
+              "[3 rows x 3 columns]"
             ]
           },
+          "execution_count": 13,
           "metadata": {},
-          "execution_count": 13
+          "output_type": "execute_result"
         }
       ],
       "source": [
@@ -690,17 +696,7 @@
       },
       "outputs": [
         {
-          "output_type": "execute_result",
           "data": {
-            "text/plain": [
-              "        city      continent\n",
-              "0    Seattle  North America\n",
-              "1     Ottawa  North America\n",
-              "2   Shanghai           Asia\n",
-              "3  New Delhi           Asia\n",
-              "\n",
-              "[4 rows x 2 columns]"
-            ],
             "text/html": [
               "<div>\n",
               "<style scoped>\n",
@@ -749,10 +745,20 @@
               "</table>\n",
               "<p>4 rows × 2 columns</p>\n",
               "</div>[4 rows x 2 columns in total]"
+            ],
+            "text/plain": [
+              "        city      continent\n",
+              "0    Seattle  North America\n",
+              "1     Ottawa  North America\n",
+              "2   Shanghai           Asia\n",
+              "3  New Delhi           Asia\n",
+              "\n",
+              "[4 rows x 2 columns]"
             ]
           },
+          "execution_count": 15,
           "metadata": {},
-          "execution_count": 15
+          "output_type": "execute_result"
         }
       ],
       "source": [
@@ -821,19 +827,7 @@
       },
       "outputs": [
         {
-          "output_type": "execute_result",
           "data": {
-            "text/plain": [
-              "  animal_left animal_right\n",
-              "0         cow          cat\n",
-              "1         cow       spider\n",
-              "2         cat       spider\n",
-              "3    elephant          cow\n",
-              "4    elephant          cat\n",
-              "5    elephant       spider\n",
-              "\n",
-              "[6 rows x 2 columns]"
-            ],
             "text/html": [
               "<div>\n",
               "<style scoped>\n",
@@ -892,10 +886,22 @@
               "</table>\n",
               "<p>6 rows × 2 columns</p>\n",
               "</div>[6 rows x 2 columns in total]"
+            ],
+            "text/plain": [
+              "  animal_left animal_right\n",
+              "0         cow          cat\n",
+              "1         cow       spider\n",
+              "2         cat       spider\n",
+              "3    elephant          cow\n",
+              "4    elephant          cat\n",
+              "5    elephant       spider\n",
+              "\n",
+              "[6 rows x 2 columns]"
             ]
           },
+          "execution_count": 17,
           "metadata": {},
-          "execution_count": 17
+          "output_type": "execute_result"
         }
       ],
       "source": [
@@ -935,20 +941,7 @@
       },
       "outputs": [
         {
-          "output_type": "execute_result",
           "data": {
-            "text/plain": [
-              "                       Movies\n",
-              "0                     Titanic\n",
-              "1     The Wolf of Wall Street\n",
-              "2  Killers of the Flower Moon\n",
-              "3                The Revenant\n",
-              "4                   Inception\n",
-              "5              Shuttle Island\n",
-              "6            The Great Gatsby\n",
-              "\n",
-              "[7 rows x 1 columns]"
-            ],
             "text/html": [
               "<div>\n",
               "<style scoped>\n",
@@ -1004,10 +997,23 @@
               "</table>\n",
               "<p>7 rows × 1 columns</p>\n",
               "</div>[7 rows x 1 columns in total]"
+            ],
+            "text/plain": [
+              "                       Movies\n",
+              "0                     Titanic\n",
+              "1     The Wolf of Wall Street\n",
+              "2  Killers of the Flower Moon\n",
+              "3                The Revenant\n",
+              "4                   Inception\n",
+              "5              Shuttle Island\n",
+              "6            The Great Gatsby\n",
+              "\n",
+              "[7 rows x 1 columns]"
             ]
           },
+          "execution_count": 18,
           "metadata": {},
-          "execution_count": 18
+          "output_type": "execute_result"
         }
       ],
       "source": [
@@ -1046,7 +1052,6 @@
       },
       "outputs": [
         {
-          "output_type": "execute_result",
           "data": {
             "text/plain": [
               "0    Titanic \n",
@@ -1054,8 +1059,9 @@
               "Name: Movies, dtype: string"
             ]
           },
+          "execution_count": 19,
           "metadata": {},
-          "execution_count": 19
+          "output_type": "execute_result"
         }
       ],
       "source": [
@@ -1123,15 +1129,7 @@
       },
       "outputs": [
         {
-          "output_type": "execute_result",
           "data": {
-            "text/plain": [
-              "      Animals\n",
-              "0       Corgi\n",
-              "1  Orange Cat\n",
-              "\n",
-              "[2 rows x 1 columns]"
-            ],
             "text/html": [
               "<div>\n",
               "<style scoped>\n",
@@ -1167,10 +1165,18 @@
               "</table>\n",
               "<p>2 rows × 1 columns</p>\n",
               "</div>[2 rows x 1 columns in total]"
+            ],
+            "text/plain": [
+              "      Animals\n",
+              "0       Corgi\n",
+              "1  Orange Cat\n",
+              "\n",
+              "[2 rows x 1 columns]"
             ]
           },
+          "execution_count": 21,
           "metadata": {},
-          "execution_count": 21
+          "output_type": "execute_result"
         }
       ],
       "source": [
@@ -1217,18 +1223,7 @@
       },
       "outputs": [
         {
-          "output_type": "execute_result",
           "data": {
-            "text/plain": [
-              "    creatures\n",
