From 09d0b28728d5dbaece7f41c0cced55693d555d74 Mon Sep 17 00:00:00 2001 From: jdebacker Date: Fri, 1 Oct 2021 22:06:07 -0400 Subject: [PATCH] update doc strings to make description of plots more clear --- ccc/calculator.py | 13 +- docs/book/content/examples/PSL_demo.ipynb | 907 ++++++++++++---------- 2 files changed, 508 insertions(+), 412 deletions(-) diff --git a/ccc/calculator.py b/ccc/calculator.py index e494d717..c330d3fd 100644 --- a/ccc/calculator.py +++ b/ccc/calculator.py @@ -1113,7 +1113,14 @@ def bubble_widget(self, calc, output_variable='mettr', include_land=False, include_inventories=False, include_IP=False): ''' - Create a bubble plot widget. + Create a bubble plot widget. The x-axis shows the value of the + output variable, the y are groups (e.g., asset type or industry). + The widget allows for one to click buttons to view the values for + different output variables, choose to look at the baseline + policy values, the reform policy values, or the difference, + switch between values for the corporate and non-corporate + sector. The bubbles' size represent the total assets of a + specific type. Args: calc (CCC Calculator object): calc represents the reform @@ -1429,7 +1436,9 @@ def asset_bubble(self, calc, output_variable='mettr_mix', include_inventories=False, include_land=False, include_IP=False, include_title=False, path=''): ''' - Create a bubble plot. + Create a bubble plot showing the value of the output variable + along the x-axis, asset type groupings on the y-axis, and + bubbles whose size represent the total assets of a specific type. Args: calc (CCC Calculator object): calc represents the reform diff --git a/docs/book/content/examples/PSL_demo.ipynb b/docs/book/content/examples/PSL_demo.ipynb index 2867c707..69dc31c9 100644 --- a/docs/book/content/examples/PSL_demo.ipynb +++ b/docs/book/content/examples/PSL_demo.ipynb @@ -265,7 +265,7 @@ " document.body.appendChild(element);\n", " }\n", "\n", - " const hashes = {\"https://cdn.bokeh.org/bokeh/release/bokeh-2.3.0.min.js\": \"HjagQp6T0/7bxYTAXbLotF1MLAGWmhkY5siA1Gc/pcEgvgRPtMsRn0gQtMwGKiw1\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.3.0.min.js\": \"ZEPPTjL+mdyqgIq+/pl9KTwzji8Kow2NnI3zWY8+sFinWP/SYJ80BnfeJsa45iYj\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.3.0.min.js\": \"exLqv2ACDRIaV7ZK1iL8aGzGYQvKVuT3U2CT7FsQREBxRah6JrkVCoFy0koY1YqV\"};\n", + " const hashes = {\"https://cdn.bokeh.org/bokeh/release/bokeh-2.3.3.min.js\": \"dM3QQsP+wXdHg42wTqW85BjZQdLNNIXqlPw/BgKoExPmTG7ZLML4EGqLMfqHT6ON\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.3.3.min.js\": \"8x57I4YuIfu8XyZfFo0XVr2WAT8EK4rh/uDe3wF7YuW2FNUSNEpJbsPaB1nJ2fz2\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.3.3.min.js\": \"3QTqdz9LyAm2i0sG5XTePsHec3UHWwVsrOL68SYRoAXsafvfAyqtQ+h440+qIBhS\"};\n", "\n", " for (let i = 0; i < js_urls.length; i++) {\n", " const url = js_urls[i];\n", @@ -290,7 +290,7 @@ " }\n", "\n", " \n", - " var js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.3.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.3.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.3.0.min.js\"];\n", + " var js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.3.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.3.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.3.3.min.js\"];\n", " var css_urls = [];\n", " \n", "\n", @@ -336,7 +336,7 @@ " }\n", "}(window));" ], - "application/vnd.bokehjs_load.v0+json": "\n(function(root) {\n function now() {\n return new Date();\n }\n\n var force = true;\n\n if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n root._bokeh_onload_callbacks = [];\n root._bokeh_is_loading = undefined;\n }\n\n \n\n \n if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n root._bokeh_timeout = Date.now() + 5000;\n root._bokeh_failed_load = false;\n }\n\n var NB_LOAD_WARNING = {'data': {'text/html':\n \"
