From f7b6004975d79fabb9711d03a18fd20a5097360d Mon Sep 17 00:00:00 2001 From: Michael Zargham Date: Thu, 30 May 2019 14:13:15 -0700 Subject: [PATCH] minor tweaks had to eliminate video due to size. --- conviction_cadCAD.ipynb | 226 ++++++++++++++++++++++++++++++++++++---- 1 file changed, 207 insertions(+), 19 deletions(-) diff --git a/conviction_cadCAD.ipynb b/conviction_cadCAD.ipynb index dc54393..5e697a4 100644 --- a/conviction_cadCAD.ipynb +++ b/conviction_cadCAD.ipynb @@ -80,6 +80,18 @@ " return np.inf\n" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Note from Kris, consider: substitutibility of proposals st when a substitute passes, affinity for the others goes away; this will make the process more realistic because proposals will end up never passing.\n", + "\n", + "implementation notes:\n", + "- create substitutability matrix (proposal x proposal)\n", + "- update accounting when thing pass: change affinities and should affect sentiments\n", + "- define a new 'type' of proposals for tracking 'dead' ones (no longer candidates = zero staked)\n" + ] + }, { "cell_type": "code", "execution_count": 4, @@ -930,7 +942,7 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 172, "metadata": {}, "outputs": [ { @@ -961,6 +973,20 @@ " substep\n", " supply\n", " timestep\n", + " conviction\n", + " candidate_count\n", + " candidate_funds\n", + " ...\n", + " funds_requested\n", + " share_of_funds_requested\n", + " share_of_funds_requested_all\n", + " triggers\n", + " conviction_share_of_trigger\n", + " age\n", + " age_all\n", + " conviction_all\n", + " triggers_all\n", + " conviction_share_of_trigger_all\n", " \n", " \n", " \n", @@ -973,6 +999,20 @@ " 4\n", " 149423.887842\n", " 199\n", + " [39055.06408348446, 60625.90872518238, 48097.2...\n", + " 5\n", + " 526818.368082\n", + " ...\n", + " [6978.682824181761, 43613.66355924395, 58989.8...\n", + " [0.34029132974719656, 0.20446380164505384, 0.3...\n", + " [0.02024022713484155, 0.1264924168157994, 0.17...\n", + " [inf, inf, inf, inf, inf]\n", + " [0.0, 0.0, 0.0, 0.0, 0.0]\n", + " [134, 97, 68, 39, 4]\n", + " [199, 199, 199, 199, 199, 199, 199, 139, 134, ...\n", + " [nan, nan, nan, nan, nan, nan, nan, nan, 39055...\n", + " [nan, nan, nan, nan, nan, nan, nan, nan, inf, ...\n", + " [nan, nan, nan, nan, nan, nan, nan, nan, 0.0, ...\n", " \n", " \n", " 797\n", @@ -983,6 +1023,20 @@ " 1\n", " 149423.887842\n", " 200\n", + " [39055.06408348446, 60625.90872518238, 48097.2...\n", + " 5\n", + " 526818.368082\n", + " ...\n", + " [6978.682824181761, 43613.66355924395, 58989.8...\n", + " [0.33239570057436707, 0.19971971851412118, 0.3...\n", + " [0.01977060209928959, 0.12355746923105046, 0.1...\n", + " [inf, inf, inf, inf, inf]\n", + " [0.0, 0.0, 0.0, 0.0, 0.0]\n", + " [135, 98, 69, 40, 5]\n", + " [200, 200, 200, 200, 200, 200, 200, 140, 135, ...\n", + " [nan, nan, nan, nan, nan, nan, nan, nan, 39055...\n", + " [nan, nan, nan, nan, nan, nan, nan, nan, inf, ...\n", + " [nan, nan, nan, nan, nan, nan, nan, nan, 0.0, ...\n", " \n", " \n", " 798\n", @@ -993,6 +1047,20 @@ " 2\n", " 149423.887842\n", " 200\n", + " [39055.06408348446, 60625.90872518238, 48097.2...\n", + " 5\n", + " 526818.368082\n", + " ...\n", + " [6978.682824181761, 43613.66355924395, 58989.8...\n", + " [0.33239570057436707, 0.19971971851412118, 0.3...\n", + " [0.01977060209928959, 0.12355746923105046, 0.1...\n", + " [inf, inf, inf, inf, inf]\n", + " [0.0, 0.0, 0.0, 0.0, 0.0]\n", + " [135, 98, 69, 40, 5]\n", + " [200, 200, 200, 200, 200, 200, 200, 140, 135, ...\n", + " [nan, nan, nan, nan, nan, nan, nan, nan, 39055...\n", + " [nan, nan, nan, nan, nan, nan, nan, nan, inf, ...\n", + " [nan, nan, nan, nan, nan, nan, nan, nan, 0.0, ...