diff --git a/docs/recipes/recipe05.ipynb b/docs/recipes/recipe05.ipynb
index 802abf1e0..90619e6af 100644
--- a/docs/recipes/recipe05.ipynb
+++ b/docs/recipes/recipe05.ipynb
@@ -59,29 +59,27 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "2018_REFORM1_iitax_rev($B)= 1422.968\n",
-      "2018_REFORM2_iitax_rev($B)= 1272.649\n",
+      "2018_REFORM1_iitax_rev($B)= 1490.621\n",
+      "2018_REFORM2_iitax_rev($B)= 1318.628\n",
       "\n",
       "Extract of 2018 income-tax difference table by expanded-income decile\n",
       "(taxfall is count of funits with cut in income tax in reform 2 vs 1)\n",
       "(taxrise is count of funits with rise in income tax in reform 2 vs 1)\n",
-      "        funits(#m)  taxfall(#m)  taxrise(#m)  agg_diff($b)  mean_diff($)  aftertax_income_diff(%)\n",
-      "0-10n         0.07         0.00         0.00         0.006          94.0                      0.0\n",
-      "0-10z        15.87         0.00         0.01        -0.000          -0.0                    -10.1\n",
-      "0-10p         0.34         0.00         0.00         0.000           0.0                      0.0\n",
-      "10-20        16.29         1.08         0.68        -0.075          -4.6                      0.1\n",
-      "20-30        16.29         9.95         2.66        -1.531         -94.0                      0.6\n",
-      "30-40        16.29        12.77         2.12        -3.741        -229.7                      1.0\n",
-      "40-50        16.29        13.55         2.17        -7.217        -443.1                      1.5\n",
-      "50-60        16.29        13.78         2.22       -10.153        -623.4                      1.6\n",
-      "60-70        16.28        13.64         2.45       -12.430        -763.3                      1.5\n",
-      "70-80        16.29        14.00         2.13       -16.511       -1013.7                      1.5\n",
-      "80-90        16.29        13.84         2.35       -23.084       -1417.4                      1.4\n",
-      "90-100       16.29        14.54         1.71       -75.584       -4640.8                      2.1\n",
-      "ALL         162.86       107.16        18.49      -150.319        -923.0                      1.7\n",
-      "90-95         8.14         7.15         0.96       -18.297       -2246.9                      1.6\n",
-      "95-99         6.51         5.97         0.54       -34.982       -5369.6                      2.5\n",
-      "Top 1%        1.63         1.42         0.20       -22.305      -13695.2                      2.1\n"
+      "           funits(#m) taxfall(#m) taxrise(#m) agg_diff($b) mean_diff($) aftertax_income_diff(%)\n",
+      "<$0K         0.139124           0           0            0            0                       0\n",
+      "=$0K           29.361  0.00398284  0.00256599 -0.000287359  -0.00978711                -10.9947\n",
+      "$0-10K        32.6342      2.4395     1.48106    -0.192404     -5.89577                0.153202\n",
+      "$10-20K       21.2155     11.4005     3.74961     -1.57495     -74.2359                0.523949\n",
+      "$20-30K       18.4881     13.4157     3.11783     -3.83301     -207.323                0.911481\n",
+      "$30-40K       16.8463     13.3099     2.78059     -7.11432     -422.308                 1.39848\n",
+      "$40-50K       13.3335     11.0923     1.91614     -8.32639     -624.471                 1.66377\n",
+      "$50-75K       22.9225     20.2617     2.36473     -20.2522     -883.508                 1.78165\n",
+      "$75-100K      13.7307     12.3925      1.2298     -16.2928      -1186.6                 1.73044\n",
+      "$100-200K     21.7543     19.7221     1.93615     -41.9197     -1926.96                  1.8326\n",
+      "$200-500K     7.84776     7.23654    0.604507     -43.9066     -5594.79                 2.66207\n",
+      "$500-1000K    1.14915     1.07263   0.0765177     -15.3413     -13350.1                 2.85443\n",
+      ">$1000K      0.514758    0.428676   0.0860823     -13.2397     -25720.2                 1.98472\n",
+      "ALL           199.937     112.776     19.3456     -171.994      -860.24                 1.89689\n"
      ]
     }
    ],
@@ -200,7 +198,7 @@
     "iitax_rev2 = calc2.weighted_total('iitax')\n",
     "\n",
     "# construct reform-vs-baseline difference table with results for income deciles\n",
-    "diff_table = calc1.difference_table(calc2, 'weighted_deciles', 'iitax')\n",
+    "diff_table = calc1.difference_table(calc2, 'standard_income_bins', 'iitax')\n",
     "assert isinstance(diff_table, pd.DataFrame)\n",
     "diff_extract = pd.DataFrame()\n",
     "dif_colnames = ['count', 'tax_cut', 'tax_inc',\n",
@@ -246,7 +244,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.7.7"
+   "version": "3.6.7"
   },
   "title": "Recipe 5: Redefining Expanded Income"
  },