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"Calculator year = 2021\n", - "year: 2021\n", - "{'tau_nc': array([0.19853692]), 'tau_div': array([0.16934824]), 'tau_int': array([0.31774926]), 'tau_scg': array([0.27926113]), 'tau_lcg': array([0.17928035]), 'tau_td': array([0.19828216]), 'tau_h': array([0.04672513])}\n" + "Calculator year = 2022\n", + "year: 2022\n", + "{'tau_nc': array([0.20291415]), 'tau_div': array([0.17179479]), 'tau_int': array([0.31126241]), 'tau_scg': array([0.2836037]), 'tau_lcg': array([0.18346882]), 'tau_td': array([0.20469421]), 'tau_h': array([0.03877468])}\n" ] }, { "data": { "text/plain": [ - "{'c': array([0.21]), 'nc': array([0.19853692])}" + "{'c': array([0.21]), 'nc': array([0.20291415])}" ] }, "execution_count": 3, @@ -897,51 +897,51 @@ " \n", " 0\n", " Overall\n", - " 17.317933\n", - " 25.271478\n", - " 7.953545\n", + " 17.385422\n", + " 25.403326\n", + " 8.017904\n", " \n", " \n", " 1\n", " Corporations\n", - " 17.403456\n", - " 28.013370\n", - " 10.609914\n", + " 17.428895\n", + " 28.035541\n", + " 10.606646\n", " \n", " \n", " 2\n", " Equity Financed\n", - " 20.151026\n", - " 34.154716\n", - " 14.003691\n", + " 20.321015\n", + " 34.294894\n", + " 13.973878\n", " \n", " \n", " 3\n", " Debt Financed\n", - " 7.177398\n", - " -1.761479\n", - " -8.938877\n", + " 6.660793\n", + " -2.327833\n", + " -8.988626\n", " \n", " \n", " 4\n", " Pass-Through Entities\n", - " 18.740597\n", - " 23.159209\n", - " 4.418612\n", + " 18.812173\n", + " 23.397810\n", + " 4.585637\n", " \n", " \n", " 5\n", " Equity Financed\n", - " 16.793315\n", - " 22.521142\n", - " 5.727826\n", + " 17.178244\n", + " 23.098247\n", + " 5.920003\n", " \n", " \n", " 6\n", " Debt Financed\n", - " 26.246776\n", - " 25.925342\n", - " -0.321433\n", + " 25.163912\n", + " 24.787343\n", + " -0.376569\n", " \n", " \n", "\n", @@ -958,31 +958,31 @@ "6 Debt Financed \n", "\n", " Marginal Effective Total Tax Rate Under Baseline Policy \\\n", - "0 17.317933 \n", - "1 17.403456 \n", - "2 20.151026 \n", - "3 7.177398 \n", - "4 18.740597 \n", - "5 16.793315 \n", - "6 26.246776 \n", + "0 17.385422 \n", + "1 17.428895 \n", + "2 20.321015 \n", + "3 6.660793 \n", + "4 18.812173 \n", + "5 17.178244 \n", + "6 25.163912 \n", "\n", " Marginal Effective Total Tax Rate Under Reform Policy \\\n", - "0 25.271478 \n", - "1 28.013370 \n", - "2 34.154716 \n", - "3 -1.761479 \n", - "4 23.159209 \n", - "5 22.521142 \n", - "6 25.925342 \n", + "0 25.403326 \n", + "1 28.035541 \n", + "2 34.294894 \n", + "3 -2.327833 \n", + "4 23.397810 \n", + "5 23.098247 \n", + "6 24.787343 \n", "\n", " Change from Baseline (pp) \n", - "0 7.953545 \n", - "1 10.609914 \n", - "2 14.003691 \n", - "3 -8.938877 \n", - "4 4.418612 \n", - "5 5.727826 \n", - "6 -0.321433 " + "0 8.017904 \n", + "1 10.606646 \n", + "2 13.973878 \n", + "3 -8.988626 \n", + "4 4.585637 \n", + "5 5.920003 \n", + "6 -0.376569 " ] }, "execution_count": 8, @@ -1038,9 +1038,9 @@ " \n", " 0\n", " Overall\n", - " 5.653144\n", - " 6.254822\n", - " 0.601678\n", + " 5.656019\n", + " 6.263947\n", + " 0.607928\n", " \n", " \n", " 1\n", @@ -1066,23 +1066,23 @@ " \n", " 4\n", " Pass-Through Entities\n", - " 5.646166\n", - " 5.970840\n", - " 0.324674\n", + " 5.652469\n", + " 5.990843\n", + " 0.338374\n", " \n", " \n", " 5\n", " Equity Financed\n", - " 6.306033\n", - " 6.772223\n", - " 0.466190\n", + " 6.321854\n", + " 6.808519\n", + " 0.486665\n", " \n", " \n", " 6\n", " Debt Financed\n", - " 4.033216\n", - " 4.015715\n", - " -0.017501\n", + " 4.016359\n", + " 3.996250\n", + " -0.020109\n", " \n", " \n", "\n", @@ -1090,22 +1090,22 @@ ], "text/plain": [ " Cost of Capital Under Baseline Policy \\\n", - "0 Overall 5.653144 \n", + "0 Overall 5.656019 \n", "1 Corporations 5.658997 \n", "2 Equity Financed 6.571207 \n", "3 Debt Financed 3.723999 \n", - "4 Pass-Through Entities 5.646166 \n", - "5 Equity Financed 6.306033 \n", - "6 Debt Financed 4.033216 \n", + "4 Pass-Through Entities 5.652469 \n", + "5 Equity Financed 6.321854 \n", + "6 Debt Financed 4.016359 \n", "\n", " Cost of Capital Under Reform Policy Change from Baseline (pp) \n", - "0 6.254822 0.601678 \n", + "0 6.263947 0.607928 \n", "1 6.493061 0.834064 \n", "2 7.968742 1.397536 \n", "3 3.396877 -0.327121 \n", - "4 5.970840 0.324674 \n", - "5 6.772223 0.466190 \n", - "6 4.015715 -0.017501 " + "4 5.990843 0.338374 \n", + "5 6.808519 0.486665 \n", + "6 3.996250 -0.020109 " ] }, "execution_count": 9, @@ -1178,93 +1178,93 @@ " \n", " 0\n", " Overall\n", - " 17.317933\n", - " 25.271478\n", - " 7.953545\n", + " 17.385422\n", + " 25.403326\n", + " 8.017904\n", " \n", " \n", " 1\n", " Corporate\n", - " 17.403456\n", - " 28.013370\n", - " 10.609914\n", + " 17.428895\n", + " 28.035541\n", + " 10.606646\n", " \n", " \n", " 2\n", " Equipment\n", - " 6.349461\n", - " 22.174338\n", - " 15.824877\n", + " 6.378304\n", + " 22.198307\n", + " 15.820003\n", " \n", " \n", " 3\n", " Structures\n", - " 18.054681\n", - " 27.562823\n", - " 9.508142\n", + " 18.079919\n", + " 27.585133\n", + " 