-              "0      salmon\n",
-              "1  sea urchin\n",
-              "2     baboons\n",
-              "3        frog\n",
-              "4  chimpanzee\n",
-              "\n",
-              "[5 rows x 1 columns]"
-            ],
             "text/html": [
               "<div>\n",
               "<style scoped>\n",
@@ -1276,10 +1271,21 @@
               "</table>\n",
               "<p>5 rows × 1 columns</p>\n",
               "</div>[5 rows x 1 columns in total]"
+            ],
+            "text/plain": [
+              "    creatures\n",
+              "0      salmon\n",
+              "1  sea urchin\n",
+              "2     baboons\n",
+              "3        frog\n",
+              "4  chimpanzee\n",
+              "\n",
+              "[5 rows x 1 columns]"
             ]
           },
+          "execution_count": 22,
           "metadata": {},
-          "execution_count": 22
+          "output_type": "execute_result"
         }
       ],
       "source": [
@@ -1309,15 +1315,7 @@
       },
       "outputs": [
         {
-          "output_type": "execute_result",
           "data": {
-            "text/plain": [
-              "    creatures  similarity score\n",
-              "2     baboons          0.708434\n",
-              "4  chimpanzee          0.635844\n",
-              "\n",
-              "[2 rows x 2 columns]"
-            ],
             "text/html": [
               "<div>\n",
               "<style scoped>\n",
@@ -1356,10 +1354,18 @@
               "</table>\n",
               "<p>2 rows × 2 columns</p>\n",
               "</div>[2 rows x 2 columns in total]"
+            ],
+            "text/plain": [
+              "    creatures  similarity score\n",
+              "2     baboons          0.708434\n",
+              "4  chimpanzee          0.635844\n",
+              "\n",
+              "[2 rows x 2 columns]"
             ]
           },
+          "execution_count": 23,
           "metadata": {},
-          "execution_count": 23
+          "output_type": "execute_result"
         }
       ],
       "source": [
@@ -1429,18 +1435,7 @@
       },
       "outputs": [
         {
-          "output_type": "execute_result",
           "data": {
-            "text/plain": [
-              "    animal  animal_1  distance\n",
-              "0   monkey    baboon  0.620521\n",
-              "1   spider  scorpion  0.728024\n",
-              "2   salmon      tuna  0.782141\n",
-              "3  giraffe  elephant    0.7135\n",
-              "4  sparrow       owl  0.810864\n",
-              "\n",
-              "[5 rows x 3 columns]"
-            ],
             "text/html": [
               "<div>\n",
               "<style scoped>\n",
@@ -1500,10 +1495,21 @@
               "</table>\n",
               "<p>5 rows × 3 columns</p>\n",
               "</div>[5 rows x 3 columns in total]"
+            ],
+            "text/plain": [
+              "    animal  animal_1  distance\n",
+              "0   monkey    baboon  0.620521\n",
+              "1   spider  scorpion  0.728024\n",
+              "2   salmon      tuna  0.782141\n",
+              "3  giraffe  elephant    0.7135\n",
+              "4  sparrow       owl  0.810864\n",
+              "\n",
+              "[5 rows x 3 columns]"
             ]
           },
+          "execution_count": 25,
           "metadata": {},
-          "execution_count": 25
+          "output_type": "execute_result"
         }
       ],
       "source": [
@@ -1570,18 +1576,7 @@
       },
       "outputs": [
         {
-          "output_type": "execute_result",
           "data": {
-            "text/plain": [
-              "        Product  Cluster ID\n",
-              "0    Smartphone           1\n",
-              "1        Laptop           1\n",
-              "2  Coffee Maker           1\n",
-              "3       T-shirt           1\n",
-              "4         Jeans           1\n",
-              "\n",
-              "[5 rows x 2 columns]"
-            ],
             "text/html": [
               "<div>\n",
               "<style scoped>\n",
@@ -1635,10 +1630,21 @@
               "</table>\n",
               "<p>5 rows × 2 columns</p>\n",
               "</div>[5 rows x 2 columns in total]"
+            ],
+            "text/plain": [
+              "        Product  Cluster ID\n",
+              "0    Smartphone           1\n",
+              "1        Laptop           1\n",
+              "2  Coffee Maker           1\n",
+              "3       T-shirt           1\n",
+              "4         Jeans           1\n",
+              "\n",
+              "[5 rows x 2 columns]"
             ]
           },
+          "execution_count": 27,
           "metadata": {},
-          "execution_count": 27
+          "output_type": "execute_result"
         }
       ],
       "source": [
@@ -1687,93 +1693,7 @@
       },
       "outputs": [
         {
-          "output_type": "execute_result",
           "data": {
-            "text/plain": [
-              "                                                title  \\\n",
-              "0                                                <NA>   \n",
-              "1                                                <NA>   \n",
-              "2                                                <NA>   \n",
-              "3                                                <NA>   \n",
-              "4                                                <NA>   \n",
-              "5                                                <NA>   \n",
-              "6   The Impending NY Tech Apocalypse: Here's What ...   \n",
-              "7                                                <NA>   \n",
-              "8   Eureca beta is live. A place for your business...   \n",
-              "9                                                <NA>   \n",
-              "10                                               <NA>   \n",
-              "11                                               <NA>   \n",
-              "12                                               <NA>   \n",
-              "13                                               <NA>   \n",
