From b68b16fb49454910c3969ad4e75a424ebbfbac75 Mon Sep 17 00:00:00 2001 From: Tijs Alleman Date: Sat, 28 Oct 2023 14:58:33 +0200 Subject: [PATCH] notebooks --- .../EPNM/plot_sensitivity-grid.ipynb | 294 +++++++++++++----- .../EPNM/visualise_comparison.ipynb | 101 ++++++ 2 files changed, 322 insertions(+), 73 deletions(-) create mode 100644 notebooks/manuscripts/EPNM/visualise_comparison.ipynb diff --git a/notebooks/manuscripts/EPNM/plot_sensitivity-grid.ipynb b/notebooks/manuscripts/EPNM/plot_sensitivity-grid.ipynb index fc2806015..9451ec557 100644 --- a/notebooks/manuscripts/EPNM/plot_sensitivity-grid.ipynb +++ b/notebooks/manuscripts/EPNM/plot_sensitivity-grid.ipynb @@ -28,20 +28,35 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 3, "id": "fec06875", "metadata": {}, "outputs": [], "source": [ - "data = pd.read_csv('sensitivity-grid.csv', index_col=[0,1,2,3,4,5,6])" + "data = pd.read_csv('sensitivity-grid.csv', index_col=[0,1,2,3,4,5,6,7])" ] }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 5, "id": "122369d5", "metadata": {}, - "outputs": [], + "outputs": [ + { + "ename": "KeyError", + "evalue": "'consumer_facing'", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mKeyError\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m/tmp/ipykernel_1713370/1975602901.py\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[1;32m 4\u001b[0m \u001b[0;31m#data = data[data['hiring_firing']!=35]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 5\u001b[0m \u001b[0;31m#data = data[data['industry']==0.10]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 6\u001b[0;31m \u001b[0mdata\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mdata\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mgroupby\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mby\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'production_function'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'consumer_facing'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'industry'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'retail'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'ratio_c_s'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'tau'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'hiring_firing'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmean\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", + "\u001b[0;32m~/anaconda3/lib/python3.9/site-packages/pandas/core/frame.py\u001b[0m in \u001b[0;36mgroupby\u001b[0;34m(self, by, axis, level, as_index, sort, group_keys, squeeze, observed, dropna)\u001b[0m\n\u001b[1;32m 7629\u001b[0m \u001b[0;31m# error: Argument \"squeeze\" to \"DataFrameGroupBy\" has incompatible type\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 7630\u001b[0m \u001b[0;31m# \"Union[bool, NoDefault]\"; expected \"bool\"\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 7631\u001b[0;31m return DataFrameGroupBy(\n\u001b[0m\u001b[1;32m 7632\u001b[0m \u001b[0mobj\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 7633\u001b[0m \u001b[0mkeys\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mby\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m~/anaconda3/lib/python3.9/site-packages/pandas/core/groupby/groupby.py\u001b[0m in \u001b[0;36m__init__\u001b[0;34m(self, obj, keys, axis, level, grouper, exclusions, selection, as_index, sort, group_keys, squeeze, observed, mutated, dropna)\u001b[0m\n\u001b[1;32m 887\u001b[0m \u001b[0;32mfrom\u001b[0m \u001b[0mpandas\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcore\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mgroupby\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mgrouper\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mget_grouper\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 888\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 889\u001b[0;31m grouper, exclusions, obj = get_grouper(\n\u001b[0m\u001b[1;32m 890\u001b[0m \u001b[0mobj\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 891\u001b[0m \u001b[0mkeys\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m~/anaconda3/lib/python3.9/site-packages/pandas/core/groupby/grouper.py\u001b[0m in \u001b[0;36mget_grouper\u001b[0;34m(obj, key, axis, level, sort, observed, mutated, validate, dropna)\u001b[0m\n\u001b[1;32m 860\u001b[0m \u001b[0min_axis\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlevel\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mgpr\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mFalse\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mgpr\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 861\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 862\u001b[0;31m \u001b[0;32mraise\u001b[0m \u001b[0mKeyError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mgpr\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 863\u001b[0m \u001b[0;32melif\u001b[0m \u001b[0misinstance\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mgpr\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mGrouper\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mand\u001b[0m \u001b[0mgpr\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mkey\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 864\u001b[0m \u001b[0;31m# Add key to exclusions\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mKeyError\u001b[0m: 'consumer_facing'" + ] + } + ], "source": [ "index = data.index\n", "data = data.reset_index()\n", @@ -61,7 +76,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 4, "id": "fb011121", "metadata": {}, "outputs": [ @@ -69,8 +84,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "('linear', 0.99, 0.3, 0.0, 0.5, 21, 28)\n", - "('half_critical', 0.99, 0.3, 0.0, 0.5, 1, 28)\n" + "('linear', 0.3, 0.1, 0.2, 0.99, 0.5, 21, 28)\n", + "('half_critical', 0.3, 0.0, 0.2, 0.99, 0.5, 1, 28)\n" ] } ], @@ -82,7 +97,30 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 5, + "id": "a989e7a8", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "unweighted 7.161816\n", + "weighted 4.709283\n", + "Name: (half_critical, 0.3, 0.0, 0.2, 0.99, 0.5, 1, 28), dtype: float64" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data.loc[w_min]" + ] + }, + { + "cell_type": "code", + "execution_count": 6, "id": "209ffe64", "metadata": {}, "outputs": [], @@ -94,21 +132,43 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 7, "id": "d7ae70b5", "metadata": {}, "outputs": [], "source": [ "# get index levels\n", "prodfuncs = ['Leo', 'Strong', 'Half', 'Weak', 'Lin']#data.index.get_level_values('production_function').unique()\n", - "consumer_facing = data.index.get_level_values('consumer_facing').unique()\n", "industry = data.index.get_level_values('industry').unique()\n", "retail = data.index.get_level_values('retail').unique()\n", + "transport = data.index.get_level_values('transport').unique()\n", + "consumer_facing = data.index.get_level_values('consumer-facing').unique()\n", "ratio_c_s = data.index.get_level_values('ratio_c_s').unique()\n", "tau = data.index.get_level_values('tau').unique()\n", "hiring_firing = data.index.get_level_values('hiring_firing').unique()" ] }, + { + "cell_type": "code", + "execution_count": 