\n", " \n", " \n", " 799\n", @@ -1003,6 +1071,20 @@ " 3\n", " 149423.887842\n", " 200\n", + " [39055.06408348446, 60625.90872518238, 48097.2...\n", + " 5\n", + " 526818.368082\n", + " ...\n", + " [6978.682824181761, 43613.66355924395, 58989.8...\n", + " [0.33239570057436707, 0.19971971851412118, 0.3...\n", + " [0.01977060209928959, 0.12355746923105046, 0.1...\n", + " [inf, inf, inf, inf, inf]\n", + " [0.0, 0.0, 0.0, 0.0, 0.0]\n", + " [135, 98, 69, 40, 5]\n", + " [200, 200, 200, 200, 200, 200, 200, 140, 135, ...\n", + " [nan, nan, nan, nan, nan, nan, nan, nan, 39055...\n", + " [nan, nan, nan, nan, nan, nan, nan, nan, inf, ...\n", + " [nan, nan, nan, nan, nan, nan, nan, nan, 0.0, ...\n", " \n", " \n", " 800\n", @@ -1013,9 +1095,24 @@ " 4\n", " 149796.175298\n", " 200\n", + " [39030.364257012014, 60600.183949797305, 48240...\n", + " 5\n", + " 526818.368082\n", + " ...\n", + " [6978.682824181761, 43613.66355924395, 58989.8...\n", + " [0.33239570057436707, 0.19971971851412118, 0.3...\n", + " [0.01977060209928959, 0.12355746923105046, 0.1...\n", + " [inf, inf, inf, inf, inf]\n", + " [0.0, 0.0, 0.0, 0.0, 0.0]\n", + " [135, 98, 69, 40, 5]\n", + " [200, 200, 200, 200, 200, 200, 200, 140, 135, ...\n", + " [nan, nan, nan, nan, nan, nan, nan, nan, 39030...\n", + " [nan, nan, nan, nan, nan, nan, nan, nan, inf, ...\n", + " [nan, nan, nan, nan, nan, nan, nan, nan, 0.0, ...\n", " \n", " \n", "\n", + "

5 rows × 25 columns

\n", "" ], "text/plain": [ @@ -1026,21 +1123,86 @@ "799 352982.817070 (0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13,... 1 \n", "800 352982.817070 (0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13,... 1 \n", "\n", - " sentiment substep supply timestep \n", - "796 0.997003 4 149423.887842 199 \n", - "797 0.997003 1 149423.887842 200 \n", - "798 0.996006 2 149423.887842 200 \n", - "799 0.996006 3 149423.887842 200 \n", - "800 0.996006 4 149796.175298 200 " + " sentiment substep supply timestep \\\n", + "796 0.997003 4 149423.887842 199 \n", + "797 0.997003 1 149423.887842 200 \n", + "798 0.996006 2 149423.887842 200 \n", + "799 0.996006 3 149423.887842 200 \n", + "800 0.996006 4 149796.175298 200 \n", + "\n", + " conviction candidate_count \\\n", + "796 [39055.06408348446, 60625.90872518238, 48097.2... 5 \n", + "797 [39055.06408348446, 60625.90872518238, 48097.2... 5 \n", + "798 [39055.06408348446, 60625.90872518238, 48097.2... 5 \n", + "799 [39055.06408348446, 60625.90872518238, 48097.2... 5 \n", + "800 [39030.364257012014, 60600.183949797305, 48240... 5 \n", + "\n", + " candidate_funds ... funds_requested \\\n", + "796 526818.368082 ... [6978.682824181761, 43613.66355924395, 58989.8... \n", + "797 526818.368082 ... [6978.682824181761, 43613.66355924395, 58989.8... \n", + "798 526818.368082 ... [6978.682824181761, 43613.66355924395, 58989.8... \n", + "799 526818.368082 ... [6978.682824181761, 43613.66355924395, 58989.8... \n", + "800 526818.368082 ... [6978.682824181761, 43613.66355924395, 58989.8... \n", + "\n", + " share_of_funds_requested \\\n", + "796 [0.34029132974719656, 0.20446380164505384, 0.3... \n", + "797 [0.33239570057436707, 0.19971971851412118, 0.3... \n", + "798 [0.33239570057436707, 0.19971971851412118, 0.3... \n", + "799 [0.33239570057436707, 0.19971971851412118, 0.3... \n", + "800 [0.33239570057436707, 0.19971971851412118, 0.3... \n", + "\n", + " share_of_funds_requested_all \\\n", + "796 [0.02024022713484155, 0.1264924168157994, 0.17... \n", + "797 [0.01977060209928959, 0.12355746923105046, 0.1... \n", + "798 [0.01977060209928959, 0.12355746923105046, 0.1... \n", + "799 [0.01977060209928959, 0.12355746923105046, 0.1... \n", + "800 [0.01977060209928959, 0.12355746923105046, 0.1... \n", + "\n", + " triggers conviction_share_of_trigger \\\n", + "796 [inf, inf, inf, inf, inf] [0.0, 0.0, 0.0, 0.0, 0.0] \n", + "797 [inf, inf, inf, inf, inf] [0.0, 0.0, 0.0, 0.0, 0.0] \n", + "798 [inf, inf, inf, inf, inf] [0.0, 0.0, 0.0, 0.0, 0.0] \n", + "799 [inf, inf, inf, inf, inf] [0.0, 0.0, 0.0, 0.0, 0.0] \n", + "800 [inf, inf, inf, inf, inf] [0.0, 0.0, 0.0, 0.0, 0.0] \n", + "\n", + " age age_all \\\n", + "796 [134, 97, 68, 39, 4] [199, 199, 199, 199, 199, 199, 199, 139, 134, ... \n", + "797 [135, 98, 69, 40, 5] [200, 200, 200, 200, 200, 200, 200, 140, 135, ... \n", + "798 [135, 98, 69, 40, 5] [200, 200, 200, 200, 200, 200, 200, 140, 135, ... \n", + "799 [135, 98, 69, 40, 5] [200, 200, 200, 200, 200, 200, 200, 140, 135, ... \n", + "800 [135, 98, 69, 40, 5] [200, 200, 200, 200, 200, 200, 200, 140, 135, ... \n", + "\n", + " conviction_all \\\n", + "796 [nan, nan, nan, nan, nan, nan, nan, nan, 39055... \n", + "797 [nan, nan, nan, nan, nan, nan, nan, nan, 39055... \n", + "798 [nan, nan, nan, nan, nan, nan, nan, nan, 39055... \n", + "799 [nan, nan, nan, nan, nan, nan, nan, nan, 39055... \n", + "800 [nan, nan, nan, nan, nan, nan, nan, nan, 39030... \n", + "\n", + " triggers_all \\\n", + "796 [nan, nan, nan, nan, nan, nan, nan, nan, inf, ... \n", + "797 [nan, nan, nan, nan, nan, nan, nan, nan, inf, ... \n", + "798 [nan, nan, nan, nan, nan, nan, nan, nan, inf, ... \n", + "799 [nan, nan, nan, nan, nan, nan, nan, nan, inf, ... \n", + "800 [nan, nan, nan, nan, nan, nan, nan, nan, inf, ... \n", + "\n", + " conviction_share_of_trigger_all \n", + "796 [nan, nan, nan, nan, nan, nan, nan, nan, 0.0, ... \n", + "797 [nan, nan, nan, nan, nan, nan, nan, nan, 0.0, ... \n", + "798 [nan, nan, nan, nan, nan, nan, nan, nan, 0.0, ... \n", + "799 [nan, nan, nan, nan, nan, nan, nan, nan, 0.0, ... \n", + "800 [nan, nan, nan, nan, nan, nan, nan, nan, 0.0, ... \n", + "\n", + "[5 rows x 25 columns]" ] }, - "execution_count": 27, + "execution_count": 172, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "df.tail()" + "df.tail(5)" ] }, { @@ -1324,7 +1486,33 @@ }, { "cell_type": "code", - "execution_count": 42, + "execution_count": 168, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[ 1., 1., 1., ..., nan, nan, nan],\n", + " [ 2., 2., 2., ..., nan, nan, nan],\n", + " [ 3., 3., 3., ..., nan, nan, nan],\n", + " ...,\n", + " [198., 198., 198., ..., 43., 38., 3.],\n", + " [199., 199., 199., ..., 44., 39., 4.],\n", + " [200., 200., 200., ..., 45., 40., 5.]])" + ] + }, + "execution_count": 168, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "make2D('age_all', rdf)" + ] + }, + { + "cell_type": "code", + "execution_count": 170, "metadata": {}, "outputs": [ { @@ -1333,7 +1521,7 @@ "Text(0.5, 1.0, 'check age')" ] }, - "execution_count": 42, + "execution_count": 170, "metadata": {}, "output_type": "execute_result" }, @@ -1561,7 +1749,7 @@ }, { "cell_type": "code", - "execution_count": 49, + "execution_count": 166, "metadata": {}, "outputs": [ { @@ -1570,13 +1758,13 @@ "Text(0.5, 0, 'share_of_funds_requested')" ] }, - "execution_count": 49, + "execution_count": 166, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -1588,7 +1776,7 @@ } ], "source": [ - "plt.loglog(make2D('share_of_funds_requested_all', rdf), make2D('conviction_all', rdf))\n", + "plt.loglog(make2D('share_of_funds_requested_all', rdf), make2D('conviction_all', rdf), '.')\n", "plt.ylabel('conviction')\n", "plt.xlabel('share_of_funds_requested')" ] @@ -1666,16 +1854,16 @@ }, { "cell_type": "code", - "execution_count": 62, + "execution_count": 174, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 62, + "execution_count": 174, "metadata": {}, "output_type": "execute_result" }, @@ -2021,7 +2209,7 @@ "cell_type": "code", "execution_count": 165, "metadata": { - "scrolled": true + "scrolled": false }, "outputs": [ {