diff --git a/ccc/calcfunctions.py b/ccc/calcfunctions.py index 9ab19966..a05e1aec 100644 --- a/ccc/calcfunctions.py +++ b/ccc/calcfunctions.py @@ -25,9 +25,11 @@ def update_depr_methods(df, p, dp): # update tax_deprec_rates based on user defined parameters # create dataframe with depreciation policy parameters deprec_df = pd.DataFrame(dp.asset) + print("deprec_df", deprec_df.head()) # split out value into two columns - deprec_df = pd.concat([deprec_df.drop(['value'], axis=1), - deprec_df['value'].apply(pd.Series)], axis=1) + deprec_df = deprec_df.join( + pd.DataFrame(deprec_df.pop('value').values.tolist())) + print("deprec_df 2", deprec_df.head()) # drop information duplicated in asset dataframe deprec_df.drop(columns=['asset_name', 'minor_asset_group', 'major_asset_group'], inplace=True) diff --git a/ccc/calculator.py b/ccc/calculator.py index b90f1470..61316fff 100644 --- a/ccc/calculator.py +++ b/ccc/calculator.py @@ -1345,7 +1345,7 @@ def bubble_widget(self, calc, output_variable='mettr', # p_legend.add_layout(l1) p_legend.axis.visible = False p_legend.grid.grid_line_color = None - p_legend.toolbar.active_drag = None + # p_legend.toolbar.active_drag = None # data_sources['equip_plot'] = p @@ -1390,7 +1390,7 @@ def bubble_widget(self, calc, output_variable='mettr', # p2_legend.add_layout(l2) p2_legend.axis.visible = False p2_legend.grid.grid_line_color = None - p2_legend.toolbar.active_drag = None + # p2_legend.toolbar.active_drag = None # add buttons controls_callback = CustomJS( diff --git a/docs/book/_config.yml b/docs/book/_config.yml index 8cf61792..07176b23 100644 --- a/docs/book/_config.yml +++ b/docs/book/_config.yml @@ -49,8 +49,10 @@ repository: sphinx: extra_extensions : ['sphinx.ext.autodoc', 'sphinx.ext.mathjax', 'sphinx.ext.viewcode', 'sphinx.ext.napoleon', - 'alabaster'] # A list of extra extensions to load by Sphinx. + 'alabaster', 'sphinx.ext.autosummary'] # A list of extra extensions to load by Sphinx. config : # key-value pairs to directly over-ride the Sphinx configuration + autosummary_generate: True + #################################################### # LaTeX information diff --git a/docs/book/content/api/data.rst b/docs/book/content/api/data.rst index 3d18bd12..19b8364c 100644 --- a/docs/book/content/api/data.rst +++ b/docs/book/content/api/data.rst @@ -1,6 +1,6 @@ -.. _data: +.. _data: -Data +Cost of Capital Calculator ====================================== **data** @@ -11,4 +11,23 @@ ccc.data .. currentmodule:: ccc.data .. autoclass:: Assets - :members: data_year, array_length, read_var_info, _read_data + :members: _read_data + + + + + + + + + + + + + + + + + + + diff --git a/docs/book/content/examples/PSL_demo.ipynb b/docs/book/content/examples/PSL_demo.ipynb index cc22e759..2ca4ff2b 100644 --- a/docs/book/content/examples/PSL_demo.ipynb +++ b/docs/book/content/examples/PSL_demo.ipynb @@ -20,28 +20,66 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 5, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Requirement already satisfied: cost-of-capital-calculator in /Users/jason.debacker/repos/CCC (1.2.11)\n", + "Requirement already satisfied: taxcalc in /Users/jason.debacker/anaconda3/envs/ccc-dev/lib/python3.11/site-packages (from cost-of-capital-calculator) (3.4.1)\n", + "Requirement already satisfied: psutil in /Users/jason.debacker/anaconda3/envs/ccc-dev/lib/python3.11/site-packages (from cost-of-capital-calculator) (5.9.5)\n", + "Requirement already satisfied: pandas in /Users/jason.debacker/anaconda3/envs/ccc-dev/lib/python3.11/site-packages (from cost-of-capital-calculator) (2.1.0)\n", + "Requirement already satisfied: bokeh in /Users/jason.debacker/anaconda3/envs/ccc-dev/lib/python3.11/site-packages (from cost-of-capital-calculator) (3.2.2)\n", + "Requirement already satisfied: numpy in /Users/jason.debacker/anaconda3/envs/ccc-dev/lib/python3.11/site-packages (from cost-of-capital-calculator) (1.24.4)\n", + "Requirement already satisfied: paramtools in /Users/jason.debacker/anaconda3/envs/ccc-dev/lib/python3.11/site-packages (from cost-of-capital-calculator) (0.0.0)\n", + "Requirement already satisfied: Jinja2>=2.9 in /Users/jason.debacker/anaconda3/envs/ccc-dev/lib/python3.11/site-packages (from bokeh->cost-of-capital-calculator) (3.1.2)\n", + "Requirement already satisfied: contourpy>=1 in /Users/jason.debacker/anaconda3/envs/ccc-dev/lib/python3.11/site-packages (from bokeh->cost-of-capital-calculator) (1.1.0)\n", + "Requirement already satisfied: packaging>=16.8 in /Users/jason.debacker/anaconda3/envs/ccc-dev/lib/python3.11/site-packages (from bokeh->cost-of-capital-calculator) (23.1)\n", + "Requirement already satisfied: pillow>=7.1.0 in /Users/jason.debacker/anaconda3/envs/ccc-dev/lib/python3.11/site-packages (from bokeh->cost-of-capital-calculator) (10.0.0)\n", + "Requirement already satisfied: PyYAML>=3.10 in /Users/jason.debacker/anaconda3/envs/ccc-dev/lib/python3.11/site-packages (from bokeh->cost-of-capital-calculator) (6.0.1)\n", + "Requirement already satisfied: tornado>=5.1 in /Users/jason.debacker/anaconda3/envs/ccc-dev/lib/python3.11/site-packages (from bokeh->cost-of-capital-calculator) (6.3.3)\n", + "Requirement already satisfied: xyzservices>=2021.09.1 in /Users/jason.debacker/anaconda3/envs/ccc-dev/lib/python3.11/site-packages (from bokeh->cost-of-capital-calculator) (2023.7.0)\n", + "Requirement already satisfied: python-dateutil>=2.8.2 in /Users/jason.debacker/anaconda3/envs/ccc-dev/lib/python3.11/site-packages (from pandas->cost-of-capital-calculator) (2.8.2)\n", + "Requirement already satisfied: pytz>=2020.1 in /Users/jason.debacker/anaconda3/envs/ccc-dev/lib/python3.11/site-packages (from pandas->cost-of-capital-calculator) (2023.3)\n", + "Requirement already satisfied: tzdata>=2022.1 in /Users/jason.debacker/anaconda3/envs/ccc-dev/lib/python3.11/site-packages (from pandas->cost-of-capital-calculator) (2023.3)\n", + "Requirement already satisfied: marshmallow>=3.0.0 in /Users/jason.debacker/anaconda3/envs/ccc-dev/lib/python3.11/site-packages (from paramtools->cost-of-capital-calculator) (3.20.1)\n", + "Requirement already satisfied: fsspec in /Users/jason.debacker/anaconda3/envs/ccc-dev/lib/python3.11/site-packages (from paramtools->cost-of-capital-calculator) (2023.9.0)\n", + "Requirement already satisfied: sortedcontainers in /Users/jason.debacker/anaconda3/envs/ccc-dev/lib/python3.11/site-packages (from paramtools->cost-of-capital-calculator) (2.4.0)\n", + "Requirement already satisfied: setuptools in /Users/jason.debacker/anaconda3/envs/ccc-dev/lib/python3.11/site-packages (from taxcalc->cost-of-capital-calculator) (68.1.2)\n", + "Requirement already satisfied: numba in /Users/jason.debacker/anaconda3/envs/ccc-dev/lib/python3.11/site-packages (from taxcalc->cost-of-capital-calculator) (0.57.1)\n", + "Requirement already satisfied: MarkupSafe>=2.0 in /Users/jason.debacker/anaconda3/envs/ccc-dev/lib/python3.11/site-packages (from Jinja2>=2.9->bokeh->cost-of-capital-calculator) (2.1.3)\n", + "Requirement already satisfied: six>=1.5 in /Users/jason.debacker/anaconda3/envs/ccc-dev/lib/python3.11/site-packages (from python-dateutil>=2.8.2->pandas->cost-of-capital-calculator) (1.16.0)\n", + "Requirement already satisfied: llvmlite<0.41,>=0.40.0dev0 in /Users/jason.debacker/anaconda3/envs/ccc-dev/lib/python3.11/site-packages (from numba->taxcalc->cost-of-capital-calculator) (0.40.1)\n" + ] + } + ], "source": [ "# To install ccc package (if not already):\n", - "%% capture\n", "!pip install cost-of-capital-calculator" ] }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/html": [ - "\n", - "
