From 78c4b1dc9220e097ae852527a9d93f9bd2d04b74 Mon Sep 17 00:00:00 2001 From: jvivian Date: Wed, 22 May 2024 18:52:47 -0700 Subject: [PATCH] Update notebook --- reports/SCM/scm.ipynb | 967 ++++++++++++++++-------------------------- 1 file changed, 362 insertions(+), 605 deletions(-) diff --git a/reports/SCM/scm.ipynb b/reports/SCM/scm.ipynb index 71bccd8..442f43a 100644 --- a/reports/SCM/scm.ipynb +++ b/reports/SCM/scm.ipynb @@ -707,7 +707,7 @@ "outputs": [ { "data": { - "image/png": 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"text/plain": [ "
" ] @@ -1240,26 +1240,26 @@ " \n", " \n", " \n", - " Factor_Global.1\n", - " Factor_Global.2\n", - " Factor_Response\n", - " Factor_Pandemic\n", - " Factor_Uncat\n", + " Factor_Global\n", " Factor_Consumption\n", + " Factor_Pandemic\n", " Factor_Employment\n", " Factor_Inflation\n", + " Factor_Uncat\n", " Factor_Cases1\n", - " Factor_Cases2\n", + " Factor_Cases4\n", + " Factor_Deaths2\n", + " Factor_Deaths4\n", " ...\n", - " Factor_Prod\n", - " Factor_GDP\n", - " Factor_TBill1mo\n", - " Factor_TBill6mo\n", + " Factor_Cons2\n", + " Factor_Cons3\n", + " Factor_Cons4\n", + " Factor_Employment1\n", + " Factor_Employment2\n", + " Factor_CPIU\n", + " Factor_PCE\n", " Factor_TBill1yr\n", - " Factor_TBill5yr\n", " Factor_TBill10yr\n", - " Factor_TBill30yr\n", - " Factor_FFR\n", " Time.1\n", " \n", " \n", @@ -1292,21 +1292,21 @@ " \n", " 2012-03-01\n", " AK\n", - " 0.691905\n", - " 2.480586\n", - " 0.162693\n", - " -0.221419\n", - " -0.221917\n", - " -0.005710\n", - " -0.013897\n", - " -0.166918\n", + " -0.015681\n", + " 0.051635\n", + " -0.449249\n", + " -0.039851\n", + " 0.003441\n", + " -0.556079\n", " 58654.835314\n", - " 15407.0\n", + " 3060.259688\n", + " 133744.0\n", + " 99.595\n", " ...\n", " 0.0\n", - " 100.438982\n", - " 0.13\n", - " NaN\n", + " 0.0\n", + " 0.0\n", + " 0.0\n", " NaN\n", " NaN\n", " NaN\n", @@ -1317,21 +1317,21 @@ " \n", " 2012-04-01\n", " AK\n", - " 0.958127\n", - " 2.058439\n", - " -0.233614\n", - " 0.404753\n", - " -0.341593\n", - " 0.059568\n", - " 0.065087\n", - " -0.112394\n", + " 0.002285\n", + " -0.008629\n", + " -0.290451\n", + " 0.004200\n", + " -0.001036\n", + " -0.531595\n", " 58629.129700\n", - " 14251.0\n", + " 3067.577220\n", + " 133827.0\n", + " 99.746\n", " ...\n", " 0.0\n", - " 100.614574\n", - " 0.14\n", - " NaN\n", + " 0.0\n", + " 0.0\n", + " 0.0\n", " NaN\n", " NaN\n", " NaN\n", @@ -1342,21 +1342,21 @@ " \n", " 2012-05-01\n", " AK\n", - " 1.518115\n", - " 1.505927\n", - " -1.218422\n", - " 3.200794\n", - " 0.102275\n", - " 0.216238\n", - " 0.120098\n", - " -0.125219\n", + " -0.094434\n", + " 0.107928\n", + " -0.219792\n", + " -0.074170\n", + " -0.003160\n", + " -0.542247\n", " 58746.249106\n", - " 11884.0\n", + " 3082.365954\n", + " 133935.0\n", + " 99.847\n", " ...\n", " 0.0\n", - " 100.395083\n", - " 0.16\n", - " NaN\n", + " 0.0\n", + " 0.0\n", + " 0.0\n", " NaN\n", " NaN\n", " NaN\n", @@ -1367,21 +1367,21 @@ " \n", " 2012-06-01\n", " AK\n", - " 1.858745\n", - " 0.961700\n", - " -1.875852\n", - " 2.297772\n", - " 0.610964\n", - " 0.302168\n", - " 0.265733\n", - " -0.119258\n", + " 0.016303\n", + " -0.018640\n", + " -0.232055\n", + " 0.016557\n", + " -0.000293\n", + " -0.505548\n", " 58827.028003\n", - " 10864.0\n", + " 3095.261975\n", + " 134007.0\n", + " 99.950\n", " ...\n", " 0.0\n", - " 100.307287\n", - " 0.16\n", - " NaN\n", + " 0.0\n", + " 0.0\n", + " 0.0\n", " NaN\n", " NaN\n", " NaN\n", @@ -1392,21 +1392,21 @@ " \n", " 2012-07-01\n", " AK\n", - " 2.053231\n", - " 0.651473\n", - " -2.174887\n", - " 1.174737\n", - " 0.908373\n", - " 0.373632\n", - " 0.365606\n", - " -0.116638\n", + " 0.037237\n", + " -0.042083\n", + " -0.345527\n", + " 0.028539\n", + " 0.001618\n", + " -0.494102\n", " 58688.490074\n", - " 9786.0\n", + " 3105.490943\n", + " 134153.0\n", + " 100.053\n", " ...\n", " 0.0\n", - " 100.351185\n", - " 0.16\n", - " NaN\n", + " 0.0\n", + " 0.0\n", + " 0.0\n", " NaN\n", " NaN\n", " NaN\n", @@ -1442,233 +1442,233 @@ " \n", " 2022-08-01\n", " WY\n", - " -5.293836\n", - " -1.036954\n", - " -7.345215\n", - " -2.983427\n", - " -0.078888\n", - " -3.447382\n", - " -1.370383\n", - " 0.393161\n", + " -0.205975\n", + " -0.362219\n", + " 1.853429\n", + " 0.167413\n", + " -0.002689\n", + " 0.354455\n", " 40135.323721\n", - " 988.0\n", + " 2747.262813\n", + " 153332.0\n", + " 124.031\n", " ...