-              "14                                               <NA>   \n",
-              "15                        Discord vs. IRC Rough Notes   \n",
-              "16                                               <NA>   \n",
-              "17                                               <NA>   \n",
-              "18                                               <NA>   \n",
-              "19                                               <NA>   \n",
-              "20                                               <NA>   \n",
-              "21  Oh dear: new Yahoo anti-spoofing measures brea...   \n",
-              "22             How Much Warmer Was Your City in 2016?   \n",
-              "23                                               <NA>   \n",
-              "24                       Working Best at Coffee Shops   \n",
-              "\n",
-              "                                                 text              by  score  \\\n",
-              "0   Well, most people aren&#x27;t alcoholics, so I...       slipframe   <NA>   \n",
-              "1   No, you don&#x27;t really <i>need</i> a smartp...        vetinari   <NA>   \n",
-              "2   It&#x27;s for the late Paul Allen RIP. Should&...        lsr_ssri   <NA>   \n",
-              "3    Yup they are dangerous. Be careful Donald Trump.           Sven7   <NA>   \n",
-              "4   Sure, it&#x27;s totally reasonable. Just point...       nicoburns   <NA>   \n",
-              "5   I wonder how long before special forces start ...   autisticcurio   <NA>   \n",
-              "6                                                <NA>         gaoprea      3   \n",
-              "7   Where would you relocate to? I'm assuming that...    pavel_lishin   <NA>   \n",
-              "8                                                <NA>        ricardos      1   \n",
-              "9   It doesn’t work on Safari, and WebKit based br...      archiewood   <NA>   \n",
-              "10  I guess I don’t see the relevance. Vegans eat ...         stevula   <NA>   \n",
-              "11  I remember watching the American news media go...         fareesh   <NA>   \n",
-              "12  This article is incorrectly using the current ...       stale2002   <NA>   \n",
-              "13  In the firm I made my internship, we have to u...    iserlohnmage   <NA>   \n",
-              "14  The main reason it requires unsafe is for memo...           comex   <NA>   \n",
-              "15                                               <NA>    todsacerdoti     48   \n",
-              "16     you have to auth again when you use apple pay.        empath75   <NA>   \n",
-              "17  It goes consumer grade, automotive, military, ...           moftz   <NA>   \n",
-              "18  I don&#x27;t have a link handy but the differe...    KennyBlanken   <NA>   \n",
-              "19  &gt; I don&#x27;t think the use case you menti...     colanderman   <NA>   \n",
-              "20  I think you need to watch it again, because yo...   vladimirralev   <NA>   \n",
-              "21                                               <NA>       joshreads      1   \n",
-              "22                                               <NA>           smb06      1   \n",
-              "23  Except that they clearly never tried to incent...           aenis   <NA>   \n",
-              "24                                               <NA>  GiraffeNecktie    249   \n",
-              "\n",
-              "                    timestamp     type  \n",
-              "0   2021-06-26 02:37:56+00:00  comment  \n",
-              "1   2023-04-19 15:56:34+00:00  comment  \n",
-              "2   2018-10-16 01:07:55+00:00  comment  \n",
-              "3   2015-08-10 16:05:54+00:00  comment  \n",
-              "4   2020-10-05 11:20:51+00:00  comment  \n",
-              "5   2020-09-01 15:38:50+00:00  comment  \n",
-              "6   2011-09-27 22:43:27+00:00    story  \n",
-              "7   2011-09-16 19:02:01+00:00  comment  \n",
-              "8   2012-10-15 13:09:32+00:00    story  \n",
-              "9   2023-04-21 16:45:13+00:00  comment  \n",
-              "10  2023-01-19 20:05:54+00:00  comment  \n",
-              "11  2019-06-17 19:49:17+00:00  comment  \n",
-              "12  2018-03-18 18:57:21+00:00  comment  \n",
-              "13  2019-10-22 10:41:01+00:00  comment  \n",
-              "14  2017-05-05 20:45:37+00:00  comment  \n",
-              "15  2024-07-12 18:39:52+00:00    story  \n",
-              "16  2017-09-12 18:58:20+00:00  comment  \n",
-              "17  2021-04-13 01:24:03+00:00  comment  \n",
-              "18  2022-05-13 16:08:38+00:00  comment  \n",
-              "19  2017-09-28 05:16:06+00:00  comment  \n",
-              "20  2018-12-07 11:25:52+00:00  comment  \n",
-              "21  2014-04-08 13:29:50+00:00    story  \n",
-              "22  2017-02-16 23:26:34+00:00    story  \n",
-              "23  2022-01-31 17:08:57+00:00  comment  \n",
-              "24  2011-04-19 14:25:17+00:00    story  \n",
-              "...\n",
-              "\n",
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+              "22             How Much Warmer Was Your City in 2016?   \n",
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+              "5   I wonder how long before special forces start ...   autisticcurio   <NA>   \n",
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+              "15                                               <NA>    todsacerdoti     48   \n",
+              "16     you have to auth again when you use apple pay.        empath75   <NA>   \n",
+              "17  It goes consumer grade, automotive, military, ...           moftz   <NA>   \n",
+              "18  I don&#x27;t have a link handy but the differe...    KennyBlanken   <NA>   \n",
+              "19  &gt; I don&#x27;t think the use case you menti...     colanderman   <NA>   \n",
+              "20  I think you need to watch it again, because yo...   vladimirralev   <NA>   \n",
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+              "23  Except that they clearly never tried to incent...           aenis   <NA>   \n",