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\\n\"+\n \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n \"

\\n\"+\n \"\\n\"+\n \"\\n\"+\n \"from bokeh.resources import INLINE\\n\"+\n \"output_notebook(resources=INLINE)\\n\"+\n \"\\n\"+\n \"
\"}};\n\n function display_loaded() {\n const el = document.getElementById(\"f2d654c3-2cb4-472d-bcc4-fd3f592c4567\");\n if (el != null) {\n el.textContent = \"BokehJS is loading...\";\n }\n if (root.Bokeh !== undefined) {\n if (el != null) {\n el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n }\n } else if (Date.now() < root._bokeh_timeout) {\n setTimeout(display_loaded, 100)\n }\n }\n\n function run_callbacks() {\n try {\n root._bokeh_onload_callbacks.forEach(function(callback) {\n if (callback != null)\n callback();\n });\n } finally {\n delete root._bokeh_onload_callbacks\n }\n console.debug(\"Bokeh: all callbacks have finished\");\n }\n\n function load_libs(css_urls, js_urls, callback) {\n if (css_urls == null) css_urls = [];\n if (js_urls == null) js_urls = [];\n\n root._bokeh_onload_callbacks.push(callback);\n if (root._bokeh_is_loading > 0) {\n console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n return null;\n }\n if (js_urls == null || js_urls.length === 0) {\n run_callbacks();\n return null;\n }\n console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n root._bokeh_is_loading = css_urls.length + js_urls.length;\n\n function on_load() {\n root._bokeh_is_loading--;\n if (root._bokeh_is_loading === 0) {\n console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n run_callbacks()\n }\n }\n\n function on_error(url) {\n console.error(\"failed to load \" + url);\n }\n\n for (let i = 0; i < css_urls.length; i++) {\n const url = css_urls[i];\n const element = document.createElement(\"link\");\n element.onload = on_load;\n element.onerror = on_error.bind(null, url);\n element.rel = \"stylesheet\";\n element.type = \"text/css\";\n element.href = url;\n console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n document.body.appendChild(element);\n }\n\n for (let i = 0; i < js_urls.length; i++) {\n const url = js_urls[i];\n const element = document.createElement('script');\n element.onload = on_load;\n element.onerror = on_error.bind(null, url);\n element.async = false;\n element.src = url;\n console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n document.head.appendChild(element);\n }\n };\n\n function inject_raw_css(css) {\n const element = document.createElement(\"style\");\n element.appendChild(document.createTextNode(css));\n document.body.appendChild(element);\n }\n\n const js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-3.2.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-3.2.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-3.2.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-3.2.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-mathjax-3.2.2.min.js\"];\n const css_urls = [];\n\n const inline_js = [ function(Bokeh) {\n Bokeh.set_log_level(\"info\");\n },\nfunction(Bokeh) {\n }\n ];\n\n function run_inline_js() {\n if (root.Bokeh !== undefined || force === true) {\n for (let i = 0; i < inline_js.length; i++) {\n inline_js[i].call(root, root.Bokeh);\n }\nif (force === true) {\n display_loaded();\n }} else if (Date.now() < root._bokeh_timeout) {\n setTimeout(run_inline_js, 100);\n } else if (!root._bokeh_failed_load) {\n console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n root._bokeh_failed_load = true;\n } else if (force !== true) {\n const cell = $(document.getElementById(\"f2d654c3-2cb4-472d-bcc4-fd3f592c4567\")).parents('.cell').data().cell;\n cell.output_area.append_execute_result(NB_LOAD_WARNING)\n }\n }\n\n if (root._bokeh_is_loading === 0) {\n console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n run_inline_js();\n } else {\n load_libs(css_urls, js_urls, function() {\n console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n run_inline_js();\n });\n }\n}(window));", "application/vnd.bokehjs_load.v0+json": "" }, "metadata": {}, @@ -81,7 +119,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 7, "metadata": {}, "outputs": [ { @@ -236,7 +274,7 @@ "4 Aerospace products and parts manufacturing 0.22 " ] }, - "execution_count": 2, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" } @@ -265,7 +303,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 8, "metadata": {}, "outputs": [ { @@ -275,16 +313,16 @@ "Calculator initial year = 2014\n", "Calculator year = 2022\n", "year: 2022\n", - "{'tau_pt': 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" + "{'tau_pt': array([0.20504301]), 'tau_div': array([0.17599343]), 'tau_int': array([0.31391843]), 'tau_scg': array([0.29663216]), 'tau_lcg': array([0.19356956]), 'tau_td': array([0.20818695]), 'tau_h': array([0.04203461])}\n" ] }, { "data": { "text/plain": [ - "{'c': array([0.21]), 'pt': array([0.20291415])}" + "{'c': array([0.21]), 'pt': array([0.20504301])}" ] }, - "execution_count": 3, + "execution_count": 8, "metadata": {}, "output_type": "execute_result" } @@ -299,7 +337,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 9, "metadata": {}, "outputs": [ { @@ -316,7 +354,7 @@ " ('year', 2020)])" ] }, - "execution_count": 4, + "execution_count": 9, "metadata": {}, "output_type": "execute_result" } @@ -341,7 +379,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 10, "metadata": {}, "outputs": [], "source": [ @@ -360,7 +398,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 11, "metadata": {}, "outputs": [ { @@ -531,7 +569,7 @@ "18 Other services, except government 0.343467 0.656533" ] }, - "execution_count": 6, + "execution_count": 11, "metadata": {}, "output_type": "execute_result" } @@ -554,7 +592,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 12, "metadata": {}, "outputs": [], "source": [ @@ -577,9 +615,67 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 13, "metadata": {}, "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "deprec_df value asset_name BEA_code \\\n", + "0 {'life': 5.0, 'method': 