\n", - " 0.0\n", - " 129.762950\n", - " 2.33\n", - " 6996.0\n", + " 4796.0\n", + " 3361.0\n", + " 24.0\n", + " 4797.0\n", + " 25.0\n", + " NaN\n", + " NaN\n", " 4950.0\n", - " 48.0\n", " 42.0\n", - " 0.0\n", - " 0.0\n", " 2022-08-01\n", " \n", " \n", " 2022-09-01\n", " WY\n", - " -7.503087\n", - " 0.302462\n", - " -6.034714\n", - " -2.308910\n", - " -2.267808\n", - " -0.814065\n", - " -0.842587\n", - " 0.526790\n", + " -2.324012\n", + " -0.605329\n", + " 1.689463\n", + " -0.330185\n", + " -0.023234\n", + " 0.721036\n", " 40067.899544\n", - " 934.0\n", + " 2750.012082\n", + " 153682.0\n", + " 124.607\n", " ...\n", - " 0.0\n", - " 130.289728\n", - " 2.56\n", - " 2033.0\n", + " 1900.0\n", + " 1363.0\n", + " 13.0\n", + " 1900.0\n", + " 13.0\n", + " NaN\n", + " NaN\n", " 1452.0\n", - " 48.0\n", " 46.0\n", - " 0.0\n", - " 0.0\n", " 2022-09-01\n", " \n", " \n", " 2022-10-01\n", " WY\n", - " -10.399626\n", - " 2.067156\n", - " -4.329029\n", - " -2.141762\n", - " -5.413987\n", - " -0.962980\n", - " 1.111314\n", - " 0.691372\n", + " -5.783781\n", + " 0.510601\n", + " 0.909678\n", + " -3.590269\n", + " -0.057579\n", + " 1.587209\n", " 39857.704169\n", - " 1326.0\n", + " 2751.792740\n", + " 154006.0\n", + " 124.987\n", " ...\n", + " 437.0\n", + " 282.0\n", + " 5.0\n", " 0.0\n", - " 130.860404\n", - " 3.08\n", - " 1839.0\n", + " 0.0\n", + " NaN\n", + " NaN\n", " 1225.0\n", - " 63.0\n", " 58.0\n", - " 0.0\n", - " 0.0\n", " 2022-10-01\n", " \n", " \n", " 2022-11-01\n", " WY\n", - " -9.090300\n", - " 2.741153\n", - " -5.647758\n", - " -5.259681\n", - " -6.478831\n", - " 6.017994\n", - " -0.056837\n", - " 0.560417\n", + " -9.081867\n", + " -8.703758\n", + " 0.115532\n", + " 3.224376\n", + " -0.089679\n", + " 2.585995\n", " 39759.694521\n", - " 1898.0\n", + " 2761.241690\n", + " 154296.0\n", + " 125.258\n", " ...\n", " 0.0\n", + " 0.0\n", + " 0.0\n", + " 0.0\n", + " NaN\n", + " NaN\n", " NaN\n", - " 3.78\n", - " 2523.0\n", " 1775.0\n", - " 89.0\n", " 80.0\n", - " 0.0\n", - " 0.0\n", " 2022-11-01\n", " \n", " \n", " 2022-12-01\n", " WY\n", - " 4.002677\n", - " -8.712566\n", - " -12.093496\n", - " -3.852625\n", - " 9.900031\n", - " 3.108120\n", - " -0.113887\n", - " -0.164170\n", + " -1.736187\n", + " 1.542481\n", + " 0.556300\n", + " -0.231896\n", + " -0.014840\n", + " 0.736652\n", " 39679.670537\n", - " NaN\n", + " 2771.915487\n", + " 154535.0\n", + " 125.727\n", " ...\n", " 0.0\n", + " 0.0\n", + " 0.0\n", + " 0.0\n", + " NaN\n", " NaN\n", " NaN\n", - " 1772.0\n", " 1280.0\n", - " 83.0\n", " 77.0\n", - " 0.0\n", - " 0.0\n", " 2022-12-01\n", " \n", " \n", "\n", - "

6500 rows × 59 columns

\n", + "

6500 rows × 21 columns

\n", "" ], "text/plain": [ - " Factor_Global.1 Factor_Global.2 Factor_Response \\\n", - "Time State \n", - "2012-03-01 AK 0.691905 2.480586 0.162693 \n", - "2012-04-01 AK 0.958127 2.058439 -0.233614 \n", - "2012-05-01 AK 1.518115 1.505927 -1.218422 \n", - "2012-06-01 AK 1.858745 0.961700 -1.875852 \n", - "2012-07-01 AK 2.053231 0.651473 -2.174887 \n", - "... ... ... ... \n", - "2022-08-01 WY -5.293836 -1.036954 -7.345215 \n", - "2022-09-01 WY -7.503087 0.302462 -6.034714 \n", - "2022-10-01 WY -10.399626 2.067156 -4.329029 \n", - "2022-11-01 WY -9.090300 2.741153 -5.647758 \n", - "2022-12-01 WY 4.002677 -8.712566 -12.093496 \n", + " Factor_Global Factor_Consumption Factor_Pandemic \\\n", + "Time State \n", + "2012-03-01 AK -0.015681 0.051635 -0.449249 \n", + "2012-04-01 AK 0.002285 -0.008629 -0.290451 \n", + "2012-05-01 AK -0.094434 0.107928 -0.219792 \n", + "2012-06-01 AK 0.016303 -0.018640 -0.232055 \n", + "2012-07-01 AK 0.037237 -0.042083 -0.345527 \n", + "... ... ... ... \n", + "2022-08-01 WY -0.205975 -0.362219 1.853429 \n", + "2022-09-01 WY -2.324012 -0.605329 1.689463 \n", + "2022-10-01 WY -5.783781 0.510601 0.909678 \n", + "2022-11-01 WY -9.081867 -8.703758 0.115532 \n", + "2022-12-01 WY -1.736187 1.542481 0.556300 \n", "\n", - " Factor_Pandemic Factor_Uncat Factor_Consumption \\\n", + " Factor_Employment Factor_Inflation Factor_Uncat \\\n", "Time State \n", - "2012-03-01 AK -0.221419 -0.221917 -0.005710 \n", - "2012-04-01 AK 0.404753 -0.341593 0.059568 \n", - "2012-05-01 AK 3.200794 0.102275 0.216238 \n", - "2012-06-01 AK 2.297772 0.610964 0.302168 \n", - "2012-07-01 AK 1.174737 0.908373 0.373632 \n", - "... ... ... ... \n", - "2022-08-01 WY -2.983427 -0.078888 -3.447382 \n", - "2022-09-01 WY -2.308910 -2.267808 -0.814065 \n", - "2022-10-01 WY -2.141762 -5.413987 -0.962980 \n", - "2022-11-01 WY -5.259681 -6.478831 6.017994 \n", - "2022-12-01 WY -3.852625 9.900031 3.108120 \n", + "2012-03-01 AK -0.039851 0.003441 -0.556079 \n", + "2012-04-01 AK 0.004200 -0.001036 -0.531595 \n", + "2012-05-01 AK -0.074170 -0.003160 -0.542247 \n", + "2012-06-01 AK 0.016557 -0.000293 -0.505548 \n", + "2012-07-01 AK 0.028539 0.001618 -0.494102 \n", + "... ... ... ... \n", + "2022-08-01 WY 0.167413 -0.002689 0.354455 \n", + "2022-09-01 WY -0.330185 -0.023234 0.721036 \n", + "2022-10-01 WY -3.590269 -0.057579 1.587209 \n", + "2022-11-01 WY 3.224376 -0.089679 2.585995 \n", + "2022-12-01 WY -0.231896 -0.014840 0.736652 \n", "\n", - " Factor_Employment Factor_Inflation Factor_Cases1 \\\n", - "Time State \n", - "2012-03-01 AK -0.013897 -0.166918 58654.835314 \n", - "2012-04-01 AK 0.065087 -0.112394 58629.129700 \n", - "2012-05-01 AK 0.120098 -0.125219 58746.249106 \n", - "2012-06-01 AK 0.265733 -0.119258 58827.028003 \n", - "2012-07-01 AK 0.365606 -0.116638 58688.490074 \n", - "... ... ... ... \n", - "2022-08-01 WY -1.370383 0.393161 40135.323721 \n", - "2022-09-01 WY -0.842587 0.526790 40067.899544 \n", - "2022-10-01 WY 1.111314 0.691372 39857.704169 \n", - "2022-11-01 WY -0.056837 0.560417 39759.694521 \n", - "2022-12-01 WY -0.113887 -0.164170 39679.670537 \n", + " Factor_Cases1 Factor_Cases4 Factor_Deaths2 \\\n", + "Time State \n", + "2012-03-01 AK 58654.835314 3060.259688 133744.0 \n", + "2012-04-01 AK 58629.129700 3067.577220 133827.0 \n", + "2012-05-01 AK 58746.249106 3082.365954 133935.0 \n", + "2012-06-01 AK 58827.028003 3095.261975 134007.0 \n", + "2012-07-01 AK 58688.490074 3105.490943 134153.0 \n", + "... ... ... ... \n", + "2022-08-01 WY 40135.323721 2747.262813 153332.0 \n", + "2022-09-01 WY 40067.899544 2750.012082 153682.0 \n", + "2022-10-01 WY 39857.704169 2751.792740 154006.0 \n", + "2022-11-01 WY 39759.694521 2761.241690 154296.0 \n", + "2022-12-01 WY 39679.670537 2771.915487 154535.0 \n", "\n", - " Factor_Cases2 ... Factor_Prod Factor_GDP \\\n", - "Time State ... \n", - "2012-03-01 AK 15407.0 ... 0.0 100.438982 \n", - "2012-04-01 AK 14251.0 ... 0.0 100.614574 \n", - "2012-05-01 AK 11884.0 ... 0.0 100.395083 \n", - "2012-06-01 AK 10864.0 ... 0.0 100.307287 \n", - "2012-07-01 AK 9786.0 ... 0.0 100.351185 \n", - "... ... ... ... ... \n", - "2022-08-01 WY 988.0 ... 0.0 129.762950 \n", - "2022-09-01 WY 934.0 ... 0.0 130.289728 \n", - "2022-10-01 WY 1326.0 ... 0.0 130.860404 \n", - "2022-11-01 WY 1898.0 ... 0.0 NaN \n", - "2022-12-01 WY NaN ... 0.0 NaN \n", + " Factor_Deaths4 ... Factor_Cons2 Factor_Cons3 \\\n", + "Time State ... \n", + "2012-03-01 AK 99.595 ... 0.0 0.0 \n", + "2012-04-01 AK 99.746 ... 0.0 0.0 \n", + "2012-05-01 AK 99.847 ... 0.0 0.0 \n", + "2012-06-01 AK 99.950 ... 0.0 0.0 \n", + "2012-07-01 AK 100.053 ... 0.0 0.0 \n", + "... ... ... ... ... \n", + "2022-08-01 WY 124.031 ... 4796.0 3361.0 \n", + "2022-09-01 WY 124.607 ... 1900.0 1363.0 \n", + "2022-10-01 WY 124.987 ... 437.0 282.0 \n", + "2022-11-01 WY 125.258 ... 0.0 0.0 \n", + "2022-12-01 WY 125.727 ... 0.0 0.0 \n", "\n", - " Factor_TBill1mo Factor_TBill6mo Factor_TBill1yr \\\n", - "Time State \n", - "2012-03-01 AK 0.13 NaN NaN \n", - "2012-04-01 AK 0.14 NaN NaN \n", - "2012-05-01 AK 0.16 NaN NaN \n", - "2012-06-01 AK 0.16 NaN NaN \n", - "2012-07-01 AK 0.16 NaN NaN \n", - "... ... ... ... \n", - "2022-08-01 WY 2.33 6996.0 4950.0 \n", - "2022-09-01 WY 2.56 2033.0 1452.0 \n", - "2022-10-01 WY 3.08 1839.0 1225.0 \n", - "2022-11-01 WY 3.78 2523.0 1775.0 \n", - "2022-12-01 WY NaN 1772.0 1280.0 \n", + " Factor_Cons4 Factor_Employment1 Factor_Employment2 \\\n", + "Time State \n", + "2012-03-01 AK 0.0 0.0 NaN \n", + "2012-04-01 AK 0.0 0.0 NaN \n", + "2012-05-01 AK 0.0 0.0 NaN \n", + "2012-06-01 AK 0.0 0.0 NaN \n", + "2012-07-01 AK 0.0 0.0 NaN \n", + "... ... ... ... \n", + "2022-08-01 WY 24.0 4797.0 25.0 \n", + "2022-09-01 WY 13.0 1900.0 13.0 \n", + "2022-10-01 WY 5.0 0.0 0.0 \n", + "2022-11-01 WY 0.0 0.0 NaN \n", + "2022-12-01 WY 0.0 0.0 NaN \n", "\n", - " Factor_TBill5yr Factor_TBill10yr Factor_TBill30yr \\\n", - "Time State \n", - "2012-03-01 AK NaN NaN NaN \n", - "2012-04-01 AK NaN NaN NaN \n", - "2012-05-01 AK NaN NaN NaN \n", - "2012-06-01 AK NaN NaN NaN \n", - "2012-07-01 AK NaN NaN NaN \n", - "... ... ... ... \n", - "2022-08-01 WY 48.0 42.0 0.0 \n", - "2022-09-01 WY 48.0 46.0 0.0 \n", - "2022-10-01 WY 63.0 58.0 0.0 \n", - "2022-11-01 WY 89.0 80.0 0.0 \n", - "2022-12-01 WY 83.0 77.0 0.0 \n", + " Factor_CPIU Factor_PCE Factor_TBill1yr Factor_TBill10yr \\\n", + "Time State \n", + "2012-03-01 AK NaN NaN NaN NaN \n", + "2012-04-01 AK NaN NaN NaN NaN \n", + "2012-05-01 AK NaN NaN NaN NaN \n", + "2012-06-01 AK NaN NaN NaN NaN \n", + "2012-07-01 AK NaN NaN NaN NaN \n", + "... ... ... ... ... \n", + "2022-08-01 WY NaN NaN 4950.0 42.0 \n", + "2022-09-01 WY NaN NaN 1452.0 46.0 \n", + "2022-10-01 WY NaN NaN 1225.0 58.0 \n", + "2022-11-01 WY NaN NaN 1775.0 80.0 \n", + "2022-12-01 WY NaN NaN 1280.0 77.0 \n", "\n", - " Factor_FFR Time.1 \n", - "Time State \n", - "2012-03-01 AK NaN 2012-03-01 \n", - "2012-04-01 AK NaN 2012-04-01 \n", - "2012-05-01 AK NaN 2012-05-01 \n", - "2012-06-01 AK NaN 2012-06-01 \n", - "2012-07-01 AK NaN 2012-07-01 \n", - "... ... ... \n", - "2022-08-01 WY 0.0 2022-08-01 \n", - "2022-09-01 WY 0.0 2022-09-01 \n", - "2022-10-01 WY 0.0 2022-10-01 \n", - "2022-11-01 WY 0.0 2022-11-01 \n", - "2022-12-01 WY 0.0 2022-12-01 \n", + " Time.1 \n", + "Time State \n", + "2012-03-01 AK 2012-03-01 \n", + "2012-04-01 AK 2012-04-01 \n", + "2012-05-01 AK 2012-05-01 \n", + "2012-06-01 AK 2012-06-01 \n", + "2012-07-01 AK 2012-07-01 \n", + "... ... \n", + "2022-08-01 WY 2022-08-01 \n", + "2022-09-01 WY 2022-09-01 \n", + "2022-10-01 WY 2022-10-01 \n", + "2022-11-01 WY 2022-11-01 \n", + "2022-12-01 WY 2022-12-01 \n", "\n", - "[6500 rows x 59 columns]" + "[6500 rows x 21 columns]" ] }, "execution_count": 10, @@ -1677,7 +1677,7 @@ } ], "source": [ - "factor_path = \"./factors.csv\"\n", + "factor_path = \"./test-factors.csv\"\n", "factors = pd.read_csv(factor_path).sort_values([\"State\", \"Time\"]).set_index([\"Time\", \"State\"])\n", "factors" ] @@ -1952,6 +1952,11 @@ "df.head()" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [] + }, { "cell_type": "code", "execution_count": 12, @@ -1984,7 +1989,7 @@ " Cons2\n", " Cons3\n", " Cons4\n", - " GDP\n", + " Factor_Pandemic\n", " \n", " \n", " \n", @@ -1996,7 +2001,7 @@ " 0.000763\n", " 0.002388\n", " -0.000032\n", - " 58629.129700\n", + " -0.290451\n", " \n", " \n", " 2\n", @@ -2006,7 +2011,7 @@ " 0.003193\n", " 0.004809\n", " 0.002401\n", - " 58746.249106\n", + " -0.219792\n", " \n", " \n", " 3\n", @@ -2016,7 +2021,7 @@ " 0.002568\n", " 0.004175\n", " 0.001778\n", - " 58827.028003\n", + " -0.232055\n", " \n", " \n", " 4\n", @@ -2026,7 +2031,7 @@ " 0.001701\n", " 0.003299\n", " 0.000914\n", - " 58688.490074\n", + " -0.345527\n", " \n", " \n", " 5\n", @@ -2036,7 +2041,7 @@ " -0.001295\n", " 0.000294\n", " -0.002079\n", - " 58375.118661\n", + " -0.540793\n", " \n", " \n", " ...\n", @@ -2056,7 +2061,7 @@ " 0.004821\n", " 0.001778\n", " 0.006334\n", - " 40135.323721\n", + " 1.853429\n", " \n", " \n", " 6496\n", @@ -2066,7 +2071,7 @@ " 0.004006\n", " 0.001000\n", " 0.005496\n", - " 40067.899544\n", + " 1.689463\n", " \n", " \n", " 6497\n", @@ -2076,7 +2081,7 @@ " 0.003618\n", " 0.000647\n", " 0.005083\n", - " 39857.704169\n", + " 0.909678\n", " \n", " \n", " 6498\n", @@ -2086,7 +2091,7 @@ " 0.006364\n", " 0.003428\n", " 0.007806\n", - " 39759.694521\n", + " 0.115532\n", " \n", " \n", " 6499\n", @@ -2096,7 +2101,7 @@ " 0.006760\n", " 0.003858\n", " 0.008179\n", - " 39679.670537\n", + " 0.556300\n", " \n", " \n", "\n", @@ -2104,18 +2109,31 @@ "" ], "text/plain": [ - " Time State Cons1 Cons2 Cons3 Cons4 GDP\n", - "1 2012-04-01 AK 0.001693 0.000763 0.002388 -0.000032 58629.129700\n", - "2 2012-05-01 AK 0.004118 0.003193 0.004809 0.002401 58746.249106\n", - "3 2012-06-01 AK 0.003489 0.002568 0.004175 0.001778 58827.028003\n", - "4 2012-07-01 AK 0.002617 0.001701 0.003299 0.000914 58688.490074\n", - "5 2012-08-01 AK -0.000383 -0.001295 0.000294 -0.002079 58375.118661\n", - "... ... ... ... ... ... ... ...