+              "24                                               <NA>  GiraffeNecktie    249   \n",
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+              "0   2021-06-26 02:37:56+00:00  comment  \n",
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+              "9   2023-04-21 16:45:13+00:00  comment  \n",
+              "10  2023-01-19 20:05:54+00:00  comment  \n",
+              "11  2019-06-17 19:49:17+00:00  comment  \n",
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+              "13  2019-10-22 10:41:01+00:00  comment  \n",
+              "14  2017-05-05 20:45:37+00:00  comment  \n",
+              "15  2024-07-12 18:39:52+00:00    story  \n",
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+              "19  2017-09-28 05:16:06+00:00  comment  \n",
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+              "23  2022-01-31 17:08:57+00:00  comment  \n",
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-              "1563  <NA>  &gt;or because Apple drama brings many clicks?...         weberer   \n",
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-              "5   I wonder how long before special forces start ...   autisticcurio   <NA>   \n",
-              "6                                                <NA>         gaoprea      3   \n",
-              "7   Where would you relocate to? I'm assuming that...    pavel_lishin   <NA>   \n",
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-              "10  I guess I don’t see the relevance. Vegans eat ...         stevula   <NA>   \n",
-              "11  I remember watching the American news media go...         fareesh   <NA>   \n",
-              "12  This article is incorrectly using the current ...       stale2002   <NA>   \n",
-              "13  In the firm I made my internship, we have to u...    iserlohnmage   <NA>   \n",
-              "14  The main reason it requires unsafe is for memo...           comex   <NA>   \n",
-              "15                                               <NA>    todsacerdoti     48   \n",
-              "16     you have to auth again when you use apple pay.        empath75   <NA>   \n",
-              "17  It goes consumer grade, automotive, military, ...           moftz   <NA>   \n",
-              "18  I don&#x27;t have a link handy but the differe...    KennyBlanken   <NA>   \n",
-              "19  &gt; I don&#x27;t think the use case you menti...     colanderman   <NA>   \n",
-              "20  I think you need to watch it again, because yo...   vladimirralev   <NA>   \n",
-              "21                                               <NA>       joshreads      1   \n",
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-              "24                                               <NA>  GiraffeNecktie    249   \n",
-              "\n",
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-              "23  2022-01-31 17:08:57+00:00  comment  \n",
-              "24  2011-04-19 14:25:17+00:00    story  \n",
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+              "4                                                <NA>   \n",
+              "5                                                <NA>   \n",
+              "6   The Impending NY Tech Apocalypse: Here's What ...   \n",
+              "7                                                <NA>   \n",
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+              "17                                               <NA>   \n",
+              "18                                               <NA>   \n",
+              "19                                               <NA>   \n",
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+              "22             How Much Warmer Was Your City in 2016?   \n",
+              "23                                               <NA>   \n",
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+              "\n",
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+              "0   Well, most people aren&#x27;t alcoholics, so I...       slipframe   <NA>   \n",
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+              "2   It&#x27;s for the late Paul Allen RIP. Should&...        lsr_ssri   <NA>   \n",
+              "3    Yup they are dangerous. Be careful Donald Trump.           Sven7   <NA>   \n",
+              "4   Sure, it&#x27;s totally reasonable. Just point...       nicoburns   <NA>   \n",
+              "5   I wonder how long before special forces start ...   autisticcurio   <NA>   \n",
+              "6                                                <NA>         gaoprea      3   \n",
+              "7   Where would you relocate to? I'm assuming that...    pavel_lishin   <NA>   \n",
+              "8                                                <NA>        ricardos      1   \n",
+              "9   It doesn’t work on Safari, and WebKit based br...      archiewood   <NA>   \n",
+              "10  I guess I don’t see the relevance. Vegans eat ...         stevula   <NA>   \n",
+              "11  I remember watching the American news media go...         fareesh   <NA>   \n",
+              "12  This article is incorrectly using the current ...       stale2002   <NA>   \n",
+              "13  In the firm I made my internship, we have to u...    iserlohnmage   <NA>   \n",
+              "14  The main reason it requires unsafe is for memo...           comex   <NA>   \n",
+              "15                                               <NA>    todsacerdoti     48   \n",
+              "16     you have to auth again when you use apple pay.        empath75   <NA>   \n",
+              "17  It goes consumer grade, automotive, military, ...           moftz   <NA>   \n",
+              "18  I don&#x27;t have a link handy but the differe...    KennyBlanken   <NA>   \n",
+              "19  &gt; I don&#x27;t think the use case you menti...     colanderman   <NA>   \n",
+              "20  I think you need to watch it again, because yo...   vladimirralev   <NA>   \n",
+              "21                                               <NA>       joshreads      1   \n",