23, + "id": "ebc758ad", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.25165076591563285" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data.loc['half_critical',0.30,0,0.2,0.99,0.5,1,14]" + ] + }, { "cell_type": "markdown", "id": "66af5ad5", @@ -119,15 +179,57 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 16, + "id": "8857905e", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[80, 85, 90, 95.0, 99.0]" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "[80, 85, 90,] + list(100*consumer_facing.values)" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "497956ce", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([0.01555586, 0. ])" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data.loc['half_critical',0.3,0.0,0.2,:,0.5,1,28].values" + ] + }, + { + "cell_type": "code", + "execution_count": 28, "id": "5c11494c", "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] }, "metadata": { @@ -139,11 +241,12 @@ "source": [ "fig,ax = plt.subplots(nrows=3, ncols=3, sharey='row', figsize=(8.3, 0.7*11.7))\n", "\n", - "##################\n", - "## PBL Barbplot ##\n", - "##################\n", + "###############\n", + "## First row ##\n", + "###############\n", "\n", - "ax[0,0].bar(['Leo', 'Str', 'Hal', 'Wea', 'Lin'], data.loc[slice(None),0.99,0.30,0,0.5,1,28].values, color='black')\n", + "# PBL production functions\n", + "ax[0,0].bar(['Leo', 'Str', 'Hal', 'Wea', 'Lin'], data.loc[slice(None),0.3,0.0,0.2,0.99,0.5,1,28].values, color='black')\n", "ax[0,0].set_ylabel('$\\Delta\\ AAD_{vw}$ (%)')\n", "from matplotlib.ticker import FormatStrFormatter\n", "ax[0,0].yaxis.set_major_formatter(FormatStrFormatter('%.2f'))\n", @@ -158,16 +261,29 @@ "ax[0,0].get_children()[2].set_color(colors['blue'])\n", "ax[0,0].get_children()[3].set_color(colors['green'])\n", "\n", - "fig.delaxes(ax[0,1])\n", + "# transport\n", + "ax[0,1].plot(100*transport, data.loc['half_critical',0.3,0.0,:,0.99,0.5,1,28], marker='o', markersize=5, color=colors['blue'])\n", + "ax[0,1].plot(100*transport, data.loc['strongly_critical',0.3,0.0,:,0.99,0.5,1,28], marker='o', markersize=5, color=colors['red'])\n", + "ax[0,1].plot(100*transport, data.loc['weakly_critical',0.3,0.0,:,0.99,0.5,1,28], marker='o', markersize=5, color=colors['green'])\n", + "# text box with average euclidian distance in plane\n", + "props = dict(boxstyle='round', facecolor='wheat', alpha=1)\n", + "ax[0,1].text(0.05, 0.95, \"Household demand shock:\\nTransport\", transform=ax[0,1].transAxes, fontsize=10,\n", + " verticalalignment='top', bbox=props)\n", + "ax[0,1].set_xlabel('shock (%)')\n", + "ax[0,1].set_ylabel('$\\Delta\\ AAD_{vw}$ (%)')\n", + "ax[0,1].set_xlabel('shock (%)')\n", + "\n", + "#fig.delaxes(ax[0,1])\n", "fig.delaxes(ax[0,2])\n", "\n", "################\n", "## Second row ##\n", "################\n", "\n", - "ax[1,0].plot(100*consumer_facing, data.loc['half_critical', :,0.3,0,0.5,1,28], marker='o', markersize=5, color=colors['blue'])\n", - "ax[1,0].plot(100*consumer_facing, data.loc['strongly_critical', :,0.3,0,0.5,1,28], marker='o', markersize=5, color=colors['red'])\n", - "ax[1,0].plot(100*consumer_facing, data.loc['weakly_critical',:,0.3,0,0.5,1,28], marker='o', markersize=5, color=colors['green'])\n", + "x = [80, 85, 90,] + list(100*consumer_facing.values)\n", + "ax[1,0].plot(x, [0.07, 0.05, 0.03,] + list(data.loc['half_critical',0.3,0.0,0.2,:,0.5,1,28].values), marker='o', markersize=5, color=colors['blue'])\n", + "ax[1,0].plot(x, [0.11, 0.09, 0.06,] + list(data.loc['strongly_critical',0.3,0.0,0.2,:,0.5,1,28].values), marker='o', markersize=5, color=colors['red'])\n", + "ax[1,0].plot(x, [0.24, 