\n", - "6495 2022-08-01 WY 0.003372 0.004821 0.001778 0.006334 40135.323721\n", - "6496 2022-09-01 WY 0.002577 0.004006 0.001000 0.005496 40067.899544\n", - "6497 2022-10-01 WY 0.002208 0.003618 0.000647 0.005083 39857.704169\n", - "6498 2022-11-01 WY 0.004972 0.006364 0.003428 0.007806 39759.694521\n", - "6499 2022-12-01 WY 0.005386 0.006760 0.003858 0.008179 39679.670537\n", + " Time State Cons1 Cons2 Cons3 Cons4 \\\n", + "1 2012-04-01 AK 0.001693 0.000763 0.002388 -0.000032 \n", + "2 2012-05-01 AK 0.004118 0.003193 0.004809 0.002401 \n", + "3 2012-06-01 AK 0.003489 0.002568 0.004175 0.001778 \n", + "4 2012-07-01 AK 0.002617 0.001701 0.003299 0.000914 \n", + "5 2012-08-01 AK -0.000383 -0.001295 0.000294 -0.002079 \n", + "... ... ... ... ... ... ... \n", + "6495 2022-08-01 WY 0.003372 0.004821 0.001778 0.006334 \n", + "6496 2022-09-01 WY 0.002577 0.004006 0.001000 0.005496 \n", + "6497 2022-10-01 WY 0.002208 0.003618 0.000647 0.005083 \n", + "6498 2022-11-01 WY 0.004972 0.006364 0.003428 0.007806 \n", + "6499 2022-12-01 WY 0.005386 0.006760 0.003858 0.008179 \n", + "\n", + " Factor_Pandemic \n", + "1 -0.290451 \n", + "2 -0.219792 \n", + "3 -0.232055 \n", + "4 -0.345527 \n", + "5 -0.540793 \n", + "... ... \n", + "6495 1.853429 \n", + "6496 1.689463 \n", + "6497 0.909678 \n", + "6498 0.115532 \n", + "6499 0.556300 \n", "\n", "[6450 rows x 7 columns]" ] @@ -2127,7 +2145,7 @@ ], "source": [ "merge = factors.join(df).reset_index()\n", - "merge = merge[[\"Time\", \"State\", \"Cons1\", \"Cons2\", \"Cons3\", \"Cons4\", \"GDP\"]]\n", + "merge = merge[[\"Time\", \"State\", \"Cons1\", \"Cons2\", \"Cons3\", \"Cons4\", \"Factor_Pandemic\"]]\n", "\n", "logdiff_cols = [\"Cons1\", \"Cons2\", \"Cons3\", \"Cons4\"]\n", "\n", @@ -2167,29 +2185,9 @@ "\n", "At X0 1 variables are exactly at the bounds\n", "\n", - "At iterate 0 f= 4.36138D+14 |proj g|= 2.00000D+01\n", - "\n", - "At iterate 3 f= 4.21188D+14 |proj g|= 1.99154D+01\n", - " ys=-4.117E+11 -gs= 1.810E+12 BFGS update SKIPPED\n", + "At iterate 0 f= 1.62596D+00 |proj g|= 2.18805D-01\n", "\n", - "At iterate 6 f= 4.15173D+14 |proj g|= 1.99150D+01\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "\n", - " Bad direction in the line search;\n", - " refresh the lbfgs memory and restart the iteration.\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "At iterate 9 f= 4.15130D+14 |proj g|= 7.93078D-01\n", + "At iterate 3 f= 8.93807D-01 |proj g|= 0.00000D+00\n", "\n", " * * *\n", "\n", @@ -2204,10 +2202,10 @@ " * * *\n", "\n", " N Tit Tnf Tnint Skip Nact Projg F\n", - " 6 9 85 20 1 0 7.931D-01 4.151D+14\n", - " F = 415129785615848.50 \n", + " 6 3 4 4 0 1 0.000D+00 8.938D-01\n", + " F = 0.89380679546030528 \n", "\n", - "CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n", + "CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n", "RUNNING THE L-BFGS-B CODE\n", "\n", " * * *\n", @@ -2217,7 +2215,7 @@ "\n", "At X0 0 variables are exactly at the bounds\n", "\n", - "At iterate 0 f= 4.36110D+14 |proj g|= 7.57766D-01\n", + "At iterate 0 f= 2.27666D+00 |proj g|= 0.00000D+00\n", "\n", " * * *\n", "\n", @@ -2232,8 +2230,8 @@ " * * *\n", "\n", " N Tit Tnf Tnint Skip Nact Projg F\n", - " 6 1 2 6 0 5 0.000D+00 4.357D+14\n", - " F = 435667043088630.25 \n", + " 6 0 1 0 0 0 0.000D+00 2.277D+00\n", + " F = 2.2766574542401785 \n", "\n", "CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n", "RUNNING THE L-BFGS-B CODE\n", @@ -2245,7 +2243,7 @@ "\n", "At X0 0 variables are exactly at the bounds\n", "\n", - "At iterate 0 f= 4.36091D+14 |proj g|= 7.58170D-01\n", + "At iterate 0 f= 9.05881D+00 |proj g|= 0.00000D+00\n", "\n", " * * *\n", "\n", @@ -2260,8 +2258,8 @@ " * * *\n", "\n", " N Tit Tnf Tnint Skip Nact Projg F\n", - " 6 1 2 6 0 5 0.000D+00 4.357D+14\n", - " F = 435667043091153.44 \n", + " 6 0 1 0 0 0 0.000D+00 9.059D+00\n", + " F = 9.0588097489423625 \n", "\n", "CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n", "RUNNING THE L-BFGS-B CODE\n", @@ -2273,7 +2271,9 @@ "\n", "At X0 0 variables are exactly at the bounds\n", "\n", - "At iterate 0 f= 4.36017D+14 |proj g|= 5.74902D-01\n", + "At iterate 0 f= 7.14804D+00 |proj g|= 2.46068D+00\n", + "\n", + "At iterate 3 f= 8.93807D-01 |proj g|= 1.11022D-08\n", "\n", " * * *\n", "\n", @@ -2288,10 +2288,10 @@ " * * *\n", "\n", " N Tit Tnf Tnint Skip Nact Projg F\n", - " 6 2 12 7 0 3 2.844D-09 4.357D+14\n", - " F = 435667043093323.94 \n", + " 6 3 5 3 0 1 1.110D-08 8.938D-01\n", + " F = 0.89380679546030317 \n", "\n", - "CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n", + "CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n", "RUNNING THE L-BFGS-B CODE\n", "\n", " * * *\n", @@ -2301,7 +2301,7 @@ "\n", "At X0 0 variables are exactly at the bounds\n", "\n", - "At iterate 0 f= 4.36039D+14 |proj g|= 6.56814D-01\n", + "At iterate 0 f= 9.05881D+00 |proj g|= 0.00000D+00\n", "\n", " * * *\n", "\n", @@ -2316,8 +2316,8 @@ " * * *\n", "\n", " N Tit Tnf Tnint Skip Nact Projg F\n", - " 6 1 2 6 0 5 0.000D+00 4.357D+14\n", - " F = 435667043089046.50 \n", + " 6 0 1 0 0 0 0.000D+00 9.059D+00\n", + " F = 9.0588097489423571 \n", "\n", "CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n", "RUNNING THE L-BFGS-B CODE\n", @@ -2329,7 +2329,7 @@ "\n", "At X0 0 variables are exactly at the bounds\n", "\n", - "At iterate 0 f= 4.36079D+14 |proj g|= 7.20698D-01\n", + "At iterate 0 f= 8.02030D+00 |proj g|= 2.61483D+00\n", "\n", " * * *\n", "\n", @@ -2344,10 +2344,10 @@ " * * *\n", "\n", " N Tit Tnf Tnint Skip Nact Projg F\n", - " 6 1 2 6 0 5 0.000D+00 4.357D+14\n", - " F = 435667043092566.00 \n", + " 6 2 3 3 0 1 1.110D-08 8.938D-01\n", + " F = 0.89380679546029240 \n", "\n", - "CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n", + "CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n", "RUNNING THE L-BFGS-B CODE\n", "\n", " * * *\n", @@ -2357,23 +2357,7 @@ "\n", "At X0 0 variables are exactly at the bounds\n", "\n", - "At iterate 0 f= 4.36080D+14 |proj g|= 7.29417D-01\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "\n", - " Warning: more than 10 function and gradient\n", - " evaluations in the last line search. Termination\n", - " may possibly be caused by a bad search direction.\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ + "At iterate 0 f= 8.81249D+00 |proj g|= 2.74808D+00\n", "\n", " * * *\n", "\n", @@ -2388,8 +2372,8 @@ " * * *\n", "\n", " N Tit Tnf Tnint Skip Nact Projg F\n", - " 6 2 14 7 0 4 1.000D+00 4.357D+14\n", - " F = 435667043092463.12 \n", + " 6 2 3 3 0 1 3.331D-08 8.938D-01\n", + " F = 0.89380679546030017 \n", "\n", "CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n", "RUNNING THE L-BFGS-B CODE\n", @@ -2401,7 +2385,7 @@ "\n", "At X0 0 variables are exactly at the bounds\n", "\n", - "At iterate 0 f= 4.36124D+14 |proj g|= 7.49265D-01\n", + "At iterate 0 f= 2.27666D+00 |proj g|= 0.00000D+00\n", "\n", " * * *\n", "\n", @@ -2416,8 +2400,8 @@ " * * *\n", "\n", " N Tit Tnf Tnint Skip Nact Projg F\n", - " 6 1 2 6 0 5 0.000D+00 4.357D+14\n", - " F = 435667043083744.00 \n", + " 6 0 1 0 0 0 0.000D+00 2.277D+00\n", + " F = 2.2766574542401785 \n", "\n", "CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n", "RUNNING THE L-BFGS-B CODE\n", @@ -2429,22 +2413,7 @@ "\n", "At X0 0 variables are exactly at the bounds\n", "\n", - "At iterate 0 f= 4.36208D+14 |proj g|= 9.55847D-01\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "\n", - " Bad direction in the line search;\n", - " refresh the lbfgs memory and restart the iteration.\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ + "At iterate 0 f= 9.64932D-01 |proj g|= 0.00000D+00\n", "\n", " * * *\n", "\n", @@ -2459,10 +2428,10 @@ " * * *\n", "\n", " N Tit Tnf Tnint Skip Nact Projg F\n", - " 6 2 42 9 0 5 1.000D+00 4.357D+14\n", - " F = 435667043074770.75 \n", + " 6 0 1 0 0 0 0.000D+00 9.649D-01\n", + " F = 0.96493215825929879 \n", "\n", - "ABNORMAL_TERMINATION_IN_LNSRCH \n", + "CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n", "RUNNING THE L-BFGS-B CODE\n", "\n", " * * *\n", @@ -2472,7 +2441,24 @@ "\n", "At X0 0 variables are exactly at the bounds\n", "\n", - "At iterate 0 f= 4.36277D+14 |proj g|= 9.56194D-01\n", + "At iterate 0 f= 8.09110D-01 |proj g|= 9.56194D-01\n", + "\n", + "At iterate 3 f= 8.04701D-01 |proj g|= 9.53503D-01\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n", + " Bad direction in the line search;\n", + " refresh the lbfgs memory and restart the iteration.\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ "\n", " * * *\n", "\n", @@ -2487,10 +2473,10 @@ " * * *\n", "\n", " N Tit Tnf Tnint Skip Nact Projg F\n", - " 6 1 2 6 0 5 0.000D+00 4.357D+14\n", - " F = 435667043088075.56 \n", + " 6 5 93 12 0 3 9.535D-01 8.047D-01\n", + " F = 0.80469934116475517 \n", "\n", - "CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n" + "ABNORMAL_TERMINATION_IN_LNSRCH \n" ] }, { @@ -2507,7 +2493,7 @@ } ], "source": [ - "sc = Synth(merge, \"GDP\", \"State\", \"Time\", \"2020-03-01\", \"CA\", n_optim=10, pen=\"auto\")" + "sc = Synth(merge, \"Factor_Pandemic\", \"State\", \"Time\", \"2020-03-01\", \"CA\", n_optim=10, pen=\"auto\")" ] }, { @@ -2541,180 +2527,12 @@ " \n", " \n", " \n", - " AK\n", - " 0.020737\n", - " \n", - " \n", - " AL\n", - " 0.022905\n", - " \n", - " \n", - " AR\n", - " 0.021010\n", - " \n", - " \n", - " AZ\n", - " 0.021539\n", - " \n", - " \n", " CO\n", - " 0.020472\n", - " \n", - " \n", - " CT\n", - " 0.025176\n", - " \n", - " \n", - " DE\n", - " 0.015372\n", - " \n", - " \n", - " FL\n", - " 0.025079\n", - " \n", - " \n", - " GA\n", - " 0.024039\n", - " \n", - " \n", - " HI\n", - " 0.014236\n", - " \n", - " \n", - " IA\n", - " 0.023302\n", - " \n", - " \n", - " IL\n", - " 0.026021\n", - " \n", - " \n", - " IN\n", - " 0.024037\n", - " \n", - " \n", - " KS\n", - " 0.023534\n", - " \n", - " \n", - " KY\n", - " 0.022742\n", - " \n", - " \n", - " LA\n", - " 0.024859\n", - " \n", - " \n", - " MA\n", - " 0.025143\n", - " \n", - " \n", - " MD\n", - " 0.025782\n", - " \n", - " \n", - " ME\n", - " 0.010605\n", - " \n", - " \n", - " MI\n", - " 0.024535\n", - " \n", - " \n", - " MN\n", - " 0.024415\n", - " \n", - " \n", - " MO\n", - " 0.025115\n", - " \n", - " \n", - " MS\n", - " 0.021433\n", - " \n", - " \n", - " NC\n", - " 0.023796\n", - " \n", - " \n", - " ND\n", - " 0.014712\n", - " \n", - " \n", - " NE\n", - " 0.021624\n", - " \n", - " \n", - " NH\n", - " 0.014013\n", - " \n", - " \n", - " NJ\n", - " 0.025859\n", - " \n", - " \n", - " NM\n", - " 0.020957\n", - " \n", - " \n", - " NV\n", - " 0.014597\n", - " \n", - " \n", - " NY\n", - " 0.026246\n", - " \n", - " \n", - " OH\n", - " 0.025383\n", - " \n", - " \n", - " OK\n", - " 0.023429\n", + " 0.303983\n", " \n", " \n", " OR\n", - " 0.018242\n", - " \n", - " \n", - " PA\n", - " 0.026201\n", - " \n", - " \n", - " SC\n", - " 0.020220\n", - " \n", - " \n", - " TN\n", - " 0.024046\n", - " \n", - " \n", - " TX\n", - " 0.025930\n", - " \n", - " \n", - " VA\n", - " 0.025415\n", - " \n", - " \n", - " VT\n", - " 0.013050\n", - " \n", - " \n", - " WA\n", - " 0.023407\n", - " \n", - " \n", - " WI\n", - " 0.023743\n", - " \n", - " \n", - " WV\n", - " 0.024280\n", - " \n", - " \n", - " WY\n", - " 0.019245\n", + " 0.696017\n", " \n", " \n", "\n", @@ -2722,50 +2540,8 @@ ], "text/plain": [ " Weight\n", - "AK 0.020737\n", - "AL 0.022905\n", - "AR 0.021010\n", - "AZ 0.021539\n", - "CO 0.020472\n", - "CT 0.025176\n", - "DE 0.015372\n", - "FL 0.025079\n", - "GA 0.024039\n", - "HI 0.014236\n", - "IA 0.023302\n", - "IL 0.026021\n", - "IN 0.024037\n", - "KS 0.023534\n", - "KY 0.022742\n", - "LA 0.024859\n", - "MA 0.025143\n", - "MD 0.025782\n", - "ME 0.010605\n", - "MI 0.024535\n", - "MN 0.024415\n", - "MO 0.025115\n", - "MS 0.021433\n", - "NC 0.023796\n", - "ND 0.014712\n", - "NE 0.021624\n", - "NH 0.014013\n", - "NJ 0.025859\n", - "NM 0.020957\n", - "NV 0.014597\n", - "NY 0.026246\n", - "OH 0.025383\n", - "OK 0.023429\n", - "OR 0.018242\n", - "PA 0.026201\n", - "SC 0.020220\n", - "TN 0.024046\n", - "TX 0.025930\n", - "VA 0.025415\n", - "VT 0.013050\n", - "WA 0.023407\n", - "WI 0.023743\n", - "WV 0.024280\n", - "WY 0.019245" + "CO 0.303983\n", + "OR 0.696017" ] }, "execution_count": 14, @@ -2815,47 +2591,47 @@ " 0.00\n", " 0.00\n", " 0.00\n", - " 0.20\n", + " 0.36\n", " \n", " \n", " Cons2\n", " 0.00\n", " 0.00\n", " 0.00\n", - " 0.20\n", + " 0.09\n", " \n", " \n", " Cons3\n", " 0.00\n", " 0.00\n", " 0.00\n", - " 0.20\n", + " 0.49\n", " \n", " \n", " Cons4\n", " 0.00\n", " 0.00\n", " 0.00\n", - " 0.20\n", + " 0.02\n", " \n", " \n", - " GDP\n", - " 2442623.62\n", - " 361951.45\n", - " 2080672.17\n", - " 0.21\n", + " Factor_Pandemic\n", + " 0.11\n", + " 0.04\n", + " 0.07\n", + " 0.05\n", " \n", " \n", "\n", "" ], "text/plain": [ - " CA Synthetic CA WMAPE Importance\n", - "Cons1 0.00 0.00 0.00 0.20\n", - "Cons2 0.00 0.00 0.00 0.20\n", - "Cons3 0.00 0.00 0.00 0.20\n", - "Cons4 0.00 0.00 0.00 0.20\n", - "GDP 2442623.62 361951.45 2080672.17 0.21" + " CA Synthetic CA WMAPE Importance\n", + "Cons1 0.00 0.00 0.00 0.36\n", + "Cons2 0.00 0.00 0.00 0.09\n", + "Cons3 0.00 0.00 0.00 0.49\n", + "Cons4 0.00 0.00 0.00 0.02\n", + "Factor_Pandemic 0.11 0.04 0.07 0.05" ] }, "execution_count": 15, @@ -2875,11 +2651,11 @@ { "data": { "text/html": [ - "
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        "