+              "22                                               <NA>           smb06      1   \n",
+              "23  Except that they clearly never tried to incent...           aenis   <NA>   \n",
+              "24                                               <NA>  GiraffeNecktie    249   \n",
+              "\n",
+              "                    timestamp     type  \n",
+              "0   2021-06-26 02:37:56+00:00  comment  \n",
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+              "2   2018-10-16 01:07:55+00:00  comment  \n",
+              "3   2015-08-10 16:05:54+00:00  comment  \n",
+              "4   2020-10-05 11:20:51+00:00  comment  \n",
+              "5   2020-09-01 15:38:50+00:00  comment  \n",
+              "6   2011-09-27 22:43:27+00:00    story  \n",
+              "7   2011-09-16 19:02:01+00:00  comment  \n",
+              "8   2012-10-15 13:09:32+00:00    story  \n",
+              "9   2023-04-21 16:45:13+00:00  comment  \n",
+              "10  2023-01-19 20:05:54+00:00  comment  \n",
+              "11  2019-06-17 19:49:17+00:00  comment  \n",
+              "12  2018-03-18 18:57:21+00:00  comment  \n",
+              "13  2019-10-22 10:41:01+00:00  comment  \n",
+              "14  2017-05-05 20:45:37+00:00  comment  \n",
+              "15  2024-07-12 18:39:52+00:00    story  \n",
+              "16  2017-09-12 18:58:20+00:00  comment  \n",
+              "17  2021-04-13 01:24:03+00:00  comment  \n",
+              "18  2022-05-13 16:08:38+00:00  comment  \n",
+              "19  2017-09-28 05:16:06+00:00  comment  \n",
+              "20  2018-12-07 11:25:52+00:00  comment  \n",
+              "21  2014-04-08 13:29:50+00:00    story  \n",
+              "22  2017-02-16 23:26:34+00:00    story  \n",
+              "23  2022-01-31 17:08:57+00:00  comment  \n",
+              "24  2011-04-19 14:25:17+00:00    story  \n",
+              "...\n",
+              "\n",
+              "[3000 rows x 6 columns]"
             ]
           },
+          "execution_count": 7,
           "metadata": {},
-          "execution_count": 7
+          "output_type": "execute_result"
         }
       ],
       "source": [
@@ -2814,93 +2820,7 @@
       },
       "outputs": [
         {
-          "output_type": "execute_result",
           "data": {
-            "text/plain": [
-              "                                               title  \\\n",
-              "24                      Working Best at Coffee Shops   \n",
-              "98                                              <NA>   \n",
-              "137  FDA reverses marketing ban on Juul e-cigarettes   \n",
-              "188                                             <NA>   \n",
-              "209                                             <NA>   \n",
-              "228                                             <NA>   \n",
-              "290                                             <NA>   \n",
-              "303                                             <NA>   \n",
-              "312                                             <NA>   \n",
-              "322                                             <NA>   \n",
-              "391                                             <NA>   \n",
-              "396                                             <NA>   \n",
-              "424                                             <NA>   \n",
-              "428                                             <NA>   \n",
-              "429                                             <NA>   \n",
-              "436                                             <NA>   \n",
-              "438                                             <NA>   \n",
-              "446                                             <NA>   \n",
-              "453                                             <NA>   \n",
-              "507                                             <NA>   \n",
-              "543                                             <NA>   \n",
-              "565                                             <NA>   \n",
-              "612                                             <NA>   \n",
-              "660                                             <NA>   \n",
-              "673                                             <NA>   \n",
-              "\n",
-              "                                                  text               by  \\\n",
-              "24                                                <NA>   GiraffeNecktie   \n",
-              "98   i resisted switching to chrome for months beca...         catshirt   \n",
-              "137                                               <NA>        anigbrowl   \n",
-              "188  I think it&#x27;s more than hazing. It may be ...    bayesianhorse   \n",
-              "209  I like the idea of moving that arrow the way h...          rattray   \n",
-              "228  I don&#x27;t understand why a beginner would s...            wolco   \n",
-              "290  I leaerned more with one minute of this than a...        agumonkey   \n",
-              "303  I've suggested a <i>rationale</i> for the tabo...  mechanical_fish   \n",
-              "312  Do you have any reference for this?<p>I&#x27;m...        banashark   \n",
-              "322  Default search scope is an option in the Finde...      kitsunesoba   \n",
-              "391     Orthogonality and biology aren&#x27;t friends.        agumonkey   \n",
-              "396  I chose some random physics book that was good...            prawn   \n",
-              "424  Seeing this get huge on Twitter. It&#x27;s the...      shenanigoat   \n",
-              "428  Looking through the comments there are a numbe...           moomin   \n",
-              "429  Legacy media is a tough business. GBTC is payi...       arcticbull   \n",
-              "436  Same thing if you sell unsafe food, yet we hav...      jabradoodle   \n",
-              "438  There was briefly a thing called HSCSD (&quot;...      LeoPanthera   \n",
-              "446  &gt; This article is a bit comical to read and...           lapcat   \n",