9.505214\n", " \n", " \n", " 4\n", " Intellectual Property\n", - " 6.349461\n", - " 10.887374\n", - " 4.537913\n", + " 6.378304\n", + " 10.914820\n", + " 4.536516\n", " \n", " \n", " 5\n", " Inventories\n", - " 28.921623\n", - " 39.701447\n", - " 10.779824\n", + " 28.943514\n", + " 39.720019\n", + " 10.776504\n", " \n", " \n", " 6\n", " Land\n", - " 26.016074\n", - " 35.609776\n", - " 9.593702\n", + " 26.038860\n", + " 35.629608\n", + " 9.590748\n", " \n", " \n", " 7\n", " Pass-through\n", - " 18.740597\n", - " 23.159209\n", - " 4.418612\n", + " 18.812173\n", + " 23.397810\n", + " 4.585637\n", " \n", " \n", " 8\n", " Equipment\n", - " 2.317353\n", - " 14.820627\n", - " 12.503275\n", + " 1.948677\n", + " 14.897821\n", + " 12.949144\n", " \n", " \n", " 9\n", " Structures\n", - " 17.399032\n", - " 21.299206\n", - " 3.900174\n", + " 17.439967\n", + " 21.502642\n", + " 4.062675\n", " \n", " \n", " 10\n", " Intellectual Property\n", - " 2.317353\n", - " 6.224794\n", - " 3.907441\n", + " 1.948677\n", + " 6.085711\n", + " 4.137034\n", " \n", " \n", " 11\n", " Inventories\n", - " 24.824284\n", - " 29.027732\n", - " 4.203447\n", + " 25.029232\n", + " 29.369039\n", + " 4.339807\n", " \n", " \n", " 12\n", " Land\n", - " 21.710965\n", - " 25.394339\n", - " 3.683374\n", + " 21.844677\n", + " 25.670063\n", + " 3.825386\n", " \n", " \n", "\n", @@ -1287,49 +1287,49 @@ "12 Land \n", "\n", " Marginal Effective Total Tax Rate Under Baseline Policy \\\n", - "0 17.317933 \n", - "1 17.403456 \n", - "2 6.349461 \n", - "3 18.054681 \n", - "4 6.349461 \n", - "5 28.921623 \n", - "6 26.016074 \n", - "7 18.740597 \n", - "8 2.317353 \n", - "9 17.399032 \n", - "10 2.317353 \n", - "11 24.824284 \n", - "12 21.710965 \n", + "0 17.385422 \n", + "1 17.428895 \n", + "2 6.378304 \n", + "3 18.079919 \n", + "4 6.378304 \n", + "5 28.943514 \n", + "6 26.038860 \n", + "7 18.812173 \n", + "8 1.948677 \n", + "9 17.439967 \n", + "10 1.948677 \n", + "11 25.029232 \n", + "12 21.844677 \n", "\n", " Marginal Effective Total Tax Rate Under Reform Policy \\\n", - "0 25.271478 \n", - "1 28.013370 \n", - "2 22.174338 \n", - "3 27.562823 \n", - "4 10.887374 \n", - "5 39.701447 \n", - "6 35.609776 \n", - "7 23.159209 \n", - "8 14.820627 \n", - "9 21.299206 \n", - "10 6.224794 \n", - "11 29.027732 \n", - "12 25.394339 \n", + "0 25.403326 \n", + "1 28.035541 \n", + "2 22.198307 \n", + "3 27.585133 \n", + "4 10.914820 \n", + "5 39.720019 \n", + "6 35.629608 \n", + "7 23.397810 \n", + "8 14.897821 \n", + "9 21.502642 \n", + "10 6.085711 \n", + "11 29.369039 \n", + "12 25.670063 \n", "\n", " Change from Baseline (pp) \n", - "0 7.953545 \n", - "1 10.609914 \n", - "2 15.824877 \n", - "3 9.508142 \n", - "4 4.537913 \n", - "5 10.779824 \n", - "6 9.593702 \n", - "7 4.418612 \n", - "8 12.503275 \n", - "9 3.900174 \n", - "10 3.907441 \n", - "11 4.203447 \n", - "12 3.683374 " + "0 8.017904 \n", + "1 10.606646 \n", + "2 15.820003 \n", + "3 9.505214 \n", + "4 4.536516 \n", + "5 10.776504 \n", + "6 9.590748 \n", + "7 4.585637 \n", + "8 12.949144 \n", + "9 4.062675 \n", + "10 4.137034 \n", + "11 4.339807 \n", + "12 3.825386 " ] }, "execution_count": 11, @@ -1378,289 +1378,289 @@ " \n", " 0\n", " Overall\n", - " 17.317933\n", - " 25.271478\n", - " 7.953545\n", + " 17.385422\n", + " 25.403326\n", + " 8.017904\n", " \n", " \n", " 1\n", " Corporate\n", - " 17.403456\n", - " 28.013370\n", - " 10.609914\n", + " 17.428895\n", + " 28.035541\n", + " 10.606646\n", " \n", " \n", " 2\n", " Agriculture, forestry, fishing, and hunting\n", - " 18.273600\n", - " 30.600296\n", - " 12.326695\n", + " 18.298771\n", + " 30.621670\n", + " 12.322899\n", " \n", " \n", " 3\n", " Mining\n", - " 9.328054\n", - " 17.620838\n", - " 8.292784\n", + " 9.355980\n", + " 17.646210\n", + " 8.290230\n", " \n", " \n", " 4\n", " Utilities\n", - " 7.375318\n", - " 19.774111\n", - " 12.398793\n", + " 7.403845\n", + " 19.798819\n", + " 12.394974\n", " \n", " \n", " 5\n", " Construction\n", - " 18.813672\n", - " 30.327782\n", - " 11.514110\n", + " 18.838676\n", + " 30.349240\n", + " 11.510564\n", " \n", " \n", " 6\n", " Manufacturing\n", - " 17.700247\n", - " 26.808209\n", - " 9.107962\n", + " 17.725594\n", + " 26.830751\n", + " 9.105157\n", " \n", " \n", " 7\n", " Wholesale trade\n", - " 23.164795\n", - " 34.253593\n", - " 11.088798\n", + " 23.188460\n", + " 34.273842\n", + " 11.085383\n", " \n", " \n", " 8\n", " Retail trade\n", - " 24.156140\n", - " 34.669912\n", - " 10.513772\n", + " 