'DB 200%'} Mainframes EP1A \n", + "1 {'life': 5.0, 'method': 'DB 200%'} PCs EP1B \n", + "2 {'life': 5.0, 'method': 'DB 200%'} DASDs EP1C \n", + "3 {'life': 5.0, 'method': 'DB 200%'} Printers EP1D \n", + "4 {'life': 5.0, 'method': 'DB 200%'} Terminals EP1E \n", + "\n", + " minor_asset_group major_asset_group ADS_life GDS_life system year \n", + "0 Computers and Software Equipment 5.0 5.0 GDS 2020 \n", + "1 Computers and Software Equipment 5.0 5.0 GDS 2020 \n", + "2 Computers and Software Equipment 5.0 5.0 GDS 2020 \n", + "3 Computers and Software Equipment 5.0 5.0 GDS 2020 \n", + "4 Computers and Software Equipment 5.0 5.0 GDS 2020 \n", + "deprec_df 2 asset_name BEA_code minor_asset_group major_asset_group ADS_life \\\n", + "0 Mainframes EP1A Computers and Software Equipment 5.0 \n", + "1 PCs EP1B Computers and Software Equipment 5.0 \n", + "2 DASDs EP1C Computers and Software Equipment 5.0 \n", + "3 Printers EP1D Computers and Software Equipment 5.0 \n", + "4 Terminals EP1E Computers and Software Equipment 5.0 \n", + "\n", + " GDS_life system year life method \n", + "0 5.0 GDS 2020 5.0 DB 200% \n", + "1 5.0 GDS 2020 5.0 DB 200% \n", + "2 5.0 GDS 2020 5.0 DB 200% \n", + "3 5.0 GDS 2020 5.0 DB 200% \n", + "4 5.0 GDS 2020 5.0 DB 200% \n", + "deprec_df value asset_name BEA_code \\\n", + "0 {'life': 5.0, 'method': 'DB 200%'} Mainframes EP1A \n", + "1 {'life': 5.0, 'method': 'DB 200%'} PCs EP1B \n", + "2 {'life': 5.0, 'method': 'DB 200%'} DASDs EP1C \n", + "3 {'life': 5.0, 'method': 'DB 200%'} Printers EP1D \n", + "4 {'life': 5.0, 'method': 'DB 200%'} Terminals EP1E \n", + "\n", + " minor_asset_group major_asset_group ADS_life GDS_life system year \n", + "0 Computers and Software Equipment 5.0 5.0 GDS 2020 \n", + "1 Computers and Software Equipment 5.0 5.0 GDS 2020 \n", + "2 Computers and Software Equipment 5.0 5.0 GDS 2020 \n", + "3 Computers and Software Equipment 5.0 5.0 GDS 2020 \n", + "4 Computers and Software Equipment 5.0 5.0 GDS 2020 \n", + "deprec_df 2 asset_name BEA_code minor_asset_group major_asset_group ADS_life \\\n", + "0 Mainframes EP1A Computers and Software Equipment 5.0 \n", + "1 PCs EP1B Computers and Software Equipment 5.0 \n", + "2 DASDs EP1C Computers and Software Equipment 5.0 \n", + "3 Printers EP1D Computers and Software Equipment 5.0 \n", + "4 Terminals EP1E Computers and Software Equipment 5.0 \n", + "\n", + " GDS_life system year life method \n", + "0 5.0 GDS 2020 5.0 DB 200% \n", + "1 5.0 GDS 2020 5.0 DB 200% \n", + "2 5.0 GDS 2020 5.0 DB 200% \n", + "3 5.0 GDS 2020 5.0 DB 200% \n", + "4 5.0 GDS 2020 5.0 DB 200% \n" + ] + }, { "data": { "text/html": [ @@ -611,51 +707,51 @@ " \n", " 0\n", " Overall\n", - " 17.385422\n", - " 25.403326\n", - " 8.017904\n", + " 17.639885\n", + " 25.524466\n", + " 7.884581\n", " \n", " \n", " 1\n", " Corporations\n", - " 17.428895\n", - " 28.035541\n", - " 10.606646\n", + " 17.755445\n", + " 28.320144\n", + " 10.564699\n", " \n", " \n", " 2\n", " Equity Financed\n", - " 20.321015\n", - " 34.294894\n", - " 13.973878\n", + " 20.651947\n", + " 34.567787\n", + " 13.915840\n", " \n", " \n", " 3\n", " Debt Financed\n", - " 6.660793\n", - " -2.327833\n", - " -8.988626\n", + " 6.970612\n", + " -1.988179\n", + " -8.958791\n", " \n", " \n", " 4\n", " Pass-Through Entities\n", - " 18.812173\n", - " 23.397810\n", - " 4.585637\n", + " 19.007441\n", + " 23.318798\n", + " 4.311357\n", " \n", " \n", " 5\n", " Equity Financed\n", - " 17.178244\n", - " 23.098247\n", - " 5.920003\n", + " 17.366140\n", + " 22.788235\n", + " 5.422095\n", " \n", " \n", " 6\n", " Debt Financed\n", - " 25.163912\n", - " 24.787343\n", - " -0.376569\n", + " 25.389258\n", + " 25.628631\n", + " 0.239374\n", " \n", " \n", "\n", @@ -672,34 +768,34 @@ "6 Debt Financed \n", "\n", " Marginal Effective Total Tax Rate Under Baseline Policy \\\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", + "0 17.639885 \n", + "1 17.755445 \n", + "2 20.651947 \n", + "3 6.970612 \n", + "4 19.007441 \n", + "5 17.366140 \n", + "6 25.389258 \n", "\n", " Marginal Effective Total Tax Rate Under Reform Policy \\\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", + "0 25.524466 \n", + "1 28.320144 \n", + "2 34.567787 \n", + "3 -1.988179 \n", + "4 23.318798 \n", + "5 22.788235 \n", + "6 25.628631 \n", "\n", " Change from Baseline (pp) \n", - "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 " + "0 7.884581 \n", + "1 10.564699 \n", + "2 13.915840 \n", + "3 -8.958791 \n", + "4 4.311357 \n", + "5 5.422095 \n", + "6 0.239374 " ] }, - "execution_count": 8, + "execution_count": 13, "metadata": {}, "output_type": "execute_result" } @@ -718,9 +814,67 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 14, "metadata": {}, "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "deprec_df value asset_name BEA_code \\\n", + "0 {'life': 5.0, 'method': 'DB 200%'} Mainframes EP1A \n", + "1 {'life': 5.0, 'method': 'DB 200%'} PCs EP1B \n", + "2 {'life': 5.0, 'method': 'DB 200%'} DASDs EP1C \n", + "3 {'life': 5.0, 'method': 'DB 200%'} Printers EP1D \n", + "4 {'life': 5.0, 'method': 'DB 200%'} Terminals EP1E \n", + "\n", + " minor_asset_group major_asset_group ADS_life GDS_life system year \n", + "0 Computers and Software Equipment 5.0 5.0 GDS 2020 \n", + "1 Computers and Software Equipment 5.0 5.0 GDS 2020 \n", + "2 Computers and Software Equipment 5.0 5.0 GDS 2020 \n", + "3 Computers and Software Equipment 5.0 5.0 GDS 2020 \n", + "4 Computers and Software Equipment 5.0 5.0 GDS 2020 \n", + "deprec_df 2 asset_name BEA_code minor_asset_group major_asset_group ADS_life \\\n", + "0 Mainframes EP1A Computers and Software Equipment 5.0 \n", + "1 PCs EP1B Computers and Software Equipment 5.0 \n", + "2 DASDs EP1C Computers and Software Equipment 5.0 \n", + "3 Printers EP1D Computers and Software Equipment 5.0 \n", + "4 Terminals EP1E Computers and Software Equipment 5.0 \n", + "\n", + " GDS_life system year life method \n", + "0 5.0 GDS 2020 5.0 DB 200% \n", + "1 5.0 GDS 2020 5.0 DB 200% \n", + "2 5.0 GDS 2020 5.0 DB 200% \n", + "3 5.0 GDS 2020 5.0 DB 200% \n", + "4 5.0 GDS 2020 5.0 DB 200% \n", + "deprec_df value asset_name BEA_code \\\n", + "0 {'life': 5.0, 'method': 'DB 200%'} Mainframes EP1A \n", + "1 {'life': 5.0, 'method': 'DB 200%'} PCs EP1B \n", + "2 {'life': 5.0, 'method': 'DB 200%'} DASDs EP1C \n", + "3 {'life': 5.0, 'method': 'DB 200%'} Printers EP1D \n", + "4 {'life': 5.0, 'method': 'DB 200%'} Terminals EP1E \n", + "\n", + " minor_asset_group major_asset_group ADS_life GDS_life system year \n", + "0 Computers and Software Equipment 5.0 5.0 GDS 2020 \n", + "1 Computers and Software Equipment 5.0 5.0 GDS 2020 \n", + "2 Computers and Software Equipment 5.0 5.0 GDS 2020 \n", + "3 Computers and Software Equipment 5.0 5.0 GDS 2020 \n", + "4 Computers and Software Equipment 5.0 5.0 GDS 2020 \n", + "deprec_df 