-              "453  Large positions are most likely sold off in sm...          meowkit   \n",
-              "507  A US-based VPN (or really any VPN) is only goi...      RandomBacon   \n",
-              "543  <a href=\"https:&#x2F;&#x2F;codeberg.org&#x2F;A...   ElectronBadger   \n",
-              "565  It’s much harder for people without hands to w...           Aeolun   \n",
-              "612  So by using ADMIN_SL0T instead was it just set...         minitoar   \n",
-              "660                                       Outstanding!           cafard   \n",
-              "673  On the other hand, something can be said for &...            babby   \n",
-              "\n",
-              "     score                  timestamp     type  \n",
-              "24     249  2011-04-19 14:25:17+00:00    story  \n",
-              "98    <NA>  2011-04-06 08:02:24+00:00  comment  \n",
-              "137      2  2024-06-06 16:42:40+00:00    story  \n",
-              "188   <NA>  2015-06-18 16:42:53+00:00  comment  \n",
-              "209   <NA>  2015-06-08 02:15:30+00:00  comment  \n",
-              "228   <NA>  2019-02-03 14:35:43+00:00  comment  \n",
-              "290   <NA>  2016-07-16 06:19:39+00:00  comment  \n",
-              "303   <NA>  2008-12-17 04:42:02+00:00  comment  \n",
-              "312   <NA>  2023-11-13 19:57:00+00:00  comment  \n",
-              "322   <NA>  2017-08-13 17:15:19+00:00  comment  \n",
-              "391   <NA>  2016-04-24 16:33:41+00:00  comment  \n",
-              "396   <NA>  2011-03-27 22:29:51+00:00  comment  \n",
-              "424   <NA>  2016-01-09 03:04:22+00:00  comment  \n",
-              "428   <NA>  2024-10-01 14:37:04+00:00  comment  \n",
-              "429   <NA>  2021-04-16 16:30:33+00:00  comment  \n",
-              "436   <NA>  2023-08-03 20:47:52+00:00  comment  \n",
-              "438   <NA>  2019-02-11 19:49:29+00:00  comment  \n",
-              "446   <NA>  2023-01-02 16:00:49+00:00  comment  \n",
-              "453   <NA>  2021-01-27 23:22:48+00:00  comment  \n",
-              "507   <NA>  2019-04-05 00:58:58+00:00  comment  \n",
-              "543   <NA>  2023-12-13 08:13:15+00:00  comment  \n",
-              "565   <NA>  2024-05-03 11:58:13+00:00  comment  \n",
-              "612   <NA>  2021-03-05 16:07:56+00:00  comment  \n",
-              "660   <NA>  2022-06-09 09:51:54+00:00  comment  \n",
-              "673   <NA>  2013-08-12 00:31:02+00:00  comment  \n",
-              "...\n",
-              "\n",
-              "[123 rows x 6 columns]"
-            ],
             "text/html": [
               "<div>\n",
               "<style scoped>\n",
@@ -3158,10 +3078,96 @@
               "</table>\n",
               "<p>25 rows × 6 columns</p>\n",
               "</div>[123 rows x 6 columns in total]"
+            ],
+            "text/plain": [
+              "                                               title  \\\n",
+              "24                      Working Best at Coffee Shops   \n",
+              "98                                              <NA>   \n",
+              "137  FDA reverses marketing ban on Juul e-cigarettes   \n",
+              "188                                             <NA>   \n",
+              "209                                             <NA>   \n",
+              "228                                             <NA>   \n",
+              "290                                             <NA>   \n",
+              "303                                             <NA>   \n",
+              "312                                             <NA>   \n",
+              "322                                             <NA>   \n",
+              "391                                             <NA>   \n",
+              "396                                             <NA>   \n",
+              "424                                             <NA>   \n",
+              "428                                             <NA>   \n",
+              "429                                             <NA>   \n",
+              "436                                             <NA>   \n",
+              "438                                             <NA>   \n",
+              "446                                             <NA>   \n",
+              "453                                             <NA>   \n",
+              "507                                             <NA>   \n",
+              "543                                             <NA>   \n",
+              "565                                             <NA>   \n",
+              "612                                             <NA>   \n",
+              "660                                             <NA>   \n",
+              "673                                             <NA>   \n",
+              "\n",
+              "                                                  text               by  \\\n",
+              "24                                                <NA>   GiraffeNecktie   \n",
+              "98   i resisted switching to chrome for months beca...         catshirt   \n",
+              "137                                               <NA>        anigbrowl   \n",
+              "188  I think it&#x27;s more than hazing. It may be ...    bayesianhorse   \n",
+              "209  I like the idea of moving that arrow the way h...          rattray   \n",
+              "228  I don&#x27;t understand why a beginner would s...            wolco   \n",
+              "290  I leaerned more with one minute of this than a...        agumonkey   \n",
+              "303  I've suggested a <i>rationale</i> for the tabo...  mechanical_fish   \n",
+              "312  Do you have any reference for this?<p>I&#x27;m...        banashark   \n",
+              "322  Default search scope is an option in the Finde...      kitsunesoba   \n",
+              "391     Orthogonality and biology aren&#x27;t friends.        agumonkey   \n",
+              "396  I chose some random physics book that was good...            prawn   \n",
+              "424  Seeing this get huge on Twitter. It&#x27;s the...      shenanigoat   \n",