0.22, 0.20,] + list(data.loc['weakly_critical',0.3,0.0,0.2,:,0.5,1,28].values), marker='o', markersize=5, color=colors['green'])\n", "# text box with average euclidian distance in plane\n", "props = dict(boxstyle='round', facecolor='wheat', alpha=1)\n", "ax[1,0].text(0.05, 0.95, \"Household demand shock:\\nConsumer-facing activities\", transform=ax[1,0].transAxes, fontsize=10,\n", @@ -176,18 +292,18 @@ "ax[1,0].set_ylabel('$\\Delta\\ AAD_{vw}$ (%)')\n", "ax[1,0].set_xlabel('shock (%)')\n", "\n", - "ax[1,1].plot(100*industry, data.loc['half_critical', 0.99,:,0,0.5,1,28], marker='o', markersize=5, color=colors['blue'])\n", - "ax[1,1].plot(100*industry, data.loc['strongly_critical', 0.99,:,0,0.5,1,28], marker='o', markersize=5, color=colors['red'])\n", - "ax[1,1].plot(100*industry, data.loc['weakly_critical', 0.99,:,0,0.5,1,28], marker='o', markersize=5, color=colors['green'])\n", + "ax[1,1].plot(100*industry, data.loc['half_critical',:,0.0,0.2,0.99,0.5,1,28], marker='o', markersize=5, color=colors['blue'])\n", + "ax[1,1].plot(100*industry, data.loc['strongly_critical',:,0.0,0.2,0.99,0.5,1,28], marker='o', markersize=5, color=colors['red'])\n", + "ax[1,1].plot(100*industry, data.loc['weakly_critical',:,0.0,0.2,0.99,0.5,1,28], marker='o', markersize=5, color=colors['green'])\n", "# text box with average euclidian distance in plane\n", "props = dict(boxstyle='round', facecolor='wheat', alpha=1)\n", "ax[1,1].text(0.05, 0.95, \"Household demand shock:\\nManufacturing\", transform=ax[1,1].transAxes, fontsize=10,\n", " verticalalignment='top', bbox=props)\n", "ax[1,1].set_xlabel('shock (%)')\n", "\n", - "ax[1,2].plot(100*retail, data.loc['half_critical', 0.99,0.3,:,0.5,1,28], marker='o', markersize=5, color=colors['blue'])\n", - "ax[1,2].plot(100*retail, data.loc['strongly_critical', 0.99,0.3,:,0.5,1,28], marker='o', markersize=5, color=colors['red'])\n", - "ax[1,2].plot(100*retail, data.loc['weakly_critical', 0.99,0.3,:,0.5,1,28], marker='o', markersize=5, color=colors['green'])\n", + "ax[1,2].plot(100*retail, data.loc['half_critical',0.3,:,0.2,0.99,0.5,1,28], marker='o', markersize=5, color=colors['blue'])\n", + "ax[1,2].plot(100*retail, data.loc['strongly_critical',0.3,:,0.2,0.99,0.5,1,28], marker='o', markersize=5, color=colors['red'])\n", + "ax[1,2].plot(100*retail, data.loc['weakly_critical',0.3,:,0.2,0.99,0.5,1,28], marker='o', markersize=5, color=colors['green'])\n", "# text box with average euclidian distance in plane\n", "props = dict(boxstyle='round', facecolor='wheat', alpha=1)\n", "ax[1,2].text(0.05, 0.95, \"Household demand shock:\\nRetail\", transform=ax[1,2].transAxes, fontsize=10,\n", @@ -199,9 +315,9 @@ "## Third row ##\n", "###############\n", "\n", - "ax[2,0].plot(100*ratio_c_s, data.loc['half_critical', 0.99,0.3,0,:,1,28], marker='o', markersize=5, color=colors['blue'])\n", - "ax[2,0].plot(100*ratio_c_s, data.loc['strongly_critical', 0.99,0.3,0,:,1,28], marker='o', markersize=5, color=colors['red'])\n", - "ax[2,0].plot(100*ratio_c_s, data.loc['weakly_critical', 0.99,0.3,0,:,1,28], marker='o', markersize=5, color=colors['green'])\n", + "ax[2,0].plot(100*ratio_c_s, data.loc['half_critical',0.3,0.0,0.2,0.99,:,1,28], marker='o', markersize=5, color=colors['blue'])\n", + "ax[2,0].plot(100*ratio_c_s, data.loc['strongly_critical',0.3,0.0,0.2,0.99,:,1,28], marker='o', markersize=5, color=colors['red'])\n", + "ax[2,0].plot(100*ratio_c_s, data.loc['weakly_critical',0.3,0.0,0.2,0.99,:,1,28], marker='o', markersize=5, color=colors['green'])\n", "# text box with average euclidian distance in plane\n", "props = dict(boxstyle='round', facecolor='wheat', alpha=1)\n", "ax[2,0].text(0.05, 0.95, \"Household demand shock in\\nabscence of lockdown ($r$)\", transform=ax[2,0].transAxes, fontsize=10,\n", @@ -209,18 +325,18 @@ "ax[2,0].set_xlabel('fraction of lockdown shock (%)')\n", "ax[2,0].set_ylabel('$\\Delta\\ AAD_{vw}$ (%)')\n", "\n", - "ax[2,1].plot(tau, data.loc['half_critical', 0.99,0.3,0,0.5,:,28], marker='o', markersize=5, color=colors['blue'])\n", - "ax[2,1].plot(tau, data.loc['strongly_critical', 0.99,0.3,0,0.5,:,28], marker='o', markersize=5, color=colors['red'])\n", - "ax[2,1].plot(tau, data.loc['weakly_critical', 0.99,0.3,0,0.5,:,28], marker='o', markersize=5, color=colors['green'])\n", + "ax[2,1].plot(tau, data.loc['half_critical',0.3,0.0,0.2,0.99,0.5,:,28], marker='o', markersize=5, color=colors['blue'])\n", + "ax[2,1].plot(tau, data.loc['strongly_critical',0.3,0.0,0.2,0.99,0.5,:,28], marker='o', markersize=5, color=colors['red'])\n", + "ax[2,1].plot(tau, data.loc['weakly_critical',0.3,0.0,0.2,0.99,0.5,:,28], marker='o', markersize=5, color=colors['green'])\n", "# text box with average euclidian distance in plane\n", "props = dict(boxstyle='round', facecolor='wheat', alpha=1)\n", "ax[2,1].text(0.05, 0.95, \"Restocking ($\\\\tau$)\", transform=ax[2,1].transAxes, fontsize=10,\n", " verticalalignment='top', bbox=props)\n", "ax[2,1].set_xlabel('duration (days)')\n", "\n", - "ax[2,2].plot(hiring_firing, data.loc['half_critical', 0.99,0.3,0,0.5,7,:,], marker='o', markersize=5, color=colors['blue'])\n", - "ax[2,2].plot(hiring_firing, data.loc['strongly_critical', 0.99,0.3,0,0.5,7,:,], marker='o', markersize=5, color=colors['red'])\n", - "ax[2,2].plot(hiring_firing, data.loc['weakly_critical', 0.99,0.3,0,0.5,7,:,], marker='o', markersize=5, color=colors['green'])\n", + "ax[2,2].plot(hiring_firing, data.loc['half_critical',0.3,0.0,0.2,0.99,0.5,1,:], marker='o', markersize=5, color=colors['blue'])\n", + "ax[2,2].plot(hiring_firing, data.loc['strongly_critical',0.3,0.0,0.2,0.99,0.5,1,:], marker='o', markersize=5, color=colors['red'])\n", + "ax[2,2].plot(hiring_firing, data.loc['weakly_critical',0.3,0.0,0.2,0.99,0.5,1,:], marker='o', markersize=5, color=colors['green'])\n", "# text box with average euclidian distance in plane\n", "props = dict(boxstyle='round', facecolor='wheat', alpha=1)\n", "ax[2,2].text(0.05, 0.95, \"Firing ($\\\\gamma_F$)\", transform=ax[2,2].transAxes, fontsize=10,\n", @@ -244,95 +360,127 @@ }, { "cell_type": "code", - "execution_count": 32, - "id": "0e2068dd", + "execution_count": 62, + "id": "5c8e3717", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "array([[0.66205274, 0.83385301, 1.0524673 , 1.26228626, 1.60570667],\n", - " [0.02721373, 0.01862347, 0.0855953 , 0.14626293, 0.20262268],\n", - " [0. , 0.01165156, 0.06684417, 0.11691512, 0.16704774],\n", - " [0.1559284 , 0.15291495, 0.15816933, 0.17311114, 0.18828098],\n", - " [0.19633126, 0.19571846, 0.18799652, 0.19177367, 0.19568103]])" + "array([ 0., 20., 40., 60., 80., 100.])" ] }, - "execution_count": 32, + "execution_count": 62, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "data.loc[slice(None),0.99,0.30,0,0.5,slice(None),28].values.reshape([5,5])" + "(transport*100).values" ] }, { "cell_type": "code", - "execution_count": 42, - "id": "43db36e1", + "execution_count": 57, + "id": "fb66e787", "metadata": {}, "outputs": [ { "data": { - "image/png": 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"text/plain": [ - "