2 asset_name BEA_code minor_asset_group major_asset_group ADS_life \\\n", + "0 Mainframes EP1A Computers and Software Equipment 5.0 \n", + "1 PCs EP1B Computers and Software Equipment 5.0 \n", + "2 DASDs EP1C Computers and Software Equipment 5.0 \n", + "3 Printers EP1D Computers and Software Equipment 5.0 \n", + "4 Terminals EP1E Computers and Software Equipment 5.0 \n", + "\n", + " GDS_life system year life method \n", + "0 5.0 GDS 2020 5.0 DB 200% \n", + "1 5.0 GDS 2020 5.0 DB 200% \n", + "2 5.0 GDS 2020 5.0 DB 200% \n", + "3 5.0 GDS 2020 5.0 DB 200% \n", + "4 5.0 GDS 2020 5.0 DB 200% \n" + ] + }, { "data": { "text/html": [ @@ -752,9 +906,9 @@ " \n", " 0\n", " Overall\n", - " 5.656019\n", - " 6.263947\n", - " 0.607928\n", + " 5.651057\n", + " 6.249323\n", + " 0.598266\n", " \n", " \n", " 1\n", @@ -780,23 +934,23 @@ " \n", " 4\n", " Pass-Through Entities\n", - " 5.652469\n", - " 5.990843\n", - " 0.338374\n", + " 5.641592\n", + " 5.958787\n", + " 0.317195\n", " \n", " \n", " 5\n", " Equity Financed\n", - " 6.321854\n", - " 6.808519\n", - " 0.486665\n", + " 6.309913\n", + " 6.753018\n", + " 0.443105\n", " \n", " \n", " 6\n", " Debt Financed\n", - " 4.016359\n", - " 3.996250\n", - " -0.020109\n", + " 4.008120\n", + " 4.021020\n", + " 0.012901\n", " \n", " \n", "\n", @@ -804,25 +958,25 @@ ], "text/plain": [ " Cost of Capital Under Baseline Policy \\\n", - "0 Overall 5.656019 \n", + "0 Overall 5.651057 \n", "1 Corporations 5.658997 \n", "2 Equity Financed 6.571207 \n", "3 Debt Financed 3.723999 \n", - "4 Pass-Through Entities 5.652469 \n", - "5 Equity Financed 6.321854 \n", - "6 Debt Financed 4.016359 \n", + "4 Pass-Through Entities 5.641592 \n", + "5 Equity Financed 6.309913 \n", + "6 Debt Financed 4.008120 \n", "\n", " Cost of Capital Under Reform Policy Change from Baseline (pp) \n", - "0 6.263947 0.607928 \n", + "0 6.249323 0.598266 \n", "1 6.493061 0.834064 \n", "2 7.968742 1.397536 \n", "3 3.396877 -0.327121 \n", - "4 5.990843 0.338374 \n", - "5 6.808519 0.486665 \n", - "6 3.996250 -0.020109 " + "4 5.958787 0.317195 \n", + "5 6.753018 0.443105 \n", + "6 4.021020 0.012901 " ] }, - "execution_count": 9, + "execution_count": 14, "metadata": {}, "output_type": "execute_result" } @@ -841,9 +995,68 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 15, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "deprec_df value asset_name BEA_code \\\n", + "0 {'life': 5.0, 'method': 'DB 200%'} Mainframes EP1A \n", + "1 {'life': 5.0, 'method': 'DB 200%'} PCs EP1B \n", + "2 {'life': 5.0, 'method': 'DB 200%'} DASDs EP1C \n", + "3 {'life': 5.0, 'method': 'DB 200%'} Printers EP1D \n", + "4 {'life': 5.0, 'method': 'DB 200%'} Terminals EP1E \n", + "\n", + " minor_asset_group major_asset_group ADS_life GDS_life system year \n", + "0 Computers and Software Equipment 5.0 5.0 GDS 2020 \n", + "1 Computers and Software Equipment 5.0 5.0 GDS 2020 \n", + "2 Computers and Software Equipment 5.0 5.0 GDS 2020 \n", + "3 Computers and Software Equipment 5.0 5.0 GDS 2020 \n", + "4 Computers and Software Equipment 5.0 5.0 GDS 2020 \n", + "deprec_df 2 asset_name BEA_code minor_asset_group major_asset_group ADS_life \\\n", + "0 Mainframes EP1A Computers and Software Equipment 5.0 \n", + "1 PCs EP1B Computers and Software Equipment 5.0 \n", + "2 DASDs EP1C Computers and Software Equipment 5.0 \n", + "3 Printers EP1D Computers and Software Equipment 5.0 \n", + "4 Terminals EP1E Computers and Software Equipment 5.0 \n", + "\n", + " GDS_life system year life method \n", + "0 5.0 GDS 2020 5.0 DB 200% \n", + "1 5.0 GDS 2020 5.0 DB 200% \n", + "2 5.0 GDS 2020 5.0 DB 200% \n", + "3 5.0 GDS 2020 5.0 DB 200% \n", + "4 5.0 GDS 2020 5.0 DB 200% \n", + "deprec_df value asset_name BEA_code \\\n", + "0 {'life': 5.0, 'method': 'DB 200%'} Mainframes EP1A \n", + "1 {'life': 5.0, 'method': 'DB 200%'} PCs EP1B \n", + "2 {'life': 5.0, 'method': 'DB 200%'} DASDs EP1C \n", + "3 {'life': 5.0, 'method': 'DB 200%'} Printers EP1D \n", + "4 {'life': 5.0, 'method': 'DB 200%'} Terminals EP1E \n", + "\n", + " minor_asset_group major_asset_group ADS_life GDS_life system year \n", + "0 Computers and Software Equipment 5.0 5.0 GDS 2020 \n", + "1 Computers and Software Equipment 5.0 5.0 GDS 2020 \n", + "2 Computers and Software Equipment 5.0 5.0 GDS 2020 \n", + "3 Computers and Software Equipment 5.0 5.0 GDS 2020 \n", + "4 Computers and Software Equipment 5.0 5.0 GDS 2020 \n", + "deprec_df 2 asset_name BEA_code minor_asset_group major_asset_group ADS_life \\\n", + "0 Mainframes EP1A Computers and Software Equipment 5.0 \n", + "1 PCs EP1B Computers and Software Equipment 5.0 \n", + "2 DASDs EP1C Computers and Software Equipment 5.0 \n", + "3 Printers EP1D Computers and Software Equipment 5.0 \n", + "4 Terminals EP1E Computers and Software Equipment 5.0 \n", + "\n", + " GDS_life system year life method \n", + "0 5.0 GDS 2020 5.0 DB 200% \n", + "1 5.0 GDS 2020 5.0 DB 200% \n", + "2 5.0 GDS 2020 5.0 DB 200% \n", + "3 5.0 GDS 2020 5.0 DB 200% \n", + "4 5.0 GDS 2020 5.0 DB 200% \n" + ] + } + ], "source": [ "# Save these results to disk\n", "calc1.summary_table(calc2, output_variable='rho', output_type='excel', path='cc_table.xlsx')" @@ -858,9 +1071,67 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 16, "metadata": {}, "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "deprec_df value asset_name BEA_code \\\n", + "0 {'life': 5.0, 'method': 'DB 200%'} Mainframes EP1A \n", + "1 {'life': 5.0, 'method': 'DB 200%'} PCs EP1B \n", + "2 {'life': 5.0, 'method': 'DB 200%'} DASDs EP1C \n", + "3 {'life': 5.0, 'method': 'DB 200%'} Printers EP1D \n", + "4 {'life': 5.0, 'method': 'DB 200%'} Terminals EP1E \n", + "\n", + " minor_asset_group major_asset_group ADS_life GDS_life system year \n", + "0 Computers and Software Equipment 5.0 5.0 GDS 2020 \n", + "1 Computers and Software Equipment 5.0 5.0 GDS 2020 \n", + "2 Computers and Software Equipment 5.0 5.0 GDS 2020 \n", + "3 Computers and Software Equipment 5.0 5.0 GDS 2020 \n", + "4 Computers and Software Equipment 5.0 5.0 GDS 2020 \n", + "deprec_df 2 asset_name BEA_code minor_asset_group major_asset_group ADS_life \\\n", + "0 Mainframes EP1A Computers and Software Equipment 5.0 \n", + "1 PCs EP1B Computers and Software Equipment 5.0 \n", + "2 DASDs EP1C Computers and Software Equipment 5.0 \n", + "3 Printers EP1D Computers and Software Equipment 5.0 \n", + "4 Terminals EP1E Computers and Software Equipment 5.0 \n", + "\n", + " GDS_life system year life method \n", + "0 5.0 GDS 2020 5.0 DB 200% \n", + "1 5.0 GDS 2020 5.0 DB 200% \n", + "2 5.0 GDS 2020 5.0 DB 200% \n", + "3 5.0 GDS 2020 5.0 DB 200% \n", + "4 5.0 GDS 2020 5.0 DB 200% \n", + "deprec_df value asset_name BEA_code \\\n", + "0 {'life': 5.0, 'method': 'DB 200%'} Mainframes EP1A \n", + "1 {'life': 5.0, 'method': 'DB 200%'} PCs EP1B \n", + "2 {'life': 5.0, 'method': 'DB 200%'} DASDs EP1C \n", + "3 {'life': 5.0, 'method': 'DB 200%'} Printers EP1D \n", + "4 {'life': 5.0, 'method': 'DB 200%'} Terminals EP1E \n", + "\n", + " minor_asset_group major_asset_group ADS_life GDS_life system year \n", + "0 Computers and Software Equipment 5.0 5.0 GDS 2020 \n", + "1 Computers and Software Equipment 5.0 5.0 GDS 2020 \n", + "2 Computers and Software Equipment 5.0 5.0 GDS 2020 \n", + "3 Computers and Software Equipment 5.0 5.0 GDS 2020 \n", + "4 Computers and Software Equipment 5.0 5.0 GDS 2020 \n", + "deprec_df 2 asset_name BEA_code minor_asset_group major_asset_group ADS_life \\\n", + "0 Mainframes EP1A Computers and Software Equipment 5.0 \n", + "1 PCs EP1B Computers and Software Equipment 5.0 \n", + "2 DASDs EP1C Computers and Software Equipment 5.0 \n", + "3 Printers EP1D Computers and Software Equipment 5.0 \n", + "4 Terminals EP1E Computers and Software Equipment 5.0 \n", + "\n", + " GDS_life system year life method \n", + "0 5.0 GDS 2020 5.0 DB 200% \n", + "1 5.0 GDS 2020 5.0 DB 200% \n", + "2 5.0 GDS 2020 5.0 DB 200% \n", + "3 5.0 GDS 2020 5.0 DB 200% \n", + "4 5.0 GDS 2020 5.0 DB 200% \n" + ] + }, { "data": { "text/html": [ @@ -892,93 +1163,93 @@ " \n", " 0\n", " Overall\n", - " 17.385422\n", - " 25.403326\n", - " 8.017904\n", + " 17.639885\n", + " 25.524466\n", + " 7.884581\n", " \n", " \n", " 1\n", " Corporate\n", - " 17.428895\n", - " 28.035541\n", - " 10.606646\n", + " 17.755445\n", + " 28.320144\n", + " 10.564699\n", " \n", " \n", " 2\n", " Equipment\n", - " 6.378304\n", - " 22.198307\n", - " 15.820003\n", + " 6.748557\n", + " 22.505995\n", + " 15.757439\n", " \n", " \n", " 3\n", " Structures\n", - " 18.079919\n", - " 27.585133\n", - " 9.505214\n", + " 18.403895\n", + " 27.871517\n", + " 9.467623\n", " \n", " \n", " 4\n", " Intellectual Property\n", - " 6.378304\n", - " 10.914820\n", - " 4.536516\n", + " 6.748557\n", + " 11.267132\n", + " 4.518575\n", " \n", " \n", " 5\n", " Inventories\n", - " 28.943514\n", - " 39.720019\n", - " 10.776504\n", + " 29.224527\n", + " 39.958412\n", + " 10.733886\n", " \n", " \n", " 6\n", " Land\n", - " 26.038860\n", - " 35.629608\n", - " 9.590748\n", + " 26.331360\n", + " 35.884178\n", + " 9.552818\n", " \n", " \n", " 7\n", " Pass-through\n", - " 18.812173\n", - " 23.397810\n", - " 4.585637\n", + " 19.007441\n", + " 23.318798\n", + " 4.311357\n", " \n", " \n", " 8\n", " Equipment\n", - " 1.948677\n", - " 14.897821\n", - " 12.949144\n", + " 1.961381\n", + " 15.050433\n", + " 13.089052\n", " \n", " \n", " 9\n", " Structures\n", - " 17.439967\n", - " 21.502642\n", - " 4.062675\n", + " 17.622599\n", + " 21.473278\n", + " 3.850679\n", " \n", " \n", " 10\n", " Intellectual Property\n", - " 1.948677\n", - " 6.085711\n", - " 4.137034\n", + " 1.961381\n", + " 6.536701\n", + " 4.575320\n", " \n", " \n", " 11\n", " Inventories\n", - " 25.029232\n", - " 29.369039\n", - " 4.339807\n", + " 25.284934\n", + " 29.145909\n", + " 3.860975\n", " \n", " \n", " 12\n", " Land\n", - " 21.844677\n", - " 25.670063\n", - " 3.825386\n", + " 22.063514\n", + " 25.536828\n", + " 3.473313\n", " \n", " \n", "\n", @@ -1001,52 +1272,52 @@ "12 Land \n", "\n", " Marginal Effective Total Tax Rate Under Baseline Policy \\\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", + "0 17.639885 \n", + "1 17.755445 \n", + "2 6.748557 \n", + "3 18.403895 \n", + "4 6.748557 \n", + "5 29.224527 \n", + "6 26.331360 \n", + "7 19.007441 \n", + "8 1.961381 \n", + "9 17.622599 \n", + "10 1.961381 \n", + "11 25.284934 \n", + "12 22.063514 \n", "\n", " Marginal Effective Total Tax Rate Under Reform Policy \\\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", + "0 25.524466 \n", + "1 28.320144 \n", + "2 22.505995 \n", + "3 27.871517 \n", + "4 11.267132 \n", + "5 39.958412 \n", + "6 35.884178 \n", + "7 23.318798 \n", + "8 15.050433 \n", + "9 21.473278 \n", + "10 6.536701 \n", + "11 29.145909 \n", + "12 25.536828 \n", "\n", " Change from Baseline (pp) \n", - "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 " + "0 7.884581 \n", + "1 10.564699 \n", + "2 15.757439 \n", + "3 9.467623 \n", + "4 4.518575 \n", + "5 10.733886 \n", + "6 9.552818 \n", + "7 4.311357 \n", + "8 13.089052 \n", + "9 3.850679 \n", + "10 4.575320 \n", + "11 3.860975 \n", + "12 3.473313 " ] }, - "execution_count": 11, + "execution_count": 16, "metadata": {}, "output_type": "execute_result" } @@ -1058,9 +1329,67 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 17, "metadata": {}, "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "deprec_df value asset_name BEA_code \\\n", + "0 {'life': 5.0, 'method': 'DB 200%'} Mainframes EP1A \n", + "1 {'life': 5.0, 'method': 'DB 200%'} PCs EP1B \n", + "2 {'life': 5.0, 'method': 'DB 200%'} DASDs EP1C \n", + "3 {'life': 5.0, 'method': 'DB 200%'} Printers EP1D \n", + "4 {'life': 5.0, 'method': 'DB 200%'} Terminals EP1E \n", + "\n", + " minor_asset_group major_asset_group ADS_life GDS_life system year \n", + "0 Computers and Software Equipment 5.0 5.0 GDS 2020 \n", + "1 Computers and Software Equipment 5.0 5.0 GDS 2020 \n", + "2 Computers and Software Equipment 5.0 5.0 GDS 2020 \n", + "3 Computers and Software Equipment 5.0 5.0 GDS 2020 \n", + "4 Computers and Software Equipment 5.0 5.0 GDS 2020 \n", + "deprec_df 2 asset_name BEA_code minor_asset_group major_asset_group ADS_life \\\n", + "0 Mainframes EP1A Computers and Software Equipment 5.0 \n", + "1 PCs EP1B Computers and Software Equipment 5.0 \n", + "2 DASDs EP1C Computers and Software Equipment 5.0 \n", + "3 Printers EP1D Computers and Software Equipment 5.0 \n", + "4 Terminals EP1E Computers and Software Equipment 5.0 \n", + "\n", + " GDS_life system year life method \n", + "0 5.0 GDS 2020 5.0 DB 200% \n", + "1 5.0 GDS 2020 5.0 DB 200% \n", + "2 5.0 GDS 2020 5.0 DB 200% \n", + "3 5.0 GDS 2020 5.0 DB 200% \n", + "4 5.0 GDS 2020 5.0 DB 200% \n", + "deprec_df value asset_name BEA_code \\\n", + "0 {'life': 5.0, 'method': 'DB 200%'} Mainframes EP1A \n", + "1 {'life': 5.0, 'method': 'DB 200%'} PCs EP1B \n", + "2 {'life': 5.0, 'method': 'DB 200%'} DASDs EP1C \n", + "3 {'life': 5.0, 'method': 'DB 200%'} Printers EP1D \n", + "4 {'life': 5.0, 'method': 'DB 200%'} Terminals EP1E \n", + "\n", + " minor_asset_group major_asset_group ADS_life GDS_life system year \n", + "0 Computers and Software Equipment 5.0 5.0 GDS 2020 \n", + "1 Computers and Software Equipment 5.0 5.0 GDS 2020 \n", + "2 Computers and Software Equipment 5.0 5.0 GDS 2020 \n", + "3 Computers and Software Equipment 5.0 5.0 GDS 2020 \n", + "4 Computers and Software Equipment 5.0 5.0 GDS 2020 \n", + "deprec_df 2 asset_name BEA_code minor_asset_group major_asset_group ADS_life \\\n", + "0 Mainframes EP1A Computers and Software Equipment 5.0 \n", + "1 PCs EP1B Computers and Software Equipment 5.0 \n", + "2 DASDs EP1C Computers and Software Equipment 5.0 \n", + "3 Printers EP1D Computers and Software Equipment 5.0 \n", + "4 Terminals EP1E Computers and Software Equipment 5.0 \n", + "\n", + " GDS_life system year life method \n", + "0 5.0 GDS 2020 5.0 DB 200% \n", + "1 5.0 GDS 2020 5.0 DB 200% \n", + "2 5.0 GDS 2020 5.0 DB 200% \n", + "3 5.0 GDS 2020 5.0 DB 200% \n", + "4 5.0 GDS 2020 5.0 DB 200% \n" + ] + }, { "data": { "text/html": [ @@ -1092,289 +1421,289 @@ " \n", " 0\n", " Overall\n", - " 17.385422\n", - " 25.403326\n", - " 8.017904\n", + " 17.639885\n", + " 25.524466\n", + " 7.884581\n", " \n", " \n", " 1\n", " Corporate\n", - " 17.428895\n", - " 28.035541\n", - " 10.606646\n", + " 17.755445\n", + " 28.320144\n", + " 10.564699\n", " \n", " \n", " 2\n", " Agriculture, forestry, fishing, and hunting\n", - " 18.298771\n", - " 30.621670\n", - " 12.322899\n", + " 18.621881\n", + " 30.896046\n", + " 12.274165\n", " \n", " \n", " 3\n", " Mining\n", - " 9.355980\n", - " 17.646210\n", - " 8.290230\n", + " 9.714456\n", + " 17.971900\n", + " 8.257444\n", " \n", " \n", " 4\n", " Utilities\n", - " 7.403845\n", - " 19.798819\n", - " 12.394974\n", + " 7.770042\n", + " 20.115997\n", + " 12.345955\n", " \n", " \n", " 5\n", " Construction\n", - " 18.838676\n", - " 30.349240\n", - " 11.510564\n", + " 19.159651\n", + " 30.624693\n", + " 11.465042\n", " \n", " \n", " 6\n", " Manufacturing\n", - " 17.725594\n", - " 26.830751\n", - " 9.105157\n", + " 18.050971\n", + " 27.120119\n", + " 9.069148\n", " \n", " \n", " 7\n", " Wholesale trade\n", - " 23.188460\n", - " 34.273842\n", - " 11.085383\n", + " 23.492232\n", + " 34.533774\n", + " 11.041542\n", " \n", " \n", " 8\n", " Retail trade\n", - " 24.179499\n", - " 34.690033\n", - " 10.510534\n", + " 24.479352\n", + " 34.948319\n", + " 10.468967\n", " \n", " \n", " 9\n", " Transportation and warehousing\n", - " 10.639291\n", - " 20.393471\n", - " 9.754180\n", + " 10.992693\n", + " 20.708297\n", + " 9.715604\n", " \n", " \n", " 10\n", " Information\n", - " 10.034240\n", - " 24.539591\n", - " 14.505351\n", + " 10.390034\n", + " 24.838020\n", + " 14.447985\n", " \n", " \n", " 11\n", " Finance and insurance\n", - " 18.373608\n", - " 30.264878\n", - " 11.891270\n", + " 18.696422\n", + " 30.540664\n", + " 11.844242\n", " \n", " \n", " 12\n", " Real estate and rental and leasing\n", - " 24.087083\n", - " 33.721519\n", - " 9.634436\n", + " 24.387301\n", + " 33.983636\n", + " 9.596334\n", " \n", " \n", " 13\n", " Professional, scientific, and technical ser...\n", - " 14.266593\n", - " 25.403173\n", - " 11.136579\n", + " 14.605649\n", + " 25.698186\n", + " 11.092537\n", " \n", " \n", " 14\n", " Management of companies and enterprises\n", - " 22.177149\n", - " 32.248505\n", - " 10.071355\n", + " 22.484921\n", + " 32.516446\n", + " 10.031525\n", " \n", " \n", " 15\n", " Administrative and waste management services\n", - " 13.969707\n", - " 26.515287\n", - " 12.545580\n", + " 14.309938\n", + " 26.805903\n", + " 12.495965\n", " \n", " \n", " 16\n", " Educational services\n", - " 22.179268\n", - " 31.613808\n", - " 9.434540\n", + " 22.487031\n", + " 31.884260\n", + " 9.397229\n", " \n", " \n", " 17\n", " Health care and social assistance\n", - " 20.317482\n", - " 30.832650\n", - " 10.515168\n", + " 20.632608\n", + " 31.106191\n", + " 10.473583\n", " \n", " \n", " 18\n", " Arts, entertainment, and recreation\n", - " 15.213585\n", - " 26.326474\n", - " 11.112889\n", + " 15.548896\n", + " 26.617836\n", + " 11.068940\n", " \n", " \n", " 19\n", " Accommodation and food services\n", - " 23.766349\n", - " 34.095181\n", - " 10.328832\n", + " 24.067836\n", + " 34.355820\n", + " 10.287984\n", " \n", " \n", " 20\n", " Other services, except government\n", - " 20.522378\n", - " 29.799384\n", - " 9.277005\n", + " 20.836695\n", + " 30.077012\n", + " 9.240317\n", " \n", " \n", " 21\n", " Pass-through\n", - " 18.812173\n", - " 23.397810\n", - " 4.585637\n", + " 19.007441\n", + " 23.318798\n", + " 4.311357\n", " \n", " \n", " 22\n", " Agriculture, forestry, fishing, and hunting\n", - " 15.876157\n", - " 22.523466\n", - " 6.647308\n", + " 16.047848\n", + " 22.465303\n", + " 6.417456\n", " \n", " \n", " 23\n", " Mining\n", - " 5.274190\n", - " 11.663757\n", - " 6.389567\n", + " 5.329731\n", + " 11.922444\n", + " 6.592713\n", " \n", " \n", " 24\n", " Utilities\n", - " 3.285505\n", - " 13.167828\n", - " 9.882323\n", + " 3.315756\n", + " 13.381097\n", + " 10.065342\n", " \n", " \n", " 25\n", " Construction\n", - " 16.084501\n", - " 22.106145\n", - " 6.021644\n", + " 16.256425\n", + " 22.058650\n", + " 5.802225\n", " \n", " \n", " 26\n", " Manufacturing\n", - " 14.207660\n", - " 19.167293\n", - " 4.959633\n", + " 14.365716\n", + " 19.196170\n", + " 4.830454\n", " \n", " \n", " 27\n", " Wholesale trade\n", - " 21.047185\n", - " 26.159069\n", - " 5.111883\n", + " 21.269469\n", + " 26.008485\n", + " 4.739016\n", " \n", " \n", " 28\n", " Retail trade\n", - " 21.275141\n", - " 26.050928\n", - " 4.775787\n", + " 21.496969\n", + " 25.904160\n", + " 4.407191\n", " \n", " \n", " 29\n", " Transportation and warehousing\n", - " 6.820432\n", - " 14.128465\n", - " 7.308033\n", + " 6.894412\n", + " 14.309383\n", + " 7.414971\n", " \n", " \n", " 30\n", " Information\n", - " 5.985239\n", - " 17.050742\n", - " 11.065503\n", + " 6.049526\n", + " 17.143644\n", + " 11.094117\n", " \n", " \n", " 31\n", " Finance and insurance\n", - " 18.248503\n", - " 23.618762\n", - " 5.370259\n", + " 18.440433\n", + " 23.532485\n", + " 5.092051\n", " \n", " \n", " 32\n", " Real estate and rental and leasing\n", - " 20.871296\n", - " 24.725673\n", - " 3.854377\n", + " 21.082232\n", + " 24.615095\n", + " 3.532863\n", " \n", " \n", " 33\n", " Professional, scientific, and technical ser...\n", - " 9.972917\n", - " 17.301080\n", - " 7.328162\n", + " 10.083509\n", + " 17.383227\n", + " 7.299718\n", " \n", " \n", " 34\n", " Management of companies and enterprises\n", - " 17.913126\n", - " 22.858351\n", - " 4.945225\n", + " 18.102279\n", + " 22.791069\n", + " 4.688790\n", " \n", " \n", " 35\n", " Administrative and waste management services\n", - " 9.605741\n", - " 18.203833\n", - " 8.598093\n", + " 9.711826\n", + " 18.261459\n", + " 8.549633\n", " \n", " \n", " 36\n", " Educational services\n", - " 17.893937\n", - " 22.297889\n", - " 4.403953\n", + " 18.079977\n", + " 22.247380\n", + " 4.167403\n", " \n", " \n", " 37\n", " Health care and social assistance\n", - " 16.036972\n", - " 21.670206\n", - " 5.633234\n", + " 16.206875\n", + " 21.634895\n", + " 5.428020\n", " \n", " \n", " 38\n", " Arts, entertainment, and recreation\n", - " 10.649402\n", - " 17.958885\n", - " 7.309483\n", + " 10.766382\n", + " 18.025709\n", + " 7.259327\n", " \n", " \n", " 39\n", " Accommodation and food services\n", - " 19.724755\n", - " 24.515138\n", - " 4.790384\n", + " 19.929849\n", + " 