+              "428  Looking through the comments there are a numbe...           moomin   \n",
+              "429  Legacy media is a tough business. GBTC is payi...       arcticbull   \n",
+              "436  Same thing if you sell unsafe food, yet we hav...      jabradoodle   \n",
+              "438  There was briefly a thing called HSCSD (&quot;...      LeoPanthera   \n",
+              "446  &gt; This article is a bit comical to read and...           lapcat   \n",
+              "453  Large positions are most likely sold off in sm...          meowkit   \n",
+              "507  A US-based VPN (or really any VPN) is only goi...      RandomBacon   \n",
+              "543  <a href=\"https:&#x2F;&#x2F;codeberg.org&#x2F;A...   ElectronBadger   \n",
+              "565  It’s much harder for people without hands to w...           Aeolun   \n",
+              "612  So by using ADMIN_SL0T instead was it just set...         minitoar   \n",
+              "660                                       Outstanding!           cafard   \n",
+              "673  On the other hand, something can be said for &...            babby   \n",
+              "\n",
+              "     score                  timestamp     type  \n",
+              "24     249  2011-04-19 14:25:17+00:00    story  \n",
+              "98    <NA>  2011-04-06 08:02:24+00:00  comment  \n",
+              "137      2  2024-06-06 16:42:40+00:00    story  \n",
+              "188   <NA>  2015-06-18 16:42:53+00:00  comment  \n",
+              "209   <NA>  2015-06-08 02:15:30+00:00  comment  \n",
+              "228   <NA>  2019-02-03 14:35:43+00:00  comment  \n",
+              "290   <NA>  2016-07-16 06:19:39+00:00  comment  \n",
+              "303   <NA>  2008-12-17 04:42:02+00:00  comment  \n",
+              "312   <NA>  2023-11-13 19:57:00+00:00  comment  \n",
+              "322   <NA>  2017-08-13 17:15:19+00:00  comment  \n",
+              "391   <NA>  2016-04-24 16:33:41+00:00  comment  \n",
+              "396   <NA>  2011-03-27 22:29:51+00:00  comment  \n",
+              "424   <NA>  2016-01-09 03:04:22+00:00  comment  \n",
+              "428   <NA>  2024-10-01 14:37:04+00:00  comment  \n",
+              "429   <NA>  2021-04-16 16:30:33+00:00  comment  \n",
+              "436   <NA>  2023-08-03 20:47:52+00:00  comment  \n",
+              "438   <NA>  2019-02-11 19:49:29+00:00  comment  \n",
+              "446   <NA>  2023-01-02 16:00:49+00:00  comment  \n",
+              "453   <NA>  2021-01-27 23:22:48+00:00  comment  \n",
+              "507   <NA>  2019-04-05 00:58:58+00:00  comment  \n",
+              "543   <NA>  2023-12-13 08:13:15+00:00  comment  \n",
+              "565   <NA>  2024-05-03 11:58:13+00:00  comment  \n",
+              "612   <NA>  2021-03-05 16:07:56+00:00  comment  \n",
+              "660   <NA>  2022-06-09 09:51:54+00:00  comment  \n",
+              "673   <NA>  2013-08-12 00:31:02+00:00  comment  \n",
+              "...\n",
+              "\n",
+              "[123 rows x 6 columns]"
             ]
           },
+          "execution_count": 13,
           "metadata": {},
-          "execution_count": 13
+          "output_type": "execute_result"
         }
       ],
       "source": [
@@ -3181,6 +3187,10 @@
     }
   ],
   "metadata": {
+    "colab": {
+      "include_colab_link": true,
+      "provenance": []
+    },
     "kernelspec": {
       "display_name": "venv",
       "language": "python",
@@ -3196,11 +3206,7 @@
       "name": "python",
       "nbconvert_exporter": "python",
       "pygments_lexer": "ipython3",
-      "version": "3.11.9"
-    },
-    "colab": {
-      "provenance": [],
-      "include_colab_link": true
+      "version": "3.10.15"
     }
   },
   "nbformat": 4,
diff --git a/notebooks/generative_ai/bq_dataframes_llm_code_generation.ipynb b/notebooks/generative_ai/bq_dataframes_llm_code_generation.ipynb
index 09e3d9c969..db51afd412 100644
--- a/notebooks/generative_ai/bq_dataframes_llm_code_generation.ipynb
+++ b/notebooks/generative_ai/bq_dataframes_llm_code_generation.ipynb
@@ -50,6 +50,12 @@
         "      Open in Vertex AI Workbench\n",
         "    </a>\n",
         "  </td>\n",
+        "  <td>\n",
+        "    <a href=\"https://console.cloud.google.com/bigquery/import?url=https://github.com/googleapis/python-bigquery-dataframes/blob/main/notebooks/generative_ai/bq_dataframes_llm_code_generation.ipynb\">\n",
+        "      <img src=\"https://encrypted-tbn0.gstatic.com/images?q=tbn:ANd9GcTW1gvOovVlbZAIZylUtf5Iu8-693qS1w5NJw&s\" alt=\"BQ logo\" width=\"35\">\n",
+        "      Open in BQ Studio\n",
+        "    </a>\n",
+        "  </td>\n",
         "</table>"
       ]
     },
diff --git a/notebooks/generative_ai/bq_dataframes_llm_kmeans.ipynb b/notebooks/generative_ai/bq_dataframes_llm_kmeans.ipynb
index 7307bb62e5..254ac65358 100644
--- a/notebooks/generative_ai/bq_dataframes_llm_kmeans.ipynb
+++ b/notebooks/generative_ai/bq_dataframes_llm_kmeans.ipynb
@@ -47,6 +47,12 @@
     "      Open in Vertex AI Workbench\n",
     "    </a>\n",
     "  </td>\n",
+    "  <td>\n",
+    "    <a href=\"https://console.cloud.google.com/bigquery/import?url=https://github.com/googleapis/python-bigquery-dataframes/blob/main/notebooks/generative_ai/bq_dataframes_llm_kmeans.ipynb\">\n",
+    "      <img src=\"https://encrypted-tbn0.gstatic.com/images?q=tbn:ANd9GcTW1gvOovVlbZAIZylUtf5Iu8-693qS1w5NJw&s\" alt=\"BQ logo\" width=\"35\">\n",
+    "      Open in BQ Studio\n",
+    "    </a>\n",
+    "  </td>\n",
     "</table>"
    ]
   },
diff --git a/notebooks/generative_ai/bq_dataframes_ml_drug_name_generation.ipynb b/notebooks/generative_ai/bq_dataframes_ml_drug_name_generation.ipynb
index d7419deee0..a77f3f11eb 100644
--- a/notebooks/generative_ai/bq_dataframes_ml_drug_name_generation.ipynb
+++ b/notebooks/generative_ai/bq_dataframes_ml_drug_name_generation.ipynb
@@ -49,6 +49,12 @@
         "      Open in Vertex AI Workbench\n",
         "    </a>\n",
         "  </td>\n",
+        "  <td>\n",
+        "    <a href=\"https://console.cloud.google.com/bigquery/import?url=https://github.com/googleapis/python-bigquery-dataframes/blob/main/notebooks/generative_ai/bq_dataframes_ml_drug_name_generation.ipynb\">\n",