24.179499\n", + " 34.690033\n", + " 10.510534\n", " \n", " \n", " 9\n", " Transportation and warehousing\n", - " 10.611761\n", - " 20.368946\n", - " 9.757185\n", + " 10.639291\n", + " 20.393471\n", + " 9.754180\n", " \n", " \n", " 10\n", " Information\n", - " 10.006523\n", - " 24.516343\n", - " 14.509820\n", + " 10.034240\n", + " 24.539591\n", + " 14.505351\n", " \n", " \n", " 11\n", " Finance and insurance\n", - " 18.348460\n", - " 30.243393\n", - " 11.894933\n", + " 18.373608\n", + " 30.264878\n", + " 11.891270\n", " \n", " \n", " 12\n", " Real estate and rental and leasing\n", - " 24.063695\n", - " 33.701100\n", - " 9.637405\n", + " 24.087083\n", + " 33.721519\n", + " 9.634436\n", " \n", " \n", " 13\n", " Professional, scientific, and technical ser...\n", - " 14.240180\n", - " 25.380191\n", - " 11.140010\n", + " 14.266593\n", + " 25.403173\n", + " 11.136579\n", " \n", " \n", " 14\n", " Management of companies and enterprises\n", - " 22.153173\n", - " 32.227632\n", - " 10.074458\n", + " 22.177149\n", + " 32.248505\n", + " 10.071355\n", " \n", " \n", " 15\n", " Administrative and waste management services\n", - " 13.943203\n", - " 26.492648\n", - " 12.549445\n", + " 13.969707\n", + " 26.515287\n", + " 12.545580\n", " \n", " \n", " 16\n", " Educational services\n", - " 22.155293\n", - " 31.592739\n", - " 9.437447\n", + " 22.179268\n", + " 31.613808\n", + " 9.434540\n", " \n", " \n", " 17\n", " Health care and social assistance\n", - " 20.292933\n", - " 30.811341\n", - " 10.518408\n", + " 20.317482\n", + " 30.832650\n", + " 10.515168\n", " \n", " \n", " 18\n", " Arts, entertainment, and recreation\n", - " 15.187464\n", - " 26.303776\n", - " 11.116313\n", + " 15.213585\n", + " 26.326474\n", + " 11.112889\n", " \n", " \n", " 19\n", " Accommodation and food services\n", - " 23.742863\n", - " 34.074877\n", - " 10.332014\n", + " 23.766349\n", + " 34.095181\n", + " 10.328832\n", " \n", " \n", " 20\n", " Other services, except government\n", - " 20.497893\n", - " 29.777756\n", - " 9.279864\n", + " 20.522378\n", + " 29.799384\n", + " 9.277005\n", " \n", " \n", " 21\n", " Pass-through\n", - " 18.740597\n", - " 23.159209\n", - " 4.418612\n", + " 18.812173\n", + " 23.397810\n", + " 4.585637\n", " \n", " \n", " 22\n", " Agriculture, forestry, fishing, and hunting\n", - " 15.868232\n", - " 22.298714\n", - " 6.430482\n", + " 15.876157\n", + " 22.523466\n", + " 6.647308\n", " \n", " \n", " 23\n", " Mining\n", - " 5.543429\n", - " 11.664037\n", - " 6.120608\n", + " 5.274190\n", + " 11.663757\n", + " 6.389567\n", " \n", " \n", " 24\n", " Utilities\n", - " 3.613537\n", - " 13.136790\n", - " 9.523253\n", + " 3.285505\n", + " 13.167828\n", + " 9.882323\n", " \n", " \n", " 25\n", " Construction\n", - " 16.073045\n", - " 21.888918\n", - " 5.815873\n", + " 16.084501\n", + " 22.106145\n", + " 6.021644\n", " \n", " \n", " 26\n", " Manufacturing\n", - " 14.237288\n", - " 19.002495\n", - " 4.765207\n", + " 14.207660\n", + " 19.167293\n", + " 4.959633\n", " \n", " \n", " 27\n", " Wholesale trade\n", - " 20.922119\n", - " 25.868283\n", - " 4.946165\n", + " 21.047185\n", + " 26.159069\n", + " 5.111883\n", " \n", " \n", " 28\n", " Retail trade\n", - " 21.147135\n", - " 25.763507\n", - " 4.616372\n", + " 21.275141\n", + " 26.050928\n", + " 4.775787\n", " \n", " \n", " 29\n", " Transportation and warehousing\n", - " 7.045808\n", - " 14.073382\n", - " 7.027574\n", + " 6.820432\n", + " 14.128465\n", + " 7.308033\n", " \n", " \n", " 30\n", " Information\n", - " 6.234017\n", - " 16.932997\n", - " 10.698980\n", + " 5.985239\n", + " 17.050742\n", + " 11.065503\n", " \n", " \n", " 31\n", " Finance and insurance\n", - " 18.187951\n", - " 23.374343\n", - " 5.186392\n", + " 18.248503\n", + " 23.618762\n", + " 5.370259\n", " \n", " \n", " 32\n", " Real estate and rental and leasing\n", - " 20.757475\n", - " 24.465670\n", - " 3.708195\n", + " 20.871296\n", + " 24.725673\n", + " 3.854377\n", " \n", " \n", " 33\n", " Professional, scientific, and technical ser...\n", - " 10.111995\n", - " 17.174251\n", - " 7.062256\n", + " 9.972917\n", + " 17.301080\n", + " 7.328162\n", " \n", " \n", " 34\n", " Management of companies and enterprises\n", - " 17.859794\n", - " 22.627146\n", - " 4.767353\n", + " 17.913126\n", + " 22.858351\n", + " 4.945225\n", " \n", " \n", " 35\n", " Administrative and waste management services\n", - " 9.754901\n", - " 18.060241\n", - " 8.305340\n", + " 9.605741\n", + " 18.203833\n", + " 8.598093\n", " \n", " \n", " 36\n", " Educational services\n", - " 17.843417\n", - " 22.079462\n", - " 4.236045\n", + " 17.893937\n", + " 22.297889\n", + " 4.403953\n", " \n", " \n", " 37\n", " Health care and social assistance\n", - " 16.027848\n", - " 21.461936\n", - " 5.434088\n", + " 16.036972\n", + " 21.670206\n", + " 5.633234\n", " \n", " \n", " 38\n", " Arts, entertainment, and recreation\n", - " 10.771540\n", - " 17.822745\n", - " 7.051205\n", + " 10.649402\n", + " 17.958885\n", + " 7.309483\n", " \n", " \n", " 39\n", " Accommodation and food services\n", - " 19.631932\n", - " 24.255500\n", - " 4.623568\n", + " 19.724755\n", + " 24.515138\n", + " 4.790384\n", " \n", " \n", " 40\n", " Other services, except government\n", - " 15.977472\n", - " 20.424568\n", - " 4.447096\n", + " 15.985057\n", + " 20.612279\n", + " 4.627222\n", " \n", " \n", "\n", @@ -1711,133 +1711,133 @@ "40 Other services, except government \n", "\n", " Marginal Effective Total Tax Rate Under Baseline Policy \\\n", - "0 17.317933 \n", - "1 17.403456 \n", - "2 18.273600 \n", - "3 9.328054 \n", - "4 7.375318 \n", - "5 18.813672 \n", - "6 17.700247 \n", - "7 23.164795 \n", - "8 24.156140 \n", - "9 10.611761 \n", - "10 10.006523 \n", - "11 18.348460 \n", - "12 24.063695 \n", - "13 14.240180 \n", - "14 22.153173 \n", - "15 13.943203 \n", - "16 22.155293 \n", - "17 20.292933 \n", - "18 15.187464 \n", - "19 23.742863 \n", - "20 20.497893 \n", - "21 18.740597 \n", - "22 15.868232 \n", - "23 5.543429 \n", - "24 3.613537 \n", - "25 16.073045 \n", - "26 14.237288 \n", - "27 20.922119 \n", - "28 21.147135 \n", - "29 7.045808 \n", - "30 6.234017 \n", - "31 18.187951 \n", - "32 20.757475 \n", - "33 10.111995 \n", - "34 17.859794 \n", - "35 9.754901 \n", - "36 17.843417 \n", - "37 16.027848 \n", - "38 10.771540 \n", - "39 19.631932 \n", - "40 15.977472 \n", + "0 17.385422 \n", + "1 17.428895 \n", + "2 18.298771 \n", + "3 9.355980 \n", + "4 7.403845 \n", + "5 18.838676 \n", + "6 17.725594 \n", + "7 23.188460 \n", + "8 24.179499 \n", + "9 10.639291 \n", + "10 10.034240 \n", + "11 18.373608 \n", + "12 24.087083 \n", + "13 14.266593 \n", + "14 22.177149 \n", + "15 13.969707 \n", + "16 22.179268 \n", + "17 20.317482 \n", + "18 15.213585 \n", + "19 23.766349 \n", + "20 20.522378 \n", + "21 18.812173 \n", + "22 15.876157 \n", + "23 5.274190 \n", + "24 3.285505 \n", + "25 16.084501 \n", + "26 14.207660 \n", + "27 21.047185 \n", + "28 21.275141 \n", + "29 6.820432 \n", + "30 5.985239 \n", + "31 18.248503 \n", + "32 20.871296 \n", + "33 9.972917 \n", + "34 17.913126 \n", + "35 9.605741 \n", + "36 17.893937 \n", + "37 16.036972 \n", + "38 10.649402 \n", + "39 19.724755 \n", + "40 15.985057 \n", "\n", " Marginal Effective Total Tax Rate Under Reform Policy \\\n", - "0 25.271478 \n", - "1 28.013370 \n", - "2 30.600296 \n", - "3 17.620838 \n", - "4 19.774111 \n", - "5 30.327782 \n", - "6 26.808209 \n", - "7 34.253593 \n", - "8 34.669912 \n", - "9 20.368946 \n", - "10 24.516343 \n", - "11 30.243393 \n", - "12 33.701100 \n", - "13 25.380191 \n", - "14 32.227632 \n", - "15 26.492648 \n", - "16 31.592739 \n", - "17 30.811341 \n", - "18 26.303776 \n", - "19 34.074877 \n", - "20 29.777756 \n", - "21 23.159209 \n", - "22 22.298714 \n", - "23 11.664037 \n", - "24 13.136790 \n", - "25 21.888918 \n", - "26 19.002495 \n", - "27 25.868283 \n", - "28 25.763507 \n", - "29 14.073382 \n", - "30 16.932997 \n", - "31 23.374343 \n", - "32 24.465670 \n", - "33 17.174251 \n", - "34 22.627146 \n", - "35 18.060241 \n", - "36 22.079462 \n", - "37 21.461936 \n", - "38 17.822745 \n", - "39 24.255500 \n", - "40 20.424568 \n", + "0 25.403326 \n", + "1 28.035541 \n", + "2 30.621670 \n", + "3 17.646210 \n", + "4 19.798819 \n", + "5 30.349240 \n", + "6 26.830751 \n", + "7 34.273842 \n", + "8 34.690033 \n", + "9 20.393471 \n", + "10 24.539591 \n", + "11 30.264878 \n", + "12 33.721519 \n", + "13 25.403173 \n", + "14 32.248505 \n", + "15 26.515287 \n", + "16 31.613808 \n", + "17 30.832650 \n", + "18 26.326474 \n", + "19 34.095181 \n", + "20 29.799384 \n", + "21 23.397810 \n", + "22 22.523466 \n", + "23 11.663757 \n", + "24 13.167828 \n", + "25 22.106145 \n", + "26 19.167293 \n", + "27 26.159069 \n", + "28 26.050928 \n", + "29 14.128465 \n", + "30 17.050742 \n", + "31 23.618762 \n", + "32 24.725673 \n", + "33 17.301080 \n", + "34 22.858351 \n", + "35 18.203833 \n", + "36 22.297889 \n", + "37 21.670206 \n", + "38 17.958885 \n", + "39 24.515138 \n", + "40 20.612279 \n", "\n", " Change from Baseline (pp) \n", - "0 7.953545 \n", - "1 10.609914 \n", - "2 12.326695 \n", - "3 8.292784 \n", - "4 12.398793 \n", - "5 11.514110 \n", - "6 9.107962 \n", - "7 11.088798 \n", - "8 10.513772 \n", - "9 9.757185 \n", - "10 14.509820 \n", - "11 11.894933 \n", - "12 9.637405 \n", - "13 11.140010 \n", - "14 10.074458 \n", - "15 12.549445 \n", - "16 9.437447 \n", - "17 10.518408 \n", - "18 11.116313 \n", - "19 10.332014 \n", - "20 9.279864 \n", - "21 4.418612 \n", - "22 6.430482 \n", - "23 6.120608 \n", - "24 9.523253 \n", - "25 5.815873 \n", - "26 4.765207 \n", - "27 4.946165 \n", - "28 4.616372 \n", - "29 7.027574 \n", - "30 10.698980 \n", - "31 5.186392 \n", - "32 3.708195 \n", - "33 7.062256 \n", - "34 4.767353 \n", - "35 8.305340 \n", - "36 4.236045 \n", - "37 5.434088 \n", - "38 7.051205 \n", - "39 4.623568 \n", - "40 4.447096 " + "0 8.017904 \n", + "1 10.606646 \n", + "2 12.322899 \n", + "3 8.290230 \n", + "4 12.394974 \n", + "5 11.510564 \n", + "6 9.105157 \n", + "7 11.085383 \n", + "8 10.510534 \n", + "9 9.754180 \n", + "10 14.505351 \n", + "11 11.891270 \n", + "12 9.634436 \n", + "13 11.136579 \n", + "14 10.071355 \n", + "15 12.545580 \n", + "16 9.434540 \n", + "17 10.515168 \n", + "18 11.112889 \n", + "19 10.328832 \n", + "20 9.277005 \n", + "21 4.585637 \n", + "22 6.647308 \n", + "23 6.389567 \n", + "24 9.882323 \n", + "25 6.021644 \n", + "26 4.959633 \n", + "27 5.111883 \n", + "28 4.775787 \n", + "29 7.308033 \n", + "30 11.065503 \n", + "31 5.370259 \n", + "32 3.854377 \n", + "33 7.328162 \n", + "34 4.945225 \n", + "35 8.598093 \n", + "36 4.403953 \n", + "37 5.633234 \n", + "38 7.309483 \n", + "39 4.790384 \n", + "40 4.627222 " ] }, "execution_count": 12, @@ -1875,7 +1875,7 @@ "\n", "\n", "\n", - 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Application\",\"version\":\"2.3.3\"}};\n", + " var render_items = [{\"docid\":\"18ee6c66-4619-46bf-afeb-c5e4eeaa9496\",\"root_ids\":[\"1004\"],\"roots\":{\"1004\":\"33fd2abd-94f1-4c6c-8a7e-561e0519a346\"}}];\n", " root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n", "\n", " }\n", @@ -1948,7 +1948,7 @@ "\n", "\n", "\n", - "
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render_items);\n", "\n", " }\n", @@ -2021,7 +2021,7 @@ "\n", "\n", "\n", - "
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var types = [\\\"Typically Financed\\\", \\\"Debt Financed\\\", \\\"Equity Financed\\\"]\\n return types[tick]\\n \"},\"id\":\"1251\",\"type\":\"FuncTickFormatter\"},{\"attributes\":{},\"id\":\"1244\",\"type\":\"BasicTicker\"},{\"attributes\":{\"data_source\":{\"id\":\"1228\"},\"glyph\":{\"id\":\"1291\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"1292\"},\"view\":{\"id\":\"1294\"}},\"id\":\"1293\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"axis\":{\"id\":\"1239\"},\"grid_line_color\":null,\"ticker\":null},\"id\":\"1242\",\"type\":\"Grid\"},{\"attributes\":{\"fill_alpha\":0.2,\"fill_color\":\"white\",\"left\":1.5},\"id\":\"1258\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":\"#e84d60\"},\"line_width\":{\"value\":2},\"x0\":{\"field\":\"positions\"},\"x1\":{\"field\":\"positions\"},\"y0\":{\"field\":\"mins\"},\"y1\":{\"field\":\"maxes\"}},\"id\":\"1304\",\"type\":\"Segment\"},{\"attributes\":{\"fill_color\":{\"value\":\"#718dbf\"},\"line_color\":{\"value\":\"#718dbf\"},\"size\":{\"value\":12},\"x\":{\"field\":\"positions\"},\"y\":{\"field\":\"means\"}},\"id\":\"1265\",\"type\":\"Circle\"},{\"attributes\":{\"source\":{\"id\":\"1229\"}},\"id\":\"1306\",\"type\":\"CDSView\"},{\"attributes\":{\"line_alpha\":0.2,\"line_dash\":[6],\"line_width\":2,\"location\":0},\"id\":\"1255\",\"type\":\"Span\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"value\":\"#e84d60\"},\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":\"#e84d60\"},\"size\":{\"value\":12},\"x\":{\"field\":\"positions\"},\"y\":{\"field\":\"means\"}},\"id\":\"1309\",\"type\":\"Circle\"},{\"attributes\":{\"source\":{\"id\":\"1229\"}},\"id\":\"1326\",\"type\":\"CDSView\"},{\"attributes\":{\"items\":[{\"id\":\"1277\"},{\"id\":\"1321\"}],\"location\":\"bottom_right\"},\"id\":\"1276\",\"type\":\"Legend\"},{\"attributes\":{\"fill_alpha\":0.2,\"fill_color\":\"white\",\"right\":0.5},\"id\":\"1256\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"data_source\":{\"id\":\"1229\"},\"glyph\":{\"id\":\"1303\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"1304\"},\"view\":{\"id\":\"1306\"}},\"id\":\"1305\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"data\":{\"max_asset\":[\"Inventories\",\"Inventories\",\"Inventories\"],\"maxes\":[0.2930542097668927,-0.13096339112672467,0.3828060809571457],\"mean_asset\":[\"Overall\",\"Overall\",\"Overall\"],\"means\":[0.1560221115131041,-0.41306259807735984,0.27215617091603245],\"min_asset\":[\"Intellectual 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{\"9f735c3b-772f-4ddb-ae33-8da7bd3b9224\":{\"defs\":[],\"roots\":{\"references\":[{\"attributes\":{\"below\":[{\"id\":\"1239\"}],\"center\":[{\"id\":\"1242\"},{\"id\":\"1246\"},{\"id\":\"1256\"},{\"id\":\"1257\"},{\"id\":\"1258\"},{\"id\":\"1276\"}],\"height\":500,\"left\":[{\"id\":\"1243\"}],\"renderers\":[{\"id\":\"1255\"},{\"id\":\"1262\"},{\"id\":\"1267\"},{\"id\":\"1281\"},{\"id\":\"1293\"},{\"id\":\"1305\"},{\"id\":\"1310\"},{\"id\":\"1325\"},{\"id\":\"1339\"}],\"title\":{\"id\":\"1248\"},\"toolbar\":{\"id\":\"1247\"},\"toolbar_location\":null,\"width\":500,\"x_range\":{\"id\":\"1231\"},\"x_scale\":{\"id\":\"1235\"},\"y_range\":{\"id\":\"1233\"},\"y_scale\":{\"id\":\"1237\"}},\"id\":\"1230\",\"subtype\":\"Figure\",\"type\":\"Plot\"},{\"attributes\":{\"data_source\":{\"id\":\"1228\"},\"glyph\":{\"id\":\"1260\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"1261\"},\"view\":{\"id\":\"1263\"}},\"id\":\"1262\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"axis_label\":\"Marginal Effective Tax Rate\",\"formatter\":{\"id\":\"1253\"},\"major_label_policy\":{\"id\":\"1272\"},\"ticker\":{\"id\":\"1244\"}},\"id\":\"1243\",\"type\":\"LinearAxis\"},{\"attributes\":{\"label\":{\"value\":\"Baseline\"},\"renderers\":[{\"id\":\"1267\"},{\"id\":\"1281\"},{\"id\":\"1293\"}]},\"id\":\"1277\",\"type\":\"LegendItem\"},{\"attributes\":{\"end\":2.5,\"start\":-0.5},\"id\":\"1231\",\"type\":\"Range1d\"},{\"attributes\":{\"source\":{\"id\":\"1229\"}},\"id\":\"1311\",\"type\":\"CDSView\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"value\":\"#718dbf\"},\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":\"#718dbf\"},\"size\":{\"value\":12},\"x\":{\"field\":\"positions\"},\"y\":{\"field\":\"means\"}},\"id\":\"1266\",\"type\":\"Circle\"},{\"attributes\":{\"code\":\"\\n var types = [\\\"Typically Financed\\\", \\\"Debt Financed\\\", \\\"Equity Financed\\\"]\\n return types[tick]\\n \"},\"id\":\"1251\",\"type\":\"FuncTickFormatter\"},{\"attributes\":{\"source\":{\"id\":\"1229\"}},\"id\":\"1340\",\"type\":\"CDSView\"},{\"attributes\":{\"data_source\":{\"id\":\"1229\"},\"glyph\":{\"id\":\"1308\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"1309\"},\"view\":{\"id\":\"1311\"}},\"id\":\"1310\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"line_color\":{\"value\":\"#e84d60\"},\"line_width\":{\"value\":2},\"x0\":{\"field\":\"positions\"},\"x1\":{\"field\":\"positions\"},\"y0\":{\"field\":\"mins\"},\"y1\":{\"field\":\"maxes\"}},\"id\":\"1303\",\"type\":\"Segment\"},{\"attributes\":{},\"id\":\"1233\",\"type\":\"DataRange1d\"},{\"attributes\":{},\"id\":\"1274\",\"type\":\"Selection\"},{\"attributes\":{},\"id\":\"1235\",\"type\":\"LinearScale\"},{\"attributes\":{\"fill_color\":{\"value\":\"#718dbf\"},\"line_color\":{\"value\":\"#718dbf\"},\"size\":{\"value\":12},\"x\":{\"field\":\"positions\"},\"y\":{\"field\":\"mins\"}},\"id\":\"1279\",\"type\":\"Circle\"},{\"attributes\":{\"axis_label\":\"Method 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Property\",\"Intellectual Property\",\"Intellectual Property\"],\"mins\":[-0.044764641890598596,-0.7815749655421983,0.10026430338666585],\"positions\":[0.1,1.1,2.1],\"types\":[\"Typically Financed\",\"Debt Financed\",\"Equity 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Financed\"]},\"selected\":{\"id\":\"1274\"},\"selection_policy\":{\"id\":\"1275\"}},\"id\":\"1228\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"value\":\"#718dbf\"},\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":\"#718dbf\"},\"size\":{\"value\":12},\"x\":{\"field\":\"positions\"},\"y\":{\"field\":\"maxes\"}},\"id\":\"1292\",\"type\":\"Circle\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"value\":\"#e84d60\"},\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":\"#e84d60\"},\"size\":{\"value\":12},\"x\":{\"field\":\"positions\"},\"y\":{\"field\":\"mins\"}},\"id\":\"1324\",\"type\":\"Circle\"},{\"attributes\":{\"ticks\":[0,1,2]},\"id\":\"1249\",\"type\":\"FixedTicker\"},{\"attributes\":{},\"id\":\"1273\",\"type\":\"AllLabels\"},{\"attributes\":{\"axis\":{\"id\":\"1243\"},\"dimension\":1,\"grid_line_color\":null,\"ticker\":null},\"id\":\"1246\",\"type\":\"Grid\"},{\"attributes\":{\"source\":{\"id\":\"1228\"}},\"id\":\"1263\",\"type\":\"CDSView\"},{\"attributes\":{\"fill_color\":{\"value\":\"#e84d60\"},\"line_color\":{\"value\":\"#e84d60\"},\"size\":{\"value\":12},\"x\":{\"field\":\"positions\"},\"y\":{\"field\":\"mins\"}},\"id\":\"1323\",\"type\":\"Circle\"},{\"attributes\":{},\"id\":\"1319\",\"type\":\"Selection\"},{\"attributes\":{\"line_color\":{\"value\":\"#718dbf\"},\"line_width\":{\"value\":2},\"x0\":{\"field\":\"positions\"},\"x1\":{\"field\":\"positions\"},\"y0\":{\"field\":\"mins\"},\"y1\":{\"field\":\"maxes\"}},\"id\":\"1260\",\"type\":\"Segment\"},{\"attributes\":{\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":\"#718dbf\"},\"line_width\":{\"value\":2},\"x0\":{\"field\":\"positions\"},\"x1\":{\"field\":\"positions\"},\"y0\":{\"field\":\"mins\"},\"y1\":{\"field\":\"maxes\"}},\"id\":\"1261\",\"type\":\"Segment\"},{\"attributes\":{\"text_font\":\"Helvetica\"},\"id\":\"1248\",\"type\":\"Title\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"value\":\"#e84d60\"},\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":\"#e84d60\"},\"size\":{\"value\":12},\"x\":{\"field\":\"positions\"},\"y\":{\"field\":\"means\"}},\"id\":\"1309\",\"type\":\"Circle\"},{\"attributes\":{\"fill_alpha\":0.2,\"fill_color\":\"white\",\"left\":1.5},\"id\":\"1258\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"format\":\"0%\"},\"id\":\"1253\",\"type\":\"NumeralTickFormatter\"},{\"attributes\":{},\"id\":\"1237\",\"type\":\"LinearScale\"},{\"attributes\":{},\"id\":\"1320\",\"type\":\"UnionRenderers\"},{\"attributes\":{},\"id\":\"1272\",\"type\":\"AllLabels\"},{\"attributes\":{\"fill_alpha\":0.1,\"fill_color\":\"white\",\"left\":0.5,\"right\":1.5},\"id\":\"1257\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"source\":{\"id\":\"1228\"}},\"id\":\"1294\",\"type\":\"CDSView\"},{\"attributes\":{\"axis\":{\"id\":\"1239\"},\"grid_line_color\":null,\"ticker\":null},\"id\":\"1242\",\"type\":\"Grid\"},{\"attributes\":{\"data_source\":{\"id\":\"1228\"},\"glyph\":{\"id\":\"1279\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"1280\"},\"view\":{\"id\":\"1282\"}},\"id\":\"1281\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"active_multi\":null},\"id\":\"1247\",\"type\":\"Toolbar\"},{\"attributes\":{\"source\":{\"id\":\"1228\"}},\"id\":\"1268\",\"type\":\"CDSView\"},{\"attributes\":{\"fill_color\":{\"value\":\"#718dbf\"},\"line_color\":{\"value\":\"#718dbf\"},\"size\":{\"value\":12},\"x\":{\"field\":\"positions\"},\"y\":{\"field\":\"means\"}},\"id\":\"1265\",\"type\":\"Circle\"},{\"attributes\":{},\"id\":\"1244\",\"type\":\"BasicTicker\"},{\"attributes\":{\"source\":{\"id\":\"1228\"}},\"id\":\"1282\",\"type\":\"CDSView\"},{\"attributes\":{\"source\":{\"id\":\"1229\"}},\"id\":\"1306\",\"type\":\"CDSView\"},{\"attributes\":{\"fill_color\":{\"value\":\"#e84d60\"},\"line_color\":{\"value\":\"#e84d60\"},\"size\":{\"value\":12},\"x\":{\"field\":\"positions\"},\"y\":{\"field\":\"maxes\"}},\"id\":\"1337\",\"type\":\"Circle\"},{\"attributes\":{\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":\"#e84d60\"},\"line_width\":{\"value\":2},\"x0\":{\"field\":\"positions\"},\"x1\":{\"field\":\"positions\"},\"y0\":{\"field\":\"mins\"},\"y1\":{\"field\":\"maxes\"}},\"id\":\"1304\",\"type\":\"Segment\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"value\":\"#e84d60\"},\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":\"#e84d60\"},\"size\":{\"value\":12},\"x\":{\"field\":\"positions\"},\"y\":{\"field\":\"maxes\"}},\"id\":\"1338\",\"type\":\"Circle\"},{\"attributes\":{\"fill_alpha\":0.2,\"fill_color\":\"white\",\"right\":0.5},\"id\":\"1256\",\"type\":\"BoxAnnotation\"}],\"root_ids\":[\"1230\"]},\"title\":\"Bokeh Application\",\"version\":\"2.3.3\"}};\n", + " var render_items = [{\"docid\":\"9f735c3b-772f-4ddb-ae33-8da7bd3b9224\",\"root_ids\":[\"1230\"],\"roots\":{\"1230\":\"0dc9cecc-d861-4d36-bc10-730cf20cbaa7\"}}];\n", " root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n", "\n", " }\n", @@ -2094,7 +2094,7 @@ "\n", "\n", "\n", - "
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\n" ] }, "metadata": {}, @@ -2106,8 +2106,8 @@ "(function(root) {\n", " function embed_document(root) {\n", " \n", - " var docs_json = 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