diff --git a/docs/cudf/source/user_guide/10min-cudf-cupy.ipynb b/docs/cudf/source/user_guide/10min-cudf-cupy.ipynb
index 0985291f3c2..169eec07914 100644
--- a/docs/cudf/source/user_guide/10min-cudf-cupy.ipynb
+++ b/docs/cudf/source/user_guide/10min-cudf-cupy.ipynb
@@ -45,9 +45,23 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "44.1 µs ± 689 ns per loop (mean ± std. dev. of 7 runs, 10000 loops each)\n",
-      "209 µs ± 2.77 µs per loop (mean ± std. dev. of 7 runs, 1000 loops each)\n",
-      "208 µs ± 3.14 µs per loop (mean ± std. dev. of 7 runs, 1000 loops each)\n"
+      "158 µs ± 306 ns per loop (mean ± std. dev. of 7 runs, 10000 loops each)\n",
+      "419 µs ± 149 ns per loop (mean ± std. dev. of 7 runs, 1000 loops each)\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/opt/conda/envs/rapids/lib/python3.7/site-packages/cudf/core/dataframe.py:3044: FutureWarning: The as_gpu_matrix method will be removed in a future cuDF release. Consider using `to_cupy` instead.\n",
+      "  FutureWarning,\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "339 µs ± 282 ns per loop (mean ± std. dev. of 7 runs, 1000 loops each)\n"
      ]
     }
    ],
@@ -117,9 +131,9 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "22.1 µs ± 518 ns per loop (mean ± std. dev. of 7 runs, 10000 loops each)\n",
-      "58.3 µs ± 647 ns per loop (mean ± std. dev. of 7 runs, 10000 loops each)\n",
-      "80.2 µs ± 647 ns per loop (mean ± std. dev. of 7 runs, 10000 loops each)\n"
+      "45.4 µs ± 63.9 ns per loop (mean ± std. dev. of 7 runs, 10000 loops each)\n",
+      "127 µs ± 351 ns per loop (mean ± std. dev. of 7 runs, 10000 loops each)\n",
+      "135 µs ± 5.24 µs per loop (mean ± std. dev. of 7 runs, 10000 loops each)\n"
      ]
     }
    ],
@@ -256,7 +270,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "13.1 ms ± 193 µs per loop (mean ± std. dev. of 7 runs, 100 loops each)\n"
+      "15.5 ms ± 7.55 µs per loop (mean ± std. dev. of 7 runs, 100 loops each)\n"
      ]
     }
    ],
@@ -510,7 +524,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "4.9 ms ± 26.4 µs per loop (mean ± std. dev. of 7 runs, 100 loops each)\n"
+      "7.26 ms ± 3.32 µs per loop (mean ± std. dev. of 7 runs, 100 loops each)\n"
      ]
     }
    ],
@@ -530,7 +544,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "5.1 ms ± 23.3 µs per loop (mean ± std. dev. of 7 runs, 100 loops each)\n"
+      "4.87 ms ± 2.08 µs per loop (mean ± std. dev. of 7 runs, 100 loops each)\n"
      ]
     }
    ],
@@ -1139,135 +1153,135 @@
        "      <th>0</th>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>0.000000</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
+       "      <td>4.704433</td>\n",
        "      <td>0.0</td>\n",
+       "      <td>0.000000</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.00000</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>16.822959</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.0</td>\n",
+       "      <td>-1.162275</td>\n",
+       "      <td>0.000000</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>0.000000</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
+       "      <td>0.000000</td>\n",
        "      <td>0.0</td>\n",
+       "      <td>0.000000</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.00000</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>0.000000</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>0.000000</td>\n",
+       "      <td>11.460403</td>\n",
        "      <td>0.0</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>6.618972</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
+       "      <td>0.000000</td>\n",
        "      <td>0.0</td>\n",
+       "      <td>0.000000</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>2.25678</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>0.000000</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.0</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.407392</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>0.000000</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
+       "      <td>0.000000</td>\n",
        "      <td>0.0</td>\n",
+       "      <td>0.000000</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.00000</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>0.000000</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>2.715802</td>\n",
+       "      <td>0.000000</td>\n",
        "      <td>0.0</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>0.000000</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
+       "      <td>0.000000</td>\n",
        "      <td>0.0</td>\n",
+       "      <td>8.299425</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>4.296568</td>\n",
-       "      <td>0.00000</td>\n",
+       "      <td>2.096401</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>0.000000</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.0</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>4.865495</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "text/plain": [