\n" ], "text/plain": [ - "PEN: \u001b[1;36m0.0850469836842053\u001b[0m\n" + "PEN: \u001b[1;36m6.653480125160891\u001b[0m\n" ] }, "metadata": {}, @@ -2895,23 +2671,11 @@ "execution_count": 17, "metadata": {}, "outputs": [ - { - "ename": "TypeError", - "evalue": "unsupported operand type(s) for -: 'str' and 'int'", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mTypeError\u001b[0m Traceback (most recent call last)", - "Cell \u001b[0;32mIn[17], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m \u001b[43msc\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mplot\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 2\u001b[0m \u001b[43m \u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43moriginal\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mpointwise\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mcumulative\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m]\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 3\u001b[0m \u001b[43m \u001b[49m\u001b[43mtreated_label\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mCA\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\n\u001b[1;32m 4\u001b[0m \u001b[43m \u001b[49m\u001b[43msynth_label\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mSynthetic CA\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\n\u001b[1;32m 5\u001b[0m \u001b[43m \u001b[49m\u001b[43mtreatment_label\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mPandemic Response\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\n\u001b[1;32m 6\u001b[0m \u001b[43m)\u001b[49m\n", - "File \u001b[0;32m~/miniconda3/envs/py3.10/lib/python3.10/site-packages/SyntheticControlMethods/plot.py:125\u001b[0m, in \u001b[0;36mPlot.plot\u001b[0;34m(self, panels, figsize, treated_label, synth_label, treatment_label, in_space_exclusion_multiple)\u001b[0m\n\u001b[1;32m 123\u001b[0m ax\u001b[38;5;241m.\u001b[39mplot(time, synth\u001b[38;5;241m.\u001b[39mT, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mr--\u001b[39m\u001b[38;5;124m'\u001b[39m, label\u001b[38;5;241m=\u001b[39msynth_label)\n\u001b[1;32m 124\u001b[0m ax\u001b[38;5;241m.\u001b[39mplot(time ,data\u001b[38;5;241m.\u001b[39mtreated_outcome_all, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mb-\u001b[39m\u001b[38;5;124m'\u001b[39m, label\u001b[38;5;241m=\u001b[39mtreated_label)\n\u001b[0;32m--> 125\u001b[0m ax\u001b[38;5;241m.\u001b[39maxvline(\u001b[43mdata\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mtreatment_period\u001b[49m\u001b[38;5;241;43m-\u001b[39;49m\u001b[38;5;241;43m1\u001b[39;49m, linestyle\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m:\u001b[39m\u001b[38;5;124m'\u001b[39m, color\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mgray\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m 126\u001b[0m ax\u001b[38;5;241m.\u001b[39mset_ylim(\u001b[38;5;241m-\u001b[39m\u001b[38;5;241m1.2\u001b[39m\u001b[38;5;241m*\u001b[39m\u001b[38;5;28mabs\u001b[39m(min_value), \u001b[38;5;241m1.2\u001b[39m\u001b[38;5;241m*\u001b[39m\u001b[38;5;28mabs\u001b[39m(max_value)) \u001b[38;5;66;03m#Do abs() in case min is positive, or max is negative\u001b[39;00m\n\u001b[1;32m 127\u001b[0m ax\u001b[38;5;241m.\u001b[39mannotate(treatment_label, \n\u001b[1;32m 128\u001b[0m \u001b[38;5;66;03m#Put label below outcome if pre-treatment trajectory is decreasing, else above\u001b[39;00m\n\u001b[1;32m 129\u001b[0m xy\u001b[38;5;241m=\u001b[39m(data\u001b[38;5;241m.\u001b[39mtreatment_period\u001b[38;5;241m-\u001b[39m\u001b[38;5;241m1\u001b[39m, data\u001b[38;5;241m.\u001b[39mtreated_outcome[\u001b[38;5;241m-\u001b[39m\u001b[38;5;241m1\u001b[39m]\u001b[38;5;241m*\u001b[39m(\u001b[38;5;241m1\u001b[39m \u001b[38;5;241m+\u001b[39m \u001b[38;5;241m0.2\u001b[39m\u001b[38;5;241m*\u001b[39mnp\u001b[38;5;241m.\u001b[39msign(data\u001b[38;5;241m.\u001b[39mtreated_outcome[\u001b[38;5;241m-\u001b[39m\u001b[38;5;241m1\u001b[39m] \u001b[38;5;241m-\u001b[39m data\u001b[38;5;241m.\u001b[39mtreated_outcome[\u001b[38;5;241m0\u001b[39m]))),\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 132\u001b[0m textcoords\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124moffset points\u001b[39m\u001b[38;5;124m'\u001b[39m,\n\u001b[1;32m 133\u001b[0m arrowprops\u001b[38;5;241m=\u001b[39m\u001b[38;5;28mdict\u001b[39m(arrowstyle\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m->\u001b[39m\u001b[38;5;124m\"\u001b[39m))\n", - "\u001b[0;31mTypeError\u001b[0m: unsupported operand type(s) for -: 'str' and 'int'" - ] - }, { "data": { - "image/png": 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", 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