24.406857\n", + " 4.477008\n", " \n", " \n", " 40\n", " Other services, except government\n", - " 15.985057\n", - " 20.612279\n", - " 4.627222\n", + " 16.154067\n", + " 20.605809\n", + " 4.451742\n", " \n", " \n", "\n", @@ -1425,136 +1754,136 @@ "40 Other services, except government \n", "\n", " Marginal Effective Total Tax Rate Under Baseline Policy \\\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", + "0 17.639885 \n", + "1 17.755445 \n", + "2 18.621881 \n", + "3 9.714456 \n", + "4 7.770042 \n", + "5 19.159651 \n", + "6 18.050971 \n", + "7 23.492232 \n", + "8 24.479352 \n", + "9 10.992693 \n", + "10 10.390034 \n", + "11 18.696422 \n", + "12 24.387301 \n", + "13 14.605649 \n", + "14 22.484921 \n", + "15 14.309938 \n", + "16 22.487031 \n", + "17 20.632608 \n", + "18 15.548896 \n", + "19 24.067836 \n", + "20 20.836695 \n", + "21 19.007441 \n", + "22 16.047848 \n", + "23 5.329731 \n", + "24 3.315756 \n", + "25 16.256425 \n", + "26 14.365716 \n", + "27 21.269469 \n", + "28 21.496969 \n", + "29 6.894412 \n", + "30 6.049526 \n", + "31 18.440433 \n", + "32 21.082232 \n", + "33 10.083509 \n", + "34 18.102279 \n", + "35 9.711826 \n", + "36 18.079977 \n", + "37 16.206875 \n", + "38 10.766382 \n", + "39 19.929849 \n", + "40 16.154067 \n", "\n", " Marginal Effective Total Tax Rate Under Reform Policy \\\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", + "0 25.524466 \n", + "1 28.320144 \n", + "2 30.896046 \n", + "3 17.971900 \n", + "4 20.115997 \n", + "5 30.624693 \n", + "6 27.120119 \n", + "7 34.533774 \n", + "8 34.948319 \n", + "9 20.708297 \n", + "10 24.838020 \n", + "11 30.540664 \n", + "12 33.983636 \n", + "13 25.698186 \n", + "14 32.516446 \n", + "15 26.805903 \n", + "16 31.884260 \n", + "17 31.106191 \n", + "18 26.617836 \n", + "19 34.355820 \n", + "20 30.077012 \n", + "21 23.318798 \n", + "22 22.465303 \n", + "23 11.922444 \n", + "24 13.381097 \n", + "25 22.058650 \n", + "26 19.196170 \n", + "27 26.008485 \n", + "28 25.904160 \n", + "29 14.309383 \n", + "30 17.143644 \n", + "31 23.532485 \n", + "32 24.615095 \n", + "33 17.383227 \n", + "34 22.791069 \n", + "35 18.261459 \n", + "36 22.247380 \n", + "37 21.634895 \n", + "38 18.025709 \n", + "39 24.406857 \n", + "40 20.605809 \n", "\n", " Change from Baseline (pp) \n", - "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 " + "0 7.884581 \n", + "1 10.564699 \n", + "2 12.274165 \n", + "3 8.257444 \n", + "4 12.345955 \n", + "5 11.465042 \n", + "6 9.069148 \n", + "7 11.041542 \n", + "8 10.468967 \n", + "9 9.715604 \n", + "10 14.447985 \n", + "11 11.844242 \n", + "12 9.596334 \n", + "13 11.092537 \n", + "14 10.031525 \n", + "15 12.495965 \n", + "16 9.397229 \n", + "17 10.473583 \n", + "18 11.068940 \n", + "19 10.287984 \n", + "20 9.240317 \n", + "21 4.311357 \n", + "22 6.417456 \n", + "23 6.592713 \n", + "24 10.065342 \n", + "25 5.802225 \n", + "26 4.830454 \n", + "27 4.739016 \n", + "28 4.407191 \n", + "29 7.414971 \n", + "30 11.094117 \n", + "31 5.092051 \n", + "32 3.532863 \n", + "33 7.299718 \n", + "34 4.688790 \n", + "35 8.549633 \n", + "36 4.167403 \n", + "37 5.428020 \n", + "38 7.259327 \n", + "39 4.477008 \n", + "40 4.451742 " ] }, - "execution_count": 12, + "execution_count": 17, "metadata": {}, "output_type": "execute_result" } @@ -1577,19 +1906,72 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 18, "metadata": {}, "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "deprec_df value asset_name BEA_code \\\n", + "0 {'life': 5.0, 'method': 'DB 200%'} Mainframes EP1A \n", + "1 {'life': 5.0, 'method': 'DB 200%'} PCs EP1B \n", + "2 {'life': 5.0, 'method': 'DB 200%'} DASDs EP1C \n", + "3 {'life': 5.0, 'method': 'DB 200%'} Printers EP1D \n", + "4 {'life': 5.0, 'method': 'DB 200%'} Terminals EP1E \n", + "\n", + " minor_asset_group major_asset_group ADS_life GDS_life system year \n", + "0 Computers and Software Equipment 5.0 5.0 GDS 2020 \n", + "1 Computers and Software Equipment 5.0 5.0 GDS 2020 \n", + "2 Computers and Software Equipment 5.0 5.0 GDS 2020 \n", + "3 Computers and Software Equipment 5.0 5.0 GDS 2020 \n", + "4 Computers and Software Equipment 5.0 5.0 GDS 2020 \n", + "deprec_df 2 asset_name BEA_code minor_asset_group major_asset_group ADS_life \\\n", + "0 Mainframes EP1A Computers and Software Equipment 5.0 \n", + "1 PCs EP1B Computers and Software Equipment 5.0 \n", + "2 DASDs EP1C Computers and Software Equipment 5.0 \n", + "3 Printers EP1D Computers and Software Equipment 5.0 \n", + "4 Terminals EP1E Computers and Software Equipment 5.0 \n", + "\n", + " GDS_life system year life method \n", + "0 5.0 GDS 2020 5.0 DB 200% \n", + "1 5.0 GDS 2020 5.0 DB 200% \n", + "2 5.0 GDS 2020 5.0 DB 200% \n", + "3 5.0 GDS 2020 5.0 DB 200% \n", + "4 5.0 GDS 2020 5.0 DB 200% \n", + "deprec_df value asset_name BEA_code \\\n", + "0 {'life': 5.0, 'method': 'DB 200%'} Mainframes EP1A \n", + "1 {'life': 5.0, 'method': 'DB 200%'} PCs EP1B \n", + "2 {'life': 5.0, 'method': 'DB 200%'} DASDs EP1C \n", + "3 {'life': 5.0, 'method': 'DB 200%'} Printers EP1D \n", + "4 {'life': 5.0, 'method': 'DB 200%'} Terminals EP1E \n", + "\n", + " minor_asset_group major_asset_group ADS_life GDS_life system year \n", + "0 Computers and Software Equipment 5.0 5.0 GDS 2020 \n", + "1 Computers and Software Equipment 5.0 5.0 GDS 2020 \n", + "2 Computers and Software Equipment 5.0 5.0 GDS 2020 \n", + "3 Computers and Software Equipment 5.0 5.0 GDS 2020 \n", + "4 Computers and Software Equipment 5.0 5.0 GDS 2020 \n", + "deprec_df 2 asset_name BEA_code minor_asset_group major_asset_group ADS_life \\\n", + "0 Mainframes EP1A Computers and Software Equipment 5.0 \n", + "1 PCs EP1B Computers and Software Equipment 5.0 \n", + "2 DASDs EP1C Computers and Software Equipment 5.0 \n", + "3 Printers EP1D Computers and Software Equipment 5.0 \n", + "4 Terminals EP1E Computers and Software Equipment 5.0 \n", + "\n", + " GDS_life system year life method \n", + "0 5.0 GDS 2020 5.0 DB 200% \n", + "1 5.0 GDS 2020 5.0 DB 200% \n", + "2 5.0 GDS 2020 5.0 DB 200% \n", + "3 5.0 GDS 2020 5.0 DB 200% \n", + "4 5.0 GDS 2020 5.0 DB 200% \n" + ] + }, { "data": { "text/html": [ "\n", - 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"stream", + "text": [ + "deprec_df value asset_name BEA_code \\\n", + "0 {'life': 5.0, 'method': 'DB 200%'} Mainframes EP1A \n", + "1 {'life': 5.0, 'method': 'DB 200%'} PCs EP1B \n", + "2 {'life': 5.0, 'method': 'DB 200%'} DASDs EP1C \n", + "3 {'life': 5.0, 'method': 'DB 200%'} Printers EP1D \n", + "4 {'life': 5.0, 'method': 'DB 200%'} Terminals EP1E \n", + "\n", + " minor_asset_group major_asset_group ADS_life GDS_life system year \n", + "0 Computers and Software Equipment 5.0 5.0 GDS 2020 \n", + "1 Computers and Software Equipment 5.0 5.0 GDS 2020 \n", + "2 Computers and Software Equipment 5.0 5.0 GDS 2020 \n", + "3 Computers and Software Equipment 5.0 5.0 GDS 2020 \n", + "4 Computers and Software Equipment 5.0 5.0 GDS 2020 \n", + "deprec_df 2 asset_name BEA_code minor_asset_group major_asset_group ADS_life \\\n", + "0 Mainframes EP1A Computers and Software Equipment 5.0 \n", + "1 PCs EP1B Computers and Software Equipment 5.0 \n", + "2 DASDs EP1C Computers and Software Equipment 5.0 \n", + "3 Printers EP1D Computers and Software Equipment 5.0 \n", + "4 Terminals EP1E Computers and Software Equipment 5.0 \n", + "\n", + " GDS_life system year life method \n", + "0 5.0 GDS 2020 5.0 DB 200% \n", + "1 5.0 GDS 2020 5.0 DB 200% \n", + "2 5.0 GDS 2020 5.0 DB 200% \n", + "3 5.0 GDS 2020 5.0 DB 200% \n", + "4 5.0 GDS 2020 5.0 DB 200% \n", + "deprec_df value asset_name BEA_code \\\n", + "0 {'life': 5.0, 'method': 'DB 200%'} Mainframes EP1A \n", + "1 {'life': 5.0, 'method': 'DB 200%'} PCs EP1B \n", + "2 {'life': 5.0, 'method': 'DB 200%'} DASDs EP1C \n", + "3 {'life': 5.0, 'method': 'DB 200%'} Printers EP1D \n", + "4 {'life': 5.0, 'method': 'DB 200%'} Terminals EP1E \n", + "\n", + " minor_asset_group major_asset_group ADS_life GDS_life system year \n", + "0 Computers and Software Equipment 5.0 5.0 GDS 2020 \n", + "1 Computers and Software Equipment 5.0 5.0 GDS 2020 \n", + "2 Computers and Software Equipment 5.0 5.0 GDS 2020 \n", + "3 Computers and Software Equipment 5.0 5.0 GDS 2020 \n", + "4 Computers and Software Equipment 5.0 5.0 GDS 2020 \n", + "deprec_df 2 asset_name BEA_code minor_asset_group major_asset_group ADS_life \\\n", + "0 Mainframes EP1A Computers and Software Equipment 5.0 \n", + "1 PCs EP1B Computers and Software Equipment 5.0 \n", + "2 DASDs EP1C Computers and Software Equipment 5.0 \n", + "3 Printers EP1D Computers and Software Equipment 5.0 \n", + "4 Terminals EP1E Computers and Software Equipment 5.0 \n", + "\n", + " GDS_life system year life method \n", + "0 5.0 GDS 2020 5.0 DB 200% \n", + "1 5.0 GDS 2020 5.0 DB 200% \n", + "2 5.0 GDS 2020 5.0 DB 200% \n", + "3 5.0 GDS 2020 5.0 DB 200% \n", + "4 5.0 GDS 2020 5.0 DB 200% \n" + ] + }, { "data": { "text/html": [ "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "
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"stream", + "text": [ + "deprec_df value asset_name BEA_code \\\n", + "0 {'life': 5.0, 'method': 'DB 200%'} Mainframes EP1A \n", + "1 {'life': 5.0, 'method': 'DB 200%'} PCs EP1B \n", + "2 {'life': 5.0, 'method': 'DB 200%'} DASDs EP1C \n", + "3 {'life': 5.0, 'method': 'DB 200%'} Printers EP1D \n", + "4 {'life': 5.0, 'method': 'DB 200%'} Terminals EP1E \n", + "\n", + " minor_asset_group major_asset_group ADS_life GDS_life system year \n", + "0 Computers and Software Equipment 5.0 5.0 GDS 2020 \n", + "1 Computers and Software Equipment 5.0 5.0 GDS 2020 \n", + "2 Computers and Software Equipment 5.0 5.0 GDS 2020 \n", + "3 Computers and Software Equipment 5.0 5.0 GDS 2020 \n", + "4 Computers and Software Equipment 5.0 5.0 GDS 2020 \n", + "deprec_df 2 asset_name BEA_code minor_asset_group major_asset_group ADS_life \\\n", + "0 Mainframes EP1A Computers and Software Equipment 5.0 \n", + "1 PCs EP1B Computers and Software Equipment 5.0 \n", + "2 DASDs EP1C Computers and Software Equipment 5.0 \n", + "3 Printers EP1D Computers and Software Equipment 5.0 \n", + "4 Terminals EP1E Computers and Software Equipment 5.0 \n", + "\n", + " GDS_life system year life method \n", + "0 5.0 GDS 2020 5.0 DB 200% \n", + "1 5.0 GDS 2020 5.0 DB 200% \n", + "2 5.0 GDS 2020 5.0 DB 200% \n", + "3 5.0 GDS 2020 5.0 DB 200% \n", + "4 5.0 GDS 2020 5.0 DB 200% \n", + "deprec_df value asset_name BEA_code \\\n", + "0 {'life': 5.0, 'method': 'DB 200%'} Mainframes EP1A \n", + "1 {'life': 5.0, 'method': 'DB 200%'} PCs EP1B \n", + "2 {'life': 5.0, 'method': 'DB 200%'} DASDs EP1C \n", + "3 {'life': 5.0, 'method': 'DB 200%'} Printers EP1D \n", + "4 {'life': 5.0, 'method': 'DB 200%'} Terminals EP1E \n", + "\n", + " minor_asset_group major_asset_group ADS_life GDS_life system year \n", + "0 Computers and Software Equipment 5.0 5.0 GDS 2020 \n", + "1 Computers and Software Equipment 5.0 5.0 GDS 2020 \n", + "2 Computers and Software Equipment 5.0 5.0 GDS 2020 \n", + "3 Computers and Software Equipment 5.0 5.0 GDS 2020 \n", + "4 Computers and Software Equipment 5.0 5.0 GDS 2020 \n", + "deprec_df 2 asset_name BEA_code minor_asset_group major_asset_group ADS_life \\\n", + "0 Mainframes EP1A Computers and Software Equipment 5.0 \n", + "1 PCs EP1B Computers and Software Equipment 5.0 \n", + "2 DASDs EP1C Computers and Software Equipment 5.0 \n", + "3 Printers EP1D Computers and Software Equipment 5.0 \n", + "4 Terminals EP1E Computers and Software Equipment 5.0 \n", + "\n", + " GDS_life system year life method \n", + "0 5.0 GDS 2020 5.0 DB 200% \n", + "1 5.0 GDS 2020 5.0 DB 200% \n", + "2 5.0 GDS 2020 5.0 DB 200% \n", + "3 5.0 GDS 2020 5.0 DB 200% \n", + "4 5.0 GDS 2020 5.0 DB 200% \n" + ] + }, { "data": { "text/html": [ "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "
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null, + "execution_count": 23, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "deprec_df value asset_name BEA_code \\\n", + "0 {'life': 5.0, 'method': 'DB 200%'} Mainframes EP1A \n", + "1 {'life': 5.0, 'method': 'DB 200%'} PCs EP1B \n", + "2 {'life': 5.0, 'method': 'DB 200%'} DASDs EP1C \n", + "3 {'life': 5.0, 'method': 'DB 200%'} Printers EP1D \n", + "4 {'life': 5.0, 'method': 'DB 200%'} Terminals EP1E \n", + "\n", + " minor_asset_group major_asset_group ADS_life GDS_life system year \n", + "0 Computers and Software Equipment 5.0 5.0 GDS 2020 \n", + "1 Computers and Software Equipment 5.0 5.0 GDS 2020 \n", + "2 Computers and Software Equipment 5.0 5.0 GDS 2020 \n", + "3 Computers and Software Equipment 5.0 5.0 GDS 2020 \n", + "4 Computers and Software Equipment 5.0 5.0 GDS 2020 \n", + "deprec_df 2 asset_name BEA_code minor_asset_group major_asset_group ADS_life \\\n", + "0 Mainframes EP1A Computers and Software Equipment 5.0 \n", + "1 PCs EP1B Computers and Software Equipment 5.0 \n", + "2 DASDs EP1C Computers and Software Equipment 5.0 \n", + "3 Printers EP1D Computers and Software Equipment 5.0 \n", + "4 Terminals EP1E Computers and Software Equipment 5.0 \n", + "\n", + " GDS_life system year life method \n", + "0 5.0 GDS 2020 5.0 DB 200% \n", + "1 5.0 GDS 2020 5.0 DB 200% \n", + "2 5.0 GDS 2020 5.0 DB 200% \n", + "3 5.0 GDS 2020 5.0 DB 200% \n", + "4 5.0 GDS 2020 5.0 DB 200% \n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "WARNING:bokeh.core.validation.check:W-1000 (MISSING_RENDERERS): Plot has no renderers: figure(id='p1434', ...)\n", + "WARNING:bokeh.core.validation.check:W-1000 (MISSING_RENDERERS): Plot has no renderers: figure(id='p1373', ...)\n" + ] + }, + { + "data": { + "text/html": [ + "\n", + "
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