-       "    a0   a1        a2   a3   a4   a5   a6   a7   a8   a9       a10      a11  \\\n",
-       "0  0.0  0.0  0.000000  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.000000  0.00000   \n",
-       "1  0.0  0.0  0.000000  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.000000  0.00000   \n",
-       "2  0.0  0.0  6.618972  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.000000  2.25678   \n",
-       "3  0.0  0.0  0.000000  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.000000  0.00000   \n",
-       "4  0.0  0.0  0.000000  0.0  0.0  0.0  0.0  0.0  0.0  0.0  4.296568  0.00000   \n",
+       "    a0   a1   a2   a3   a4        a5   a6        a7   a8   a9  a10       a11  \\\n",
+       "0  0.0  0.0  0.0  0.0  0.0  4.704433  0.0  0.000000  0.0  0.0  0.0  0.000000   \n",
+       "1  0.0  0.0  0.0  0.0  0.0  0.000000  0.0  0.000000  0.0  0.0  0.0  0.000000   \n",
+       "2  0.0  0.0  0.0  0.0  0.0  0.000000  0.0  0.000000  0.0  0.0  0.0  0.000000   \n",
+       "3  0.0  0.0  0.0  0.0  0.0  0.000000  0.0  0.000000  0.0  0.0  0.0  0.000000   \n",
+       "4  0.0  0.0  0.0  0.0  0.0  0.000000  0.0  8.299425  0.0  0.0  0.0  2.096401   \n",
        "\n",
-       "   a12        a13  a14       a15  a16  a17  a18       a19  \n",
-       "0  0.0  16.822959  0.0  0.000000  0.0  0.0  0.0  0.000000  \n",
-       "1  0.0   0.000000  0.0  0.000000  0.0  0.0  0.0  0.000000  \n",
-       "2  0.0   0.000000  0.0  0.000000  0.0  0.0  0.0  0.000000  \n",
-       "3  0.0   0.000000  0.0  2.715802  0.0  0.0  0.0  0.000000  \n",
-       "4  0.0   0.000000  0.0  0.000000  0.0  0.0  0.0  4.865495  "
+       "   a12  a13        a14  a15       a16       a17  a18  a19  \n",
+       "0  0.0  0.0   0.000000  0.0 -1.162275  0.000000  0.0  0.0  \n",
+       "1  0.0  0.0  11.460403  0.0  0.000000  0.000000  0.0  0.0  \n",
+       "2  0.0  0.0   0.000000  0.0  0.000000  0.407392  0.0  0.0  \n",
+       "3  0.0  0.0   0.000000  0.0  0.000000  0.000000  0.0  0.0  \n",
+       "4  0.0  0.0   0.000000  0.0  0.000000  0.000000  0.0  0.0  "
       ]
      },
      "execution_count": 20,
@@ -1285,19 +1299,66 @@
    "metadata": {},
    "outputs": [
     {
-     "data": {
-      "text/plain": [
-       "<cupyx.scipy.sparse.csc.csc_matrix at 0x7f25e49466a0>"
-      ]
-     },
-     "execution_count": 21,
-     "metadata": {},
-     "output_type": "execute_result"
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "  (41, 0)\t8.237732918475851\n",
+      "  (49, 0)\t-4.161219849238402\n",
+      "  (70, 0)\t-1.646588718395583\n",
+      "  (80, 0)\t11.607048248828713\n",
+      "  (81, 0)\t11.387095517746493\n",
+      "  (105, 0)\t4.059008225609349\n",
+      "  (107, 0)\t9.299030876304984\n",
+      "  (108, 0)\t10.652087054434446\n",
+      "  (127, 0)\t2.442578989241219\n",
+      "  (133, 0)\t-0.7674141633646347\n",
+      "  (135, 0)\t-6.091151515788713\n",
+      "  (145, 0)\t2.968949150266586\n",
+      "  (148, 0)\t5.649147779687932\n",
+      "  (158, 0)\t7.7809955768930745\n",
+      "  (166, 0)\t5.801884262747882\n",
+      "  (175, 0)\t7.3205065025042\n",
+      "  (181, 0)\t13.704683370645277\n",
+      "  (204, 0)\t15.915619596241733\n",
+      "  (207, 0)\t-0.2205888963107494\n",
+      "  (209, 0)\t3.565578265020142\n",
+      "  (215, 0)\t4.1493767841754154\n",
+      "  (231, 0)\t3.4286524053271803\n",
+      "  (233, 0)\t6.021200022977307\n",
+      "  (241, 0)\t4.247163658236771\n",
+      "  (249, 0)\t1.8502158424149273\n",
+      "  :\t:\n",
+      "  (9729, 19)\t7.226429647432215\n",
+      "  (9762, 19)\t-0.6042314722021014\n",
+      "  (9764, 19)\t-1.4827372788735615\n",
+      "  (9769, 19)\t4.140245505599609\n",
+      "  (9776, 19)\t-0.3441145182655059\n",
+      "  (9781, 19)\t-0.235562982602191\n",
+      "  (9782, 19)\t2.1458765970993223\n",
+      "  (9791, 19)\t7.219427633840467\n",
+      "  (9803, 19)\t6.6874487362355115\n",
+      "  (9807, 19)\t5.1769501512294465\n",
+      "  (9823, 19)\t-1.1040045399744103\n",
+      "  (9828, 19)\t3.074156937033751\n",
+      "  (9849, 19)\t0.4663962936122451\n",
+      "  (9851, 19)\t10.302861735090476\n",
+      "  (9862, 19)\t1.9377857550195872\n",
+      "  (9893, 19)\t8.991541850619656\n",
+      "  (9896, 19)\t-0.9003118390325282\n",
+      "  (9919, 19)\t2.4984693551284587\n",
+      "  (9934, 19)\t1.6161057487404191\n",
+      "  (9944, 19)\t6.063387997554039\n",
+      "  (9945, 19)\t11.038782286791717\n",
+      "  (9954, 19)\t13.750186699958661\n",
+      "  (9979, 19)\t0.9225731640357893\n",
+      "  (9995, 19)\t-1.775155437069923\n",
+      "  (9998, 19)\t12.265785237649636\n"
+     ]
     }
    ],
    "source": [
     "sparse_data = cudf_to_cupy_sparse_matrix(df)\n",
-    "sparse_data"
+    "print(sparse_data)"
    ]
   },
   {
@@ -1326,7 +1387,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.8.6"
+   "version": "3.7.12"
   }
  },
  "nbformat": 4,