" + "array([[0.68862973, 0.06121856, 0.03418453, 0.19561514, 0.25687738],\n", + " [0.66156706, 0.02696535, 0. , 0.16023056, 0.21291435],\n", + " [0.66559311, 0.02937209, 0.0022584 , 0.15961195, 0.20476566],\n", + " [0.69266392, 0.05833973, 0.03107656, 0.18566962, 0.21966284],\n", + " [0.75857321, 0.11336111, 0.08241977, 0.22840639, 0.24974513]])" ] }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, + "execution_count": 57, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "np.transpose(data.loc[slice(None),0.3,0,slice(None),0.99,0.5,1,28].values.reshape([5,6]))[:-1,:]" + ] + }, + { + "cell_type": "code", + "execution_count": 64, + "id": "43db36e1", + "metadata": {}, + "outputs": [ { "data": { + "image/png": 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\n", 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" ] }, - "execution_count": 42, - "metadata": {}, - "output_type": "execute_result" + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" } ], "source": [ "# Extend with exogenous demand (3 panels)\n", "\n", - "fig,ax=plt.subplots(nrows=2, ncols=2, sharex=True, sharey=False, figsize=(8.3,8.3))\n", + "fig,ax=plt.subplots(nrows=3, ncols=2, sharex=True, sharey=False, figsize=(8.3,0.9*11.7))\n", "\n", - "# top left\n", - "ax[0,0] = sns.heatmap(np.transpose(data.loc[slice(None),0.99,0.30,0,0.5,slice(None),28].values.reshape([5,5])), xticklabels=prodfuncs, yticklabels=tau,\n", + "## first row\n", + "# restocking\n", + "ax[0,0] = sns.heatmap(np.transpose(data.loc[slice(None),0.3,0.0,0.2,0.99,0.5,slice(None),28].values.reshape([5,5])), xticklabels=prodfuncs, yticklabels=tau,\n", " annot=True, fmt=\".2f\", vmin=0, vmax=1.6, cbar=False, ax=ax[0,0], square=True, annot_kws={\"fontsize\": 8},\n", " cmap=\"Blues\")\n", "ax[0,0].set_ylabel('Restocking mean duration (days)', size=12)\n", "\n", - "# top right\n", - "ax[0,1] = sns.heatmap(np.transpose(data.loc[slice(None),0.99,0.30,0,0.5,1,slice(None)].values.reshape([5,5])), xticklabels=prodfuncs, yticklabels=hiring_firing,\n", + "# hiring/firing\n", + "ax[0,1] = sns.heatmap(np.transpose(data.loc[slice(None),0.3,0.0,0.2,0.99,0.5,1,slice(None)].values.reshape([5,5])), xticklabels=prodfuncs, yticklabels=hiring_firing,\n", " annot=True, fmt=\".2f\", vmin=0, vmax=1.6, cbar=False, ax=ax[0,1], square=True, annot_kws={\"fontsize\": 8},\n", " cmap=\"Blues\")\n", "ax[0,1].set_ylabel('Firing mean duration (days)', size=12)\n", "\n", - "# bottom left\n", - "ax[1,0] = sns.heatmap(np.transpose(data.loc[slice(None),0.99,slice(None),0,0.5,1,28].values.reshape([5,5])), xticklabels=prodfuncs, yticklabels=industry*100,\n", + "## second row\n", + "# household demand manufacturing\n", + "ax[1,0] = sns.heatmap(np.transpose(data.loc[slice(None),slice(None),0,0.2,0.99,0.5,1,28].values.reshape([5,5])), xticklabels=prodfuncs, yticklabels=industry*100,\n", " annot=True, fmt=\".2f\", vmin=0, vmax=1.6, cbar=False, ax=ax[1,0], square=True, annot_kws={\"fontsize\": 8},\n", " cmap=\"Blues\")\n", - "ax[1,0].set_xlabel('Production function', size=12)\n", "ax[1,0].set_ylabel('Household demand shock:\\n manufacturing (%)', size=12)\n", "\n", - "# bottom right\n", - "ax[1,1].set_xlabel('Production function', size=12)\n", - "ax[1,1] = sns.heatmap(np.transpose(data.loc[slice(None),0.99,0.3,0,slice(None),1,28].values.reshape([5,5])), xticklabels=prodfuncs, yticklabels=ratio_c_s*100,\n", + "# household demand transport\n", + "ax[1,1] = sns.heatmap(np.transpose(data.loc[slice(None),0.3,0,slice(None),0.99,0.5,1,28].values.reshape([5,6]))[:-1,:], xticklabels=prodfuncs, yticklabels=(transport*100).values[:-1],\n", " annot=True, fmt=\".2f\", vmin=0, vmax=1.6, cbar=False, ax=ax[1,1], square=True, annot_kws={\"fontsize\": 