+        "      <img src=\"https://encrypted-tbn0.gstatic.com/images?q=tbn:ANd9GcTW1gvOovVlbZAIZylUtf5Iu8-693qS1w5NJw&s\" alt=\"BQ logo\" width=\"35\">\n",
+        "      Open in BQ Studio\n",
+        "    </a>\n",
+        "  </td>\n",
         "</table>"
       ]
     },
diff --git a/notebooks/getting_started/bq_dataframes_template.ipynb b/notebooks/getting_started/bq_dataframes_template.ipynb
index a04c7f7907..dab4a7572f 100644
--- a/notebooks/getting_started/bq_dataframes_template.ipynb
+++ b/notebooks/getting_started/bq_dataframes_template.ipynb
@@ -50,6 +50,13 @@
         "      Open in Vertex AI Workbench\n",
         "    </a>\n",
         "  </td>\n",
+        "  <td>\n",
+        "    <a href=\"https://console.cloud.google.com/bigquery/import?url=https://github.com/googleapis/python-bigquery-dataframes/blob/main/notebooks/getting_started/bq_dataframes_template.ipynb\">\n",
+        "      <img src=\"https://encrypted-tbn0.gstatic.com/images?q=tbn:ANd9GcTW1gvOovVlbZAIZylUtf5Iu8-693qS1w5NJw&s\" alt=\"BQ logo\" width=\"35\">\n",
+        "      Open in BQ Studio\n",
+        "    </a>\n",
+        "  </td>\n",
+        "\n",
         "</table>"
       ]
     },
diff --git a/notebooks/getting_started/getting_started_bq_dataframes.ipynb b/notebooks/getting_started/getting_started_bq_dataframes.ipynb
index 3a9bb26f57..38ce75cc25 100644
--- a/notebooks/getting_started/getting_started_bq_dataframes.ipynb
+++ b/notebooks/getting_started/getting_started_bq_dataframes.ipynb
@@ -50,6 +50,12 @@
         "      Open in Vertex AI Workbench\n",
         "    </a>\n",
         "  </td>\n",
+        "  <td>\n",
+        "    <a href=\"https://console.cloud.google.com/bigquery/import?url=https://github.com/googleapis/python-bigquery-dataframes/blob/main/notebooks/getting_started/getting_started_bq_dataframes.ipynb\">\n",
+        "      <img src=\"https://encrypted-tbn0.gstatic.com/images?q=tbn:ANd9GcTW1gvOovVlbZAIZylUtf5Iu8-693qS1w5NJw&s\" alt=\"BQ logo\" width=\"35\">\n",
+        "      Open in BQ Studio\n",
+        "    </a>\n",
+        "  </td>\n",
         "</table>"
       ]
     },
diff --git a/notebooks/getting_started/ml_fundamentals_bq_dataframes.ipynb b/notebooks/getting_started/ml_fundamentals_bq_dataframes.ipynb
index e3c01058ea..d95447f7e5 100644
--- a/notebooks/getting_started/ml_fundamentals_bq_dataframes.ipynb
+++ b/notebooks/getting_started/ml_fundamentals_bq_dataframes.ipynb
@@ -50,6 +50,12 @@
         "      Open in Vertex AI Workbench\n",
         "    </a>\n",
         "  </td>\n",
+        "  <td>\n",
+        "    <a href=\"https://console.cloud.google.com/bigquery/import?url=https://github.com/googleapis/python-bigquery-dataframes/blob/main/notebooks/getting_started/ml_fundamentals_bq_dataframes.ipynb\">\n",
+        "      <img src=\"https://encrypted-tbn0.gstatic.com/images?q=tbn:ANd9GcTW1gvOovVlbZAIZylUtf5Iu8-693qS1w5NJw&s\" alt=\"BQ logo\" width=\"35\">\n",
+        "      Open in BQ Studio\n",
+        "    </a>\n",
+        "  </td>\n",
         "</table>"
       ]
     },
diff --git a/notebooks/ml/bq_dataframes_ml_linear_regression.ipynb b/notebooks/ml/bq_dataframes_ml_linear_regression.ipynb
index 347a3e8cff..fad2f00b31 100644
--- a/notebooks/ml/bq_dataframes_ml_linear_regression.ipynb
+++ b/notebooks/ml/bq_dataframes_ml_linear_regression.ipynb
@@ -50,6 +50,12 @@
         "      <img src=\"https://lh3.googleusercontent.com/UiNooY4LUgW_oTvpsNhPpQzsstV5W8F7rYgxgGBD85cWJoLmrOzhVs_ksK_vgx40SHs7jCqkTkCk=e14-rj-sc0xffffff-h130-w32\" alt=\"Vertex AI logo\">\n",
         "      Open in Vertex AI Workbench\n",
         "    </a>\n",
+        "  </td>\n",
+        "  <td>\n",
+        "    <a href=\"https://console.cloud.google.com/bigquery/import?url=https://github.com/googleapis/python-bigquery-dataframes/blob/main/notebooks/regression/bq_dataframes_ml_linear_regression.ipynb\">\n",
+        "      <img src=\"https://encrypted-tbn0.gstatic.com/images?q=tbn:ANd9GcTW1gvOovVlbZAIZylUtf5Iu8-693qS1w5NJw&s\" alt=\"BQ logo\" width=\"35\">\n",
+        "      Open in BQ Studio\n",
+        "    </a>\n",
         "  </td>                                                                                               \n",
         "</table>"
       ]
diff --git a/notebooks/remote_functions/remote_function_vertex_claude_model.ipynb b/notebooks/remote_functions/remote_function_vertex_claude_model.ipynb
index f5a88b3066..641a30e104 100644
--- a/notebooks/remote_functions/remote_function_vertex_claude_model.ipynb
+++ b/notebooks/remote_functions/remote_function_vertex_claude_model.ipynb
@@ -19,6 +19,12 @@
     "      View on GitHub\n",
     "    </a>\n",
     "  </td>\n",
+    "  <td>\n",
+    "    <a href=\"https://console.cloud.google.com/bigquery/import?url=https://github.com/googleapis/python-bigquery-dataframes/blob/main/notebooks/remote_functions/remote_function_vertex_claude_model.ipynb\">\n",
+    "      <img src=\"https://encrypted-tbn0.gstatic.com/images?q=tbn:ANd9GcTW1gvOovVlbZAIZylUtf5Iu8-693qS1w5NJw&s\" alt=\"BQ logo\" width=\"35\">\n",
+    "      Open in BQ Studio\n",
+    "    </a>\n",
+    "  </td>\n",
     "</table>"
    ]
   },
diff --git a/notebooks/visualization/bq_dataframes_covid_line_graphs.ipynb b/notebooks/visualization/bq_dataframes_covid_line_graphs.ipynb
index 66a35d0046..c3b4c8e616 100644
--- a/notebooks/visualization/bq_dataframes_covid_line_graphs.ipynb
+++ b/notebooks/visualization/bq_dataframes_covid_line_graphs.ipynb
@@ -44,6 +44,12 @@
         "      View on GitHub\n",
         "    </a>\n",
         "  </td>\n",
+        "  <td>\n",
+        "    <a href=\"https://console.cloud.google.com/bigquery/import?url=https://github.com/googleapis/python-bigquery-dataframes/tree/main/notebooks/dataframes/bq_dataframes_covid_line_graphs.ipynb\">\n",
+        "      <img src=\"https://encrypted-tbn0.gstatic.com/images?q=tbn:ANd9GcTW1gvOovVlbZAIZylUtf5Iu8-693qS1w5NJw&s\" alt=\"BQ logo\" width=\"35\">\n",
+        "      Open in BQ Studio\n",
+        "    </a>\n",
+        "  </td>\n",
         "</table>"
       ]
     },