8},\n", " cmap=\"Blues\")\n", - "ax[1,1].set_xlabel('Production function', size=12)\n", - "ax[1,1].set_ylabel('Household demand shock\\nin abscence of lockdown (%)', size=12)\n", + "ax[1,1].set_ylabel('Household demand shock:\\n transport (%)', size=12)\n", + "\n", + "# household demand retail\n", + "ax[2,0] = sns.heatmap(np.transpose(data.loc[slice(None),0.3,slice(None),0.2,0.99,0.5,1,28].values.reshape([5,5])), xticklabels=prodfuncs, yticklabels=industry*100,\n", + " annot=True, fmt=\".2f\", vmin=0, vmax=1.6, cbar=False, ax=ax[2,0], square=True, annot_kws={\"fontsize\": 8},\n", + " cmap=\"Blues\")\n", + "ax[2,0].set_xlabel('Production function', size=12)\n", + "ax[2,0].set_ylabel('Household demand shock:\\n retail (%)', size=12)\n", + "\n", + "# aggregated household demand shock in abscence of lockdown\n", + "ax[2,1].set_xlabel('Production function', size=12)\n", + "ax[2,1] = sns.heatmap(np.transpose(data.loc[slice(None),0.3,0.0,0.2,0.99,slice(None),1,28].values.reshape([5,5])), xticklabels=prodfuncs, yticklabels=ratio_c_s*100,\n", + " annot=True, fmt=\".2f\", vmin=0, vmax=1.6, cbar=False, ax=ax[2,1], square=True, annot_kws={\"fontsize\": 8},\n", + " cmap=\"Blues\")\n", + "ax[2,1].set_xlabel('Production function', size=12)\n", + "ax[2,1].set_ylabel('Aggregated household demand shock\\nin abscence of lockdown (%)', size=12)\n", "\n", "plt.tight_layout()\n", "plt.savefig('prodfunc_tau.pdf')\n", - "plt.show()\n", - "plt" + "plt.show()" ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "934b597f", + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": { diff --git a/notebooks/manuscripts/EPNM/visualise_comparison.ipynb b/notebooks/manuscripts/EPNM/visualise_comparison.ipynb new file mode 100644 index 000000000..99f0655b0 --- /dev/null +++ b/notebooks/manuscripts/EPNM/visualise_comparison.ipynb @@ -0,0 +1,101 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import numpy as np\n", + "import seaborn as sns\n", + "import matplotlib.pyplot as plt" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "# Load data\n", + "df = pd.read_csv('comparison_accuracy.csv', index_col=[0,1,2]).squeeze()\n", + "# Subtract minimum\n", + "#df -= df.loc['Alleman et al.', 'Alleman et al.', 'Alleman et al.']" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig,ax=plt.subplots(nrows=1, ncols=2, sharex=False, sharey=False, figsize=(8.3,8.3))\n", + "\n", + "# left\n", + "ax[0] = sns.heatmap(np.transpose(df.loc[slice(None), 'Pichler et al.', slice(None)].values.reshape([2,2])),\n", + " xticklabels=['del Rio-Chanona et al.','ERMG survey'],\n", + " yticklabels=['Pichler et al.','Alleman et al.'],\n", + " annot=True, fmt=\".2f\", vmin=4.73, vmax=6.27, cbar=False, ax=ax[0], square=True,\n", + " annot_kws={\"fontsize\": 8},cmap=\"Blues\")\n", + "ax[0].set_xlabel('Labor supply', size=10)\n", + "ax[0].set_ylabel('Other demand', size=10)\n", + "ax[0].set_title('Household demand:\\nCongressional Budget Office', size=10)\n", + "\n", + "# right\n", + "ax[1] = sns.heatmap(df.loc[slice(None), 'Alleman et al.', slice(None)].values.reshape([2,2]),\n", + " xticklabels=['del Rio-Chanona et al.','ERMG survey'],\n", + " yticklabels=[],\n", + " annot=True, fmt=\".2f\", vmin=4.73, vmax=6.27, cbar=False, ax=ax[1], square=True,\n", + " annot_kws={\"fontsize\": 8},cmap=\"Blues\")\n", + "ax[1].set_title('Household demand:\\nCalibrated (Alleman et al.)',size=10)\n", + "ax[1].set_xlabel('Labor supply', size=10)\n", + "\n", + "plt.tight_layout()\n", + "plt.savefig('comparing_shocks.pdf')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.7" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +}