{ "cells": [ { "cell_type": "code", "execution_count": 45, "metadata": { "collapsed": true }, "outputs": [], "source": [ "import pandas as pd\n", "import numpy as np\n", "from sklearn.ensemble import RandomForestRegressor\n", "from sklearn import metrics\n", "import matplotlib.pyplot as plt\n", "from pprint import pprint\n", "import statsmodels.api as sm\n", "from stargazer.stargazer import Stargazer" ] }, { "cell_type": "code", "execution_count": 46, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{503: stkcode date stkclose trdsum dampltd rf \\\n", " 0 503 2013-01-07 9.12 2.030455e+08 2.7987 0.000107 \n", " 1 503 2013-01-08 9.20 2.163447e+08 2.8509 0.000107 \n", " 2 503 2013-01-09 9.52 2.739355e+08 5.7609 0.000107 \n", " 3 503 2013-01-10 9.03 3.213901e+08 6.9328 0.000107 \n", " 4 503 2013-01-11 8.83 1.956859e+08 3.1008 0.000107 \n", " ... ... ... ... ... ... ... \n", " 2253 503 2023-03-27 10.97 2.408894e+08 2.9650 0.000067 \n", " 2254 503 2023-03-28 10.78 1.290118e+08 2.3701 0.000067 \n", " 2255 503 2023-03-29 10.71 1.674875e+08 3.7106 0.000067 \n", " 2256 503 2023-03-30 10.40 1.583287e+08 3.3613 0.000067 \n", " 2257 503 2023-03-31 10.90 2.685735e+08 6.2500 0.000067 \n", " \n", " RiskPremium1 SMB1 HML1 RMW1 CMA1 YYYYmm \\\n", " 0 0.003761 0.010096 -0.002014 -0.004582 0.000641 201301 \n", " 1 -0.006667 0.012550 -0.007672 -0.001519 0.002452 201301 \n", " 2 -0.001212 0.002407 -0.003288 0.001126 -0.000336 201301 \n", " 3 0.003885 0.002622 0.004782 -0.003027 0.000300 201301 \n", " 4 -0.016251 -0.004473 0.000358 -0.000219 -0.008375 201301 \n", " ... ... ... ... ... ... ... \n", " 2253 -0.006374 0.002265 -0.003920 -0.000093 -0.003669 202303 \n", " 2254 0.000790 -0.005440 0.003884 0.000231 0.002473 202303 \n", " 2255 -0.002534 -0.005063 -0.004080 -0.000682 -0.001761 202303 \n", " 2256 0.005986 -0.012989 -0.000733 0.008088 -0.001436 202303 \n", " 2257 0.003611 0.009281 -0.002449 -0.005996 -0.001176 202303 \n", " \n", " indexclose stkdret indexdret \n", " 0 2285.3640 -0.018469 0.003670 \n", " 1 2276.0700 0.008734 -0.004075 \n", " 2 2275.3400 0.034191 -0.000321 \n", " 3 2283.6580 -0.052842 0.003649 \n", " 4 2242.9970 -0.022397 -0.017966 \n", " ... ... ... ... \n", " 2253 3251.3971 -0.014480 -0.004375 \n", " 2254 3245.3760 -0.017472 -0.001854 \n", " 2255 3240.0568 -0.006515 -0.001640 \n", " 2256 3261.2485 -0.029372 0.006519 \n", " 2257 3272.8602 0.046957 0.003554 \n", " \n", " [2258 rows x 15 columns],\n", " 555: stkcode date stkclose trdsum dampltd rf \\\n", " 0 555 2014-04-02 24.17 3.928652e+07 4.1250 0.000151 \n", " 1 555 2014-04-03 23.99 3.246738e+07 4.5097 0.000151 \n", " 2 555 2014-04-04 24.28 1.908634e+07 4.3768 0.000151 \n", " 3 555 2014-04-08 24.20 2.552555e+07 1.7710 0.000151 \n", " 4 555 2014-04-09 24.84 3.656745e+07 4.6694 0.000151 \n", " ... ... ... ... ... ... ... \n", " 1918 555 2023-03-27 13.86 3.961700e+08 3.6567 0.000067 \n", " 1919 555 2023-03-28 13.51 2.428772e+08 3.3911 0.000067 \n", " 1920 555 2023-03-29 13.58 1.953204e+08 3.0348 0.000067 \n", " 1921 555 2023-03-30 13.48 2.416925e+08 2.7246 0.000067 \n", " 1922 555 2023-03-31 14.01 3.364809e+08 5.0445 0.000067 \n", " \n", " RiskPremium1 SMB1 HML1 RMW1 CMA1 YYYYmm \\\n", " 0 0.005482 -0.005025 -0.001168 0.005834 -0.001574 201404 \n", " 1 -0.008497 0.004091 -0.002852 -0.002508 -0.001225 201404 \n", " 2 0.007030 0.004864 -0.000584 -0.001088 0.001462 201404 \n", " 3 0.018927 -0.008693 -0.000397 -0.000135 -0.001264 201404 \n", " 4 0.002584 0.006375 0.000119 -0.000040 0.001113 201404 \n", " ... ... ... ... ... ... ... \n", " 1918 -0.006374 0.002265 -0.003920 -0.000093 -0.003669 202303 \n", " 1919 0.000790 -0.005440 0.003884 0.000231 0.002473 202303 \n", " 1920 -0.002534 -0.005063 -0.004080 -0.000682 -0.001761 202303 \n", " 1921 0.005986 -0.012989 -0.000733 0.008088 -0.001436 202303 \n", " 1922 0.003611 0.009281 -0.002449 -0.005996 -0.001176 202303 \n", " \n", " indexclose stkdret indexdret \n", " 0 2058.9880 0.007058 0.005615 \n", " 1 2043.7020 -0.007475 -0.007452 \n", " 2 2058.8310 0.012016 0.007375 \n", " 3 2098.2840 -0.003300 0.018982 \n", " 4 2105.2370 0.026103 0.003308 \n", " ... ... ... ... \n", " 1918 3251.3971 0.033752 -0.004375 \n", " 1919 3245.3760 -0.025577 -0.001854 \n", " 1920 3240.0568 0.005168 -0.001640 \n", " 1921 3261.2485 -0.007391 0.006519 \n", " 1922 3272.8602 0.038564 0.003554 \n", " \n", " [1923 rows x 15 columns],\n", " 839: stkcode date stkclose trdsum dampltd rf \\\n", " 0 839 2013-01-07 6.02 3.862372e+07 1.3267 0.000107 \n", " 1 839 2013-01-08 6.06 6.517982e+07 2.8239 0.000107 \n", " 2 839 2013-01-09 6.09 5.648676e+07 1.9802 0.000107 \n", " 3 839 2013-01-10 6.16 9.855829e+07 4.1051 0.000107 \n", " 4 839 2013-01-11 5.98 5.463031e+07 3.7338 0.000107 \n", " ... ... ... ... ... ... ... \n", " 2136 839 2022-04-25 2.48 7.581254e+08 15.5303 0.000062 \n", " 2137 839 2022-04-26 2.73 7.742684e+08 16.5323 0.000062 \n", " 2138 839 2022-04-27 3.00 8.471766e+08 15.7509 0.000061 \n", " 2139 839 2022-04-28 3.30 5.208859e+08 6.6667 0.000061 \n", " 2140 839 2022-04-29 3.10 1.740880e+09 15.7576 0.000061 \n", " \n", " RiskPremium1 SMB1 HML1 RMW1 CMA1 YYYYmm \\\n", " 0 0.003761 0.010096 -0.002014 -0.004582 0.000641 201301 \n", " 1 -0.006667 0.012550 -0.007672 -0.001519 0.002452 201301 \n", " 2 -0.001212 0.002407 -0.003288 0.001126 -0.000336 201301 \n", " 3 0.003885 0.002622 0.004782 -0.003027 0.000300 201301 \n", " 4 -0.016251 -0.004473 0.000358 -0.000219 -0.008375 201301 \n", " ... ... ... ... ... ... ... \n", " 2136 -0.046321 -0.021524 0.011949 0.004015 -0.003004 202204 \n", " 2137 -0.013891 -0.024200 0.001593 0.010310 -0.009932 202204 \n", " 2138 0.020818 -0.004447 -0.013508 0.006960 -0.004059 202204 \n", " 2139 0.008706 -0.021763 0.003162 0.008648 0.000026 202204 \n", " 2140 0.021621 0.014116 -0.008293 -0.004378 0.004486 202204 \n", " \n", " indexclose stkdret indexdret \n", " 0 2285.3640 -0.001660 0.003670 \n", " 1 2276.0700 0.006623 -0.004075 \n", " 2 2275.3400 0.004938 -0.000321 \n", " 3 2283.6580 0.011429 0.003649 \n", " 4 2242.9970 -0.029656 -0.017966 \n", " ... ... ... ... \n", " 2136 2928.5118 -0.062520 -0.052679 \n", " 2137 2886.4257 0.096043 -0.014475 \n", " 2138 2958.2820 0.094311 0.024590 \n", " 2139 2975.4848 0.095310 0.005798 \n", " 2140 3047.0624 -0.062520 0.023771 \n", " \n", " [2141 rows x 15 columns],\n", " 917: stkcode date stkclose trdsum dampltd rf \\\n", " 0 917 2013-01-07 10.23 1.238730e+08 2.2571 0.000107 \n", " 1 917 2013-01-08 10.24 1.300461e+08 2.4438 0.000107 \n", " 2 917 2013-01-09 10.07 1.170803e+08 2.9297 0.000107 \n", " 3 917 2013-01-10 10.20 1.105450e+08 2.2840 0.000107 \n", " 4 917 2013-01-11 9.88 1.282262e+08 4.2157 0.000107 \n", " ... ... ... ... ... ... ... \n", " 2325 917 2023-03-27 6.06 1.178930e+08 2.4834 0.000067 \n", " 2326 917 2023-03-28 6.12 1.837237e+08 3.1353 0.000067 \n", " 2327 917 2023-03-29 6.14 1.417720e+08 2.6144 0.000067 \n", " 2328 917 2023-03-30 5.92 1.224369e+08 3.7459 0.000067 \n", " 2329 917 2023-03-31 6.12 9.692021e+07 3.7162 0.000067 \n", " \n", " RiskPremium1 SMB1 HML1 RMW1 CMA1 YYYYmm \\\n", " 0 0.003761 0.010096 -0.002014 -0.004582 0.000641 201301 \n", " 1 -0.006667 0.012550 -0.007672 -0.001519 0.002452 201301 \n", " 2 -0.001212 0.002407 -0.003288 0.001126 -0.000336 201301 \n", " 3 0.003885 0.002622 0.004782 -0.003027 0.000300 201301 \n", " 4 -0.016251 -0.004473 0.000358 -0.000219 -0.008375 201301 \n", " ... ... ... ... ... ... ... \n", " 2325 -0.006374 0.002265 -0.003920 -0.000093 -0.003669 202303 \n", " 2326 0.000790 -0.005440 0.003884 0.000231 0.002473 202303 \n", " 2327 -0.002534 -0.005063 -0.004080 -0.000682 -0.001761 202303 \n", " 2328 0.005986 -0.012989 -0.000733 0.008088 -0.001436 202303 \n", " 2329 0.003611 0.009281 -0.002449 -0.005996 -0.001176 202303 \n", " \n", " indexclose stkdret indexdret \n", " 0 2285.3640 0.003918 0.003670 \n", " 1 2276.0700 0.000977 -0.004075 \n", " 2 2275.3400 -0.016741 -0.000321 \n", " 3 2283.6580 0.012827 0.003649 \n", " 4 2242.9970 -0.031875 -0.017966 \n", " ... ... ... ... \n", " 2325 3251.3971 0.003306 -0.004375 \n", " 2326 3245.3760 0.009852 -0.001854 \n", " 2327 3240.0568 0.003263 -0.001640 \n", " 2328 3261.2485 -0.036488 0.006519 \n", " 2329 3272.8602 0.033226 0.003554 \n", " \n", " [2330 rows x 15 columns],\n", " 948: stkcode date stkclose trdsum dampltd rf \\\n", " 0 948 2013-01-07 6.73 4.565070e+07 8.5714 0.000107 \n", " 1 948 2013-01-08 7.15 7.845263e+07 9.3611 0.000107 \n", " 2 948 2013-01-09 6.88 6.314972e+07 4.3357 0.000107 \n", " 3 948 2013-01-10 6.78 2.810289e+07 2.6163 0.000107 \n", " 4 948 2013-01-11 6.64 2.234886e+07 2.6549 0.000107 \n", " ... ... ... ... ... ... ... \n", " 2861 948 2023-03-27 23.28 4.423274e+08 3.0316 0.000067 \n", " 2862 948 2023-03-28 24.30 1.241781e+09 6.4863 0.000067 \n", " 2863 948 2023-03-29 23.54 6.417519e+08 3.0453 0.000067 \n", " 2864 948 2023-03-30 22.42 5.780013e+08 5.2251 0.000067 \n", " 2865 948 2023-03-31 22.67 3.203124e+08 3.7021 0.000067 \n", " \n", " RiskPremium1 SMB1 HML1 RMW1 CMA1 YYYYmm \\\n", " 0 0.003761 0.010096 -0.002014 -0.004582 0.000641 201301 \n", " 1 -0.006667 0.012550 -0.007672 -0.001519 0.002452 201301 \n", " 2 -0.001212 0.002407 -0.003288 0.001126 -0.000336 201301 \n", " 3 0.003885 0.002622 0.004782 -0.003027 0.000300 201301 \n", " 4 -0.016251 -0.004473 0.000358 -0.000219 -0.008375 201301 \n", " ... ... ... ... ... ... ... \n", " 2861 -0.006374 0.002265 -0.003920 -0.000093 -0.003669 202303 \n", " 2862 0.000790 -0.005440 0.003884 0.000231 0.002473 202303 \n", " 2863 -0.002534 -0.005063 -0.004080 -0.000682 -0.001761 202303 \n", " 2864 0.005986 -0.012989 -0.000733 0.008088 -0.001436 202303 \n", " 2865 0.003611 0.009281 -0.002449 -0.005996 -0.001176 202303 \n", " \n", " indexclose stkdret indexdret \n", " 0 2285.3640 0.066026 0.003670 \n", " 1 2276.0700 0.060537 -0.004075 \n", " 2 2275.3400 -0.038494 -0.000321 \n", " 3 2283.6580 -0.014642 0.003649 \n", " 4 2242.9970 -0.020865 -0.017966 \n", " ... ... ... ... \n", " 2861 3251.3971 0.008195 -0.004375 \n", " 2862 3245.3760 0.042882 -0.001854 \n", " 2863 3240.0568 -0.031775 -0.001640 \n", " 2864 3261.2485 -0.048748 0.006519 \n", " 2865 3272.8602 0.011089 0.003554 \n", " \n", " [2866 rows x 15 columns],\n", " 997: stkcode date stkclose trdsum dampltd rf \\\n", " 0 997 2013-01-07 8.18 3.628050e+07 3.0000 0.000107 \n", " 1 997 2013-01-08 8.33 6.242179e+07 4.7677 0.000107 \n", " 2 997 2013-01-09 8.23 4.753617e+07 3.0012 0.000107 \n", " 3 997 2013-01-10 8.35 4.337267e+07 2.3086 0.000107 \n", " 4 997 2013-01-11 8.27 6.344008e+07 3.7126 0.000107 \n", " ... ... ... ... ... ... ... \n", " 2820 997 2023-03-27 16.95 2.269337e+08 3.8732 0.000067 \n", " 2821 997 2023-03-28 16.76 1.476066e+08 2.3009 0.000067 \n", " 2822 997 2023-03-29 16.72 1.228401e+08 2.5656 0.000067 \n", " 2823 997 2023-03-30 16.46 1.926677e+08 3.1699 0.000067 \n", " 2824 997 2023-03-31 16.74 1.558026e+08 4.0097 0.000067 \n", " \n", " RiskPremium1 SMB1 HML1 RMW1 CMA1 YYYYmm \\\n", " 0 0.003761 0.010096 -0.002014 -0.004582 0.000641 201301 \n", " 1 -0.006667 0.012550 -0.007672 -0.001519 0.002452 201301 \n", " 2 -0.001212 0.002407 -0.003288 0.001126 -0.000336 201301 \n", " 3 0.003885 0.002622 0.004782 -0.003027 0.000300 201301 \n", " 4 -0.016251 -0.004473 0.000358 -0.000219 -0.008375 201301 \n", " ... ... ... ... ... ... ... \n", " 2820 -0.006374 0.002265 -0.003920 -0.000093 -0.003669 202303 \n", " 2821 0.000790 -0.005440 0.003884 0.000231 0.002473 202303 \n", " 2822 -0.002534 -0.005063 -0.004080 -0.000682 -0.001761 202303 \n", " 2823 0.005986 -0.012989 -0.000733 0.008088 -0.001436 202303 \n", " 2824 0.003611 0.009281 -0.002449 -0.005996 -0.001176 202303 \n", " \n", " indexclose stkdret indexdret \n", " 0 2285.3640 0.022251 0.003670 \n", " 1 2276.0700 0.018171 -0.004075 \n", " 2 2275.3400 -0.012077 -0.000321 \n", " 3 2283.6580 0.014476 0.003649 \n", " 4 2242.9970 -0.009627 -0.017966 \n", " ... ... ... ... \n", " 2820 3251.3971 -0.005296 -0.004375 \n", " 2821 3245.3760 -0.011273 -0.001854 \n", " 2822 3240.0568 -0.002389 -0.001640 \n", " 2823 3261.2485 -0.015672 0.006519 \n", " 2824 3272.8602 0.016868 0.003554 \n", " \n", " [2825 rows x 15 columns],\n", " 2063: stkcode date stkclose trdsum dampltd rf \\\n", " 0 2063 2013-01-07 14.63 4.476278e+07 2.3304 0.000107 \n", " 1 2063 2013-01-08 15.01 1.353468e+08 4.1695 0.000107 \n", " 2 2063 2013-01-09 15.22 8.325732e+07 4.5969 0.000107 \n", " 3 2063 2013-01-10 15.00 4.040388e+07 2.5624 0.000107 \n", " 4 2063 2013-01-11 14.86 5.064410e+07 2.0000 0.000107 \n", " ... ... ... ... ... ... ... \n", " 2877 2063 2023-03-27 9.40 4.273057e+08 5.0883 0.000067 \n", " 2878 2063 2023-03-28 9.35 2.980128e+08 3.1915 0.000067 \n", " 2879 2063 2023-03-29 9.31 2.599578e+08 3.7433 0.000067 \n", " 2880 2063 2023-03-30 9.14 3.114396e+08 4.4039 0.000067 \n", " 2881 2063 2023-03-31 9.35 2.808431e+08 3.7199 0.000067 \n", " \n", " RiskPremium1 SMB1 HML1 RMW1 CMA1 YYYYmm \\\n", " 0 0.003761 0.010096 -0.002014 -0.004582 0.000641 201301 \n", " 1 -0.006667 0.012550 -0.007672 -0.001519 0.002452 201301 \n", " 2 -0.001212 0.002407 -0.003288 0.001126 -0.000336 201301 \n", " 3 0.003885 0.002622 0.004782 -0.003027 0.000300 201301 \n", " 4 -0.016251 -0.004473 0.000358 -0.000219 -0.008375 201301 \n", " ... ... ... ... ... ... ... \n", " 2877 -0.006374 0.002265 -0.003920 -0.000093 -0.003669 202303 \n", " 2878 0.000790 -0.005440 0.003884 0.000231 0.002473 202303 \n", " 2879 -0.002534 -0.005063 -0.004080 -0.000682 -0.001761 202303 \n", " 2880 0.005986 -0.012989 -0.000733 0.008088 -0.001436 202303 \n", " 2881 0.003611 0.009281 -0.002449 -0.005996 -0.001176 202303 \n", " \n", " indexclose stkdret indexdret \n", " 0 2285.3640 0.002738 0.003670 \n", " 1 2276.0700 0.025642 -0.004075 \n", " 2 2275.3400 0.013894 -0.000321 \n", " 3 2283.6580 -0.014560 0.003649 \n", " 4 2242.9970 -0.009377 -0.017966 \n", " ... ... ... ... \n", " 2877 3251.3971 -0.024174 -0.004375 \n", " 2878 3245.3760 -0.005333 -0.001854 \n", " 2879 3240.0568 -0.004287 -0.001640 \n", " 2880 3261.2485 -0.018429 0.006519 \n", " 2881 3272.8602 0.022716 0.003554 \n", " \n", " [2882 rows x 15 columns],\n", " 2065: stkcode date stkclose trdsum dampltd rf \\\n", " 0 2065 2013-01-07 13.76 1.201131e+08 1.8155 0.000107 \n", " 1 2065 2013-01-08 14.44 2.010480e+08 6.5407 0.000107 \n", " 2 2065 2013-01-09 14.87 2.515446e+08 5.9557 0.000107 \n", " 3 2065 2013-01-10 15.06 9.672681e+07 2.6900 0.000107 \n", " 4 2065 2013-01-11 14.71 1.011346e+08 4.9137 0.000107 \n", " ... ... ... ... ... ... ... \n", " 2661 2065 2023-03-27 7.59 1.562563e+09 7.7886 0.000067 \n", " 2662 2065 2023-03-28 8.35 3.363998e+09 9.6179 0.000067 \n", " 2663 2065 2023-03-29 8.54 3.534915e+09 13.7725 0.000067 \n", " 2664 2065 2023-03-30 8.13 1.872895e+09 7.8454 0.000067 \n", " 2665 2065 2023-03-31 8.30 1.833064e+09 7.0111 0.000067 \n", " \n", " RiskPremium1 SMB1 HML1 RMW1 CMA1 YYYYmm \\\n", " 0 0.003761 0.010096 -0.002014 -0.004582 0.000641 201301 \n", " 1 -0.006667 0.012550 -0.007672 -0.001519 0.002452 201301 \n", " 2 -0.001212 0.002407 -0.003288 0.001126 -0.000336 201301 \n", " 3 0.003885 0.002622 0.004782 -0.003027 0.000300 201301 \n", " 4 -0.016251 -0.004473 0.000358 -0.000219 -0.008375 201301 \n", " ... ... ... ... ... ... ... \n", " 2661 -0.006374 0.002265 -0.003920 -0.000093 -0.003669 202303 \n", " 2662 0.000790 -0.005440 0.003884 0.000231 0.002473 202303 \n", " 2663 -0.002534 -0.005063 -0.004080 -0.000682 -0.001761 202303 \n", " 2664 0.005986 -0.012989 -0.000733 0.008088 -0.001436 202303 \n", " 2665 0.003611 0.009281 -0.002449 -0.005996 -0.001176 202303 \n", " \n", " indexclose stkdret indexdret \n", " 0 2285.3640 -0.000726 0.003670 \n", " 1 2276.0700 0.048236 -0.004075 \n", " 2 2275.3400 0.029344 -0.000321 \n", " 3 2283.6580 0.012696 0.003649 \n", " 4 2242.9970 -0.023515 -0.017966 \n", " ... ... ... ... \n", " 2661 3251.3971 0.054140 -0.004375 \n", " 2662 3245.3760 0.095430 -0.001854 \n", " 2663 3240.0568 0.022499 -0.001640 \n", " 2664 3261.2485 -0.049200 0.006519 \n", " 2665 3272.8602 0.020695 0.003554 \n", " \n", " [2666 rows x 15 columns],\n", " 2093: stkcode date stkclose trdsum dampltd rf \\\n", " 0 2093 2013-01-07 4.13 2.075183e+07 1.9512 0.000107 \n", " 1 2093 2013-01-08 4.32 8.360461e+07 6.0533 0.000107 \n", " 2 2093 2013-01-09 4.32 4.642833e+07 3.2407 0.000107 \n", " 3 2093 2013-01-10 4.30 2.241380e+07 1.6204 0.000107 \n", " 4 2093 2013-01-11 4.32 7.112588e+07 6.2791 0.000107 \n", " ... ... ... ... ... ... ... \n", " 2936 2093 2023-03-27 8.88 4.562343e+08 3.6344 0.000067 \n", " 2937 2093 2023-03-28 8.73 2.766904e+08 2.9279 0.000067 \n", " 2938 2093 2023-03-29 8.69 2.488537e+08 3.0928 0.000067 \n", " 2939 2093 2023-03-30 8.45 3.216597e+08 5.1784 0.000067 \n", " 2940 2093 2023-03-31 8.50 2.949990e+08 3.9053 0.000067 \n", " \n", " RiskPremium1 SMB1 HML1 RMW1 CMA1 YYYYmm \\\n", " 0 0.003761 0.010096 -0.002014 -0.004582 0.000641 201301 \n", " 1 -0.006667 0.012550 -0.007672 -0.001519 0.002452 201301 \n", " 2 -0.001212 0.002407 -0.003288 0.001126 -0.000336 201301 \n", " 3 0.003885 0.002622 0.004782 -0.003027 0.000300 201301 \n", " 4 -0.016251 -0.004473 0.000358 -0.000219 -0.008375 201301 \n", " ... ... ... ... ... ... ... \n", " 2936 -0.006374 0.002265 -0.003920 -0.000093 -0.003669 202303 \n", " 2937 0.000790 -0.005440 0.003884 0.000231 0.002473 202303 \n", " 2938 -0.002534 -0.005063 -0.004080 -0.000682 -0.001761 202303 \n", " 2939 0.005986 -0.012989 -0.000733 0.008088 -0.001436 202303 \n", " 2940 0.003611 0.009281 -0.002449 -0.005996 -0.001176 202303 \n", " \n", " indexclose stkdret indexdret \n", " 0 2285.3640 0.007290 0.003670 \n", " 1 2276.0700 0.044978 -0.004075 \n", " 2 2275.3400 0.000000 -0.000321 \n", " 3 2283.6580 -0.004640 0.003649 \n", " 4 2242.9970 0.004640 -0.017966 \n", " ... ... ... ... \n", " 2936 3251.3971 -0.022273 -0.004375 \n", " 2937 3245.3760 -0.017036 -0.001854 \n", " 2938 3240.0568 -0.004592 -0.001640 \n", " 2939 3261.2485 -0.028006 0.006519 \n", " 2940 3272.8602 0.005900 0.003554 \n", " \n", " [2941 rows x 15 columns],\n", " 2095: stkcode date stkclose trdsum dampltd rf \\\n", " 0 2095 2013-01-07 12.29 2.561396e+07 4.5455 0.000107 \n", " 1 2095 2013-01-08 12.36 2.598393e+07 4.2311 0.000107 \n", " 2 2095 2013-01-09 12.33 1.785643e+07 2.1845 0.000107 \n", " 3 2095 2013-01-10 12.60 3.457548e+07 3.4874 0.000107 \n", " 4 2095 2013-01-11 12.79 7.054519e+07 4.5238 0.000107 \n", " ... ... ... ... ... ... ... \n", " 2968 2095 2023-03-27 21.45 2.794925e+08 4.2831 0.000067 \n", " 2969 2095 2023-03-28 20.97 1.800215e+08 3.3566 0.000067 \n", " 2970 2095 2023-03-29 23.07 7.363636e+08 9.9666 0.000067 \n", " 2971 2095 2023-03-30 25.13 1.349175e+09 8.6259 0.000067 \n", " 2972 2095 2023-03-31 24.30 8.732335e+08 6.2475 0.000067 \n", " \n", " RiskPremium1 SMB1 HML1 RMW1 CMA1 YYYYmm \\\n", " 0 0.003761 0.010096 -0.002014 -0.004582 0.000641 201301 \n", " 1 -0.006667 0.012550 -0.007672 -0.001519 0.002452 201301 \n", " 2 -0.001212 0.002407 -0.003288 0.001126 -0.000336 201301 \n", " 3 0.003885 0.002622 0.004782 -0.003027 0.000300 201301 \n", " 4 -0.016251 -0.004473 0.000358 -0.000219 -0.008375 201301 \n", " ... ... ... ... ... ... ... \n", " 2968 -0.006374 0.002265 -0.003920 -0.000093 -0.003669 202303 \n", " 2969 0.000790 -0.005440 0.003884 0.000231 0.002473 202303 \n", " 2970 -0.002534 -0.005063 -0.004080 -0.000682 -0.001761 202303 \n", " 2971 0.005986 -0.012989 -0.000733 0.008088 -0.001436 202303 \n", " 2972 0.003611 0.009281 -0.002449 -0.005996 -0.001176 202303 \n", " \n", " indexclose stkdret indexdret \n", " 0 2285.3640 0.033930 0.003670 \n", " 1 2276.0700 0.005680 -0.004075 \n", " 2 2275.3400 -0.002430 -0.000321 \n", " 3 2283.6580 0.021661 0.003649 \n", " 4 2242.9970 0.014967 -0.017966 \n", " ... ... ... ... \n", " 2968 3251.3971 -0.001398 -0.004375 \n", " 2969 3245.3760 -0.022632 -0.001854 \n", " 2970 3240.0568 0.095440 -0.001640 \n", " 2971 3261.2485 0.085529 0.006519 \n", " 2972 3272.8602 -0.033586 0.003554 \n", " \n", " [2973 rows x 15 columns],\n", " 2148: stkcode date stkclose trdsum dampltd rf \\\n", " 0 2148 2013-01-07 13.00 3.821443e+07 3.0636 0.000107 \n", " 1 2148 2013-01-08 14.30 1.535803e+08 9.9231 0.000107 \n", " 2 2148 2013-01-09 14.25 1.297430e+08 4.1259 0.000107 \n", " 3 2148 2013-01-10 14.60 1.258990e+08 5.0526 0.000107 \n", " 4 2148 2013-01-11 16.06 1.018894e+08 4.1781 0.000107 \n", " ... ... ... ... ... ... ... \n", " 2893 2148 2023-03-27 6.67 1.637281e+08 3.6036 0.000067 \n", " 2894 2148 2023-03-28 6.54 1.054051e+08 2.0990 0.000067 \n", " 2895 2148 2023-03-29 6.54 1.083559e+08 2.2936 0.000067 \n", " 2896 2148 2023-03-30 6.34 1.141519e+08 3.8226 0.000067 \n", " 2897 2148 2023-03-31 6.53 1.257334e+08 4.4164 0.000067 \n", " \n", " RiskPremium1 SMB1 HML1 RMW1 CMA1 YYYYmm \\\n", " 0 0.003761 0.010096 -0.002014 -0.004582 0.000641 201301 \n", " 1 -0.006667 0.012550 -0.007672 -0.001519 0.002452 201301 \n", " 2 -0.001212 0.002407 -0.003288 0.001126 -0.000336 201301 \n", " 3 0.003885 0.002622 0.004782 -0.003027 0.000300 201301 \n", " 4 -0.016251 -0.004473 0.000358 -0.000219 -0.008375 201301 \n", " ... ... ... ... ... ... ... \n", " 2893 -0.006374 0.002265 -0.003920 -0.000093 -0.003669 202303 \n", " 2894 0.000790 -0.005440 0.003884 0.000231 0.002473 202303 \n", " 2895 -0.002534 -0.005063 -0.004080 -0.000682 -0.001761 202303 \n", " 2896 0.005986 -0.012989 -0.000733 0.008088 -0.001436 202303 \n", " 2897 0.003611 0.009281 -0.002449 -0.005996 -0.001176 202303 \n", " \n", " indexclose stkdret indexdret \n", " 0 2285.3640 0.020988 0.003670 \n", " 1 2276.0700 0.095310 -0.004075 \n", " 2 2275.3400 -0.003503 -0.000321 \n", " 3 2283.6580 0.024265 0.003649 \n", " 4 2242.9970 0.095310 -0.017966 \n", " ... ... ... ... \n", " 2893 3251.3971 0.001500 -0.004375 \n", " 2894 3245.3760 -0.019683 -0.001854 \n", " 2895 3240.0568 0.000000 -0.001640 \n", " 2896 3261.2485 -0.031058 0.006519 \n", " 2897 3272.8602 0.029528 0.003554 \n", " \n", " [2898 rows x 15 columns],\n", " 2153: stkcode date stkclose trdsum dampltd rf \\\n", " 0 2153 2013-01-07 20.90 3.374362e+07 2.3113 0.000107 \n", " 1 2153 2013-01-08 21.30 5.152935e+07 3.5407 0.000107 \n", " 2 2153 2013-04-03 22.31 1.790088e+08 5.7277 0.000106 \n", " 3 2153 2013-04-08 20.97 7.402761e+07 6.9924 0.000106 \n", " 4 2153 2013-04-09 22.80 1.324703e+08 12.4940 0.000106 \n", " ... ... ... ... ... ... ... \n", " 2852 2153 2023-03-27 20.12 7.541654e+07 0.0000 0.000067 \n", " 2853 2153 2023-03-28 22.13 9.046756e+08 0.6461 0.000067 \n", " 2854 2153 2023-03-29 23.00 2.309011e+09 15.4089 0.000067 \n", " 2855 2153 2023-03-30 24.69 1.999151e+09 11.9130 0.000067 \n", " 2856 2153 2023-03-31 25.66 1.587350e+09 10.8951 0.000067 \n", " \n", " RiskPremium1 SMB1 HML1 RMW1 CMA1 YYYYmm \\\n", " 0 0.003761 0.010096 -0.002014 -0.004582 0.000641 201301 \n", " 1 -0.006667 0.012550 -0.007672 -0.001519 0.002452 201301 \n", " 2 -0.000251 -0.008726 -0.002050 -0.002273 -0.003128 201304 \n", " 3 -0.006396 0.006041 -0.002764 -0.004440 -0.000757 201304 \n", " 4 0.005604 0.002810 -0.000844 0.000040 0.001730 201304 \n", " ... ... ... ... ... ... ... \n", " 2852 -0.006374 0.002265 -0.003920 -0.000093 -0.003669 202303 \n", " 2853 0.000790 -0.005440 0.003884 0.000231 0.002473 202303 \n", " 2854 -0.002534 -0.005063 -0.004080 -0.000682 -0.001761 202303 \n", " 2855 0.005986 -0.012989 -0.000733 0.008088 -0.001436 202303 \n", " 2856 0.003611 0.009281 -0.002449 -0.005996 -0.001176 202303 \n", " \n", " indexclose stkdret indexdret \n", " 0 2285.3640 -0.014252 0.003670 \n", " 1 2276.0700 0.018958 -0.004075 \n", " 2 2225.2950 0.046328 -0.022561 \n", " 3 2211.5920 -0.061942 -0.006177 \n", " 4 2225.7750 0.083668 0.006393 \n", " ... ... ... ... \n", " 2852 3251.3971 0.095360 -0.004375 \n", " 2853 3245.3760 0.095220 -0.001854 \n", " 2854 3240.0568 0.038560 -0.001640 \n", " 2855 3261.2485 0.070904 0.006519 \n", " 2856 3272.8602 0.038535 0.003554 \n", " \n", " [2857 rows x 15 columns],\n", " 2174: stkcode date stkclose trdsum dampltd rf \\\n", " 0 2174 2015-07-02 78.94 4.158813e+08 11.3823 0.000088 \n", " 1 2174 2015-07-03 71.60 3.078525e+08 15.7081 0.000088 \n", " 2 2174 2015-07-06 69.10 2.533749e+08 16.9832 0.000088 \n", " 3 2174 2015-07-15 76.01 3.435880e+07 0.0000 0.000087 \n", " 4 2174 2015-07-16 79.89 6.125207e+08 17.8792 0.000086 \n", " ... ... ... ... ... ... ... \n", " 1741 2174 2023-03-27 12.50 6.798536e+08 7.6573 0.000067 \n", " 1742 2174 2023-03-28 12.44 4.153431e+08 2.8800 0.000067 \n", " 1743 2174 2023-03-29 12.34 3.136071e+08 4.0193 0.000067 \n", " 1744 2174 2023-03-30 12.14 2.462093e+08 3.7277 0.000067 \n", " 1745 2174 2023-03-31 13.05 4.436069e+08 8.7315 0.000067 \n", " \n", " RiskPremium1 SMB1 HML1 RMW1 CMA1 YYYYmm \\\n", " 0 -0.025863 -0.049698 0.027553 0.028759 -0.002770 201507 \n", " 1 -0.057310 -0.026463 0.002999 0.017712 -0.001927 201507 \n", " 2 0.038489 -0.092128 0.031801 0.043998 -0.011977 201507 \n", " 3 -0.021472 -0.040881 0.018642 0.028728 0.006951 201507 \n", " 4 0.001717 0.007036 -0.000436 -0.005622 -0.001592 201507 \n", " ... ... ... ... ... ... ... \n", " 1741 -0.006374 0.002265 -0.003920 -0.000093 -0.003669 202303 \n", " 1742 0.000790 -0.005440 0.003884 0.000231 0.002473 202303 \n", " 1743 -0.002534 -0.005063 -0.004080 -0.000682 -0.001761 202303 \n", " 1744 0.005986 -0.012989 -0.000733 0.008088 -0.001436 202303 \n", " 1745 0.003611 0.009281 -0.002449 -0.005996 -0.001176 202303 \n", " \n", " indexclose stkdret indexdret \n", " 0 3912.7668 -0.105006 -0.035385 \n", " 1 3686.9153 -0.097593 -0.059455 \n", " 2 3775.9122 -0.035540 0.023852 \n", " 3 3805.7033 0.095310 0.007859 \n", " 4 3823.1755 0.049786 0.004581 \n", " ... ... ... ... \n", " 1741 3251.3971 -0.053730 -0.004375 \n", " 1742 3245.3760 -0.004812 -0.001854 \n", " 1743 3240.0568 -0.008071 -0.001640 \n", " 1744 3261.2485 -0.016340 0.006519 \n", " 1745 3272.8602 0.072282 0.003554 \n", " \n", " [1746 rows x 15 columns],\n", " 2195: stkcode date stkclose trdsum dampltd rf \\\n", " 0 2195 2013-01-07 12.14 2.223434e+07 5.4422 0.000107 \n", " 1 2195 2013-01-08 12.52 3.984589e+07 7.0016 0.000107 \n", " 2 2195 2013-01-09 12.54 3.366327e+07 3.0351 0.000107 \n", " 3 2195 2013-01-10 12.63 1.783831e+07 3.3493 0.000107 \n", " 4 2195 2013-01-11 12.25 1.836216e+07 4.1964 0.000107 \n", " ... ... ... ... ... ... ... \n", " 2875 2195 2023-03-27 3.51 2.498760e+09 8.6826 0.000067 \n", " 2876 2195 2023-03-28 3.35 1.401363e+09 4.2735 0.000067 \n", " 2877 2195 2023-03-29 3.29 1.045461e+09 3.2836 0.000067 \n", " 2878 2195 2023-03-30 3.27 7.576493e+08 3.6474 0.000067 \n", " 2879 2195 2023-03-31 3.33 9.510817e+08 4.8930 0.000067 \n", " \n", " RiskPremium1 SMB1 HML1 RMW1 CMA1 YYYYmm \\\n", " 0 0.003761 0.010096 -0.002014 -0.004582 0.000641 201301 \n", " 1 -0.006667 0.012550 -0.007672 -0.001519 0.002452 201301 \n", " 2 -0.001212 0.002407 -0.003288 0.001126 -0.000336 201301 \n", " 3 0.003885 0.002622 0.004782 -0.003027 0.000300 201301 \n", " 4 -0.016251 -0.004473 0.000358 -0.000219 -0.008375 201301 \n", " ... ... ... ... ... ... ... \n", " 2875 -0.006374 0.002265 -0.003920 -0.000093 -0.003669 202303 \n", " 2876 0.000790 -0.005440 0.003884 0.000231 0.002473 202303 \n", " 2877 -0.002534 -0.005063 -0.004080 -0.000682 -0.001761 202303 \n", " 2878 0.005986 -0.012989 -0.000733 0.008088 -0.001436 202303 \n", " 2879 0.003611 0.009281 -0.002449 -0.005996 -0.001176 202303 \n", " \n", " indexclose stkdret indexdret \n", " 0 2285.3640 0.031802 0.003670 \n", " 1 2276.0700 0.030822 -0.004075 \n", " 2 2275.3400 0.001596 -0.000321 \n", " 3 2283.6580 0.007151 0.003649 \n", " 4 2242.9970 -0.030549 -0.017966 \n", " ... ... ... ... \n", " 2875 3251.3971 0.049645 -0.004375 \n", " 2876 3245.3760 -0.046656 -0.001854 \n", " 2877 3240.0568 -0.018073 -0.001640 \n", " 2878 3261.2485 -0.006098 0.006519 \n", " 2879 3272.8602 0.018182 0.003554 \n", " \n", " [2880 rows x 15 columns],\n", " 2230: stkcode date stkclose trdsum dampltd rf \\\n", " 0 2230 2013-01-07 28.90 1.570984e+08 4.1725 0.000107 \n", " 1 2230 2013-01-08 29.86 1.806144e+08 5.6401 0.000107 \n", " 2 2230 2013-01-09 30.58 2.137032e+08 5.0904 0.000107 \n", " 3 2230 2013-01-10 30.15 8.508776e+07 2.0275 0.000107 \n", " 4 2230 2013-01-11 29.40 1.124643e+08 3.7148 0.000107 \n", " ... ... ... ... ... ... ... \n", " 2892 2230 2023-03-27 60.46 7.443330e+09 5.9147 0.000067 \n", " 2893 2230 2023-03-28 58.24 4.771642e+09 4.0026 0.000067 \n", " 2894 2230 2023-03-29 59.25 6.106902e+09 6.9025 0.000067 \n", " 2895 2230 2023-03-30 58.77 3.790553e+09 4.6245 0.000067 \n", " 2896 2230 2023-03-31 63.68 6.759843e+09 11.3493 0.000067 \n", " \n", " RiskPremium1 SMB1 HML1 RMW1 CMA1 YYYYmm \\\n", " 0 0.003761 0.010096 -0.002014 -0.004582 0.000641 201301 \n", " 1 -0.006667 0.012550 -0.007672 -0.001519 0.002452 201301 \n", " 2 -0.001212 0.002407 -0.003288 0.001126 -0.000336 201301 \n", " 3 0.003885 0.002622 0.004782 -0.003027 0.000300 201301 \n", " 4 -0.016251 -0.004473 0.000358 -0.000219 -0.008375 201301 \n", " ... ... ... ... ... ... ... \n", " 2892 -0.006374 0.002265 -0.003920 -0.000093 -0.003669 202303 \n", " 2893 0.000790 -0.005440 0.003884 0.000231 0.002473 202303 \n", " 2894 -0.002534 -0.005063 -0.004080 -0.000682 -0.001761 202303 \n", " 2895 0.005986 -0.012989 -0.000733 0.008088 -0.001436 202303 \n", " 2896 0.003611 0.009281 -0.002449 -0.005996 -0.001176 202303 \n", " \n", " indexclose stkdret indexdret \n", " 0 2285.3640 0.004856 0.003670 \n", " 1 2276.0700 0.032678 -0.004075 \n", " 2 2275.3400 0.023826 -0.000321 \n", " 3 2283.6580 -0.014161 0.003649 \n", " 4 2242.9970 -0.025190 -0.017966 \n", " ... ... ... ... \n", " 2892 3251.3971 0.007304 -0.004375 \n", " 2893 3245.3760 -0.037410 -0.001854 \n", " 2894 3240.0568 0.017193 -0.001640 \n", " 2895 3261.2485 -0.008134 0.006519 \n", " 2896 3272.8602 0.080239 0.003554 \n", " \n", " [2897 rows x 15 columns],\n", " 2232: stkcode date stkclose trdsum dampltd rf \\\n", " 0 2232 2013-01-07 6.23 1.181657e+07 2.4351 0.000107 \n", " 1 2232 2013-01-08 6.47 3.909950e+07 5.1364 0.000107 \n", " 2 2232 2013-01-09 6.47 2.802695e+07 3.5549 0.000107 \n", " 3 2232 2013-01-10 6.67 3.773458e+07 5.1005 0.000107 \n", " 4 2232 2013-01-11 6.76 8.156653e+07 6.8966 0.000107 \n", " ... ... ... ... ... ... ... \n", " 2963 2232 2023-03-27 16.50 4.575780e+08 3.2298 0.000067 \n", " 2964 2232 2023-03-28 15.91 3.026863e+08 4.1212 0.000067 \n", " 2965 2232 2023-03-29 15.91 2.275246e+08 2.7027 0.000067 \n", " 2966 2232 2023-03-30 15.57 2.125849e+08 3.0170 0.000067 \n", " 2967 2232 2023-03-31 16.03 2.310893e+08 4.5601 0.000067 \n", " \n", " RiskPremium1 SMB1 HML1 RMW1 CMA1 YYYYmm \\\n", " 0 0.003761 0.010096 -0.002014 -0.004582 0.000641 201301 \n", " 1 -0.006667 0.012550 -0.007672 -0.001519 0.002452 201301 \n", " 2 -0.001212 0.002407 -0.003288 0.001126 -0.000336 201301 \n", " 3 0.003885 0.002622 0.004782 -0.003027 0.000300 201301 \n", " 4 -0.016251 -0.004473 0.000358 -0.000219 -0.008375 201301 \n", " ... ... ... ... ... ... ... \n", " 2963 -0.006374 0.002265 -0.003920 -0.000093 -0.003669 202303 \n", " 2964 0.000790 -0.005440 0.003884 0.000231 0.002473 202303 \n", " 2965 -0.002534 -0.005063 -0.004080 -0.000682 -0.001761 202303 \n", " 2966 0.005986 -0.012989 -0.000733 0.008088 -0.001436 202303 \n", " 2967 0.003611 0.009281 -0.002449 -0.005996 -0.001176 202303 \n", " \n", " indexclose stkdret indexdret \n", " 0 2285.3640 0.011300 0.003670 \n", " 1 2276.0700 0.037800 -0.004075 \n", " 2 2275.3400 0.000000 -0.000321 \n", " 3 2283.6580 0.030444 0.003649 \n", " 4 2242.9970 0.013403 -0.017966 \n", " ... ... ... ... \n", " 2963 3251.3971 0.024541 -0.004375 \n", " 2964 3245.3760 -0.036413 -0.001854 \n", " 2965 3240.0568 0.000000 -0.001640 \n", " 2966 3261.2485 -0.021602 0.006519 \n", " 2967 3272.8602 0.029116 0.003554 \n", " \n", " [2968 rows x 15 columns],\n", " 2238: stkcode date stkclose trdsum dampltd rf \\\n", " 0 2238 2013-01-07 10.92 4.540574e+07 9.6374 0.000107 \n", " 1 2238 2013-01-08 10.83 3.302507e+07 3.6630 0.000107 \n", " 2 2238 2013-01-09 11.18 5.242173e+07 5.2632 0.000107 \n", " 3 2238 2013-01-10 11.62 7.054811e+07 5.3667 0.000107 \n", " 4 2238 2013-01-11 11.55 6.295783e+07 4.6472 0.000107 \n", " ... ... ... ... ... ... ... \n", " 2376 2238 2023-03-27 8.46 1.855812e+08 2.7711 0.000067 \n", " 2377 2238 2023-03-28 8.26 1.914444e+08 4.8463 0.000067 \n", " 2378 2238 2023-03-29 8.22 1.055970e+08 2.5424 0.000067 \n", " 2379 2238 2023-03-30 7.83 1.388937e+08 5.2311 0.000067 \n", " 2380 2238 2023-03-31 7.96 1.396918e+08 5.2363 0.000067 \n", " \n", " RiskPremium1 SMB1 HML1 RMW1 CMA1 YYYYmm \\\n", " 0 0.003761 0.010096 -0.002014 -0.004582 0.000641 201301 \n", " 1 -0.006667 0.012550 -0.007672 -0.001519 0.002452 201301 \n", " 2 -0.001212 0.002407 -0.003288 0.001126 -0.000336 201301 \n", " 3 0.003885 0.002622 0.004782 -0.003027 0.000300 201301 \n", " 4 -0.016251 -0.004473 0.000358 -0.000219 -0.008375 201301 \n", " ... ... ... ... ... ... ... \n", " 2376 -0.006374 0.002265 -0.003920 -0.000093 -0.003669 202303 \n", " 2377 0.000790 -0.005440 0.003884 0.000231 0.002473 202303 \n", " 2378 -0.002534 -0.005063 -0.004080 -0.000682 -0.001761 202303 \n", " 2379 0.005986 -0.012989 -0.000733 0.008088 -0.001436 202303 \n", " 2380 0.003611 0.009281 -0.002449 -0.005996 -0.001176 202303 \n", " \n", " indexclose stkdret indexdret \n", " 0 2285.3640 0.041127 0.003670 \n", " 1 2276.0700 -0.008276 -0.004075 \n", " 2 2275.3400 0.031806 -0.000321 \n", " 3 2283.6580 0.038601 0.003649 \n", " 4 2242.9970 -0.006042 -0.017966 \n", " ... ... ... ... \n", " 2376 3251.3971 0.019094 -0.004375 \n", " 2377 3245.3760 -0.023925 -0.001854 \n", " 2378 3240.0568 -0.004854 -0.001640 \n", " 2379 3261.2485 -0.048608 0.006519 \n", " 2380 3272.8602 0.016466 0.003554 \n", " \n", " [2381 rows x 15 columns],\n", " 2253: stkcode date stkclose trdsum dampltd rf \\\n", " 0 2253 2013-01-07 13.55 3.651481e+07 5.7231 0.000107 \n", " 1 2253 2013-01-08 13.50 2.570272e+07 2.3616 0.000107 \n", " 2 2253 2013-01-09 13.26 3.238008e+07 4.2963 0.000107 \n", " 3 2253 2013-01-10 13.30 2.603597e+07 2.1870 0.000107 \n", " 4 2253 2013-01-11 13.32 4.134134e+07 3.7594 0.000107 \n", " ... ... ... ... ... ... ... \n", " 2947 2253 2023-03-27 21.05 1.057343e+09 8.6207 0.000067 \n", " 2948 2253 2023-03-28 19.58 1.117521e+09 9.8337 0.000067 \n", " 2949 2253 2023-03-29 19.25 9.730154e+08 8.3248 0.000067 \n", " 2950 2253 2023-03-30 17.85 7.131734e+08 8.7792 0.000067 \n", " 2951 2253 2023-03-31 18.21 4.353252e+08 5.2661 0.000067 \n", " \n", " RiskPremium1 SMB1 HML1 RMW1 CMA1 YYYYmm \\\n", " 0 0.003761 0.010096 -0.002014 -0.004582 0.000641 201301 \n", " 1 -0.006667 0.012550 -0.007672 -0.001519 0.002452 201301 \n", " 2 -0.001212 0.002407 -0.003288 0.001126 -0.000336 201301 \n", " 3 0.003885 0.002622 0.004782 -0.003027 0.000300 201301 \n", " 4 -0.016251 -0.004473 0.000358 -0.000219 -0.008375 201301 \n", " ... ... ... ... ... ... ... \n", " 2947 -0.006374 0.002265 -0.003920 -0.000093 -0.003669 202303 \n", " 2948 0.000790 -0.005440 0.003884 0.000231 0.002473 202303 \n", " 2949 -0.002534 -0.005063 -0.004080 -0.000682 -0.001761 202303 \n", " 2950 0.005986 -0.012989 -0.000733 0.008088 -0.001436 202303 \n", " 2951 0.003611 0.009281 -0.002449 -0.005996 -0.001176 202303 \n", " \n", " indexclose stkdret indexdret \n", " 0 2285.3640 0.046836 0.003670 \n", " 1 2276.0700 -0.003697 -0.004075 \n", " 2 2275.3400 -0.017938 -0.000321 \n", " 3 2283.6580 0.003012 0.003649 \n", " 4 2242.9970 0.001503 -0.017966 \n", " ... ... ... ... \n", " 2947 3251.3971 0.095120 -0.004375 \n", " 2948 3245.3760 -0.072392 -0.001854 \n", " 2949 3240.0568 -0.016998 -0.001640 \n", " 2950 3261.2485 -0.075508 0.006519 \n", " 2951 3272.8602 0.019967 0.003554 \n", " \n", " [2952 rows x 15 columns],\n", " 2261: stkcode date stkclose trdsum dampltd rf \\\n", " 0 2261 2013-01-07 8.07 4.253788e+07 3.7037 0.000107 \n", " 1 2261 2013-01-08 8.40 1.243570e+08 7.3110 0.000107 \n", " 2 2261 2013-01-09 8.24 7.608125e+07 3.0952 0.000107 \n", " 3 2261 2013-01-10 8.64 1.215644e+08 5.3398 0.000107 \n", " 4 2261 2013-01-11 9.50 3.040954e+08 9.4907 0.000107 \n", " ... ... ... ... ... ... ... \n", " 2802 2261 2023-03-27 15.44 4.376716e+09 4.8433 0.000067 \n", " 2803 2261 2023-03-28 15.92 5.999224e+09 10.0389 0.000067 \n", " 2804 2261 2023-03-29 15.67 5.256478e+09 6.9724 0.000067 \n", " 2805 2261 2023-03-30 15.66 4.457244e+09 7.5941 0.000067 \n", " 2806 2261 2023-03-31 15.52 4.278889e+09 6.9604 0.000067 \n", " \n", " RiskPremium1 SMB1 HML1 RMW1 CMA1 YYYYmm \\\n", " 0 0.003761 0.010096 -0.002014 -0.004582 0.000641 201301 \n", " 1 -0.006667 0.012550 -0.007672 -0.001519 0.002452 201301 \n", " 2 -0.001212 0.002407 -0.003288 0.001126 -0.000336 201301 \n", " 3 0.003885 0.002622 0.004782 -0.003027 0.000300 201301 \n", " 4 -0.016251 -0.004473 0.000358 -0.000219 -0.008375 201301 \n", " ... ... ... ... ... ... ... \n", " 2802 -0.006374 0.002265 -0.003920 -0.000093 -0.003669 202303 \n", " 2803 0.000790 -0.005440 0.003884 0.000231 0.002473 202303 \n", " 2804 -0.002534 -0.005063 -0.004080 -0.000682 -0.001761 202303 \n", " 2805 0.005986 -0.012989 -0.000733 0.008088 -0.001436 202303 \n", " 2806 0.003611 0.009281 -0.002449 -0.005996 -0.001176 202303 \n", " \n", " indexclose stkdret indexdret \n", " 0 2285.3640 0.030191 0.003670 \n", " 1 2276.0700 0.040078 -0.004075 \n", " 2 2275.3400 -0.019231 -0.000321 \n", " 3 2283.6580 0.047402 0.003649 \n", " 4 2242.9970 0.094889 -0.017966 \n", " ... ... ... ... \n", " 2802 3251.3971 0.095051 -0.004375 \n", " 2803 3245.3760 0.030615 -0.001854 \n", " 2804 3240.0568 -0.015828 -0.001640 \n", " 2805 3261.2485 -0.000638 0.006519 \n", " 2806 3272.8602 -0.008980 0.003554 \n", " \n", " [2807 rows x 15 columns],\n", " 2268: stkcode date stkclose trdsum dampltd rf \\\n", " 0 2268 2013-01-07 9.64 4.731791e+07 4.1009 0.000107 \n", " 1 2268 2013-01-08 9.82 6.471856e+07 4.4606 0.000107 \n", " 2 2268 2013-01-09 9.64 4.824120e+07 2.8513 0.000107 \n", " 3 2268 2013-01-10 9.61 3.749577e+07 2.8008 0.000107 \n", " 4 2268 2013-01-11 9.90 1.062890e+08 8.3247 0.000107 \n", " ... ... ... ... ... ... ... \n", " 2844 2268 2023-03-27 36.04 1.612089e+09 5.3629 0.000067 \n", " 2845 2268 2023-03-28 38.90 3.821164e+09 9.6004 0.000067 \n", " 2846 2268 2023-03-29 37.65 2.989013e+09 5.8869 0.000067 \n", " 2847 2268 2023-03-30 39.08 2.945965e+09 9.0040 0.000067 \n", " 2848 2268 2023-03-31 38.95 1.979802e+09 3.5056 0.000067 \n", " \n", " RiskPremium1 SMB1 HML1 RMW1 CMA1 YYYYmm \\\n", " 0 0.003761 0.010096 -0.002014 -0.004582 0.000641 201301 \n", " 1 -0.006667 0.012550 -0.007672 -0.001519 0.002452 201301 \n", " 2 -0.001212 0.002407 -0.003288 0.001126 -0.000336 201301 \n", " 3 0.003885 0.002622 0.004782 -0.003027 0.000300 201301 \n", " 4 -0.016251 -0.004473 0.000358 -0.000219 -0.008375 201301 \n", " ... ... ... ... ... ... ... \n", " 2844 -0.006374 0.002265 -0.003920 -0.000093 -0.003669 202303 \n", " 2845 0.000790 -0.005440 0.003884 0.000231 0.002473 202303 \n", " 2846 -0.002534 -0.005063 -0.004080 -0.000682 -0.001761 202303 \n", " 2847 0.005986 -0.012989 -0.000733 0.008088 -0.001436 202303 \n", " 2848 0.003611 0.009281 -0.002449 -0.005996 -0.001176 202303 \n", " \n", " indexclose stkdret indexdret \n", " 0 2285.3640 0.013577 0.003670 \n", " 1 2276.0700 0.018500 -0.004075 \n", " 2 2275.3400 -0.018500 -0.000321 \n", " 3 2283.6580 -0.003117 0.003649 \n", " 4 2242.9970 0.029731 -0.017966 \n", " ... ... ... ... \n", " 2844 3251.3971 -0.024124 -0.004375 \n", " 2845 3245.3760 0.076365 -0.001854 \n", " 2846 3240.0568 -0.032661 -0.001640 \n", " 2847 3261.2485 0.037278 0.006519 \n", " 2848 3272.8602 -0.003332 0.003554 \n", " \n", " [2849 rows x 15 columns],\n", " 2279: stkcode date stkclose trdsum dampltd rf \\\n", " 0 2279 2013-01-07 7.93 1.609690e+07 3.4749 0.000107 \n", " 1 2279 2013-01-08 8.14 2.812531e+07 4.0353 0.000107 \n", " 2 2279 2013-01-09 7.98 2.395626e+07 2.9484 0.000107 \n", " 3 2279 2013-01-10 8.38 5.136996e+07 9.0226 0.000107 \n", " 4 2279 2013-01-11 8.26 3.403519e+07 3.4606 0.000107 \n", " ... ... ... ... ... ... ... \n", " 2821 2279 2023-03-27 8.92 6.802470e+08 3.5320 0.000067 \n", " 2822 2279 2023-03-28 9.17 1.031516e+09 7.7354 0.000067 \n", " 2823 2279 2023-03-29 8.73 7.067984e+08 4.1439 0.000067 \n", " 2824 2279 2023-03-30 8.33 5.423406e+08 4.2383 0.000067 \n", " 2825 2279 2023-03-31 8.58 4.352707e+08 5.0420 0.000067 \n", " \n", " RiskPremium1 SMB1 HML1 RMW1 CMA1 YYYYmm \\\n", " 0 0.003761 0.010096 -0.002014 -0.004582 0.000641 201301 \n", " 1 -0.006667 0.012550 -0.007672 -0.001519 0.002452 201301 \n", " 2 -0.001212 0.002407 -0.003288 0.001126 -0.000336 201301 \n", " 3 0.003885 0.002622 0.004782 -0.003027 0.000300 201301 \n", " 4 -0.016251 -0.004473 0.000358 -0.000219 -0.008375 201301 \n", " ... ... ... ... ... ... ... \n", " 2821 -0.006374 0.002265 -0.003920 -0.000093 -0.003669 202303 \n", " 2822 0.000790 -0.005440 0.003884 0.000231 0.002473 202303 \n", " 2823 -0.002534 -0.005063 -0.004080 -0.000682 -0.001761 202303 \n", " 2824 0.005986 -0.012989 -0.000733 0.008088 -0.001436 202303 \n", " 2825 0.003611 0.009281 -0.002449 -0.005996 -0.001176 202303 \n", " \n", " indexclose stkdret indexdret \n", " 0 2285.3640 0.020383 0.003670 \n", " 1 2276.0700 0.026137 -0.004075 \n", " 2 2275.3400 -0.019852 -0.000321 \n", " 3 2283.6580 0.048910 0.003649 \n", " 4 2242.9970 -0.014423 -0.017966 \n", " ... ... ... ... \n", " 2821 3251.3971 -0.015573 -0.004375 \n", " 2822 3245.3760 0.027641 -0.001854 \n", " 2823 3240.0568 -0.049172 -0.001640 \n", " 2824 3261.2485 -0.046902 0.006519 \n", " 2825 3272.8602 0.029570 0.003554 \n", " \n", " [2826 rows x 15 columns],\n", " 2280: stkcode date stkclose trdsum dampltd rf \\\n", " 0 2280 2013-01-07 9.51 9.030772e+06 3.0043 0.000107 \n", " 1 2280 2013-01-08 9.60 1.307436e+07 3.6803 0.000107 \n", " 2 2280 2013-01-09 9.54 1.064438e+07 2.2917 0.000107 \n", " 3 2280 2013-01-10 10.20 6.519272e+07 10.0629 0.000107 \n", " 4 2280 2013-01-11 9.93 4.356669e+07 5.1961 0.000107 \n", " ... ... ... ... ... ... ... \n", " 2058 2280 2021-06-24 5.24 3.976916e+08 5.5970 0.000067 \n", " 2059 2280 2021-06-25 5.26 3.522422e+08 4.3893 0.000067 \n", " 2060 2280 2021-06-28 5.34 2.995864e+08 4.5627 0.000067 \n", " 2061 2280 2021-06-29 5.25 2.583701e+08 3.9326 0.000067 \n", " 2062 2280 2021-06-30 5.26 2.056503e+08 3.0476 0.000067 \n", " \n", " RiskPremium1 SMB1 HML1 RMW1 CMA1 YYYYmm \\\n", " 0 0.003761 0.010096 -0.002014 -0.004582 0.000641 201301 \n", " 1 -0.006667 0.012550 -0.007672 -0.001519 0.002452 201301 \n", " 2 -0.001212 0.002407 -0.003288 0.001126 -0.000336 201301 \n", " 3 0.003885 0.002622 0.004782 -0.003027 0.000300 201301 \n", " 4 -0.016251 -0.004473 0.000358 -0.000219 -0.008375 201301 \n", " ... ... ... ... ... ... ... \n", " 2058 0.001572 -0.003716 0.003047 0.002617 -0.001663 202106 \n", " 2059 0.011857 -0.007737 -0.001428 0.003261 -0.002099 202106 \n", " 2060 -0.002663 0.004595 -0.006423 0.001590 0.001388 202106 \n", " 2061 -0.008624 0.002586 0.003854 0.002409 0.000780 202106 \n", " 2062 0.004788 -0.003427 -0.000873 -0.001404 0.000744 202106 \n", " \n", " indexclose stkdret indexdret \n", " 0 2285.3640 0.020181 0.003670 \n", " 1 2276.0700 0.009419 -0.004075 \n", " 2 2275.3400 -0.006270 -0.000321 \n", " 3 2283.6580 0.066894 0.003649 \n", " 4 2242.9970 -0.026827 -0.017966 \n", " ... ... ... ... \n", " 2058 3566.6539 -0.022642 0.000122 \n", " 2059 3607.5618 0.003810 0.011404 \n", " 2060 3606.3722 0.015095 -0.000330 \n", " 2061 3573.1779 -0.016998 -0.009247 \n", " 2062 3591.1970 0.001903 0.005030 \n", " \n", " [2063 rows x 15 columns],\n", " 2315: stkcode date stkclose trdsum dampltd rf \\\n", " 0 2315 2013-01-07 31.65 4.908908e+07 4.6053 0.000107 \n", " 1 2315 2013-01-08 31.52 4.148443e+07 2.9068 0.000107 \n", " 2 2315 2013-01-09 31.24 3.048404e+07 2.6967 0.000107 \n", " 3 2315 2013-01-10 31.84 4.282721e+07 4.5134 0.000107 \n", " 4 2315 2013-01-11 30.89 4.254069e+07 5.5905 0.000107 \n", " ... ... ... ... ... ... ... \n", " 2966 2315 2023-03-27 25.11 5.844448e+08 4.5596 0.000067 \n", " 2967 2315 2023-03-28 23.21 6.352355e+08 7.7260 0.000067 \n", " 2968 2315 2023-03-29 23.32 3.879923e+08 3.9638 0.000067 \n", " 2969 2315 2023-03-30 22.94 2.703860e+08 4.3310 0.000067 \n", " 2970 2315 2023-03-31 23.36 3.139272e+08 3.8797 0.000067 \n", " \n", " RiskPremium1 SMB1 HML1 RMW1 CMA1 YYYYmm \\\n", " 0 0.003761 0.010096 -0.002014 -0.004582 0.000641 201301 \n", " 1 -0.006667 0.012550 -0.007672 -0.001519 0.002452 201301 \n", " 2 -0.001212 0.002407 -0.003288 0.001126 -0.000336 201301 \n", " 3 0.003885 0.002622 0.004782 -0.003027 0.000300 201301 \n", " 4 -0.016251 -0.004473 0.000358 -0.000219 -0.008375 201301 \n", " ... ... ... ... ... ... ... \n", " 2966 -0.006374 0.002265 -0.003920 -0.000093 -0.003669 202303 \n", " 2967 0.000790 -0.005440 0.003884 0.000231 0.002473 202303 \n", " 2968 -0.002534 -0.005063 -0.004080 -0.000682 -0.001761 202303 \n", " 2969 0.005986 -0.012989 -0.000733 0.008088 -0.001436 202303 \n", " 2970 0.003611 0.009281 -0.002449 -0.005996 -0.001176 202303 \n", " \n", " indexclose stkdret indexdret \n", " 0 2285.3640 0.040296 0.003670 \n", " 1 2276.0700 -0.004116 -0.004075 \n", " 2 2275.3400 -0.008923 -0.000321 \n", " 3 2283.6580 0.019024 0.003649 \n", " 4 2242.9970 -0.030291 -0.017966 \n", " ... ... ... ... \n", " 2966 3251.3971 -0.021667 -0.004375 \n", " 2967 3245.3760 -0.078683 -0.001854 \n", " 2968 3240.0568 0.004728 -0.001640 \n", " 2969 3261.2485 -0.016429 0.006519 \n", " 2970 3272.8602 0.018143 0.003554 \n", " \n", " [2971 rows x 15 columns],\n", " 2316: stkcode date stkclose trdsum dampltd rf \\\n", " 0 2316 2013-01-07 7.35 1.816124e+07 2.4862 0.000107 \n", " 1 2316 2013-01-08 7.44 2.798851e+07 3.1293 0.000107 \n", " 2 2316 2013-01-09 7.38 2.027034e+07 3.6290 0.000107 \n", " 3 2316 2013-01-10 7.70 3.645411e+07 6.0976 0.000107 \n", " 4 2316 2013-01-11 7.67 3.885708e+07 3.5065 0.000107 \n", " ... ... ... ... ... ... ... \n", " 2301 2316 2022-04-25 3.64 1.712438e+07 0.0000 0.000062 \n", " 2302 2316 2022-04-26 3.28 1.064032e+07 0.0000 0.000062 \n", " 2303 2316 2022-04-27 3.34 2.268424e+08 15.2439 0.000061 \n", " 2304 2316 2022-04-28 3.01 1.344084e+08 4.7904 0.000061 \n", " 2305 2316 2022-04-29 3.03 1.691408e+08 14.2857 0.000061 \n", " \n", " RiskPremium1 SMB1 HML1 RMW1 CMA1 YYYYmm \\\n", " 0 0.003761 0.010096 -0.002014 -0.004582 0.000641 201301 \n", " 1 -0.006667 0.012550 -0.007672 -0.001519 0.002452 201301 \n", " 2 -0.001212 0.002407 -0.003288 0.001126 -0.000336 201301 \n", " 3 0.003885 0.002622 0.004782 -0.003027 0.000300 201301 \n", " 4 -0.016251 -0.004473 0.000358 -0.000219 -0.008375 201301 \n", " ... ... ... ... ... ... ... \n", " 2301 -0.046321 -0.021524 0.011949 0.004015 -0.003004 202204 \n", " 2302 -0.013891 -0.024200 0.001593 0.010310 -0.009932 202204 \n", " 2303 0.020818 -0.004447 -0.013508 0.006960 -0.004059 202204 \n", " 2304 0.008706 -0.021763 0.003162 0.008648 0.000026 202204 \n", " 2305 0.021621 0.014116 -0.008293 -0.004378 0.004486 202204 \n", " \n", " indexclose stkdret indexdret \n", " 0 2285.3640 0.015079 0.003670 \n", " 1 2276.0700 0.012171 -0.004075 \n", " 2 2275.3400 -0.008097 -0.000321 \n", " 3 2283.6580 0.042447 0.003649 \n", " 4 2242.9970 -0.003904 -0.017966 \n", " ... ... ... ... \n", " 2301 2928.5118 -0.104261 -0.052679 \n", " 2302 2886.4257 -0.104140 -0.014475 \n", " 2303 2958.2820 0.018127 0.024590 \n", " 2304 2975.4848 -0.104031 0.005798 \n", " 2305 3047.0624 0.006623 0.023771 \n", " \n", " [2306 rows x 15 columns],\n", " 2331: stkcode date stkclose trdsum dampltd rf \\\n", " 0 2331 2013-01-07 11.58 2.141917e+07 7.2477 0.000107 \n", " 1 2331 2013-01-08 11.84 2.584562e+07 5.2677 0.000107 \n", " 2 2331 2013-01-09 11.75 1.660966e+07 3.3784 0.000107 \n", " 3 2331 2013-01-10 11.97 1.091861e+07 2.4681 0.000107 \n", " 4 2331 2013-01-11 11.55 1.332401e+07 5.0125 0.000107 \n", " ... ... ... ... ... ... ... \n", " 2669 2331 2023-03-27 7.99 1.260947e+08 2.1851 0.000067 \n", " 2670 2331 2023-03-28 7.73 7.942004e+07 3.0038 0.000067 \n", " 2671 2331 2023-03-29 7.74 4.908683e+07 1.8111 0.000067 \n", " 2672 2331 2023-03-30 7.59 4.790335e+07 2.5840 0.000067 \n", " 2673 2331 2023-03-31 7.75 4.529376e+07 3.2938 0.000067 \n", " \n", " RiskPremium1 SMB1 HML1 RMW1 CMA1 YYYYmm \\\n", " 0 0.003761 0.010096 -0.002014 -0.004582 0.000641 201301 \n", " 1 -0.006667 0.012550 -0.007672 -0.001519 0.002452 201301 \n", " 2 -0.001212 0.002407 -0.003288 0.001126 -0.000336 201301 \n", " 3 0.003885 0.002622 0.004782 -0.003027 0.000300 201301 \n", " 4 -0.016251 -0.004473 0.000358 -0.000219 -0.008375 201301 \n", " ... ... ... ... ... ... ... \n", " 2669 -0.006374 0.002265 -0.003920 -0.000093 -0.003669 202303 \n", " 2670 0.000790 -0.005440 0.003884 0.000231 0.002473 202303 \n", " 2671 -0.002534 -0.005063 -0.004080 -0.000682 -0.001761 202303 \n", " 2672 0.005986 -0.012989 -0.000733 0.008088 -0.001436 202303 \n", " 2673 0.003611 0.009281 -0.002449 -0.005996 -0.001176 202303 \n", " \n", " indexclose stkdret indexdret \n", " 0 2285.3640 0.060517 0.003670 \n", " 1 2276.0700 0.022204 -0.004075 \n", " 2 2275.3400 -0.007630 -0.000321 \n", " 3 2283.6580 0.018550 0.003649 \n", " 4 2242.9970 -0.035718 -0.017966 \n", " ... ... ... ... \n", " 2669 3251.3971 0.026634 -0.004375 \n", " 2670 3245.3760 -0.033082 -0.001854 \n", " 2671 3240.0568 0.001293 -0.001640 \n", " 2672 3261.2485 -0.019570 0.006519 \n", " 2673 3272.8602 0.020861 0.003554 \n", " \n", " [2674 rows x 15 columns],\n", " 2354: stkcode date stkclose trdsum dampltd rf \\\n", " 0 2354 2015-04-02 98.56 3.986433e+08 6.2054 0.000134 \n", " 1 2354 2015-04-03 103.91 1.015065e+09 7.4168 0.000134 \n", " 2 2354 2015-04-07 99.90 4.223736e+08 6.5826 0.000133 \n", " 3 2354 2015-04-08 94.99 2.732697e+08 9.7998 0.000132 \n", " 4 2354 2015-04-09 96.39 2.553909e+08 7.0007 0.000132 \n", " ... ... ... ... ... ... ... \n", " 1537 2354 2023-03-27 6.53 1.680996e+09 5.7839 0.000067 \n", " 1538 2354 2023-03-28 6.20 1.221197e+09 3.6753 0.000067 \n", " 1539 2354 2023-03-29 6.14 8.174738e+08 3.2258 0.000067 \n", " 1540 2354 2023-03-30 5.85 9.272110e+08 5.0489 0.000067 \n", " 1541 2354 2023-03-31 6.18 1.018191e+09 6.8376 0.000067 \n", " \n", " RiskPremium1 SMB1 HML1 RMW1 CMA1 YYYYmm \\\n", " 0 0.002106 0.018357 -0.006521 -0.001491 0.002883 201504 \n", " 1 0.008796 0.015947 0.000270 -0.004244 0.000681 201504 \n", " 2 0.026761 -0.002799 0.005650 0.003403 0.000459 201504 \n", " 3 0.010389 -0.011203 0.003268 0.008568 0.004158 201504 \n", " 4 -0.009368 -0.002541 0.002167 -0.001552 0.001280 201504 \n", " ... ... ... ... ... ... ... \n", " 1537 -0.006374 0.002265 -0.003920 -0.000093 -0.003669 202303 \n", " 1538 0.000790 -0.005440 0.003884 0.000231 0.002473 202303 \n", " 1539 -0.002534 -0.005063 -0.004080 -0.000682 -0.001761 202303 \n", " 1540 0.005986 -0.012989 -0.000733 0.008088 -0.001436 202303 \n", " 1541 0.003611 0.009281 -0.002449 -0.005996 -0.001176 202303 \n", " \n", " indexclose stkdret indexdret \n", " 0 3825.7840 0.095310 0.004057 \n", " 1 3863.9290 0.052860 0.009921 \n", " 2 3961.3780 -0.039355 0.024907 \n", " 3 3994.8110 -0.050398 0.008404 \n", " 4 3957.5340 0.014631 -0.009375 \n", " ... ... ... ... \n", " 1537 3251.3971 -0.006107 -0.004375 \n", " 1538 3245.3760 -0.051858 -0.001854 \n", " 1539 3240.0568 -0.009725 -0.001640 \n", " 1540 3261.2485 -0.048383 0.006519 \n", " 1541 3272.8602 0.054877 0.003554 \n", " \n", " [1542 rows x 15 columns],\n", " 2368: stkcode date stkclose trdsum dampltd rf \\\n", " 0 2368 2013-01-07 14.88 1.222729e+07 1.5604 0.000107 \n", " 1 2368 2013-01-08 15.28 2.180719e+07 3.7634 0.000107 \n", " 2 2368 2013-01-09 15.43 2.088532e+07 2.2906 0.000107 \n", " 3 2368 2013-01-10 15.41 1.844262e+07 1.6850 0.000107 \n", " 4 2368 2013-01-11 15.56 3.901603e+07 3.2446 0.000107 \n", " ... ... ... ... ... ... ... \n", " 2745 2368 2023-03-27 40.50 2.103011e+09 7.4349 0.000067 \n", " 2746 2368 2023-03-28 40.58 1.285220e+09 5.4321 0.000067 \n", " 2747 2368 2023-03-29 41.32 1.292580e+09 6.5303 0.000067 \n", " 2748 2368 2023-03-30 41.38 9.314788e+08 4.0174 0.000067 \n", " 2749 2368 2023-03-31 42.18 8.596811e+08 4.3983 0.000067 \n", " \n", " RiskPremium1 SMB1 HML1 RMW1 CMA1 YYYYmm \\\n", " 0 0.003761 0.010096 -0.002014 -0.004582 0.000641 201301 \n", " 1 -0.006667 0.012550 -0.007672 -0.001519 0.002452 201301 \n", " 2 -0.001212 0.002407 -0.003288 0.001126 -0.000336 201301 \n", " 3 0.003885 0.002622 0.004782 -0.003027 0.000300 201301 \n", " 4 -0.016251 -0.004473 0.000358 -0.000219 -0.008375 201301 \n", " ... ... ... ... ... ... ... \n", " 2745 -0.006374 0.002265 -0.003920 -0.000093 -0.003669 202303 \n", " 2746 0.000790 -0.005440 0.003884 0.000231 0.002473 202303 \n", " 2747 -0.002534 -0.005063 -0.004080 -0.000682 -0.001761 202303 \n", " 2748 0.005986 -0.012989 -0.000733 0.008088 -0.001436 202303 \n", " 2749 0.003611 0.009281 -0.002449 -0.005996 -0.001176 202303 \n", " \n", " indexclose stkdret indexdret \n", " 0 2285.3640 0.009453 0.003670 \n", " 1 2276.0700 0.026527 -0.004075 \n", " 2 2275.3400 0.009769 -0.000321 \n", " 3 2283.6580 -0.001297 0.003649 \n", " 4 2242.9970 0.009687 -0.017966 \n", " ... ... ... ... \n", " 2745 3251.3971 -0.060828 -0.004375 \n", " 2746 3245.3760 0.001973 -0.001854 \n", " 2747 3240.0568 0.018071 -0.001640 \n", " 2748 3261.2485 0.001451 0.006519 \n", " 2749 3272.8602 0.019149 0.003554 \n", " \n", " [2750 rows x 15 columns],\n", " 2373: stkcode date stkclose trdsum dampltd rf \\\n", " 0 2373 2013-01-07 10.81 9.641761e+06 3.9085 0.000107 \n", " 1 2373 2013-01-08 10.90 1.234049e+07 3.6078 0.000107 \n", " 2 2373 2013-01-09 11.21 2.401604e+07 9.1743 0.000107 \n", " 3 2373 2013-01-10 11.50 1.409379e+07 5.8876 0.000107 \n", " 4 2373 2013-01-11 11.46 1.552690e+07 2.5217 0.000107 \n", " ... ... ... ... ... ... ... \n", " 2646 2373 2023-03-27 14.62 1.179807e+09 12.5275 0.000067 \n", " 2647 2373 2023-03-28 13.67 8.106121e+08 4.7196 0.000067 \n", " 2648 2373 2023-03-29 13.95 6.416170e+08 8.0468 0.000067 \n", " 2649 2373 2023-03-30 13.11 5.583788e+08 6.3799 0.000067 \n", " 2650 2373 2023-03-31 13.45 3.554191e+08 4.8055 0.000067 \n", " \n", " RiskPremium1 SMB1 HML1 RMW1 CMA1 YYYYmm \\\n", " 0 0.003761 0.010096 -0.002014 -0.004582 0.000641 201301 \n", " 1 -0.006667 0.012550 -0.007672 -0.001519 0.002452 201301 \n", " 2 -0.001212 0.002407 -0.003288 0.001126 -0.000336 201301 \n", " 3 0.003885 0.002622 0.004782 -0.003027 0.000300 201301 \n", " 4 -0.016251 -0.004473 0.000358 -0.000219 -0.008375 201301 \n", " ... ... ... ... ... ... ... \n", " 2646 -0.006374 0.002265 -0.003920 -0.000093 -0.003669 202303 \n", " 2647 0.000790 -0.005440 0.003884 0.000231 0.002473 202303 \n", " 2648 -0.002534 -0.005063 -0.004080 -0.000682 -0.001761 202303 \n", " 2649 0.005986 -0.012989 -0.000733 0.008088 -0.001436 202303 \n", " 2650 0.003611 0.009281 -0.002449 -0.005996 -0.001176 202303 \n", " \n", " indexclose stkdret indexdret \n", " 0 2285.3640 0.030049 0.003670 \n", " 1 2276.0700 0.008291 -0.004075 \n", " 2 2275.3400 0.028043 -0.000321 \n", " 3 2283.6580 0.025541 0.003649 \n", " 4 2242.9970 -0.003484 -0.017966 \n", " ... ... ... ... \n", " 2646 3251.3971 0.068651 -0.004375 \n", " 2647 3245.3760 -0.067187 -0.001854 \n", " 2648 3240.0568 0.020276 -0.001640 \n", " 2649 3261.2485 -0.062104 0.006519 \n", " 2650 3272.8602 0.025604 0.003554 \n", " \n", " [2651 rows x 15 columns],\n", " 2401: stkcode date stkclose trdsum dampltd rf \\\n", " 0 2401 2013-01-07 11.64 1.930050e+08 6.7918 0.000107 \n", " 1 2401 2013-01-08 11.48 1.471244e+08 3.2646 0.000107 \n", " 2 2401 2013-01-09 11.42 1.076090e+08 2.7875 0.000107 \n", " 3 2401 2013-01-10 11.33 9.177439e+07 3.4151 0.000107 \n", " 4 2401 2013-01-11 11.52 2.356415e+08 10.9444 0.000107 \n", " ... ... ... ... ... ... ... \n", " 2879 2401 2023-03-27 19.21 8.692670e+08 8.4469 0.000067 \n", " 2880 2401 2023-03-28 21.13 9.109388e+08 13.2743 0.000067 \n", " 2881 2401 2023-03-29 22.77 1.463139e+09 11.0270 0.000067 \n", " 2882 2401 2023-03-30 22.53 9.856550e+08 6.5876 0.000067 \n", " 2883 2401 2023-03-31 22.16 7.642848e+08 6.6134 0.000067 \n", " \n", " RiskPremium1 SMB1 HML1 RMW1 CMA1 YYYYmm \\\n", " 0 0.003761 0.010096 -0.002014 -0.004582 0.000641 201301 \n", " 1 -0.006667 0.012550 -0.007672 -0.001519 0.002452 201301 \n", " 2 -0.001212 0.002407 -0.003288 0.001126 -0.000336 201301 \n", " 3 0.003885 0.002622 0.004782 -0.003027 0.000300 201301 \n", " 4 -0.016251 -0.004473 0.000358 -0.000219 -0.008375 201301 \n", " ... ... ... ... ... ... ... \n", " 2879 -0.006374 0.002265 -0.003920 -0.000093 -0.003669 202303 \n", " 2880 0.000790 -0.005440 0.003884 0.000231 0.002473 202303 \n", " 2881 -0.002534 -0.005063 -0.004080 -0.000682 -0.001761 202303 \n", " 2882 0.005986 -0.012989 -0.000733 0.008088 -0.001436 202303 \n", " 2883 0.003611 0.009281 -0.002449 -0.005996 -0.001176 202303 \n", " \n", " indexclose stkdret indexdret \n", " 0 2285.3640 0.039427 0.003670 \n", " 1 2276.0700 -0.013841 -0.004075 \n", " 2 2275.3400 -0.005240 -0.000321 \n", " 3 2283.6580 -0.007912 0.003649 \n", " 4 2242.9970 0.016631 -0.017966 \n", " ... ... ... ... \n", " 2879 3251.3971 0.045801 -0.004375 \n", " 2880 3245.3760 0.095263 -0.001854 \n", " 2881 3240.0568 0.074750 -0.001640 \n", " 2882 3261.2485 -0.010596 0.006519 \n", " 2883 3272.8602 -0.016559 0.003554 \n", " \n", " [2884 rows x 15 columns],\n", " 2405: stkcode date stkclose trdsum dampltd rf \\\n", " 0 2405 2013-01-07 11.60 2.201103e+08 8.1778 0.000107 \n", " 1 2405 2013-01-08 12.14 3.072444e+08 9.5690 0.000107 \n", " 2 2405 2013-01-09 11.84 3.130231e+08 7.4135 0.000107 \n", " 3 2405 2013-01-10 12.33 3.100801e+08 7.6858 0.000107 \n", " 4 2405 2013-01-11 12.73 5.199030e+08 6.4071 0.000107 \n", " ... ... ... ... ... ... ... \n", " 2829 2405 2023-03-27 14.40 1.498120e+09 5.1640 0.000067 \n", " 2830 2405 2023-03-28 13.87 9.155929e+08 3.8889 0.000067 \n", " 2831 2405 2023-03-29 13.50 1.091869e+09 4.7585 0.000067 \n", " 2832 2405 2023-03-30 13.06 1.008584e+09 5.4074 0.000067 \n", " 2833 2405 2023-03-31 13.53 7.951788e+08 5.3599 0.000067 \n", " \n", " RiskPremium1 SMB1 HML1 RMW1 CMA1 YYYYmm \\\n", " 0 0.003761 0.010096 -0.002014 -0.004582 0.000641 201301 \n", " 1 -0.006667 0.012550 -0.007672 -0.001519 0.002452 201301 \n", " 2 -0.001212 0.002407 -0.003288 0.001126 -0.000336 201301 \n", " 3 0.003885 0.002622 0.004782 -0.003027 0.000300 201301 \n", " 4 -0.016251 -0.004473 0.000358 -0.000219 -0.008375 201301 \n", " ... ... ... ... ... ... ... \n", " 2829 -0.006374 0.002265 -0.003920 -0.000093 -0.003669 202303 \n", " 2830 0.000790 -0.005440 0.003884 0.000231 0.002473 202303 \n", " 2831 -0.002534 -0.005063 -0.004080 -0.000682 -0.001761 202303 \n", " 2832 0.005986 -0.012989 -0.000733 0.008088 -0.001436 202303 \n", " 2833 0.003611 0.009281 -0.002449 -0.005996 -0.001176 202303 \n", " \n", " indexclose stkdret indexdret \n", " 0 2285.3640 0.030637 0.003670 \n", " 1 2276.0700 0.045501 -0.004075 \n", " 2 2275.3400 -0.025022 -0.000321 \n", " 3 2283.6580 0.040552 0.003649 \n", " 4 2242.9970 0.031926 -0.017966 \n", " ... ... ... ... \n", " 2829 3251.3971 0.004873 -0.004375 \n", " 2830 3245.3760 -0.037500 -0.001854 \n", " 2831 3240.0568 -0.027039 -0.001640 \n", " 2832 3261.2485 -0.033136 0.006519 \n", " 2833 3272.8602 0.035355 0.003554 \n", " \n", " [2834 rows x 15 columns],\n", " 2410: stkcode date stkclose trdsum dampltd rf \\\n", " 0 2410 2013-01-07 17.30 1.593193e+07 3.4945 0.000107 \n", " 1 2410 2013-01-08 17.62 2.838041e+07 3.0636 0.000107 \n", " 2 2410 2013-01-09 18.07 4.207507e+07 4.7673 0.000107 \n", " 3 2410 2013-01-10 18.20 3.798433e+07 4.5379 0.000107 \n", " 4 2410 2013-01-11 17.67 2.734700e+07 4.6703 0.000107 \n", " ... ... ... ... ... ... ... \n", " 2928 2410 2023-03-27 71.50 2.120797e+09 4.2000 0.000067 \n", " 2929 2410 2023-03-28 71.36 1.610618e+09 6.8112 0.000067 \n", " 2930 2410 2023-03-29 69.66 1.259420e+09 6.7405 0.000067 \n", " 2931 2410 2023-03-30 68.28 6.028033e+08 2.6127 0.000067 \n", " 2932 2410 2023-03-31 74.30 1.061937e+09 12.1851 0.000067 \n", " \n", " RiskPremium1 SMB1 HML1 RMW1 CMA1 YYYYmm \\\n", " 0 0.003761 0.010096 -0.002014 -0.004582 0.000641 201301 \n", " 1 -0.006667 0.012550 -0.007672 -0.001519 0.002452 201301 \n", " 2 -0.001212 0.002407 -0.003288 0.001126 -0.000336 201301 \n", " 3 0.003885 0.002622 0.004782 -0.003027 0.000300 201301 \n", " 4 -0.016251 -0.004473 0.000358 -0.000219 -0.008375 201301 \n", " ... ... ... ... ... ... ... \n", " 2928 -0.006374 0.002265 -0.003920 -0.000093 -0.003669 202303 \n", " 2929 0.000790 -0.005440 0.003884 0.000231 0.002473 202303 \n", " 2930 -0.002534 -0.005063 -0.004080 -0.000682 -0.001761 202303 \n", " 2931 0.005986 -0.012989 -0.000733 0.008088 -0.001436 202303 \n", " 2932 0.003611 0.009281 -0.002449 -0.005996 -0.001176 202303 \n", " \n", " indexclose stkdret indexdret \n", " 0 2285.3640 0.007543 0.003670 \n", " 1 2276.0700 0.018328 -0.004075 \n", " 2 2275.3400 0.025218 -0.000321 \n", " 3 2283.6580 0.007168 0.003649 \n", " 4 2242.9970 -0.029553 -0.017966 \n", " ... ... ... ... \n", " 2928 3251.3971 0.095310 -0.004375 \n", " 2929 3245.3760 -0.001960 -0.001854 \n", " 2930 3240.0568 -0.024111 -0.001640 \n", " 2931 3261.2485 -0.020009 0.006519 \n", " 2932 3272.8602 0.084494 0.003554 \n", " \n", " [2933 rows x 15 columns],\n", " 2421: stkcode date stkclose trdsum dampltd rf \\\n", " 0 2421 2013-01-07 16.30 6.969455e+07 3.6263 0.000107 \n", " 1 2421 2013-01-08 16.62 7.357902e+07 5.5828 0.000107 \n", " 2 2421 2013-01-09 16.54 8.550118e+07 3.5499 0.000107 \n", " 3 2421 2013-01-10 16.27 5.888123e+07 2.5393 0.000107 \n", " 4 2421 2013-01-11 15.68 5.807983e+07 4.5482 0.000107 \n", " ... ... ... ... ... ... ... \n", " 2855 2421 2023-03-27 4.26 4.850680e+08 4.3373 0.000067 \n", " 2856 2421 2023-03-28 4.18 3.347746e+08 3.5211 0.000067 \n", " 2857 2421 2023-03-29 4.15 2.249325e+08 2.6316 0.000067 \n", " 2858 2421 2023-03-30 4.02 2.448889e+08 3.6145 0.000067 \n", " 2859 2421 2023-03-31 4.17 2.635178e+08 4.7264 0.000067 \n", " \n", " RiskPremium1 SMB1 HML1 RMW1 CMA1 YYYYmm \\\n", " 0 0.003761 0.010096 -0.002014 -0.004582 0.000641 201301 \n", " 1 -0.006667 0.012550 -0.007672 -0.001519 0.002452 201301 \n", " 2 -0.001212 0.002407 -0.003288 0.001126 -0.000336 201301 \n", " 3 0.003885 0.002622 0.004782 -0.003027 0.000300 201301 \n", " 4 -0.016251 -0.004473 0.000358 -0.000219 -0.008375 201301 \n", " ... ... ... ... ... ... ... \n", " 2855 -0.006374 0.002265 -0.003920 -0.000093 -0.003669 202303 \n", " 2856 0.000790 -0.005440 0.003884 0.000231 0.002473 202303 \n", " 2857 -0.002534 -0.005063 -0.004080 -0.000682 -0.001761 202303 \n", " 2858 0.005986 -0.012989 -0.000733 0.008088 -0.001436 202303 \n", " 2859 0.003611 0.009281 -0.002449 -0.005996 -0.001176 202303 \n", " \n", " indexclose stkdret indexdret \n", " 0 2285.3640 0.001842 0.003670 \n", " 1 2276.0700 0.019442 -0.004075 \n", " 2 2275.3400 -0.004825 -0.000321 \n", " 3 2283.6580 -0.016459 0.003649 \n", " 4 2242.9970 -0.036937 -0.017966 \n", " ... ... ... ... \n", " 2855 3251.3971 0.026161 -0.004375 \n", " 2856 3245.3760 -0.018958 -0.001854 \n", " 2857 3240.0568 -0.007203 -0.001640 \n", " 2858 3261.2485 -0.031826 0.006519 \n", " 2859 3272.8602 0.036634 0.003554 \n", " \n", " [2860 rows x 15 columns],\n", " 2439: stkcode date stkclose trdsum dampltd rf \\\n", " 0 2439 2013-01-07 14.10 1.836347e+07 2.8873 0.000107 \n", " 1 2439 2013-01-08 14.37 4.348830e+07 4.1135 0.000107 \n", " 2 2439 2013-01-09 14.35 3.032074e+07 5.0104 0.000107 \n", " 3 2439 2013-01-10 14.78 8.649308e+07 4.1115 0.000107 \n", " 4 2439 2013-01-11 14.91 1.079516e+08 4.8714 0.000107 \n", " ... ... ... ... ... ... ... \n", " 2726 2439 2023-03-27 33.25 6.933101e+08 4.5440 0.000067 \n", " 2727 2439 2023-03-28 33.52 7.963009e+08 7.9699 0.000067 \n", " 2728 2439 2023-03-29 32.56 6.766819e+08 6.0263 0.000067 \n", " 2729 2439 2023-03-30 31.90 4.634417e+08 3.0713 0.000067 \n", " 2730 2439 2023-03-31 33.25 6.214922e+08 7.2414 0.000067 \n", " \n", " RiskPremium1 SMB1 HML1 RMW1 CMA1 YYYYmm \\\n", " 0 0.003761 0.010096 -0.002014 -0.004582 0.000641 201301 \n", " 1 -0.006667 0.012550 -0.007672 -0.001519 0.002452 201301 \n", " 2 -0.001212 0.002407 -0.003288 0.001126 -0.000336 201301 \n", " 3 0.003885 0.002622 0.004782 -0.003027 0.000300 201301 \n", " 4 -0.016251 -0.004473 0.000358 -0.000219 -0.008375 201301 \n", " ... ... ... ... ... ... ... \n", " 2726 -0.006374 0.002265 -0.003920 -0.000093 -0.003669 202303 \n", " 2727 0.000790 -0.005440 0.003884 0.000231 0.002473 202303 \n", " 2728 -0.002534 -0.005063 -0.004080 -0.000682 -0.001761 202303 \n", " 2729 0.005986 -0.012989 -0.000733 0.008088 -0.001436 202303 \n", " 2730 0.003611 0.009281 -0.002449 -0.005996 -0.001176 202303 \n", " \n", " indexclose stkdret indexdret \n", " 0 2285.3640 -0.007067 0.003670 \n", " 1 2276.0700 0.018968 -0.004075 \n", " 2 2275.3400 -0.001393 -0.000321 \n", " 3 2283.6580 0.029525 0.003649 \n", " 4 2242.9970 0.008757 -0.017966 \n", " ... ... ... ... \n", " 2726 3251.3971 0.027441 -0.004375 \n", " 2727 3245.3760 0.008088 -0.001854 \n", " 2728 3240.0568 -0.029058 -0.001640 \n", " 2729 3261.2485 -0.020479 0.006519 \n", " 2730 3272.8602 0.041449 0.003554 \n", " \n", " [2731 rows x 15 columns],\n", " 2467: stkcode date stkclose trdsum dampltd rf \\\n", " 0 2467 2013-01-07 10.59 1.936643e+07 2.1760 0.000107 \n", " 1 2467 2013-01-08 11.65 1.342524e+08 10.0094 0.000107 \n", " 2 2467 2013-01-09 12.82 2.021341e+08 4.5494 0.000107 \n", " 3 2467 2013-01-10 14.10 5.761638e+07 0.0000 0.000107 \n", " 4 2467 2013-01-11 15.51 1.569333e+08 0.0000 0.000107 \n", " ... ... ... ... ... ... ... \n", " 2902 2467 2023-03-27 6.18 8.725612e+08 4.6032 0.000067 \n", " 2903 2467 2023-03-28 6.31 9.710892e+08 5.9871 0.000067 \n", " 2904 2467 2023-03-29 6.09 6.801858e+08 4.7544 0.000067 \n", " 2905 2467 2023-03-30 5.84 5.230226e+08 4.5977 0.000067 \n", " 2906 2467 2023-03-31 6.23 1.131242e+09 10.1027 0.000067 \n", " \n", " RiskPremium1 SMB1 HML1 RMW1 CMA1 YYYYmm \\\n", " 0 0.003761 0.010096 -0.002014 -0.004582 0.000641 201301 \n", " 1 -0.006667 0.012550 -0.007672 -0.001519 0.002452 201301 \n", " 2 -0.001212 0.002407 -0.003288 0.001126 -0.000336 201301 \n", " 3 0.003885 0.002622 0.004782 -0.003027 0.000300 201301 \n", " 4 -0.016251 -0.004473 0.000358 -0.000219 -0.008375 201301 \n", " ... ... ... ... ... ... ... \n", " 2902 -0.006374 0.002265 -0.003920 -0.000093 -0.003669 202303 \n", " 2903 0.000790 -0.005440 0.003884 0.000231 0.002473 202303 \n", " 2904 -0.002534 -0.005063 -0.004080 -0.000682 -0.001761 202303 \n", " 2905 0.005986 -0.012989 -0.000733 0.008088 -0.001436 202303 \n", " 2906 0.003611 0.009281 -0.002449 -0.005996 -0.001176 202303 \n", " \n", " indexclose stkdret indexdret \n", " 0 2285.3640 0.001890 0.003670 \n", " 1 2276.0700 0.095396 -0.004075 \n", " 2 2275.3400 0.095700 -0.000321 \n", " 3 2283.6580 0.095168 0.003649 \n", " 4 2242.9970 0.095310 -0.017966 \n", " ... ... ... ... \n", " 2902 3251.3971 -0.019231 -0.004375 \n", " 2903 3245.3760 0.020817 -0.001854 \n", " 2904 3240.0568 -0.035488 -0.001640 \n", " 2905 3261.2485 -0.041917 0.006519 \n", " 2906 3272.8602 0.064646 0.003554 \n", " \n", " [2907 rows x 15 columns],\n", " 2474: stkcode date stkclose trdsum dampltd rf \\\n", " 0 2474 2013-01-07 14.42 3.550821e+07 2.8975 0.000107 \n", " 1 2474 2013-01-08 14.91 1.046776e+08 4.0915 0.000107 \n", " 2 2474 2013-01-09 15.03 8.260980e+07 4.2924 0.000107 \n", " 3 2474 2013-01-10 15.30 9.309243e+07 3.0605 0.000107 \n", " 4 2474 2013-01-11 15.00 1.003403e+08 5.2288 0.000107 \n", " ... ... ... ... ... ... ... \n", " 2903 2474 2023-03-27 9.22 3.397689e+08 2.9476 0.000067 \n", " 2904 2474 2023-03-28 9.26 4.399947e+08 4.5553 0.000067 \n", " 2905 2474 2023-03-29 9.09 2.353332e+08 2.6998 0.000067 \n", " 2906 2474 2023-03-30 8.86 2.302990e+08 3.1903 0.000067 \n", " 2907 2474 2023-03-31 9.38 4.519742e+08 6.8849 0.000067 \n", " \n", " RiskPremium1 SMB1 HML1 RMW1 CMA1 YYYYmm \\\n", " 0 0.003761 0.010096 -0.002014 -0.004582 0.000641 201301 \n", " 1 -0.006667 0.012550 -0.007672 -0.001519 0.002452 201301 \n", " 2 -0.001212 0.002407 -0.003288 0.001126 -0.000336 201301 \n", " 3 0.003885 0.002622 0.004782 -0.003027 0.000300 201301 \n", " 4 -0.016251 -0.004473 0.000358 -0.000219 -0.008375 201301 \n", " ... ... ... ... ... ... ... \n", " 2903 -0.006374 0.002265 -0.003920 -0.000093 -0.003669 202303 \n", " 2904 0.000790 -0.005440 0.003884 0.000231 0.002473 202303 \n", " 2905 -0.002534 -0.005063 -0.004080 -0.000682 -0.001761 202303 \n", " 2906 0.005986 -0.012989 -0.000733 0.008088 -0.001436 202303 \n", " 2907 0.003611 0.009281 -0.002449 -0.005996 -0.001176 202303 \n", " \n", " indexclose stkdret indexdret \n", " 0 2285.3640 0.018902 0.003670 \n", " 1 2276.0700 0.033416 -0.004075 \n", " 2 2275.3400 0.008016 -0.000321 \n", " 3 2283.6580 0.017805 0.003649 \n", " 4 2242.9970 -0.019803 -0.017966 \n", " ... ... ... ... \n", " 2903 3251.3971 0.006529 -0.004375 \n", " 2904 3245.3760 0.004329 -0.001854 \n", " 2905 3240.0568 -0.018529 -0.001640 \n", " 2906 3261.2485 -0.025628 0.006519 \n", " 2907 3272.8602 0.057033 0.003554 \n", " \n", " [2908 rows x 15 columns],\n", " 2544: stkcode date stkclose trdsum dampltd rf \\\n", " 0 2544 2013-01-07 10.39 1.619412e+07 2.8265 0.000107 \n", " 1 2544 2013-01-08 10.67 4.362268e+07 4.7161 0.000107 \n", " 2 2544 2013-01-09 10.83 4.897542e+07 4.1237 0.000107 \n", " 3 2544 2013-01-10 11.13 3.799093e+07 3.4164 0.000107 \n", " 4 2544 2013-01-11 10.95 4.891595e+07 4.9416 0.000107 \n", " ... ... ... ... ... ... ... \n", " 2690 2544 2023-03-27 22.77 1.539921e+08 3.3551 0.000067 \n", " 2691 2544 2023-03-28 22.90 1.998780e+08 4.6552 0.000067 \n", " 2692 2544 2023-03-29 22.69 1.195653e+08 3.1004 0.000067 \n", " 2693 2544 2023-03-30 22.42 1.363244e+08 3.3936 0.000067 \n", " 2694 2544 2023-03-31 22.82 1.559776e+08 2.9884 0.000067 \n", " \n", " RiskPremium1 SMB1 HML1 RMW1 CMA1 YYYYmm \\\n", " 0 0.003761 0.010096 -0.002014 -0.004582 0.000641 201301 \n", " 1 -0.006667 0.012550 -0.007672 -0.001519 0.002452 201301 \n", " 2 -0.001212 0.002407 -0.003288 0.001126 -0.000336 201301 \n", " 3 0.003885 0.002622 0.004782 -0.003027 0.000300 201301 \n", " 4 -0.016251 -0.004473 0.000358 -0.000219 -0.008375 201301 \n", " ... ... ... ... ... ... ... \n", " 2690 -0.006374 0.002265 -0.003920 -0.000093 -0.003669 202303 \n", " 2691 0.000790 -0.005440 0.003884 0.000231 0.002473 202303 \n", " 2692 -0.002534 -0.005063 -0.004080 -0.000682 -0.001761 202303 \n", " 2693 0.005986 -0.012989 -0.000733 0.008088 -0.001436 202303 \n", " 2694 0.003611 0.009281 -0.002449 -0.005996 -0.001176 202303 \n", " \n", " indexclose stkdret indexdret \n", " 0 2285.3640 0.012591 0.003670 \n", " 1 2276.0700 0.026592 -0.004075 \n", " 2 2275.3400 0.014884 -0.000321 \n", " 3 2283.6580 0.027324 0.003649 \n", " 4 2242.9970 -0.016305 -0.017966 \n", " ... ... ... ... \n", " 2690 3251.3971 -0.007874 -0.004375 \n", " 2691 3245.3760 0.005693 -0.001854 \n", " 2692 3240.0568 -0.009213 -0.001640 \n", " 2693 3261.2485 -0.011971 0.006519 \n", " 2694 3272.8602 0.017684 0.003554 \n", " \n", " [2695 rows x 15 columns],\n", " 2609: stkcode date stkclose trdsum dampltd rf \\\n", " 0 2609 2013-01-07 12.54 4.005207e+07 7.5169 0.000107 \n", " 1 2609 2013-01-08 12.60 2.851583e+07 4.0670 0.000107 \n", " 2 2609 2013-01-09 12.41 2.504403e+07 2.9365 0.000107 \n", " 3 2609 2013-01-10 12.38 1.876560e+07 3.1426 0.000107 \n", " 4 2609 2013-01-11 12.46 3.413379e+07 4.8465 0.000107 \n", " ... ... ... ... ... ... ... \n", " 2793 2609 2023-03-27 11.49 3.379141e+08 8.2166 0.000067 \n", " 2794 2609 2023-03-28 10.72 1.929793e+08 6.0923 0.000067 \n", " 2795 2609 2023-03-29 11.15 1.783302e+08 7.6493 0.000067 \n", " 2796 2609 2023-03-30 10.49 1.488987e+08 5.2915 0.000067 \n", " 2797 2609 2023-03-31 11.14 2.099343e+08 9.5329 0.000067 \n", " \n", " RiskPremium1 SMB1 HML1 RMW1 CMA1 YYYYmm \\\n", " 0 0.003761 0.010096 -0.002014 -0.004582 0.000641 201301 \n", " 1 -0.006667 0.012550 -0.007672 -0.001519 0.002452 201301 \n", " 2 -0.001212 0.002407 -0.003288 0.001126 -0.000336 201301 \n", " 3 0.003885 0.002622 0.004782 -0.003027 0.000300 201301 \n", " 4 -0.016251 -0.004473 0.000358 -0.000219 -0.008375 201301 \n", " ... ... ... ... ... ... ... \n", " 2793 -0.006374 0.002265 -0.003920 -0.000093 -0.003669 202303 \n", " 2794 0.000790 -0.005440 0.003884 0.000231 0.002473 202303 \n", " 2795 -0.002534 -0.005063 -0.004080 -0.000682 -0.001761 202303 \n", " 2796 0.005986 -0.012989 -0.000733 0.008088 -0.001436 202303 \n", " 2797 0.003611 0.009281 -0.002449 -0.005996 -0.001176 202303 \n", " \n", " indexclose stkdret indexdret \n", " 0 2285.3640 0.057440 0.003670 \n", " 1 2276.0700 0.004773 -0.004075 \n", " 2 2275.3400 -0.015194 -0.000321 \n", " 3 2283.6580 -0.002420 0.003649 \n", " 4 2242.9970 0.006441 -0.017966 \n", " ... ... ... ... \n", " 2793 3251.3971 0.070299 -0.004375 \n", " 2794 3245.3760 -0.069366 -0.001854 \n", " 2795 3240.0568 0.039328 -0.001640 \n", " 2796 3261.2485 -0.061017 0.006519 \n", " 2797 3272.8602 0.060120 0.003554 \n", " \n", " [2798 rows x 15 columns],\n", " 2642: stkcode date stkclose trdsum dampltd rf \\\n", " 0 2642 2013-01-07 12.36 3.175583e+07 4.4426 0.000107 \n", " 1 2642 2013-01-08 12.62 4.756879e+07 4.8544 0.000107 \n", " 2 2642 2013-01-09 13.05 8.463135e+07 7.5277 0.000107 \n", " 3 2642 2013-01-10 13.00 4.549617e+07 2.2989 0.000107 \n", " 4 2642 2013-01-11 12.60 5.621041e+07 6.3077 0.000107 \n", " ... ... ... ... ... ... ... \n", " 2205 2642 2023-03-27 9.34 5.943287e+08 4.0305 0.000067 \n", " 2206 2642 2023-03-28 9.11 4.070586e+08 3.3191 0.000067 \n", " 2207 2642 2023-03-29 9.05 3.125394e+08 2.4149 0.000067 \n", " 2208 2642 2023-03-30 8.70 3.311716e+08 4.5304 0.000067 \n", " 2209 2642 2023-03-31 8.99 2.939461e+08 4.5977 0.000067 \n", " \n", " RiskPremium1 SMB1 HML1 RMW1 CMA1 YYYYmm \\\n", " 0 0.003761 0.010096 -0.002014 -0.004582 0.000641 201301 \n", " 1 -0.006667 0.012550 -0.007672 -0.001519 0.002452 201301 \n", " 2 -0.001212 0.002407 -0.003288 0.001126 -0.000336 201301 \n", " 3 0.003885 0.002622 0.004782 -0.003027 0.000300 201301 \n", " 4 -0.016251 -0.004473 0.000358 -0.000219 -0.008375 201301 \n", " ... ... ... ... ... ... ... \n", " 2205 -0.006374 0.002265 -0.003920 -0.000093 -0.003669 202303 \n", " 2206 0.000790 -0.005440 0.003884 0.000231 0.002473 202303 \n", " 2207 -0.002534 -0.005063 -0.004080 -0.000682 -0.001761 202303 \n", " 2208 0.005986 -0.012989 -0.000733 0.008088 -0.001436 202303 \n", " 2209 0.003611 0.009281 -0.002449 -0.005996 -0.001176 202303 \n", " \n", " indexclose stkdret indexdret \n", " 0 2285.3640 0.035409 0.003670 \n", " 1 2276.0700 0.020817 -0.004075 \n", " 2 2275.3400 0.033505 -0.000321 \n", " 3 2283.6580 -0.003839 0.003649 \n", " 4 2242.9970 -0.031253 -0.017966 \n", " ... ... ... ... \n", " 2205 3251.3971 0.017279 -0.004375 \n", " 2206 3245.3760 -0.024934 -0.001854 \n", " 2207 3240.0568 -0.006608 -0.001640 \n", " 2208 3261.2485 -0.039442 0.006519 \n", " 2209 3272.8602 0.032790 0.003554 \n", " \n", " [2210 rows x 15 columns],\n", " 2649: stkcode date stkclose trdsum dampltd rf \\\n", " 0 2649 2013-01-07 16.22 2.268060e+07 3.6872 0.000107 \n", " 1 2649 2013-01-08 17.34 5.315425e+07 6.7201 0.000107 \n", " 2 2649 2013-01-09 17.86 5.516750e+07 7.7278 0.000107 \n", " 3 2649 2013-01-10 17.66 4.399157e+07 5.2632 0.000107 \n", " 4 2649 2013-01-11 17.61 4.221991e+07 5.2095 0.000107 \n", " ... ... ... ... ... ... ... \n", " 2656 2649 2023-03-27 16.66 9.846359e+08 5.6501 0.000067 \n", " 2657 2649 2023-03-28 15.95 7.296256e+08 4.9820 0.000067 \n", " 2658 2649 2023-03-29 15.87 5.204446e+08 2.8840 0.000067 \n", " 2659 2649 2023-03-30 14.76 1.081836e+09 7.1204 0.000067 \n", " 2660 2649 2023-03-31 15.57 7.859891e+08 6.6396 0.000067 \n", " \n", " RiskPremium1 SMB1 HML1 RMW1 CMA1 YYYYmm \\\n", " 0 0.003761 0.010096 -0.002014 -0.004582 0.000641 201301 \n", " 1 -0.006667 0.012550 -0.007672 -0.001519 0.002452 201301 \n", " 2 -0.001212 0.002407 -0.003288 0.001126 -0.000336 201301 \n", " 3 0.003885 0.002622 0.004782 -0.003027 0.000300 201301 \n", " 4 -0.016251 -0.004473 0.000358 -0.000219 -0.008375 201301 \n", " ... ... ... ... ... ... ... \n", " 2656 -0.006374 0.002265 -0.003920 -0.000093 -0.003669 202303 \n", " 2657 0.000790 -0.005440 0.003884 0.000231 0.002473 202303 \n", " 2658 -0.002534 -0.005063 -0.004080 -0.000682 -0.001761 202303 \n", " 2659 0.005986 -0.012989 -0.000733 0.008088 -0.001436 202303 \n", " 2660 0.003611 0.009281 -0.002449 -0.005996 -0.001176 202303 \n", " \n", " indexclose stkdret indexdret \n", " 0 2285.3640 0.030675 0.003670 \n", " 1 2276.0700 0.066771 -0.004075 \n", " 2 2275.3400 0.029548 -0.000321 \n", " 3 2283.6580 -0.011261 0.003649 \n", " 4 2242.9970 -0.002835 -0.017966 \n", " ... ... ... ... \n", " 2656 3251.3971 0.012077 -0.004375 \n", " 2657 3245.3760 -0.043552 -0.001854 \n", " 2658 3240.0568 -0.005028 -0.001640 \n", " 2659 3261.2485 -0.072510 0.006519 \n", " 2660 3272.8602 0.053425 0.003554 \n", " \n", " [2661 rows x 15 columns],\n", " 2657: stkcode date stkclose trdsum dampltd rf \\\n", " 0 2657 2013-01-07 38.21 3.456029e+07 2.5654 0.000107 \n", " 1 2657 2013-01-08 37.90 6.664804e+07 4.2397 0.000107 \n", " 2 2657 2013-01-09 36.20 8.919837e+07 4.3008 0.000107 \n", " 3 2657 2013-01-10 36.52 3.686383e+07 2.6519 0.000107 \n", " 4 2657 2013-01-11 37.01 5.570379e+07 3.4775 0.000107 \n", " ... ... ... ... ... ... ... \n", " 2621 2657 2023-03-27 19.31 5.698400e+08 3.8700 0.000067 \n", " 2622 2657 2023-03-28 18.85 3.912248e+08 2.9001 0.000067 \n", " 2623 2657 2023-03-29 18.78 3.717246e+08 3.7135 0.000067 \n", " 2624 2657 2023-03-30 18.31 3.395719e+08 3.2481 0.000067 \n", " 2625 2657 2023-03-31 19.07 4.121179e+08 4.8061 0.000067 \n", " \n", " RiskPremium1 SMB1 HML1 RMW1 CMA1 YYYYmm \\\n", " 0 0.003761 0.010096 -0.002014 -0.004582 0.000641 201301 \n", " 1 -0.006667 0.012550 -0.007672 -0.001519 0.002452 201301 \n", " 2 -0.001212 0.002407 -0.003288 0.001126 -0.000336 201301 \n", " 3 0.003885 0.002622 0.004782 -0.003027 0.000300 201301 \n", " 4 -0.016251 -0.004473 0.000358 -0.000219 -0.008375 201301 \n", " ... ... ... ... ... ... ... \n", " 2621 -0.006374 0.002265 -0.003920 -0.000093 -0.003669 202303 \n", " 2622 0.000790 -0.005440 0.003884 0.000231 0.002473 202303 \n", " 2623 -0.002534 -0.005063 -0.004080 -0.000682 -0.001761 202303 \n", " 2624 0.005986 -0.012989 -0.000733 0.008088 -0.001436 202303 \n", " 2625 0.003611 0.009281 -0.002449 -0.005996 -0.001176 202303 \n", " \n", " indexclose stkdret indexdret \n", " 0 2285.3640 -0.009896 0.003670 \n", " 1 2276.0700 -0.008146 -0.004075 \n", " 2 2275.3400 -0.045892 -0.000321 \n", " 3 2283.6580 0.008801 0.003649 \n", " 4 2242.9970 0.013328 -0.017966 \n", " ... ... ... ... \n", " 2621 3251.3971 -0.003619 -0.004375 \n", " 2622 3245.3760 -0.024110 -0.001854 \n", " 2623 3240.0568 -0.003720 -0.001640 \n", " 2624 3261.2485 -0.025345 0.006519 \n", " 2625 3272.8602 0.040669 0.003554 \n", " \n", " [2626 rows x 15 columns],\n", " 2771: stkcode date stkclose trdsum dampltd rf \\\n", " 0 2771 2015-07-01 22.26 6.678000e+04 0.0000 0.000088 \n", " 1 2771 2015-07-02 24.49 1.983690e+05 0.0000 0.000088 \n", " 2 2771 2015-07-03 26.94 1.066824e+06 0.0000 0.000088 \n", " 3 2771 2015-07-06 29.63 1.432640e+06 0.0000 0.000088 \n", " 4 2771 2015-07-07 32.59 1.045650e+07 0.0000 0.000087 \n", " ... ... ... ... ... ... ... \n", " 1834 2771 2023-03-27 15.11 3.596172e+08 4.4529 0.000067 \n", " 1835 2771 2023-03-28 14.20 3.270632e+08 5.6254 0.000067 \n", " 1836 2771 2023-03-29 14.33 2.045856e+08 3.0986 0.000067 \n", " 1837 2771 2023-03-30 13.54 2.334514e+08 5.3036 0.000067 \n", " 1838 2771 2023-03-31 13.94 1.672910e+08 3.9143 0.000067 \n", " \n", " RiskPremium1 SMB1 HML1 RMW1 CMA1 YYYYmm \\\n", " 0 -0.054465 -0.015762 0.005067 0.011164 -0.000839 201507 \n", " 1 -0.025863 -0.049698 0.027553 0.028759 -0.002770 201507 \n", " 2 -0.057310 -0.026463 0.002999 0.017712 -0.001927 201507 \n", " 3 0.038489 -0.092128 0.031801 0.043998 -0.011977 201507 \n", " 4 0.005793 -0.077042 0.033468 0.029874 -0.016217 201507 \n", " ... ... ... ... ... ... ... \n", " 1834 -0.006374 0.002265 -0.003920 -0.000093 -0.003669 202303 \n", " 1835 0.000790 -0.005440 0.003884 0.000231 0.002473 202303 \n", " 1836 -0.002534 -0.005063 -0.004080 -0.000682 -0.001761 202303 \n", " 1837 0.005986 -0.012989 -0.000733 0.008088 -0.001436 202303 \n", " 1838 0.003611 0.009281 -0.002449 -0.005996 -0.001176 202303 \n", " \n", " indexclose stkdret indexdret \n", " 0 4053.6997 0.095131 -0.053674 \n", " 1 3912.7668 0.095474 -0.035385 \n", " 2 3686.9153 0.095347 -0.059455 \n", " 3 3775.9122 0.095175 0.023852 \n", " 4 3727.1248 0.095218 -0.013005 \n", " ... ... ... ... \n", " 1834 3251.3971 -0.039577 -0.004375 \n", " 1835 3245.3760 -0.062115 -0.001854 \n", " 1836 3240.0568 0.009113 -0.001640 \n", " 1837 3261.2485 -0.056707 0.006519 \n", " 1838 3272.8602 0.029114 0.003554 \n", " \n", " [1839 rows x 15 columns],\n", " 300002: stkcode date stkclose trdsum dampltd rf \\\n", " 0 300002 2013-01-07 15.82 1.216381e+08 5.5377 0.000107 \n", " 1 300002 2013-01-08 15.86 7.699769e+07 2.8445 0.000107 \n", " 2 300002 2013-01-09 15.85 6.843209e+07 3.2156 0.000107 \n", " 3 300002 2013-01-10 15.88 4.960818e+07 1.7035 0.000107 \n", " 4 300002 2013-01-11 16.76 2.323858e+08 9.8237 0.000107 \n", " ... ... ... ... ... ... ... \n", " 2854 300002 2023-03-27 9.14 2.082488e+09 11.2293 0.000067 \n", " 2855 300002 2023-03-28 8.67 1.353049e+09 5.4705 0.000067 \n", " 2856 300002 2023-03-29 8.48 1.277663e+09 5.7670 0.000067 \n", " 2857 300002 2023-03-30 8.29 8.928972e+08 5.3066 0.000067 \n", " 2858 300002 2023-03-31 9.42 1.987753e+09 18.3353 0.000067 \n", " \n", " RiskPremium1 SMB1 HML1 RMW1 CMA1 YYYYmm \\\n", " 0 0.003761 0.010096 -0.002014 -0.004582 0.000641 201301 \n", " 1 -0.006667 0.012550 -0.007672 -0.001519 0.002452 201301 \n", " 2 -0.001212 0.002407 -0.003288 0.001126 -0.000336 201301 \n", " 3 0.003885 0.002622 0.004782 -0.003027 0.000300 201301 \n", " 4 -0.016251 -0.004473 0.000358 -0.000219 -0.008375 201301 \n", " ... ... ... ... ... ... ... \n", " 2854 -0.006374 0.002265 -0.003920 -0.000093 -0.003669 202303 \n", " 2855 0.000790 -0.005440 0.003884 0.000231 0.002473 202303 \n", " 2856 -0.002534 -0.005063 -0.004080 -0.000682 -0.001761 202303 \n", " 2857 0.005986 -0.012989 -0.000733 0.008088 -0.001436 202303 \n", " 2858 0.003611 0.009281 -0.002449 -0.005996 -0.001176 202303 \n", " \n", " indexclose stkdret indexdret \n", " 0 2285.3640 0.018501 0.003670 \n", " 1 2276.0700 0.002525 -0.004075 \n", " 2 2275.3400 -0.000631 -0.000321 \n", " 3 2283.6580 0.001891 0.003649 \n", " 4 2242.9970 0.053935 -0.017966 \n", " ... ... ... ... \n", " 2854 3251.3971 0.077311 -0.004375 \n", " 2855 3245.3760 -0.052792 -0.001854 \n", " 2856 3240.0568 -0.022158 -0.001640 \n", " 2857 3261.2485 -0.022660 0.006519 \n", " 2858 3272.8602 0.127785 0.003554 \n", " \n", " [2859 rows x 15 columns],\n", " 300010: stkcode date stkclose trdsum dampltd rf \\\n", " 0 300010 2013-01-07 6.22 3.185440e+07 6.1258 0.000107 \n", " 1 300010 2013-01-08 6.23 3.080492e+07 3.2154 0.000107 \n", " 2 300010 2013-01-09 6.26 2.575425e+07 2.8892 0.000107 \n", " 3 300010 2013-01-10 6.33 2.594308e+07 1.9169 0.000107 \n", " 4 300010 2013-01-11 6.23 2.391010e+07 4.1074 0.000107 \n", " ... ... ... ... ... ... ... \n", " 2665 300010 2023-03-27 3.51 3.648549e+08 6.5672 0.000067 \n", " 2666 300010 2023-03-28 3.33 2.028077e+08 3.9886 0.000067 \n", " 2667 300010 2023-03-29 3.31 1.280809e+08 3.9039 0.000067 \n", " 2668 300010 2023-03-30 3.25 9.594591e+07 3.0211 0.000067 \n", " 2669 300010 2023-03-31 3.57 4.653506e+08 13.2308 0.000067 \n", " \n", " RiskPremium1 SMB1 HML1 RMW1 CMA1 YYYYmm \\\n", " 0 0.003761 0.010096 -0.002014 -0.004582 0.000641 201301 \n", " 1 -0.006667 0.012550 -0.007672 -0.001519 0.002452 201301 \n", " 2 -0.001212 0.002407 -0.003288 0.001126 -0.000336 201301 \n", " 3 0.003885 0.002622 0.004782 -0.003027 0.000300 201301 \n", " 4 -0.016251 -0.004473 0.000358 -0.000219 -0.008375 201301 \n", " ... ... ... ... ... ... ... \n", " 2665 -0.006374 0.002265 -0.003920 -0.000093 -0.003669 202303 \n", " 2666 0.000790 -0.005440 0.003884 0.000231 0.002473 202303 \n", " 2667 -0.002534 -0.005063 -0.004080 -0.000682 -0.001761 202303 \n", " 2668 0.005986 -0.012989 -0.000733 0.008088 -0.001436 202303 \n", " 2669 0.003611 0.009281 -0.002449 -0.005996 -0.001176 202303 \n", " \n", " indexclose stkdret indexdret \n", " 0 2285.3640 0.029366 0.003670 \n", " 1 2276.0700 0.001606 -0.004075 \n", " 2 2275.3400 0.004804 -0.000321 \n", " 3 2283.6580 0.011120 0.003649 \n", " 4 2242.9970 -0.015924 -0.017966 \n", " ... ... ... ... \n", " 2665 3251.3971 0.046656 -0.004375 \n", " 2666 3245.3760 -0.052644 -0.001854 \n", " 2667 3240.0568 -0.006024 -0.001640 \n", " 2668 3261.2485 -0.018293 0.006519 \n", " 2669 3272.8602 0.093911 0.003554 \n", " \n", " [2670 rows x 15 columns],\n", " 300017: stkcode date stkclose trdsum dampltd rf \\\n", " 0 300017 2013-01-07 16.14 2.692698e+07 1.6875 0.000107 \n", " 1 300017 2013-01-08 16.94 6.322890e+07 7.4969 0.000107 \n", " 2 300017 2013-01-09 17.95 7.935210e+07 7.5561 0.000107 \n", " 3 300017 2013-01-10 17.73 3.880276e+07 2.6741 0.000107 \n", " 4 300017 2013-01-11 17.08 4.631661e+07 5.3017 0.000107 \n", " ... ... ... ... ... ... ... \n", " 2921 300017 2023-03-27 7.11 1.002801e+09 4.5267 0.000067 \n", " 2922 300017 2023-03-28 7.03 6.708665e+08 3.3755 0.000067 \n", " 2923 300017 2023-03-29 7.03 6.243131e+08 3.9829 0.000067 \n", " 2924 300017 2023-03-30 6.89 7.501115e+08 5.1209 0.000067 \n", " 2925 300017 2023-03-31 7.19 9.216397e+08 5.0798 0.000067 \n", " \n", " RiskPremium1 SMB1 HML1 RMW1 CMA1 YYYYmm \\\n", " 0 0.003761 0.010096 -0.002014 -0.004582 0.000641 201301 \n", " 1 -0.006667 0.012550 -0.007672 -0.001519 0.002452 201301 \n", " 2 -0.001212 0.002407 -0.003288 0.001126 -0.000336 201301 \n", " 3 0.003885 0.002622 0.004782 -0.003027 0.000300 201301 \n", " 4 -0.016251 -0.004473 0.000358 -0.000219 -0.008375 201301 \n", " ... ... ... ... ... ... ... \n", " 2921 -0.006374 0.002265 -0.003920 -0.000093 -0.003669 202303 \n", " 2922 0.000790 -0.005440 0.003884 0.000231 0.002473 202303 \n", " 2923 -0.002534 -0.005063 -0.004080 -0.000682 -0.001761 202303 \n", " 2924 0.005986 -0.012989 -0.000733 0.008088 -0.001436 202303 \n", " 2925 0.003611 0.009281 -0.002449 -0.005996 -0.001176 202303 \n", " \n", " indexclose stkdret indexdret \n", " 0 2285.3640 0.008712 0.003670 \n", " 1 2276.0700 0.048377 -0.004075 \n", " 2 2275.3400 0.057912 -0.000321 \n", " 3 2283.6580 -0.012332 0.003649 \n", " 4 2242.9970 -0.037350 -0.017966 \n", " ... ... ... ... \n", " 2921 3251.3971 -0.025001 -0.004375 \n", " 2922 3245.3760 -0.011316 -0.001854 \n", " 2923 3240.0568 0.000000 -0.001640 \n", " 2924 3261.2485 -0.020116 0.006519 \n", " 2925 3272.8602 0.042620 0.003554 \n", " \n", " [2926 rows x 15 columns],\n", " 300020: stkcode date stkclose trdsum dampltd rf \\\n", " 0 300020 2013-01-07 13.50 8.303066e+07 3.3460 0.000107 \n", " 1 300020 2013-01-08 13.48 1.236073e+08 3.4074 0.000107 \n", " 2 300020 2013-01-09 14.04 1.110970e+08 5.7864 0.000107 \n", " 3 300020 2013-01-10 14.10 9.623213e+07 2.9202 0.000107 \n", " 4 300020 2013-01-11 13.68 1.070874e+08 3.4043 0.000107 \n", " ... ... ... ... ... ... ... \n", " 2797 300020 2023-03-27 8.55 3.627188e+08 5.9880 0.000067 \n", " 2798 300020 2023-03-28 8.35 2.184282e+08 2.9240 0.000067 \n", " 2799 300020 2023-03-29 8.36 2.056900e+08 4.4311 0.000067 \n", " 2800 300020 2023-03-30 8.22 2.017772e+08 3.9474 0.000067 \n", " 2801 300020 2023-03-31 8.44 1.859446e+08 4.8662 0.000067 \n", " \n", " RiskPremium1 SMB1 HML1 RMW1 CMA1 YYYYmm \\\n", " 0 0.003761 0.010096 -0.002014 -0.004582 0.000641 201301 \n", " 1 -0.006667 0.012550 -0.007672 -0.001519 0.002452 201301 \n", " 2 -0.001212 0.002407 -0.003288 0.001126 -0.000336 201301 \n", " 3 0.003885 0.002622 0.004782 -0.003027 0.000300 201301 \n", " 4 -0.016251 -0.004473 0.000358 -0.000219 -0.008375 201301 \n", " ... ... ... ... ... ... ... \n", " 2797 -0.006374 0.002265 -0.003920 -0.000093 -0.003669 202303 \n", " 2798 0.000790 -0.005440 0.003884 0.000231 0.002473 202303 \n", " 2799 -0.002534 -0.005063 -0.004080 -0.000682 -0.001761 202303 \n", " 2800 0.005986 -0.012989 -0.000733 0.008088 -0.001436 202303 \n", " 2801 0.003611 0.009281 -0.002449 -0.005996 -0.001176 202303 \n", " \n", " indexclose stkdret indexdret \n", " 0 2285.3640 0.026268 0.003670 \n", " 1 2276.0700 -0.001483 -0.004075 \n", " 2 2275.3400 0.040703 -0.000321 \n", " 3 2283.6580 0.004264 0.003649 \n", " 4 2242.9970 -0.030240 -0.017966 \n", " ... ... ... ... \n", " 2797 3251.3971 0.023670 -0.004375 \n", " 2798 3245.3760 -0.023670 -0.001854 \n", " 2799 3240.0568 0.001197 -0.001640 \n", " 2800 3261.2485 -0.016888 0.006519 \n", " 2801 3272.8602 0.026412 0.003554 \n", " \n", " [2802 rows x 15 columns],\n", " 300025: stkcode date stkclose trdsum dampltd rf \\\n", " 0 300025 2013-01-07 5.97 16131800.20 2.5641 0.000107 \n", " 1 300025 2013-01-08 6.24 35091600.99 6.7002 0.000107 \n", " 2 300025 2013-01-09 6.14 22781847.01 2.4038 0.000107 \n", " 3 300025 2013-01-10 6.27 30058004.96 4.3974 0.000107 \n", " 4 300025 2013-01-11 6.29 38092422.47 3.1898 0.000107 \n", " ... ... ... ... ... ... ... \n", " 2556 300025 2023-03-27 6.07 81143804.15 3.7643 0.000067 \n", " 2557 300025 2023-03-28 6.01 51813167.96 2.1417 0.000067 \n", " 2558 300025 2023-03-29 6.07 76655654.00 3.3278 0.000067 \n", " 2559 300025 2023-03-30 5.90 54529053.24 2.9654 0.000067 \n", " 2560 300025 2023-03-31 5.86 61091016.65 3.7288 0.000067 \n", " \n", " RiskPremium1 SMB1 HML1 RMW1 CMA1 YYYYmm \\\n", " 0 0.003761 0.010096 -0.002014 -0.004582 0.000641 201301 \n", " 1 -0.006667 0.012550 -0.007672 -0.001519 0.002452 201301 \n", " 2 -0.001212 0.002407 -0.003288 0.001126 -0.000336 201301 \n", " 3 0.003885 0.002622 0.004782 -0.003027 0.000300 201301 \n", " 4 -0.016251 -0.004473 0.000358 -0.000219 -0.008375 201301 \n", " ... ... ... ... ... ... ... \n", " 2556 -0.006374 0.002265 -0.003920 -0.000093 -0.003669 202303 \n", " 2557 0.000790 -0.005440 0.003884 0.000231 0.002473 202303 \n", " 2558 -0.002534 -0.005063 -0.004080 -0.000682 -0.001761 202303 \n", " 2559 0.005986 -0.012989 -0.000733 0.008088 -0.001436 202303 \n", " 2560 0.003611 0.009281 -0.002449 -0.005996 -0.001176 202303 \n", " \n", " indexclose stkdret indexdret \n", " 0 2285.3640 0.020305 0.003670 \n", " 1 2276.0700 0.044233 -0.004075 \n", " 2 2275.3400 -0.016155 -0.000321 \n", " 3 2283.6580 0.020952 0.003649 \n", " 4 2242.9970 0.003185 -0.017966 \n", " ... ... ... ... \n", " 2556 3251.3971 -0.006568 -0.004375 \n", " 2557 3245.3760 -0.009934 -0.001854 \n", " 2558 3240.0568 0.009934 -0.001640 \n", " 2559 3261.2485 -0.028406 0.006519 \n", " 2560 3272.8602 -0.006803 0.003554 \n", " \n", " [2561 rows x 15 columns],\n", " 300036: stkcode date stkclose trdsum dampltd rf \\\n", " 0 300036 2013-01-07 10.52 2.436054e+07 3.7285 0.000107 \n", " 1 300036 2013-01-08 10.98 4.570315e+07 7.2243 0.000107 \n", " 2 300036 2013-01-09 10.84 4.082481e+07 5.1002 0.000107 \n", " 3 300036 2013-01-10 11.00 3.090101e+07 5.5351 0.000107 \n", " 4 300036 2013-01-11 12.10 1.016821e+08 11.2727 0.000107 \n", " ... ... ... ... ... ... ... \n", " 2888 300036 2023-03-27 23.88 7.611946e+08 6.4973 0.000067 \n", " 2889 300036 2023-03-28 24.08 7.306667e+08 8.7940 0.000067 \n", " 2890 300036 2023-03-29 23.65 4.423935e+08 3.4053 0.000067 \n", " 2891 300036 2023-03-30 23.26 3.599415e+08 3.5095 0.000067 \n", " 2892 300036 2023-03-31 23.40 3.423254e+08 3.7403 0.000067 \n", " \n", " RiskPremium1 SMB1 HML1 RMW1 CMA1 YYYYmm \\\n", " 0 0.003761 0.010096 -0.002014 -0.004582 0.000641 201301 \n", " 1 -0.006667 0.012550 -0.007672 -0.001519 0.002452 201301 \n", " 2 -0.001212 0.002407 -0.003288 0.001126 -0.000336 201301 \n", " 3 0.003885 0.002622 0.004782 -0.003027 0.000300 201301 \n", " 4 -0.016251 -0.004473 0.000358 -0.000219 -0.008375 201301 \n", " ... ... ... ... ... ... ... \n", " 2888 -0.006374 0.002265 -0.003920 -0.000093 -0.003669 202303 \n", " 2889 0.000790 -0.005440 0.003884 0.000231 0.002473 202303 \n", " 2890 -0.002534 -0.005063 -0.004080 -0.000682 -0.001761 202303 \n", " 2891 0.005986 -0.012989 -0.000733 0.008088 -0.001436 202303 \n", " 2892 0.003611 0.009281 -0.002449 -0.005996 -0.001176 202303 \n", " \n", " indexclose stkdret indexdret \n", " 0 2285.3640 0.005720 0.003670 \n", " 1 2276.0700 0.042797 -0.004075 \n", " 2 2275.3400 -0.012832 -0.000321 \n", " 3 2283.6580 0.014652 0.003649 \n", " 4 2242.9970 0.095310 -0.017966 \n", " ... ... ... ... \n", " 2888 3251.3971 -0.005429 -0.004375 \n", " 2889 3245.3760 0.008340 -0.001854 \n", " 2890 3240.0568 -0.018019 -0.001640 \n", " 2891 3261.2485 -0.016628 0.006519 \n", " 2892 3272.8602 0.006001 0.003554 \n", " \n", " [2893 rows x 15 columns],\n", " 300044: stkcode date stkclose trdsum dampltd rf \\\n", " 0 300044 2013-01-07 16.18 1.007669e+08 6.5107 0.000107 \n", " 1 300044 2013-01-08 16.04 7.362848e+07 3.9555 0.000107 \n", " 2 300044 2013-01-09 16.24 7.425175e+07 7.2943 0.000107 \n", " 3 300044 2013-01-10 16.33 3.783436e+07 1.7857 0.000107 \n", " 4 300044 2013-01-11 15.79 4.764078e+07 6.3686 0.000107 \n", " ... ... ... ... ... ... ... \n", " 2504 300044 2023-03-27 5.15 6.728822e+08 6.3340 0.000067 \n", " 2505 300044 2023-03-28 4.91 4.270596e+08 3.4951 0.000067 \n", " 2506 300044 2023-03-29 4.91 2.982724e+08 3.6660 0.000067 \n", " 2507 300044 2023-03-30 4.67 3.187154e+08 4.8880 0.000067 \n", " 2508 300044 2023-03-31 4.84 2.623212e+08 4.7109 0.000067 \n", " \n", " RiskPremium1 SMB1 HML1 RMW1 CMA1 YYYYmm \\\n", " 0 0.003761 0.010096 -0.002014 -0.004582 0.000641 201301 \n", " 1 -0.006667 0.012550 -0.007672 -0.001519 0.002452 201301 \n", " 2 -0.001212 0.002407 -0.003288 0.001126 -0.000336 201301 \n", " 3 0.003885 0.002622 0.004782 -0.003027 0.000300 201301 \n", " 4 -0.016251 -0.004473 0.000358 -0.000219 -0.008375 201301 \n", " ... ... ... ... ... ... ... \n", " 2504 -0.006374 0.002265 -0.003920 -0.000093 -0.003669 202303 \n", " 2505 0.000790 -0.005440 0.003884 0.000231 0.002473 202303 \n", " 2506 -0.002534 -0.005063 -0.004080 -0.000682 -0.001761 202303 \n", " 2507 0.005986 -0.012989 -0.000733 0.008088 -0.001436 202303 \n", " 2508 0.003611 0.009281 -0.002449 -0.005996 -0.001176 202303 \n", " \n", " indexclose stkdret indexdret \n", " 0 2285.3640 0.022501 0.003670 \n", " 1 2276.0700 -0.008690 -0.004075 \n", " 2 2275.3400 0.012392 -0.000321 \n", " 3 2283.6580 0.005527 0.003649 \n", " 4 2242.9970 -0.033627 -0.017966 \n", " ... ... ... ... \n", " 2504 3251.3971 -0.011583 -0.004375 \n", " 2505 3245.3760 -0.047723 -0.001854 \n", " 2506 3240.0568 0.000000 -0.001640 \n", " 2507 3261.2485 -0.050115 0.006519 \n", " 2508 3272.8602 0.035756 0.003554 \n", " \n", " [2509 rows x 15 columns],\n", " 300047: stkcode date stkclose trdsum dampltd rf \\\n", " 0 300047 2013-01-07 11.72 1.251545e+07 1.7182 0.000107 \n", " 1 300047 2013-01-08 11.95 2.747980e+07 4.0102 0.000107 \n", " 2 300047 2013-01-09 12.22 4.234186e+07 5.0209 0.000107 \n", " 3 300047 2013-01-10 13.44 3.969657e+07 0.0000 0.000107 \n", " 4 300047 2013-01-11 14.20 2.129140e+08 7.6637 0.000107 \n", " ... ... ... ... ... ... ... \n", " 2766 300047 2023-03-27 9.03 9.858931e+08 10.4637 0.000067 \n", " 2767 300047 2023-03-28 8.47 7.684877e+08 4.4297 0.000067 \n", " 2768 300047 2023-03-29 8.29 5.476126e+08 4.0142 0.000067 \n", " 2769 300047 2023-03-30 7.93 4.412720e+08 6.0314 0.000067 \n", " 2770 300047 2023-03-31 8.13 3.964691e+08 5.2963 0.000067 \n", " \n", " RiskPremium1 SMB1 HML1 RMW1 CMA1 YYYYmm \\\n", " 0 0.003761 0.010096 -0.002014 -0.004582 0.000641 201301 \n", " 1 -0.006667 0.012550 -0.007672 -0.001519 0.002452 201301 \n", " 2 -0.001212 0.002407 -0.003288 0.001126 -0.000336 201301 \n", " 3 0.003885 0.002622 0.004782 -0.003027 0.000300 201301 \n", " 4 -0.016251 -0.004473 0.000358 -0.000219 -0.008375 201301 \n", " ... ... ... ... ... ... ... \n", " 2766 -0.006374 0.002265 -0.003920 -0.000093 -0.003669 202303 \n", " 2767 0.000790 -0.005440 0.003884 0.000231 0.002473 202303 \n", " 2768 -0.002534 -0.005063 -0.004080 -0.000682 -0.001761 202303 \n", " 2769 0.005986 -0.012989 -0.000733 0.008088 -0.001436 202303 \n", " 2770 0.003611 0.009281 -0.002449 -0.005996 -0.001176 202303 \n", " \n", " indexclose stkdret indexdret \n", " 0 2285.3640 0.006849 0.003670 \n", " 1 2276.0700 0.019434 -0.004075 \n", " 2 2275.3400 0.022343 -0.000321 \n", " 3 2283.6580 0.095161 0.003649 \n", " 4 2242.9970 0.055007 -0.017966 \n", " ... ... ... ... \n", " 2766 3251.3971 0.071131 -0.004375 \n", " 2767 3245.3760 -0.064022 -0.001854 \n", " 2768 3240.0568 -0.021481 -0.001640 \n", " 2769 3261.2485 -0.044397 0.006519 \n", " 2770 3272.8602 0.024908 0.003554 \n", " \n", " [2771 rows x 15 columns],\n", " 300050: stkcode date stkclose trdsum dampltd rf \\\n", " 0 300050 2013-01-07 9.84 13381524.80 3.6120 0.000107 \n", " 1 300050 2013-01-08 10.16 24483142.41 5.0813 0.000107 \n", " 2 300050 2013-01-09 10.15 26173301.01 3.0512 0.000107 \n", " 3 300050 2013-01-10 9.90 18879835.71 2.7586 0.000107 \n", " 4 300050 2013-01-11 9.64 13907723.81 4.9495 0.000107 \n", " ... ... ... ... ... ... ... \n", " 2708 300050 2023-03-27 4.42 40938832.58 2.4943 0.000067 \n", " 2709 300050 2023-03-28 4.36 42202488.00 2.9412 0.000067 \n", " 2710 300050 2023-03-29 4.35 30785818.00 2.0642 0.000067 \n", " 2711 300050 2023-03-30 4.24 36618832.14 3.2184 0.000067 \n", " 2712 300050 2023-03-31 4.37 62233436.00 5.4245 0.000067 \n", " \n", " RiskPremium1 SMB1 HML1 RMW1 CMA1 YYYYmm \\\n", " 0 0.003761 0.010096 -0.002014 -0.004582 0.000641 201301 \n", " 1 -0.006667 0.012550 -0.007672 -0.001519 0.002452 201301 \n", " 2 -0.001212 0.002407 -0.003288 0.001126 -0.000336 201301 \n", " 3 0.003885 0.002622 0.004782 -0.003027 0.000300 201301 \n", " 4 -0.016251 -0.004473 0.000358 -0.000219 -0.008375 201301 \n", " ... ... ... ... ... ... ... \n", " 2708 -0.006374 0.002265 -0.003920 -0.000093 -0.003669 202303 \n", " 2709 0.000790 -0.005440 0.003884 0.000231 0.002473 202303 \n", " 2710 -0.002534 -0.005063 -0.004080 -0.000682 -0.001761 202303 \n", " 2711 0.005986 -0.012989 -0.000733 0.008088 -0.001436 202303 \n", " 2712 0.003611 0.009281 -0.002449 -0.005996 -0.001176 202303 \n", " \n", " indexclose stkdret indexdret \n", " 0 2285.3640 0.015361 0.003670 \n", " 1 2276.0700 0.032003 -0.004075 \n", " 2 2275.3400 -0.000985 -0.000321 \n", " 3 2283.6580 -0.024939 0.003649 \n", " 4 2242.9970 -0.026614 -0.017966 \n", " ... ... ... ... \n", " 2708 3251.3971 0.002265 -0.004375 \n", " 2709 3245.3760 -0.013668 -0.001854 \n", " 2710 3240.0568 -0.002296 -0.001640 \n", " 2711 3261.2485 -0.025613 0.006519 \n", " 2712 3272.8602 0.030200 0.003554 \n", " \n", " [2713 rows x 15 columns],\n", " 300051: stkcode date stkclose trdsum dampltd rf \\\n", " 0 300051 2013-01-07 7.36 4.104421e+07 5.2039 0.000107 \n", " 1 300051 2013-01-08 7.64 6.822235e+07 7.2011 0.000107 \n", " 2 300051 2013-01-09 7.49 3.940842e+07 3.2723 0.000107 \n", " 3 300051 2013-01-10 8.24 1.685928e+08 7.0761 0.000107 \n", " 4 300051 2013-01-11 8.60 2.209032e+08 10.4369 0.000107 \n", " ... ... ... ... ... ... ... \n", " 2488 300051 2023-03-27 11.25 1.284004e+08 5.0353 0.000067 \n", " 2489 300051 2023-03-28 11.12 7.656315e+07 3.3778 0.000067 \n", " 2490 300051 2023-03-29 11.05 5.743108e+07 2.5180 0.000067 \n", " 2491 300051 2023-03-30 11.15 7.467504e+07 3.0769 0.000067 \n", " 2492 300051 2023-03-31 11.53 1.220856e+08 5.6502 0.000067 \n", " \n", " RiskPremium1 SMB1 HML1 RMW1 CMA1 YYYYmm \\\n", " 0 0.003761 0.010096 -0.002014 -0.004582 0.000641 201301 \n", " 1 -0.006667 0.012550 -0.007672 -0.001519 0.002452 201301 \n", " 2 -0.001212 0.002407 -0.003288 0.001126 -0.000336 201301 \n", " 3 0.003885 0.002622 0.004782 -0.003027 0.000300 201301 \n", " 4 -0.016251 -0.004473 0.000358 -0.000219 -0.008375 201301 \n", " ... ... ... ... ... ... ... \n", " 2488 -0.006374 0.002265 -0.003920 -0.000093 -0.003669 202303 \n", " 2489 0.000790 -0.005440 0.003884 0.000231 0.002473 202303 \n", " 2490 -0.002534 -0.005063 -0.004080 -0.000682 -0.001761 202303 \n", " 2491 0.005986 -0.012989 -0.000733 0.008088 -0.001436 202303 \n", " 2492 0.003611 0.009281 -0.002449 -0.005996 -0.001176 202303 \n", " \n", " indexclose stkdret indexdret \n", " 0 2285.3640 0.034558 0.003670 \n", " 1 2276.0700 0.037338 -0.004075 \n", " 2 2275.3400 -0.019829 -0.000321 \n", " 3 2283.6580 0.095432 0.003649 \n", " 4 2242.9970 0.042762 -0.017966 \n", " ... ... ... ... \n", " 2488 3251.3971 -0.006203 -0.004375 \n", " 2489 3245.3760 -0.011623 -0.001854 \n", " 2490 3240.0568 -0.006315 -0.001640 \n", " 2491 3261.2485 0.009009 0.006519 \n", " 2492 3272.8602 0.033513 0.003554 \n", " \n", " [2493 rows x 15 columns],\n", " 300052: stkcode date stkclose trdsum dampltd rf \\\n", " 0 300052 2013-01-07 11.03 1.398913e+07 3.2579 0.000107 \n", " 1 300052 2013-01-08 11.27 3.595681e+07 5.3490 0.000107 \n", " 2 300052 2013-01-09 11.23 2.494178e+07 4.6140 0.000107 \n", " 3 300052 2013-01-10 11.34 2.601354e+07 3.9181 0.000107 \n", " 4 300052 2013-01-11 10.94 3.513445e+07 5.9083 0.000107 \n", " ... ... ... ... ... ... ... \n", " 2760 300052 2023-03-27 22.75 8.833555e+08 5.2609 0.000067 \n", " 2761 300052 2023-03-28 22.84 7.500675e+08 5.1868 0.000067 \n", " 2762 300052 2023-03-29 22.55 6.271421e+08 5.2102 0.000067 \n", " 2763 300052 2023-03-30 22.50 5.496359e+08 5.7650 0.000067 \n", " 2764 300052 2023-03-31 23.04 6.995376e+08 6.0444 0.000067 \n", " \n", " RiskPremium1 SMB1 HML1 RMW1 CMA1 YYYYmm \\\n", " 0 0.003761 0.010096 -0.002014 -0.004582 0.000641 201301 \n", " 1 -0.006667 0.012550 -0.007672 -0.001519 0.002452 201301 \n", " 2 -0.001212 0.002407 -0.003288 0.001126 -0.000336 201301 \n", " 3 0.003885 0.002622 0.004782 -0.003027 0.000300 201301 \n", " 4 -0.016251 -0.004473 0.000358 -0.000219 -0.008375 201301 \n", " ... ... ... ... ... ... ... \n", " 2760 -0.006374 0.002265 -0.003920 -0.000093 -0.003669 202303 \n", " 2761 0.000790 -0.005440 0.003884 0.000231 0.002473 202303 \n", " 2762 -0.002534 -0.005063 -0.004080 -0.000682 -0.001761 202303 \n", " 2763 0.005986 -0.012989 -0.000733 0.008088 -0.001436 202303 \n", " 2764 0.003611 0.009281 -0.002449 -0.005996 -0.001176 202303 \n", " \n", " indexclose stkdret indexdret \n", " 0 2285.3640 -0.001812 0.003670 \n", " 1 2276.0700 0.021525 -0.004075 \n", " 2 2275.3400 -0.003556 -0.000321 \n", " 3 2283.6580 0.009748 0.003649 \n", " 4 2242.9970 -0.035911 -0.017966 \n", " ... ... ... ... \n", " 2760 3251.3971 -0.027316 -0.004375 \n", " 2761 3245.3760 0.003948 -0.001854 \n", " 2762 3240.0568 -0.012778 -0.001640 \n", " 2763 3261.2485 -0.002220 0.006519 \n", " 2764 3272.8602 0.023717 0.003554 \n", " \n", " [2765 rows x 15 columns],\n", " 300074: stkcode date stkclose trdsum dampltd rf \\\n", " 0 300074 2013-01-07 28.03 8.414088e+07 3.7836 0.000107 \n", " 1 300074 2013-01-08 30.36 1.059188e+08 9.9893 0.000107 \n", " 2 300074 2013-01-09 30.21 6.383616e+07 4.5125 0.000107 \n", " 3 300074 2013-01-10 30.38 2.902459e+07 4.2701 0.000107 \n", " 4 300074 2013-01-11 31.69 6.643858e+07 5.2337 0.000107 \n", " ... ... ... ... ... ... ... \n", " 2895 300074 2023-03-27 4.47 7.656079e+07 4.6460 0.000067 \n", " 2896 300074 2023-03-28 4.41 5.621017e+07 3.1320 0.000067 \n", " 2897 300074 2023-03-29 4.43 5.864435e+07 3.4014 0.000067 \n", " 2898 300074 2023-03-30 4.29 5.537698e+07 3.6117 0.000067 \n", " 2899 300074 2023-03-31 4.45 6.018373e+07 4.6620 0.000067 \n", " \n", " RiskPremium1 SMB1 HML1 RMW1 CMA1 YYYYmm \\\n", " 0 0.003761 0.010096 -0.002014 -0.004582 0.000641 201301 \n", " 1 -0.006667 0.012550 -0.007672 -0.001519 0.002452 201301 \n", " 2 -0.001212 0.002407 -0.003288 0.001126 -0.000336 201301 \n", " 3 0.003885 0.002622 0.004782 -0.003027 0.000300 201301 \n", " 4 -0.016251 -0.004473 0.000358 -0.000219 -0.008375 201301 \n", " ... ... ... ... ... ... ... \n", " 2895 -0.006374 0.002265 -0.003920 -0.000093 -0.003669 202303 \n", " 2896 0.000790 -0.005440 0.003884 0.000231 0.002473 202303 \n", " 2897 -0.002534 -0.005063 -0.004080 -0.000682 -0.001761 202303 \n", " 2898 0.005986 -0.012989 -0.000733 0.008088 -0.001436 202303 \n", " 2899 0.003611 0.009281 -0.002449 -0.005996 -0.001176 202303 \n", " \n", " indexclose stkdret indexdret \n", " 0 2285.3640 0.058776 0.003670 \n", " 1 2276.0700 0.079851 -0.004075 \n", " 2 2275.3400 -0.004953 -0.000321 \n", " 3 2283.6580 0.005612 0.003649 \n", " 4 2242.9970 0.042217 -0.017966 \n", " ... ... ... ... \n", " 2895 3251.3971 -0.011124 -0.004375 \n", " 2896 3245.3760 -0.013514 -0.001854 \n", " 2897 3240.0568 0.004525 -0.001640 \n", " 2898 3261.2485 -0.032113 0.006519 \n", " 2899 3272.8602 0.036617 0.003554 \n", " \n", " [2900 rows x 15 columns],\n", " 300075: stkcode date stkclose trdsum dampltd rf \\\n", " 0 300075 2013-01-07 30.07 1.643396e+07 3.7225 0.000107 \n", " 1 300075 2013-01-08 31.43 5.087131e+07 7.6488 0.000107 \n", " 2 300075 2013-01-09 32.10 4.763257e+07 5.1861 0.000107 \n", " 3 300075 2013-01-10 31.64 3.069746e+07 4.4237 0.000107 \n", " 4 300075 2013-01-11 31.12 2.351356e+07 4.7724 0.000107 \n", " ... ... ... ... ... ... ... \n", " 2876 300075 2023-03-27 24.38 1.839441e+09 10.1908 0.000067 \n", " 2877 300075 2023-03-28 25.26 1.935310e+09 11.9770 0.000067 \n", " 2878 300075 2023-03-29 23.99 1.381304e+09 4.0380 0.000067 \n", " 2879 300075 2023-03-30 23.25 7.733235e+08 3.9183 0.000067 \n", " 2880 300075 2023-03-31 23.94 7.411422e+08 4.4301 0.000067 \n", " \n", " RiskPremium1 SMB1 HML1 RMW1 CMA1 YYYYmm \\\n", " 0 0.003761 0.010096 -0.002014 -0.004582 0.000641 201301 \n", " 1 -0.006667 0.012550 -0.007672 -0.001519 0.002452 201301 \n", " 2 -0.001212 0.002407 -0.003288 0.001126 -0.000336 201301 \n", " 3 0.003885 0.002622 0.004782 -0.003027 0.000300 201301 \n", " 4 -0.016251 -0.004473 0.000358 -0.000219 -0.008375 201301 \n", " ... ... ... ... ... ... ... \n", " 2876 -0.006374 0.002265 -0.003920 -0.000093 -0.003669 202303 \n", " 2877 0.000790 -0.005440 0.003884 0.000231 0.002473 202303 \n", " 2878 -0.002534 -0.005063 -0.004080 -0.000682 -0.001761 202303 \n", " 2879 0.005986 -0.012989 -0.000733 0.008088 -0.001436 202303 \n", " 2880 0.003611 0.009281 -0.002449 -0.005996 -0.001176 202303 \n", " \n", " indexclose stkdret indexdret \n", " 0 2285.3640 0.017444 0.003670 \n", " 1 2276.0700 0.044235 -0.004075 \n", " 2 2275.3400 0.021093 -0.000321 \n", " 3 2283.6580 -0.014434 0.003649 \n", " 4 2242.9970 -0.016571 -0.017966 \n", " ... ... ... ... \n", " 2876 3251.3971 -0.010202 -0.004375 \n", " 2877 3245.3760 0.035459 -0.001854 \n", " 2878 3240.0568 -0.051585 -0.001640 \n", " 2879 3261.2485 -0.031332 0.006519 \n", " 2880 3272.8602 0.029246 0.003554 \n", " \n", " [2881 rows x 15 columns],\n", " 300085: stkcode date stkclose trdsum dampltd rf \\\n", " 0 300085 2013-01-07 8.04 1.093676e+07 2.7673 0.000107 \n", " 1 300085 2013-01-08 8.02 1.516972e+07 2.2388 0.000107 \n", " 2 300085 2013-01-09 7.95 1.347461e+07 2.8678 0.000107 \n", " 3 300085 2013-01-10 8.11 1.823463e+07 4.7799 0.000107 \n", " 4 300085 2013-01-11 7.88 1.473651e+07 3.6991 0.000107 \n", " ... ... ... ... ... ... ... \n", " 2756 300085 2023-03-27 12.36 3.885970e+08 5.4605 0.000067 \n", " 2757 300085 2023-03-28 12.10 2.397907e+08 2.9126 0.000067 \n", " 2758 300085 2023-03-29 12.04 2.085899e+08 2.8926 0.000067 \n", " 2759 300085 2023-03-30 11.78 1.599128e+08 3.6545 0.000067 \n", " 2760 300085 2023-03-31 12.03 1.755776e+08 4.6689 0.000067 \n", " \n", " RiskPremium1 SMB1 HML1 RMW1 CMA1 YYYYmm \\\n", " 0 0.003761 0.010096 -0.002014 -0.004582 0.000641 201301 \n", " 1 -0.006667 0.012550 -0.007672 -0.001519 0.002452 201301 \n", " 2 -0.001212 0.002407 -0.003288 0.001126 -0.000336 201301 \n", " 3 0.003885 0.002622 0.004782 -0.003027 0.000300 201301 \n", " 4 -0.016251 -0.004473 0.000358 -0.000219 -0.008375 201301 \n", " ... ... ... ... ... ... ... \n", " 2756 -0.006374 0.002265 -0.003920 -0.000093 -0.003669 202303 \n", " 2757 0.000790 -0.005440 0.003884 0.000231 0.002473 202303 \n", " 2758 -0.002534 -0.005063 -0.004080 -0.000682 -0.001761 202303 \n", " 2759 0.005986 -0.012989 -0.000733 0.008088 -0.001436 202303 \n", " 2760 0.003611 0.009281 -0.002449 -0.005996 -0.001176 202303 \n", " \n", " indexclose stkdret indexdret \n", " 0 2285.3640 0.011257 0.003670 \n", " 1 2276.0700 -0.002491 -0.004075 \n", " 2 2275.3400 -0.008766 -0.000321 \n", " 3 2283.6580 0.019926 0.003649 \n", " 4 2242.9970 -0.028770 -0.017966 \n", " ... ... ... ... \n", " 2756 3251.3971 0.007308 -0.004375 \n", " 2757 3245.3760 -0.021260 -0.001854 \n", " 2758 3240.0568 -0.004971 -0.001640 \n", " 2759 3261.2485 -0.021831 0.006519 \n", " 2760 3272.8602 0.021000 0.003554 \n", " \n", " [2761 rows x 15 columns],\n", " 300096: stkcode date stkclose trdsum dampltd rf \\\n", " 0 300096 2013-01-07 9.45 4.662075e+07 3.9173 0.000107 \n", " 1 300096 2013-01-08 9.59 7.686904e+07 6.0317 0.000107 \n", " 2 300096 2013-01-09 10.02 1.312787e+08 6.9864 0.000107 \n", " 3 300096 2013-01-10 10.01 8.093242e+07 2.2954 0.000107 \n", " 4 300096 2013-01-11 9.88 8.437424e+07 3.7962 0.000107 \n", " ... ... ... ... ... ... ... \n", " 2838 300096 2023-03-27 7.50 1.672061e+08 3.5040 0.000067 \n", " 2839 300096 2023-03-28 7.38 1.139930e+08 3.6000 0.000067 \n", " 2840 300096 2023-03-29 7.52 1.720058e+08 3.6585 0.000067 \n", " 2841 300096 2023-03-30 7.29 9.860744e+07 4.9202 0.000067 \n", " 2842 300096 2023-03-31 7.68 2.086371e+08 9.8765 0.000067 \n", " \n", " RiskPremium1 SMB1 HML1 RMW1 CMA1 YYYYmm \\\n", " 0 0.003761 0.010096 -0.002014 -0.004582 0.000641 201301 \n", " 1 -0.006667 0.012550 -0.007672 -0.001519 0.002452 201301 \n", " 2 -0.001212 0.002407 -0.003288 0.001126 -0.000336 201301 \n", " 3 0.003885 0.002622 0.004782 -0.003027 0.000300 201301 \n", " 4 -0.016251 -0.004473 0.000358 -0.000219 -0.008375 201301 \n", " ... ... ... ... ... ... ... \n", " 2838 -0.006374 0.002265 -0.003920 -0.000093 -0.003669 202303 \n", " 2839 0.000790 -0.005440 0.003884 0.000231 0.002473 202303 \n", " 2840 -0.002534 -0.005063 -0.004080 -0.000682 -0.001761 202303 \n", " 2841 0.005986 -0.012989 -0.000733 0.008088 -0.001436 202303 \n", " 2842 0.003611 0.009281 -0.002449 -0.005996 -0.001176 202303 \n", " \n", " indexclose stkdret indexdret \n", " 0 2285.3640 0.027899 0.003670 \n", " 1 2276.0700 0.014706 -0.004075 \n", " 2 2275.3400 0.043862 -0.000321 \n", " 3 2283.6580 -0.000999 0.003649 \n", " 4 2242.9970 -0.013072 -0.017966 \n", " ... ... ... ... \n", " 2838 3251.3971 0.010724 -0.004375 \n", " 2839 3245.3760 -0.016129 -0.001854 \n", " 2840 3240.0568 0.018792 -0.001640 \n", " 2841 3261.2485 -0.031063 0.006519 \n", " 2842 3272.8602 0.052116 0.003554 \n", " \n", " [2843 rows x 15 columns],\n", " 300098: stkcode date stkclose trdsum dampltd rf \\\n", " 0 300098 2014-07-02 21.24 1.030076e+08 5.3854 0.000130 \n", " 1 300098 2014-07-03 20.88 7.144456e+07 3.2015 0.000130 \n", " 2 300098 2014-07-04 20.58 6.177266e+07 2.8257 0.000130 \n", " 3 300098 2014-07-07 21.75 9.593069e+07 7.4830 0.000130 \n", " 4 300098 2014-07-08 22.19 9.894801e+07 5.9770 0.000130 \n", " ... ... ... ... ... ... ... \n", " 2098 300098 2023-03-27 3.96 2.295726e+08 3.3505 0.000067 \n", " 2099 300098 2023-03-28 3.88 1.547951e+08 3.2828 0.000067 \n", " 2100 300098 2023-03-29 3.94 2.610993e+08 5.1546 0.000067 \n", " 2101 300098 2023-03-30 3.83 1.660755e+08 3.5533 0.000067 \n", " 2102 300098 2023-03-31 3.91 1.613226e+08 3.9164 0.000067 \n", " \n", " RiskPremium1 SMB1 HML1 RMW1 CMA1 YYYYmm \\\n", " 0 0.004499 0.002535 -0.000576 -0.000976 -0.000140 201407 \n", " 1 0.005727 -0.000758 -0.000810 -0.002137 -0.000256 201407 \n", " 2 -0.001003 -0.001092 -0.000254 0.001874 -0.001282 201407 \n", " 3 0.000890 0.000817 0.000876 -0.001804 0.000205 201407 \n", " 4 0.002172 0.001958 0.002940 0.000121 0.000514 201407 \n", " ... ... ... ... ... ... ... \n", " 2098 -0.006374 0.002265 -0.003920 -0.000093 -0.003669 202303 \n", " 2099 0.000790 -0.005440 0.003884 0.000231 0.002473 202303 \n", " 2100 -0.002534 -0.005063 -0.004080 -0.000682 -0.001761 202303 \n", " 2101 0.005986 -0.012989 -0.000733 0.008088 -0.001436 202303 \n", " 2102 0.003611 0.009281 -0.002449 -0.005996 -0.001176 202303 \n", " \n", " indexclose stkdret indexdret \n", " 0 2059.4180 0.048225 0.004398 \n", " 1 2063.2290 -0.017094 0.001849 \n", " 2 2059.3750 -0.014472 -0.001870 \n", " 3 2059.9270 0.055294 0.000268 \n", " 4 2064.0210 0.020028 0.001985 \n", " ... ... ... ... \n", " 2098 3251.3971 0.020409 -0.004375 \n", " 2099 3245.3760 -0.020409 -0.001854 \n", " 2100 3240.0568 0.015346 -0.001640 \n", " 2101 3261.2485 -0.028316 0.006519 \n", " 2102 3272.8602 0.020673 0.003554 \n", " \n", " [2103 rows x 15 columns],\n", " 300113: stkcode date stkclose trdsum dampltd rf \\\n", " 0 300113 2013-01-07 25.80 2.158102e+07 2.5909 0.000107 \n", " 1 300113 2013-01-08 26.08 3.485778e+07 4.9612 0.000107 \n", " 2 300113 2013-01-09 25.93 2.825025e+07 2.0706 0.000107 \n", " 3 300113 2013-01-10 26.06 2.283523e+07 2.1597 0.000107 \n", " 4 300113 2013-01-11 26.92 4.436273e+07 4.2978 0.000107 \n", " ... ... ... ... ... ... ... \n", " 2840 300113 2023-03-27 16.11 1.034531e+09 4.5455 0.000067 \n", " 2841 300113 2023-03-28 15.35 7.249434e+08 5.8970 0.000067 \n", " 2842 300113 2023-03-29 15.19 4.606311e+08 4.8860 0.000067 \n", " 2843 300113 2023-03-30 15.01 4.964034e+08 4.6083 0.000067 \n", " 2844 300113 2023-03-31 15.47 5.215421e+08 6.7288 0.000067 \n", " \n", " RiskPremium1 SMB1 HML1 RMW1 CMA1 YYYYmm \\\n", " 0 0.003761 0.010096 -0.002014 -0.004582 0.000641 201301 \n", " 1 -0.006667 0.012550 -0.007672 -0.001519 0.002452 201301 \n", " 2 -0.001212 0.002407 -0.003288 0.001126 -0.000336 201301 \n", " 3 0.003885 0.002622 0.004782 -0.003027 0.000300 201301 \n", " 4 -0.016251 -0.004473 0.000358 -0.000219 -0.008375 201301 \n", " ... ... ... ... ... ... ... \n", " 2840 -0.006374 0.002265 -0.003920 -0.000093 -0.003669 202303 \n", " 2841 0.000790 -0.005440 0.003884 0.000231 0.002473 202303 \n", " 2842 -0.002534 -0.005063 -0.004080 -0.000682 -0.001761 202303 \n", " 2843 0.005986 -0.012989 -0.000733 0.008088 -0.001436 202303 \n", " 2844 0.003611 0.009281 -0.002449 -0.005996 -0.001176 202303 \n", " \n", " indexclose stkdret indexdret \n", " 0 2285.3640 -0.002323 0.003670 \n", " 1 2276.0700 0.010794 -0.004075 \n", " 2 2275.3400 -0.005768 -0.000321 \n", " 3 2283.6580 0.005001 0.003649 \n", " 4 2242.9970 0.032468 -0.017966 \n", " ... ... ... ... \n", " 2840 3251.3971 -0.050237 -0.004375 \n", " 2841 3245.3760 -0.048325 -0.001854 \n", " 2842 3240.0568 -0.010478 -0.001640 \n", " 2843 3261.2485 -0.011921 0.006519 \n", " 2844 3272.8602 0.030186 0.003554 \n", " \n", " [2845 rows x 15 columns],\n", " 300150: stkcode date stkclose trdsum dampltd rf \\\n", " 0 300150 2013-01-07 14.33 16737173.08 2.1528 0.000107 \n", " 1 300150 2013-01-08 14.35 20196836.97 2.5122 0.000107 \n", " 2 300150 2013-01-09 14.78 51092870.38 5.8537 0.000107 \n", " 3 300150 2013-01-10 14.83 24255371.41 2.3004 0.000107 \n", " 4 300150 2013-01-11 14.41 23718583.22 3.3715 0.000107 \n", " ... ... ... ... ... ... ... \n", " 2777 300150 2023-03-27 4.37 62639358.68 4.3880 0.000067 \n", " 2778 300150 2023-03-28 4.27 36218139.58 2.9748 0.000067 \n", " 2779 300150 2023-03-29 4.24 30251195.16 3.0445 0.000067 \n", " 2780 300150 2023-03-30 4.13 43517174.00 3.7736 0.000067 \n", " 2781 300150 2023-03-31 4.22 33774143.89 3.3898 0.000067 \n", " \n", " RiskPremium1 SMB1 HML1 RMW1 CMA1 YYYYmm \\\n", " 0 0.003761 0.010096 -0.002014 -0.004582 0.000641 201301 \n", " 1 -0.006667 0.012550 -0.007672 -0.001519 0.002452 201301 \n", " 2 -0.001212 0.002407 -0.003288 0.001126 -0.000336 201301 \n", " 3 0.003885 0.002622 0.004782 -0.003027 0.000300 201301 \n", " 4 -0.016251 -0.004473 0.000358 -0.000219 -0.008375 201301 \n", " ... ... ... ... ... ... ... \n", " 2777 -0.006374 0.002265 -0.003920 -0.000093 -0.003669 202303 \n", " 2778 0.000790 -0.005440 0.003884 0.000231 0.002473 202303 \n", " 2779 -0.002534 -0.005063 -0.004080 -0.000682 -0.001761 202303 \n", " 2780 0.005986 -0.012989 -0.000733 0.008088 -0.001436 202303 \n", " 2781 0.003611 0.009281 -0.002449 -0.005996 -0.001176 202303 \n", " \n", " indexclose stkdret indexdret \n", " 0 2285.3640 -0.004873 0.003670 \n", " 1 2276.0700 0.001395 -0.004075 \n", " 2 2275.3400 0.029525 -0.000321 \n", " 3 2283.6580 0.003377 0.003649 \n", " 4 2242.9970 -0.028730 -0.017966 \n", " ... ... ... ... \n", " 2777 3251.3971 0.009195 -0.004375 \n", " 2778 3245.3760 -0.023149 -0.001854 \n", " 2779 3240.0568 -0.007051 -0.001640 \n", " 2780 3261.2485 -0.026286 0.006519 \n", " 2781 3272.8602 0.021558 0.003554 \n", " \n", " [2782 rows x 15 columns],\n", " 300166: stkcode date stkclose trdsum dampltd rf \\\n", " 0 300166 2013-01-07 12.21 1.245983e+07 3.1588 0.000107 \n", " 1 300166 2013-01-08 12.73 3.872885e+07 6.3063 0.000107 \n", " 2 300166 2013-01-09 14.00 9.363050e+07 11.0762 0.000107 \n", " 3 300166 2013-01-10 14.65 1.032922e+08 10.8571 0.000107 \n", " 4 300166 2013-01-11 14.34 6.650401e+07 4.6416 0.000107 \n", " ... ... ... ... ... ... ... \n", " 2726 300166 2023-03-27 14.09 3.691275e+09 20.7718 0.000067 \n", " 2727 300166 2023-03-28 13.40 2.527645e+09 7.6650 0.000067 \n", " 2728 300166 2023-03-29 13.67 2.858494e+09 10.0746 0.000067 \n", " 2729 300166 2023-03-30 14.53 3.391859e+09 14.4111 0.000067 \n", " 2730 300166 2023-03-31 15.07 3.290127e+09 7.4329 0.000067 \n", " \n", " RiskPremium1 SMB1 HML1 RMW1 CMA1 YYYYmm \\\n", " 0 0.003761 0.010096 -0.002014 -0.004582 0.000641 201301 \n", " 1 -0.006667 0.012550 -0.007672 -0.001519 0.002452 201301 \n", " 2 -0.001212 0.002407 -0.003288 0.001126 -0.000336 201301 \n", " 3 0.003885 0.002622 0.004782 -0.003027 0.000300 201301 \n", " 4 -0.016251 -0.004473 0.000358 -0.000219 -0.008375 201301 \n", " ... ... ... ... ... ... ... \n", " 2726 -0.006374 0.002265 -0.003920 -0.000093 -0.003669 202303 \n", " 2727 0.000790 -0.005440 0.003884 0.000231 0.002473 202303 \n", " 2728 -0.002534 -0.005063 -0.004080 -0.000682 -0.001761 202303 \n", " 2729 0.005986 -0.012989 -0.000733 0.008088 -0.001436 202303 \n", " 2730 0.003611 0.009281 -0.002449 -0.005996 -0.001176 202303 \n", " \n", " indexclose stkdret indexdret \n", " 0 2285.3640 0.014852 0.003670 \n", " 1 2276.0700 0.041706 -0.004075 \n", " 2 2275.3400 0.095096 -0.000321 \n", " 3 2283.6580 0.045383 0.003649 \n", " 4 2242.9970 -0.021388 -0.017966 \n", " ... ... ... ... \n", " 2726 3251.3971 0.145670 -0.004375 \n", " 2727 3245.3760 -0.050211 -0.001854 \n", " 2728 3240.0568 0.019949 -0.001640 \n", " 2729 3261.2485 0.061012 0.006519 \n", " 2730 3272.8602 0.036491 0.003554 \n", " \n", " [2731 rows x 15 columns],\n", " 300167: stkcode date stkclose trdsum dampltd rf \\\n", " 0 300167 2013-01-07 11.03 8377911.17 2.9331 0.000107 \n", " 1 300167 2013-01-08 11.03 6839456.01 2.9918 0.000107 \n", " 2 300167 2013-01-09 11.06 9430813.30 2.5385 0.000107 \n", " 3 300167 2013-01-10 10.78 13935190.44 3.7071 0.000107 \n", " 4 300167 2013-01-11 10.50 17160011.22 6.5863 0.000107 \n", " ... ... ... ... ... ... ... \n", " 2869 300167 2023-03-27 5.88 72155445.00 3.0405 0.000067 \n", " 2870 300167 2023-03-28 5.74 51410300.25 3.0612 0.000067 \n", " 2871 300167 2023-03-29 5.76 47262398.00 3.6585 0.000067 \n", " 2872 300167 2023-03-30 5.54 52772490.00 4.3403 0.000067 \n", " 2873 300167 2023-03-31 5.68 56689864.00 3.6101 0.000067 \n", " \n", " RiskPremium1 SMB1 HML1 RMW1 CMA1 YYYYmm \\\n", " 0 0.003761 0.010096 -0.002014 -0.004582 0.000641 201301 \n", " 1 -0.006667 0.012550 -0.007672 -0.001519 0.002452 201301 \n", " 2 -0.001212 0.002407 -0.003288 0.001126 -0.000336 201301 \n", " 3 0.003885 0.002622 0.004782 -0.003027 0.000300 201301 \n", " 4 -0.016251 -0.004473 0.000358 -0.000219 -0.008375 201301 \n", " ... ... ... ... ... ... ... \n", " 2869 -0.006374 0.002265 -0.003920 -0.000093 -0.003669 202303 \n", " 2870 0.000790 -0.005440 0.003884 0.000231 0.002473 202303 \n", " 2871 -0.002534 -0.005063 -0.004080 -0.000682 -0.001761 202303 \n", " 2872 0.005986 -0.012989 -0.000733 0.008088 -0.001436 202303 \n", " 2873 0.003611 0.009281 -0.002449 -0.005996 -0.001176 202303 \n", " \n", " indexclose stkdret indexdret \n", " 0 2285.3640 0.010939 0.003670 \n", " 1 2276.0700 0.000000 -0.004075 \n", " 2 2275.3400 0.002716 -0.000321 \n", " 3 2283.6580 -0.025642 0.003649 \n", " 4 2242.9970 -0.026317 -0.017966 \n", " ... ... ... ... \n", " 2869 3251.3971 -0.006780 -0.004375 \n", " 2870 3245.3760 -0.024098 -0.001854 \n", " 2871 3240.0568 0.003478 -0.001640 \n", " 2872 3261.2485 -0.038943 0.006519 \n", " 2873 3272.8602 0.024957 0.003554 \n", " \n", " [2874 rows x 15 columns],\n", " 300168: stkcode date stkclose trdsum dampltd rf \\\n", " 0 300168 2013-01-07 15.07 1.835063e+07 2.7461 0.000107 \n", " 1 300168 2013-01-08 16.16 5.021207e+07 9.0909 0.000107 \n", " 2 300168 2013-01-09 16.80 8.796677e+07 7.7351 0.000107 \n", " 3 300168 2013-01-10 16.47 4.627699e+07 3.5119 0.000107 \n", " 4 300168 2013-01-11 16.68 7.027072e+07 5.5859 0.000107 \n", " ... ... ... ... ... ... ... \n", " 2723 300168 2023-03-27 10.93 6.583150e+08 2.9053 0.000067 \n", " 2724 300168 2023-03-28 10.62 5.023257e+08 3.0192 0.000067 \n", " 2725 300168 2023-03-29 11.19 7.859588e+08 8.7571 0.000067 \n", " 2726 300168 2023-03-30 10.55 5.273484e+08 4.7364 0.000067 \n", " 2727 300168 2023-03-31 11.24 7.125830e+08 8.3412 0.000067 \n", " \n", " RiskPremium1 SMB1 HML1 RMW1 CMA1 YYYYmm \\\n", " 0 0.003761 0.010096 -0.002014 -0.004582 0.000641 201301 \n", " 1 -0.006667 0.012550 -0.007672 -0.001519 0.002452 201301 \n", " 2 -0.001212 0.002407 -0.003288 0.001126 -0.000336 201301 \n", " 3 0.003885 0.002622 0.004782 -0.003027 0.000300 201301 \n", " 4 -0.016251 -0.004473 0.000358 -0.000219 -0.008375 201301 \n", " ... ... ... ... ... ... ... \n", " 2723 -0.006374 0.002265 -0.003920 -0.000093 -0.003669 202303 \n", " 2724 0.000790 -0.005440 0.003884 0.000231 0.002473 202303 \n", " 2725 -0.002534 -0.005063 -0.004080 -0.000682 -0.001761 202303 \n", " 2726 0.005986 -0.012989 -0.000733 0.008088 -0.001436 202303 \n", " 2727 0.003611 0.009281 -0.002449 -0.005996 -0.001176 202303 \n", " \n", " indexclose stkdret indexdret \n", " 0 2285.3640 0.009333 0.003670 \n", " 1 2276.0700 0.069833 -0.004075 \n", " 2 2275.3400 0.038840 -0.000321 \n", " 3 2283.6580 -0.019838 0.003649 \n", " 4 2242.9970 0.012670 -0.017966 \n", " ... ... ... ... \n", " 2723 3251.3971 0.024075 -0.004375 \n", " 2724 3245.3760 -0.028772 -0.001854 \n", " 2725 3240.0568 0.052282 -0.001640 \n", " 2726 3261.2485 -0.058895 0.006519 \n", " 2727 3272.8602 0.063353 0.003554 \n", " \n", " [2728 rows x 15 columns],\n", " 300170: stkcode date stkclose trdsum dampltd rf \\\n", " 0 300170 2013-01-07 16.60 3.607966e+07 2.1021 0.000107 \n", " 1 300170 2013-01-08 16.82 2.586797e+07 3.5542 0.000107 \n", " 2 300170 2013-01-09 16.84 5.605864e+07 2.1403 0.000107 \n", " 3 300170 2013-01-10 16.83 3.838706e+07 4.3349 0.000107 \n", " 4 300170 2013-01-11 16.36 5.297341e+07 6.0606 0.000107 \n", " ... ... ... ... ... ... ... \n", " 2878 300170 2023-03-27 14.87 1.576613e+09 9.3832 0.000067 \n", " 2879 300170 2023-03-28 14.16 9.940521e+08 3.6987 0.000067 \n", " 2880 300170 2023-03-29 14.02 9.233436e+08 4.8729 0.000067 \n", " 2881 300170 2023-03-30 13.68 8.039176e+08 3.6377 0.000067 \n", " 2882 300170 2023-03-31 14.15 7.118423e+08 5.4825 0.000067 \n", " \n", " RiskPremium1 SMB1 HML1 RMW1 CMA1 YYYYmm \\\n", " 0 0.003761 0.010096 -0.002014 -0.004582 0.000641 201301 \n", " 1 -0.006667 0.012550 -0.007672 -0.001519 0.002452 201301 \n", " 2 -0.001212 0.002407 -0.003288 0.001126 -0.000336 201301 \n", " 3 0.003885 0.002622 0.004782 -0.003027 0.000300 201301 \n", " 4 -0.016251 -0.004473 0.000358 -0.000219 -0.008375 201301 \n", " ... ... ... ... ... ... ... \n", " 2878 -0.006374 0.002265 -0.003920 -0.000093 -0.003669 202303 \n", " 2879 0.000790 -0.005440 0.003884 0.000231 0.002473 202303 \n", " 2880 -0.002534 -0.005063 -0.004080 -0.000682 -0.001761 202303 \n", " 2881 0.005986 -0.012989 -0.000733 0.008088 -0.001436 202303 \n", " 2882 0.003611 0.009281 -0.002449 -0.005996 -0.001176 202303 \n", " \n", " indexclose stkdret indexdret \n", " 0 2285.3640 -0.003008 0.003670 \n", " 1 2276.0700 0.013166 -0.004075 \n", " 2 2275.3400 0.001188 -0.000321 \n", " 3 2283.6580 -0.000594 0.003649 \n", " 4 2242.9970 -0.028324 -0.017966 \n", " ... ... ... ... \n", " 2878 3251.3971 -0.024578 -0.004375 \n", " 2879 3245.3760 -0.048925 -0.001854 \n", " 2880 3240.0568 -0.009936 -0.001640 \n", " 2881 3261.2485 -0.024550 0.006519 \n", " 2882 3272.8602 0.033780 0.003554 \n", " \n", " [2883 rows x 15 columns],\n", " 300183: stkcode date stkclose trdsum dampltd rf \\\n", " 0 300183 2013-01-10 23.08 1.722823e+07 0.0000 0.000107 \n", " 1 300183 2013-01-11 24.87 3.288984e+08 5.7626 0.000107 \n", " 2 300183 2013-01-14 25.54 2.427095e+08 8.3233 0.000107 \n", " 3 300183 2013-01-15 25.47 1.658125e+08 5.8340 0.000107 \n", " 4 300183 2013-01-16 24.83 1.031500e+08 3.5336 0.000107 \n", " ... ... ... ... ... ... ... \n", " 2746 300183 2023-03-27 17.35 1.524196e+08 4.6512 0.000067 \n", " 2747 300183 2023-03-28 17.36 1.445630e+08 3.1700 0.000067 \n", " 2748 300183 2023-03-29 17.75 2.093791e+08 5.3571 0.000067 \n", " 2749 300183 2023-03-30 17.65 1.380601e+08 2.7606 0.000067 \n", " 2750 300183 2023-03-31 18.00 1.561221e+08 3.0028 0.000067 \n", " \n", " RiskPremium1 SMB1 HML1 RMW1 CMA1 YYYYmm \\\n", " 0 0.003885 0.002622 0.004782 -0.003027 0.000300 201301 \n", " 1 -0.016251 -0.004473 0.000358 -0.000219 -0.008375 201301 \n", " 2 0.030524 0.002484 -0.001369 -0.002640 0.000791 201301 \n", " 3 0.004124 0.012393 -0.006268 -0.005762 0.005730 201301 \n", " 4 -0.007791 0.005970 -0.003715 -0.007902 0.004930 201301 \n", " ... ... ... ... ... ... ... \n", " 2746 -0.006374 0.002265 -0.003920 -0.000093 -0.003669 202303 \n", " 2747 0.000790 -0.005440 0.003884 0.000231 0.002473 202303 \n", " 2748 -0.002534 -0.005063 -0.004080 -0.000682 -0.001761 202303 \n", " 2749 0.005986 -0.012989 -0.000733 0.008088 -0.001436 202303 \n", " 2750 0.003611 0.009281 -0.002449 -0.005996 -0.001176 202303 \n", " \n", " indexclose stkdret indexdret \n", " 0 2283.6580 0.095397 0.003649 \n", " 1 2242.9970 0.074696 -0.017966 \n", " 2 2311.7400 0.026584 0.030188 \n", " 3 2325.6820 -0.002745 0.006013 \n", " 4 2309.4990 -0.025449 -0.006983 \n", " ... ... ... ... \n", " 2746 3251.3971 -0.016009 -0.004375 \n", " 2747 3245.3760 0.000576 -0.001854 \n", " 2748 3240.0568 0.022217 -0.001640 \n", " 2749 3261.2485 -0.005650 0.006519 \n", " 2750 3272.8602 0.019636 0.003554 \n", " \n", " [2751 rows x 15 columns],\n", " 300188: stkcode date stkclose trdsum dampltd rf \\\n", " 0 300188 2013-01-07 23.56 9.867512e+06 2.6473 0.000107 \n", " 1 300188 2013-01-08 24.88 3.191797e+07 7.8098 0.000107 \n", " 2 300188 2013-01-09 25.00 2.843777e+07 4.7428 0.000107 \n", " 3 300188 2013-01-10 24.35 1.844206e+07 3.9200 0.000107 \n", " 4 300188 2013-01-11 23.80 2.231921e+07 3.0390 0.000107 \n", " ... ... ... ... ... ... ... \n", " 2820 300188 2023-03-27 17.99 6.891946e+08 5.3393 0.000067 \n", " 2821 300188 2023-03-28 18.33 8.657708e+08 5.2251 0.000067 \n", " 2822 300188 2023-03-29 19.39 1.160524e+09 12.0022 0.000067 \n", " 2823 300188 2023-03-30 19.50 1.663216e+09 9.4379 0.000067 \n", " 2824 300188 2023-03-31 20.71 1.645747e+09 7.7436 0.000067 \n", " \n", " RiskPremium1 SMB1 HML1 RMW1 CMA1 YYYYmm \\\n", " 0 0.003761 0.010096 -0.002014 -0.004582 0.000641 201301 \n", " 1 -0.006667 0.012550 -0.007672 -0.001519 0.002452 201301 \n", " 2 -0.001212 0.002407 -0.003288 0.001126 -0.000336 201301 \n", " 3 0.003885 0.002622 0.004782 -0.003027 0.000300 201301 \n", " 4 -0.016251 -0.004473 0.000358 -0.000219 -0.008375 201301 \n", " ... ... ... ... ... ... ... \n", " 2820 -0.006374 0.002265 -0.003920 -0.000093 -0.003669 202303 \n", " 2821 0.000790 -0.005440 0.003884 0.000231 0.002473 202303 \n", " 2822 -0.002534 -0.005063 -0.004080 -0.000682 -0.001761 202303 \n", " 2823 0.005986 -0.012989 -0.000733 0.008088 -0.001436 202303 \n", " 2824 0.003611 0.009281 -0.002449 -0.005996 -0.001176 202303 \n", " \n", " indexclose stkdret indexdret \n", " 0 2285.3640 0.005960 0.003670 \n", " 1 2276.0700 0.054514 -0.004075 \n", " 2 2275.3400 0.004812 -0.000321 \n", " 3 2283.6580 -0.026344 0.003649 \n", " 4 2242.9970 -0.022846 -0.017966 \n", " ... ... ... ... \n", " 2820 3251.3971 0.000556 -0.004375 \n", " 2821 3245.3760 0.018723 -0.001854 \n", " 2822 3240.0568 0.056218 -0.001640 \n", " 2823 3261.2485 0.005657 0.006519 \n", " 2824 3272.8602 0.060202 0.003554 \n", " \n", " [2825 rows x 15 columns],\n", " 300209: stkcode date stkclose trdsum dampltd rf \\\n", " 0 300209 2013-01-07 10.98 28072985.79 10.0200 0.000107 \n", " 1 300209 2013-01-08 10.97 73150652.14 5.9199 0.000107 \n", " 2 300209 2013-01-09 10.72 32828753.18 3.7375 0.000107 \n", " 3 300209 2013-01-10 10.69 18152158.85 2.2388 0.000107 \n", " 4 300209 2013-01-11 10.58 32838066.54 4.7708 0.000107 \n", " ... ... ... ... ... ... ... \n", " 2141 300209 2021-06-24 6.80 45507178.80 5.2557 0.000067 \n", " 2142 300209 2021-06-25 6.60 55458063.00 4.4118 0.000067 \n", " 2143 300209 2021-06-28 6.63 45820505.00 2.1212 0.000067 \n", " 2144 300209 2021-06-29 6.53 69711272.91 5.7315 0.000067 \n", " 2145 300209 2021-06-30 6.68 72579864.98 5.2067 0.000067 \n", " \n", " RiskPremium1 SMB1 HML1 RMW1 CMA1 YYYYmm \\\n", " 0 0.003761 0.010096 -0.002014 -0.004582 0.000641 201301 \n", " 1 -0.006667 0.012550 -0.007672 -0.001519 0.002452 201301 \n", " 2 -0.001212 0.002407 -0.003288 0.001126 -0.000336 201301 \n", " 3 0.003885 0.002622 0.004782 -0.003027 0.000300 201301 \n", " 4 -0.016251 -0.004473 0.000358 -0.000219 -0.008375 201301 \n", " ... ... ... ... ... ... ... \n", " 2141 0.001572 -0.003716 0.003047 0.002617 -0.001663 202106 \n", " 2142 0.011857 -0.007737 -0.001428 0.003261 -0.002099 202106 \n", " 2143 -0.002663 0.004595 -0.006423 0.001590 0.001388 202106 \n", " 2144 -0.008624 0.002586 0.003854 0.002409 0.000780 202106 \n", " 2145 0.004788 -0.003427 -0.000873 -0.001404 0.000744 202106 \n", " \n", " indexclose stkdret indexdret \n", " 0 2285.3640 0.095492 0.003670 \n", " 1 2276.0700 -0.000911 -0.004075 \n", " 2 2275.3400 -0.023053 -0.000321 \n", " 3 2283.6580 -0.002802 0.003649 \n", " 4 2242.9970 -0.010343 -0.017966 \n", " ... ... ... ... \n", " 2141 3566.6539 -0.034686 0.000122 \n", " 2142 3607.5618 -0.029853 0.011404 \n", " 2143 3606.3722 0.004535 -0.000330 \n", " 2144 3573.1779 -0.015198 -0.009247 \n", " 2145 3591.1970 0.022711 0.005030 \n", " \n", " [2146 rows x 15 columns],\n", " 300212: stkcode date stkclose trdsum dampltd rf \\\n", " 0 300212 2013-01-07 34.24 1.080218e+08 8.0625 0.000107 \n", " 1 300212 2013-01-08 33.91 1.324059e+08 4.5853 0.000107 \n", " 2 300212 2013-01-09 36.08 1.059713e+08 9.0829 0.000107 \n", " 3 300212 2013-01-10 35.30 6.261296e+07 5.1552 0.000107 \n", " 4 300212 2013-01-11 34.80 5.504235e+07 3.7960 0.000107 \n", " ... ... ... ... ... ... ... \n", " 2704 300212 2023-03-27 35.39 2.825915e+09 5.9671 0.000067 \n", " 2705 300212 2023-03-28 39.15 4.259417e+09 22.2379 0.000067 \n", " 2706 300212 2023-03-29 38.72 3.237215e+09 6.2580 0.000067 \n", " 2707 300212 2023-03-30 36.35 2.767946e+09 9.1426 0.000067 \n", " 2708 300212 2023-03-31 37.83 2.215630e+09 7.7854 0.000067 \n", " \n", " RiskPremium1 SMB1 HML1 RMW1 CMA1 YYYYmm \\\n", " 0 0.003761 0.010096 -0.002014 -0.004582 0.000641 201301 \n", " 1 -0.006667 0.012550 -0.007672 -0.001519 0.002452 201301 \n", " 2 -0.001212 0.002407 -0.003288 0.001126 -0.000336 201301 \n", " 3 0.003885 0.002622 0.004782 -0.003027 0.000300 201301 \n", " 4 -0.016251 -0.004473 0.000358 -0.000219 -0.008375 201301 \n", " ... ... ... ... ... ... ... \n", " 2704 -0.006374 0.002265 -0.003920 -0.000093 -0.003669 202303 \n", " 2705 0.000790 -0.005440 0.003884 0.000231 0.002473 202303 \n", " 2706 -0.002534 -0.005063 -0.004080 -0.000682 -0.001761 202303 \n", " 2707 0.005986 -0.012989 -0.000733 0.008088 -0.001436 202303 \n", " 2708 0.003611 0.009281 -0.002449 -0.005996 -0.001176 202303 \n", " \n", " indexclose stkdret indexdret \n", " 0 2285.3640 0.067659 0.003670 \n", " 1 2276.0700 -0.009685 -0.004075 \n", " 2 2275.3400 0.062029 -0.000321 \n", " 3 2283.6580 -0.021856 0.003649 \n", " 4 2242.9970 -0.014266 -0.017966 \n", " ... ... ... ... \n", " 2704 3251.3971 0.019978 -0.004375 \n", " 2705 3245.3760 0.100971 -0.001854 \n", " 2706 3240.0568 -0.011044 -0.001640 \n", " 2707 3261.2485 -0.063162 0.006519 \n", " 2708 3272.8602 0.039908 0.003554 \n", " \n", " [2709 rows x 15 columns],\n", " 300226: stkcode date stkclose trdsum dampltd rf \\\n", " 0 300226 2013-01-07 13.16 8.504924e+06 3.8583 0.000107 \n", " 1 300226 2013-01-08 13.92 2.442845e+07 9.8784 0.000107 \n", " 2 300226 2013-01-09 14.39 2.404917e+07 6.6810 0.000107 \n", " 3 300226 2013-01-10 14.55 1.167386e+07 2.6407 0.000107 \n", " 4 300226 2013-01-11 14.23 1.155735e+07 3.0928 0.000107 \n", " ... ... ... ... ... ... ... \n", " 2752 300226 2023-03-27 42.73 5.234002e+08 8.8140 0.000067 \n", " 2753 300226 2023-03-28 40.91 4.384413e+08 5.5231 0.000067 \n", " 2754 300226 2023-03-29 40.90 3.030973e+08 5.0843 0.000067 \n", " 2755 300226 2023-03-30 40.30 2.450767e+08 3.7653 0.000067 \n", " 2756 300226 2023-03-31 40.88 2.407045e+08 4.9876 0.000067 \n", " \n", " RiskPremium1 SMB1 HML1 RMW1 CMA1 YYYYmm \\\n", " 0 0.003761 0.010096 -0.002014 -0.004582 0.000641 201301 \n", " 1 -0.006667 0.012550 -0.007672 -0.001519 0.002452 201301 \n", " 2 -0.001212 0.002407 -0.003288 0.001126 -0.000336 201301 \n", " 3 0.003885 0.002622 0.004782 -0.003027 0.000300 201301 \n", " 4 -0.016251 -0.004473 0.000358 -0.000219 -0.008375 201301 \n", " ... ... ... ... ... ... ... \n", " 2752 -0.006374 0.002265 -0.003920 -0.000093 -0.003669 202303 \n", " 2753 0.000790 -0.005440 0.003884 0.000231 0.002473 202303 \n", " 2754 -0.002534 -0.005063 -0.004080 -0.000682 -0.001761 202303 \n", " 2755 0.005986 -0.012989 -0.000733 0.008088 -0.001436 202303 \n", " 2756 0.003611 0.009281 -0.002449 -0.005996 -0.001176 202303 \n", " \n", " indexclose stkdret indexdret \n", " 0 2285.3640 0.035580 0.003670 \n", " 1 2276.0700 0.056145 -0.004075 \n", " 2 2275.3400 0.033207 -0.000321 \n", " 3 2283.6580 0.011057 0.003649 \n", " 4 2242.9970 -0.022239 -0.017966 \n", " ... ... ... ... \n", " 2752 3251.3971 0.064773 -0.004375 \n", " 2753 3245.3760 -0.043527 -0.001854 \n", " 2754 3240.0568 -0.000244 -0.001640 \n", " 2755 3261.2485 -0.014779 0.006519 \n", " 2756 3272.8602 0.014289 0.003554 \n", " \n", " [2757 rows x 15 columns],\n", " 300229: stkcode date stkclose trdsum dampltd rf \\\n", " 0 300229 2013-01-07 13.58 1.746688e+07 4.8551 0.000107 \n", " 1 300229 2013-01-08 13.57 1.316038e+07 3.7555 0.000107 \n", " 2 300229 2013-01-09 13.63 1.844822e+07 3.4635 0.000107 \n", " 3 300229 2013-01-10 13.77 1.032500e+07 2.7146 0.000107 \n", " 4 300229 2013-01-11 13.60 9.898655e+06 2.0334 0.000107 \n", " ... ... ... ... ... ... ... \n", " 2707 300229 2023-03-27 29.30 4.689685e+09 11.2426 0.000067 \n", " 2708 300229 2023-03-28 29.92 4.457024e+09 10.5461 0.000067 \n", " 2709 300229 2023-03-29 29.60 4.924378e+09 10.2273 0.000067 \n", " 2710 300229 2023-03-30 29.06 4.241864e+09 7.7703 0.000067 \n", " 2711 300229 2023-03-31 31.65 4.725599e+09 10.9429 0.000067 \n", " \n", " RiskPremium1 SMB1 HML1 RMW1 CMA1 YYYYmm \\\n", " 0 0.003761 0.010096 -0.002014 -0.004582 0.000641 201301 \n", " 1 -0.006667 0.012550 -0.007672 -0.001519 0.002452 201301 \n", " 2 -0.001212 0.002407 -0.003288 0.001126 -0.000336 201301 \n", " 3 0.003885 0.002622 0.004782 -0.003027 0.000300 201301 \n", " 4 -0.016251 -0.004473 0.000358 -0.000219 -0.008375 201301 \n", " ... ... ... ... ... ... ... \n", " 2707 -0.006374 0.002265 -0.003920 -0.000093 -0.003669 202303 \n", " 2708 0.000790 -0.005440 0.003884 0.000231 0.002473 202303 \n", " 2709 -0.002534 -0.005063 -0.004080 -0.000682 -0.001761 202303 \n", " 2710 0.005986 -0.012989 -0.000733 0.008088 -0.001436 202303 \n", " 2711 0.003611 0.009281 -0.002449 -0.005996 -0.001176 202303 \n", " \n", " indexclose stkdret indexdret \n", " 0 2285.3640 -0.016070 0.003670 \n", " 1 2276.0700 -0.000737 -0.004075 \n", " 2 2275.3400 0.004412 -0.000321 \n", " 3 2283.6580 0.010219 0.003649 \n", " 4 2242.9970 -0.012423 -0.017966 \n", " ... ... ... ... \n", " 2707 3251.3971 0.019646 -0.004375 \n", " 2708 3245.3760 0.020940 -0.001854 \n", " 2709 3240.0568 -0.010753 -0.001640 \n", " 2710 3261.2485 -0.018412 0.006519 \n", " 2711 3272.8602 0.085375 0.003554 \n", " \n", " [2712 rows x 15 columns],\n", " 300231: stkcode date stkclose trdsum dampltd rf \\\n", " 0 300231 2013-01-07 15.18 6.018879e+07 2.8909 0.000107 \n", " 1 300231 2013-01-08 15.00 5.514887e+07 3.5573 0.000107 \n", " 2 300231 2013-01-09 14.82 5.092598e+07 4.0000 0.000107 \n", " 3 300231 2013-01-10 14.99 4.125669e+07 2.1592 0.000107 \n", " 4 300231 2013-01-11 14.65 4.967057e+07 4.9366 0.000107 \n", " ... ... ... ... ... ... ... \n", " 2846 300231 2023-03-27 10.09 2.645995e+08 4.7619 0.000067 \n", " 2847 300231 2023-03-28 9.86 1.494463e+08 2.5768 0.000067 \n", " 2848 300231 2023-03-29 9.85 1.457131e+08 3.2454 0.000067 \n", " 2849 300231 2023-03-30 9.48 1.957570e+08 4.7716 0.000067 \n", " 2850 300231 2023-03-31 9.83 1.474983e+08 5.8017 0.000067 \n", " \n", " RiskPremium1 SMB1 HML1 RMW1 CMA1 YYYYmm \\\n", " 0 0.003761 0.010096 -0.002014 -0.004582 0.000641 201301 \n", " 1 -0.006667 0.012550 -0.007672 -0.001519 0.002452 201301 \n", " 2 -0.001212 0.002407 -0.003288 0.001126 -0.000336 201301 \n", " 3 0.003885 0.002622 0.004782 -0.003027 0.000300 201301 \n", " 4 -0.016251 -0.004473 0.000358 -0.000219 -0.008375 201301 \n", " ... ... ... ... ... ... ... \n", " 2846 -0.006374 0.002265 -0.003920 -0.000093 -0.003669 202303 \n", " 2847 0.000790 -0.005440 0.003884 0.000231 0.002473 202303 \n", " 2848 -0.002534 -0.005063 -0.004080 -0.000682 -0.001761 202303 \n", " 2849 0.005986 -0.012989 -0.000733 0.008088 -0.001436 202303 \n", " 2850 0.003611 0.009281 -0.002449 -0.005996 -0.001176 202303 \n", " \n", " indexclose stkdret indexdret \n", " 0 2285.3640 -0.002632 0.003670 \n", " 1 2276.0700 -0.011929 -0.004075 \n", " 2 2275.3400 -0.012073 -0.000321 \n", " 3 2283.6580 0.011406 0.003649 \n", " 4 2242.9970 -0.022943 -0.017966 \n", " ... ... ... ... \n", " 2846 3251.3971 -0.019628 -0.004375 \n", " 2847 3245.3760 -0.023059 -0.001854 \n", " 2848 3240.0568 -0.001015 -0.001640 \n", " 2849 3261.2485 -0.038287 0.006519 \n", " 2850 3272.8602 0.036255 0.003554 \n", " \n", " [2851 rows x 15 columns],\n", " 300235: stkcode date stkclose trdsum dampltd rf \\\n", " 0 300235 2013-01-07 9.78 1.228470e+07 3.5454 0.000107 \n", " 1 300235 2013-01-08 10.00 2.347101e+07 3.8855 0.000107 \n", " 2 300235 2013-01-09 9.90 2.315208e+07 4.0000 0.000107 \n", " 3 300235 2013-01-10 10.08 1.679695e+07 3.7374 0.000107 \n", " 4 300235 2013-01-11 9.72 1.442635e+07 5.1587 0.000107 \n", " ... ... ... ... ... ... ... \n", " 2347 300235 2023-03-27 15.75 3.324539e+08 5.6467 0.000067 \n", " 2348 300235 2023-03-28 15.18 3.412722e+08 8.6349 0.000067 \n", " 2349 300235 2023-03-29 15.14 2.388418e+08 6.1265 0.000067 \n", " 2350 300235 2023-03-30 14.75 1.759765e+08 3.8309 0.000067 \n", " 2351 300235 2023-03-31 15.46 2.286716e+08 5.2203 0.000067 \n", " \n", " RiskPremium1 SMB1 HML1 RMW1 CMA1 YYYYmm \\\n", " 0 0.003761 0.010096 -0.002014 -0.004582 0.000641 201301 \n", " 1 -0.006667 0.012550 -0.007672 -0.001519 0.002452 201301 \n", " 2 -0.001212 0.002407 -0.003288 0.001126 -0.000336 201301 \n", " 3 0.003885 0.002622 0.004782 -0.003027 0.000300 201301 \n", " 4 -0.016251 -0.004473 0.000358 -0.000219 -0.008375 201301 \n", " ... ... ... ... ... ... ... \n", " 2347 -0.006374 0.002265 -0.003920 -0.000093 -0.003669 202303 \n", " 2348 0.000790 -0.005440 0.003884 0.000231 0.002473 202303 \n", " 2349 -0.002534 -0.005063 -0.004080 -0.000682 -0.001761 202303 \n", " 2350 0.005986 -0.012989 -0.000733 0.008088 -0.001436 202303 \n", " 2351 0.003611 0.009281 -0.002449 -0.005996 -0.001176 202303 \n", " \n", " indexclose stkdret indexdret \n", " 0 2285.3640 0.019619 0.003670 \n", " 1 2276.0700 0.022246 -0.004075 \n", " 2 2275.3400 -0.010050 -0.000321 \n", " 3 2283.6580 0.018019 0.003649 \n", " 4 2242.9970 -0.036368 -0.017966 \n", " ... ... ... ... \n", " 2347 3251.3971 0.033573 -0.004375 \n", " 2348 3245.3760 -0.036862 -0.001854 \n", " 2349 3240.0568 -0.002639 -0.001640 \n", " 2350 3261.2485 -0.026097 0.006519 \n", " 2351 3272.8602 0.047013 0.003554 \n", " \n", " [2352 rows x 15 columns],\n", " 300245: stkcode date stkclose trdsum dampltd rf \\\n", " 0 300245 2013-01-07 10.11 3.283255e+07 2.6157 0.000107 \n", " 1 300245 2013-01-08 10.31 6.438725e+07 4.9456 0.000107 \n", " 2 300245 2013-01-09 10.12 4.708640e+07 3.8797 0.000107 \n", " 3 300245 2013-01-10 10.71 1.024693e+08 7.1146 0.000107 \n", " 4 300245 2013-01-11 10.12 7.130793e+07 4.8553 0.000107 \n", " ... ... ... ... ... ... ... \n", " 2827 300245 2023-03-27 10.86 2.860820e+08 5.4054 0.000067 \n", " 2828 300245 2023-03-28 10.34 2.638268e+08 4.8803 0.000067 \n", " 2829 300245 2023-03-29 10.40 1.638921e+08 3.7718 0.000067 \n", " 2830 300245 2023-03-30 9.94 1.585189e+08 4.6154 0.000067 \n", " 2831 300245 2023-03-31 10.17 1.223403e+08 4.2254 0.000067 \n", " \n", " RiskPremium1 SMB1 HML1 RMW1 CMA1 YYYYmm \\\n", " 0 0.003761 0.010096 -0.002014 -0.004582 0.000641 201301 \n", " 1 -0.006667 0.012550 -0.007672 -0.001519 0.002452 201301 \n", " 2 -0.001212 0.002407 -0.003288 0.001126 -0.000336 201301 \n", " 3 0.003885 0.002622 0.004782 -0.003027 0.000300 201301 \n", " 4 -0.016251 -0.004473 0.000358 -0.000219 -0.008375 201301 \n", " ... ... ... ... ... ... ... \n", " 2827 -0.006374 0.002265 -0.003920 -0.000093 -0.003669 202303 \n", " 2828 0.000790 -0.005440 0.003884 0.000231 0.002473 202303 \n", " 2829 -0.002534 -0.005063 -0.004080 -0.000682 -0.001761 202303 \n", " 2830 0.005986 -0.012989 -0.000733 0.008088 -0.001436 202303 \n", " 2831 0.003611 0.009281 -0.002449 -0.005996 -0.001176 202303 \n", " \n", " indexclose stkdret indexdret \n", " 0 2285.3640 0.016958 0.003670 \n", " 1 2276.0700 0.019589 -0.004075 \n", " 2 2275.3400 -0.018601 -0.000321 \n", " 3 2283.6580 0.056664 0.003649 \n", " 4 2242.9970 -0.056664 -0.017966 \n", " ... ... ... ... \n", " 2827 3251.3971 0.047134 -0.004375 \n", " 2828 3245.3760 -0.049066 -0.001854 \n", " 2829 3240.0568 0.005786 -0.001640 \n", " 2830 3261.2485 -0.045239 0.006519 \n", " 2831 3272.8602 0.022875 0.003554 \n", " \n", " [2832 rows x 15 columns],\n", " 300248: stkcode date stkclose trdsum dampltd rf \\\n", " 0 300248 2013-01-07 11.66 1.140501e+07 3.0702 0.000107 \n", " 1 300248 2013-01-08 11.91 2.246499e+07 4.8027 0.000107 \n", " 2 300248 2013-01-09 11.77 1.819906e+07 3.0227 0.000107 \n", " 3 300248 2013-01-10 11.88 1.431948e+07 2.3789 0.000107 \n", " 4 300248 2013-01-11 11.84 3.005950e+07 3.7879 0.000107 \n", " ... ... ... ... ... ... ... \n", " 2684 300248 2023-03-27 12.02 4.357330e+08 12.6913 0.000067 \n", " 2685 300248 2023-03-28 11.47 3.952875e+08 8.1531 0.000067 \n", " 2686 300248 2023-03-29 12.93 7.672691e+08 14.2110 0.000067 \n", " 2687 300248 2023-03-30 12.32 5.196228e+08 6.2645 0.000067 \n", " 2688 300248 2023-03-31 12.17 3.662820e+08 4.9513 0.000067 \n", " \n", " RiskPremium1 SMB1 HML1 RMW1 CMA1 YYYYmm \\\n", " 0 0.003761 0.010096 -0.002014 -0.004582 0.000641 201301 \n", " 1 -0.006667 0.012550 -0.007672 -0.001519 0.002452 201301 \n", " 2 -0.001212 0.002407 -0.003288 0.001126 -0.000336 201301 \n", " 3 0.003885 0.002622 0.004782 -0.003027 0.000300 201301 \n", " 4 -0.016251 -0.004473 0.000358 -0.000219 -0.008375 201301 \n", " ... ... ... ... ... ... ... \n", " 2684 -0.006374 0.002265 -0.003920 -0.000093 -0.003669 202303 \n", " 2685 0.000790 -0.005440 0.003884 0.000231 0.002473 202303 \n", " 2686 -0.002534 -0.005063 -0.004080 -0.000682 -0.001761 202303 \n", " 2687 0.005986 -0.012989 -0.000733 0.008088 -0.001436 202303 \n", " 2688 0.003611 0.009281 -0.002449 -0.005996 -0.001176 202303 \n", " \n", " indexclose stkdret indexdret \n", " 0 2285.3640 0.022551 0.003670 \n", " 1 2276.0700 0.021214 -0.004075 \n", " 2 2275.3400 -0.011824 -0.000321 \n", " 3 2283.6580 0.009302 0.003649 \n", " 4 2242.9970 -0.003373 -0.017966 \n", " ... ... ... ... \n", " 2684 3251.3971 0.078726 -0.004375 \n", " 2685 3245.3760 -0.046837 -0.001854 \n", " 2686 3240.0568 0.119815 -0.001640 \n", " 2687 3261.2485 -0.048326 0.006519 \n", " 2688 3272.8602 -0.012250 0.003554 \n", " \n", " [2689 rows x 15 columns],\n", " 300253: stkcode date stkclose trdsum dampltd rf \\\n", " 0 300253 2013-01-07 21.59 2.338951e+07 1.7035 0.000107 \n", " 1 300253 2013-01-08 21.92 3.044639e+07 3.1496 0.000107 \n", " 2 300253 2013-01-09 22.29 2.359761e+07 3.9234 0.000107 \n", " 3 300253 2013-01-10 22.83 4.761371e+07 4.0377 0.000107 \n", " 4 300253 2013-01-11 22.05 3.797161e+07 5.6505 0.000107 \n", " ... ... ... ... ... ... ... \n", " 2747 300253 2023-03-27 11.89 1.162440e+09 11.2918 0.000067 \n", " 2748 300253 2023-03-28 12.30 1.240741e+09 7.4853 0.000067 \n", " 2749 300253 2023-03-29 12.00 7.821776e+08 4.7967 0.000067 \n", " 2750 300253 2023-03-30 11.56 4.704735e+08 3.0833 0.000067 \n", " 2751 300253 2023-03-31 13.87 1.760175e+09 19.2042 0.000067 \n", " \n", " RiskPremium1 SMB1 HML1 RMW1 CMA1 YYYYmm \\\n", " 0 0.003761 0.010096 -0.002014 -0.004582 0.000641 201301 \n", " 1 -0.006667 0.012550 -0.007672 -0.001519 0.002452 201301 \n", " 2 -0.001212 0.002407 -0.003288 0.001126 -0.000336 201301 \n", " 3 0.003885 0.002622 0.004782 -0.003027 0.000300 201301 \n", " 4 -0.016251 -0.004473 0.000358 -0.000219 -0.008375 201301 \n", " ... ... ... ... ... ... ... \n", " 2747 -0.006374 0.002265 -0.003920 -0.000093 -0.003669 202303 \n", " 2748 0.000790 -0.005440 0.003884 0.000231 0.002473 202303 \n", " 2749 -0.002534 -0.005063 -0.004080 -0.000682 -0.001761 202303 \n", " 2750 0.005986 -0.012989 -0.000733 0.008088 -0.001436 202303 \n", " 2751 0.003611 0.009281 -0.002449 -0.005996 -0.001176 202303 \n", " \n", " indexclose stkdret indexdret \n", " 0 2285.3640 -0.006003 0.003670 \n", " 1 2276.0700 0.015169 -0.004075 \n", " 2 2275.3400 0.016739 -0.000321 \n", " 3 2283.6580 0.023937 0.003649 \n", " 4 2242.9970 -0.034763 -0.017966 \n", " ... ... ... ... \n", " 2747 3251.3971 0.071459 -0.004375 \n", " 2748 3245.3760 0.033902 -0.001854 \n", " 2749 3240.0568 -0.024693 -0.001640 \n", " 2750 3261.2485 -0.037356 0.006519 \n", " 2751 3272.8602 0.182177 0.003554 \n", " \n", " [2752 rows x 15 columns],\n", " 300264: stkcode date stkclose trdsum dampltd rf \\\n", " 0 300264 2013-01-07 6.20 1.348137e+07 2.1311 0.000107 \n", " 1 300264 2013-01-08 6.31 2.453770e+07 3.3871 0.000107 \n", " 2 300264 2013-01-09 6.30 2.089079e+07 2.6941 0.000107 \n", " 3 300264 2013-01-10 6.43 2.642809e+07 2.5397 0.000107 \n", " 4 300264 2013-01-11 6.27 3.618197e+07 4.9767 0.000107 \n", " ... ... ... ... ... ... ... \n", " 2473 300264 2023-03-27 7.33 2.907256e+08 4.1611 0.000067 \n", " 2474 300264 2023-03-28 7.16 1.790920e+08 3.2742 0.000067 \n", " 2475 300264 2023-03-29 7.11 1.331365e+08 3.3520 0.000067 \n", " 2476 300264 2023-03-30 6.92 1.291832e+08 3.9381 0.000067 \n", " 2477 300264 2023-03-31 7.16 1.588547e+08 4.7688 0.000067 \n", " \n", " RiskPremium1 SMB1 HML1 RMW1 CMA1 YYYYmm \\\n", " 0 0.003761 0.010096 -0.002014 -0.004582 0.000641 201301 \n", " 1 -0.006667 0.012550 -0.007672 -0.001519 0.002452 201301 \n", " 2 -0.001212 0.002407 -0.003288 0.001126 -0.000336 201301 \n", " 3 0.003885 0.002622 0.004782 -0.003027 0.000300 201301 \n", " 4 -0.016251 -0.004473 0.000358 -0.000219 -0.008375 201301 \n", " ... ... ... ... ... ... ... \n", " 2473 -0.006374 0.002265 -0.003920 -0.000093 -0.003669 202303 \n", " 2474 0.000790 -0.005440 0.003884 0.000231 0.002473 202303 \n", " 2475 -0.002534 -0.005063 -0.004080 -0.000682 -0.001761 202303 \n", " 2476 0.005986 -0.012989 -0.000733 0.008088 -0.001436 202303 \n", " 2477 0.003611 0.009281 -0.002449 -0.005996 -0.001176 202303 \n", " \n", " indexclose stkdret indexdret \n", " 0 2285.3640 0.016261 0.003670 \n", " 1 2276.0700 0.017586 -0.004075 \n", " 2 2275.3400 -0.001586 -0.000321 \n", " 3 2283.6580 0.020425 0.003649 \n", " 4 2242.9970 -0.025198 -0.017966 \n", " ... ... ... ... \n", " 2473 3251.3971 -0.016239 -0.004375 \n", " 2474 3245.3760 -0.023466 -0.001854 \n", " 2475 3240.0568 -0.007008 -0.001640 \n", " 2476 3261.2485 -0.027086 0.006519 \n", " 2477 3272.8602 0.034094 0.003554 \n", " \n", " [2478 rows x 15 columns],\n", " 300271: stkcode date stkclose trdsum dampltd rf \\\n", " 0 300271 2013-01-07 11.73 2.257776e+07 3.4813 0.000107 \n", " 1 300271 2013-01-08 12.06 6.832846e+07 5.2856 0.000107 \n", " 2 300271 2013-01-09 12.03 4.613629e+07 4.1459 0.000107 \n", " 3 300271 2013-01-10 12.37 6.037879e+07 3.6575 0.000107 \n", " 4 300271 2013-01-11 12.05 6.113224e+07 5.4972 0.000107 \n", " ... ... ... ... ... ... ... \n", " 2573 300271 2023-03-27 10.69 5.213709e+08 7.2906 0.000067 \n", " 2574 300271 2023-03-28 10.32 3.748798e+08 8.9804 0.000067 \n", " 2575 300271 2023-03-29 10.08 2.932590e+08 5.0388 0.000067 \n", " 2576 300271 2023-03-30 9.85 2.301429e+08 3.5714 0.000067 \n", " 2577 300271 2023-03-31 10.22 2.156705e+08 5.5838 0.000067 \n", " \n", " RiskPremium1 SMB1 HML1 RMW1 CMA1 YYYYmm \\\n", " 0 0.003761 0.010096 -0.002014 -0.004582 0.000641 201301 \n", " 1 -0.006667 0.012550 -0.007672 -0.001519 0.002452 201301 \n", " 2 -0.001212 0.002407 -0.003288 0.001126 -0.000336 201301 \n", " 3 0.003885 0.002622 0.004782 -0.003027 0.000300 201301 \n", " 4 -0.016251 -0.004473 0.000358 -0.000219 -0.008375 201301 \n", " ... ... ... ... ... ... ... \n", " 2573 -0.006374 0.002265 -0.003920 -0.000093 -0.003669 202303 \n", " 2574 0.000790 -0.005440 0.003884 0.000231 0.002473 202303 \n", " 2575 -0.002534 -0.005063 -0.004080 -0.000682 -0.001761 202303 \n", " 2576 0.005986 -0.012989 -0.000733 0.008088 -0.001436 202303 \n", " 2577 0.003611 0.009281 -0.002449 -0.005996 -0.001176 202303 \n", " \n", " indexclose stkdret indexdret \n", " 0 2285.3640 0.020673 0.003670 \n", " 1 2276.0700 0.027745 -0.004075 \n", " 2 2275.3400 -0.002491 -0.000321 \n", " 3 2283.6580 0.027871 0.003649 \n", " 4 2242.9970 -0.026210 -0.017966 \n", " ... ... ... ... \n", " 2573 3251.3971 0.051835 -0.004375 \n", " 2574 3245.3760 -0.035225 -0.001854 \n", " 2575 3240.0568 -0.023530 -0.001640 \n", " 2576 3261.2485 -0.023082 0.006519 \n", " 2577 3272.8602 0.036875 0.003554 \n", " \n", " [2578 rows x 15 columns],\n", " 300275: stkcode date stkclose trdsum dampltd rf \\\n", " 0 300275 2013-01-07 26.03 1.543923e+07 1.6412 0.000107 \n", " 1 300275 2013-01-08 27.35 3.581596e+07 8.7975 0.000107 \n", " 2 300275 2013-01-09 28.10 3.972792e+07 5.3748 0.000107 \n", " 3 300275 2013-01-10 29.41 6.516855e+07 5.6584 0.000107 \n", " 4 300275 2013-01-11 29.06 4.374741e+07 3.7402 0.000107 \n", " ... ... ... ... ... ... ... \n", " 2754 300275 2023-03-27 20.60 4.473010e+08 17.2566 0.000067 \n", " 2755 300275 2023-03-28 24.31 8.440021e+08 21.3107 0.000067 \n", " 2756 300275 2023-03-29 23.34 5.064804e+08 5.0596 0.000067 \n", " 2757 300275 2023-03-30 22.67 2.686752e+08 7.7549 0.000067 \n", " 2758 300275 2023-03-31 22.97 2.659003e+08 7.4107 0.000067 \n", " \n", " RiskPremium1 SMB1 HML1 RMW1 CMA1 YYYYmm \\\n", " 0 0.003761 0.010096 -0.002014 -0.004582 0.000641 201301 \n", " 1 -0.006667 0.012550 -0.007672 -0.001519 0.002452 201301 \n", " 2 -0.001212 0.002407 -0.003288 0.001126 -0.000336 201301 \n", " 3 0.003885 0.002622 0.004782 -0.003027 0.000300 201301 \n", " 4 -0.016251 -0.004473 0.000358 -0.000219 -0.008375 201301 \n", " ... ... ... ... ... ... ... \n", " 2754 -0.006374 0.002265 -0.003920 -0.000093 -0.003669 202303 \n", " 2755 0.000790 -0.005440 0.003884 0.000231 0.002473 202303 \n", " 2756 -0.002534 -0.005063 -0.004080 -0.000682 -0.001761 202303 \n", " 2757 0.005986 -0.012989 -0.000733 0.008088 -0.001436 202303 \n", " 2758 0.003611 0.009281 -0.002449 -0.005996 -0.001176 202303 \n", " \n", " indexclose stkdret indexdret \n", " 0 2285.3640 -0.006510 0.003670 \n", " 1 2276.0700 0.049467 -0.004075 \n", " 2 2275.3400 0.027053 -0.000321 \n", " 3 2283.6580 0.045565 0.003649 \n", " 4 2242.9970 -0.011972 -0.017966 \n", " ... ... ... ... \n", " 2754 3251.3971 0.130485 -0.004375 \n", " 2755 3245.3760 0.165597 -0.001854 \n", " 2756 3240.0568 -0.040719 -0.001640 \n", " 2757 3261.2485 -0.029126 0.006519 \n", " 2758 3272.8602 0.013147 0.003554 \n", " \n", " [2759 rows x 15 columns],\n", " 300277: stkcode date stkclose trdsum dampltd rf \\\n", " 0 300277 2013-01-07 8.96 14865751.51 4.4084 0.000107 \n", " 1 300277 2013-01-08 9.05 26546316.12 3.9062 0.000107 \n", " 2 300277 2013-01-09 9.18 21636038.84 3.3149 0.000107 \n", " 3 300277 2013-01-10 9.22 18471225.29 2.9412 0.000107 \n", " 4 300277 2013-01-11 9.32 33207570.44 3.9046 0.000107 \n", " ... ... ... ... ... ... ... \n", " 2694 300277 2023-03-27 8.21 55937359.95 3.3776 0.000067 \n", " 2695 300277 2023-03-28 8.08 33905866.45 3.4105 0.000067 \n", " 2696 300277 2023-03-29 8.05 39244362.79 2.4752 0.000067 \n", " 2697 300277 2023-03-30 7.90 37604978.00 2.6087 0.000067 \n", " 2698 300277 2023-03-31 8.06 38420080.00 3.7975 0.000067 \n", " \n", " RiskPremium1 SMB1 HML1 RMW1 CMA1 YYYYmm \\\n", " 0 0.003761 0.010096 -0.002014 -0.004582 0.000641 201301 \n", " 1 -0.006667 0.012550 -0.007672 -0.001519 0.002452 201301 \n", " 2 -0.001212 0.002407 -0.003288 0.001126 -0.000336 201301 \n", " 3 0.003885 0.002622 0.004782 -0.003027 0.000300 201301 \n", " 4 -0.016251 -0.004473 0.000358 -0.000219 -0.008375 201301 \n", " ... ... ... ... ... ... ... \n", " 2694 -0.006374 0.002265 -0.003920 -0.000093 -0.003669 202303 \n", " 2695 0.000790 -0.005440 0.003884 0.000231 0.002473 202303 \n", " 2696 -0.002534 -0.005063 -0.004080 -0.000682 -0.001761 202303 \n", " 2697 0.005986 -0.012989 -0.000733 0.008088 -0.001436 202303 \n", " 2698 0.003611 0.009281 -0.002449 -0.005996 -0.001176 202303 \n", " \n", " indexclose stkdret indexdret \n", " 0 2285.3640 0.038685 0.003670 \n", " 1 2276.0700 0.009995 -0.004075 \n", " 2 2275.3400 0.014262 -0.000321 \n", " 3 2283.6580 0.004348 0.003649 \n", " 4 2242.9970 0.010788 -0.017966 \n", " ... ... ... ... \n", " 2694 3251.3971 -0.009697 -0.004375 \n", " 2695 3245.3760 -0.015961 -0.001854 \n", " 2696 3240.0568 -0.003720 -0.001640 \n", " 2697 3261.2485 -0.018809 0.006519 \n", " 2698 3272.8602 0.020051 0.003554 \n", " \n", " [2699 rows x 15 columns],\n", " 300287: stkcode date stkclose trdsum dampltd rf \\\n", " 0 300287 2013-01-07 17.44 2.593693e+07 3.6416 0.000107 \n", " 1 300287 2013-01-08 18.15 2.977755e+07 4.2431 0.000107 \n", " 2 300287 2013-01-09 17.74 4.924328e+07 2.4793 0.000107 \n", " 3 300287 2013-01-10 17.61 2.036631e+07 2.7057 0.000107 \n", " 4 300287 2013-01-11 18.13 4.699370e+07 4.5429 0.000107 \n", " ... ... ... ... ... ... ... \n", " 2568 300287 2023-03-27 4.43 3.312244e+08 3.8724 0.000067 \n", " 2569 300287 2023-03-28 4.32 2.567127e+08 3.8375 0.000067 \n", " 2570 300287 2023-03-29 4.31 2.373937e+08 4.3981 0.000067 \n", " 2571 300287 2023-03-30 4.24 2.803829e+08 5.5684 0.000067 \n", " 2572 300287 2023-03-31 4.40 3.632363e+08 6.8396 0.000067 \n", " \n", " RiskPremium1 SMB1 HML1 RMW1 CMA1 YYYYmm \\\n", " 0 0.003761 0.010096 -0.002014 -0.004582 0.000641 201301 \n", " 1 -0.006667 0.012550 -0.007672 -0.001519 0.002452 201301 \n", " 2 -0.001212 0.002407 -0.003288 0.001126 -0.000336 201301 \n", " 3 0.003885 0.002622 0.004782 -0.003027 0.000300 201301 \n", " 4 -0.016251 -0.004473 0.000358 -0.000219 -0.008375 201301 \n", " ... ... ... ... ... ... ... \n", " 2568 -0.006374 0.002265 -0.003920 -0.000093 -0.003669 202303 \n", " 2569 0.000790 -0.005440 0.003884 0.000231 0.002473 202303 \n", " 2570 -0.002534 -0.005063 -0.004080 -0.000682 -0.001761 202303 \n", " 2571 0.005986 -0.012989 -0.000733 0.008088 -0.001436 202303 \n", " 2572 0.003611 0.009281 -0.002449 -0.005996 -0.001176 202303 \n", " \n", " indexclose stkdret indexdret \n", " 0 2285.3640 0.008060 0.003670 \n", " 1 2276.0700 0.039904 -0.004075 \n", " 2 2275.3400 -0.022849 -0.000321 \n", " 3 2283.6580 -0.007355 0.003649 \n", " 4 2242.9970 0.029101 -0.017966 \n", " ... ... ... ... \n", " 2568 3251.3971 0.009070 -0.004375 \n", " 2569 3245.3760 -0.025144 -0.001854 \n", " 2570 3240.0568 -0.002317 -0.001640 \n", " 2571 3261.2485 -0.016375 0.006519 \n", " 2572 3272.8602 0.037041 0.003554 \n", " \n", " [2573 rows x 15 columns],\n", " 300288: stkcode date stkclose trdsum dampltd rf \\\n", " 0 300288 2013-01-07 65.08 4.585852e+07 4.2056 0.000107 \n", " 1 300288 2013-01-08 71.59 1.003689e+08 10.7406 0.000107 \n", " 2 300288 2013-01-09 75.60 1.755891e+08 6.4534 0.000107 \n", " 3 300288 2013-01-10 76.20 1.252181e+08 4.9603 0.000107 \n", " 4 300288 2013-01-11 83.82 2.236812e+08 10.7480 0.000107 \n", " ... ... ... ... ... ... ... \n", " 2521 300288 2023-03-27 14.51 4.535611e+08 5.4730 0.000067 \n", " 2522 300288 2023-03-28 13.98 2.665371e+08 3.5837 0.000067 \n", " 2523 300288 2023-03-29 14.15 2.643344e+08 3.9342 0.000067 \n", " 2524 300288 2023-03-30 13.34 3.031957e+08 5.6537 0.000067 \n", " 2525 300288 2023-03-31 14.10 2.545258e+08 6.3718 0.000067 \n", " \n", " RiskPremium1 SMB1 HML1 RMW1 CMA1 YYYYmm \\\n", " 0 0.003761 0.010096 -0.002014 -0.004582 0.000641 201301 \n", " 1 -0.006667 0.012550 -0.007672 -0.001519 0.002452 201301 \n", " 2 -0.001212 0.002407 -0.003288 0.001126 -0.000336 201301 \n", " 3 0.003885 0.002622 0.004782 -0.003027 0.000300 201301 \n", " 4 -0.016251 -0.004473 0.000358 -0.000219 -0.008375 201301 \n", " ... ... ... ... ... ... ... \n", " 2521 -0.006374 0.002265 -0.003920 -0.000093 -0.003669 202303 \n", " 2522 0.000790 -0.005440 0.003884 0.000231 0.002473 202303 \n", " 2523 -0.002534 -0.005063 -0.004080 -0.000682 -0.001761 202303 \n", " 2524 0.005986 -0.012989 -0.000733 0.008088 -0.001436 202303 \n", " 2525 0.003611 0.009281 -0.002449 -0.005996 -0.001176 202303 \n", " \n", " indexclose stkdret indexdret \n", " 0 2285.3640 0.013614 0.003670 \n", " 1 2276.0700 0.095338 -0.004075 \n", " 2 2275.3400 0.054501 -0.000321 \n", " 3 2283.6580 0.007905 0.003649 \n", " 4 2242.9970 0.095310 -0.017966 \n", " ... ... ... ... \n", " 2521 3251.3971 -0.019789 -0.004375 \n", " 2522 3245.3760 -0.037210 -0.001854 \n", " 2523 3240.0568 0.012087 -0.001640 \n", " 2524 3261.2485 -0.058948 0.006519 \n", " 2525 3272.8602 0.055408 0.003554 \n", " \n", " [2526 rows x 15 columns],\n", " 300290: stkcode date stkclose trdsum dampltd rf \\\n", " 0 300290 2013-01-07 15.99 1.410068e+07 2.8876 0.000107 \n", " 1 300290 2013-01-08 15.81 1.860783e+07 3.0019 0.000107 \n", " 2 300290 2013-01-09 15.53 1.557258e+07 2.7830 0.000107 \n", " 3 300290 2013-01-10 15.87 1.549374e+07 3.4771 0.000107 \n", " 4 300290 2013-01-11 16.18 3.223805e+07 8.0655 0.000107 \n", " ... ... ... ... ... ... ... \n", " 2398 300290 2023-03-27 5.61 2.804252e+08 4.2048 0.000067 \n", " 2399 300290 2023-03-28 5.40 1.578128e+08 3.0303 0.000067 \n", " 2400 300290 2023-03-29 5.36 1.048935e+08 3.1481 0.000067 \n", " 2401 300290 2023-03-30 5.19 1.152520e+08 3.9179 0.000067 \n", " 2402 300290 2023-03-31 5.33 1.189068e+08 4.8170 0.000067 \n", " \n", " RiskPremium1 SMB1 HML1 RMW1 CMA1 YYYYmm \\\n", " 0 0.003761 0.010096 -0.002014 -0.004582 0.000641 201301 \n", " 1 -0.006667 0.012550 -0.007672 -0.001519 0.002452 201301 \n", " 2 -0.001212 0.002407 -0.003288 0.001126 -0.000336 201301 \n", " 3 0.003885 0.002622 0.004782 -0.003027 0.000300 201301 \n", " 4 -0.016251 -0.004473 0.000358 -0.000219 -0.008375 201301 \n", " ... ... ... ... ... ... ... \n", " 2398 -0.006374 0.002265 -0.003920 -0.000093 -0.003669 202303 \n", " 2399 0.000790 -0.005440 0.003884 0.000231 0.002473 202303 \n", " 2400 -0.002534 -0.005063 -0.004080 -0.000682 -0.001761 202303 \n", " 2401 0.005986 -0.012989 -0.000733 0.008088 -0.001436 202303 \n", " 2402 0.003611 0.009281 -0.002449 -0.005996 -0.001176 202303 \n", " \n", " indexclose stkdret indexdret \n", " 0 2285.3640 0.003759 0.003670 \n", " 1 2276.0700 -0.011321 -0.004075 \n", " 2 2275.3400 -0.017869 -0.000321 \n", " 3 2283.6580 0.021657 0.003649 \n", " 4 2242.9970 0.019345 -0.017966 \n", " ... ... ... ... \n", " 2398 3251.3971 0.025272 -0.004375 \n", " 2399 3245.3760 -0.038152 -0.001854 \n", " 2400 3240.0568 -0.007435 -0.001640 \n", " 2401 3261.2485 -0.032230 0.006519 \n", " 2402 3272.8602 0.026618 0.003554 \n", " \n", " [2403 rows x 15 columns],\n", " 300295: stkcode date stkclose trdsum dampltd rf \\\n", " 0 300295 2013-01-07 58.95 1.490444e+08 6.5441 0.000107 \n", " 1 300295 2013-01-08 59.90 1.291499e+08 6.6836 0.000107 \n", " 2 300295 2013-01-09 55.92 1.548196e+08 7.2955 0.000107 \n", " 3 300295 2013-01-10 56.98 1.216049e+08 5.9549 0.000107 \n", " 4 300295 2013-01-11 58.68 1.495037e+08 5.8091 0.000107 \n", " ... ... ... ... ... ... ... \n", " 2533 300295 2023-03-27 11.14 8.490253e+07 4.0214 0.000067 \n", " 2534 300295 2023-03-28 10.91 5.504046e+07 2.6930 0.000067 \n", " 2535 300295 2023-03-29 10.96 8.734298e+07 5.4079 0.000067 \n", " 2536 300295 2023-03-30 11.14 2.293997e+08 9.4891 0.000067 \n", " 2537 300295 2023-03-31 11.10 1.729976e+08 5.2065 0.000067 \n", " \n", " RiskPremium1 SMB1 HML1 RMW1 CMA1 YYYYmm \\\n", " 0 0.003761 0.010096 -0.002014 -0.004582 0.000641 201301 \n", " 1 -0.006667 0.012550 -0.007672 -0.001519 0.002452 201301 \n", " 2 -0.001212 0.002407 -0.003288 0.001126 -0.000336 201301 \n", " 3 0.003885 0.002622 0.004782 -0.003027 0.000300 201301 \n", " 4 -0.016251 -0.004473 0.000358 -0.000219 -0.008375 201301 \n", " ... ... ... ... ... ... ... \n", " 2533 -0.006374 0.002265 -0.003920 -0.000093 -0.003669 202303 \n", " 2534 0.000790 -0.005440 0.003884 0.000231 0.002473 202303 \n", " 2535 -0.002534 -0.005063 -0.004080 -0.000682 -0.001761 202303 \n", " 2536 0.005986 -0.012989 -0.000733 0.008088 -0.001436 202303 \n", " 2537 0.003611 0.009281 -0.002449 -0.005996 -0.001176 202303 \n", " \n", " indexclose stkdret indexdret \n", " 0 2285.3640 -0.005751 0.003670 \n", " 1 2276.0700 0.015987 -0.004075 \n", " 2 2275.3400 -0.068754 -0.000321 \n", " 3 2283.6580 0.018778 0.003649 \n", " 4 2242.9970 0.029399 -0.017966 \n", " ... ... ... ... \n", " 2533 3251.3971 -0.004478 -0.004375 \n", " 2534 3245.3760 -0.020862 -0.001854 \n", " 2535 3240.0568 0.004572 -0.001640 \n", " 2536 3261.2485 0.016290 0.006519 \n", " 2537 3272.8602 -0.003597 0.003554 \n", " \n", " [2538 rows x 15 columns],\n", " 300297: stkcode date stkclose trdsum dampltd rf \\\n", " 0 300297 2013-01-07 17.22 3.167912e+07 2.6627 0.000107 \n", " 1 300297 2013-01-08 17.24 4.469890e+07 3.5424 0.000107 \n", " 2 300297 2013-01-09 16.74 3.614358e+07 3.3643 0.000107 \n", " 3 300297 2013-01-10 17.08 2.988017e+07 3.0466 0.000107 \n", " 4 300297 2013-01-11 17.68 8.336119e+07 5.6206 0.000107 \n", " ... ... ... ... ... ... ... \n", " 2322 300297 2022-04-21 2.21 1.126215e+08 7.1429 0.000063 \n", " 2323 300297 2022-04-22 2.11 5.830765e+07 5.8824 0.000063 \n", " 2324 300297 2022-04-25 1.96 7.415658e+07 7.1090 0.000062 \n", " 2325 300297 2022-04-26 1.87 4.932914e+07 8.1633 0.000062 \n", " 2326 300297 2022-04-27 1.99 7.661651e+07 11.7647 0.000061 \n", " \n", " RiskPremium1 SMB1 HML1 RMW1 CMA1 YYYYmm \\\n", " 0 0.003761 0.010096 -0.002014 -0.004582 0.000641 201301 \n", " 1 -0.006667 0.012550 -0.007672 -0.001519 0.002452 201301 \n", " 2 -0.001212 0.002407 -0.003288 0.001126 -0.000336 201301 \n", " 3 0.003885 0.002622 0.004782 -0.003027 0.000300 201301 \n", " 4 -0.016251 -0.004473 0.000358 -0.000219 -0.008375 201301 \n", " ... ... ... ... ... ... ... \n", " 2322 -0.016462 -0.017199 0.002065 0.005562 -0.008374 202204 \n", " 2323 0.007378 -0.013330 0.011390 0.001052 0.001870 202204 \n", " 2324 -0.046321 -0.021524 0.011949 0.004015 -0.003004 202204 \n", " 2325 -0.013891 -0.024200 0.001593 0.010310 -0.009932 202204 \n", " 2326 0.020818 -0.004447 -0.013508 0.006960 -0.004059 202204 \n", " \n", " indexclose stkdret indexdret \n", " 0 2285.3640 0.018758 0.003670 \n", " 1 2276.0700 0.001161 -0.004075 \n", " 2 2275.3400 -0.029431 -0.000321 \n", " 3 2283.6580 0.020107 0.003649 \n", " 4 2242.9970 0.034526 -0.017966 \n", " ... ... ... ... \n", " 2322 3079.8077 -0.074108 -0.022869 \n", " 2323 3086.9193 -0.046305 0.002306 \n", " 2324 2928.5118 -0.073743 -0.052679 \n", " 2325 2886.4257 -0.047006 -0.014475 \n", " 2326 2958.2820 0.062196 0.024590 \n", " \n", " [2327 rows x 15 columns],\n", " 300299: stkcode date stkclose trdsum dampltd rf \\\n", " 0 300299 2013-01-07 14.29 1.091359e+07 2.9893 0.000107 \n", " 1 300299 2013-01-08 15.17 3.075908e+07 7.8376 0.000107 \n", " 2 300299 2013-01-09 15.80 4.939443e+07 9.8879 0.000107 \n", " 3 300299 2013-01-10 15.95 1.730525e+07 3.7975 0.000107 \n", " 4 300299 2013-01-11 16.06 2.486107e+07 3.7618 0.000107 \n", " ... ... ... ... ... ... ... \n", " 2314 300299 2023-03-27 8.18 8.033075e+08 10.3106 0.000067 \n", " 2315 300299 2023-03-28 8.07 6.391576e+08 5.0122 0.000067 \n", " 2316 300299 2023-03-29 7.78 6.453211e+08 12.6394 0.000067 \n", " 2317 300299 2023-03-30 7.66 4.058124e+08 5.1414 0.000067 \n", " 2318 300299 2023-03-31 8.13 5.310409e+08 9.1384 0.000067 \n", " \n", " RiskPremium1 SMB1 HML1 RMW1 CMA1 YYYYmm \\\n", " 0 0.003761 0.010096 -0.002014 -0.004582 0.000641 201301 \n", " 1 -0.006667 0.012550 -0.007672 -0.001519 0.002452 201301 \n", " 2 -0.001212 0.002407 -0.003288 0.001126 -0.000336 201301 \n", " 3 0.003885 0.002622 0.004782 -0.003027 0.000300 201301 \n", " 4 -0.016251 -0.004473 0.000358 -0.000219 -0.008375 201301 \n", " ... ... ... ... ... ... ... \n", " 2314 -0.006374 0.002265 -0.003920 -0.000093 -0.003669 202303 \n", " 2315 0.000790 -0.005440 0.003884 0.000231 0.002473 202303 \n", " 2316 -0.002534 -0.005063 -0.004080 -0.000682 -0.001761 202303 \n", " 2317 0.005986 -0.012989 -0.000733 0.008088 -0.001436 202303 \n", " 2318 0.003611 0.009281 -0.002449 -0.005996 -0.001176 202303 \n", " \n", " indexclose stkdret indexdret \n", " 0 2285.3640 0.016938 0.003670 \n", " 1 2276.0700 0.059760 -0.004075 \n", " 2 2275.3400 0.040690 -0.000321 \n", " 3 2283.6580 0.009449 0.003649 \n", " 4 2242.9970 0.006873 -0.017966 \n", " ... ... ... ... \n", " 2314 3251.3971 0.016020 -0.004375 \n", " 2315 3245.3760 -0.013539 -0.001854 \n", " 2316 3240.0568 -0.036597 -0.001640 \n", " 2317 3261.2485 -0.015544 0.006519 \n", " 2318 3272.8602 0.059549 0.003554 \n", " \n", " [2319 rows x 15 columns],\n", " 300300: stkcode date stkclose trdsum dampltd rf \\\n", " 0 300300 2013-01-07 28.20 4.954836e+07 4.8381 0.000107 \n", " 1 300300 2013-01-08 28.06 4.671037e+07 3.9007 0.000107 \n", " 2 300300 2013-01-09 29.00 5.546245e+07 5.9515 0.000107 \n", " 3 300300 2013-01-10 28.72 3.666283e+07 3.0345 0.000107 \n", " 4 300300 2013-01-11 28.65 5.421230e+07 3.5515 0.000107 \n", " ... ... ... ... ... ... ... \n", " 2472 300300 2023-03-27 5.03 1.152933e+08 3.7475 0.000067 \n", " 2473 300300 2023-03-28 4.93 7.082776e+07 2.7833 0.000067 \n", " 2474 300300 2023-03-29 4.91 6.733928e+07 2.6369 0.000067 \n", " 2475 300300 2023-03-30 4.77 6.792075e+07 4.2770 0.000067 \n", " 2476 300300 2023-03-31 4.88 6.117340e+07 4.1929 0.000067 \n", " \n", " RiskPremium1 SMB1 HML1 RMW1 CMA1 YYYYmm \\\n", " 0 0.003761 0.010096 -0.002014 -0.004582 0.000641 201301 \n", " 1 -0.006667 0.012550 -0.007672 -0.001519 0.002452 201301 \n", " 2 -0.001212 0.002407 -0.003288 0.001126 -0.000336 201301 \n", " 3 0.003885 0.002622 0.004782 -0.003027 0.000300 201301 \n", " 4 -0.016251 -0.004473 0.000358 -0.000219 -0.008375 201301 \n", " ... ... ... ... ... ... ... \n", " 2472 -0.006374 0.002265 -0.003920 -0.000093 -0.003669 202303 \n", " 2473 0.000790 -0.005440 0.003884 0.000231 0.002473 202303 \n", " 2474 -0.002534 -0.005063 -0.004080 -0.000682 -0.001761 202303 \n", " 2475 0.005986 -0.012989 -0.000733 0.008088 -0.001436 202303 \n", " 2476 0.003611 0.009281 -0.002449 -0.005996 -0.001176 202303 \n", " \n", " indexclose stkdret indexdret \n", " 0 2285.3640 0.025500 0.003670 \n", " 1 2276.0700 -0.004977 -0.004075 \n", " 2 2275.3400 0.032951 -0.000321 \n", " 3 2283.6580 -0.009702 0.003649 \n", " 4 2242.9970 -0.002440 -0.017966 \n", " ... ... ... ... \n", " 2472 3251.3971 -0.007921 -0.004375 \n", " 2473 3245.3760 -0.020081 -0.001854 \n", " 2474 3240.0568 -0.004065 -0.001640 \n", " 2475 3261.2485 -0.028928 0.006519 \n", " 2476 3272.8602 0.022799 0.003554 \n", " \n", " [2477 rows x 15 columns],\n", " 300302: stkcode date stkclose trdsum dampltd rf \\\n", " 0 300302 2013-01-07 22.58 3.273444e+07 8.3962 0.000107 \n", " 1 300302 2013-01-08 22.41 2.932744e+07 4.5616 0.000107 \n", " 2 300302 2013-01-09 21.85 1.804498e+07 3.1236 0.000107 \n", " 3 300302 2013-01-10 23.59 3.447320e+07 7.9634 0.000107 \n", " 4 300302 2013-01-11 23.55 3.118949e+07 4.7902 0.000107 \n", " ... ... ... ... ... ... ... \n", " 2645 300302 2023-03-27 9.25 2.114750e+08 4.5551 0.000067 \n", " 2646 300302 2023-03-28 9.12 1.566115e+08 5.5135 0.000067 \n", " 2647 300302 2023-03-29 9.10 1.121244e+08 3.6184 0.000067 \n", " 2648 300302 2023-03-30 10.92 1.090912e+09 19.7802 0.000067 \n", " 2649 300302 2023-03-31 10.21 9.373490e+08 5.6777 0.000067 \n", " \n", " RiskPremium1 SMB1 HML1 RMW1 CMA1 YYYYmm \\\n", " 0 0.003761 0.010096 -0.002014 -0.004582 0.000641 201301 \n", " 1 -0.006667 0.012550 -0.007672 -0.001519 0.002452 201301 \n", " 2 -0.001212 0.002407 -0.003288 0.001126 -0.000336 201301 \n", " 3 0.003885 0.002622 0.004782 -0.003027 0.000300 201301 \n", " 4 -0.016251 -0.004473 0.000358 -0.000219 -0.008375 201301 \n", " ... ... ... ... ... ... ... \n", " 2645 -0.006374 0.002265 -0.003920 -0.000093 -0.003669 202303 \n", " 2646 0.000790 -0.005440 0.003884 0.000231 0.002473 202303 \n", " 2647 -0.002534 -0.005063 -0.004080 -0.000682 -0.001761 202303 \n", " 2648 0.005986 -0.012989 -0.000733 0.008088 -0.001436 202303 \n", " 2649 0.003611 0.009281 -0.002449 -0.005996 -0.001176 202303 \n", " \n", " indexclose stkdret indexdret \n", " 0 2285.3640 0.063063 0.003670 \n", " 1 2276.0700 -0.007557 -0.004075 \n", " 2 2275.3400 -0.025306 -0.000321 \n", " 3 2283.6580 0.076622 0.003649 \n", " 4 2242.9970 -0.001697 -0.017966 \n", " ... ... ... ... \n", " 2645 3251.3971 -0.020332 -0.004375 \n", " 2646 3245.3760 -0.014154 -0.001854 \n", " 2647 3240.0568 -0.002195 -0.001640 \n", " 2648 3261.2485 0.182322 0.006519 \n", " 2649 3272.8602 -0.067228 0.003554 \n", " \n", " [2650 rows x 15 columns],\n", " 300310: stkcode date stkclose trdsum dampltd rf \\\n", " 0 300310 2013-01-07 9.30 2.547278e+07 3.4973 0.000107 \n", " 1 300310 2013-01-08 9.77 7.241059e+07 8.9247 0.000107 \n", " 2 300310 2013-01-09 10.17 8.230897e+07 11.4637 0.000107 \n", " 3 300310 2013-01-10 10.66 9.337966e+07 8.3579 0.000107 \n", " 4 300310 2013-01-11 10.33 7.188888e+07 5.9099 0.000107 \n", " ... ... ... ... ... ... ... \n", " 2494 300310 2023-03-27 4.39 1.030364e+08 3.1963 0.000067 \n", " 2495 300310 2023-03-28 4.30 6.565968e+07 2.7335 0.000067 \n", " 2496 300310 2023-03-29 4.34 8.030984e+07 3.0233 0.000067 \n", " 2497 300310 2023-03-30 4.20 6.931405e+07 3.2258 0.000067 \n", " 2498 300310 2023-03-31 4.34 8.152167e+07 4.5238 0.000067 \n", " \n", " RiskPremium1 SMB1 HML1 RMW1 CMA1 YYYYmm \\\n", " 0 0.003761 0.010096 -0.002014 -0.004582 0.000641 201301 \n", " 1 -0.006667 0.012550 -0.007672 -0.001519 0.002452 201301 \n", " 2 -0.001212 0.002407 -0.003288 0.001126 -0.000336 201301 \n", " 3 0.003885 0.002622 0.004782 -0.003027 0.000300 201301 \n", " 4 -0.016251 -0.004473 0.000358 -0.000219 -0.008375 201301 \n", " ... ... ... ... ... ... ... \n", " 2494 -0.006374 0.002265 -0.003920 -0.000093 -0.003669 202303 \n", " 2495 0.000790 -0.005440 0.003884 0.000231 0.002473 202303 \n", " 2496 -0.002534 -0.005063 -0.004080 -0.000682 -0.001761 202303 \n", " 2497 0.005986 -0.012989 -0.000733 0.008088 -0.001436 202303 \n", " 2498 0.003611 0.009281 -0.002449 -0.005996 -0.001176 202303 \n", " \n", " indexclose stkdret indexdret \n", " 0 2285.3640 0.016261 0.003670 \n", " 1 2276.0700 0.049302 -0.004075 \n", " 2 2275.3400 0.040126 -0.000321 \n", " 3 2283.6580 0.047056 0.003649 \n", " 4 2242.9970 -0.031446 -0.017966 \n", " ... ... ... ... \n", " 2494 3251.3971 0.002281 -0.004375 \n", " 2495 3245.3760 -0.020714 -0.001854 \n", " 2496 3240.0568 0.009259 -0.001640 \n", " 2497 3261.2485 -0.032790 0.006519 \n", " 2498 3272.8602 0.032790 0.003554 \n", " \n", " [2499 rows x 15 columns],\n", " 300311: stkcode date stkclose trdsum dampltd rf \\\n", " 0 300311 2013-01-07 15.28 1.915051e+07 2.9236 0.000107 \n", " 1 300311 2013-01-08 15.45 3.167741e+07 4.5812 0.000107 \n", " 2 300311 2013-01-09 15.13 2.236484e+07 3.0421 0.000107 \n", " 3 300311 2013-01-10 15.14 1.460788e+07 2.3133 0.000107 \n", " 4 300311 2013-01-11 15.69 5.803877e+07 8.2563 0.000107 \n", " ... ... ... ... ... ... ... \n", " 2492 300311 2023-03-27 8.05 4.402649e+08 4.1457 0.000067 \n", " 2493 300311 2023-03-28 8.23 8.445371e+08 10.1863 0.000067 \n", " 2494 300311 2023-03-29 7.96 5.685753e+08 5.2248 0.000067 \n", " 2495 300311 2023-03-30 7.81 3.324612e+08 4.2714 0.000067 \n", " 2496 300311 2023-03-31 7.92 2.698193e+08 3.8412 0.000067 \n", " \n", " RiskPremium1 SMB1 HML1 RMW1 CMA1 YYYYmm \\\n", " 0 0.003761 0.010096 -0.002014 -0.004582 0.000641 201301 \n", " 1 -0.006667 0.012550 -0.007672 -0.001519 0.002452 201301 \n", " 2 -0.001212 0.002407 -0.003288 0.001126 -0.000336 201301 \n", " 3 0.003885 0.002622 0.004782 -0.003027 0.000300 201301 \n", " 4 -0.016251 -0.004473 0.000358 -0.000219 -0.008375 201301 \n", " ... ... ... ... ... ... ... \n", " 2492 -0.006374 0.002265 -0.003920 -0.000093 -0.003669 202303 \n", " 2493 0.000790 -0.005440 0.003884 0.000231 0.002473 202303 \n", " 2494 -0.002534 -0.005063 -0.004080 -0.000682 -0.001761 202303 \n", " 2495 0.005986 -0.012989 -0.000733 0.008088 -0.001436 202303 \n", " 2496 0.003611 0.009281 -0.002449 -0.005996 -0.001176 202303 \n", " \n", " indexclose stkdret indexdret \n", " 0 2285.3640 0.015167 0.003670 \n", " 1 2276.0700 0.011064 -0.004075 \n", " 2 2275.3400 -0.020929 -0.000321 \n", " 3 2283.6580 0.000661 0.003649 \n", " 4 2242.9970 0.035683 -0.017966 \n", " ... ... ... ... \n", " 2492 3251.3971 0.011243 -0.004375 \n", " 2493 3245.3760 0.022114 -0.001854 \n", " 2494 3240.0568 -0.033357 -0.001640 \n", " 2495 3261.2485 -0.019024 0.006519 \n", " 2496 3272.8602 0.013986 0.003554 \n", " \n", " [2497 rows x 15 columns],\n", " 300312: stkcode date stkclose trdsum dampltd rf \\\n", " 0 300312 2013-01-07 17.90 30767279.40 4.1810 0.000107 \n", " 1 300312 2013-01-08 18.14 52907581.60 5.6983 0.000107 \n", " 2 300312 2013-01-09 17.87 52444291.05 6.4498 0.000107 \n", " 3 300312 2013-01-10 17.76 29968715.23 4.4208 0.000107 \n", " 4 300312 2013-01-11 18.29 70329139.89 5.0113 0.000107 \n", " ... ... ... ... ... ... ... \n", " 1835 300312 2022-06-27 0.35 2866704.24 5.7143 0.000055 \n", " 1836 300312 2022-06-28 0.35 2320121.50 2.8571 0.000055 \n", " 1837 300312 2022-06-29 0.33 3429476.66 5.7143 0.000055 \n", " 1838 300312 2022-06-30 0.33 5226429.28 9.0909 0.000055 \n", " 1839 300312 2022-07-01 0.30 10876985.38 15.1515 0.000055 \n", " \n", " RiskPremium1 SMB1 HML1 RMW1 CMA1 YYYYmm \\\n", " 0 0.003761 0.010096 -0.002014 -0.004582 0.000641 201301 \n", " 1 -0.006667 0.012550 -0.007672 -0.001519 0.002452 201301 \n", " 2 -0.001212 0.002407 -0.003288 0.001126 -0.000336 201301 \n", " 3 0.003885 0.002622 0.004782 -0.003027 0.000300 201301 \n", " 4 -0.016251 -0.004473 0.000358 -0.000219 -0.008375 201301 \n", " ... ... ... ... ... ... ... \n", " 1835 0.008619 -0.001737 -0.005880 0.003050 0.000179 202206 \n", " 1836 0.008683 0.002908 -0.002756 -0.001768 0.004125 202206 \n", " 1837 -0.011007 -0.008222 0.009942 0.002752 -0.003304 202206 \n", " 1838 0.010109 -0.005205 -0.010219 0.001436 -0.003297 202206 \n", " 1839 -0.002602 0.002861 0.000206 0.002798 0.001232 202207 \n", " \n", " indexclose stkdret indexdret \n", " 0 2285.3640 0.024888 0.003670 \n", " 1 2276.0700 0.013319 -0.004075 \n", " 2 2275.3400 -0.014996 -0.000321 \n", " 3 2283.6580 -0.006175 0.003649 \n", " 4 2242.9970 0.029406 -0.017966 \n", " ... ... ... ... \n", " 1835 3379.1852 0.000000 0.008750 \n", " 1836 3409.2103 0.000000 0.008846 \n", " 1837 3361.5177 -0.058841 -0.014088 \n", " 1838 3398.6161 0.000000 0.010976 \n", " 1839 3387.6373 -0.095310 -0.003236 \n", " \n", " [1840 rows x 15 columns],\n", " 300315: stkcode date stkclose trdsum dampltd rf \\\n", " 0 300315 2013-02-06 27.67 2.425275e+05 0.0000 0.000107 \n", " 1 300315 2013-02-07 30.44 7.069294e+06 0.0000 0.000107 \n", " 2 300315 2013-02-08 33.48 2.078527e+08 3.6794 0.000107 \n", " 3 300315 2013-02-18 33.20 1.155181e+08 3.8829 0.000106 \n", " 4 300315 2013-02-19 33.58 9.151941e+07 5.2711 0.000106 \n", " ... ... ... ... ... ... ... \n", " 2261 300315 2023-03-27 4.22 4.425687e+08 4.2755 0.000067 \n", " 2262 300315 2023-03-28 4.19 3.440830e+08 4.0284 0.000067 \n", " 2263 300315 2023-03-29 4.17 3.124563e+08 2.3866 0.000067 \n", " 2264 300315 2023-03-30 4.10 3.002037e+08 3.1175 0.000067 \n", " 2265 300315 2023-03-31 4.32 4.774464e+08 6.8293 0.000067 \n", " \n", " RiskPremium1 SMB1 HML1 RMW1 CMA1 YYYYmm \\\n", " 0 0.000628 0.004607 -0.002198 -0.003860 0.001619 201302 \n", " 1 -0.008720 0.003589 -0.005819 -0.001831 0.008038 201302 \n", " 2 0.005547 0.003755 -0.001721 0.003199 0.000454 201302 \n", " 3 -0.005368 0.014338 0.003640 -0.004135 0.001124 201302 \n", " 4 -0.015035 0.000480 -0.000049 -0.006652 0.001720 201302 \n", " ... ... ... ... ... ... ... \n", " 2261 -0.006374 0.002265 -0.003920 -0.000093 -0.003669 202303 \n", " 2262 0.000790 -0.005440 0.003884 0.000231 0.002473 202303 \n", " 2263 -0.002534 -0.005063 -0.004080 -0.000682 -0.001761 202303 \n", " 2264 0.005986 -0.012989 -0.000733 0.008088 -0.001436 202303 \n", " 2265 0.003611 0.009281 -0.002449 -0.005996 -0.001176 202303 \n", " \n", " indexclose stkdret indexdret \n", " 0 2434.4770 0.095491 0.000553 \n", " 1 2418.5300 0.095409 -0.006572 \n", " 2 2432.4020 0.095191 0.005719 \n", " 3 2421.5580 -0.008398 -0.004468 \n", " 4 2382.9140 0.011381 -0.016087 \n", " ... ... ... ... \n", " 2261 3251.3971 0.002372 -0.004375 \n", " 2262 3245.3760 -0.007134 -0.001854 \n", " 2263 3240.0568 -0.004785 -0.001640 \n", " 2264 3261.2485 -0.016929 0.006519 \n", " 2265 3272.8602 0.052268 0.003554 \n", " \n", " [2266 rows x 15 columns],\n", " 300324: stkcode date stkclose trdsum dampltd rf \\\n", " 0 300324 2013-01-07 35.66 5.355096e+07 8.1826 0.000107 \n", " 1 300324 2013-01-08 35.42 4.084699e+07 4.2905 0.000107 \n", " 2 300324 2013-01-09 33.97 3.367304e+07 4.4325 0.000107 \n", " 3 300324 2013-01-10 35.02 3.618594e+07 5.5637 0.000107 \n", " 4 300324 2013-01-11 36.40 6.959533e+07 7.2816 0.000107 \n", " ... ... ... ... ... ... ... \n", " 2277 300324 2023-03-27 3.45 1.869549e+08 3.4884 0.000067 \n", " 2278 300324 2023-03-28 3.36 1.430807e+08 2.6087 0.000067 \n", " 2279 300324 2023-03-29 3.36 1.404552e+08 2.9762 0.000067 \n", " 2280 300324 2023-03-30 3.29 1.156870e+08 2.9762 0.000067 \n", " 2281 300324 2023-03-31 3.37 1.438218e+08 4.8632 0.000067 \n", " \n", " RiskPremium1 SMB1 HML1 RMW1 CMA1 YYYYmm \\\n", " 0 0.003761 0.010096 -0.002014 -0.004582 0.000641 201301 \n", " 1 -0.006667 0.012550 -0.007672 -0.001519 0.002452 201301 \n", " 2 -0.001212 0.002407 -0.003288 0.001126 -0.000336 201301 \n", " 3 0.003885 0.002622 0.004782 -0.003027 0.000300 201301 \n", " 4 -0.016251 -0.004473 0.000358 -0.000219 -0.008375 201301 \n", " ... ... ... ... ... ... ... \n", " 2277 -0.006374 0.002265 -0.003920 -0.000093 -0.003669 202303 \n", " 2278 0.000790 -0.005440 0.003884 0.000231 0.002473 202303 \n", " 2279 -0.002534 -0.005063 -0.004080 -0.000682 -0.001761 202303 \n", " 2280 0.005986 -0.012989 -0.000733 0.008088 -0.001436 202303 \n", " 2281 0.003611 0.009281 -0.002449 -0.005996 -0.001176 202303 \n", " \n", " indexclose stkdret indexdret \n", " 0 2285.3640 0.055642 0.003670 \n", " 1 2276.0700 -0.006753 -0.004075 \n", " 2 2275.3400 -0.041799 -0.000321 \n", " 3 2283.6580 0.030442 0.003649 \n", " 4 2242.9970 0.038649 -0.017966 \n", " ... ... ... ... \n", " 2277 3251.3971 0.002903 -0.004375 \n", " 2278 3245.3760 -0.026433 -0.001854 \n", " 2279 3240.0568 0.000000 -0.001640 \n", " 2280 3261.2485 -0.021053 0.006519 \n", " 2281 3272.8602 0.024025 0.003554 \n", " \n", " [2282 rows x 15 columns],\n", " 300330: stkcode date stkclose trdsum dampltd rf \\\n", " 0 300330 2013-01-07 14.25 24103133.82 3.2810 0.000107 \n", " 1 300330 2013-01-08 14.11 28381323.67 3.0877 0.000107 \n", " 2 300330 2013-01-09 13.76 24802555.23 4.6775 0.000107 \n", " 3 300330 2013-01-10 13.79 19202334.96 2.1076 0.000107 \n", " 4 300330 2013-01-11 13.96 42068649.39 3.8434 0.000107 \n", " ... ... ... ... ... ... ... \n", " 2405 300330 2022-07-29 9.39 27361940.00 2.5614 0.000051 \n", " 2406 300330 2022-08-01 9.39 26893827.00 2.3429 0.000050 \n", " 2407 300330 2022-08-02 8.96 29821153.00 6.1768 0.000049 \n", " 2408 300330 2022-08-03 9.04 30188837.65 4.4643 0.000048 \n", " 2409 300330 2022-08-04 9.47 47239002.36 5.5310 0.000047 \n", " \n", " RiskPremium1 SMB1 HML1 RMW1 CMA1 YYYYmm \\\n", " 0 0.003761 0.010096 -0.002014 -0.004582 0.000641 201301 \n", " 1 -0.006667 0.012550 -0.007672 -0.001519 0.002452 201301 \n", " 2 -0.001212 0.002407 -0.003288 0.001126 -0.000336 201301 \n", " 3 0.003885 0.002622 0.004782 -0.003027 0.000300 201301 \n", " 4 -0.016251 -0.004473 0.000358 -0.000219 -0.008375 201301 \n", " ... ... ... ... ... ... ... \n", " 2405 -0.008687 0.006223 0.002262 -0.000595 0.000949 202207 \n", " 2406 0.001369 -0.000292 -0.005239 0.000096 -0.003847 202208 \n", " 2407 -0.021983 -0.020929 -0.001080 0.000652 0.001227 202208 \n", " 2408 -0.008300 0.000561 -0.003961 -0.001973 -0.000202 202208 \n", " 2409 0.008242 0.008026 -0.000986 -0.003941 0.000403 202208 \n", " \n", " indexclose stkdret indexdret \n", " 0 2285.3640 0.016272 0.003670 \n", " 1 2276.0700 -0.009873 -0.004075 \n", " 2 2275.3400 -0.025118 -0.000321 \n", " 3 2283.6580 0.002178 0.003649 \n", " 4 2242.9970 0.012252 -0.017966 \n", " ... ... ... ... \n", " 2405 3253.2382 0.002132 -0.008978 \n", " 2406 3259.9585 0.000000 0.002064 \n", " 2407 3186.2664 -0.046875 -0.022865 \n", " 2408 3163.6741 0.008889 -0.007116 \n", " 2409 3189.0391 0.046470 0.007986 \n", " \n", " [2410 rows x 15 columns],\n", " 300333: stkcode date stkclose trdsum dampltd rf \\\n", " 0 300333 2013-01-07 19.92 5.770212e+07 3.6866 0.000107 \n", " 1 300333 2013-01-08 20.03 7.911023e+07 3.7149 0.000107 \n", " 2 300333 2013-01-09 19.13 7.155541e+07 5.1423 0.000107 \n", " 3 300333 2013-01-10 18.81 5.899602e+07 4.6524 0.000107 \n", " 4 300333 2013-01-11 19.68 1.235574e+08 6.3796 0.000107 \n", " ... ... ... ... ... ... ... \n", " 2610 300333 2023-03-27 7.22 9.578119e+07 3.7190 0.000067 \n", " 2611 300333 2023-03-28 7.09 5.520051e+07 2.4931 0.000067 \n", " 2612 300333 2023-03-29 7.12 6.242658e+07 3.1030 0.000067 \n", " 2613 300333 2023-03-30 7.05 5.599630e+07 3.0899 0.000067 \n", " 2614 300333 2023-03-31 7.19 7.434370e+07 4.2553 0.000067 \n", " \n", " RiskPremium1 SMB1 HML1 RMW1 CMA1 YYYYmm \\\n", " 0 0.003761 0.010096 -0.002014 -0.004582 0.000641 201301 \n", " 1 -0.006667 0.012550 -0.007672 -0.001519 0.002452 201301 \n", " 2 -0.001212 0.002407 -0.003288 0.001126 -0.000336 201301 \n", " 3 0.003885 0.002622 0.004782 -0.003027 0.000300 201301 \n", " 4 -0.016251 -0.004473 0.000358 -0.000219 -0.008375 201301 \n", " ... ... ... ... ... ... ... \n", " 2610 -0.006374 0.002265 -0.003920 -0.000093 -0.003669 202303 \n", " 2611 0.000790 -0.005440 0.003884 0.000231 0.002473 202303 \n", " 2612 -0.002534 -0.005063 -0.004080 -0.000682 -0.001761 202303 \n", " 2613 0.005986 -0.012989 -0.000733 0.008088 -0.001436 202303 \n", " 2614 0.003611 0.009281 -0.002449 -0.005996 -0.001176 202303 \n", " \n", " indexclose stkdret indexdret \n", " 0 2285.3640 0.019773 0.003670 \n", " 1 2276.0700 0.005507 -0.004075 \n", " 2 2275.3400 -0.045973 -0.000321 \n", " 3 2283.6580 -0.016869 0.003649 \n", " 4 2242.9970 0.045214 -0.017966 \n", " ... ... ... ... \n", " 2610 3251.3971 -0.005525 -0.004375 \n", " 2611 3245.3760 -0.018170 -0.001854 \n", " 2612 3240.0568 0.004222 -0.001640 \n", " 2613 3261.2485 -0.009880 0.006519 \n", " 2614 3272.8602 0.019664 0.003554 \n", " \n", " [2615 rows x 15 columns],\n", " 300339: stkcode date stkclose trdsum dampltd rf \\\n", " 0 300339 2013-01-07 28.07 2.708387e+07 2.8653 0.000107 \n", " 1 300339 2013-01-08 28.69 3.958185e+07 7.0538 0.000107 \n", " 2 300339 2013-01-09 27.45 3.494349e+07 5.1934 0.000107 \n", " 3 300339 2013-01-10 27.48 1.739681e+07 3.0601 0.000107 \n", " 4 300339 2013-01-11 30.23 4.213125e+07 0.0000 0.000107 \n", " ... ... ... ... ... ... ... \n", " 2445 300339 2023-03-27 27.34 4.517960e+09 7.4717 0.000067 \n", " 2446 300339 2023-03-28 26.35 3.154005e+09 6.5838 0.000067 \n", " 2447 300339 2023-03-29 25.56 2.415518e+09 4.7438 0.000067 \n", " 2448 300339 2023-03-30 25.12 1.347498e+09 3.4429 0.000067 \n", " 2449 300339 2023-03-31 26.05 1.575980e+09 4.8169 0.000067 \n", " \n", " RiskPremium1 SMB1 HML1 RMW1 CMA1 YYYYmm \\\n", " 0 0.003761 0.010096 -0.002014 -0.004582 0.000641 201301 \n", " 1 -0.006667 0.012550 -0.007672 -0.001519 0.002452 201301 \n", " 2 -0.001212 0.002407 -0.003288 0.001126 -0.000336 201301 \n", " 3 0.003885 0.002622 0.004782 -0.003027 0.000300 201301 \n", " 4 -0.016251 -0.004473 0.000358 -0.000219 -0.008375 201301 \n", " ... ... ... ... ... ... ... \n", " 2445 -0.006374 0.002265 -0.003920 -0.000093 -0.003669 202303 \n", " 2446 0.000790 -0.005440 0.003884 0.000231 0.002473 202303 \n", " 2447 -0.002534 -0.005063 -0.004080 -0.000682 -0.001761 202303 \n", " 2448 0.005986 -0.012989 -0.000733 0.008088 -0.001436 202303 \n", " 2449 0.003611 0.009281 -0.002449 -0.005996 -0.001176 202303 \n", " \n", " indexclose stkdret indexdret \n", " 0 2285.3640 0.005358 0.003670 \n", " 1 2276.0700 0.021847 -0.004075 \n", " 2 2275.3400 -0.044182 -0.000321 \n", " 3 2283.6580 0.001092 0.003649 \n", " 4 2242.9970 0.095376 -0.017966 \n", " ... ... ... ... \n", " 2445 3251.3971 0.031206 -0.004375 \n", " 2446 3245.3760 -0.036883 -0.001854 \n", " 2447 3240.0568 -0.030440 -0.001640 \n", " 2448 3261.2485 -0.017364 0.006519 \n", " 2449 3272.8602 0.036353 0.003554 \n", " \n", " [2450 rows x 15 columns],\n", " 300348: stkcode date stkclose trdsum dampltd rf \\\n", " 0 300348 2013-01-07 32.58 1.328725e+08 6.0690 0.000107 \n", " 1 300348 2013-01-08 32.52 1.543223e+08 10.1289 0.000107 \n", " 2 300348 2013-01-09 31.00 1.190572e+08 4.4280 0.000107 \n", " 3 300348 2013-01-10 31.12 7.834729e+07 3.6129 0.000107 \n", " 4 300348 2013-01-11 31.70 1.477559e+08 7.8728 0.000107 \n", " ... ... ... ... ... ... ... \n", " 2397 300348 2023-03-27 13.40 8.186350e+08 6.7849 0.000067 \n", " 2398 300348 2023-03-28 12.95 4.570710e+08 3.4328 0.000067 \n", " 2399 300348 2023-03-29 12.86 4.472512e+08 2.4710 0.000067 \n", " 2400 300348 2023-03-30 12.70 3.209319e+08 3.1104 0.000067 \n", " 2401 300348 2023-03-31 13.17 4.361929e+08 6.2205 0.000067 \n", " \n", " RiskPremium1 SMB1 HML1 RMW1 CMA1 YYYYmm \\\n", " 0 0.003761 0.010096 -0.002014 -0.004582 0.000641 201301 \n", " 1 -0.006667 0.012550 -0.007672 -0.001519 0.002452 201301 \n", " 2 -0.001212 0.002407 -0.003288 0.001126 -0.000336 201301 \n", " 3 0.003885 0.002622 0.004782 -0.003027 0.000300 201301 \n", " 4 -0.016251 -0.004473 0.000358 -0.000219 -0.008375 201301 \n", " ... ... ... ... ... ... ... \n", " 2397 -0.006374 0.002265 -0.003920 -0.000093 -0.003669 202303 \n", " 2398 0.000790 -0.005440 0.003884 0.000231 0.002473 202303 \n", " 2399 -0.002534 -0.005063 -0.004080 -0.000682 -0.001761 202303 \n", " 2400 0.005986 -0.012989 -0.000733 0.008088 -0.001436 202303 \n", " 2401 0.003611 0.009281 -0.002449 -0.005996 -0.001176 202303 \n", " \n", " indexclose stkdret indexdret \n", " 0 2285.3640 0.003690 0.003670 \n", " 1 2276.0700 -0.001843 -0.004075 \n", " 2 2275.3400 -0.047868 -0.000321 \n", " 3 2283.6580 0.003863 0.003649 \n", " 4 2242.9970 0.018466 -0.017966 \n", " ... ... ... ... \n", " 2397 3251.3971 0.032616 -0.004375 \n", " 2398 3245.3760 -0.034159 -0.001854 \n", " 2399 3240.0568 -0.006974 -0.001640 \n", " 2400 3261.2485 -0.012520 0.006519 \n", " 2401 3272.8602 0.036340 0.003554 \n", " \n", " [2402 rows x 15 columns],\n", " 300349: stkcode date stkclose trdsum dampltd rf \\\n", " 0 300349 2018-07-03 19.16 47855156.83 4.9973 0.000109 \n", " 1 300349 2018-07-04 19.00 37001977.10 2.6096 0.000107 \n", " 2 300349 2018-07-05 18.13 29247882.92 5.0526 0.000105 \n", " 3 300349 2018-07-06 18.30 33955088.34 3.8058 0.000102 \n", " 4 300349 2018-07-09 19.02 44210019.54 3.7158 0.000101 \n", " ... ... ... ... ... ... ... \n", " 1237 300349 2023-03-27 12.54 76836392.24 3.6519 0.000067 \n", " 1238 300349 2023-03-28 12.27 37964863.54 2.4721 0.000067 \n", " 1239 300349 2023-03-29 12.44 40765594.95 3.3415 0.000067 \n", " 1240 300349 2023-03-30 12.08 46691286.80 4.2605 0.000067 \n", " 1241 300349 2023-03-31 12.18 27884603.38 1.6556 0.000067 \n", " \n", " RiskPremium1 SMB1 HML1 RMW1 CMA1 YYYYmm \\\n", " 0 0.004276 0.012327 0.002508 -0.005535 0.001363 201807 \n", " 1 -0.007164 -0.009074 0.003477 0.000163 0.003963 201807 \n", " 2 -0.004707 -0.021352 0.004682 0.002555 0.003773 201807 \n", " 3 0.005524 -0.001820 -0.001224 0.000225 -0.001017 201807 \n", " 4 0.028405 -0.006808 0.002783 0.005306 -0.002450 201807 \n", " ... ... ... ... ... ... ... \n", " 1237 -0.006374 0.002265 -0.003920 -0.000093 -0.003669 202303 \n", " 1238 0.000790 -0.005440 0.003884 0.000231 0.002473 202303 \n", " 1239 -0.002534 -0.005063 -0.004080 -0.000682 -0.001761 202303 \n", " 1240 0.005986 -0.012989 -0.000733 0.008088 -0.001436 202303 \n", " 1241 0.003611 0.009281 -0.002449 -0.005996 -0.001176 202303 \n", " \n", " indexclose stkdret indexdret \n", " 0 2786.8878 0.018436 0.004074 \n", " 1 2759.1260 -0.008386 -0.010012 \n", " 2 2733.8819 -0.046871 -0.009191 \n", " 3 2747.2285 0.009333 0.004870 \n", " 4 2815.1095 0.038590 0.024409 \n", " ... ... ... ... \n", " 1237 3251.3971 -0.025975 -0.004375 \n", " 1238 3245.3760 -0.021766 -0.001854 \n", " 1239 3240.0568 0.013760 -0.001640 \n", " 1240 3261.2485 -0.029366 0.006519 \n", " 1241 3272.8602 0.008244 0.003554 \n", " \n", " [1242 rows x 15 columns],\n", " 300352: stkcode date stkclose trdsum dampltd rf \\\n", " 0 300352 2013-01-07 34.98 9.738868e+07 11.8553 0.000107 \n", " 1 300352 2013-01-08 34.26 8.598522e+07 3.9165 0.000107 \n", " 2 300352 2013-01-09 34.30 5.688089e+07 6.8593 0.000107 \n", " 3 300352 2013-01-10 34.04 3.257606e+07 4.0233 0.000107 \n", " 4 300352 2013-01-11 35.35 8.398017e+07 4.7885 0.000107 \n", " ... ... ... ... ... ... ... \n", " 2440 300352 2023-03-27 5.78 6.254913e+08 3.8801 0.000067 \n", " 2441 300352 2023-03-28 5.66 5.637242e+08 5.0173 0.000067 \n", " 2442 300352 2023-03-29 5.68 4.660599e+08 5.8304 0.000067 \n", " 2443 300352 2023-03-30 5.41 4.071872e+08 4.9296 0.000067 \n", " 2444 300352 2023-03-31 5.57 3.125008e+08 5.1756 0.000067 \n", " \n", " RiskPremium1 SMB1 HML1 RMW1 CMA1 YYYYmm \\\n", " 0 0.003761 0.010096 -0.002014 -0.004582 0.000641 201301 \n", " 1 -0.006667 0.012550 -0.007672 -0.001519 0.002452 201301 \n", " 2 -0.001212 0.002407 -0.003288 0.001126 -0.000336 201301 \n", " 3 0.003885 0.002622 0.004782 -0.003027 0.000300 201301 \n", " 4 -0.016251 -0.004473 0.000358 -0.000219 -0.008375 201301 \n", " ... ... ... ... ... ... ... \n", " 2440 -0.006374 0.002265 -0.003920 -0.000093 -0.003669 202303 \n", " 2441 0.000790 -0.005440 0.003884 0.000231 0.002473 202303 \n", " 2442 -0.002534 -0.005063 -0.004080 -0.000682 -0.001761 202303 \n", " 2443 0.005986 -0.012989 -0.000733 0.008088 -0.001436 202303 \n", " 2444 0.003611 0.009281 -0.002449 -0.005996 -0.001176 202303 \n", " \n", " indexclose stkdret indexdret \n", " 0 2285.3640 0.095310 0.003670 \n", " 1 2276.0700 -0.020798 -0.004075 \n", " 2 2275.3400 0.001167 -0.000321 \n", " 3 2283.6580 -0.007609 0.003649 \n", " 4 2242.9970 0.037762 -0.017966 \n", " ... ... ... ... \n", " 2440 3251.3971 0.019215 -0.004375 \n", " 2441 3245.3760 -0.020980 -0.001854 \n", " 2442 3240.0568 0.003527 -0.001640 \n", " 2443 3261.2485 -0.048702 0.006519 \n", " 2444 3272.8602 0.029146 0.003554 \n", " \n", " [2445 rows x 15 columns],\n", " 300359: stkcode date stkclose trdsum dampltd rf \\\n", " 0 300359 2014-01-23 48.75 3.379354e+08 6.9142 0.000153 \n", " 1 300359 2014-01-24 53.63 1.713448e+08 7.2410 0.000153 \n", " 2 300359 2014-01-27 54.44 3.416279e+08 10.7403 0.000153 \n", " 3 300359 2014-01-28 57.50 2.858350e+08 9.4783 0.000153 \n", " 4 300359 2014-01-29 53.75 2.612705e+08 6.8522 0.000153 \n", " ... ... ... ... ... ... ... \n", " 2061 300359 2023-03-27 7.34 1.532094e+08 2.8340 0.000067 \n", " 2062 300359 2023-03-28 7.18 1.243494e+08 2.7248 0.000067 \n", " 2063 300359 2023-03-29 7.14 1.033663e+08 2.6462 0.000067 \n", " 2064 300359 2023-03-30 7.01 1.214975e+08 2.8011 0.000067 \n", " 2065 300359 2023-03-31 7.36 2.099092e+08 5.8488 0.000067 \n", " \n", " RiskPremium1 SMB1 HML1 RMW1 CMA1 YYYYmm \\\n", " 0 -0.006178 0.006650 -0.003409 -0.002933 0.003065 201401 \n", " 1 0.004840 0.008616 -0.002447 0.000514 0.002356 201401 \n", " 2 -0.010680 0.007270 0.000769 -0.000984 0.000858 201401 \n", " 3 0.002975 -0.001497 0.004196 0.001061 -0.001204 201401 \n", " 4 0.005586 0.002377 0.002465 -0.003735 0.001197 201401 \n", " ... ... ... ... ... ... ... \n", " 2061 -0.006374 0.002265 -0.003920 -0.000093 -0.003669 202303 \n", " 2062 0.000790 -0.005440 0.003884 0.000231 0.002473 202303 \n", " 2063 -0.002534 -0.005063 -0.004080 -0.000682 -0.001761 202303 \n", " 2064 0.005986 -0.012989 -0.000733 0.008088 -0.001436 202303 \n", " 2065 0.003611 0.009281 -0.002449 -0.005996 -0.001176 202303 \n", " \n", " indexclose stkdret indexdret \n", " 0 2042.1800 0.000205 -0.004675 \n", " 1 2054.3920 0.095403 0.005962 \n", " 2 2033.3000 0.014991 -0.010320 \n", " 3 2038.5130 0.054686 0.002561 \n", " 4 2049.9140 -0.067441 0.005577 \n", " ... ... ... ... \n", " 2061 3251.3971 -0.009492 -0.004375 \n", " 2062 3245.3760 -0.022039 -0.001854 \n", " 2063 3240.0568 -0.005587 -0.001640 \n", " 2064 3261.2485 -0.018375 0.006519 \n", " 2065 3272.8602 0.048722 0.003554 \n", " \n", " [2066 rows x 15 columns],\n", " 300365: stkcode date stkclose trdsum dampltd rf \\\n", " 0 300365 2014-01-27 58.88 2.738763e+08 7.7866 0.000153 \n", " 1 300365 2014-01-28 57.30 1.658819e+08 8.3899 0.000153 \n", " 2 300365 2014-01-29 56.09 1.071697e+08 2.4258 0.000153 \n", " 3 300365 2014-01-30 52.90 1.132476e+08 6.3291 0.000153 \n", " 4 300365 2014-02-07 54.76 7.153026e+07 5.8790 0.000153 \n", " ... ... ... ... ... ... ... \n", " 2166 300365 2023-03-27 8.76 1.932874e+08 4.0840 0.000067 \n", " 2167 300365 2023-03-28 8.49 1.279830e+08 3.1963 0.000067 \n", " 2168 300365 2023-03-29 8.50 7.856029e+07 2.0024 0.000067 \n", " 2169 300365 2023-03-30 8.40 1.345171e+08 4.5882 0.000067 \n", " 2170 300365 2023-03-31 8.62 1.217015e+08 5.2381 0.000067 \n", " \n", " RiskPremium1 SMB1 HML1 RMW1 CMA1 YYYYmm \\\n", " 0 -0.010680 0.007270 0.000769 -0.000984 0.000858 201401 \n", " 1 0.002975 -0.001497 0.004196 0.001061 -0.001204 201401 \n", " 2 0.005586 0.002377 0.002465 -0.003735 0.001197 201401 \n", " 3 -0.008177 0.004555 0.000768 -0.002039 0.001219 201401 \n", " 4 0.003443 0.009808 -0.003071 -0.006884 0.003933 201402 \n", " ... ... ... ... ... ... ... \n", " 2166 -0.006374 0.002265 -0.003920 -0.000093 -0.003669 202303 \n", " 2167 0.000790 -0.005440 0.003884 0.000231 0.002473 202303 \n", " 2168 -0.002534 -0.005063 -0.004080 -0.000682 -0.001761 202303 \n", " 2169 0.005986 -0.012989 -0.000733 0.008088 -0.001436 202303 \n", " 2170 0.003611 0.009281 -0.002449 -0.005996 -0.001176 202303 \n", " \n", " indexclose stkdret indexdret \n", " 0 2033.3000 -0.102571 -0.010320 \n", " 1 2038.5130 -0.027201 0.002561 \n", " 2 2049.9140 -0.021343 0.005577 \n", " 3 2033.0830 -0.058554 -0.008244 \n", " 4 2044.4970 0.034557 0.005598 \n", " ... ... ... ... \n", " 2166 3251.3971 0.021928 -0.004375 \n", " 2167 3245.3760 -0.031307 -0.001854 \n", " 2168 3240.0568 0.001177 -0.001640 \n", " 2169 3261.2485 -0.011834 0.006519 \n", " 2170 3272.8602 0.025853 0.003554 \n", " \n", " [2171 rows x 15 columns],\n", " 300366: stkcode date stkclose trdsum dampltd rf \\\n", " 0 300366 2014-01-29 31.56 2.674132e+07 0.0000 0.000153 \n", " 1 300366 2014-01-30 33.90 2.229942e+08 17.1103 0.000153 \n", " 2 300366 2014-02-11 37.29 3.122187e+07 0.0000 0.000153 \n", " 3 300366 2014-02-12 41.02 2.297255e+08 6.7578 0.000153 \n", " 4 300366 2014-02-13 44.99 3.159399e+08 9.9707 0.000154 \n", " ... ... ... ... ... ... ... \n", " 2040 300366 2023-03-27 13.50 1.100333e+09 3.9544 0.000067 \n", " 2041 300366 2023-03-28 13.00 6.622413e+08 4.4444 0.000067 \n", " 2042 300366 2023-03-29 12.48 5.445129e+08 4.8462 0.000067 \n", " 2043 300366 2023-03-30 12.23 3.904727e+08 4.1667 0.000067 \n", " 2044 300366 2023-03-31 12.37 4.110457e+08 2.9436 0.000067 \n", " \n", " RiskPremium1 SMB1 HML1 RMW1 CMA1 YYYYmm \\\n", " 0 0.005586 0.002377 0.002465 -0.003735 0.001197 201401 \n", " 1 -0.008177 0.004555 0.000768 -0.002039 0.001219 201401 \n", " 2 0.009826 -0.003386 -0.000135 0.000008 0.002970 201402 \n", " 3 0.001902 0.010043 -0.002638 -0.002568 0.004625 201402 \n", " 4 -0.003410 -0.005504 0.002523 0.003192 0.002497 201402 \n", " ... ... ... ... ... ... ... \n", " 2040 -0.006374 0.002265 -0.003920 -0.000093 -0.003669 202303 \n", " 2041 0.000790 -0.005440 0.003884 0.000231 0.002473 202303 \n", " 2042 -0.002534 -0.005063 -0.004080 -0.000682 -0.001761 202303 \n", " 2043 0.005986 -0.012989 -0.000733 0.008088 -0.001436 202303 \n", " 2044 0.003611 0.009281 -0.002449 -0.005996 -0.001176 202303 \n", " \n", " indexclose stkdret indexdret \n", " 0 2049.9140 0.095342 0.005577 \n", " 1 2033.0830 0.071525 -0.008244 \n", " 2 2103.6710 0.095310 0.034131 \n", " 3 2109.9550 0.095335 0.002983 \n", " 4 2098.4010 0.092380 -0.005491 \n", " ... ... ... ... \n", " 2040 3251.3971 0.026268 -0.004375 \n", " 2041 3245.3760 -0.037740 -0.001854 \n", " 2042 3240.0568 -0.040822 -0.001640 \n", " 2043 3261.2485 -0.020235 0.006519 \n", " 2044 3272.8602 0.011382 0.003554 \n", " \n", " [2045 rows x 15 columns],\n", " 300369: stkcode date stkclose trdsum dampltd rf \\\n", " 0 300369 2014-02-07 71.43 3.794457e+08 8.3616 0.000153 \n", " 1 300369 2014-02-10 78.57 1.031300e+08 0.0980 0.000154 \n", " 2 300369 2014-02-12 86.43 2.449876e+07 0.0000 0.000153 \n", " 3 300369 2014-02-13 93.89 8.244434e+08 5.7387 0.000154 \n", " 4 300369 2014-02-18 97.60 6.489796e+08 7.1147 0.000153 \n", " ... ... ... ... ... ... ... \n", " 2130 300369 2023-03-27 14.36 5.934476e+08 6.2319 0.000067 \n", " 2131 300369 2023-03-28 14.48 6.934030e+08 7.6602 0.000067 \n", " 2132 300369 2023-03-29 13.87 5.065348e+08 5.3177 0.000067 \n", " 2133 300369 2023-03-30 13.92 3.961523e+08 4.1096 0.000067 \n", " 2134 300369 2023-03-31 13.90 4.162937e+08 4.6695 0.000067 \n", " \n", " RiskPremium1 SMB1 HML1 RMW1 CMA1 YYYYmm \\\n", " 0 0.003443 0.009808 -0.003071 -0.006884 0.003933 201402 \n", " 1 0.018259 0.007916 -0.005285 -0.004176 0.003236 201402 \n", " 2 0.001902 0.010043 -0.002638 -0.002568 0.004625 201402 \n", " 3 -0.003410 -0.005504 0.002523 0.003192 0.002497 201402 \n", " 4 -0.009050 0.008418 0.002045 -0.005512 0.001225 201402 \n", " ... ... ... ... ... ... ... \n", " 2130 -0.006374 0.002265 -0.003920 -0.000093 -0.003669 202303 \n", " 2131 0.000790 -0.005440 0.003884 0.000231 0.002473 202303 \n", " 2132 -0.002534 -0.005063 -0.004080 -0.000682 -0.001761 202303 \n", " 2133 0.005986 -0.012989 -0.000733 0.008088 -0.001436 202303 \n", " 2134 0.003611 0.009281 -0.002449 -0.005996 -0.001176 202303 \n", " \n", " indexclose stkdret indexdret \n", " 0 2044.4970 0.095254 0.005598 \n", " 1 2086.0670 0.095272 0.020129 \n", " 2 2109.9550 0.095345 0.011386 \n", " 3 2098.4010 0.082789 -0.005491 \n", " 4 2119.0660 0.038754 0.009800 \n", " ... ... ... ... \n", " 2130 3251.3971 0.039778 -0.004375 \n", " 2131 3245.3760 0.008322 -0.001854 \n", " 2132 3240.0568 -0.043040 -0.001640 \n", " 2133 3261.2485 0.003598 0.006519 \n", " 2134 3272.8602 -0.001438 0.003554 \n", " \n", " [2135 rows x 15 columns],\n", " 300377: stkcode date stkclose trdsum dampltd rf \\\n", " 0 300377 2014-01-29 36.95 1.668706e+08 2.6323 0.000153 \n", " 1 300377 2014-01-30 37.26 2.382117e+08 10.8796 0.000153 \n", " 2 300377 2014-02-07 38.30 1.812589e+08 8.5615 0.000153 \n", " 3 300377 2014-02-10 41.56 2.676146e+08 11.3055 0.000154 \n", " 4 300377 2014-02-11 41.14 2.199238e+08 7.4591 0.000153 \n", " ... ... ... ... ... ... ... \n", " 2180 300377 2023-03-27 10.38 3.339376e+08 3.6204 0.000067 \n", " 2181 300377 2023-03-28 10.09 2.344087e+08 2.5048 0.000067 \n", " 2182 300377 2023-03-29 10.10 2.081304e+08 3.3697 0.000067 \n", " 2183 300377 2023-03-30 9.94 1.611340e+08 3.2673 0.000067 \n", " 2184 300377 2023-03-31 10.21 1.912360e+08 4.6278 0.000067 \n", " \n", " RiskPremium1 SMB1 HML1 RMW1 CMA1 YYYYmm \\\n", " 0 0.005586 0.002377 0.002465 -0.003735 0.001197 201401 \n", " 1 -0.008177 0.004555 0.000768 -0.002039 0.001219 201401 \n", " 2 0.003443 0.009808 -0.003071 -0.006884 0.003933 201402 \n", " 3 0.018259 0.007916 -0.005285 -0.004176 0.003236 201402 \n", " 4 0.009826 -0.003386 -0.000135 0.000008 0.002970 201402 \n", " ... ... ... ... ... ... ... \n", " 2180 -0.006374 0.002265 -0.003920 -0.000093 -0.003669 202303 \n", " 2181 0.000790 -0.005440 0.003884 0.000231 0.002473 202303 \n", " 2182 -0.002534 -0.005063 -0.004080 -0.000682 -0.001761 202303 \n", " 2183 0.005986 -0.012989 -0.000733 0.008088 -0.001436 202303 \n", " 2184 0.003611 0.009281 -0.002449 -0.005996 -0.001176 202303 \n", " \n", " indexclose stkdret indexdret \n", " 0 2049.9140 0.077632 0.005577 \n", " 1 2033.0830 0.008355 -0.008244 \n", " 2 2044.4970 0.027530 0.005598 \n", " 3 2086.0670 0.081688 0.020129 \n", " 4 2103.6710 -0.010157 0.008403 \n", " ... ... ... ... \n", " 2180 3251.3971 0.015534 -0.004375 \n", " 2181 3245.3760 -0.028336 -0.001854 \n", " 2182 3240.0568 0.000991 -0.001640 \n", " 2183 3261.2485 -0.015968 0.006519 \n", " 2184 3272.8602 0.026801 0.003554 \n", " \n", " [2185 rows x 15 columns],\n", " 300378: stkcode date stkclose trdsum dampltd rf \\\n", " 0 300378 2014-01-29 34.09 6.637312e+08 6.6869 0.000153 \n", " 1 300378 2014-01-30 31.28 2.881151e+08 6.4535 0.000153 \n", " 2 300378 2014-02-07 32.19 1.856875e+08 7.9923 0.000153 \n", " 3 300378 2014-02-10 34.35 3.195611e+08 10.1274 0.000154 \n", " 4 300378 2014-02-11 35.09 3.577919e+08 9.3741 0.000153 \n", " ... ... ... ... ... ... ... \n", " 2222 300378 2023-03-27 23.50 5.364997e+08 7.5664 0.000067 \n", " 2223 300378 2023-03-28 22.20 3.116397e+08 4.0000 0.000067 \n", " 2224 300378 2023-03-29 22.84 3.695642e+08 5.5405 0.000067 \n", " 2225 300378 2023-03-30 21.96 2.508387e+08 4.0280 0.000067 \n", " 2226 300378 2023-03-31 22.80 2.272159e+08 5.2368 0.000067 \n", " \n", " RiskPremium1 SMB1 HML1 RMW1 CMA1 YYYYmm \\\n", " 0 0.005586 0.002377 0.002465 -0.003735 0.001197 201401 \n", " 1 -0.008177 0.004555 0.000768 -0.002039 0.001219 201401 \n", " 2 0.003443 0.009808 -0.003071 -0.006884 0.003933 201402 \n", " 3 0.018259 0.007916 -0.005285 -0.004176 0.003236 201402 \n", " 4 0.009826 -0.003386 -0.000135 0.000008 0.002970 201402 \n", " ... ... ... ... ... ... ... \n", " 2222 -0.006374 0.002265 -0.003920 -0.000093 -0.003669 202303 \n", " 2223 0.000790 -0.005440 0.003884 0.000231 0.002473 202303 \n", " 2224 -0.002534 -0.005063 -0.004080 -0.000682 -0.001761 202303 \n", " 2225 0.005986 -0.012989 -0.000733 0.008088 -0.001436 202303 \n", " 2226 0.003611 0.009281 -0.002449 -0.005996 -0.001176 202303 \n", " \n", " indexclose stkdret indexdret \n", " 0 2049.9140 0.035531 0.005577 \n", " 1 2033.0830 -0.086025 -0.008244 \n", " 2 2044.4970 0.028677 0.005598 \n", " 3 2086.0670 0.064946 0.020129 \n", " 4 2103.6710 0.021314 0.008403 \n", " ... ... ... ... \n", " 2222 3251.3971 0.039051 -0.004375 \n", " 2223 3245.3760 -0.056908 -0.001854 \n", " 2224 3240.0568 0.028421 -0.001640 \n", " 2225 3261.2485 -0.039291 0.006519 \n", " 2226 3272.8602 0.037538 0.003554 \n", " \n", " [2227 rows x 15 columns],\n", " 300379: stkcode date stkclose trdsum dampltd rf \\\n", " 0 300379 2014-01-30 38.34 1.438030e+08 0.0000 0.000153 \n", " 1 300379 2014-02-10 42.17 5.098931e+07 0.0000 0.000154 \n", " 2 300379 2014-02-11 46.39 1.066232e+07 0.0000 0.000153 \n", " 3 300379 2014-02-12 51.03 2.138199e+08 4.0095 0.000153 \n", " 4 300379 2014-02-17 56.13 7.656581e+06 0.0000 0.000153 \n", " ... ... ... ... ... ... ... \n", " 2110 300379 2023-03-27 24.89 5.231582e+08 4.7112 0.000067 \n", " 2111 300379 2023-03-28 25.80 1.056571e+09 8.7184 0.000067 \n", " 2112 300379 2023-03-29 25.00 5.625987e+08 4.8062 0.000067 \n", " 2113 300379 2023-03-30 24.12 3.672182e+08 3.3600 0.000067 \n", " 2114 300379 2023-03-31 24.62 2.966367e+08 3.3997 0.000067 \n", " \n", " RiskPremium1 SMB1 HML1 RMW1 CMA1 YYYYmm \\\n", " 0 -0.008177 0.004555 0.000768 -0.002039 0.001219 201401 \n", " 1 0.018259 0.007916 -0.005285 -0.004176 0.003236 201402 \n", " 2 0.009826 -0.003386 -0.000135 0.000008 0.002970 201402 \n", " 3 0.001902 0.010043 -0.002638 -0.002568 0.004625 201402 \n", " 4 0.008026 0.007470 -0.004358 -0.003142 -0.000027 201402 \n", " ... ... ... ... ... ... ... \n", " 2110 -0.006374 0.002265 -0.003920 -0.000093 -0.003669 202303 \n", " 2111 0.000790 -0.005440 0.003884 0.000231 0.002473 202303 \n", " 2112 -0.002534 -0.005063 -0.004080 -0.000682 -0.001761 202303 \n", " 2113 0.005986 -0.012989 -0.000733 0.008088 -0.001436 202303 \n", " 2114 0.003611 0.009281 -0.002449 -0.005996 -0.001176 202303 \n", " \n", " indexclose stkdret indexdret \n", " 0 2033.0830 0.095441 -0.008244 \n", " 1 2086.0670 0.095215 0.025727 \n", " 2 2103.6710 0.095375 0.008403 \n", " 3 2109.9550 0.095330 0.002983 \n", " 4 2135.4150 0.095257 0.011994 \n", " ... ... ... ... \n", " 2110 3251.3971 0.019473 -0.004375 \n", " 2111 3245.3760 0.035908 -0.001854 \n", " 2112 3240.0568 -0.031499 -0.001640 \n", " 2113 3261.2485 -0.035834 0.006519 \n", " 2114 3272.8602 0.020518 0.003554 \n", " \n", " [2115 rows x 15 columns],\n", " 300380: stkcode date stkclose trdsum dampltd rf \\\n", " 0 300380 2014-01-30 34.40 2.373859e+08 7.9309 0.000153 \n", " 1 300380 2014-02-07 34.76 1.258654e+08 7.3837 0.000153 \n", " 2 300380 2014-02-10 38.24 1.641902e+08 11.3924 0.000154 \n", " 3 300380 2014-02-11 40.47 2.738476e+08 9.0743 0.000153 \n", " 4 300380 2014-02-12 42.86 2.471483e+08 12.5525 0.000153 \n", " ... ... ... ... ... ... ... \n", " 2226 300380 2023-03-27 19.95 1.227630e+08 3.7298 0.000067 \n", " 2227 300380 2023-03-28 19.36 7.863745e+07 2.9073 0.000067 \n", " 2228 300380 2023-03-29 19.16 7.207708e+07 2.9959 0.000067 \n", " 2229 300380 2023-03-30 18.69 5.896988e+07 3.6534 0.000067 \n", " 2230 300380 2023-03-31 19.42 8.234912e+07 5.2970 0.000067 \n", " \n", " RiskPremium1 SMB1 HML1 RMW1 CMA1 YYYYmm \\\n", " 0 -0.008177 0.004555 0.000768 -0.002039 0.001219 201401 \n", " 1 0.003443 0.009808 -0.003071 -0.006884 0.003933 201402 \n", " 2 0.018259 0.007916 -0.005285 -0.004176 0.003236 201402 \n", " 3 0.009826 -0.003386 -0.000135 0.000008 0.002970 201402 \n", " 4 0.001902 0.010043 -0.002638 -0.002568 0.004625 201402 \n", " ... ... ... ... ... ... ... \n", " 2226 -0.006374 0.002265 -0.003920 -0.000093 -0.003669 202303 \n", " 2227 0.000790 -0.005440 0.003884 0.000231 0.002473 202303 \n", " 2228 -0.002534 -0.005063 -0.004080 -0.000682 -0.001761 202303 \n", " 2229 0.005986 -0.012989 -0.000733 0.008088 -0.001436 202303 \n", " 2230 0.003611 0.009281 -0.002449 -0.005996 -0.001176 202303 \n", " \n", " indexclose stkdret indexdret \n", " 0 2033.0830 -0.074751 -0.008244 \n", " 1 2044.4970 0.010411 0.005598 \n", " 2 2086.0670 0.095415 0.020129 \n", " 3 2103.6710 0.056679 0.008403 \n", " 4 2109.9550 0.057378 0.002983 \n", " ... ... ... ... \n", " 2226 3251.3971 0.005529 -0.004375 \n", " 2227 3245.3760 -0.030020 -0.001854 \n", " 2228 3240.0568 -0.010384 -0.001640 \n", " 2229 3261.2485 -0.024836 0.006519 \n", " 2230 3272.8602 0.038315 0.003554 \n", " \n", " [2231 rows x 15 columns],\n", " 300383: stkcode date stkclose trdsum dampltd rf \\\n", " 0 300383 2014-02-07 66.75 2.846566e+08 12.0138 0.000153 \n", " 1 300383 2014-02-10 73.43 2.615757e+08 5.1386 0.000154 \n", " 2 300383 2014-02-13 80.77 4.347113e+08 2.4105 0.000154 \n", " 3 300383 2014-02-14 87.00 4.625535e+08 12.2199 0.000153 \n", " 4 300383 2014-02-17 88.16 3.339841e+08 5.7931 0.000153 \n", " ... ... ... ... ... ... ... \n", " 2035 300383 2023-03-27 12.44 1.595599e+09 5.4936 0.000067 \n", " 2036 300383 2023-03-28 11.81 9.715296e+08 4.1801 0.000067 \n", " 2037 300383 2023-03-29 12.68 1.974526e+09 14.3099 0.000067 \n", " 2038 300383 2023-03-30 12.53 1.245299e+09 5.5205 0.000067 \n", " 2039 300383 2023-03-31 13.41 1.777794e+09 10.1357 0.000067 \n", " \n", " RiskPremium1 SMB1 HML1 RMW1 CMA1 YYYYmm \\\n", " 0 0.003443 0.009808 -0.003071 -0.006884 0.003933 201402 \n", " 1 0.018259 0.007916 -0.005285 -0.004176 0.003236 201402 \n", " 2 -0.003410 -0.005504 0.002523 0.003192 0.002497 201402 \n", " 3 0.006638 0.010065 -0.003780 -0.003045 -0.000576 201402 \n", " 4 0.008026 0.007470 -0.004358 -0.003142 -0.000027 201402 \n", " ... ... ... ... ... ... ... \n", " 2035 -0.006374 0.002265 -0.003920 -0.000093 -0.003669 202303 \n", " 2036 0.000790 -0.005440 0.003884 0.000231 0.002473 202303 \n", " 2037 -0.002534 -0.005063 -0.004080 -0.000682 -0.001761 202303 \n", " 2038 0.005986 -0.012989 -0.000733 0.008088 -0.001436 202303 \n", " 2039 0.003611 0.009281 -0.002449 -0.005996 -0.001176 202303 \n", " \n", " indexclose stkdret indexdret \n", " 0 2044.4970 0.095340 0.005598 \n", " 1 2086.0670 0.095378 0.020129 \n", " 2 2098.4010 0.095273 0.005895 \n", " 3 2115.8480 0.074303 0.008280 \n", " 4 2135.4150 0.013245 0.009205 \n", " ... ... ... ... \n", " 2035 3251.3971 -0.009600 -0.004375 \n", " 2036 3245.3760 -0.051970 -0.001854 \n", " 2037 3240.0568 0.071079 -0.001640 \n", " 2038 3261.2485 -0.011900 0.006519 \n", " 2039 3272.8602 0.067875 0.003554 \n", " \n", " [2040 rows x 15 columns],\n", " 300386: stkcode date stkclose trdsum dampltd rf \\\n", " 0 300386 2014-06-30 57.73 3.281604e+06 0.0000 0.000130 \n", " 1 300386 2014-07-01 63.50 4.551807e+06 0.0000 0.000130 \n", " 2 300386 2014-07-02 69.85 7.753001e+06 0.0000 0.000130 \n", " 3 300386 2014-07-03 76.84 1.376335e+07 0.0000 0.000130 \n", " 4 300386 2014-07-04 84.52 3.152393e+07 0.0000 0.000130 \n", " ... ... ... ... ... ... ... \n", " 2128 300386 2023-03-27 12.22 1.464390e+08 3.4797 0.000067 \n", " 2129 300386 2023-03-28 13.01 4.451458e+08 14.7300 0.000067 \n", " 2130 300386 2023-03-29 12.79 2.887180e+08 3.4589 0.000067 \n", " 2131 300386 2023-03-30 12.82 3.759198e+08 10.4769 0.000067 \n", " 2132 300386 2023-03-31 12.50 2.030120e+08 4.0562 0.000067 \n", " \n", " RiskPremium1 SMB1 HML1 RMW1 CMA1 YYYYmm \\\n", " 0 0.005989 0.003550 -0.002278 -0.002315 0.002618 201406 \n", " 1 0.000170 0.007888 -0.002837 -0.003055 0.001167 201407 \n", " 2 0.004499 0.002535 -0.000576 -0.000976 -0.000140 201407 \n", " 3 0.005727 -0.000758 -0.000810 -0.002137 -0.000256 201407 \n", " 4 -0.001003 -0.001092 -0.000254 0.001874 -0.001282 201407 \n", " ... ... ... ... ... ... ... \n", " 2128 -0.006374 0.002265 -0.003920 -0.000093 -0.003669 202303 \n", " 2129 0.000790 -0.005440 0.003884 0.000231 0.002473 202303 \n", " 2130 -0.002534 -0.005063 -0.004080 -0.000682 -0.001761 202303 \n", " 2131 0.005986 -0.012989 -0.000733 0.008088 -0.001436 202303 \n", " 2132 0.003611 0.009281 -0.002449 -0.005996 -0.001176 202303 \n", " \n", " indexclose stkdret indexdret \n", " 0 2048.3270 0.095345 0.005786 \n", " 1 2050.3810 0.095263 0.001002 \n", " 2 2059.4180 0.095310 0.004398 \n", " 3 2063.2290 0.095375 0.001849 \n", " 4 2059.3750 0.095263 -0.001870 \n", " ... ... ... ... \n", " 2128 3251.3971 0.012351 -0.004375 \n", " 2129 3245.3760 0.062644 -0.001854 \n", " 2130 3240.0568 -0.017055 -0.001640 \n", " 2131 3261.2485 0.002343 0.006519 \n", " 2132 3272.8602 -0.025278 0.003554 \n", " \n", " [2133 rows x 15 columns],\n", " 300392: stkcode date stkclose trdsum dampltd rf \\\n", " 0 300392 2014-09-12 45.47 711605.50 0.0000 0.000127 \n", " 1 300392 2014-09-15 50.02 2103341.00 0.0000 0.000127 \n", " 2 300392 2014-09-16 55.02 8580369.00 0.0000 0.000127 \n", " 3 300392 2014-09-17 60.52 14384212.04 0.0000 0.000127 \n", " 4 300392 2014-09-18 66.57 16364503.68 0.0000 0.000127 \n", " ... ... ... ... ... ... ... \n", " 1593 300392 2022-04-22 5.18 10132345.00 3.3962 0.000063 \n", " 1594 300392 2022-04-25 4.60 15808085.00 15.8301 0.000062 \n", " 1595 300392 2022-04-26 4.34 11980896.47 7.8261 0.000062 \n", " 1596 300392 2022-04-27 4.40 19424507.39 6.2212 0.000061 \n", " 1597 300392 2022-04-28 4.07 25651499.02 10.0000 0.000061 \n", " \n", " RiskPremium1 SMB1 HML1 RMW1 CMA1 YYYYmm \\\n", " 0 0.008596 0.007674 -0.001970 -0.004344 0.001883 201409 \n", " 1 0.001763 0.014668 0.001273 -0.007132 0.000227 201409 \n", " 2 -0.016093 -0.013151 0.010581 0.004927 0.001909 201409 \n", " 3 0.004293 0.008818 -0.002611 0.000688 0.000417 201409 \n", " 4 0.003334 0.004395 -0.003781 -0.001573 -0.001230 201409 \n", " ... ... ... ... ... ... ... \n", " 1593 0.007378 -0.013330 0.011390 0.001052 0.001870 202204 \n", " 1594 -0.046321 -0.021524 0.011949 0.004015 -0.003004 202204 \n", " 1595 -0.013891 -0.024200 0.001593 0.010310 -0.009932 202204 \n", " 1596 0.020818 -0.004447 -0.013508 0.006960 -0.004059 202204 \n", " 1597 0.008706 -0.021763 0.003162 0.008648 0.000026 202204 \n", " \n", " indexclose stkdret indexdret \n", " 0 2331.9500 0.095222 0.008731 \n", " 1 2339.1400 0.095370 0.003079 \n", " 2 2296.5550 0.095274 -0.018373 \n", " 3 2307.8930 0.095277 0.004925 \n", " 4 2315.9280 0.095280 0.003475 \n", " ... ... ... ... \n", " 1593 3086.9193 -0.022902 0.002306 \n", " 1594 2928.5118 -0.118749 -0.052679 \n", " 1595 2886.4257 -0.058182 -0.014475 \n", " 1596 2958.2820 0.013730 0.024590 \n", " 1597 2975.4848 -0.077962 0.005798 \n", " \n", " [1598 rows x 15 columns],\n", " 300399: stkcode date stkclose trdsum dampltd rf \\\n", " 0 300399 2014-10-13 19.49 2.592170e+05 0.0000 0.000124 \n", " 1 300399 2014-10-14 21.44 3.371440e+05 0.0000 0.000124 \n", " 2 300399 2014-10-15 23.58 6.638242e+05 0.0000 0.000124 \n", " 3 300399 2014-10-16 25.94 1.088183e+06 0.0000 0.000124 \n", " 4 300399 2014-10-17 28.53 3.090512e+06 0.0000 0.000124 \n", " ... ... ... ... ... ... ... \n", " 2044 300399 2023-03-27 13.90 1.812176e+08 3.9483 0.000067 \n", " 2045 300399 2023-03-28 13.59 1.240148e+08 3.5971 0.000067 \n", " 2046 300399 2023-03-29 13.56 1.167806e+08 4.0471 0.000067 \n", " 2047 300399 2023-03-30 13.19 1.093825e+08 4.4248 0.000067 \n", " 2048 300399 2023-03-31 13.63 1.204923e+08 4.3215 0.000067 \n", " \n", " RiskPremium1 SMB1 HML1 RMW1 CMA1 YYYYmm \\\n", " 0 -0.004430 0.006712 0.002527 -0.000855 -0.001536 201410 \n", " 1 -0.002415 0.003469 0.000682 -0.000360 0.003311 201410 \n", " 2 0.005988 -0.000563 -0.001016 -0.002743 0.000893 201410 \n", " 3 -0.005447 -0.006240 0.006781 0.006108 -0.003275 201410 \n", " 4 -0.006122 -0.008679 -0.001030 0.005733 -0.002464 201410 \n", " ... ... ... ... ... ... ... \n", " 2044 -0.006374 0.002265 -0.003920 -0.000093 -0.003669 202303 \n", " 2045 0.000790 -0.005440 0.003884 0.000231 0.002473 202303 \n", " 2046 -0.002534 -0.005063 -0.004080 -0.000682 -0.001761 202303 \n", " 2047 0.005986 -0.012989 -0.000733 0.008088 -0.001436 202303 \n", " 2048 0.003611 0.009281 -0.002449 -0.005996 -0.001176 202303 \n", " \n", " indexclose stkdret indexdret \n", " 0 2366.0090 0.095208 -0.003599 \n", " 1 2359.4750 0.095357 -0.002765 \n", " 2 2373.6700 0.095141 0.005998 \n", " 3 2356.4990 0.095387 -0.007260 \n", " 4 2341.1840 0.095170 -0.006520 \n", " ... ... ... ... \n", " 2044 3251.3971 -0.002156 -0.004375 \n", " 2045 3245.3760 -0.022555 -0.001854 \n", " 2046 3240.0568 -0.002210 -0.001640 \n", " 2047 3261.2485 -0.027665 0.006519 \n", " 2048 3272.8602 0.032814 0.003554 \n", " \n", " [2049 rows x 15 columns],\n", " 300418: stkcode date stkclose trdsum dampltd rf \\\n", " 0 300418 2015-01-23 35.37 7.622235e+05 0.0000 0.000134 \n", " 1 300418 2015-01-26 38.91 1.031115e+06 0.0000 0.000134 \n", " 2 300418 2015-01-27 42.80 4.639092e+06 0.0000 0.000134 \n", " 3 300418 2015-01-28 47.08 6.570014e+06 0.0000 0.000134 \n", " 4 300418 2015-01-29 51.79 9.327068e+06 0.0000 0.000134 \n", " ... ... ... ... ... ... ... \n", " 1916 300418 2023-03-27 42.45 6.174201e+09 12.9470 0.000067 \n", " 1917 300418 2023-03-28 38.25 5.022271e+09 7.3498 0.000067 \n", " 1918 300418 2023-03-29 37.58 5.024930e+09 7.2157 0.000067 \n", " 1919 300418 2023-03-30 39.00 4.951721e+09 8.5152 0.000067 \n", " 1920 300418 2023-03-31 46.78 7.123108e+09 24.7949 0.000067 \n", " \n", " RiskPremium1 SMB1 HML1 RMW1 CMA1 YYYYmm \\\n", " 0 0.004013 -0.004688 0.003843 0.002488 0.007594 201501 \n", " 1 0.007013 0.011092 -0.005977 -0.002151 0.003033 201501 \n", " 2 -0.011691 0.015454 -0.010699 -0.005375 -0.001541 201501 \n", " 3 -0.015245 0.010954 -0.000101 -0.000719 -0.003733 201501 \n", " 4 -0.014470 0.008469 -0.003103 -0.000916 0.000785 201501 \n", " ... ... ... ... ... ... ... \n", " 1916 -0.006374 0.002265 -0.003920 -0.000093 -0.003669 202303 \n", " 1917 0.000790 -0.005440 0.003884 0.000231 0.002473 202303 \n", " 1918 -0.002534 -0.005063 -0.004080 -0.000682 -0.001761 202303 \n", " 1919 0.005986 -0.012989 -0.000733 0.008088 -0.001436 202303 \n", " 1920 0.003611 0.009281 -0.002449 -0.005996 -0.001176 202303 \n", " \n", " indexclose stkdret indexdret \n", " 0 3351.7640 0.095452 0.002515 \n", " 1 3383.1820 0.095387 0.009330 \n", " 2 3352.9600 0.095287 -0.008973 \n", " 3 3305.7380 0.095310 -0.014184 \n", " 4 3262.3050 0.095349 -0.013226 \n", " ... ... ... ... \n", " 1916 3251.3971 0.045791 -0.004375 \n", " 1917 3245.3760 -0.104183 -0.001854 \n", " 1918 3240.0568 -0.017672 -0.001640 \n", " 1919 3261.2485 0.037090 0.006519 \n", " 1920 3272.8602 0.181894 0.003554 \n", " \n", " [1921 rows x 15 columns],\n", " 300419: stkcode date stkclose trdsum dampltd rf \\\n", " 0 300419 2015-01-26 50.20 7.580200e+05 0.0000 0.000134 \n", " 1 300419 2015-01-27 55.22 8.338220e+05 0.0000 0.000134 \n", " 2 300419 2015-01-28 60.74 9.718400e+05 0.0000 0.000134 \n", " 3 300419 2015-01-29 66.81 2.431884e+06 0.0000 0.000134 \n", " 4 300419 2015-01-30 73.49 5.633008e+06 0.0000 0.000135 \n", " ... ... ... ... ... ... ... \n", " 1875 300419 2023-03-27 7.01 9.515131e+07 3.7249 0.000067 \n", " 1876 300419 2023-03-28 6.98 1.189924e+08 5.1355 0.000067 \n", " 1877 300419 2023-03-29 6.93 8.604619e+07 2.7221 0.000067 \n", " 1878 300419 2023-03-30 6.90 1.007115e+08 4.3290 0.000067 \n", " 1879 300419 2023-03-31 7.09 1.190929e+08 5.3623 0.000067 \n", " \n", " RiskPremium1 SMB1 HML1 RMW1 CMA1 YYYYmm \\\n", " 0 0.007013 0.011092 -0.005977 -0.002151 0.003033 201501 \n", " 1 -0.011691 0.015454 -0.010699 -0.005375 -0.001541 201501 \n", " 2 -0.015245 0.010954 -0.000101 -0.000719 -0.003733 201501 \n", " 3 -0.014470 0.008469 -0.003103 -0.000916 0.000785 201501 \n", " 4 -0.016420 0.005724 0.000156 0.000734 -0.005251 201501 \n", " ... ... ... ... ... ... ... \n", " 1875 -0.006374 0.002265 -0.003920 -0.000093 -0.003669 202303 \n", " 1876 0.000790 -0.005440 0.003884 0.000231 0.002473 202303 \n", " 1877 -0.002534 -0.005063 -0.004080 -0.000682 -0.001761 202303 \n", " 1878 0.005986 -0.012989 -0.000733 0.008088 -0.001436 202303 \n", " 1879 0.003611 0.009281 -0.002449 -0.005996 -0.001176 202303 \n", " \n", " indexclose stkdret indexdret \n", " 0 3383.1820 0.095231 0.009330 \n", " 1 3352.9600 0.095310 -0.008973 \n", " 2 3305.7380 0.095277 -0.014184 \n", " 3 3262.3050 0.095250 -0.013226 \n", " 4 3210.3630 0.095297 -0.016050 \n", " ... ... ... ... \n", " 1875 3251.3971 0.004289 -0.004375 \n", " 1876 3245.3760 -0.004289 -0.001854 \n", " 1877 3240.0568 -0.007189 -0.001640 \n", " 1878 3261.2485 -0.004338 0.006519 \n", " 1879 3272.8602 0.027164 0.003554 \n", " \n", " [1880 rows x 15 columns],\n", " 300440: stkcode date stkclose trdsum dampltd rf \\\n", " 0 300440 2015-04-27 37.82 249612.00 0.0000 0.000114 \n", " 1 300440 2015-04-28 41.60 361920.00 0.0000 0.000112 \n", " 2 300440 2015-04-29 45.76 793936.00 0.0000 0.000111 \n", " 3 300440 2015-04-30 50.34 1152786.00 0.0000 0.000109 \n", " 4 300440 2015-05-04 55.37 1032650.50 0.0000 0.000107 \n", " ... ... ... ... ... ... ... \n", " 1792 300440 2023-03-27 8.09 64072670.00 2.8607 0.000067 \n", " 1793 300440 2023-03-28 8.07 87694141.49 2.9666 0.000067 \n", " 1794 300440 2023-03-29 8.08 71098775.00 2.6022 0.000067 \n", " 1795 300440 2023-03-30 7.84 69923703.10 3.8366 0.000067 \n", " 1796 300440 2023-03-31 7.92 44396362.63 3.5714 0.000067 \n", " \n", " RiskPremium1 SMB1 HML1 RMW1 CMA1 YYYYmm \\\n", " 0 0.034257 -0.024612 0.015944 0.008496 0.008575 201504 \n", " 1 -0.006720 -0.020509 0.017096 0.000459 -0.003739 201504 \n", " 2 -0.004486 0.026794 -0.016897 -0.007739 -0.007718 201504 \n", " 3 -0.009757 0.010913 -0.005322 0.002328 0.001751 201504 \n", " 4 0.009113 -0.000266 0.001532 -0.003052 0.003936 201505 \n", " ... ... ... ... ... ... ... \n", " 1792 -0.006374 0.002265 -0.003920 -0.000093 -0.003669 202303 \n", " 1793 0.000790 -0.005440 0.003884 0.000231 0.002473 202303 \n", " 1794 -0.002534 -0.005063 -0.004080 -0.000682 -0.001761 202303 \n", " 1795 0.005986 -0.012989 -0.000733 0.008088 -0.001436 202303 \n", " 1796 0.003611 0.009281 -0.002449 -0.005996 -0.001176 202303 \n", " \n", " indexclose stkdret indexdret \n", " 0 4527.3960 0.095363 0.029978 \n", " 1 4476.2150 0.095262 -0.011369 \n", " 2 4476.6200 0.095310 0.000090 \n", " 3 4441.6550 0.095390 -0.007841 \n", " 4 4480.4640 0.095238 0.008700 \n", " ... ... ... ... \n", " 1792 3251.3971 0.006200 -0.004375 \n", " 1793 3245.3760 -0.002475 -0.001854 \n", " 1794 3240.0568 0.001238 -0.001640 \n", " 1795 3261.2485 -0.030153 0.006519 \n", " 1796 3272.8602 0.010152 0.003554 \n", " \n", " [1797 rows x 15 columns],\n", " 300448: stkcode date stkclose trdsum dampltd rf \\\n", " 0 300448 2015-04-28 27.51 1.017870e+05 0.0000 0.000112 \n", " 1 300448 2015-04-29 30.26 1.089360e+05 0.0000 0.000111 \n", " 2 300448 2015-04-30 33.29 2.396880e+05 0.0000 0.000109 \n", " 3 300448 2015-05-04 36.62 2.563400e+05 0.0000 0.000107 \n", " 4 300448 2015-05-05 40.28 1.188260e+06 0.0000 0.000106 \n", " ... ... ... ... ... ... ... \n", " 1920 300448 2023-03-27 6.18 1.326949e+08 3.4314 0.000067 \n", " 1921 300448 2023-03-28 6.07 9.975471e+07 3.8835 0.000067 \n", " 1922 300448 2023-03-29 6.06 8.555096e+07 3.2949 0.000067 \n", " 1923 300448 2023-03-30 5.94 8.277802e+07 3.1353 0.000067 \n", " 1924 300448 2023-03-31 6.05 8.295117e+07 4.5455 0.000067 \n", " \n", " RiskPremium1 SMB1 HML1 RMW1 CMA1 YYYYmm \\\n", " 0 -0.006720 -0.020509 0.017096 0.000459 -0.003739 201504 \n", " 1 -0.004486 0.026794 -0.016897 -0.007739 -0.007718 201504 \n", " 2 -0.009757 0.010913 -0.005322 0.002328 0.001751 201504 \n", " 3 0.009113 -0.000266 0.001532 -0.003052 0.003936 201505 \n", " 4 -0.042359 0.001808 -0.011399 0.003672 0.000380 201505 \n", " ... ... ... ... ... ... ... \n", " 1920 -0.006374 0.002265 -0.003920 -0.000093 -0.003669 202303 \n", " 1921 0.000790 -0.005440 0.003884 0.000231 0.002473 202303 \n", " 1922 -0.002534 -0.005063 -0.004080 -0.000682 -0.001761 202303 \n", " 1923 0.005986 -0.012989 -0.000733 0.008088 -0.001436 202303 \n", " 1924 0.003611 0.009281 -0.002449 -0.005996 -0.001176 202303 \n", " \n", " indexclose stkdret indexdret \n", " 0 4476.2150 0.095274 -0.011369 \n", " 1 4476.6200 0.095277 0.000090 \n", " 2 4441.6550 0.095430 -0.007841 \n", " 3 4480.4640 0.095337 0.008700 \n", " 4 4298.7060 0.095261 -0.041413 \n", " ... ... ... ... \n", " 1920 3251.3971 0.009756 -0.004375 \n", " 1921 3245.3760 -0.017960 -0.001854 \n", " 1922 3240.0568 -0.001649 -0.001640 \n", " 1923 3261.2485 -0.020001 0.006519 \n", " 1924 3272.8602 0.018349 0.003554 \n", " \n", " [1925 rows x 15 columns],\n", " 300451: stkcode date stkclose trdsum dampltd rf \\\n", " 0 300451 2015-05-18 24.43 1.223943e+04 0.0000 0.000088 \n", " 1 300451 2015-05-19 26.87 2.149600e+04 0.0000 0.000086 \n", " 2 300451 2015-05-20 29.56 1.478000e+04 0.0000 0.000084 \n", " 3 300451 2015-05-21 32.52 1.626000e+04 0.0000 0.000083 \n", " 4 300451 2015-05-22 35.77 2.146200e+04 0.0000 0.000081 \n", " ... ... ... ... ... ... ... \n", " 1838 300451 2023-03-27 10.68 5.390851e+08 7.6321 0.000067 \n", " 1839 300451 2023-03-28 10.35 5.384136e+08 6.4607 0.000067 \n", " 1840 300451 2023-03-29 9.86 4.347025e+08 5.5072 0.000067 \n", " 1841 300451 2023-03-30 9.58 3.910876e+08 3.9554 0.000067 \n", " 1842 300451 2023-03-31 10.98 8.008475e+08 16.4927 0.000067 \n", " \n", " RiskPremium1 SMB1 HML1 RMW1 CMA1 YYYYmm \\\n", " 0 -0.011079 0.029153 -0.010265 -0.003602 -0.002718 201505 \n", " 1 0.032820 -0.001137 0.002801 0.000847 -0.001746 201505 \n", " 2 0.005022 0.009859 -0.005948 -0.006880 0.001382 201505 \n", " 3 0.016356 0.016917 -0.008715 -0.008348 0.000728 201505 \n", " 4 0.028999 0.000322 0.001190 0.000673 -0.000706 201505 \n", " ... ... ... ... ... ... ... \n", " 1838 -0.006374 0.002265 -0.003920 -0.000093 -0.003669 202303 \n", " 1839 0.000790 -0.005440 0.003884 0.000231 0.002473 202303 \n", " 1840 -0.002534 -0.005063 -0.004080 -0.000682 -0.001761 202303 \n", " 1841 0.005986 -0.012989 -0.000733 0.008088 -0.001436 202303 \n", " 1842 0.003611 0.009281 -0.002449 -0.005996 -0.001176 202303 \n", " \n", " indexclose stkdret indexdret \n", " 0 4283.4910 0.095269 -0.005866 \n", " 1 4417.5520 0.095199 0.030817 \n", " 2 4446.2880 0.095412 0.006484 \n", " 3 4529.4220 0.095433 0.018525 \n", " 4 4657.5960 0.095254 0.027905 \n", " ... ... ... ... \n", " 1838 3251.3971 0.044026 -0.004375 \n", " 1839 3245.3760 -0.031386 -0.001854 \n", " 1840 3240.0568 -0.048500 -0.001640 \n", " 1841 3261.2485 -0.028809 0.006519 \n", " 1842 3272.8602 0.136398 0.003554 \n", " \n", " [1843 rows x 15 columns],\n", " 300465: stkcode date stkclose trdsum dampltd rf \\\n", " 0 300465 2015-06-01 19.61 6.373250e+04 0.0000 0.000078 \n", " 1 300465 2015-06-02 21.57 2.157000e+04 0.0000 0.000078 \n", " 2 300465 2015-06-03 23.73 4.746000e+04 0.0000 0.000079 \n", " 3 300465 2015-06-04 26.10 2.088000e+05 0.0000 0.000079 \n", " 4 300465 2015-06-05 28.71 5.742000e+04 0.0000 0.000079 \n", " ... ... ... ... ... ... ... \n", " 1807 300465 2023-03-27 11.00 1.567101e+08 3.9640 0.000067 \n", " 1808 300465 2023-03-28 10.88 1.510067e+08 3.0000 0.000067 \n", " 1809 300465 2023-03-29 10.66 1.391142e+08 3.6765 0.000067 \n", " 1810 300465 2023-03-30 10.39 1.248075e+08 4.4090 0.000067 \n", " 1811 300465 2023-03-31 10.78 1.412624e+08 5.0048 0.000067 \n", " \n", " RiskPremium1 SMB1 HML1 RMW1 CMA1 YYYYmm \\\n", " 0 0.050922 0.009016 0.000261 -0.000397 -0.004752 201506 \n", " 1 0.015448 0.033228 -0.007595 -0.008258 -0.000110 201506 \n", " 2 0.000583 0.012676 0.008341 -0.000996 0.000409 201506 \n", " 3 0.013310 -0.010739 0.010264 -0.000891 -0.003567 201506 \n", " 4 0.014820 0.008353 -0.002825 -0.004730 0.002318 201506 \n", " ... ... ... ... ... ... ... \n", " 1807 -0.006374 0.002265 -0.003920 -0.000093 -0.003669 202303 \n", " 1808 0.000790 -0.005440 0.003884 0.000231 0.002473 202303 \n", " 1809 -0.002534 -0.005063 -0.004080 -0.000682 -0.001761 202303 \n", " 1810 0.005986 -0.012989 -0.000733 0.008088 -0.001436 202303 \n", " 1811 0.003611 0.009281 -0.002449 -0.005996 -0.001176 202303 \n", " \n", " indexclose stkdret indexdret \n", " 0 4828.7380 0.095157 0.045979 \n", " 1 4910.5270 0.095264 0.016796 \n", " 2 4909.9780 0.095437 -0.000112 \n", " 3 4947.1020 0.095195 0.007532 \n", " 4 5023.0960 0.095310 0.015245 \n", " ... ... ... ... \n", " 1807 3251.3971 -0.009050 -0.004375 \n", " 1808 3245.3760 -0.010969 -0.001854 \n", " 1809 3240.0568 -0.020428 -0.001640 \n", " 1810 3261.2485 -0.025655 0.006519 \n", " 1811 3272.8602 0.036849 0.003554 \n", " \n", " [1812 rows x 15 columns],\n", " 300467: stkcode date stkclose trdsum dampltd rf \\\n", " 0 300467 2015-05-29 58.81 1.176200e+05 0.0000 0.000078 \n", " 1 300467 2015-06-01 64.69 3.234500e+04 0.0000 0.000078 \n", " 2 300467 2015-06-02 71.16 4.981200e+04 0.0000 0.000078 \n", " 3 300467 2015-06-03 78.28 2.348400e+04 0.0000 0.000079 \n", " 4 300467 2015-06-04 86.11 9.472100e+04 0.0000 0.000079 \n", " ... ... ... ... ... ... ... \n", " 1702 300467 2023-03-27 14.83 1.214467e+08 3.5357 0.000067 \n", " 1703 300467 2023-03-28 14.50 7.776418e+07 2.4949 0.000067 \n", " 1704 300467 2023-03-29 14.53 7.817436e+07 3.2414 0.000067 \n", " 1705 300467 2023-03-30 13.98 9.009108e+07 5.1617 0.000067 \n", " 1706 300467 2023-03-31 14.44 1.205390e+08 5.0787 0.000067 \n", " \n", " RiskPremium1 SMB1 HML1 RMW1 CMA1 YYYYmm \\\n", " 0 -0.003111 0.012064 -0.010714 -0.003542 -0.004765 201505 \n", " 1 0.050922 0.009016 0.000261 -0.000397 -0.004752 201506 \n", " 2 0.015448 0.033228 -0.007595 -0.008258 -0.000110 201506 \n", " 3 0.000583 0.012676 0.008341 -0.000996 0.000409 201506 \n", " 4 0.013310 -0.010739 0.010264 -0.000891 -0.003567 201506 \n", " ... ... ... ... ... ... ... \n", " 1702 -0.006374 0.002265 -0.003920 -0.000093 -0.003669 202303 \n", " 1703 0.000790 -0.005440 0.003884 0.000231 0.002473 202303 \n", " 1704 -0.002534 -0.005063 -0.004080 -0.000682 -0.001761 202303 \n", " 1705 0.005986 -0.012989 -0.000733 0.008088 -0.001436 202303 \n", " 1706 0.003611 0.009281 -0.002449 -0.005996 -0.001176 202303 \n", " \n", " indexclose stkdret indexdret \n", " 0 4611.7440 0.095378 -0.001846 \n", " 1 4828.7380 0.095295 0.045979 \n", " 2 4910.5270 0.095324 0.016796 \n", " 3 4909.9780 0.095361 -0.000112 \n", " 4 4947.1020 0.095333 0.007532 \n", " ... ... ... ... \n", " 1702 3251.3971 -0.010731 -0.004375 \n", " 1703 3245.3760 -0.022504 -0.001854 \n", " 1704 3240.0568 0.002067 -0.001640 \n", " 1705 3261.2485 -0.038588 0.006519 \n", " 1706 3272.8602 0.032374 0.003554 \n", " \n", " [1707 rows x 15 columns],\n", " 300468: stkcode date stkclose trdsum dampltd rf \\\n", " 0 300468 2015-05-29 32.68 1.274520e+05 0.0000 0.000078 \n", " 1 300468 2015-06-01 35.95 3.954500e+04 0.0000 0.000078 \n", " 2 300468 2015-06-02 39.55 2.373000e+04 0.0000 0.000078 \n", " 3 300468 2015-06-03 43.51 2.088480e+05 0.0000 0.000079 \n", " 4 300468 2015-06-04 47.86 2.584440e+05 0.0000 0.000079 \n", " ... ... ... ... ... ... ... \n", " 1871 300468 2023-03-27 12.42 4.392657e+08 3.6765 0.000067 \n", " 1872 300468 2023-03-28 12.38 5.448768e+08 5.3140 0.000067 \n", " 1873 300468 2023-03-29 12.34 4.115660e+08 3.7157 0.000067 \n", " 1874 300468 2023-03-30 12.43 5.548330e+08 8.9141 0.000067 \n", " 1875 300468 2023-03-31 12.37 3.335368e+08 2.8158 0.000067 \n", " \n", " RiskPremium1 SMB1 HML1 RMW1 CMA1 YYYYmm \\\n", " 0 -0.003111 0.012064 -0.010714 -0.003542 -0.004765 201505 \n", " 1 0.050922 0.009016 0.000261 -0.000397 -0.004752 201506 \n", " 2 0.015448 0.033228 -0.007595 -0.008258 -0.000110 201506 \n", " 3 0.000583 0.012676 0.008341 -0.000996 0.000409 201506 \n", " 4 0.013310 -0.010739 0.010264 -0.000891 -0.003567 201506 \n", " ... ... ... ... ... ... ... \n", " 1871 -0.006374 0.002265 -0.003920 -0.000093 -0.003669 202303 \n", " 1872 0.000790 -0.005440 0.003884 0.000231 0.002473 202303 \n", " 1873 -0.002534 -0.005063 -0.004080 -0.000682 -0.001761 202303 \n", " 1874 0.005986 -0.012989 -0.000733 0.008088 -0.001436 202303 \n", " 1875 0.003611 0.009281 -0.002449 -0.005996 -0.001176 202303 \n", " \n", " indexclose stkdret indexdret \n", " 0 4611.7440 0.095280 -0.001846 \n", " 1 4828.7380 0.095366 0.045979 \n", " 2 4910.5270 0.095437 0.016796 \n", " 3 4909.9780 0.095425 -0.000112 \n", " 4 4947.1020 0.095289 0.007532 \n", " ... ... ... ... \n", " 1871 3251.3971 0.014599 -0.004375 \n", " 1872 3245.3760 -0.003226 -0.001854 \n", " 1873 3240.0568 -0.003236 -0.001640 \n", " 1874 3261.2485 0.007267 0.006519 \n", " 1875 3272.8602 -0.004839 0.003554 \n", " \n", " [1876 rows x 15 columns],\n", " 300469: stkcode date stkclose trdsum dampltd rf \\\n", " 0 300469 2015-06-15 17.67 1.943700e+04 0.0000 0.000081 \n", " 1 300469 2015-06-16 19.44 6.415200e+04 0.0000 0.000082 \n", " 2 300469 2015-06-17 21.38 1.346940e+05 0.0000 0.000082 \n", " 3 300469 2015-06-18 23.52 2.352000e+04 0.0000 0.000084 \n", " 4 300469 2015-06-19 25.87 3.258585e+05 0.0000 0.000085 \n", " ... ... ... ... ... ... ... \n", " 1785 300469 2023-03-27 18.71 1.550773e+08 5.1111 0.000067 \n", " 1786 300469 2023-03-28 17.84 1.133613e+08 5.0775 0.000067 \n", " 1787 300469 2023-03-29 18.49 2.986617e+08 15.5830 0.000067 \n", " 1788 300469 2023-03-30 17.80 1.565627e+08 4.5430 0.000067 \n", " 1789 300469 2023-03-31 17.41 1.445414e+08 3.0899 0.000067 \n", " \n", " RiskPremium1 SMB1 HML1 RMW1 CMA1 YYYYmm \\\n", " 0 -0.020956 0.016329 0.011125 -0.004561 0.003904 201506 \n", " 1 -0.034149 -0.013908 0.005013 0.003524 -0.006724 201506 \n", " 2 0.018102 0.000115 0.002845 -0.004054 -0.000946 201506 \n", " 3 -0.039298 0.006894 0.001093 -0.005086 0.002838 201506 \n", " 4 -0.064812 -0.017500 0.003852 0.009846 -0.000609 201506 \n", " ... ... ... ... ... ... ... \n", " 1785 -0.006374 0.002265 -0.003920 -0.000093 -0.003669 202303 \n", " 1786 0.000790 -0.005440 0.003884 0.000231 0.002473 202303 \n", " 1787 -0.002534 -0.005063 -0.004080 -0.000682 -0.001761 202303 \n", " 1788 0.005986 -0.012989 -0.000733 0.008088 -0.001436 202303 \n", " 1789 0.003611 0.009281 -0.002449 -0.005996 -0.001176 202303 \n", " \n", " indexclose stkdret indexdret \n", " 0 5062.9929 0.095537 -0.020209 \n", " 1 4887.4320 0.095465 -0.035291 \n", " 2 4967.8983 0.095123 0.016330 \n", " 3 4785.3560 0.095395 -0.037436 \n", " 4 4478.3643 0.095233 -0.066303 \n", " ... ... ... ... \n", " 1785 3251.3971 0.038686 -0.004375 \n", " 1786 3245.3760 -0.047615 -0.001854 \n", " 1787 3240.0568 0.035787 -0.001640 \n", " 1788 3261.2485 -0.038032 0.006519 \n", " 1789 3272.8602 -0.022154 0.003554 \n", " \n", " [1790 rows x 15 columns],\n", " 300493: stkcode date stkclose trdsum dampltd rf \\\n", " 0 300493 2015-12-14 11.97 3.710700e+04 0.0000 0.000083 \n", " 1 300493 2015-12-15 13.17 3.819300e+04 0.0000 0.000084 \n", " 2 300493 2015-12-16 14.49 5.607630e+04 0.0000 0.000083 \n", " 3 300493 2015-12-17 15.94 4.622600e+04 0.0000 0.000084 \n", " 4 300493 2015-12-18 17.53 2.191250e+05 0.0000 0.000084 \n", " ... ... ... ... ... ... ... \n", " 1762 300493 2023-03-27 8.06 1.124622e+08 3.0600 0.000067 \n", " 1763 300493 2023-03-28 7.87 9.565012e+07 2.2333 0.000067 \n", " 1764 300493 2023-03-29 8.13 1.444995e+08 5.4638 0.000067 \n", " 1765 300493 2023-03-30 8.31 2.401656e+08 4.4280 0.000067 \n", " 1766 300493 2023-03-31 8.22 1.503261e+08 3.2491 0.000067 \n", " \n", " RiskPremium1 SMB1 HML1 RMW1 CMA1 YYYYmm \\\n", " 0 0.025887 -0.007222 -0.002774 -0.001408 -0.004073 201512 \n", " 1 -0.005608 0.019652 -0.003509 -0.002788 0.002015 201512 \n", " 2 0.000777 0.007581 -0.000009 0.000053 0.002335 201512 \n", " 3 0.016579 0.012617 -0.001318 -0.003651 -0.001216 201512 \n", " 4 0.001070 0.003414 0.004174 0.001525 -0.002178 201512 \n", " ... ... ... ... ... ... ... \n", " 1762 -0.006374 0.002265 -0.003920 -0.000093 -0.003669 202303 \n", " 1763 0.000790 -0.005440 0.003884 0.000231 0.002473 202303 \n", " 1764 -0.002534 -0.005063 -0.004080 -0.000682 -0.001761 202303 \n", " 1765 0.005986 -0.012989 -0.000733 0.008088 -0.001436 202303 \n", " 1766 0.003611 0.009281 -0.002449 -0.005996 -0.001176 202303 \n", " \n", " indexclose stkdret indexdret \n", " 0 3520.6682 0.095477 0.024756 \n", " 1 3510.3537 0.095538 -0.002934 \n", " 2 3516.1867 0.095517 0.001660 \n", " 3 3579.9989 0.095373 0.017985 \n", " 4 3578.9640 0.095082 -0.000289 \n", " ... ... ... ... \n", " 1762 3251.3971 -0.013555 -0.004375 \n", " 1763 3245.3760 -0.023855 -0.001854 \n", " 1764 3240.0568 0.032503 -0.001640 \n", " 1765 3261.2485 0.021899 0.006519 \n", " 1766 3272.8602 -0.010889 0.003554 \n", " \n", " [1767 rows x 15 columns],\n", " 300496: stkcode date stkclose trdsum dampltd rf \\\n", " 0 300496 2015-12-14 40.55 1.622000e+05 0.0000 0.000083 \n", " 1 300496 2015-12-15 44.61 8.475900e+04 0.0000 0.000084 \n", " 2 300496 2015-12-16 49.07 1.570240e+05 0.0000 0.000083 \n", " 3 300496 2015-12-17 53.98 2.429100e+05 0.0000 0.000084 \n", " 4 300496 2015-12-18 59.38 3.028380e+05 0.0000 0.000084 \n", " ... ... ... ... ... ... ... \n", " 1709 300496 2023-03-27 112.35 1.915716e+09 8.5108 0.000067 \n", " 1710 300496 2023-03-28 107.61 1.368957e+09 4.7085 0.000067 \n", " 1711 300496 2023-03-29 108.32 8.697157e+08 3.5870 0.000067 \n", " 1712 300496 2023-03-30 107.78 7.835547e+08 3.7322 0.000067 \n", " 1713 300496 2023-03-31 108.35 9.247887e+08 4.7504 0.000067 \n", " \n", " RiskPremium1 SMB1 HML1 RMW1 CMA1 YYYYmm \\\n", " 0 0.025887 -0.007222 -0.002774 -0.001408 -0.004073 201512 \n", " 1 -0.005608 0.019652 -0.003509 -0.002788 0.002015 201512 \n", " 2 0.000777 0.007581 -0.000009 0.000053 0.002335 201512 \n", " 3 0.016579 0.012617 -0.001318 -0.003651 -0.001216 201512 \n", " 4 0.001070 0.003414 0.004174 0.001525 -0.002178 201512 \n", " ... ... ... ... ... ... ... \n", " 1709 -0.006374 0.002265 -0.003920 -0.000093 -0.003669 202303 \n", " 1710 0.000790 -0.005440 0.003884 0.000231 0.002473 202303 \n", " 1711 -0.002534 -0.005063 -0.004080 -0.000682 -0.001761 202303 \n", " 1712 0.005986 -0.012989 -0.000733 0.008088 -0.001436 202303 \n", " 1713 0.003611 0.009281 -0.002449 -0.005996 -0.001176 202303 \n", " \n", " indexclose stkdret indexdret \n", " 0 3520.6682 0.095409 0.024756 \n", " 1 3510.3537 0.095422 -0.002934 \n", " 2 3516.1867 0.095290 0.001660 \n", " 3 3579.9989 0.095366 0.017985 \n", " 4 3578.9640 0.095344 -0.000289 \n", " ... ... ... ... \n", " 1709 3251.3971 -0.027652 -0.004375 \n", " 1710 3245.3760 -0.043105 -0.001854 \n", " 1711 3240.0568 0.006576 -0.001640 \n", " 1712 3261.2485 -0.004998 0.006519 \n", " 1713 3272.8602 0.005275 0.003554 \n", " \n", " [1714 rows x 15 columns],\n", " 430425: stkcode date stkclose trdsum dampltd rf \\\n", " 0 430425 2015-06-04 1.10 550000.00 0.0000 0.000079 \n", " 1 430425 2015-06-05 1.10 770000.00 0.0000 0.000079 \n", " 2 430425 2015-06-09 1.10 286000.00 0.0000 0.000080 \n", " 3 430425 2015-06-10 2.00 2400000.00 0.0000 0.000080 \n", " 4 430425 2015-06-11 1.10 2200000.00 0.0000 0.000080 \n", " .. ... ... ... ... ... ... \n", " 539 430425 2023-03-27 13.11 3348159.56 2.4444 0.000067 \n", " 540 430425 2023-03-28 13.40 7360753.34 6.9413 0.000067 \n", " 541 430425 2023-03-29 13.18 5019531.98 2.9851 0.000067 \n", " 542 430425 2023-03-30 13.18 2105301.33 1.5933 0.000067 \n", " 543 430425 2023-03-31 13.10 2078886.10 1.8968 0.000067 \n", " \n", " RiskPremium1 SMB1 HML1 RMW1 CMA1 YYYYmm indexclose \\\n", " 0 0.013310 -0.010739 0.010264 -0.000891 -0.003567 201506 4947.1020 \n", " 1 0.014820 0.008353 -0.002825 -0.004730 0.002318 201506 5023.0960 \n", " 2 -0.005805 0.001764 -0.000477 -0.006147 0.000820 201506 5113.5337 \n", " 3 -0.004657 0.024150 -0.013865 -0.007193 -0.001169 201506 5106.0359 \n", " 4 0.000084 0.029901 -0.010352 -0.007684 0.006717 201506 5121.5925 \n", " .. ... ... ... ... ... ... ... \n", " 539 -0.006374 0.002265 -0.003920 -0.000093 -0.003669 202303 3251.3971 \n", " 540 0.000790 -0.005440 0.003884 0.000231 0.002473 202303 3245.3760 \n", " 541 -0.002534 -0.005063 -0.004080 -0.000682 -0.001761 202303 3240.0568 \n", " 542 0.005986 -0.012989 -0.000733 0.008088 -0.001436 202303 3261.2485 \n", " 543 0.003611 0.009281 -0.002449 -0.005996 -0.001176 202303 3272.8602 \n", " \n", " stkdret indexdret \n", " 0 -0.241162 0.088655 \n", " 1 0.000000 0.015245 \n", " 2 0.000000 0.017844 \n", " 3 0.597837 -0.001467 \n", " 4 -0.597837 0.003042 \n", " .. ... ... \n", " 539 -0.029314 -0.004375 \n", " 540 0.021879 -0.001854 \n", " 541 -0.016554 -0.001640 \n", " 542 0.000000 0.006519 \n", " 543 -0.006088 0.003554 \n", " \n", " [544 rows x 15 columns],\n", " 600037: stkcode date stkclose trdsum dampltd rf \\\n", " 0 600037 2013-01-07 6.64 45905870 1.5175 0.000107 \n", " 1 600037 2013-01-08 6.71 56825567 2.2590 0.000107 \n", " 2 600037 2013-01-09 6.70 51796099 1.1923 0.000107 \n", " 3 600037 2013-01-10 6.83 101724304 2.5373 0.000107 \n", " 4 600037 2013-01-11 6.61 86334504 4.0996 0.000107 \n", " ... ... ... ... ... ... ... \n", " 2936 600037 2023-03-27 9.51 347308662 3.4304 0.000067 \n", " 2937 600037 2023-03-28 9.55 449395747 4.7319 0.000067 \n", " 2938 600037 2023-03-29 9.54 295396800 2.9319 0.000067 \n", " 2939 600037 2023-03-30 9.30 228851043 3.3543 0.000067 \n", " 2940 600037 2023-03-31 9.59 235536655 3.6559 0.000067 \n", " \n", " RiskPremium1 SMB1 HML1 RMW1 CMA1 YYYYmm \\\n", " 0 0.003761 0.010096 -0.002014 -0.004582 0.000641 201301 \n", " 1 -0.006667 0.012550 -0.007672 -0.001519 0.002452 201301 \n", " 2 -0.001212 0.002407 -0.003288 0.001126 -0.000336 201301 \n", " 3 0.003885 0.002622 0.004782 -0.003027 0.000300 201301 \n", " 4 -0.016251 -0.004473 0.000358 -0.000219 -0.008375 201301 \n", " ... ... ... ... ... ... ... \n", " 2936 -0.006374 0.002265 -0.003920 -0.000093 -0.003669 202303 \n", " 2937 0.000790 -0.005440 0.003884 0.000231 0.002473 202303 \n", " 2938 -0.002534 -0.005063 -0.004080 -0.000682 -0.001761 202303 \n", " 2939 0.005986 -0.012989 -0.000733 0.008088 -0.001436 202303 \n", " 2940 0.003611 0.009281 -0.002449 -0.005996 -0.001176 202303 \n", " \n", " indexclose stkdret indexdret \n", " 0 2285.3640 0.007559 0.003670 \n", " 1 2276.0700 0.010487 -0.004075 \n", " 2 2275.3400 -0.001491 -0.000321 \n", " 3 2283.6580 0.019217 0.003649 \n", " 4 2242.9970 -0.032741 -0.017966 \n", " ... ... ... ... \n", " 2936 3251.3971 -0.011500 -0.004375 \n", " 2937 3245.3760 0.004197 -0.001854 \n", " 2938 3240.0568 -0.001048 -0.001640 \n", " 2939 3261.2485 -0.025479 0.006519 \n", " 2940 3272.8602 0.030706 0.003554 \n", " \n", " [2941 rows x 15 columns],\n", " 600050: stkcode date stkclose trdsum dampltd rf \\\n", " 0 600050 2013-01-07 3.51 208268856 1.4327 0.000107 \n", " 1 600050 2013-01-08 3.50 261739622 1.1396 0.000107 \n", " 2 600050 2013-01-09 3.57 578106756 4.2857 0.000107 \n", " 3 600050 2013-01-10 3.55 363984989 2.2409 0.000107 \n", " 4 600050 2013-01-11 3.47 387794535 3.3803 0.000107 \n", " ... ... ... ... ... ... ... \n", " 2873 600050 2023-03-27 5.40 2842841298 4.5455 0.000067 \n", " 2874 600050 2023-03-28 5.53 2978198397 3.7037 0.000067 \n", " 2875 600050 2023-03-29 5.46 2579099224 3.7975 0.000067 \n", " 2876 600050 2023-03-30 5.29 2717174220 5.4945 0.000067 \n", " 2877 600050 2023-03-31 5.42 2240375782 3.5917 0.000067 \n", " \n", " RiskPremium1 SMB1 HML1 RMW1 CMA1 YYYYmm \\\n", " 0 0.003761 0.010096 -0.002014 -0.004582 0.000641 201301 \n", " 1 -0.006667 0.012550 -0.007672 -0.001519 0.002452 201301 \n", " 2 -0.001212 0.002407 -0.003288 0.001126 -0.000336 201301 \n", " 3 0.003885 0.002622 0.004782 -0.003027 0.000300 201301 \n", " 4 -0.016251 -0.004473 0.000358 -0.000219 -0.008375 201301 \n", " ... ... ... ... ... ... ... \n", " 2873 -0.006374 0.002265 -0.003920 -0.000093 -0.003669 202303 \n", " 2874 0.000790 -0.005440 0.003884 0.000231 0.002473 202303 \n", " 2875 -0.002534 -0.005063 -0.004080 -0.000682 -0.001761 202303 \n", " 2876 0.005986 -0.012989 -0.000733 0.008088 -0.001436 202303 \n", " 2877 0.003611 0.009281 -0.002449 -0.005996 -0.001176 202303 \n", " \n", " indexclose stkdret indexdret \n", " 0 2285.3640 0.005714 0.003670 \n", " 1 2276.0700 -0.002853 -0.004075 \n", " 2 2275.3400 0.019803 -0.000321 \n", " 3 2283.6580 -0.005618 0.003649 \n", " 4 2242.9970 -0.022793 -0.017966 \n", " ... ... ... ... \n", " 2873 3251.3971 -0.018349 -0.004375 \n", " 2874 3245.3760 0.023789 -0.001854 \n", " 2875 3240.0568 -0.012739 -0.001640 \n", " 2876 3261.2485 -0.031631 0.006519 \n", " 2877 3272.8602 0.024278 0.003554 \n", " \n", " [2878 rows x 15 columns],\n", " 600406: stkcode date stkclose trdsum dampltd rf \\\n", " 0 600406 2013-01-07 15.40 269886052 2.4312 0.000107 \n", " 1 600406 2013-01-08 16.43 530147425 6.7532 0.000107 \n", " 2 600406 2013-01-09 16.90 575620300 6.9385 0.000107 \n", " 3 600406 2013-01-10 16.84 217537508 2.1893 0.000107 \n", " 4 600406 2013-01-11 16.62 250997135 3.3848 0.000107 \n", " ... ... ... ... ... ... ... \n", " 2824 600406 2023-03-27 27.62 701751929 3.0094 0.000067 \n", " 2825 600406 2023-03-28 27.66 815654648 2.7516 0.000067 \n", " 2826 600406 2023-03-29 27.38 374361577 2.3861 0.000067 \n", " 2827 600406 2023-03-30 27.55 344477889 1.5705 0.000067 \n", " 2828 600406 2023-03-31 27.11 422097223 2.2868 0.000067 \n", " \n", " RiskPremium1 SMB1 HML1 RMW1 CMA1 YYYYmm \\\n", " 0 0.003761 0.010096 -0.002014 -0.004582 0.000641 201301 \n", " 1 -0.006667 0.012550 -0.007672 -0.001519 0.002452 201301 \n", " 2 -0.001212 0.002407 -0.003288 0.001126 -0.000336 201301 \n", " 3 0.003885 0.002622 0.004782 -0.003027 0.000300 201301 \n", " 4 -0.016251 -0.004473 0.000358 -0.000219 -0.008375 201301 \n", " ... ... ... ... ... ... ... \n", " 2824 -0.006374 0.002265 -0.003920 -0.000093 -0.003669 202303 \n", " 2825 0.000790 -0.005440 0.003884 0.000231 0.002473 202303 \n", " 2826 -0.002534 -0.005063 -0.004080 -0.000682 -0.001761 202303 \n", " 2827 0.005986 -0.012989 -0.000733 0.008088 -0.001436 202303 \n", " 2828 0.003611 0.009281 -0.002449 -0.005996 -0.001176 202303 \n", " \n", " indexclose stkdret indexdret \n", " 0 2285.3640 -0.014825 0.003670 \n", " 1 2276.0700 0.064741 -0.004075 \n", " 2 2275.3400 0.028205 -0.000321 \n", " 3 2283.6580 -0.003557 0.003649 \n", " 4 2242.9970 -0.013150 -0.017966 \n", " ... ... ... ... \n", " 2824 3251.3971 0.001449 -0.004375 \n", " 2825 3245.3760 0.001447 -0.001854 \n", " 2826 3240.0568 -0.010175 -0.001640 \n", " 2827 3261.2485 0.006190 0.006519 \n", " 2828 3272.8602 -0.016100 0.003554 \n", " \n", " [2829 rows x 15 columns],\n", " 600410: stkcode date stkclose trdsum dampltd rf \\\n", " 0 600410 2013-01-07 6.24 51381401 2.5890 0.000107 \n", " 1 600410 2013-01-08 6.36 76151720 4.3269 0.000107 \n", " 2 600410 2013-01-09 6.48 101807697 2.6730 0.000107 \n", " 3 600410 2013-01-10 6.54 103619238 3.2407 0.000107 \n", " 4 600410 2013-01-11 6.34 74857078 3.5168 0.000107 \n", " ... ... ... ... ... ... ... \n", " 2908 600410 2023-03-27 7.13 743295834 4.6283 0.000067 \n", " 2909 600410 2023-03-28 7.18 600457904 6.0309 0.000067 \n", " 2910 600410 2023-03-29 7.01 396874896 3.7604 0.000067 \n", " 2911 600410 2023-03-30 6.86 328284912 4.4223 0.000067 \n", " 2912 600410 2023-03-31 6.89 282247187 3.9359 0.000067 \n", " \n", " RiskPremium1 SMB1 HML1 RMW1 CMA1 YYYYmm \\\n", " 0 0.003761 0.010096 -0.002014 -0.004582 0.000641 201301 \n", " 1 -0.006667 0.012550 -0.007672 -0.001519 0.002452 201301 \n", " 2 -0.001212 0.002407 -0.003288 0.001126 -0.000336 201301 \n", " 3 0.003885 0.002622 0.004782 -0.003027 0.000300 201301 \n", " 4 -0.016251 -0.004473 0.000358 -0.000219 -0.008375 201301 \n", " ... ... ... ... ... ... ... \n", " 2908 -0.006374 0.002265 -0.003920 -0.000093 -0.003669 202303 \n", " 2909 0.000790 -0.005440 0.003884 0.000231 0.002473 202303 \n", " 2910 -0.002534 -0.005063 -0.004080 -0.000682 -0.001761 202303 \n", " 2911 0.005986 -0.012989 -0.000733 0.008088 -0.001436 202303 \n", " 2912 0.003611 0.009281 -0.002449 -0.005996 -0.001176 202303 \n", " \n", " indexclose stkdret indexdret \n", " 0 2285.3640 0.009662 0.003670 \n", " 1 2276.0700 0.019048 -0.004075 \n", " 2 2275.3400 0.018692 -0.000321 \n", " 3 2283.6580 0.009217 0.003649 \n", " 4 2242.9970 -0.031058 -0.017966 \n", " ... ... ... ... \n", " 2908 3251.3971 0.000000 -0.004375 \n", " 2909 3245.3760 0.006988 -0.001854 \n", " 2910 3240.0568 -0.023962 -0.001640 \n", " 2911 3261.2485 -0.021630 0.006519 \n", " 2912 3272.8602 0.004364 0.003554 \n", " \n", " [2913 rows x 15 columns],\n", " 600446: stkcode date stkclose trdsum dampltd rf \\\n", " 0 600446 2013-01-07 6.70 11933061 1.7991 0.000107 \n", " 1 600446 2013-01-08 6.73 25993926 5.9701 0.000107 \n", " 2 600446 2013-01-09 6.70 14961471 2.3774 0.000107 \n", " 3 600446 2013-01-10 6.71 20190948 3.2836 0.000107 \n", " 4 600446 2013-01-11 6.61 19151175 2.3845 0.000107 \n", " ... ... ... ... ... ... ... \n", " 2845 600446 2023-03-27 14.70 719648442 5.4961 0.000067 \n", " 2846 600446 2023-03-28 14.21 463375155 3.1293 0.000067 \n", " 2847 600446 2023-03-29 14.05 274658016 1.9704 0.000067 \n", " 2848 600446 2023-03-30 13.75 271599448 3.0605 0.000067 \n", " 2849 600446 2023-03-31 14.07 268023085 4.7273 0.000067 \n", " \n", " RiskPremium1 SMB1 HML1 RMW1 CMA1 YYYYmm \\\n", " 0 0.003761 0.010096 -0.002014 -0.004582 0.000641 201301 \n", " 1 -0.006667 0.012550 -0.007672 -0.001519 0.002452 201301 \n", " 2 -0.001212 0.002407 -0.003288 0.001126 -0.000336 201301 \n", " 3 0.003885 0.002622 0.004782 -0.003027 0.000300 201301 \n", " 4 -0.016251 -0.004473 0.000358 -0.000219 -0.008375 201301 \n", " ... ... ... ... ... ... ... \n", " 2845 -0.006374 0.002265 -0.003920 -0.000093 -0.003669 202303 \n", " 2846 0.000790 -0.005440 0.003884 0.000231 0.002473 202303 \n", " 2847 -0.002534 -0.005063 -0.004080 -0.000682 -0.001761 202303 \n", " 2848 0.005986 -0.012989 -0.000733 0.008088 -0.001436 202303 \n", " 2849 0.003611 0.009281 -0.002449 -0.005996 -0.001176 202303 \n", " \n", " indexclose stkdret indexdret \n", " 0 2285.3640 0.004488 0.003670 \n", " 1 2276.0700 0.004468 -0.004075 \n", " 2 2275.3400 -0.004468 -0.000321 \n", " 3 2283.6580 0.001491 0.003649 \n", " 4 2242.9970 -0.015015 -0.017966 \n", " ... ... ... ... \n", " 2845 3251.3971 0.048076 -0.004375 \n", " 2846 3245.3760 -0.033902 -0.001854 \n", " 2847 3240.0568 -0.011324 -0.001640 \n", " 2848 3261.2485 -0.021584 0.006519 \n", " 2849 3272.8602 0.023006 0.003554 \n", " \n", " [2850 rows x 15 columns],\n", " 600476: stkcode date stkclose trdsum dampltd rf \\\n", " 0 600476 2013-01-07 6.96 9448707 2.8450 0.000107 \n", " 1 600476 2013-01-08 6.97 9295868 2.0115 0.000107 \n", " 2 600476 2013-01-09 7.07 9802923 3.0129 0.000107 \n", " 3 600476 2013-01-10 7.03 10457373 2.2631 0.000107 \n", " 4 600476 2013-01-11 6.93 12219753 4.5519 0.000107 \n", " ... ... ... ... ... ... ... \n", " 2957 600476 2023-03-27 19.18 176266145 3.5567 0.000067 \n", " 2958 600476 2023-03-28 19.02 209623181 5.4745 0.000067 \n", " 2959 600476 2023-03-29 19.28 259344772 3.5752 0.000067 \n", " 2960 600476 2023-03-30 18.40 243086155 6.2241 0.000067 \n", " 2961 600476 2023-03-31 18.72 150659433 4.4022 0.000067 \n", " \n", " RiskPremium1 SMB1 HML1 RMW1 CMA1 YYYYmm \\\n", " 0 0.003761 0.010096 -0.002014 -0.004582 0.000641 201301 \n", " 1 -0.006667 0.012550 -0.007672 -0.001519 0.002452 201301 \n", " 2 -0.001212 0.002407 -0.003288 0.001126 -0.000336 201301 \n", " 3 0.003885 0.002622 0.004782 -0.003027 0.000300 201301 \n", " 4 -0.016251 -0.004473 0.000358 -0.000219 -0.008375 201301 \n", " ... ... ... ... ... ... ... \n", " 2957 -0.006374 0.002265 -0.003920 -0.000093 -0.003669 202303 \n", " 2958 0.000790 -0.005440 0.003884 0.000231 0.002473 202303 \n", " 2959 -0.002534 -0.005063 -0.004080 -0.000682 -0.001761 202303 \n", " 2960 0.005986 -0.012989 -0.000733 0.008088 -0.001436 202303 \n", " 2961 0.003611 0.009281 -0.002449 -0.005996 -0.001176 202303 \n", " \n", " indexclose stkdret indexdret \n", " 0 2285.3640 -0.010007 0.003670 \n", " 1 2276.0700 0.001436 -0.004075 \n", " 2 2275.3400 0.014245 -0.000321 \n", " 3 2283.6580 -0.005674 0.003649 \n", " 4 2242.9970 -0.014327 -0.017966 \n", " ... ... ... ... \n", " 2957 3251.3971 -0.011405 -0.004375 \n", " 2958 3245.3760 -0.008377 -0.001854 \n", " 2959 3240.0568 0.013577 -0.001640 \n", " 2960 3261.2485 -0.046718 0.006519 \n", " 2961 3272.8602 0.017242 0.003554 \n", " \n", " [2962 rows x 15 columns],\n", " 600536: stkcode date stkclose trdsum dampltd rf \\\n", " 0 600536 2013-01-08 10.83 30641994 4.7170 0.000107 \n", " 1 600536 2013-01-09 11.02 37203767 4.4321 0.000107 \n", " 2 600536 2013-01-10 11.46 46825297 6.1706 0.000107 \n", " 3 600536 2013-01-11 11.00 31492741 4.1012 0.000107 \n", " 4 600536 2013-01-14 11.36 31088401 5.1818 0.000107 \n", " ... ... ... ... ... ... ... \n", " 2957 600536 2023-03-27 69.02 1959766453 5.5007 0.000067 \n", " 2958 600536 2023-03-28 69.62 1861671574 4.9116 0.000067 \n", " 2959 600536 2023-03-29 67.60 2147280743 4.7113 0.000067 \n", " 2960 600536 2023-03-30 66.48 1290349482 2.7515 0.000067 \n", " 2961 600536 2023-03-31 68.83 1677463707 4.6631 0.000067 \n", " \n", " RiskPremium1 SMB1 HML1 RMW1 CMA1 YYYYmm \\\n", " 0 -0.006667 0.012550 -0.007672 -0.001519 0.002452 201301 \n", " 1 -0.001212 0.002407 -0.003288 0.001126 -0.000336 201301 \n", " 2 0.003885 0.002622 0.004782 -0.003027 0.000300 201301 \n", " 3 -0.016251 -0.004473 0.000358 -0.000219 -0.008375 201301 \n", " 4 0.030524 0.002484 -0.001369 -0.002640 0.000791 201301 \n", " ... ... ... ... ... ... ... \n", " 2957 -0.006374 0.002265 -0.003920 -0.000093 -0.003669 202303 \n", " 2958 0.000790 -0.005440 0.003884 0.000231 0.002473 202303 \n", " 2959 -0.002534 -0.005063 -0.004080 -0.000682 -0.001761 202303 \n", " 2960 0.005986 -0.012989 -0.000733 0.008088 -0.001436 202303 \n", " 2961 0.003611 0.009281 -0.002449 -0.005996 -0.001176 202303 \n", " \n", " indexclose stkdret indexdret \n", " 0 2276.0700 0.021466 -0.000405 \n", " 1 2275.3400 0.017392 -0.000321 \n", " 2 2283.6580 0.039151 0.003649 \n", " 3 2242.9970 -0.040967 -0.017966 \n", " 4 2311.7400 0.032203 0.030188 \n", " ... ... ... ... \n", " 2957 3251.3971 -0.026874 -0.004375 \n", " 2958 3245.3760 0.008656 -0.001854 \n", " 2959 3240.0568 -0.029444 -0.001640 \n", " 2960 3261.2485 -0.016707 0.006519 \n", " 2961 3272.8602 0.034739 0.003554 \n", " \n", " [2962 rows x 15 columns],\n", " 600570: stkcode date stkclose trdsum dampltd rf \\\n", " 0 600570 2013-01-07 11.45 160405486 5.9875 0.000107 \n", " 1 600570 2013-01-08 11.78 108659199 5.0655 0.000107 \n", " 2 600570 2013-01-09 11.90 72093513 3.8200 0.000107 \n", " 3 600570 2013-01-10 11.77 61019446 3.1933 0.000107 \n", " 4 600570 2013-01-11 11.52 43580538 4.1631 0.000107 \n", " ... ... ... ... ... ... ... \n", " 2906 600570 2023-03-27 50.60 3367184240 10.4219 0.000067 \n", " 2907 600570 2023-03-28 49.00 1415658928 3.3992 0.000067 \n", " 2908 600570 2023-03-29 48.93 1096811625 3.8571 0.000067 \n", " 2909 600570 2023-03-30 48.38 756591411 2.8408 0.000067 \n", " 2910 600570 2023-03-31 53.22 2694879339 11.8231 0.000067 \n", " \n", " RiskPremium1 SMB1 HML1 RMW1 CMA1 YYYYmm \\\n", " 0 0.003761 0.010096 -0.002014 -0.004582 0.000641 201301 \n", " 1 -0.006667 0.012550 -0.007672 -0.001519 0.002452 201301 \n", " 2 -0.001212 0.002407 -0.003288 0.001126 -0.000336 201301 \n", " 3 0.003885 0.002622 0.004782 -0.003027 0.000300 201301 \n", " 4 -0.016251 -0.004473 0.000358 -0.000219 -0.008375 201301 \n", " ... ... ... ... ... ... ... \n", " 2906 -0.006374 0.002265 -0.003920 -0.000093 -0.003669 202303 \n", " 2907 0.000790 -0.005440 0.003884 0.000231 0.002473 202303 \n", " 2908 -0.002534 -0.005063 -0.004080 -0.000682 -0.001761 202303 \n", " 2909 0.005986 -0.012989 -0.000733 0.008088 -0.001436 202303 \n", " 2910 0.003611 0.009281 -0.002449 -0.005996 -0.001176 202303 \n", " \n", " indexclose stkdret indexdret \n", " 0 2285.3640 0.022969 0.003670 \n", " 1 2276.0700 0.028413 -0.004075 \n", " 2 2275.3400 0.010135 -0.000321 \n", " 3 2283.6580 -0.010984 0.003649 \n", " 4 2242.9970 -0.021469 -0.017966 \n", " ... ... ... ... \n", " 2906 3251.3971 0.065329 -0.004375 \n", " 2907 3245.3760 -0.032131 -0.001854 \n", " 2908 3240.0568 -0.001430 -0.001640 \n", " 2909 3261.2485 -0.011304 0.006519 \n", " 2910 3272.8602 0.095348 0.003554 \n", " \n", " [2911 rows x 15 columns],\n", " 600571: stkcode date stkclose trdsum dampltd rf \\\n", " 0 600571 2013-01-07 8.67 10145925 2.2067 0.000107 \n", " 1 600571 2013-01-08 8.75 12718905 2.4221 0.000107 \n", " 2 600571 2013-01-09 8.73 12792159 2.2857 0.000107 \n", " 3 600571 2013-01-10 8.69 9439236 1.7182 0.000107 \n", " 4 600571 2013-01-11 8.53 12140651 2.8769 0.000107 \n", " ... ... ... ... ... ... ... \n", " 2800 600571 2023-03-27 11.69 506157574 4.4815 0.000067 \n", " 2801 600571 2023-03-28 11.20 306513088 4.4482 0.000067 \n", " 2802 600571 2023-03-29 11.01 216827349 2.8571 0.000067 \n", " 2803 600571 2023-03-30 10.85 176538717 3.1789 0.000067 \n", " 2804 600571 2023-03-31 11.45 325713498 7.0968 0.000067 \n", " \n", " RiskPremium1 SMB1 HML1 RMW1 CMA1 YYYYmm \\\n", " 0 0.003761 0.010096 -0.002014 -0.004582 0.000641 201301 \n", " 1 -0.006667 0.012550 -0.007672 -0.001519 0.002452 201301 \n", " 2 -0.001212 0.002407 -0.003288 0.001126 -0.000336 201301 \n", " 3 0.003885 0.002622 0.004782 -0.003027 0.000300 201301 \n", " 4 -0.016251 -0.004473 0.000358 -0.000219 -0.008375 201301 \n", " ... ... ... ... ... ... ... \n", " 2800 -0.006374 0.002265 -0.003920 -0.000093 -0.003669 202303 \n", " 2801 0.000790 -0.005440 0.003884 0.000231 0.002473 202303 \n", " 2802 -0.002534 -0.005063 -0.004080 -0.000682 -0.001761 202303 \n", " 2803 0.005986 -0.012989 -0.000733 0.008088 -0.001436 202303 \n", " 2804 0.003611 0.009281 -0.002449 -0.005996 -0.001176 202303 \n", " \n", " indexclose stkdret indexdret \n", " 0 2285.3640 0.006944 0.003670 \n", " 1 2276.0700 0.009185 -0.004075 \n", " 2 2275.3400 -0.002288 -0.000321 \n", " 3 2283.6580 -0.004592 0.003649 \n", " 4 2242.9970 -0.018584 -0.017966 \n", " ... ... ... ... \n", " 2800 3251.3971 0.026876 -0.004375 \n", " 2801 3245.3760 -0.042820 -0.001854 \n", " 2802 3240.0568 -0.017110 -0.001640 \n", " 2803 3261.2485 -0.014639 0.006519 \n", " 2804 3272.8602 0.053825 0.003554 \n", " \n", " [2805 rows x 15 columns],\n", " 600588: stkcode date stkclose trdsum dampltd rf \\\n", " 0 600588 2013-01-07 10.33 285079662 7.5742 0.000107 \n", " 1 600588 2013-01-08 10.31 221745269 4.0658 0.000107 \n", " 2 600588 2013-01-09 10.16 125475055 2.4248 0.000107 \n", " 3 600588 2013-01-10 10.22 123174811 2.8543 0.000107 \n", " 4 600588 2013-01-11 10.14 147994682 3.8160 0.000107 \n", " ... ... ... ... ... ... ... \n", " 2947 600588 2023-03-27 25.25 2228155470 6.9257 0.000067 \n", " 2948 600588 2023-03-28 25.20 1562892285 5.0297 0.000067 \n", " 2949 600588 2023-03-29 24.36 1617212030 4.1270 0.000067 \n", " 2950 600588 2023-03-30 23.74 1320641342 3.6125 0.000067 \n", " 2951 600588 2023-03-31 25.15 2084065583 8.7616 0.000067 \n", " \n", " RiskPremium1 SMB1 HML1 RMW1 CMA1 YYYYmm \\\n", " 0 0.003761 0.010096 -0.002014 -0.004582 0.000641 201301 \n", " 1 -0.006667 0.012550 -0.007672 -0.001519 0.002452 201301 \n", " 2 -0.001212 0.002407 -0.003288 0.001126 -0.000336 201301 \n", " 3 0.003885 0.002622 0.004782 -0.003027 0.000300 201301 \n", " 4 -0.016251 -0.004473 0.000358 -0.000219 -0.008375 201301 \n", " ... ... ... ... ... ... ... \n", " 2947 -0.006374 0.002265 -0.003920 -0.000093 -0.003669 202303 \n", " 2948 0.000790 -0.005440 0.003884 0.000231 0.002473 202303 \n", " 2949 -0.002534 -0.005063 -0.004080 -0.000682 -0.001761 202303 \n", " 2950 0.005986 -0.012989 -0.000733 0.008088 -0.001436 202303 \n", " 2951 0.003611 0.009281 -0.002449 -0.005996 -0.001176 202303 \n", " \n", " indexclose stkdret indexdret \n", " 0 2285.3640 0.055736 0.003670 \n", " 1 2276.0700 -0.001938 -0.004075 \n", " 2 2275.3400 -0.014656 -0.000321 \n", " 3 2283.6580 0.005888 0.003649 \n", " 4 2242.9970 -0.007859 -0.017966 \n", " ... ... ... ... \n", " 2947 3251.3971 -0.028886 -0.004375 \n", " 2948 3245.3760 -0.001982 -0.001854 \n", " 2949 3240.0568 -0.033902 -0.001640 \n", " 2950 3261.2485 -0.025781 0.006519 \n", " 2951 3272.8602 0.057697 0.003554 \n", " \n", " [2952 rows x 15 columns],\n", " 600637: stkcode date stkclose trdsum dampltd rf \\\n", " 0 600637 2013-01-07 15.99 68460136 1.8715 0.000107 \n", " 1 600637 2013-01-08 16.18 144303561 4.3777 0.000107 \n", " 2 600637 2013-01-09 16.11 93743760 1.6069 0.000107 \n", " 3 600637 2013-01-10 15.81 146129784 2.6071 0.000107 \n", " 4 600637 2013-01-11 15.60 150317678 2.4668 0.000107 \n", " ... ... ... ... ... ... ... \n", " 2540 600637 2023-03-27 8.14 505074107 3.9663 0.000067 \n", " 2541 600637 2023-03-28 8.10 332945500 2.3342 0.000067 \n", " 2542 600637 2023-03-29 8.17 437302428 2.8395 0.000067 \n", " 2543 600637 2023-03-30 7.82 584708866 5.0184 0.000067 \n", " 2544 600637 2023-03-31 8.14 448462525 5.8824 0.000067 \n", " \n", " RiskPremium1 SMB1 HML1 RMW1 CMA1 YYYYmm \\\n", " 0 0.003761 0.010096 -0.002014 -0.004582 0.000641 201301 \n", " 1 -0.006667 0.012550 -0.007672 -0.001519 0.002452 201301 \n", " 2 -0.001212 0.002407 -0.003288 0.001126 -0.000336 201301 \n", " 3 0.003885 0.002622 0.004782 -0.003027 0.000300 201301 \n", " 4 -0.016251 -0.004473 0.000358 -0.000219 -0.008375 201301 \n", " ... ... ... ... ... ... ... \n", " 2540 -0.006374 0.002265 -0.003920 -0.000093 -0.003669 202303 \n", " 2541 0.000790 -0.005440 0.003884 0.000231 0.002473 202303 \n", " 2542 -0.002534 -0.005063 -0.004080 -0.000682 -0.001761 202303 \n", " 2543 0.005986 -0.012989 -0.000733 0.008088 -0.001436 202303 \n", " 2544 0.003611 0.009281 -0.002449 -0.005996 -0.001176 202303 \n", " \n", " indexclose stkdret indexdret \n", " 0 2285.3640 -0.002498 0.003670 \n", " 1 2276.0700 0.011812 -0.004075 \n", " 2 2275.3400 -0.004336 -0.000321 \n", " 3 2283.6580 -0.018798 0.003649 \n", " 4 2242.9970 -0.013372 -0.017966 \n", " ... ... ... ... \n", " 2540 3251.3971 -0.021872 -0.004375 \n", " 2541 3245.3760 -0.004926 -0.001854 \n", " 2542 3240.0568 0.008605 -0.001640 \n", " 2543 3261.2485 -0.043784 0.006519 \n", " 2544 3272.8602 0.040106 0.003554 \n", " \n", " [2545 rows x 15 columns],\n", " 600640: stkcode date stkclose trdsum dampltd rf \\\n", " 0 600640 2018-07-03 10.23 20272544 3.1156 0.000109 \n", " 1 600640 2018-07-04 10.02 19924095 4.9853 0.000107 \n", " 2 600640 2018-07-05 9.76 21458809 4.5908 0.000105 \n", " 3 600640 2018-07-06 9.73 17774960 4.3033 0.000102 \n", " 4 600640 2018-07-09 9.83 16766970 2.3638 0.000101 \n", " ... ... ... ... ... ... ... \n", " 1611 600640 2023-03-27 13.45 213588674 3.8117 0.000067 \n", " 1612 600640 2023-03-28 12.90 201685638 4.6840 0.000067 \n", " 1613 600640 2023-03-29 13.11 181315341 5.4264 0.000067 \n", " 1614 600640 2023-03-30 12.75 116866528 4.1953 0.000067 \n", " 1615 600640 2023-03-31 13.35 154079921 6.5098 0.000067 \n", " \n", " RiskPremium1 SMB1 HML1 RMW1 CMA1 YYYYmm \\\n", " 0 0.004276 0.012327 0.002508 -0.005535 0.001363 201807 \n", " 1 -0.007164 -0.009074 0.003477 0.000163 0.003963 201807 \n", " 2 -0.004707 -0.021352 0.004682 0.002555 0.003773 201807 \n", " 3 0.005524 -0.001820 -0.001224 0.000225 -0.001017 201807 \n", " 4 0.028405 -0.006808 0.002783 0.005306 -0.002450 201807 \n", " ... ... ... ... ... ... ... \n", " 1611 -0.006374 0.002265 -0.003920 -0.000093 -0.003669 202303 \n", " 1612 0.000790 -0.005440 0.003884 0.000231 0.002473 202303 \n", " 1613 -0.002534 -0.005063 -0.004080 -0.000682 -0.001761 202303 \n", " 1614 0.005986 -0.012989 -0.000733 0.008088 -0.001436 202303 \n", " 1615 0.003611 0.009281 -0.002449 -0.005996 -0.001176 202303 \n", " \n", " indexclose stkdret indexdret \n", " 0 2786.8878 0.027752 0.004074 \n", " 1 2759.1260 -0.020741 -0.010012 \n", " 2 2733.8819 -0.026291 -0.009191 \n", " 3 2747.2285 -0.003079 0.004870 \n", " 4 2815.1095 0.010225 0.024409 \n", " ... ... ... ... \n", " 1611 3251.3971 0.005218 -0.004375 \n", " 1612 3245.3760 -0.041752 -0.001854 \n", " 1613 3240.0568 0.016148 -0.001640 \n", " 1614 3261.2485 -0.027844 0.006519 \n", " 1615 3272.8602 0.045985 0.003554 \n", " \n", " [1616 rows x 15 columns],\n", " 600718: stkcode date stkclose trdsum dampltd rf \\\n", " 0 600718 2013-01-07 7.59 49966625 3.2000 0.000107 \n", " 1 600718 2013-01-08 7.79 82734241 5.6653 0.000107 \n", " 2 600718 2013-01-09 7.76 71771401 2.5674 0.000107 \n", " 3 600718 2013-01-10 7.86 62737167 2.5773 0.000107 \n", " 4 600718 2013-01-11 7.63 48320591 3.8168 0.000107 \n", " ... ... ... ... ... ... ... \n", " 2951 600718 2023-03-27 12.45 810383779 4.3902 0.000067 \n", " 2952 600718 2023-03-28 12.04 624911414 4.0161 0.000067 \n", " 2953 600718 2023-03-29 11.91 466615619 3.4884 0.000067 \n", " 2954 600718 2023-03-30 11.70 364810229 3.6104 0.000067 \n", " 2955 600718 2023-03-31 12.09 453679837 5.8120 0.000067 \n", " \n", " RiskPremium1 SMB1 HML1 RMW1 CMA1 YYYYmm \\\n", " 0 0.003761 0.010096 -0.002014 -0.004582 0.000641 201301 \n", " 1 -0.006667 0.012550 -0.007672 -0.001519 0.002452 201301 \n", " 2 -0.001212 0.002407 -0.003288 0.001126 -0.000336 201301 \n", " 3 0.003885 0.002622 0.004782 -0.003027 0.000300 201301 \n", " 4 -0.016251 -0.004473 0.000358 -0.000219 -0.008375 201301 \n", " ... ... ... ... ... ... ... \n", " 2951 -0.006374 0.002265 -0.003920 -0.000093 -0.003669 202303 \n", " 2952 0.000790 -0.005440 0.003884 0.000231 0.002473 202303 \n", " 2953 -0.002534 -0.005063 -0.004080 -0.000682 -0.001761 202303 \n", " 2954 0.005986 -0.012989 -0.000733 0.008088 -0.001436 202303 \n", " 2955 0.003611 0.009281 -0.002449 -0.005996 -0.001176 202303 \n", " \n", " indexclose stkdret indexdret \n", " 0 2285.3640 0.011929 0.003670 \n", " 1 2276.0700 0.026009 -0.004075 \n", " 2 2275.3400 -0.003859 -0.000321 \n", " 3 2283.6580 0.012804 0.003649 \n", " 4 2242.9970 -0.029699 -0.017966 \n", " ... ... ... ... \n", " 2951 3251.3971 0.012121 -0.004375 \n", " 2952 3245.3760 -0.033486 -0.001854 \n", " 2953 3240.0568 -0.010856 -0.001640 \n", " 2954 3261.2485 -0.017790 0.006519 \n", " 2955 3272.8602 0.032790 0.003554 \n", " \n", " [2956 rows x 15 columns],\n", " 600728: stkcode date stkclose trdsum dampltd rf \\\n", " 0 600728 2013-03-22 10.43 895290 0.0000 0.000106 \n", " 1 600728 2013-03-25 11.47 11169761 0.0000 0.000106 \n", " 2 600728 2013-03-26 12.25 445365367 6.1029 0.000106 \n", " 3 600728 2013-03-27 12.03 260066175 7.1837 0.000106 \n", " 4 600728 2013-03-28 11.43 182087265 6.8994 0.000106 \n", " ... ... ... ... ... ... ... \n", " 2695 600728 2023-03-27 7.05 459740457 3.4833 0.000067 \n", " 2696 600728 2023-03-28 7.16 714943941 4.9645 0.000067 \n", " 2697 600728 2023-03-29 7.13 357108455 2.6536 0.000067 \n", " 2698 600728 2023-03-30 6.95 378021647 3.9271 0.000067 \n", " 2699 600728 2023-03-31 7.30 514990897 7.9137 0.000067 \n", " \n", " RiskPremium1 SMB1 HML1 RMW1 CMA1 YYYYmm \\\n", " 0 0.001640 0.002853 0.000798 -0.001559 0.001963 201303 \n", " 1 0.000137 0.001730 -0.001508 0.000962 0.000143 201303 \n", " 2 -0.013304 0.005551 -0.002064 -0.001941 0.002448 201303 \n", " 3 0.001909 0.000997 -0.001826 -0.000828 -0.001160 201303 \n", " 4 -0.027676 -0.009156 -0.002676 0.005501 -0.002790 201303 \n", " ... ... ... ... ... ... ... \n", " 2695 -0.006374 0.002265 -0.003920 -0.000093 -0.003669 202303 \n", " 2696 0.000790 -0.005440 0.003884 0.000231 0.002473 202303 \n", " 2697 -0.002534 -0.005063 -0.004080 -0.000682 -0.001761 202303 \n", " 2698 0.005986 -0.012989 -0.000733 0.008088 -0.001436 202303 \n", " 2699 0.003611 0.009281 -0.002449 -0.005996 -0.001176 202303 \n", " \n", " indexclose stkdret indexdret \n", " 0 2328.2780 0.095502 0.001735 \n", " 1 2326.7150 0.095049 -0.000672 \n", " 2 2297.6690 0.065791 -0.012562 \n", " 3 2301.2590 -0.018122 0.001561 \n", " 4 2236.3020 -0.051162 -0.028633 \n", " ... ... ... ... \n", " 2695 3251.3971 0.022957 -0.004375 \n", " 2696 3245.3760 0.015482 -0.001854 \n", " 2697 3240.0568 -0.004199 -0.001640 \n", " 2698 3261.2485 -0.025570 0.006519 \n", " 2699 3272.8602 0.049133 0.003554 \n", " \n", " [2700 rows x 15 columns],\n", " 600756: stkcode date stkclose trdsum dampltd rf \\\n", " 0 600756 2013-01-07 8.50 71406117 4.1766 0.000107 \n", " 1 600756 2013-01-08 8.63 94019258 3.4118 0.000107 \n", " 2 600756 2013-01-09 8.58 89864694 3.3604 0.000107 \n", " 3 600756 2013-01-10 8.73 125925744 4.8951 0.000107 \n", " 4 600756 2013-01-11 8.43 86379452 4.9255 0.000107 \n", " ... ... ... ... ... ... ... \n", " 2855 600756 2023-03-27 17.83 446113910 2.8146 0.000067 \n", " 2856 600756 2023-03-28 17.68 393578292 4.9355 0.000067 \n", " 2857 600756 2023-03-29 17.46 310480377 3.8462 0.000067 \n", " 2858 600756 2023-03-30 17.24 265787711 3.8373 0.000067 \n", " 2859 600756 2023-03-31 17.73 271660946 3.8283 0.000067 \n", " \n", " RiskPremium1 SMB1 HML1 RMW1 CMA1 YYYYmm \\\n", " 0 0.003761 0.010096 -0.002014 -0.004582 0.000641 201301 \n", " 1 -0.006667 0.012550 -0.007672 -0.001519 0.002452 201301 \n", " 2 -0.001212 0.002407 -0.003288 0.001126 -0.000336 201301 \n", " 3 0.003885 0.002622 0.004782 -0.003027 0.000300 201301 \n", " 4 -0.016251 -0.004473 0.000358 -0.000219 -0.008375 201301 \n", " ... ... ... ... ... ... ... \n", " 2855 -0.006374 0.002265 -0.003920 -0.000093 -0.003669 202303 \n", " 2856 0.000790 -0.005440 0.003884 0.000231 0.002473 202303 \n", " 2857 -0.002534 -0.005063 -0.004080 -0.000682 -0.001761 202303 \n", " 2858 0.005986 -0.012989 -0.000733 0.008088 -0.001436 202303 \n", " 2859 0.003611 0.009281 -0.002449 -0.005996 -0.001176 202303 \n", " \n", " indexclose stkdret indexdret \n", " 0 2285.3640 0.014218 0.003670 \n", " 1 2276.0700 0.015178 -0.004075 \n", " 2 2275.3400 -0.005811 -0.000321 \n", " 3 2283.6580 0.017331 0.003649 \n", " 4 2242.9970 -0.034969 -0.017966 \n", " ... ... ... ... \n", " 2855 3251.3971 -0.016134 -0.004375 \n", " 2856 3245.3760 -0.008448 -0.001854 \n", " 2857 3240.0568 -0.012522 -0.001640 \n", " 2858 3261.2485 -0.012680 0.006519 \n", " 2859 3272.8602 0.028026 0.003554 \n", " \n", " [2860 rows x 15 columns],\n", " 600797: stkcode date stkclose trdsum dampltd rf \\\n", " 0 600797 2013-01-07 4.28 23441209 1.8824 0.000107 \n", " 1 600797 2013-01-08 4.35 41216104 3.0374 0.000107 \n", " 2 600797 2013-01-09 4.56 123861344 6.8966 0.000107 \n", " 3 600797 2013-01-10 4.48 57577908 3.2895 0.000107 \n", " 4 600797 2013-01-11 4.40 60885752 4.6875 0.000107 \n", " ... ... ... ... ... ... ... \n", " 2825 600797 2023-03-27 8.72 1301353061 9.9143 0.000067 \n", " 2826 600797 2023-03-28 8.29 842899222 4.3578 0.000067 \n", " 2827 600797 2023-03-29 8.15 648796276 4.8251 0.000067 \n", " 2828 600797 2023-03-30 7.91 523195211 5.3988 0.000067 \n", " 2829 600797 2023-03-31 8.14 449638633 4.8040 0.000067 \n", " \n", " RiskPremium1 SMB1 HML1 RMW1 CMA1 YYYYmm \\\n", " 0 0.003761 0.010096 -0.002014 -0.004582 0.000641 201301 \n", " 1 -0.006667 0.012550 -0.007672 -0.001519 0.002452 201301 \n", " 2 -0.001212 0.002407 -0.003288 0.001126 -0.000336 201301 \n", " 3 0.003885 0.002622 0.004782 -0.003027 0.000300 201301 \n", " 4 -0.016251 -0.004473 0.000358 -0.000219 -0.008375 201301 \n", " ... ... ... ... ... ... ... \n", " 2825 -0.006374 0.002265 -0.003920 -0.000093 -0.003669 202303 \n", " 2826 0.000790 -0.005440 0.003884 0.000231 0.002473 202303 \n", " 2827 -0.002534 -0.005063 -0.004080 -0.000682 -0.001761 202303 \n", " 2828 0.005986 -0.012989 -0.000733 0.008088 -0.001436 202303 \n", " 2829 0.003611 0.009281 -0.002449 -0.005996 -0.001176 202303 \n", " \n", " indexclose stkdret indexdret \n", " 0 2285.3640 0.007034 0.003670 \n", " 1 2276.0700 0.016223 -0.004075 \n", " 2 2275.3400 0.047147 -0.000321 \n", " 3 2283.6580 -0.017700 0.003649 \n", " 4 2242.9970 -0.018019 -0.017966 \n", " ... ... ... ... \n", " 2825 3251.3971 0.065150 -0.004375 \n", " 2826 3245.3760 -0.050569 -0.001854 \n", " 2827 3240.0568 -0.017032 -0.001640 \n", " 2828 3261.2485 -0.029890 0.006519 \n", " 2829 3272.8602 0.028662 0.003554 \n", " \n", " [2830 rows x 15 columns],\n", " 600804: stkcode date stkclose trdsum dampltd rf \\\n", " 0 600804 2013-01-07 6.13 136330450 3.3613 0.000107 \n", " 1 600804 2013-01-08 6.14 129321513 2.7732 0.000107 \n", " 2 600804 2013-01-09 6.45 319671978 8.6319 0.000107 \n", " 3 600804 2013-01-10 6.39 165442404 3.4109 0.000107 \n", " 4 600804 2013-01-11 6.22 155896030 5.6338 0.000107 \n", " ... ... ... ... ... ... ... \n", " 2672 600804 2022-04-21 5.38 210343352 6.6202 0.000063 \n", " 2673 600804 2022-04-22 5.33 132001358 2.7881 0.000063 \n", " 2674 600804 2022-04-25 4.81 214017840 8.6304 0.000062 \n", " 2675 600804 2022-04-26 4.56 176509331 6.8607 0.000062 \n", " 2676 600804 2022-04-27 4.71 220837704 8.5526 0.000061 \n", " \n", " RiskPremium1 SMB1 HML1 RMW1 CMA1 YYYYmm \\\n", " 0 0.003761 0.010096 -0.002014 -0.004582 0.000641 201301 \n", " 1 -0.006667 0.012550 -0.007672 -0.001519 0.002452 201301 \n", " 2 -0.001212 0.002407 -0.003288 0.001126 -0.000336 201301 \n", " 3 0.003885 0.002622 0.004782 -0.003027 0.000300 201301 \n", " 4 -0.016251 -0.004473 0.000358 -0.000219 -0.008375 201301 \n", " ... ... ... ... ... ... ... \n", " 2672 -0.016462 -0.017199 0.002065 0.005562 -0.008374 202204 \n", " 2673 0.007378 -0.013330 0.011390 0.001052 0.001870 202204 \n", " 2674 -0.046321 -0.021524 0.011949 0.004015 -0.003004 202204 \n", " 2675 -0.013891 -0.024200 0.001593 0.010310 -0.009932 202204 \n", " 2676 0.020818 -0.004447 -0.013508 0.006960 -0.004059 202204 \n", " \n", " indexclose stkdret indexdret \n", " 0 2285.3640 0.029804 0.003670 \n", " 1 2276.0700 0.001630 -0.004075 \n", " 2 2275.3400 0.049255 -0.000321 \n", " 3 2283.6580 -0.009346 0.003649 \n", " 4 2242.9970 -0.026964 -0.017966 \n", " ... ... ... ... \n", " 2672 3079.8077 -0.064771 -0.022869 \n", " 2673 3086.9193 -0.009337 0.002306 \n", " 2674 2928.5118 -0.102654 -0.052679 \n", " 2675 2886.4257 -0.053374 -0.014475 \n", " 2676 2958.2820 0.032365 0.024590 \n", " \n", " [2677 rows x 15 columns],\n", " 600831: stkcode date stkclose trdsum dampltd rf \\\n", " 0 600831 2013-01-07 6.58 34141239 2.3112 0.000107 \n", " 1 600831 2013-01-08 6.68 64189778 3.7994 0.000107 \n", " 2 600831 2013-01-09 6.71 57086890 2.5449 0.000107 \n", " 3 600831 2013-01-10 6.89 88076155 3.5768 0.000107 \n", " 4 600831 2013-01-11 6.63 105395567 5.3701 0.000107 \n", " ... ... ... ... ... ... ... \n", " 2470 600831 2023-03-27 6.99 334214555 7.3574 0.000067 \n", " 2471 600831 2023-03-28 6.68 260011593 3.5765 0.000067 \n", " 2472 600831 2023-03-29 6.70 138118289 3.1437 0.000067 \n", " 2473 600831 2023-03-30 6.46 157695699 5.2239 0.000067 \n", " 2474 600831 2023-03-31 6.61 123184478 3.7152 0.000067 \n", " \n", " RiskPremium1 SMB1 HML1 RMW1 CMA1 YYYYmm \\\n", " 0 0.003761 0.010096 -0.002014 -0.004582 0.000641 201301 \n", " 1 -0.006667 0.012550 -0.007672 -0.001519 0.002452 201301 \n", " 2 -0.001212 0.002407 -0.003288 0.001126 -0.000336 201301 \n", " 3 0.003885 0.002622 0.004782 -0.003027 0.000300 201301 \n", " 4 -0.016251 -0.004473 0.000358 -0.000219 -0.008375 201301 \n", " ... ... ... ... ... ... ... \n", " 2470 -0.006374 0.002265 -0.003920 -0.000093 -0.003669 202303 \n", " 2471 0.000790 -0.005440 0.003884 0.000231 0.002473 202303 \n", " 2472 -0.002534 -0.005063 -0.004080 -0.000682 -0.001761 202303 \n", " 2473 0.005986 -0.012989 -0.000733 0.008088 -0.001436 202303 \n", " 2474 0.003611 0.009281 -0.002449 -0.005996 -0.001176 202303 \n", " \n", " indexclose stkdret indexdret \n", " 0 2285.3640 0.013772 0.003670 \n", " 1 2276.0700 0.015083 -0.004075 \n", " 2 2275.3400 0.004481 -0.000321 \n", " 3 2283.6580 0.026472 0.003649 \n", " 4 2242.9970 -0.038466 -0.017966 \n", " ... ... ... ... \n", " 2470 3251.3971 0.048361 -0.004375 \n", " 2471 3245.3760 -0.045363 -0.001854 \n", " 2472 3240.0568 0.002990 -0.001640 \n", " 2473 3261.2485 -0.036478 0.006519 \n", " 2474 3272.8602 0.022954 0.003554 \n", " \n", " [2475 rows x 15 columns],\n", " 600845: stkcode date stkclose trdsum dampltd rf \\\n", " 0 600845 2013-01-07 13.78 29152411 2.5604 0.000107 \n", " 1 600845 2013-01-08 14.15 53553796 3.5559 0.000107 \n", " 2 600845 2013-01-09 14.08 43452463 3.6749 0.000107 \n", " 3 600845 2013-01-10 14.33 34854780 3.1960 0.000107 \n", " 4 600845 2013-01-11 14.01 35864200 3.6985 0.000107 \n", " ... ... ... ... ... ... ... \n", " 2901 600845 2023-03-27 55.89 373332059 3.0645 0.000067 \n", " 2902 600845 2023-03-28 55.60 274214529 2.8091 0.000067 \n", " 2903 600845 2023-03-29 56.29 286833707 2.9676 0.000067 \n", " 2904 600845 2023-03-30 56.33 248526445 1.6877 0.000067 \n", " 2905 600845 2023-03-31 58.20 382632871 5.0417 0.000067 \n", " \n", " RiskPremium1 SMB1 HML1 RMW1 CMA1 YYYYmm \\\n", " 0 0.003761 0.010096 -0.002014 -0.004582 0.000641 201301 \n", " 1 -0.006667 0.012550 -0.007672 -0.001519 0.002452 201301 \n", " 2 -0.001212 0.002407 -0.003288 0.001126 -0.000336 201301 \n", " 3 0.003885 0.002622 0.004782 -0.003027 0.000300 201301 \n", " 4 -0.016251 -0.004473 0.000358 -0.000219 -0.008375 201301 \n", " ... ... ... ... ... ... ... \n", " 2901 -0.006374 0.002265 -0.003920 -0.000093 -0.003669 202303 \n", " 2902 0.000790 -0.005440 0.003884 0.000231 0.002473 202303 \n", " 2903 -0.002534 -0.005063 -0.004080 -0.000682 -0.001761 202303 \n", " 2904 0.005986 -0.012989 -0.000733 0.008088 -0.001436 202303 \n", " 2905 0.003611 0.009281 -0.002449 -0.005996 -0.001176 202303 \n", " \n", " indexclose stkdret indexdret \n", " 0 2285.3640 0.008015 0.003670 \n", " 1 2276.0700 0.026496 -0.004075 \n", " 2 2275.3400 -0.004959 -0.000321 \n", " 3 2283.6580 0.017600 0.003649 \n", " 4 2242.9970 -0.022584 -0.017966 \n", " ... ... ... ... \n", " 2901 3251.3971 0.001612 -0.004375 \n", " 2902 3245.3760 -0.005202 -0.001854 \n", " 2903 3240.0568 0.012334 -0.001640 \n", " 2904 3261.2485 0.000710 0.006519 \n", " 2905 3272.8602 0.032658 0.003554 \n", " \n", " [2906 rows x 15 columns],\n", " 600850: stkcode date stkclose trdsum dampltd rf \\\n", " 0 600850 2013-01-07 20.45 50336882 3.1437 0.000107 \n", " 1 600850 2013-01-08 20.83 69471873 3.0318 0.000107 \n", " 2 600850 2013-01-09 20.52 45942088 2.1603 0.000107 \n", " 3 600850 2013-01-10 20.63 39437709 1.6082 0.000107 \n", " 4 600850 2013-01-11 20.98 92867636 5.1866 0.000107 \n", " ... ... ... ... ... ... ... \n", " 2328 600850 2023-03-27 27.61 353165550 4.0147 0.000067 \n", " 2329 600850 2023-03-28 28.48 465626533 6.3383 0.000067 \n", " 2330 600850 2023-03-29 27.96 325659700 3.2303 0.000067 \n", " 2331 600850 2023-03-30 27.20 283466340 3.6481 0.000067 \n", " 2332 600850 2023-03-31 27.50 333401762 4.9632 0.000067 \n", " \n", " RiskPremium1 SMB1 HML1 RMW1 CMA1 YYYYmm \\\n", " 0 0.003761 0.010096 -0.002014 -0.004582 0.000641 201301 \n", " 1 -0.006667 0.012550 -0.007672 -0.001519 0.002452 201301 \n", " 2 -0.001212 0.002407 -0.003288 0.001126 -0.000336 201301 \n", " 3 0.003885 0.002622 0.004782 -0.003027 0.000300 201301 \n", " 4 -0.016251 -0.004473 0.000358 -0.000219 -0.008375 201301 \n", " ... ... ... ... ... ... ... \n", " 2328 -0.006374 0.002265 -0.003920 -0.000093 -0.003669 202303 \n", " 2329 0.000790 -0.005440 0.003884 0.000231 0.002473 202303 \n", " 2330 -0.002534 -0.005063 -0.004080 -0.000682 -0.001761 202303 \n", " 2331 0.005986 -0.012989 -0.000733 0.008088 -0.001436 202303 \n", " 2332 0.003611 0.009281 -0.002449 -0.005996 -0.001176 202303 \n", " \n", " indexclose stkdret indexdret \n", " 0 2285.3640 0.020253 0.003670 \n", " 1 2276.0700 0.018411 -0.004075 \n", " 2 2275.3400 -0.014994 -0.000321 \n", " 3 2283.6580 0.005346 0.003649 \n", " 4 2242.9970 0.016823 -0.017966 \n", " ... ... ... ... \n", " 2328 3251.3971 0.016801 -0.004375 \n", " 2329 3245.3760 0.031024 -0.001854 \n", " 2330 3240.0568 -0.018427 -0.001640 \n", " 2331 3261.2485 -0.027558 0.006519 \n", " 2332 3272.8602 0.010969 0.003554 \n", " \n", " [2333 rows x 15 columns],\n", " 600959: stkcode date stkclose trdsum dampltd rf \\\n", " 0 600959 2015-04-30 9.54 861939 0.0000 0.000109 \n", " 1 600959 2015-05-04 10.49 1458635 0.0000 0.000107 \n", " 2 600959 2015-05-05 11.54 4790254 0.0000 0.000106 \n", " 3 600959 2015-05-06 12.69 7861455 0.0000 0.000105 \n", " 4 600959 2015-05-07 13.96 21126561 0.0000 0.000105 \n", " ... ... ... ... ... ... ... \n", " 1822 600959 2023-03-27 3.38 170969544 2.3810 0.000067 \n", " 1823 600959 2023-03-28 3.36 134741769 2.3669 0.000067 \n", " 1824 600959 2023-03-29 3.36 177617779 2.6786 0.000067 \n", " 1825 600959 2023-03-30 3.30 157048738 2.6786 0.000067 \n", " 1826 600959 2023-03-31 3.37 153489504 2.7273 0.000067 \n", " \n", " RiskPremium1 SMB1 HML1 RMW1 CMA1 YYYYmm \\\n", " 0 -0.009757 0.010913 -0.005322 0.002328 0.001751 201504 \n", " 1 0.009113 -0.000266 0.001532 -0.003052 0.003936 201505 \n", " 2 -0.042359 0.001808 -0.011399 0.003672 0.000380 201505 \n", " 3 -0.015912 -0.005584 -0.010730 0.002100 -0.003546 201505 \n", " 4 -0.028994 -0.001168 -0.005867 0.007413 -0.006755 201505 \n", " ... ... ... ... ... ... ... \n", " 1822 -0.006374 0.002265 -0.003920 -0.000093 -0.003669 202303 \n", " 1823 0.000790 -0.005440 0.003884 0.000231 0.002473 202303 \n", " 1824 -0.002534 -0.005063 -0.004080 -0.000682 -0.001761 202303 \n", " 1825 0.005986 -0.012989 -0.000733 0.008088 -0.001436 202303 \n", " 1826 0.003611 0.009281 -0.002449 -0.005996 -0.001176 202303 \n", " \n", " indexclose stkdret indexdret \n", " 0 4441.6550 0.095625 -0.007841 \n", " 1 4480.4640 0.094929 0.008700 \n", " 2 4298.7060 0.095397 -0.041413 \n", " 3 4229.2660 0.094995 -0.016286 \n", " 4 4112.2140 0.095382 -0.028067 \n", " ... ... ... ... \n", " 1822 3251.3971 0.005935 -0.004375 \n", " 1823 3245.3760 -0.005935 -0.001854 \n", " 1824 3240.0568 0.000000 -0.001640 \n", " 1825 3261.2485 -0.018019 0.006519 \n", " 1826 3272.8602 0.020990 0.003554 \n", " \n", " [1827 rows x 15 columns],\n", " 601929: stkcode date stkclose trdsum dampltd rf \\\n", " 0 601929 2013-01-07 7.18 100052466 2.6723 0.000107 \n", " 1 601929 2013-01-09 7.23 229596876 7.5209 0.000107 \n", " 2 601929 2013-01-10 7.32 141042472 3.0429 0.000107 \n", " 3 601929 2013-01-11 7.10 152870480 4.6448 0.000107 \n", " 4 601929 2013-01-14 7.30 146837491 4.5070 0.000107 \n", " ... ... ... ... ... ... ... \n", " 2474 601929 2023-03-27 2.20 141254219 2.2936 0.000067 \n", " 2475 601929 2023-03-28 2.17 130017710 3.1818 0.000067 \n", " 2476 601929 2023-03-29 2.16 138666167 2.7650 0.000067 \n", " 2477 601929 2023-03-30 2.11 119354955 3.7037 0.000067 \n", " 2478 601929 2023-03-31 2.18 167573543 5.2133 0.000067 \n", " \n", " RiskPremium1 SMB1 HML1 RMW1 CMA1 YYYYmm \\\n", " 0 0.003761 0.010096 -0.002014 -0.004582 0.000641 201301 \n", " 1 -0.001212 0.002407 -0.003288 0.001126 -0.000336 201301 \n", " 2 0.003885 0.002622 0.004782 -0.003027 0.000300 201301 \n", " 3 -0.016251 -0.004473 0.000358 -0.000219 -0.008375 201301 \n", " 4 0.030524 0.002484 -0.001369 -0.002640 0.000791 201301 \n", " ... ... ... ... ... ... ... \n", " 2474 -0.006374 0.002265 -0.003920 -0.000093 -0.003669 202303 \n", " 2475 0.000790 -0.005440 0.003884 0.000231 0.002473 202303 \n", " 2476 -0.002534 -0.005063 -0.004080 -0.000682 -0.001761 202303 \n", " 2477 0.005986 -0.012989 -0.000733 0.008088 -0.001436 202303 \n", " 2478 0.003611 0.009281 -0.002449 -0.005996 -0.001176 202303 \n", " \n", " indexclose stkdret indexdret \n", " 0 2285.3640 0.009797 0.003670 \n", " 1 2275.3400 0.006940 -0.004396 \n", " 2 2283.6580 0.012371 0.003649 \n", " 3 2242.9970 -0.030516 -0.017966 \n", " 4 2311.7400 0.027780 0.030188 \n", " ... ... ... ... \n", " 2474 3251.3971 0.009132 -0.004375 \n", " 2475 3245.3760 -0.013730 -0.001854 \n", " 2476 3240.0568 -0.004619 -0.001640 \n", " 2477 3261.2485 -0.023420 0.006519 \n", " 2478 3272.8602 0.032637 0.003554 \n", " \n", " [2479 rows x 15 columns],\n", " 603000: stkcode date stkclose trdsum dampltd rf \\\n", " 0 603000 2013-01-07 38.16 173110446 4.7325 0.000107 \n", " 1 603000 2013-01-08 38.60 178173382 4.1929 0.000107 \n", " 2 603000 2013-01-09 38.68 157988655 4.0933 0.000107 \n", " 3 603000 2013-01-10 39.00 131581794 2.5078 0.000107 \n", " 4 603000 2013-01-11 39.12 209629419 2.2051 0.000107 \n", " ... ... ... ... ... ... ... \n", " 2483 603000 2023-03-27 19.21 2015051243 7.1698 0.000067 \n", " 2484 603000 2023-03-28 18.91 2200893113 8.4852 0.000067 \n", " 2485 603000 2023-03-29 20.20 2631668566 11.9513 0.000067 \n", " 2486 603000 2023-03-30 19.00 1925006193 6.8317 0.000067 \n", " 2487 603000 2023-03-31 18.89 1239454282 5.7895 0.000067 \n", " \n", " RiskPremium1 SMB1 HML1 RMW1 CMA1 YYYYmm \\\n", " 0 0.003761 0.010096 -0.002014 -0.004582 0.000641 201301 \n", " 1 -0.006667 0.012550 -0.007672 -0.001519 0.002452 201301 \n", " 2 -0.001212 0.002407 -0.003288 0.001126 -0.000336 201301 \n", " 3 0.003885 0.002622 0.004782 -0.003027 0.000300 201301 \n", " 4 -0.016251 -0.004473 0.000358 -0.000219 -0.008375 201301 \n", " ... ... ... ... ... ... ... \n", " 2483 -0.006374 0.002265 -0.003920 -0.000093 -0.003669 202303 \n", " 2484 0.000790 -0.005440 0.003884 0.000231 0.002473 202303 \n", " 2485 -0.002534 -0.005063 -0.004080 -0.000682 -0.001761 202303 \n", " 2486 0.005986 -0.012989 -0.000733 0.008088 -0.001436 202303 \n", " 2487 0.003611 0.009281 -0.002449 -0.005996 -0.001176 202303 \n", " \n", " indexclose stkdret indexdret \n", " 0 2285.3640 0.025748 0.003670 \n", " 1 2276.0700 0.011464 -0.004075 \n", " 2 2275.3400 0.002070 -0.000321 \n", " 3 2283.6580 0.008239 0.003649 \n", " 4 2242.9970 0.003072 -0.017966 \n", " ... ... ... ... \n", " 2483 3251.3971 0.034961 -0.004375 \n", " 2484 3245.3760 -0.015740 -0.001854 \n", " 2485 3240.0568 0.065992 -0.001640 \n", " 2486 3261.2485 -0.061244 0.006519 \n", " 2487 3272.8602 -0.005806 0.003554 \n", " \n", " [2488 rows x 15 columns],\n", " 603636: stkcode date stkclose trdsum dampltd rf \\\n", " 0 603636 2015-01-05 26.05 552260 0.0000 0.000140 \n", " 1 603636 2015-01-06 28.66 699304 0.0000 0.000139 \n", " 2 603636 2015-01-07 31.53 2244936 0.0000 0.000138 \n", " 3 603636 2015-01-08 34.68 10046796 0.0000 0.000136 \n", " 4 603636 2015-01-09 38.15 52442135 0.0000 0.000135 \n", " ... ... ... ... ... ... ... \n", " 1922 603636 2023-03-27 16.75 784364404 5.7740 0.000067 \n", " 1923 603636 2023-03-28 16.09 732088388 5.8507 0.000067 \n", " 1924 603636 2023-03-29 16.49 942724865 6.7744 0.000067 \n", " 1925 603636 2023-03-30 16.78 781530101 6.9739 0.000067 \n", " 1926 603636 2023-03-31 16.71 515813984 3.6949 0.000067 \n", " \n", " RiskPremium1 SMB1 HML1 RMW1 CMA1 YYYYmm \\\n", " 0 0.038743 -0.025111 0.016542 0.015283 0.003094 201501 \n", " 1 -0.001800 0.005747 -0.006832 -0.008563 -0.003258 201501 \n", " 2 0.004623 -0.000960 0.001838 0.010447 0.009023 201501 \n", " 3 -0.027421 0.014263 -0.015462 -0.002818 0.003768 201501 \n", " 4 -0.000124 -0.006551 0.001380 0.001702 -0.000695 201501 \n", " ... ... ... ... ... ... ... \n", " 1922 -0.006374 0.002265 -0.003920 -0.000093 -0.003669 202303 \n", " 1923 0.000790 -0.005440 0.003884 0.000231 0.002473 202303 \n", " 1924 -0.002534 -0.005063 -0.004080 -0.000682 -0.001761 202303 \n", " 1925 0.005986 -0.012989 -0.000733 0.008088 -0.001436 202303 \n", " 1926 0.003611 0.009281 -0.002449 -0.005996 -0.001176 202303 \n", " \n", " indexclose stkdret indexdret \n", " 0 3350.5190 0.095387 0.035186 \n", " 1 3351.4460 0.095485 0.000277 \n", " 2 3373.9540 0.095437 0.006693 \n", " 3 3293.4560 0.095224 -0.024148 \n", " 4 3285.4120 0.095363 -0.002445 \n", " ... ... ... ... \n", " 1922 3251.3971 0.028461 -0.004375 \n", " 1923 3245.3760 -0.040200 -0.001854 \n", " 1924 3240.0568 0.024556 -0.001640 \n", " 1925 3261.2485 0.017434 0.006519 \n", " 1926 3272.8602 -0.004180 0.003554 \n", " \n", " [1927 rows x 15 columns],\n", " 603918: stkcode date stkclose trdsum dampltd rf \\\n", " 0 603918 2015-06-01 16.56 21528 0.0000 0.000078 \n", " 1 603918 2015-06-02 18.22 40084 0.0000 0.000078 \n", " 2 603918 2015-06-03 20.04 76152 0.0000 0.000079 \n", " 3 603918 2015-06-04 22.04 116812 0.0000 0.000079 \n", " 4 603918 2015-06-05 24.24 53328 0.0000 0.000079 \n", " ... ... ... ... ... ... ... \n", " 1807 603918 2023-03-27 14.20 1089724414 12.4715 0.000067 \n", " 1808 603918 2023-03-28 13.15 756147598 5.8451 0.000067 \n", " 1809 603918 2023-03-29 13.80 906966551 7.9087 0.000067 \n", " 1810 603918 2023-03-30 14.90 1242887924 15.7971 0.000067 \n", " 1811 603918 2023-03-31 15.95 1323221574 10.9396 0.000067 \n", " \n", " RiskPremium1 SMB1 HML1 RMW1 CMA1 YYYYmm \\\n", " 0 0.050922 0.009016 0.000261 -0.000397 -0.004752 201506 \n", " 1 0.015448 0.033228 -0.007595 -0.008258 -0.000110 201506 \n", " 2 0.000583 0.012676 0.008341 -0.000996 0.000409 201506 \n", " 3 0.013310 -0.010739 0.010264 -0.000891 -0.003567 201506 \n", " 4 0.014820 0.008353 -0.002825 -0.004730 0.002318 201506 \n", " ... ... ... ... ... ... ... \n", " 1807 -0.006374 0.002265 -0.003920 -0.000093 -0.003669 202303 \n", " 1808 0.000790 -0.005440 0.003884 0.000231 0.002473 202303 \n", " 1809 -0.002534 -0.005063 -0.004080 -0.000682 -0.001761 202303 \n", " 1810 0.005986 -0.012989 -0.000733 0.008088 -0.001436 202303 \n", " 1811 0.003611 0.009281 -0.002449 -0.005996 -0.001176 202303 \n", " \n", " indexclose stkdret indexdret \n", " 0 4828.7380 0.095612 0.045979 \n", " 1 4910.5270 0.095530 0.016796 \n", " 2 4909.9780 0.095210 -0.000112 \n", " 3 4947.1020 0.095129 0.007532 \n", " 4 5023.0960 0.095145 0.015245 \n", " ... ... ... ... \n", " 1807 3251.3971 0.076820 -0.004375 \n", " 1808 3245.3760 -0.076820 -0.001854 \n", " 1809 3240.0568 0.048247 -0.001640 \n", " 1810 3261.2485 0.076693 0.006519 \n", " 1811 3272.8602 0.068098 0.003554 \n", " \n", " [1812 rows x 15 columns],\n", " 900926: stkcode date stkclose trdsum dampltd rf RiskPremium1 \\\n", " 0 900926 2013-01-07 1.197 1332952 4.9608 0.000107 0.003761 \n", " 1 900926 2013-01-08 1.281 3115377 9.5238 0.000107 -0.006667 \n", " 2 900926 2013-01-09 1.259 1489875 5.7767 0.000107 -0.001212 \n", " 3 900926 2013-01-10 1.284 956601 4.6863 0.000107 0.003885 \n", " 4 900926 2013-01-11 1.242 1214008 4.3614 0.000107 -0.016251 \n", " ... ... ... ... ... ... ... ... \n", " 2901 900926 2023-03-27 3.290 4462151 0.9777 0.000067 -0.006374 \n", " 2902 900926 2023-03-28 3.285 2678273 0.7903 0.000067 0.000790 \n", " 2903 900926 2023-03-29 3.294 3832355 0.8524 0.000067 -0.002534 \n", " 2904 900926 2023-03-30 3.262 4901690 1.5786 0.000067 0.005986 \n", " 2905 900926 2023-03-31 3.302 5223951 1.6248 0.000067 0.003611 \n", " \n", " SMB1 HML1 RMW1 CMA1 YYYYmm indexclose stkdret \\\n", " 0 0.010096 -0.002014 -0.004582 0.000641 201301 2285.3640 0.040926 \n", " 1 0.012550 -0.007672 -0.001519 0.002452 201301 2276.0700 0.067823 \n", " 2 0.002407 -0.003288 0.001126 -0.000336 201301 2275.3400 -0.017323 \n", " 3 0.002622 0.004782 -0.003027 0.000300 201301 2283.6580 0.019662 \n", " 4 -0.004473 0.000358 -0.000219 -0.008375 201301 2242.9970 -0.033257 \n", " ... ... ... ... ... ... ... ... \n", " 2901 0.002265 -0.003920 -0.000093 -0.003669 202303 3251.3971 0.005181 \n", " 2902 -0.005440 0.003884 0.000231 0.002473 202303 3245.3760 -0.001521 \n", " 2903 -0.005063 -0.004080 -0.000682 -0.001761 202303 3240.0568 0.002736 \n", " 2904 -0.012989 -0.000733 0.008088 -0.001436 202303 3261.2485 -0.009762 \n", " 2905 0.009281 -0.002449 -0.005996 -0.001176 202303 3272.8602 0.012188 \n", " \n", " indexdret \n", " 0 0.003670 \n", " 1 -0.004075 \n", " 2 -0.000321 \n", " 3 0.003649 \n", " 4 -0.017966 \n", " ... ... \n", " 2901 -0.004375 \n", " 2902 -0.001854 \n", " 2903 -0.001640 \n", " 2904 0.006519 \n", " 2905 0.003554 \n", " \n", " [2906 rows x 15 columns]}" ] }, "execution_count": 46, "metadata": {}, "output_type": "execute_result" } ], "source": [ "stkcode=pd.read_excel('stkcode.xlsx')\n", "data={}\n", "for i in stkcode['code']:\n", " data[i]=pd.read_excel(f'{i}.xlsx')\n", "data" ] }, { "cell_type": "code", "execution_count": 47, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{503: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 0 2.030455e+08 2.7987 0.000107 0.003761 0.010096 -0.002014 \n", " 1 2.163447e+08 2.8509 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 2.739355e+08 5.7609 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 3.213901e+08 6.9328 0.000107 0.003885 0.002622 0.004782 \n", " 4 1.956859e+08 3.1008 0.000107 -0.016251 -0.004473 0.000358 \n", " ... ... ... ... ... ... ... \n", " 2253 2.408894e+08 2.9650 0.000067 -0.006374 0.002265 -0.003920 \n", " 2254 1.290118e+08 2.3701 0.000067 0.000790 -0.005440 0.003884 \n", " 2255 1.674875e+08 3.7106 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2256 1.583287e+08 3.3613 0.000067 0.005986 -0.012989 -0.000733 \n", " 2257 2.685735e+08 6.2500 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 0 -0.004582 0.000641 2285.3640 -0.018469 ... NaN NaN \n", " 1 -0.001519 0.002452 2276.0700 0.008734 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 0.034191 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 -0.052842 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 -0.022397 ... 0.004782 -0.003027 \n", " ... ... ... ... ... ... ... ... \n", " 2253 -0.000093 -0.003669 3251.3971 -0.014480 ... -0.007370 0.000867 \n", " 2254 0.000231 0.002473 3245.3760 -0.017472 ... -0.003920 -0.000093 \n", " 2255 -0.000682 -0.001761 3240.0568 -0.006515 ... 0.003884 0.000231 \n", " 2256 0.008088 -0.001436 3261.2485 -0.029372 ... -0.004080 -0.000682 \n", " 2257 -0.005996 -0.001176 3272.8602 0.046957 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 0 NaN NaN NaN NaN 503 2013-01-07 \n", " 1 0.000641 2285.3640 -0.018469 0.003670 503 2013-01-08 \n", " 2 0.002452 2276.0700 0.008734 -0.004075 503 2013-01-09 \n", " 3 -0.000336 2275.3400 0.034191 -0.000321 503 2013-01-10 \n", " 4 0.000300 2283.6580 -0.052842 0.003649 503 2013-01-11 \n", " ... ... ... ... ... ... ... \n", " 2253 -0.004280 3265.6537 -0.006270 -0.006409 503 2023-03-27 \n", " 2254 -0.003669 3251.3971 -0.014480 -0.004375 503 2023-03-28 \n", " 2255 0.002473 3245.3760 -0.017472 -0.001854 503 2023-03-29 \n", " 2256 -0.001761 3240.0568 -0.006515 -0.001640 503 2023-03-30 \n", " 2257 -0.001436 3261.2485 -0.029372 0.006519 503 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 0 9.12 201301 \n", " 1 9.20 201301 \n", " 2 9.52 201301 \n", " 3 9.03 201301 \n", " 4 8.83 201301 \n", " ... ... ... \n", " 2253 10.97 202303 \n", " 2254 10.78 202303 \n", " 2255 10.71 202303 \n", " 2256 10.40 202303 \n", " 2257 10.90 202303 \n", " \n", " [2258 rows x 26 columns],\n", " 555: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 0 3.928652e+07 4.1250 0.000151 0.005482 -0.005025 -0.001168 \n", " 1 3.246738e+07 4.5097 0.000151 -0.008497 0.004091 -0.002852 \n", " 2 1.908634e+07 4.3768 0.000151 0.007030 0.004864 -0.000584 \n", " 3 2.552555e+07 1.7710 0.000151 0.018927 -0.008693 -0.000397 \n", " 4 3.656745e+07 4.6694 0.000151 0.002584 0.006375 0.000119 \n", " ... ... ... ... ... ... ... \n", " 1918 3.961700e+08 3.6567 0.000067 -0.006374 0.002265 -0.003920 \n", " 1919 2.428772e+08 3.3911 0.000067 0.000790 -0.005440 0.003884 \n", " 1920 1.953204e+08 3.0348 0.000067 -0.002534 -0.005063 -0.004080 \n", " 1921 2.416925e+08 2.7246 0.000067 0.005986 -0.012989 -0.000733 \n", " 1922 3.364809e+08 5.0445 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 0 0.005834 -0.001574 2058.9880 0.007058 ... NaN NaN \n", " 1 -0.002508 -0.001225 2043.7020 -0.007475 ... -0.001168 0.005834 \n", " 2 -0.001088 0.001462 2058.8310 0.012016 ... -0.002852 -0.002508 \n", " 3 -0.000135 -0.001264 2098.2840 -0.003300 ... -0.000584 -0.001088 \n", " 4 -0.000040 0.001113 2105.2370 0.026103 ... -0.000397 -0.000135 \n", " ... ... ... ... ... ... ... ... \n", " 1918 -0.000093 -0.003669 3251.3971 0.033752 ... -0.007370 0.000867 \n", " 1919 0.000231 0.002473 3245.3760 -0.025577 ... -0.003920 -0.000093 \n", " 1920 -0.000682 -0.001761 3240.0568 0.005168 ... 0.003884 0.000231 \n", " 1921 0.008088 -0.001436 3261.2485 -0.007391 ... -0.004080 -0.000682 \n", " 1922 -0.005996 -0.001176 3272.8602 0.038564 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 0 NaN NaN NaN NaN 555 2014-04-02 \n", " 1 -0.001574 2058.9880 0.007058 0.005615 555 2014-04-03 \n", " 2 -0.001225 2043.7020 -0.007475 -0.007452 555 2014-04-04 \n", " 3 0.001462 2058.8310 0.012016 0.007375 555 2014-04-08 \n", " 4 -0.001264 2098.2840 -0.003300 0.018982 555 2014-04-09 \n", " ... ... ... ... ... ... ... \n", " 1918 -0.004280 3265.6537 0.006739 -0.006409 555 2023-03-27 \n", " 1919 -0.003669 3251.3971 0.033752 -0.004375 555 2023-03-28 \n", " 1920 0.002473 3245.3760 -0.025577 -0.001854 555 2023-03-29 \n", " 1921 -0.001761 3240.0568 0.005168 -0.001640 555 2023-03-30 \n", " 1922 -0.001436 3261.2485 -0.007391 0.006519 555 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 0 24.17 201404 \n", " 1 23.99 201404 \n", " 2 24.28 201404 \n", " 3 24.20 201404 \n", " 4 24.84 201404 \n", " ... ... ... \n", " 1918 13.86 202303 \n", " 1919 13.51 202303 \n", " 1920 13.58 202303 \n", " 1921 13.48 202303 \n", " 1922 14.01 202303 \n", " \n", " [1923 rows x 26 columns],\n", " 839: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 0 3.862372e+07 1.3267 0.000107 0.003761 0.010096 -0.002014 \n", " 1 6.517982e+07 2.8239 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 5.648676e+07 1.9802 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 9.855829e+07 4.1051 0.000107 0.003885 0.002622 0.004782 \n", " 4 5.463031e+07 3.7338 0.000107 -0.016251 -0.004473 0.000358 \n", " ... ... ... ... ... ... ... \n", " 2136 7.581254e+08 15.5303 0.000062 -0.046321 -0.021524 0.011949 \n", " 2137 7.742684e+08 16.5323 0.000062 -0.013891 -0.024200 0.001593 \n", " 2138 8.471766e+08 15.7509 0.000061 0.020818 -0.004447 -0.013508 \n", " 2139 5.208859e+08 6.6667 0.000061 0.008706 -0.021763 0.003162 \n", " 2140 1.740880e+09 15.7576 0.000061 0.021621 0.014116 -0.008293 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 0 -0.004582 0.000641 2285.3640 -0.001660 ... NaN NaN \n", " 1 -0.001519 0.002452 2276.0700 0.006623 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 0.004938 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 0.011429 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 -0.029656 ... 0.004782 -0.003027 \n", " ... ... ... ... ... ... ... ... \n", " 2136 0.004015 -0.003004 2928.5118 -0.062520 ... 0.011390 0.001052 \n", " 2137 0.010310 -0.009932 2886.4257 0.096043 ... 0.011949 0.004015 \n", " 2138 0.006960 -0.004059 2958.2820 0.094311 ... 0.001593 0.010310 \n", " 2139 0.008648 0.000026 2975.4848 0.095310 ... -0.013508 0.006960 \n", " 2140 -0.004378 0.004486 3047.0624 -0.062520 ... 0.003162 0.008648 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 0 NaN NaN NaN NaN 839 2013-01-07 \n", " 1 0.000641 2285.3640 -0.001660 0.003670 839 2013-01-08 \n", " 2 0.002452 2276.0700 0.006623 -0.004075 839 2013-01-09 \n", " 3 -0.000336 2275.3400 0.004938 -0.000321 839 2013-01-10 \n", " 4 0.000300 2283.6580 0.011429 0.003649 839 2013-01-11 \n", " ... ... ... ... ... ... ... \n", " 2136 0.001870 3086.9193 0.095310 0.002306 839 2022-04-25 \n", " 2137 -0.003004 2928.5118 -0.062520 -0.052679 839 2022-04-26 \n", " 2138 -0.009932 2886.4257 0.096043 -0.014475 839 2022-04-27 \n", " 2139 -0.004059 2958.2820 0.094311 0.024590 839 2022-04-28 \n", " 2140 0.000026 2975.4848 0.095310 0.005798 839 2022-04-29 \n", " \n", " stkclose YYYYmm \n", " 0 6.02 201301 \n", " 1 6.06 201301 \n", " 2 6.09 201301 \n", " 3 6.16 201301 \n", " 4 5.98 201301 \n", " ... ... ... \n", " 2136 2.48 202204 \n", " 2137 2.73 202204 \n", " 2138 3.00 202204 \n", " 2139 3.30 202204 \n", " 2140 3.10 202204 \n", " \n", " [2141 rows x 26 columns],\n", " 917: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 0 1.238730e+08 2.2571 0.000107 0.003761 0.010096 -0.002014 \n", " 1 1.300461e+08 2.4438 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 1.170803e+08 2.9297 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 1.105450e+08 2.2840 0.000107 0.003885 0.002622 0.004782 \n", " 4 1.282262e+08 4.2157 0.000107 -0.016251 -0.004473 0.000358 \n", " ... ... ... ... ... ... ... \n", " 2325 1.178930e+08 2.4834 0.000067 -0.006374 0.002265 -0.003920 \n", " 2326 1.837237e+08 3.1353 0.000067 0.000790 -0.005440 0.003884 \n", " 2327 1.417720e+08 2.6144 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2328 1.224369e+08 3.7459 0.000067 0.005986 -0.012989 -0.000733 \n", " 2329 9.692021e+07 3.7162 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 0 -0.004582 0.000641 2285.3640 0.003918 ... NaN NaN \n", " 1 -0.001519 0.002452 2276.0700 0.000977 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 -0.016741 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 0.012827 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 -0.031875 ... 0.004782 -0.003027 \n", " ... ... ... ... ... ... ... ... \n", " 2325 -0.000093 -0.003669 3251.3971 0.003306 ... -0.007370 0.000867 \n", " 2326 0.000231 0.002473 3245.3760 0.009852 ... -0.003920 -0.000093 \n", " 2327 -0.000682 -0.001761 3240.0568 0.003263 ... 0.003884 0.000231 \n", " 2328 0.008088 -0.001436 3261.2485 -0.036488 ... -0.004080 -0.000682 \n", " 2329 -0.005996 -0.001176 3272.8602 0.033226 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 0 NaN NaN NaN NaN 917 2013-01-07 \n", " 1 0.000641 2285.3640 0.003918 0.003670 917 2013-01-08 \n", " 2 0.002452 2276.0700 0.000977 -0.004075 917 2013-01-09 \n", " 3 -0.000336 2275.3400 -0.016741 -0.000321 917 2013-01-10 \n", " 4 0.000300 2283.6580 0.012827 0.003649 917 2013-01-11 \n", " ... ... ... ... ... ... ... \n", " 2325 -0.004280 3265.6537 0.023452 -0.006409 917 2023-03-27 \n", " 2326 -0.003669 3251.3971 0.003306 -0.004375 917 2023-03-28 \n", " 2327 0.002473 3245.3760 0.009852 -0.001854 917 2023-03-29 \n", " 2328 -0.001761 3240.0568 0.003263 -0.001640 917 2023-03-30 \n", " 2329 -0.001436 3261.2485 -0.036488 0.006519 917 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 0 10.23 201301 \n", " 1 10.24 201301 \n", " 2 10.07 201301 \n", " 3 10.20 201301 \n", " 4 9.88 201301 \n", " ... ... ... \n", " 2325 6.06 202303 \n", " 2326 6.12 202303 \n", " 2327 6.14 202303 \n", " 2328 5.92 202303 \n", " 2329 6.12 202303 \n", " \n", " [2330 rows x 26 columns],\n", " 948: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 0 4.565070e+07 8.5714 0.000107 0.003761 0.010096 -0.002014 \n", " 1 7.845263e+07 9.3611 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 6.314972e+07 4.3357 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 2.810289e+07 2.6163 0.000107 0.003885 0.002622 0.004782 \n", " 4 2.234886e+07 2.6549 0.000107 -0.016251 -0.004473 0.000358 \n", " ... ... ... ... ... ... ... \n", " 2861 4.423274e+08 3.0316 0.000067 -0.006374 0.002265 -0.003920 \n", " 2862 1.241781e+09 6.4863 0.000067 0.000790 -0.005440 0.003884 \n", " 2863 6.417519e+08 3.0453 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2864 5.780013e+08 5.2251 0.000067 0.005986 -0.012989 -0.000733 \n", " 2865 3.203124e+08 3.7021 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 0 -0.004582 0.000641 2285.3640 0.066026 ... NaN NaN \n", " 1 -0.001519 0.002452 2276.0700 0.060537 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 -0.038494 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 -0.014642 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 -0.020865 ... 0.004782 -0.003027 \n", " ... ... ... ... ... ... ... ... \n", " 2861 -0.000093 -0.003669 3251.3971 0.008195 ... -0.007370 0.000867 \n", " 2862 0.000231 0.002473 3245.3760 0.042882 ... -0.003920 -0.000093 \n", " 2863 -0.000682 -0.001761 3240.0568 -0.031775 ... 0.003884 0.000231 \n", " 2864 0.008088 -0.001436 3261.2485 -0.048748 ... -0.004080 -0.000682 \n", " 2865 -0.005996 -0.001176 3272.8602 0.011089 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 0 NaN NaN NaN NaN 948 2013-01-07 \n", " 1 0.000641 2285.3640 0.066026 0.003670 948 2013-01-08 \n", " 2 0.002452 2276.0700 0.060537 -0.004075 948 2013-01-09 \n", " 3 -0.000336 2275.3400 -0.038494 -0.000321 948 2013-01-10 \n", " 4 0.000300 2283.6580 -0.014642 0.003649 948 2013-01-11 \n", " ... ... ... ... ... ... ... \n", " 2861 -0.004280 3265.6537 0.026774 -0.006409 948 2023-03-27 \n", " 2862 -0.003669 3251.3971 0.008195 -0.004375 948 2023-03-28 \n", " 2863 0.002473 3245.3760 0.042882 -0.001854 948 2023-03-29 \n", " 2864 -0.001761 3240.0568 -0.031775 -0.001640 948 2023-03-30 \n", " 2865 -0.001436 3261.2485 -0.048748 0.006519 948 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 0 6.73 201301 \n", " 1 7.15 201301 \n", " 2 6.88 201301 \n", " 3 6.78 201301 \n", " 4 6.64 201301 \n", " ... ... ... \n", " 2861 23.28 202303 \n", " 2862 24.30 202303 \n", " 2863 23.54 202303 \n", " 2864 22.42 202303 \n", " 2865 22.67 202303 \n", " \n", " [2866 rows x 26 columns],\n", " 997: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 0 3.628050e+07 3.0000 0.000107 0.003761 0.010096 -0.002014 \n", " 1 6.242179e+07 4.7677 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 4.753617e+07 3.0012 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 4.337267e+07 2.3086 0.000107 0.003885 0.002622 0.004782 \n", " 4 6.344008e+07 3.7126 0.000107 -0.016251 -0.004473 0.000358 \n", " ... ... ... ... ... ... ... \n", " 2820 2.269337e+08 3.8732 0.000067 -0.006374 0.002265 -0.003920 \n", " 2821 1.476066e+08 2.3009 0.000067 0.000790 -0.005440 0.003884 \n", " 2822 1.228401e+08 2.5656 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2823 1.926677e+08 3.1699 0.000067 0.005986 -0.012989 -0.000733 \n", " 2824 1.558026e+08 4.0097 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 0 -0.004582 0.000641 2285.3640 0.022251 ... NaN NaN \n", " 1 -0.001519 0.002452 2276.0700 0.018171 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 -0.012077 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 0.014476 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 -0.009627 ... 0.004782 -0.003027 \n", " ... ... ... ... ... ... ... ... \n", " 2820 -0.000093 -0.003669 3251.3971 -0.005296 ... -0.007370 0.000867 \n", " 2821 0.000231 0.002473 3245.3760 -0.011273 ... -0.003920 -0.000093 \n", " 2822 -0.000682 -0.001761 3240.0568 -0.002389 ... 0.003884 0.000231 \n", " 2823 0.008088 -0.001436 3261.2485 -0.015672 ... -0.004080 -0.000682 \n", " 2824 -0.005996 -0.001176 3272.8602 0.016868 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 0 NaN NaN NaN NaN 997 2013-01-07 \n", " 1 0.000641 2285.3640 0.022251 0.003670 997 2013-01-08 \n", " 2 0.002452 2276.0700 0.018171 -0.004075 997 2013-01-09 \n", " 3 -0.000336 2275.3400 -0.012077 -0.000321 997 2013-01-10 \n", " 4 0.000300 2283.6580 0.014476 0.003649 997 2013-01-11 \n", " ... ... ... ... ... ... ... \n", " 2820 -0.004280 3265.6537 0.008842 -0.006409 997 2023-03-27 \n", " 2821 -0.003669 3251.3971 -0.005296 -0.004375 997 2023-03-28 \n", " 2822 0.002473 3245.3760 -0.011273 -0.001854 997 2023-03-29 \n", " 2823 -0.001761 3240.0568 -0.002389 -0.001640 997 2023-03-30 \n", " 2824 -0.001436 3261.2485 -0.015672 0.006519 997 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 0 8.18 201301 \n", " 1 8.33 201301 \n", " 2 8.23 201301 \n", " 3 8.35 201301 \n", " 4 8.27 201301 \n", " ... ... ... \n", " 2820 16.95 202303 \n", " 2821 16.76 202303 \n", " 2822 16.72 202303 \n", " 2823 16.46 202303 \n", " 2824 16.74 202303 \n", " \n", " [2825 rows x 26 columns],\n", " 2063: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 0 4.476278e+07 2.3304 0.000107 0.003761 0.010096 -0.002014 \n", " 1 1.353468e+08 4.1695 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 8.325732e+07 4.5969 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 4.040388e+07 2.5624 0.000107 0.003885 0.002622 0.004782 \n", " 4 5.064410e+07 2.0000 0.000107 -0.016251 -0.004473 0.000358 \n", " ... ... ... ... ... ... ... \n", " 2877 4.273057e+08 5.0883 0.000067 -0.006374 0.002265 -0.003920 \n", " 2878 2.980128e+08 3.1915 0.000067 0.000790 -0.005440 0.003884 \n", " 2879 2.599578e+08 3.7433 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2880 3.114396e+08 4.4039 0.000067 0.005986 -0.012989 -0.000733 \n", " 2881 2.808431e+08 3.7199 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 0 -0.004582 0.000641 2285.3640 0.002738 ... NaN NaN \n", " 1 -0.001519 0.002452 2276.0700 0.025642 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 0.013894 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 -0.014560 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 -0.009377 ... 0.004782 -0.003027 \n", " ... ... ... ... ... ... ... ... \n", " 2877 -0.000093 -0.003669 3251.3971 -0.024174 ... -0.007370 0.000867 \n", " 2878 0.000231 0.002473 3245.3760 -0.005333 ... -0.003920 -0.000093 \n", " 2879 -0.000682 -0.001761 3240.0568 -0.004287 ... 0.003884 0.000231 \n", " 2880 0.008088 -0.001436 3261.2485 -0.018429 ... -0.004080 -0.000682 \n", " 2881 -0.005996 -0.001176 3272.8602 0.022716 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 0 NaN NaN NaN NaN 2063 2013-01-07 \n", " 1 0.000641 2285.3640 0.002738 0.003670 2063 2013-01-08 \n", " 2 0.002452 2276.0700 0.025642 -0.004075 2063 2013-01-09 \n", " 3 -0.000336 2275.3400 0.013894 -0.000321 2063 2013-01-10 \n", " 4 0.000300 2283.6580 -0.014560 0.003649 2063 2013-01-11 \n", " ... ... ... ... ... ... ... \n", " 2877 -0.004280 3265.6537 0.006250 -0.006409 2063 2023-03-27 \n", " 2878 -0.003669 3251.3971 -0.024174 -0.004375 2063 2023-03-28 \n", " 2879 0.002473 3245.3760 -0.005333 -0.001854 2063 2023-03-29 \n", " 2880 -0.001761 3240.0568 -0.004287 -0.001640 2063 2023-03-30 \n", " 2881 -0.001436 3261.2485 -0.018429 0.006519 2063 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 0 14.63 201301 \n", " 1 15.01 201301 \n", " 2 15.22 201301 \n", " 3 15.00 201301 \n", " 4 14.86 201301 \n", " ... ... ... \n", " 2877 9.40 202303 \n", " 2878 9.35 202303 \n", " 2879 9.31 202303 \n", " 2880 9.14 202303 \n", " 2881 9.35 202303 \n", " \n", " [2882 rows x 26 columns],\n", " 2065: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 0 1.201131e+08 1.8155 0.000107 0.003761 0.010096 -0.002014 \n", " 1 2.010480e+08 6.5407 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 2.515446e+08 5.9557 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 9.672681e+07 2.6900 0.000107 0.003885 0.002622 0.004782 \n", " 4 1.011346e+08 4.9137 0.000107 -0.016251 -0.004473 0.000358 \n", " ... ... ... ... ... ... ... \n", " 2661 1.562563e+09 7.7886 0.000067 -0.006374 0.002265 -0.003920 \n", " 2662 3.363998e+09 9.6179 0.000067 0.000790 -0.005440 0.003884 \n", " 2663 3.534915e+09 13.7725 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2664 1.872895e+09 7.8454 0.000067 0.005986 -0.012989 -0.000733 \n", " 2665 1.833064e+09 7.0111 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 0 -0.004582 0.000641 2285.3640 -0.000726 ... NaN NaN \n", " 1 -0.001519 0.002452 2276.0700 0.048236 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 0.029344 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 0.012696 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 -0.023515 ... 0.004782 -0.003027 \n", " ... ... ... ... ... ... ... ... \n", " 2661 -0.000093 -0.003669 3251.3971 0.054140 ... -0.007370 0.000867 \n", " 2662 0.000231 0.002473 3245.3760 0.095430 ... -0.003920 -0.000093 \n", " 2663 -0.000682 -0.001761 3240.0568 0.022499 ... 0.003884 0.000231 \n", " 2664 0.008088 -0.001436 3261.2485 -0.049200 ... -0.004080 -0.000682 \n", " 2665 -0.005996 -0.001176 3272.8602 0.020695 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 0 NaN NaN NaN NaN 2065 2013-01-07 \n", " 1 0.000641 2285.3640 -0.000726 0.003670 2065 2013-01-08 \n", " 2 0.002452 2276.0700 0.048236 -0.004075 2065 2013-01-09 \n", " 3 -0.000336 2275.3400 0.029344 -0.000321 2065 2013-01-10 \n", " 4 0.000300 2283.6580 0.012696 0.003649 2065 2013-01-11 \n", " ... ... ... ... ... ... ... \n", " 2661 -0.004280 3265.6537 0.016831 -0.006409 2065 2023-03-27 \n", " 2662 -0.003669 3251.3971 0.054140 -0.004375 2065 2023-03-28 \n", " 2663 0.002473 3245.3760 0.095430 -0.001854 2065 2023-03-29 \n", " 2664 -0.001761 3240.0568 0.022499 -0.001640 2065 2023-03-30 \n", " 2665 -0.001436 3261.2485 -0.049200 0.006519 2065 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 0 13.76 201301 \n", " 1 14.44 201301 \n", " 2 14.87 201301 \n", " 3 15.06 201301 \n", " 4 14.71 201301 \n", " ... ... ... \n", " 2661 7.59 202303 \n", " 2662 8.35 202303 \n", " 2663 8.54 202303 \n", " 2664 8.13 202303 \n", " 2665 8.30 202303 \n", " \n", " [2666 rows x 26 columns],\n", " 2093: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 0 2.075183e+07 1.9512 0.000107 0.003761 0.010096 -0.002014 \n", " 1 8.360461e+07 6.0533 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 4.642833e+07 3.2407 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 2.241380e+07 1.6204 0.000107 0.003885 0.002622 0.004782 \n", " 4 7.112588e+07 6.2791 0.000107 -0.016251 -0.004473 0.000358 \n", " ... ... ... ... ... ... ... \n", " 2936 4.562343e+08 3.6344 0.000067 -0.006374 0.002265 -0.003920 \n", " 2937 2.766904e+08 2.9279 0.000067 0.000790 -0.005440 0.003884 \n", " 2938 2.488537e+08 3.0928 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2939 3.216597e+08 5.1784 0.000067 0.005986 -0.012989 -0.000733 \n", " 2940 2.949990e+08 3.9053 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 0 -0.004582 0.000641 2285.3640 0.007290 ... NaN NaN \n", " 1 -0.001519 0.002452 2276.0700 0.044978 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 0.000000 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 -0.004640 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 0.004640 ... 0.004782 -0.003027 \n", " ... ... ... ... ... ... ... ... \n", " 2936 -0.000093 -0.003669 3251.3971 -0.022273 ... -0.007370 0.000867 \n", " 2937 0.000231 0.002473 3245.3760 -0.017036 ... -0.003920 -0.000093 \n", " 2938 -0.000682 -0.001761 3240.0568 -0.004592 ... 0.003884 0.000231 \n", " 2939 0.008088 -0.001436 3261.2485 -0.028006 ... -0.004080 -0.000682 \n", " 2940 -0.005996 -0.001176 3272.8602 0.005900 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 0 NaN NaN NaN NaN 2093 2013-01-07 \n", " 1 0.000641 2285.3640 0.007290 0.003670 2093 2013-01-08 \n", " 2 0.002452 2276.0700 0.044978 -0.004075 2093 2013-01-09 \n", " 3 -0.000336 2275.3400 0.000000 -0.000321 2093 2013-01-10 \n", " 4 0.000300 2283.6580 -0.004640 0.003649 2093 2013-01-11 \n", " ... ... ... ... ... ... ... \n", " 2936 -0.004280 3265.6537 0.007739 -0.006409 2093 2023-03-27 \n", " 2937 -0.003669 3251.3971 -0.022273 -0.004375 2093 2023-03-28 \n", " 2938 0.002473 3245.3760 -0.017036 -0.001854 2093 2023-03-29 \n", " 2939 -0.001761 3240.0568 -0.004592 -0.001640 2093 2023-03-30 \n", " 2940 -0.001436 3261.2485 -0.028006 0.006519 2093 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 0 4.13 201301 \n", " 1 4.32 201301 \n", " 2 4.32 201301 \n", " 3 4.30 201301 \n", " 4 4.32 201301 \n", " ... ... ... \n", " 2936 8.88 202303 \n", " 2937 8.73 202303 \n", " 2938 8.69 202303 \n", " 2939 8.45 202303 \n", " 2940 8.50 202303 \n", " \n", " [2941 rows x 26 columns],\n", " 2095: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 0 2.561396e+07 4.5455 0.000107 0.003761 0.010096 -0.002014 \n", " 1 2.598393e+07 4.2311 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 1.785643e+07 2.1845 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 3.457548e+07 3.4874 0.000107 0.003885 0.002622 0.004782 \n", " 4 7.054519e+07 4.5238 0.000107 -0.016251 -0.004473 0.000358 \n", " ... ... ... ... ... ... ... \n", " 2968 2.794925e+08 4.2831 0.000067 -0.006374 0.002265 -0.003920 \n", " 2969 1.800215e+08 3.3566 0.000067 0.000790 -0.005440 0.003884 \n", " 2970 7.363636e+08 9.9666 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2971 1.349175e+09 8.6259 0.000067 0.005986 -0.012989 -0.000733 \n", " 2972 8.732335e+08 6.2475 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 0 -0.004582 0.000641 2285.3640 0.033930 ... NaN NaN \n", " 1 -0.001519 0.002452 2276.0700 0.005680 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 -0.002430 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 0.021661 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 0.014967 ... 0.004782 -0.003027 \n", " ... ... ... ... ... ... ... ... \n", " 2968 -0.000093 -0.003669 3251.3971 -0.001398 ... -0.007370 0.000867 \n", " 2969 0.000231 0.002473 3245.3760 -0.022632 ... -0.003920 -0.000093 \n", " 2970 -0.000682 -0.001761 3240.0568 0.095440 ... 0.003884 0.000231 \n", " 2971 0.008088 -0.001436 3261.2485 0.085529 ... -0.004080 -0.000682 \n", " 2972 -0.005996 -0.001176 3272.8602 -0.033586 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 0 NaN NaN NaN NaN 2095 2013-01-07 \n", " 1 0.000641 2285.3640 0.033930 0.003670 2095 2013-01-08 \n", " 2 0.002452 2276.0700 0.005680 -0.004075 2095 2013-01-09 \n", " 3 -0.000336 2275.3400 -0.002430 -0.000321 2095 2013-01-10 \n", " 4 0.000300 2283.6580 0.021661 0.003649 2095 2013-01-11 \n", " ... ... ... ... ... ... ... \n", " 2968 -0.004280 3265.6537 0.015010 -0.006409 2095 2023-03-27 \n", " 2969 -0.003669 3251.3971 -0.001398 -0.004375 2095 2023-03-28 \n", " 2970 0.002473 3245.3760 -0.022632 -0.001854 2095 2023-03-29 \n", " 2971 -0.001761 3240.0568 0.095440 -0.001640 2095 2023-03-30 \n", " 2972 -0.001436 3261.2485 0.085529 0.006519 2095 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 0 12.29 201301 \n", " 1 12.36 201301 \n", " 2 12.33 201301 \n", " 3 12.60 201301 \n", " 4 12.79 201301 \n", " ... ... ... \n", " 2968 21.45 202303 \n", " 2969 20.97 202303 \n", " 2970 23.07 202303 \n", " 2971 25.13 202303 \n", " 2972 24.30 202303 \n", " \n", " [2973 rows x 26 columns],\n", " 2148: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 0 3.821443e+07 3.0636 0.000107 0.003761 0.010096 -0.002014 \n", " 1 1.535803e+08 9.9231 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 1.297430e+08 4.1259 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 1.258990e+08 5.0526 0.000107 0.003885 0.002622 0.004782 \n", " 4 1.018894e+08 4.1781 0.000107 -0.016251 -0.004473 0.000358 \n", " ... ... ... ... ... ... ... \n", " 2893 1.637281e+08 3.6036 0.000067 -0.006374 0.002265 -0.003920 \n", " 2894 1.054051e+08 2.0990 0.000067 0.000790 -0.005440 0.003884 \n", " 2895 1.083559e+08 2.2936 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2896 1.141519e+08 3.8226 0.000067 0.005986 -0.012989 -0.000733 \n", " 2897 1.257334e+08 4.4164 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 0 -0.004582 0.000641 2285.3640 0.020988 ... NaN NaN \n", " 1 -0.001519 0.002452 2276.0700 0.095310 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 -0.003503 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 0.024265 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 0.095310 ... 0.004782 -0.003027 \n", " ... ... ... ... ... ... ... ... \n", " 2893 -0.000093 -0.003669 3251.3971 0.001500 ... -0.007370 0.000867 \n", " 2894 0.000231 0.002473 3245.3760 -0.019683 ... -0.003920 -0.000093 \n", " 2895 -0.000682 -0.001761 3240.0568 0.000000 ... 0.003884 0.000231 \n", " 2896 0.008088 -0.001436 3261.2485 -0.031058 ... -0.004080 -0.000682 \n", " 2897 -0.005996 -0.001176 3272.8602 0.029528 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 0 NaN NaN NaN NaN 2148 2013-01-07 \n", " 1 0.000641 2285.3640 0.020988 0.003670 2148 2013-01-08 \n", " 2 0.002452 2276.0700 0.095310 -0.004075 2148 2013-01-09 \n", " 3 -0.000336 2275.3400 -0.003503 -0.000321 2148 2013-01-10 \n", " 4 0.000300 2283.6580 0.024265 0.003649 2148 2013-01-11 \n", " ... ... ... ... ... ... ... \n", " 2893 -0.004280 3265.6537 0.012085 -0.006409 2148 2023-03-27 \n", " 2894 -0.003669 3251.3971 0.001500 -0.004375 2148 2023-03-28 \n", " 2895 0.002473 3245.3760 -0.019683 -0.001854 2148 2023-03-29 \n", " 2896 -0.001761 3240.0568 0.000000 -0.001640 2148 2023-03-30 \n", " 2897 -0.001436 3261.2485 -0.031058 0.006519 2148 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 0 13.00 201301 \n", " 1 14.30 201301 \n", " 2 14.25 201301 \n", " 3 14.60 201301 \n", " 4 16.06 201301 \n", " ... ... ... \n", " 2893 6.67 202303 \n", " 2894 6.54 202303 \n", " 2895 6.54 202303 \n", " 2896 6.34 202303 \n", " 2897 6.53 202303 \n", " \n", " [2898 rows x 26 columns],\n", " 2153: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 0 3.374362e+07 2.3113 0.000107 0.003761 0.010096 -0.002014 \n", " 1 5.152935e+07 3.5407 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 1.790088e+08 5.7277 0.000106 -0.000251 -0.008726 -0.002050 \n", " 3 7.402761e+07 6.9924 0.000106 -0.006396 0.006041 -0.002764 \n", " 4 1.324703e+08 12.4940 0.000106 0.005604 0.002810 -0.000844 \n", " ... ... ... ... ... ... ... \n", " 2852 7.541654e+07 0.0000 0.000067 -0.006374 0.002265 -0.003920 \n", " 2853 9.046756e+08 0.6461 0.000067 0.000790 -0.005440 0.003884 \n", " 2854 2.309011e+09 15.4089 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2855 1.999151e+09 11.9130 0.000067 0.005986 -0.012989 -0.000733 \n", " 2856 1.587350e+09 10.8951 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 0 -0.004582 0.000641 2285.3640 -0.014252 ... NaN NaN \n", " 1 -0.001519 0.002452 2276.0700 0.018958 ... -0.002014 -0.004582 \n", " 2 -0.002273 -0.003128 2225.2950 0.046328 ... -0.007672 -0.001519 \n", " 3 -0.004440 -0.000757 2211.5920 -0.061942 ... -0.002050 -0.002273 \n", " 4 0.000040 0.001730 2225.7750 0.083668 ... -0.002764 -0.004440 \n", " ... ... ... ... ... ... ... ... \n", " 2852 -0.000093 -0.003669 3251.3971 0.095360 ... -0.007370 0.000867 \n", " 2853 0.000231 0.002473 3245.3760 0.095220 ... -0.003920 -0.000093 \n", " 2854 -0.000682 -0.001761 3240.0568 0.038560 ... 0.003884 0.000231 \n", " 2855 0.008088 -0.001436 3261.2485 0.070904 ... -0.004080 -0.000682 \n", " 2856 -0.005996 -0.001176 3272.8602 0.038535 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 0 NaN NaN NaN NaN 2153 2013-01-07 \n", " 1 0.000641 2285.3640 -0.014252 0.003670 2153 2013-01-08 \n", " 2 0.002452 2276.0700 0.018958 -0.004075 2153 2013-04-03 \n", " 3 -0.003128 2225.2950 0.046328 -0.022561 2153 2013-04-08 \n", " 4 -0.000757 2211.5920 -0.061942 -0.006177 2153 2013-04-09 \n", " ... ... ... ... ... ... ... \n", " 2852 -0.004280 3265.6537 0.043011 -0.006409 2153 2023-03-27 \n", " 2853 -0.003669 3251.3971 0.095360 -0.004375 2153 2023-03-28 \n", " 2854 0.002473 3245.3760 0.095220 -0.001854 2153 2023-03-29 \n", " 2855 -0.001761 3240.0568 0.038560 -0.001640 2153 2023-03-30 \n", " 2856 -0.001436 3261.2485 0.070904 0.006519 2153 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 0 20.90 201301 \n", " 1 21.30 201301 \n", " 2 22.31 201304 \n", " 3 20.97 201304 \n", " 4 22.80 201304 \n", " ... ... ... \n", " 2852 20.12 202303 \n", " 2853 22.13 202303 \n", " 2854 23.00 202303 \n", " 2855 24.69 202303 \n", " 2856 25.66 202303 \n", " \n", " [2857 rows x 26 columns],\n", " 2174: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 0 4.158813e+08 11.3823 0.000088 -0.025863 -0.049698 0.027553 \n", " 1 3.078525e+08 15.7081 0.000088 -0.057310 -0.026463 0.002999 \n", " 2 2.533749e+08 16.9832 0.000088 0.038489 -0.092128 0.031801 \n", " 3 3.435880e+07 0.0000 0.000087 -0.021472 -0.040881 0.018642 \n", " 4 6.125207e+08 17.8792 0.000086 0.001717 0.007036 -0.000436 \n", " ... ... ... ... ... ... ... \n", " 1741 6.798536e+08 7.6573 0.000067 -0.006374 0.002265 -0.003920 \n", " 1742 4.153431e+08 2.8800 0.000067 0.000790 -0.005440 0.003884 \n", " 1743 3.136071e+08 4.0193 0.000067 -0.002534 -0.005063 -0.004080 \n", " 1744 2.462093e+08 3.7277 0.000067 0.005986 -0.012989 -0.000733 \n", " 1745 4.436069e+08 8.7315 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 0 0.028759 -0.002770 3912.7668 -0.105006 ... NaN NaN \n", " 1 0.017712 -0.001927 3686.9153 -0.097593 ... 0.027553 0.028759 \n", " 2 0.043998 -0.011977 3775.9122 -0.035540 ... 0.002999 0.017712 \n", " 3 0.028728 0.006951 3805.7033 0.095310 ... 0.031801 0.043998 \n", " 4 -0.005622 -0.001592 3823.1755 0.049786 ... 0.018642 0.028728 \n", " ... ... ... ... ... ... ... ... \n", " 1741 -0.000093 -0.003669 3251.3971 -0.053730 ... -0.007370 0.000867 \n", " 1742 0.000231 0.002473 3245.3760 -0.004812 ... -0.003920 -0.000093 \n", " 1743 -0.000682 -0.001761 3240.0568 -0.008071 ... 0.003884 0.000231 \n", " 1744 0.008088 -0.001436 3261.2485 -0.016340 ... -0.004080 -0.000682 \n", " 1745 -0.005996 -0.001176 3272.8602 0.072282 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 0 NaN NaN NaN NaN 2174 2015-07-02 \n", " 1 -0.002770 3912.7668 -0.105006 -0.035385 2174 2015-07-03 \n", " 2 -0.001927 3686.9153 -0.097593 -0.059455 2174 2015-07-06 \n", " 3 -0.011977 3775.9122 -0.035540 0.023852 2174 2015-07-15 \n", " 4 0.006951 3805.7033 0.095310 0.007859 2174 2015-07-16 \n", " ... ... ... ... ... ... ... \n", " 1741 -0.004280 3265.6537 0.021457 -0.006409 2174 2023-03-27 \n", " 1742 -0.003669 3251.3971 -0.053730 -0.004375 2174 2023-03-28 \n", " 1743 0.002473 3245.3760 -0.004812 -0.001854 2174 2023-03-29 \n", " 1744 -0.001761 3240.0568 -0.008071 -0.001640 2174 2023-03-30 \n", " 1745 -0.001436 3261.2485 -0.016340 0.006519 2174 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 0 78.94 201507 \n", " 1 71.60 201507 \n", " 2 69.10 201507 \n", " 3 76.01 201507 \n", " 4 79.89 201507 \n", " ... ... ... \n", " 1741 12.50 202303 \n", " 1742 12.44 202303 \n", " 1743 12.34 202303 \n", " 1744 12.14 202303 \n", " 1745 13.05 202303 \n", " \n", " [1746 rows x 26 columns],\n", " 2195: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 0 2.223434e+07 5.4422 0.000107 0.003761 0.010096 -0.002014 \n", " 1 3.984589e+07 7.0016 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 3.366327e+07 3.0351 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 1.783831e+07 3.3493 0.000107 0.003885 0.002622 0.004782 \n", " 4 1.836216e+07 4.1964 0.000107 -0.016251 -0.004473 0.000358 \n", " ... ... ... ... ... ... ... \n", " 2875 2.498760e+09 8.6826 0.000067 -0.006374 0.002265 -0.003920 \n", " 2876 1.401363e+09 4.2735 0.000067 0.000790 -0.005440 0.003884 \n", " 2877 1.045461e+09 3.2836 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2878 7.576493e+08 3.6474 0.000067 0.005986 -0.012989 -0.000733 \n", " 2879 9.510817e+08 4.8930 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 0 -0.004582 0.000641 2285.3640 0.031802 ... NaN NaN \n", " 1 -0.001519 0.002452 2276.0700 0.030822 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 0.001596 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 0.007151 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 -0.030549 ... 0.004782 -0.003027 \n", " ... ... ... ... ... ... ... ... \n", " 2875 -0.000093 -0.003669 3251.3971 0.049645 ... -0.007370 0.000867 \n", " 2876 0.000231 0.002473 3245.3760 -0.046656 ... -0.003920 -0.000093 \n", " 2877 -0.000682 -0.001761 3240.0568 -0.018073 ... 0.003884 0.000231 \n", " 2878 0.008088 -0.001436 3261.2485 -0.006098 ... -0.004080 -0.000682 \n", " 2879 -0.005996 -0.001176 3272.8602 0.018182 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 0 NaN NaN NaN NaN 2195 2013-01-07 \n", " 1 0.000641 2285.3640 0.031802 0.003670 2195 2013-01-08 \n", " 2 0.002452 2276.0700 0.030822 -0.004075 2195 2013-01-09 \n", " 3 -0.000336 2275.3400 0.001596 -0.000321 2195 2013-01-10 \n", " 4 0.000300 2283.6580 0.007151 0.003649 2195 2013-01-11 \n", " ... ... ... ... ... ... ... \n", " 2875 -0.004280 3265.6537 0.039700 -0.006409 2195 2023-03-27 \n", " 2876 -0.003669 3251.3971 0.049645 -0.004375 2195 2023-03-28 \n", " 2877 0.002473 3245.3760 -0.046656 -0.001854 2195 2023-03-29 \n", " 2878 -0.001761 3240.0568 -0.018073 -0.001640 2195 2023-03-30 \n", " 2879 -0.001436 3261.2485 -0.006098 0.006519 2195 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 0 12.14 201301 \n", " 1 12.52 201301 \n", " 2 12.54 201301 \n", " 3 12.63 201301 \n", " 4 12.25 201301 \n", " ... ... ... \n", " 2875 3.51 202303 \n", " 2876 3.35 202303 \n", " 2877 3.29 202303 \n", " 2878 3.27 202303 \n", " 2879 3.33 202303 \n", " \n", " [2880 rows x 26 columns],\n", " 2230: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 0 1.570984e+08 4.1725 0.000107 0.003761 0.010096 -0.002014 \n", " 1 1.806144e+08 5.6401 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 2.137032e+08 5.0904 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 8.508776e+07 2.0275 0.000107 0.003885 0.002622 0.004782 \n", " 4 1.124643e+08 3.7148 0.000107 -0.016251 -0.004473 0.000358 \n", " ... ... ... ... ... ... ... \n", " 2892 7.443330e+09 5.9147 0.000067 -0.006374 0.002265 -0.003920 \n", " 2893 4.771642e+09 4.0026 0.000067 0.000790 -0.005440 0.003884 \n", " 2894 6.106902e+09 6.9025 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2895 3.790553e+09 4.6245 0.000067 0.005986 -0.012989 -0.000733 \n", " 2896 6.759843e+09 11.3493 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 0 -0.004582 0.000641 2285.3640 0.004856 ... NaN NaN \n", " 1 -0.001519 0.002452 2276.0700 0.032678 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 0.023826 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 -0.014161 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 -0.025190 ... 0.004782 -0.003027 \n", " ... ... ... ... ... ... ... ... \n", " 2892 -0.000093 -0.003669 3251.3971 0.007304 ... -0.007370 0.000867 \n", " 2893 0.000231 0.002473 3245.3760 -0.037410 ... -0.003920 -0.000093 \n", " 2894 -0.000682 -0.001761 3240.0568 0.017193 ... 0.003884 0.000231 \n", " 2895 0.008088 -0.001436 3261.2485 -0.008134 ... -0.004080 -0.000682 \n", " 2896 -0.005996 -0.001176 3272.8602 0.080239 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 0 NaN NaN NaN NaN 2230 2013-01-07 \n", " 1 0.000641 2285.3640 0.004856 0.003670 2230 2013-01-08 \n", " 2 0.002452 2276.0700 0.032678 -0.004075 2230 2013-01-09 \n", " 3 -0.000336 2275.3400 0.023826 -0.000321 2230 2013-01-10 \n", " 4 0.000300 2283.6580 -0.014161 0.003649 2230 2013-01-11 \n", " ... ... ... ... ... ... ... \n", " 2892 -0.004280 3265.6537 0.056727 -0.006409 2230 2023-03-27 \n", " 2893 -0.003669 3251.3971 0.007304 -0.004375 2230 2023-03-28 \n", " 2894 0.002473 3245.3760 -0.037410 -0.001854 2230 2023-03-29 \n", " 2895 -0.001761 3240.0568 0.017193 -0.001640 2230 2023-03-30 \n", " 2896 -0.001436 3261.2485 -0.008134 0.006519 2230 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 0 28.90 201301 \n", " 1 29.86 201301 \n", " 2 30.58 201301 \n", " 3 30.15 201301 \n", " 4 29.40 201301 \n", " ... ... ... \n", " 2892 60.46 202303 \n", " 2893 58.24 202303 \n", " 2894 59.25 202303 \n", " 2895 58.77 202303 \n", " 2896 63.68 202303 \n", " \n", " [2897 rows x 26 columns],\n", " 2232: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 0 1.181657e+07 2.4351 0.000107 0.003761 0.010096 -0.002014 \n", " 1 3.909950e+07 5.1364 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 2.802695e+07 3.5549 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 3.773458e+07 5.1005 0.000107 0.003885 0.002622 0.004782 \n", " 4 8.156653e+07 6.8966 0.000107 -0.016251 -0.004473 0.000358 \n", " ... ... ... ... ... ... ... \n", " 2963 4.575780e+08 3.2298 0.000067 -0.006374 0.002265 -0.003920 \n", " 2964 3.026863e+08 4.1212 0.000067 0.000790 -0.005440 0.003884 \n", " 2965 2.275246e+08 2.7027 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2966 2.125849e+08 3.0170 0.000067 0.005986 -0.012989 -0.000733 \n", " 2967 2.310893e+08 4.5601 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 0 -0.004582 0.000641 2285.3640 0.011300 ... NaN NaN \n", " 1 -0.001519 0.002452 2276.0700 0.037800 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 0.000000 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 0.030444 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 0.013403 ... 0.004782 -0.003027 \n", " ... ... ... ... ... ... ... ... \n", " 2963 -0.000093 -0.003669 3251.3971 0.024541 ... -0.007370 0.000867 \n", " 2964 0.000231 0.002473 3245.3760 -0.036413 ... -0.003920 -0.000093 \n", " 2965 -0.000682 -0.001761 3240.0568 0.000000 ... 0.003884 0.000231 \n", " 2966 0.008088 -0.001436 3261.2485 -0.021602 ... -0.004080 -0.000682 \n", " 2967 -0.005996 -0.001176 3272.8602 0.029116 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 0 NaN NaN NaN NaN 2232 2013-01-07 \n", " 1 0.000641 2285.3640 0.011300 0.003670 2232 2013-01-08 \n", " 2 0.002452 2276.0700 0.037800 -0.004075 2232 2013-01-09 \n", " 3 -0.000336 2275.3400 0.000000 -0.000321 2232 2013-01-10 \n", " 4 0.000300 2283.6580 0.030444 0.003649 2232 2013-01-11 \n", " ... ... ... ... ... ... ... \n", " 2963 -0.004280 3265.6537 -0.001241 -0.006409 2232 2023-03-27 \n", " 2964 -0.003669 3251.3971 0.024541 -0.004375 2232 2023-03-28 \n", " 2965 0.002473 3245.3760 -0.036413 -0.001854 2232 2023-03-29 \n", " 2966 -0.001761 3240.0568 0.000000 -0.001640 2232 2023-03-30 \n", " 2967 -0.001436 3261.2485 -0.021602 0.006519 2232 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 0 6.23 201301 \n", " 1 6.47 201301 \n", " 2 6.47 201301 \n", " 3 6.67 201301 \n", " 4 6.76 201301 \n", " ... ... ... \n", " 2963 16.50 202303 \n", " 2964 15.91 202303 \n", " 2965 15.91 202303 \n", " 2966 15.57 202303 \n", " 2967 16.03 202303 \n", " \n", " [2968 rows x 26 columns],\n", " 2238: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 0 4.540574e+07 9.6374 0.000107 0.003761 0.010096 -0.002014 \n", " 1 3.302507e+07 3.6630 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 5.242173e+07 5.2632 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 7.054811e+07 5.3667 0.000107 0.003885 0.002622 0.004782 \n", " 4 6.295783e+07 4.6472 0.000107 -0.016251 -0.004473 0.000358 \n", " ... ... ... ... ... ... ... \n", " 2376 1.855812e+08 2.7711 0.000067 -0.006374 0.002265 -0.003920 \n", " 2377 1.914444e+08 4.8463 0.000067 0.000790 -0.005440 0.003884 \n", " 2378 1.055970e+08 2.5424 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2379 1.388937e+08 5.2311 0.000067 0.005986 -0.012989 -0.000733 \n", " 2380 1.396918e+08 5.2363 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 0 -0.004582 0.000641 2285.3640 0.041127 ... NaN NaN \n", " 1 -0.001519 0.002452 2276.0700 -0.008276 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 0.031806 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 0.038601 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 -0.006042 ... 0.004782 -0.003027 \n", " ... ... ... ... ... ... ... ... \n", " 2376 -0.000093 -0.003669 3251.3971 0.019094 ... -0.007370 0.000867 \n", " 2377 0.000231 0.002473 3245.3760 -0.023925 ... -0.003920 -0.000093 \n", " 2378 -0.000682 -0.001761 3240.0568 -0.004854 ... 0.003884 0.000231 \n", " 2379 0.008088 -0.001436 3261.2485 -0.048608 ... -0.004080 -0.000682 \n", " 2380 -0.005996 -0.001176 3272.8602 0.016466 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 0 NaN NaN NaN NaN 2238 2013-01-07 \n", " 1 0.000641 2285.3640 0.041127 0.003670 2238 2013-01-08 \n", " 2 0.002452 2276.0700 -0.008276 -0.004075 2238 2013-01-09 \n", " 3 -0.000336 2275.3400 0.031806 -0.000321 2238 2013-01-10 \n", " 4 0.000300 2283.6580 0.038601 0.003649 2238 2013-01-11 \n", " ... ... ... ... ... ... ... \n", " 2376 -0.004280 3265.6537 0.003621 -0.006409 2238 2023-03-27 \n", " 2377 -0.003669 3251.3971 0.019094 -0.004375 2238 2023-03-28 \n", " 2378 0.002473 3245.3760 -0.023925 -0.001854 2238 2023-03-29 \n", " 2379 -0.001761 3240.0568 -0.004854 -0.001640 2238 2023-03-30 \n", " 2380 -0.001436 3261.2485 -0.048608 0.006519 2238 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 0 10.92 201301 \n", " 1 10.83 201301 \n", " 2 11.18 201301 \n", " 3 11.62 201301 \n", " 4 11.55 201301 \n", " ... ... ... \n", " 2376 8.46 202303 \n", " 2377 8.26 202303 \n", " 2378 8.22 202303 \n", " 2379 7.83 202303 \n", " 2380 7.96 202303 \n", " \n", " [2381 rows x 26 columns],\n", " 2253: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 0 3.651481e+07 5.7231 0.000107 0.003761 0.010096 -0.002014 \n", " 1 2.570272e+07 2.3616 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 3.238008e+07 4.2963 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 2.603597e+07 2.1870 0.000107 0.003885 0.002622 0.004782 \n", " 4 4.134134e+07 3.7594 0.000107 -0.016251 -0.004473 0.000358 \n", " ... ... ... ... ... ... ... \n", " 2947 1.057343e+09 8.6207 0.000067 -0.006374 0.002265 -0.003920 \n", " 2948 1.117521e+09 9.8337 0.000067 0.000790 -0.005440 0.003884 \n", " 2949 9.730154e+08 8.3248 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2950 7.131734e+08 8.7792 0.000067 0.005986 -0.012989 -0.000733 \n", " 2951 4.353252e+08 5.2661 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 0 -0.004582 0.000641 2285.3640 0.046836 ... NaN NaN \n", " 1 -0.001519 0.002452 2276.0700 -0.003697 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 -0.017938 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 0.003012 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 0.001503 ... 0.004782 -0.003027 \n", " ... ... ... ... ... ... ... ... \n", " 2947 -0.000093 -0.003669 3251.3971 0.095120 ... -0.007370 0.000867 \n", " 2948 0.000231 0.002473 3245.3760 -0.072392 ... -0.003920 -0.000093 \n", " 2949 -0.000682 -0.001761 3240.0568 -0.016998 ... 0.003884 0.000231 \n", " 2950 0.008088 -0.001436 3261.2485 -0.075508 ... -0.004080 -0.000682 \n", " 2951 -0.005996 -0.001176 3272.8602 0.019967 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 0 NaN NaN NaN NaN 2253 2013-01-07 \n", " 1 0.000641 2285.3640 0.046836 0.003670 2253 2013-01-08 \n", " 2 0.002452 2276.0700 -0.003697 -0.004075 2253 2013-01-09 \n", " 3 -0.000336 2275.3400 -0.017938 -0.000321 2253 2013-01-10 \n", " 4 0.000300 2283.6580 0.003012 0.003649 2253 2013-01-11 \n", " ... ... ... ... ... ... ... \n", " 2947 -0.004280 3265.6537 -0.005731 -0.006409 2253 2023-03-27 \n", " 2948 -0.003669 3251.3971 0.095120 -0.004375 2253 2023-03-28 \n", " 2949 0.002473 3245.3760 -0.072392 -0.001854 2253 2023-03-29 \n", " 2950 -0.001761 3240.0568 -0.016998 -0.001640 2253 2023-03-30 \n", " 2951 -0.001436 3261.2485 -0.075508 0.006519 2253 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 0 13.55 201301 \n", " 1 13.50 201301 \n", " 2 13.26 201301 \n", " 3 13.30 201301 \n", " 4 13.32 201301 \n", " ... ... ... \n", " 2947 21.05 202303 \n", " 2948 19.58 202303 \n", " 2949 19.25 202303 \n", " 2950 17.85 202303 \n", " 2951 18.21 202303 \n", " \n", " [2952 rows x 26 columns],\n", " 2261: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 0 4.253788e+07 3.7037 0.000107 0.003761 0.010096 -0.002014 \n", " 1 1.243570e+08 7.3110 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 7.608125e+07 3.0952 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 1.215644e+08 5.3398 0.000107 0.003885 0.002622 0.004782 \n", " 4 3.040954e+08 9.4907 0.000107 -0.016251 -0.004473 0.000358 \n", " ... ... ... ... ... ... ... \n", " 2802 4.376716e+09 4.8433 0.000067 -0.006374 0.002265 -0.003920 \n", " 2803 5.999224e+09 10.0389 0.000067 0.000790 -0.005440 0.003884 \n", " 2804 5.256478e+09 6.9724 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2805 4.457244e+09 7.5941 0.000067 0.005986 -0.012989 -0.000733 \n", " 2806 4.278889e+09 6.9604 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 0 -0.004582 0.000641 2285.3640 0.030191 ... NaN NaN \n", " 1 -0.001519 0.002452 2276.0700 0.040078 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 -0.019231 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 0.047402 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 0.094889 ... 0.004782 -0.003027 \n", " ... ... ... ... ... ... ... ... \n", " 2802 -0.000093 -0.003669 3251.3971 0.095051 ... -0.007370 0.000867 \n", " 2803 0.000231 0.002473 3245.3760 0.030615 ... -0.003920 -0.000093 \n", " 2804 -0.000682 -0.001761 3240.0568 -0.015828 ... 0.003884 0.000231 \n", " 2805 0.008088 -0.001436 3261.2485 -0.000638 ... -0.004080 -0.000682 \n", " 2806 -0.005996 -0.001176 3272.8602 -0.008980 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 0 NaN NaN NaN NaN 2261 2013-01-07 \n", " 1 0.000641 2285.3640 0.030191 0.003670 2261 2013-01-08 \n", " 2 0.002452 2276.0700 0.040078 -0.004075 2261 2013-01-09 \n", " 3 -0.000336 2275.3400 -0.019231 -0.000321 2261 2013-01-10 \n", " 4 0.000300 2283.6580 0.047402 0.003649 2261 2013-01-11 \n", " ... ... ... ... ... ... ... \n", " 2802 -0.004280 3265.6537 0.095595 -0.006409 2261 2023-03-27 \n", " 2803 -0.003669 3251.3971 0.095051 -0.004375 2261 2023-03-28 \n", " 2804 0.002473 3245.3760 0.030615 -0.001854 2261 2023-03-29 \n", " 2805 -0.001761 3240.0568 -0.015828 -0.001640 2261 2023-03-30 \n", " 2806 -0.001436 3261.2485 -0.000638 0.006519 2261 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 0 8.07 201301 \n", " 1 8.40 201301 \n", " 2 8.24 201301 \n", " 3 8.64 201301 \n", " 4 9.50 201301 \n", " ... ... ... \n", " 2802 15.44 202303 \n", " 2803 15.92 202303 \n", " 2804 15.67 202303 \n", " 2805 15.66 202303 \n", " 2806 15.52 202303 \n", " \n", " [2807 rows x 26 columns],\n", " 2268: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 0 4.731791e+07 4.1009 0.000107 0.003761 0.010096 -0.002014 \n", " 1 6.471856e+07 4.4606 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 4.824120e+07 2.8513 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 3.749577e+07 2.8008 0.000107 0.003885 0.002622 0.004782 \n", " 4 1.062890e+08 8.3247 0.000107 -0.016251 -0.004473 0.000358 \n", " ... ... ... ... ... ... ... \n", " 2844 1.612089e+09 5.3629 0.000067 -0.006374 0.002265 -0.003920 \n", " 2845 3.821164e+09 9.6004 0.000067 0.000790 -0.005440 0.003884 \n", " 2846 2.989013e+09 5.8869 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2847 2.945965e+09 9.0040 0.000067 0.005986 -0.012989 -0.000733 \n", " 2848 1.979802e+09 3.5056 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 0 -0.004582 0.000641 2285.3640 0.013577 ... NaN NaN \n", " 1 -0.001519 0.002452 2276.0700 0.018500 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 -0.018500 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 -0.003117 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 0.029731 ... 0.004782 -0.003027 \n", " ... ... ... ... ... ... ... ... \n", " 2844 -0.000093 -0.003669 3251.3971 -0.024124 ... -0.007370 0.000867 \n", " 2845 0.000231 0.002473 3245.3760 0.076365 ... -0.003920 -0.000093 \n", " 2846 -0.000682 -0.001761 3240.0568 -0.032661 ... 0.003884 0.000231 \n", " 2847 0.008088 -0.001436 3261.2485 0.037278 ... -0.004080 -0.000682 \n", " 2848 -0.005996 -0.001176 3272.8602 -0.003332 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 0 NaN NaN NaN NaN 2268 2013-01-07 \n", " 1 0.000641 2285.3640 0.013577 0.003670 2268 2013-01-08 \n", " 2 0.002452 2276.0700 0.018500 -0.004075 2268 2013-01-09 \n", " 3 -0.000336 2275.3400 -0.018500 -0.000321 2268 2013-01-10 \n", " 4 0.000300 2283.6580 -0.003117 0.003649 2268 2013-01-11 \n", " ... ... ... ... ... ... ... \n", " 2844 -0.004280 3265.6537 0.004071 -0.006409 2268 2023-03-27 \n", " 2845 -0.003669 3251.3971 -0.024124 -0.004375 2268 2023-03-28 \n", " 2846 0.002473 3245.3760 0.076365 -0.001854 2268 2023-03-29 \n", " 2847 -0.001761 3240.0568 -0.032661 -0.001640 2268 2023-03-30 \n", " 2848 -0.001436 3261.2485 0.037278 0.006519 2268 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 0 9.64 201301 \n", " 1 9.82 201301 \n", " 2 9.64 201301 \n", " 3 9.61 201301 \n", " 4 9.90 201301 \n", " ... ... ... \n", " 2844 36.04 202303 \n", " 2845 38.90 202303 \n", " 2846 37.65 202303 \n", " 2847 39.08 202303 \n", " 2848 38.95 202303 \n", " \n", " [2849 rows x 26 columns],\n", " 2279: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 0 1.609690e+07 3.4749 0.000107 0.003761 0.010096 -0.002014 \n", " 1 2.812531e+07 4.0353 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 2.395626e+07 2.9484 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 5.136996e+07 9.0226 0.000107 0.003885 0.002622 0.004782 \n", " 4 3.403519e+07 3.4606 0.000107 -0.016251 -0.004473 0.000358 \n", " ... ... ... ... ... ... ... \n", " 2821 6.802470e+08 3.5320 0.000067 -0.006374 0.002265 -0.003920 \n", " 2822 1.031516e+09 7.7354 0.000067 0.000790 -0.005440 0.003884 \n", " 2823 7.067984e+08 4.1439 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2824 5.423406e+08 4.2383 0.000067 0.005986 -0.012989 -0.000733 \n", " 2825 4.352707e+08 5.0420 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 0 -0.004582 0.000641 2285.3640 0.020383 ... NaN NaN \n", " 1 -0.001519 0.002452 2276.0700 0.026137 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 -0.019852 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 0.048910 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 -0.014423 ... 0.004782 -0.003027 \n", " ... ... ... ... ... ... ... ... \n", " 2821 -0.000093 -0.003669 3251.3971 -0.015573 ... -0.007370 0.000867 \n", " 2822 0.000231 0.002473 3245.3760 0.027641 ... -0.003920 -0.000093 \n", " 2823 -0.000682 -0.001761 3240.0568 -0.049172 ... 0.003884 0.000231 \n", " 2824 0.008088 -0.001436 3261.2485 -0.046902 ... -0.004080 -0.000682 \n", " 2825 -0.005996 -0.001176 3272.8602 0.029570 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 0 NaN NaN NaN NaN 2279 2013-01-07 \n", " 1 0.000641 2285.3640 0.020383 0.003670 2279 2013-01-08 \n", " 2 0.002452 2276.0700 0.026137 -0.004075 2279 2013-01-09 \n", " 3 -0.000336 2275.3400 -0.019852 -0.000321 2279 2013-01-10 \n", " 4 0.000300 2283.6580 0.048910 0.003649 2279 2013-01-11 \n", " ... ... ... ... ... ... ... \n", " 2821 -0.004280 3265.6537 0.018942 -0.006409 2279 2023-03-27 \n", " 2822 -0.003669 3251.3971 -0.015573 -0.004375 2279 2023-03-28 \n", " 2823 0.002473 3245.3760 0.027641 -0.001854 2279 2023-03-29 \n", " 2824 -0.001761 3240.0568 -0.049172 -0.001640 2279 2023-03-30 \n", " 2825 -0.001436 3261.2485 -0.046902 0.006519 2279 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 0 7.93 201301 \n", " 1 8.14 201301 \n", " 2 7.98 201301 \n", " 3 8.38 201301 \n", " 4 8.26 201301 \n", " ... ... ... \n", " 2821 8.92 202303 \n", " 2822 9.17 202303 \n", " 2823 8.73 202303 \n", " 2824 8.33 202303 \n", " 2825 8.58 202303 \n", " \n", " [2826 rows x 26 columns],\n", " 2280: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 0 9.030772e+06 3.0043 0.000107 0.003761 0.010096 -0.002014 \n", " 1 1.307436e+07 3.6803 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 1.064438e+07 2.2917 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 6.519272e+07 10.0629 0.000107 0.003885 0.002622 0.004782 \n", " 4 4.356669e+07 5.1961 0.000107 -0.016251 -0.004473 0.000358 \n", " ... ... ... ... ... ... ... \n", " 2058 3.976916e+08 5.5970 0.000067 0.001572 -0.003716 0.003047 \n", " 2059 3.522422e+08 4.3893 0.000067 0.011857 -0.007737 -0.001428 \n", " 2060 2.995864e+08 4.5627 0.000067 -0.002663 0.004595 -0.006423 \n", " 2061 2.583701e+08 3.9326 0.000067 -0.008624 0.002586 0.003854 \n", " 2062 2.056503e+08 3.0476 0.000067 0.004788 -0.003427 -0.000873 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 0 -0.004582 0.000641 2285.3640 0.020181 ... NaN NaN \n", " 1 -0.001519 0.002452 2276.0700 0.009419 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 -0.006270 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 0.066894 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 -0.026827 ... 0.004782 -0.003027 \n", " ... ... ... ... ... ... ... ... \n", " 2058 0.002617 -0.001663 3566.6539 -0.022642 ... 0.000020 -0.001338 \n", " 2059 0.003261 -0.002099 3607.5618 0.003810 ... 0.003047 0.002617 \n", " 2060 0.001590 0.001388 3606.3722 0.015095 ... -0.001428 0.003261 \n", " 2061 0.002409 0.000780 3573.1779 -0.016998 ... -0.006423 0.001590 \n", " 2062 -0.001404 0.000744 3591.1970 0.001903 ... 0.003854 0.002409 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 0 NaN NaN NaN NaN 2280 2013-01-07 \n", " 1 0.000641 2285.3640 0.020181 0.003670 2280 2013-01-08 \n", " 2 0.002452 2276.0700 0.009419 -0.004075 2280 2013-01-09 \n", " 3 -0.000336 2275.3400 -0.006270 -0.000321 2280 2013-01-10 \n", " 4 0.000300 2283.6580 0.066894 0.003649 2280 2013-01-11 \n", " ... ... ... ... ... ... ... \n", " 2058 0.004640 3566.2199 -0.038431 0.002473 2280 2021-06-24 \n", " 2059 -0.001663 3566.6539 -0.022642 0.000122 2280 2021-06-25 \n", " 2060 -0.002099 3607.5618 0.003810 0.011404 2280 2021-06-28 \n", " 2061 0.001388 3606.3722 0.015095 -0.000330 2280 2021-06-29 \n", " 2062 0.000780 3573.1779 -0.016998 -0.009247 2280 2021-06-30 \n", " \n", " stkclose YYYYmm \n", " 0 9.51 201301 \n", " 1 9.60 201301 \n", " 2 9.54 201301 \n", " 3 10.20 201301 \n", " 4 9.93 201301 \n", " ... ... ... \n", " 2058 5.24 202106 \n", " 2059 5.26 202106 \n", " 2060 5.34 202106 \n", " 2061 5.25 202106 \n", " 2062 5.26 202106 \n", " \n", " [2063 rows x 26 columns],\n", " 2315: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 0 4.908908e+07 4.6053 0.000107 0.003761 0.010096 -0.002014 \n", " 1 4.148443e+07 2.9068 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 3.048404e+07 2.6967 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 4.282721e+07 4.5134 0.000107 0.003885 0.002622 0.004782 \n", " 4 4.254069e+07 5.5905 0.000107 -0.016251 -0.004473 0.000358 \n", " ... ... ... ... ... ... ... \n", " 2966 5.844448e+08 4.5596 0.000067 -0.006374 0.002265 -0.003920 \n", " 2967 6.352355e+08 7.7260 0.000067 0.000790 -0.005440 0.003884 \n", " 2968 3.879923e+08 3.9638 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2969 2.703860e+08 4.3310 0.000067 0.005986 -0.012989 -0.000733 \n", " 2970 3.139272e+08 3.8797 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 0 -0.004582 0.000641 2285.3640 0.040296 ... NaN NaN \n", " 1 -0.001519 0.002452 2276.0700 -0.004116 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 -0.008923 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 0.019024 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 -0.030291 ... 0.004782 -0.003027 \n", " ... ... ... ... ... ... ... ... \n", " 2966 -0.000093 -0.003669 3251.3971 -0.021667 ... -0.007370 0.000867 \n", " 2967 0.000231 0.002473 3245.3760 -0.078683 ... -0.003920 -0.000093 \n", " 2968 -0.000682 -0.001761 3240.0568 0.004728 ... 0.003884 0.000231 \n", " 2969 0.008088 -0.001436 3261.2485 -0.016429 ... -0.004080 -0.000682 \n", " 2970 -0.005996 -0.001176 3272.8602 0.018143 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 0 NaN NaN NaN NaN 2315 2013-01-07 \n", " 1 0.000641 2285.3640 0.040296 0.003670 2315 2013-01-08 \n", " 2 0.002452 2276.0700 -0.004116 -0.004075 2315 2013-01-09 \n", " 3 -0.000336 2275.3400 -0.008923 -0.000321 2315 2013-01-10 \n", " 4 0.000300 2283.6580 0.019024 0.003649 2315 2013-01-11 \n", " ... ... ... ... ... ... ... \n", " 2966 -0.004280 3265.6537 0.023660 -0.006409 2315 2023-03-27 \n", " 2967 -0.003669 3251.3971 -0.021667 -0.004375 2315 2023-03-28 \n", " 2968 0.002473 3245.3760 -0.078683 -0.001854 2315 2023-03-29 \n", " 2969 -0.001761 3240.0568 0.004728 -0.001640 2315 2023-03-30 \n", " 2970 -0.001436 3261.2485 -0.016429 0.006519 2315 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 0 31.65 201301 \n", " 1 31.52 201301 \n", " 2 31.24 201301 \n", " 3 31.84 201301 \n", " 4 30.89 201301 \n", " ... ... ... \n", " 2966 25.11 202303 \n", " 2967 23.21 202303 \n", " 2968 23.32 202303 \n", " 2969 22.94 202303 \n", " 2970 23.36 202303 \n", " \n", " [2971 rows x 26 columns],\n", " 2316: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 0 1.816124e+07 2.4862 0.000107 0.003761 0.010096 -0.002014 \n", " 1 2.798851e+07 3.1293 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 2.027034e+07 3.6290 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 3.645411e+07 6.0976 0.000107 0.003885 0.002622 0.004782 \n", " 4 3.885708e+07 3.5065 0.000107 -0.016251 -0.004473 0.000358 \n", " ... ... ... ... ... ... ... \n", " 2301 1.712438e+07 0.0000 0.000062 -0.046321 -0.021524 0.011949 \n", " 2302 1.064032e+07 0.0000 0.000062 -0.013891 -0.024200 0.001593 \n", " 2303 2.268424e+08 15.2439 0.000061 0.020818 -0.004447 -0.013508 \n", " 2304 1.344084e+08 4.7904 0.000061 0.008706 -0.021763 0.003162 \n", " 2305 1.691408e+08 14.2857 0.000061 0.021621 0.014116 -0.008293 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 0 -0.004582 0.000641 2285.3640 0.015079 ... NaN NaN \n", " 1 -0.001519 0.002452 2276.0700 0.012171 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 -0.008097 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 0.042447 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 -0.003904 ... 0.004782 -0.003027 \n", " ... ... ... ... ... ... ... ... \n", " 2301 0.004015 -0.003004 2928.5118 -0.104261 ... 0.011390 0.001052 \n", " 2302 0.010310 -0.009932 2886.4257 -0.104140 ... 0.011949 0.004015 \n", " 2303 0.006960 -0.004059 2958.2820 0.018127 ... 0.001593 0.010310 \n", " 2304 0.008648 0.000026 2975.4848 -0.104031 ... -0.013508 0.006960 \n", " 2305 -0.004378 0.004486 3047.0624 0.006623 ... 0.003162 0.008648 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 0 NaN NaN NaN NaN 2316 2013-01-07 \n", " 1 0.000641 2285.3640 0.015079 0.003670 2316 2013-01-08 \n", " 2 0.002452 2276.0700 0.012171 -0.004075 2316 2013-01-09 \n", " 3 -0.000336 2275.3400 -0.008097 -0.000321 2316 2013-01-10 \n", " 4 0.000300 2283.6580 0.042447 0.003649 2316 2013-01-11 \n", " ... ... ... ... ... ... ... \n", " 2301 0.001870 3086.9193 -0.053024 0.002306 2316 2022-04-25 \n", " 2302 -0.003004 2928.5118 -0.104261 -0.052679 2316 2022-04-26 \n", " 2303 -0.009932 2886.4257 -0.104140 -0.014475 2316 2022-04-27 \n", " 2304 -0.004059 2958.2820 0.018127 0.024590 2316 2022-04-28 \n", " 2305 0.000026 2975.4848 -0.104031 0.005798 2316 2022-04-29 \n", " \n", " stkclose YYYYmm \n", " 0 7.35 201301 \n", " 1 7.44 201301 \n", " 2 7.38 201301 \n", " 3 7.70 201301 \n", " 4 7.67 201301 \n", " ... ... ... \n", " 2301 3.64 202204 \n", " 2302 3.28 202204 \n", " 2303 3.34 202204 \n", " 2304 3.01 202204 \n", " 2305 3.03 202204 \n", " \n", " [2306 rows x 26 columns],\n", " 2331: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 0 2.141917e+07 7.2477 0.000107 0.003761 0.010096 -0.002014 \n", " 1 2.584562e+07 5.2677 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 1.660966e+07 3.3784 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 1.091861e+07 2.4681 0.000107 0.003885 0.002622 0.004782 \n", " 4 1.332401e+07 5.0125 0.000107 -0.016251 -0.004473 0.000358 \n", " ... ... ... ... ... ... ... \n", " 2669 1.260947e+08 2.1851 0.000067 -0.006374 0.002265 -0.003920 \n", " 2670 7.942004e+07 3.0038 0.000067 0.000790 -0.005440 0.003884 \n", " 2671 4.908683e+07 1.8111 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2672 4.790335e+07 2.5840 0.000067 0.005986 -0.012989 -0.000733 \n", " 2673 4.529376e+07 3.2938 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 0 -0.004582 0.000641 2285.3640 0.060517 ... NaN NaN \n", " 1 -0.001519 0.002452 2276.0700 0.022204 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 -0.007630 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 0.018550 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 -0.035718 ... 0.004782 -0.003027 \n", " ... ... ... ... ... ... ... ... \n", " 2669 -0.000093 -0.003669 3251.3971 0.026634 ... -0.007370 0.000867 \n", " 2670 0.000231 0.002473 3245.3760 -0.033082 ... -0.003920 -0.000093 \n", " 2671 -0.000682 -0.001761 3240.0568 0.001293 ... 0.003884 0.000231 \n", " 2672 0.008088 -0.001436 3261.2485 -0.019570 ... -0.004080 -0.000682 \n", " 2673 -0.005996 -0.001176 3272.8602 0.020861 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 0 NaN NaN NaN NaN 2331 2013-01-07 \n", " 1 0.000641 2285.3640 0.060517 0.003670 2331 2013-01-08 \n", " 2 0.002452 2276.0700 0.022204 -0.004075 2331 2013-01-09 \n", " 3 -0.000336 2275.3400 -0.007630 -0.000321 2331 2013-01-10 \n", " 4 0.000300 2283.6580 0.018550 0.003649 2331 2013-01-11 \n", " ... ... ... ... ... ... ... \n", " 2669 -0.004280 3265.6537 0.005155 -0.006409 2331 2023-03-27 \n", " 2670 -0.003669 3251.3971 0.026634 -0.004375 2331 2023-03-28 \n", " 2671 0.002473 3245.3760 -0.033082 -0.001854 2331 2023-03-29 \n", " 2672 -0.001761 3240.0568 0.001293 -0.001640 2331 2023-03-30 \n", " 2673 -0.001436 3261.2485 -0.019570 0.006519 2331 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 0 11.58 201301 \n", " 1 11.84 201301 \n", " 2 11.75 201301 \n", " 3 11.97 201301 \n", " 4 11.55 201301 \n", " ... ... ... \n", " 2669 7.99 202303 \n", " 2670 7.73 202303 \n", " 2671 7.74 202303 \n", " 2672 7.59 202303 \n", " 2673 7.75 202303 \n", " \n", " [2674 rows x 26 columns],\n", " 2354: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 0 3.986433e+08 6.2054 0.000134 0.002106 0.018357 -0.006521 \n", " 1 1.015065e+09 7.4168 0.000134 0.008796 0.015947 0.000270 \n", " 2 4.223736e+08 6.5826 0.000133 0.026761 -0.002799 0.005650 \n", " 3 2.732697e+08 9.7998 0.000132 0.010389 -0.011203 0.003268 \n", " 4 2.553909e+08 7.0007 0.000132 -0.009368 -0.002541 0.002167 \n", " ... ... ... ... ... ... ... \n", " 1537 1.680996e+09 5.7839 0.000067 -0.006374 0.002265 -0.003920 \n", " 1538 1.221197e+09 3.6753 0.000067 0.000790 -0.005440 0.003884 \n", " 1539 8.174738e+08 3.2258 0.000067 -0.002534 -0.005063 -0.004080 \n", " 1540 9.272110e+08 5.0489 0.000067 0.005986 -0.012989 -0.000733 \n", " 1541 1.018191e+09 6.8376 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 0 -0.001491 0.002883 3825.7840 0.095310 ... NaN NaN \n", " 1 -0.004244 0.000681 3863.9290 0.052860 ... -0.006521 -0.001491 \n", " 2 0.003403 0.000459 3961.3780 -0.039355 ... 0.000270 -0.004244 \n", " 3 0.008568 0.004158 3994.8110 -0.050398 ... 0.005650 0.003403 \n", " 4 -0.001552 0.001280 3957.5340 0.014631 ... 0.003268 0.008568 \n", " ... ... ... ... ... ... ... ... \n", " 1537 -0.000093 -0.003669 3251.3971 -0.006107 ... -0.007370 0.000867 \n", " 1538 0.000231 0.002473 3245.3760 -0.051858 ... -0.003920 -0.000093 \n", " 1539 -0.000682 -0.001761 3240.0568 -0.009725 ... 0.003884 0.000231 \n", " 1540 0.008088 -0.001436 3261.2485 -0.048383 ... -0.004080 -0.000682 \n", " 1541 -0.005996 -0.001176 3272.8602 0.054877 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 0 NaN NaN NaN NaN 2354 2015-04-02 \n", " 1 0.002883 3825.7840 0.095310 0.004057 2354 2015-04-03 \n", " 2 0.000681 3863.9290 0.052860 0.009921 2354 2015-04-07 \n", " 3 0.000459 3961.3780 -0.039355 0.024907 2354 2015-04-08 \n", " 4 0.004158 3994.8110 -0.050398 0.008404 2354 2015-04-09 \n", " ... ... ... ... ... ... ... \n", " 1537 -0.004280 3265.6537 0.021539 -0.006409 2354 2023-03-27 \n", " 1538 -0.003669 3251.3971 -0.006107 -0.004375 2354 2023-03-28 \n", " 1539 0.002473 3245.3760 -0.051858 -0.001854 2354 2023-03-29 \n", " 1540 -0.001761 3240.0568 -0.009725 -0.001640 2354 2023-03-30 \n", " 1541 -0.001436 3261.2485 -0.048383 0.006519 2354 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 0 98.56 201504 \n", " 1 103.91 201504 \n", " 2 99.90 201504 \n", " 3 94.99 201504 \n", " 4 96.39 201504 \n", " ... ... ... \n", " 1537 6.53 202303 \n", " 1538 6.20 202303 \n", " 1539 6.14 202303 \n", " 1540 5.85 202303 \n", " 1541 6.18 202303 \n", " \n", " [1542 rows x 26 columns],\n", " 2368: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 0 1.222729e+07 1.5604 0.000107 0.003761 0.010096 -0.002014 \n", " 1 2.180719e+07 3.7634 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 2.088532e+07 2.2906 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 1.844262e+07 1.6850 0.000107 0.003885 0.002622 0.004782 \n", " 4 3.901603e+07 3.2446 0.000107 -0.016251 -0.004473 0.000358 \n", " ... ... ... ... ... ... ... \n", " 2745 2.103011e+09 7.4349 0.000067 -0.006374 0.002265 -0.003920 \n", " 2746 1.285220e+09 5.4321 0.000067 0.000790 -0.005440 0.003884 \n", " 2747 1.292580e+09 6.5303 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2748 9.314788e+08 4.0174 0.000067 0.005986 -0.012989 -0.000733 \n", " 2749 8.596811e+08 4.3983 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 0 -0.004582 0.000641 2285.3640 0.009453 ... NaN NaN \n", " 1 -0.001519 0.002452 2276.0700 0.026527 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 0.009769 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 -0.001297 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 0.009687 ... 0.004782 -0.003027 \n", " ... ... ... ... ... ... ... ... \n", " 2745 -0.000093 -0.003669 3251.3971 -0.060828 ... -0.007370 0.000867 \n", " 2746 0.000231 0.002473 3245.3760 0.001973 ... -0.003920 -0.000093 \n", " 2747 -0.000682 -0.001761 3240.0568 0.018071 ... 0.003884 0.000231 \n", " 2748 0.008088 -0.001436 3261.2485 0.001451 ... -0.004080 -0.000682 \n", " 2749 -0.005996 -0.001176 3272.8602 0.019149 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 0 NaN NaN NaN NaN 2368 2013-01-07 \n", " 1 0.000641 2285.3640 0.009453 0.003670 2368 2013-01-08 \n", " 2 0.002452 2276.0700 0.026527 -0.004075 2368 2013-01-09 \n", " 3 -0.000336 2275.3400 0.009769 -0.000321 2368 2013-01-10 \n", " 4 0.000300 2283.6580 -0.001297 0.003649 2368 2013-01-11 \n", " ... ... ... ... ... ... ... \n", " 2745 -0.004280 3265.6537 -0.026595 -0.006409 2368 2023-03-27 \n", " 2746 -0.003669 3251.3971 -0.060828 -0.004375 2368 2023-03-28 \n", " 2747 0.002473 3245.3760 0.001973 -0.001854 2368 2023-03-29 \n", " 2748 -0.001761 3240.0568 0.018071 -0.001640 2368 2023-03-30 \n", " 2749 -0.001436 3261.2485 0.001451 0.006519 2368 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 0 14.88 201301 \n", " 1 15.28 201301 \n", " 2 15.43 201301 \n", " 3 15.41 201301 \n", " 4 15.56 201301 \n", " ... ... ... \n", " 2745 40.50 202303 \n", " 2746 40.58 202303 \n", " 2747 41.32 202303 \n", " 2748 41.38 202303 \n", " 2749 42.18 202303 \n", " \n", " [2750 rows x 26 columns],\n", " 2373: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 0 9.641761e+06 3.9085 0.000107 0.003761 0.010096 -0.002014 \n", " 1 1.234049e+07 3.6078 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 2.401604e+07 9.1743 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 1.409379e+07 5.8876 0.000107 0.003885 0.002622 0.004782 \n", " 4 1.552690e+07 2.5217 0.000107 -0.016251 -0.004473 0.000358 \n", " ... ... ... ... ... ... ... \n", " 2646 1.179807e+09 12.5275 0.000067 -0.006374 0.002265 -0.003920 \n", " 2647 8.106121e+08 4.7196 0.000067 0.000790 -0.005440 0.003884 \n", " 2648 6.416170e+08 8.0468 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2649 5.583788e+08 6.3799 0.000067 0.005986 -0.012989 -0.000733 \n", " 2650 3.554191e+08 4.8055 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 0 -0.004582 0.000641 2285.3640 0.030049 ... NaN NaN \n", " 1 -0.001519 0.002452 2276.0700 0.008291 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 0.028043 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 0.025541 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 -0.003484 ... 0.004782 -0.003027 \n", " ... ... ... ... ... ... ... ... \n", " 2646 -0.000093 -0.003669 3251.3971 0.068651 ... -0.007370 0.000867 \n", " 2647 0.000231 0.002473 3245.3760 -0.067187 ... -0.003920 -0.000093 \n", " 2648 -0.000682 -0.001761 3240.0568 0.020276 ... 0.003884 0.000231 \n", " 2649 0.008088 -0.001436 3261.2485 -0.062104 ... -0.004080 -0.000682 \n", " 2650 -0.005996 -0.001176 3272.8602 0.025604 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 0 NaN NaN NaN NaN 2373 2013-01-07 \n", " 1 0.000641 2285.3640 0.030049 0.003670 2373 2013-01-08 \n", " 2 0.002452 2276.0700 0.008291 -0.004075 2373 2013-01-09 \n", " 3 -0.000336 2275.3400 0.028043 -0.000321 2373 2013-01-10 \n", " 4 0.000300 2283.6580 0.025541 0.003649 2373 2013-01-11 \n", " ... ... ... ... ... ... ... \n", " 2646 -0.004280 3265.6537 0.013275 -0.006409 2373 2023-03-27 \n", " 2647 -0.003669 3251.3971 0.068651 -0.004375 2373 2023-03-28 \n", " 2648 0.002473 3245.3760 -0.067187 -0.001854 2373 2023-03-29 \n", " 2649 -0.001761 3240.0568 0.020276 -0.001640 2373 2023-03-30 \n", " 2650 -0.001436 3261.2485 -0.062104 0.006519 2373 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 0 10.81 201301 \n", " 1 10.90 201301 \n", " 2 11.21 201301 \n", " 3 11.50 201301 \n", " 4 11.46 201301 \n", " ... ... ... \n", " 2646 14.62 202303 \n", " 2647 13.67 202303 \n", " 2648 13.95 202303 \n", " 2649 13.11 202303 \n", " 2650 13.45 202303 \n", " \n", " [2651 rows x 26 columns],\n", " 2401: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 0 1.930050e+08 6.7918 0.000107 0.003761 0.010096 -0.002014 \n", " 1 1.471244e+08 3.2646 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 1.076090e+08 2.7875 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 9.177439e+07 3.4151 0.000107 0.003885 0.002622 0.004782 \n", " 4 2.356415e+08 10.9444 0.000107 -0.016251 -0.004473 0.000358 \n", " ... ... ... ... ... ... ... \n", " 2879 8.692670e+08 8.4469 0.000067 -0.006374 0.002265 -0.003920 \n", " 2880 9.109388e+08 13.2743 0.000067 0.000790 -0.005440 0.003884 \n", " 2881 1.463139e+09 11.0270 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2882 9.856550e+08 6.5876 0.000067 0.005986 -0.012989 -0.000733 \n", " 2883 7.642848e+08 6.6134 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 0 -0.004582 0.000641 2285.3640 0.039427 ... NaN NaN \n", " 1 -0.001519 0.002452 2276.0700 -0.013841 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 -0.005240 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 -0.007912 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 0.016631 ... 0.004782 -0.003027 \n", " ... ... ... ... ... ... ... ... \n", " 2879 -0.000093 -0.003669 3251.3971 0.045801 ... -0.007370 0.000867 \n", " 2880 0.000231 0.002473 3245.3760 0.095263 ... -0.003920 -0.000093 \n", " 2881 -0.000682 -0.001761 3240.0568 0.074750 ... 0.003884 0.000231 \n", " 2882 0.008088 -0.001436 3261.2485 -0.010596 ... -0.004080 -0.000682 \n", " 2883 -0.005996 -0.001176 3272.8602 -0.016559 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 0 NaN NaN NaN NaN 2401 2013-01-07 \n", " 1 0.000641 2285.3640 0.039427 0.003670 2401 2013-01-08 \n", " 2 0.002452 2276.0700 -0.013841 -0.004075 2401 2013-01-09 \n", " 3 -0.000336 2275.3400 -0.005240 -0.000321 2401 2013-01-10 \n", " 4 0.000300 2283.6580 -0.007912 0.003649 2401 2013-01-11 \n", " ... ... ... ... ... ... ... \n", " 2879 -0.004280 3265.6537 0.050863 -0.006409 2401 2023-03-27 \n", " 2880 -0.003669 3251.3971 0.045801 -0.004375 2401 2023-03-28 \n", " 2881 0.002473 3245.3760 0.095263 -0.001854 2401 2023-03-29 \n", " 2882 -0.001761 3240.0568 0.074750 -0.001640 2401 2023-03-30 \n", " 2883 -0.001436 3261.2485 -0.010596 0.006519 2401 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 0 11.64 201301 \n", " 1 11.48 201301 \n", " 2 11.42 201301 \n", " 3 11.33 201301 \n", " 4 11.52 201301 \n", " ... ... ... \n", " 2879 19.21 202303 \n", " 2880 21.13 202303 \n", " 2881 22.77 202303 \n", " 2882 22.53 202303 \n", " 2883 22.16 202303 \n", " \n", " [2884 rows x 26 columns],\n", " 2405: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 0 2.201103e+08 8.1778 0.000107 0.003761 0.010096 -0.002014 \n", " 1 3.072444e+08 9.5690 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 3.130231e+08 7.4135 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 3.100801e+08 7.6858 0.000107 0.003885 0.002622 0.004782 \n", " 4 5.199030e+08 6.4071 0.000107 -0.016251 -0.004473 0.000358 \n", " ... ... ... ... ... ... ... \n", " 2829 1.498120e+09 5.1640 0.000067 -0.006374 0.002265 -0.003920 \n", " 2830 9.155929e+08 3.8889 0.000067 0.000790 -0.005440 0.003884 \n", " 2831 1.091869e+09 4.7585 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2832 1.008584e+09 5.4074 0.000067 0.005986 -0.012989 -0.000733 \n", " 2833 7.951788e+08 5.3599 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 0 -0.004582 0.000641 2285.3640 0.030637 ... NaN NaN \n", " 1 -0.001519 0.002452 2276.0700 0.045501 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 -0.025022 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 0.040552 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 0.031926 ... 0.004782 -0.003027 \n", " ... ... ... ... ... ... ... ... \n", " 2829 -0.000093 -0.003669 3251.3971 0.004873 ... -0.007370 0.000867 \n", " 2830 0.000231 0.002473 3245.3760 -0.037500 ... -0.003920 -0.000093 \n", " 2831 -0.000682 -0.001761 3240.0568 -0.027039 ... 0.003884 0.000231 \n", " 2832 0.008088 -0.001436 3261.2485 -0.033136 ... -0.004080 -0.000682 \n", " 2833 -0.005996 -0.001176 3272.8602 0.035355 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 0 NaN NaN NaN NaN 2405 2013-01-07 \n", " 1 0.000641 2285.3640 0.030637 0.003670 2405 2013-01-08 \n", " 2 0.002452 2276.0700 0.045501 -0.004075 2405 2013-01-09 \n", " 3 -0.000336 2275.3400 -0.025022 -0.000321 2405 2013-01-10 \n", " 4 0.000300 2283.6580 0.040552 0.003649 2405 2013-01-11 \n", " ... ... ... ... ... ... ... \n", " 2829 -0.004280 3265.6537 0.028310 -0.006409 2405 2023-03-27 \n", " 2830 -0.003669 3251.3971 0.004873 -0.004375 2405 2023-03-28 \n", " 2831 0.002473 3245.3760 -0.037500 -0.001854 2405 2023-03-29 \n", " 2832 -0.001761 3240.0568 -0.027039 -0.001640 2405 2023-03-30 \n", " 2833 -0.001436 3261.2485 -0.033136 0.006519 2405 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 0 11.60 201301 \n", " 1 12.14 201301 \n", " 2 11.84 201301 \n", " 3 12.33 201301 \n", " 4 12.73 201301 \n", " ... ... ... \n", " 2829 14.40 202303 \n", " 2830 13.87 202303 \n", " 2831 13.50 202303 \n", " 2832 13.06 202303 \n", " 2833 13.53 202303 \n", " \n", " [2834 rows x 26 columns],\n", " 2410: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 0 1.593193e+07 3.4945 0.000107 0.003761 0.010096 -0.002014 \n", " 1 2.838041e+07 3.0636 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 4.207507e+07 4.7673 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 3.798433e+07 4.5379 0.000107 0.003885 0.002622 0.004782 \n", " 4 2.734700e+07 4.6703 0.000107 -0.016251 -0.004473 0.000358 \n", " ... ... ... ... ... ... ... \n", " 2928 2.120797e+09 4.2000 0.000067 -0.006374 0.002265 -0.003920 \n", " 2929 1.610618e+09 6.8112 0.000067 0.000790 -0.005440 0.003884 \n", " 2930 1.259420e+09 6.7405 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2931 6.028033e+08 2.6127 0.000067 0.005986 -0.012989 -0.000733 \n", " 2932 1.061937e+09 12.1851 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 0 -0.004582 0.000641 2285.3640 0.007543 ... NaN NaN \n", " 1 -0.001519 0.002452 2276.0700 0.018328 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 0.025218 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 0.007168 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 -0.029553 ... 0.004782 -0.003027 \n", " ... ... ... ... ... ... ... ... \n", " 2928 -0.000093 -0.003669 3251.3971 0.095310 ... -0.007370 0.000867 \n", " 2929 0.000231 0.002473 3245.3760 -0.001960 ... -0.003920 -0.000093 \n", " 2930 -0.000682 -0.001761 3240.0568 -0.024111 ... 0.003884 0.000231 \n", " 2931 0.008088 -0.001436 3261.2485 -0.020009 ... -0.004080 -0.000682 \n", " 2932 -0.005996 -0.001176 3272.8602 0.084494 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 0 NaN NaN NaN NaN 2410 2013-01-07 \n", " 1 0.000641 2285.3640 0.007543 0.003670 2410 2013-01-08 \n", " 2 0.002452 2276.0700 0.018328 -0.004075 2410 2013-01-09 \n", " 3 -0.000336 2275.3400 0.025218 -0.000321 2410 2013-01-10 \n", " 4 0.000300 2283.6580 0.007168 0.003649 2410 2013-01-11 \n", " ... ... ... ... ... ... ... \n", " 2928 -0.004280 3265.6537 0.002156 -0.006409 2410 2023-03-27 \n", " 2929 -0.003669 3251.3971 0.095310 -0.004375 2410 2023-03-28 \n", " 2930 0.002473 3245.3760 -0.001960 -0.001854 2410 2023-03-29 \n", " 2931 -0.001761 3240.0568 -0.024111 -0.001640 2410 2023-03-30 \n", " 2932 -0.001436 3261.2485 -0.020009 0.006519 2410 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 0 17.30 201301 \n", " 1 17.62 201301 \n", " 2 18.07 201301 \n", " 3 18.20 201301 \n", " 4 17.67 201301 \n", " ... ... ... \n", " 2928 71.50 202303 \n", " 2929 71.36 202303 \n", " 2930 69.66 202303 \n", " 2931 68.28 202303 \n", " 2932 74.30 202303 \n", " \n", " [2933 rows x 26 columns],\n", " 2421: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 0 6.969455e+07 3.6263 0.000107 0.003761 0.010096 -0.002014 \n", " 1 7.357902e+07 5.5828 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 8.550118e+07 3.5499 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 5.888123e+07 2.5393 0.000107 0.003885 0.002622 0.004782 \n", " 4 5.807983e+07 4.5482 0.000107 -0.016251 -0.004473 0.000358 \n", " ... ... ... ... ... ... ... \n", " 2855 4.850680e+08 4.3373 0.000067 -0.006374 0.002265 -0.003920 \n", " 2856 3.347746e+08 3.5211 0.000067 0.000790 -0.005440 0.003884 \n", " 2857 2.249325e+08 2.6316 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2858 2.448889e+08 3.6145 0.000067 0.005986 -0.012989 -0.000733 \n", " 2859 2.635178e+08 4.7264 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 0 -0.004582 0.000641 2285.3640 0.001842 ... NaN NaN \n", " 1 -0.001519 0.002452 2276.0700 0.019442 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 -0.004825 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 -0.016459 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 -0.036937 ... 0.004782 -0.003027 \n", " ... ... ... ... ... ... ... ... \n", " 2855 -0.000093 -0.003669 3251.3971 0.026161 ... -0.007370 0.000867 \n", " 2856 0.000231 0.002473 3245.3760 -0.018958 ... -0.003920 -0.000093 \n", " 2857 -0.000682 -0.001761 3240.0568 -0.007203 ... 0.003884 0.000231 \n", " 2858 0.008088 -0.001436 3261.2485 -0.031826 ... -0.004080 -0.000682 \n", " 2859 -0.005996 -0.001176 3272.8602 0.036634 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 0 NaN NaN NaN NaN 2421 2013-01-07 \n", " 1 0.000641 2285.3640 0.001842 0.003670 2421 2013-01-08 \n", " 2 0.002452 2276.0700 0.019442 -0.004075 2421 2013-01-09 \n", " 3 -0.000336 2275.3400 -0.004825 -0.000321 2421 2013-01-10 \n", " 4 0.000300 2283.6580 -0.016459 0.003649 2421 2013-01-11 \n", " ... ... ... ... ... ... ... \n", " 2855 -0.004280 3265.6537 0.014563 -0.006409 2421 2023-03-27 \n", " 2856 -0.003669 3251.3971 0.026161 -0.004375 2421 2023-03-28 \n", " 2857 0.002473 3245.3760 -0.018958 -0.001854 2421 2023-03-29 \n", " 2858 -0.001761 3240.0568 -0.007203 -0.001640 2421 2023-03-30 \n", " 2859 -0.001436 3261.2485 -0.031826 0.006519 2421 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 0 16.30 201301 \n", " 1 16.62 201301 \n", " 2 16.54 201301 \n", " 3 16.27 201301 \n", " 4 15.68 201301 \n", " ... ... ... \n", " 2855 4.26 202303 \n", " 2856 4.18 202303 \n", " 2857 4.15 202303 \n", " 2858 4.02 202303 \n", " 2859 4.17 202303 \n", " \n", " [2860 rows x 26 columns],\n", " 2439: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 0 1.836347e+07 2.8873 0.000107 0.003761 0.010096 -0.002014 \n", " 1 4.348830e+07 4.1135 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 3.032074e+07 5.0104 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 8.649308e+07 4.1115 0.000107 0.003885 0.002622 0.004782 \n", " 4 1.079516e+08 4.8714 0.000107 -0.016251 -0.004473 0.000358 \n", " ... ... ... ... ... ... ... \n", " 2726 6.933101e+08 4.5440 0.000067 -0.006374 0.002265 -0.003920 \n", " 2727 7.963009e+08 7.9699 0.000067 0.000790 -0.005440 0.003884 \n", " 2728 6.766819e+08 6.0263 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2729 4.634417e+08 3.0713 0.000067 0.005986 -0.012989 -0.000733 \n", " 2730 6.214922e+08 7.2414 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 0 -0.004582 0.000641 2285.3640 -0.007067 ... NaN NaN \n", " 1 -0.001519 0.002452 2276.0700 0.018968 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 -0.001393 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 0.029525 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 0.008757 ... 0.004782 -0.003027 \n", " ... ... ... ... ... ... ... ... \n", " 2726 -0.000093 -0.003669 3251.3971 0.027441 ... -0.007370 0.000867 \n", " 2727 0.000231 0.002473 3245.3760 0.008088 ... -0.003920 -0.000093 \n", " 2728 -0.000682 -0.001761 3240.0568 -0.029058 ... 0.003884 0.000231 \n", " 2729 0.008088 -0.001436 3261.2485 -0.020479 ... -0.004080 -0.000682 \n", " 2730 -0.005996 -0.001176 3272.8602 0.041449 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 0 NaN NaN NaN NaN 2439 2013-01-07 \n", " 1 0.000641 2285.3640 -0.007067 0.003670 2439 2013-01-08 \n", " 2 0.002452 2276.0700 0.018968 -0.004075 2439 2013-01-09 \n", " 3 -0.000336 2275.3400 -0.001393 -0.000321 2439 2013-01-10 \n", " 4 0.000300 2283.6580 0.029525 0.003649 2439 2013-01-11 \n", " ... ... ... ... ... ... ... \n", " 2726 -0.004280 3265.6537 -0.040884 -0.006409 2439 2023-03-27 \n", " 2727 -0.003669 3251.3971 0.027441 -0.004375 2439 2023-03-28 \n", " 2728 0.002473 3245.3760 0.008088 -0.001854 2439 2023-03-29 \n", " 2729 -0.001761 3240.0568 -0.029058 -0.001640 2439 2023-03-30 \n", " 2730 -0.001436 3261.2485 -0.020479 0.006519 2439 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 0 14.10 201301 \n", " 1 14.37 201301 \n", " 2 14.35 201301 \n", " 3 14.78 201301 \n", " 4 14.91 201301 \n", " ... ... ... \n", " 2726 33.25 202303 \n", " 2727 33.52 202303 \n", " 2728 32.56 202303 \n", " 2729 31.90 202303 \n", " 2730 33.25 202303 \n", " \n", " [2731 rows x 26 columns],\n", " 2467: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 0 1.936643e+07 2.1760 0.000107 0.003761 0.010096 -0.002014 \n", " 1 1.342524e+08 10.0094 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 2.021341e+08 4.5494 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 5.761638e+07 0.0000 0.000107 0.003885 0.002622 0.004782 \n", " 4 1.569333e+08 0.0000 0.000107 -0.016251 -0.004473 0.000358 \n", " ... ... ... ... ... ... ... \n", " 2902 8.725612e+08 4.6032 0.000067 -0.006374 0.002265 -0.003920 \n", " 2903 9.710892e+08 5.9871 0.000067 0.000790 -0.005440 0.003884 \n", " 2904 6.801858e+08 4.7544 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2905 5.230226e+08 4.5977 0.000067 0.005986 -0.012989 -0.000733 \n", " 2906 1.131242e+09 10.1027 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 0 -0.004582 0.000641 2285.3640 0.001890 ... NaN NaN \n", " 1 -0.001519 0.002452 2276.0700 0.095396 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 0.095700 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 0.095168 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 0.095310 ... 0.004782 -0.003027 \n", " ... ... ... ... ... ... ... ... \n", " 2902 -0.000093 -0.003669 3251.3971 -0.019231 ... -0.007370 0.000867 \n", " 2903 0.000231 0.002473 3245.3760 0.020817 ... -0.003920 -0.000093 \n", " 2904 -0.000682 -0.001761 3240.0568 -0.035488 ... 0.003884 0.000231 \n", " 2905 0.008088 -0.001436 3261.2485 -0.041917 ... -0.004080 -0.000682 \n", " 2906 -0.005996 -0.001176 3272.8602 0.064646 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 0 NaN NaN NaN NaN 2467 2013-01-07 \n", " 1 0.000641 2285.3640 0.001890 0.003670 2467 2013-01-08 \n", " 2 0.002452 2276.0700 0.095396 -0.004075 2467 2013-01-09 \n", " 3 -0.000336 2275.3400 0.095700 -0.000321 2467 2013-01-10 \n", " 4 0.000300 2283.6580 0.095168 0.003649 2467 2013-01-11 \n", " ... ... ... ... ... ... ... \n", " 2902 -0.004280 3265.6537 0.020851 -0.006409 2467 2023-03-27 \n", " 2903 -0.003669 3251.3971 -0.019231 -0.004375 2467 2023-03-28 \n", " 2904 0.002473 3245.3760 0.020817 -0.001854 2467 2023-03-29 \n", " 2905 -0.001761 3240.0568 -0.035488 -0.001640 2467 2023-03-30 \n", " 2906 -0.001436 3261.2485 -0.041917 0.006519 2467 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 0 10.59 201301 \n", " 1 11.65 201301 \n", " 2 12.82 201301 \n", " 3 14.10 201301 \n", " 4 15.51 201301 \n", " ... ... ... \n", " 2902 6.18 202303 \n", " 2903 6.31 202303 \n", " 2904 6.09 202303 \n", " 2905 5.84 202303 \n", " 2906 6.23 202303 \n", " \n", " [2907 rows x 26 columns],\n", " 2474: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 0 3.550821e+07 2.8975 0.000107 0.003761 0.010096 -0.002014 \n", " 1 1.046776e+08 4.0915 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 8.260980e+07 4.2924 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 9.309243e+07 3.0605 0.000107 0.003885 0.002622 0.004782 \n", " 4 1.003403e+08 5.2288 0.000107 -0.016251 -0.004473 0.000358 \n", " ... ... ... ... ... ... ... \n", " 2903 3.397689e+08 2.9476 0.000067 -0.006374 0.002265 -0.003920 \n", " 2904 4.399947e+08 4.5553 0.000067 0.000790 -0.005440 0.003884 \n", " 2905 2.353332e+08 2.6998 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2906 2.302990e+08 3.1903 0.000067 0.005986 -0.012989 -0.000733 \n", " 2907 4.519742e+08 6.8849 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 0 -0.004582 0.000641 2285.3640 0.018902 ... NaN NaN \n", " 1 -0.001519 0.002452 2276.0700 0.033416 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 0.008016 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 0.017805 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 -0.019803 ... 0.004782 -0.003027 \n", " ... ... ... ... ... ... ... ... \n", " 2903 -0.000093 -0.003669 3251.3971 0.006529 ... -0.007370 0.000867 \n", " 2904 0.000231 0.002473 3245.3760 0.004329 ... -0.003920 -0.000093 \n", " 2905 -0.000682 -0.001761 3240.0568 -0.018529 ... 0.003884 0.000231 \n", " 2906 0.008088 -0.001436 3261.2485 -0.025628 ... -0.004080 -0.000682 \n", " 2907 -0.005996 -0.001176 3272.8602 0.057033 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 0 NaN NaN NaN NaN 2474 2013-01-07 \n", " 1 0.000641 2285.3640 0.018902 0.003670 2474 2013-01-08 \n", " 2 0.002452 2276.0700 0.033416 -0.004075 2474 2013-01-09 \n", " 3 -0.000336 2275.3400 0.008016 -0.000321 2474 2013-01-10 \n", " 4 0.000300 2283.6580 0.017805 0.003649 2474 2013-01-11 \n", " ... ... ... ... ... ... ... \n", " 2903 -0.004280 3265.6537 0.015402 -0.006409 2474 2023-03-27 \n", " 2904 -0.003669 3251.3971 0.006529 -0.004375 2474 2023-03-28 \n", " 2905 0.002473 3245.3760 0.004329 -0.001854 2474 2023-03-29 \n", " 2906 -0.001761 3240.0568 -0.018529 -0.001640 2474 2023-03-30 \n", " 2907 -0.001436 3261.2485 -0.025628 0.006519 2474 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 0 14.42 201301 \n", " 1 14.91 201301 \n", " 2 15.03 201301 \n", " 3 15.30 201301 \n", " 4 15.00 201301 \n", " ... ... ... \n", " 2903 9.22 202303 \n", " 2904 9.26 202303 \n", " 2905 9.09 202303 \n", " 2906 8.86 202303 \n", " 2907 9.38 202303 \n", " \n", " [2908 rows x 26 columns],\n", " 2544: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 0 1.619412e+07 2.8265 0.000107 0.003761 0.010096 -0.002014 \n", " 1 4.362268e+07 4.7161 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 4.897542e+07 4.1237 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 3.799093e+07 3.4164 0.000107 0.003885 0.002622 0.004782 \n", " 4 4.891595e+07 4.9416 0.000107 -0.016251 -0.004473 0.000358 \n", " ... ... ... ... ... ... ... \n", " 2690 1.539921e+08 3.3551 0.000067 -0.006374 0.002265 -0.003920 \n", " 2691 1.998780e+08 4.6552 0.000067 0.000790 -0.005440 0.003884 \n", " 2692 1.195653e+08 3.1004 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2693 1.363244e+08 3.3936 0.000067 0.005986 -0.012989 -0.000733 \n", " 2694 1.559776e+08 2.9884 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 0 -0.004582 0.000641 2285.3640 0.012591 ... NaN NaN \n", " 1 -0.001519 0.002452 2276.0700 0.026592 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 0.014884 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 0.027324 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 -0.016305 ... 0.004782 -0.003027 \n", " ... ... ... ... ... ... ... ... \n", " 2690 -0.000093 -0.003669 3251.3971 -0.007874 ... -0.007370 0.000867 \n", " 2691 0.000231 0.002473 3245.3760 0.005693 ... -0.003920 -0.000093 \n", " 2692 -0.000682 -0.001761 3240.0568 -0.009213 ... 0.003884 0.000231 \n", " 2693 0.008088 -0.001436 3261.2485 -0.011971 ... -0.004080 -0.000682 \n", " 2694 -0.005996 -0.001176 3272.8602 0.017684 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 0 NaN NaN NaN NaN 2544 2013-01-07 \n", " 1 0.000641 2285.3640 0.012591 0.003670 2544 2013-01-08 \n", " 2 0.002452 2276.0700 0.026592 -0.004075 2544 2013-01-09 \n", " 3 -0.000336 2275.3400 0.014884 -0.000321 2544 2013-01-10 \n", " 4 0.000300 2283.6580 0.027324 0.003649 2544 2013-01-11 \n", " ... ... ... ... ... ... ... \n", " 2690 -0.004280 3265.6537 -0.017279 -0.006409 2544 2023-03-27 \n", " 2691 -0.003669 3251.3971 -0.007874 -0.004375 2544 2023-03-28 \n", " 2692 0.002473 3245.3760 0.005693 -0.001854 2544 2023-03-29 \n", " 2693 -0.001761 3240.0568 -0.009213 -0.001640 2544 2023-03-30 \n", " 2694 -0.001436 3261.2485 -0.011971 0.006519 2544 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 0 10.39 201301 \n", " 1 10.67 201301 \n", " 2 10.83 201301 \n", " 3 11.13 201301 \n", " 4 10.95 201301 \n", " ... ... ... \n", " 2690 22.77 202303 \n", " 2691 22.90 202303 \n", " 2692 22.69 202303 \n", " 2693 22.42 202303 \n", " 2694 22.82 202303 \n", " \n", " [2695 rows x 26 columns],\n", " 2609: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 0 4.005207e+07 7.5169 0.000107 0.003761 0.010096 -0.002014 \n", " 1 2.851583e+07 4.0670 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 2.504403e+07 2.9365 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 1.876560e+07 3.1426 0.000107 0.003885 0.002622 0.004782 \n", " 4 3.413379e+07 4.8465 0.000107 -0.016251 -0.004473 0.000358 \n", " ... ... ... ... ... ... ... \n", " 2793 3.379141e+08 8.2166 0.000067 -0.006374 0.002265 -0.003920 \n", " 2794 1.929793e+08 6.0923 0.000067 0.000790 -0.005440 0.003884 \n", " 2795 1.783302e+08 7.6493 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2796 1.488987e+08 5.2915 0.000067 0.005986 -0.012989 -0.000733 \n", " 2797 2.099343e+08 9.5329 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 0 -0.004582 0.000641 2285.3640 0.057440 ... NaN NaN \n", " 1 -0.001519 0.002452 2276.0700 0.004773 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 -0.015194 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 -0.002420 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 0.006441 ... 0.004782 -0.003027 \n", " ... ... ... ... ... ... ... ... \n", " 2793 -0.000093 -0.003669 3251.3971 0.070299 ... -0.007370 0.000867 \n", " 2794 0.000231 0.002473 3245.3760 -0.069366 ... -0.003920 -0.000093 \n", " 2795 -0.000682 -0.001761 3240.0568 0.039328 ... 0.003884 0.000231 \n", " 2796 0.008088 -0.001436 3261.2485 -0.061017 ... -0.004080 -0.000682 \n", " 2797 -0.005996 -0.001176 3272.8602 0.060120 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 0 NaN NaN NaN NaN 2609 2013-01-07 \n", " 1 0.000641 2285.3640 0.057440 0.003670 2609 2013-01-08 \n", " 2 0.002452 2276.0700 0.004773 -0.004075 2609 2013-01-09 \n", " 3 -0.000336 2275.3400 -0.015194 -0.000321 2609 2013-01-10 \n", " 4 0.000300 2283.6580 -0.002420 0.003649 2609 2013-01-11 \n", " ... ... ... ... ... ... ... \n", " 2793 -0.004280 3265.6537 0.010324 -0.006409 2609 2023-03-27 \n", " 2794 -0.003669 3251.3971 0.070299 -0.004375 2609 2023-03-28 \n", " 2795 0.002473 3245.3760 -0.069366 -0.001854 2609 2023-03-29 \n", " 2796 -0.001761 3240.0568 0.039328 -0.001640 2609 2023-03-30 \n", " 2797 -0.001436 3261.2485 -0.061017 0.006519 2609 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 0 12.54 201301 \n", " 1 12.60 201301 \n", " 2 12.41 201301 \n", " 3 12.38 201301 \n", " 4 12.46 201301 \n", " ... ... ... \n", " 2793 11.49 202303 \n", " 2794 10.72 202303 \n", " 2795 11.15 202303 \n", " 2796 10.49 202303 \n", " 2797 11.14 202303 \n", " \n", " [2798 rows x 26 columns],\n", " 2642: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 0 3.175583e+07 4.4426 0.000107 0.003761 0.010096 -0.002014 \n", " 1 4.756879e+07 4.8544 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 8.463135e+07 7.5277 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 4.549617e+07 2.2989 0.000107 0.003885 0.002622 0.004782 \n", " 4 5.621041e+07 6.3077 0.000107 -0.016251 -0.004473 0.000358 \n", " ... ... ... ... ... ... ... \n", " 2205 5.943287e+08 4.0305 0.000067 -0.006374 0.002265 -0.003920 \n", " 2206 4.070586e+08 3.3191 0.000067 0.000790 -0.005440 0.003884 \n", " 2207 3.125394e+08 2.4149 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2208 3.311716e+08 4.5304 0.000067 0.005986 -0.012989 -0.000733 \n", " 2209 2.939461e+08 4.5977 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 0 -0.004582 0.000641 2285.3640 0.035409 ... NaN NaN \n", " 1 -0.001519 0.002452 2276.0700 0.020817 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 0.033505 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 -0.003839 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 -0.031253 ... 0.004782 -0.003027 \n", " ... ... ... ... ... ... ... ... \n", " 2205 -0.000093 -0.003669 3251.3971 0.017279 ... -0.007370 0.000867 \n", " 2206 0.000231 0.002473 3245.3760 -0.024934 ... -0.003920 -0.000093 \n", " 2207 -0.000682 -0.001761 3240.0568 -0.006608 ... 0.003884 0.000231 \n", " 2208 0.008088 -0.001436 3261.2485 -0.039442 ... -0.004080 -0.000682 \n", " 2209 -0.005996 -0.001176 3272.8602 0.032790 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 0 NaN NaN NaN NaN 2642 2013-01-07 \n", " 1 0.000641 2285.3640 0.035409 0.003670 2642 2013-01-08 \n", " 2 0.002452 2276.0700 0.020817 -0.004075 2642 2013-01-09 \n", " 3 -0.000336 2275.3400 0.033505 -0.000321 2642 2013-01-10 \n", " 4 0.000300 2283.6580 -0.003839 0.003649 2642 2013-01-11 \n", " ... ... ... ... ... ... ... \n", " 2205 -0.004280 3265.6537 0.014262 -0.006409 2642 2023-03-27 \n", " 2206 -0.003669 3251.3971 0.017279 -0.004375 2642 2023-03-28 \n", " 2207 0.002473 3245.3760 -0.024934 -0.001854 2642 2023-03-29 \n", " 2208 -0.001761 3240.0568 -0.006608 -0.001640 2642 2023-03-30 \n", " 2209 -0.001436 3261.2485 -0.039442 0.006519 2642 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 0 12.36 201301 \n", " 1 12.62 201301 \n", " 2 13.05 201301 \n", " 3 13.00 201301 \n", " 4 12.60 201301 \n", " ... ... ... \n", " 2205 9.34 202303 \n", " 2206 9.11 202303 \n", " 2207 9.05 202303 \n", " 2208 8.70 202303 \n", " 2209 8.99 202303 \n", " \n", " [2210 rows x 26 columns],\n", " 2649: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 0 2.268060e+07 3.6872 0.000107 0.003761 0.010096 -0.002014 \n", " 1 5.315425e+07 6.7201 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 5.516750e+07 7.7278 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 4.399157e+07 5.2632 0.000107 0.003885 0.002622 0.004782 \n", " 4 4.221991e+07 5.2095 0.000107 -0.016251 -0.004473 0.000358 \n", " ... ... ... ... ... ... ... \n", " 2656 9.846359e+08 5.6501 0.000067 -0.006374 0.002265 -0.003920 \n", " 2657 7.296256e+08 4.9820 0.000067 0.000790 -0.005440 0.003884 \n", " 2658 5.204446e+08 2.8840 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2659 1.081836e+09 7.1204 0.000067 0.005986 -0.012989 -0.000733 \n", " 2660 7.859891e+08 6.6396 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 0 -0.004582 0.000641 2285.3640 0.030675 ... NaN NaN \n", " 1 -0.001519 0.002452 2276.0700 0.066771 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 0.029548 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 -0.011261 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 -0.002835 ... 0.004782 -0.003027 \n", " ... ... ... ... ... ... ... ... \n", " 2656 -0.000093 -0.003669 3251.3971 0.012077 ... -0.007370 0.000867 \n", " 2657 0.000231 0.002473 3245.3760 -0.043552 ... -0.003920 -0.000093 \n", " 2658 -0.000682 -0.001761 3240.0568 -0.005028 ... 0.003884 0.000231 \n", " 2659 0.008088 -0.001436 3261.2485 -0.072510 ... -0.004080 -0.000682 \n", " 2660 -0.005996 -0.001176 3272.8602 0.053425 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 0 NaN NaN NaN NaN 2649 2013-01-07 \n", " 1 0.000641 2285.3640 0.030675 0.003670 2649 2013-01-08 \n", " 2 0.002452 2276.0700 0.066771 -0.004075 2649 2013-01-09 \n", " 3 -0.000336 2275.3400 0.029548 -0.000321 2649 2013-01-10 \n", " 4 0.000300 2283.6580 -0.011261 0.003649 2649 2013-01-11 \n", " ... ... ... ... ... ... ... \n", " 2656 -0.004280 3265.6537 -0.026380 -0.006409 2649 2023-03-27 \n", " 2657 -0.003669 3251.3971 0.012077 -0.004375 2649 2023-03-28 \n", " 2658 0.002473 3245.3760 -0.043552 -0.001854 2649 2023-03-29 \n", " 2659 -0.001761 3240.0568 -0.005028 -0.001640 2649 2023-03-30 \n", " 2660 -0.001436 3261.2485 -0.072510 0.006519 2649 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 0 16.22 201301 \n", " 1 17.34 201301 \n", " 2 17.86 201301 \n", " 3 17.66 201301 \n", " 4 17.61 201301 \n", " ... ... ... \n", " 2656 16.66 202303 \n", " 2657 15.95 202303 \n", " 2658 15.87 202303 \n", " 2659 14.76 202303 \n", " 2660 15.57 202303 \n", " \n", " [2661 rows x 26 columns],\n", " 2657: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 0 3.456029e+07 2.5654 0.000107 0.003761 0.010096 -0.002014 \n", " 1 6.664804e+07 4.2397 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 8.919837e+07 4.3008 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 3.686383e+07 2.6519 0.000107 0.003885 0.002622 0.004782 \n", " 4 5.570379e+07 3.4775 0.000107 -0.016251 -0.004473 0.000358 \n", " ... ... ... ... ... ... ... \n", " 2621 5.698400e+08 3.8700 0.000067 -0.006374 0.002265 -0.003920 \n", " 2622 3.912248e+08 2.9001 0.000067 0.000790 -0.005440 0.003884 \n", " 2623 3.717246e+08 3.7135 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2624 3.395719e+08 3.2481 0.000067 0.005986 -0.012989 -0.000733 \n", " 2625 4.121179e+08 4.8061 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 0 -0.004582 0.000641 2285.3640 -0.009896 ... NaN NaN \n", " 1 -0.001519 0.002452 2276.0700 -0.008146 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 -0.045892 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 0.008801 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 0.013328 ... 0.004782 -0.003027 \n", " ... ... ... ... ... ... ... ... \n", " 2621 -0.000093 -0.003669 3251.3971 -0.003619 ... -0.007370 0.000867 \n", " 2622 0.000231 0.002473 3245.3760 -0.024110 ... -0.003920 -0.000093 \n", " 2623 -0.000682 -0.001761 3240.0568 -0.003720 ... 0.003884 0.000231 \n", " 2624 0.008088 -0.001436 3261.2485 -0.025345 ... -0.004080 -0.000682 \n", " 2625 -0.005996 -0.001176 3272.8602 0.040669 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 0 NaN NaN NaN NaN 2657 2013-01-07 \n", " 1 0.000641 2285.3640 -0.009896 0.003670 2657 2013-01-08 \n", " 2 0.002452 2276.0700 -0.008146 -0.004075 2657 2013-01-09 \n", " 3 -0.000336 2275.3400 -0.045892 -0.000321 2657 2013-01-10 \n", " 4 0.000300 2283.6580 0.008801 0.003649 2657 2013-01-11 \n", " ... ... ... ... ... ... ... \n", " 2621 -0.004280 3265.6537 0.005173 -0.006409 2657 2023-03-27 \n", " 2622 -0.003669 3251.3971 -0.003619 -0.004375 2657 2023-03-28 \n", " 2623 0.002473 3245.3760 -0.024110 -0.001854 2657 2023-03-29 \n", " 2624 -0.001761 3240.0568 -0.003720 -0.001640 2657 2023-03-30 \n", " 2625 -0.001436 3261.2485 -0.025345 0.006519 2657 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 0 38.21 201301 \n", " 1 37.90 201301 \n", " 2 36.20 201301 \n", " 3 36.52 201301 \n", " 4 37.01 201301 \n", " ... ... ... \n", " 2621 19.31 202303 \n", " 2622 18.85 202303 \n", " 2623 18.78 202303 \n", " 2624 18.31 202303 \n", " 2625 19.07 202303 \n", " \n", " [2626 rows x 26 columns],\n", " 2771: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 0 6.678000e+04 0.0000 0.000088 -0.054465 -0.015762 0.005067 \n", " 1 1.983690e+05 0.0000 0.000088 -0.025863 -0.049698 0.027553 \n", " 2 1.066824e+06 0.0000 0.000088 -0.057310 -0.026463 0.002999 \n", " 3 1.432640e+06 0.0000 0.000088 0.038489 -0.092128 0.031801 \n", " 4 1.045650e+07 0.0000 0.000087 0.005793 -0.077042 0.033468 \n", " ... ... ... ... ... ... ... \n", " 1834 3.596172e+08 4.4529 0.000067 -0.006374 0.002265 -0.003920 \n", " 1835 3.270632e+08 5.6254 0.000067 0.000790 -0.005440 0.003884 \n", " 1836 2.045856e+08 3.0986 0.000067 -0.002534 -0.005063 -0.004080 \n", " 1837 2.334514e+08 5.3036 0.000067 0.005986 -0.012989 -0.000733 \n", " 1838 1.672910e+08 3.9143 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 0 0.011164 -0.000839 4053.6997 0.095131 ... NaN NaN \n", " 1 0.028759 -0.002770 3912.7668 0.095474 ... 0.005067 0.011164 \n", " 2 0.017712 -0.001927 3686.9153 0.095347 ... 0.027553 0.028759 \n", " 3 0.043998 -0.011977 3775.9122 0.095175 ... 0.002999 0.017712 \n", " 4 0.029874 -0.016217 3727.1248 0.095218 ... 0.031801 0.043998 \n", " ... ... ... ... ... ... ... ... \n", " 1834 -0.000093 -0.003669 3251.3971 -0.039577 ... -0.007370 0.000867 \n", " 1835 0.000231 0.002473 3245.3760 -0.062115 ... -0.003920 -0.000093 \n", " 1836 -0.000682 -0.001761 3240.0568 0.009113 ... 0.003884 0.000231 \n", " 1837 0.008088 -0.001436 3261.2485 -0.056707 ... -0.004080 -0.000682 \n", " 1838 -0.005996 -0.001176 3272.8602 0.029114 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 0 NaN NaN NaN NaN 2771 2015-07-01 \n", " 1 -0.000839 4053.6997 0.095131 -0.053674 2771 2015-07-02 \n", " 2 -0.002770 3912.7668 0.095474 -0.035385 2771 2015-07-03 \n", " 3 -0.001927 3686.9153 0.095347 -0.059455 2771 2015-07-06 \n", " 4 -0.011977 3775.9122 0.095175 0.023852 2771 2015-07-07 \n", " ... ... ... ... ... ... ... \n", " 1834 -0.004280 3265.6537 -0.030695 -0.006409 2771 2023-03-27 \n", " 1835 -0.003669 3251.3971 -0.039577 -0.004375 2771 2023-03-28 \n", " 1836 0.002473 3245.3760 -0.062115 -0.001854 2771 2023-03-29 \n", " 1837 -0.001761 3240.0568 0.009113 -0.001640 2771 2023-03-30 \n", " 1838 -0.001436 3261.2485 -0.056707 0.006519 2771 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 0 22.26 201507 \n", " 1 24.49 201507 \n", " 2 26.94 201507 \n", " 3 29.63 201507 \n", " 4 32.59 201507 \n", " ... ... ... \n", " 1834 15.11 202303 \n", " 1835 14.20 202303 \n", " 1836 14.33 202303 \n", " 1837 13.54 202303 \n", " 1838 13.94 202303 \n", " \n", " [1839 rows x 26 columns],\n", " 300002: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 0 1.216381e+08 5.5377 0.000107 0.003761 0.010096 -0.002014 \n", " 1 7.699769e+07 2.8445 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 6.843209e+07 3.2156 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 4.960818e+07 1.7035 0.000107 0.003885 0.002622 0.004782 \n", " 4 2.323858e+08 9.8237 0.000107 -0.016251 -0.004473 0.000358 \n", " ... ... ... ... ... ... ... \n", " 2854 2.082488e+09 11.2293 0.000067 -0.006374 0.002265 -0.003920 \n", " 2855 1.353049e+09 5.4705 0.000067 0.000790 -0.005440 0.003884 \n", " 2856 1.277663e+09 5.7670 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2857 8.928972e+08 5.3066 0.000067 0.005986 -0.012989 -0.000733 \n", " 2858 1.987753e+09 18.3353 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 0 -0.004582 0.000641 2285.3640 0.018501 ... NaN NaN \n", " 1 -0.001519 0.002452 2276.0700 0.002525 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 -0.000631 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 0.001891 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 0.053935 ... 0.004782 -0.003027 \n", " ... ... ... ... ... ... ... ... \n", " 2854 -0.000093 -0.003669 3251.3971 0.077311 ... -0.007370 0.000867 \n", " 2855 0.000231 0.002473 3245.3760 -0.052792 ... -0.003920 -0.000093 \n", " 2856 -0.000682 -0.001761 3240.0568 -0.022158 ... 0.003884 0.000231 \n", " 2857 0.008088 -0.001436 3261.2485 -0.022660 ... -0.004080 -0.000682 \n", " 2858 -0.005996 -0.001176 3272.8602 0.127785 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 0 NaN NaN NaN NaN 300002 2013-01-07 \n", " 1 0.000641 2285.3640 0.018501 0.003670 300002 2013-01-08 \n", " 2 0.002452 2276.0700 0.002525 -0.004075 300002 2013-01-09 \n", " 3 -0.000336 2275.3400 -0.000631 -0.000321 300002 2013-01-10 \n", " 4 0.000300 2283.6580 0.001891 0.003649 300002 2013-01-11 \n", " ... ... ... ... ... ... ... \n", " 2854 -0.004280 3265.6537 0.063436 -0.006409 300002 2023-03-27 \n", " 2855 -0.003669 3251.3971 0.077311 -0.004375 300002 2023-03-28 \n", " 2856 0.002473 3245.3760 -0.052792 -0.001854 300002 2023-03-29 \n", " 2857 -0.001761 3240.0568 -0.022158 -0.001640 300002 2023-03-30 \n", " 2858 -0.001436 3261.2485 -0.022660 0.006519 300002 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 0 15.82 201301 \n", " 1 15.86 201301 \n", " 2 15.85 201301 \n", " 3 15.88 201301 \n", " 4 16.76 201301 \n", " ... ... ... \n", " 2854 9.14 202303 \n", " 2855 8.67 202303 \n", " 2856 8.48 202303 \n", " 2857 8.29 202303 \n", " 2858 9.42 202303 \n", " \n", " [2859 rows x 26 columns],\n", " 300010: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 0 3.185440e+07 6.1258 0.000107 0.003761 0.010096 -0.002014 \n", " 1 3.080492e+07 3.2154 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 2.575425e+07 2.8892 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 2.594308e+07 1.9169 0.000107 0.003885 0.002622 0.004782 \n", " 4 2.391010e+07 4.1074 0.000107 -0.016251 -0.004473 0.000358 \n", " ... ... ... ... ... ... ... \n", " 2665 3.648549e+08 6.5672 0.000067 -0.006374 0.002265 -0.003920 \n", " 2666 2.028077e+08 3.9886 0.000067 0.000790 -0.005440 0.003884 \n", " 2667 1.280809e+08 3.9039 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2668 9.594591e+07 3.0211 0.000067 0.005986 -0.012989 -0.000733 \n", " 2669 4.653506e+08 13.2308 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 0 -0.004582 0.000641 2285.3640 0.029366 ... NaN NaN \n", " 1 -0.001519 0.002452 2276.0700 0.001606 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 0.004804 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 0.011120 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 -0.015924 ... 0.004782 -0.003027 \n", " ... ... ... ... ... ... ... ... \n", " 2665 -0.000093 -0.003669 3251.3971 0.046656 ... -0.007370 0.000867 \n", " 2666 0.000231 0.002473 3245.3760 -0.052644 ... -0.003920 -0.000093 \n", " 2667 -0.000682 -0.001761 3240.0568 -0.006024 ... 0.003884 0.000231 \n", " 2668 0.008088 -0.001436 3261.2485 -0.018293 ... -0.004080 -0.000682 \n", " 2669 -0.005996 -0.001176 3272.8602 0.093911 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 0 NaN NaN NaN NaN 300010 2013-01-07 \n", " 1 0.000641 2285.3640 0.029366 0.003670 300010 2013-01-08 \n", " 2 0.002452 2276.0700 0.001606 -0.004075 300010 2013-01-09 \n", " 3 -0.000336 2275.3400 0.004804 -0.000321 300010 2013-01-10 \n", " 4 0.000300 2283.6580 0.011120 0.003649 300010 2013-01-11 \n", " ... ... ... ... ... ... ... \n", " 2665 -0.004280 3265.6537 0.021117 -0.006409 300010 2023-03-27 \n", " 2666 -0.003669 3251.3971 0.046656 -0.004375 300010 2023-03-28 \n", " 2667 0.002473 3245.3760 -0.052644 -0.001854 300010 2023-03-29 \n", " 2668 -0.001761 3240.0568 -0.006024 -0.001640 300010 2023-03-30 \n", " 2669 -0.001436 3261.2485 -0.018293 0.006519 300010 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 0 6.22 201301 \n", " 1 6.23 201301 \n", " 2 6.26 201301 \n", " 3 6.33 201301 \n", " 4 6.23 201301 \n", " ... ... ... \n", " 2665 3.51 202303 \n", " 2666 3.33 202303 \n", " 2667 3.31 202303 \n", " 2668 3.25 202303 \n", " 2669 3.57 202303 \n", " \n", " [2670 rows x 26 columns],\n", " 300017: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 0 2.692698e+07 1.6875 0.000107 0.003761 0.010096 -0.002014 \n", " 1 6.322890e+07 7.4969 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 7.935210e+07 7.5561 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 3.880276e+07 2.6741 0.000107 0.003885 0.002622 0.004782 \n", " 4 4.631661e+07 5.3017 0.000107 -0.016251 -0.004473 0.000358 \n", " ... ... ... ... ... ... ... \n", " 2921 1.002801e+09 4.5267 0.000067 -0.006374 0.002265 -0.003920 \n", " 2922 6.708665e+08 3.3755 0.000067 0.000790 -0.005440 0.003884 \n", " 2923 6.243131e+08 3.9829 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2924 7.501115e+08 5.1209 0.000067 0.005986 -0.012989 -0.000733 \n", " 2925 9.216397e+08 5.0798 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 0 -0.004582 0.000641 2285.3640 0.008712 ... NaN NaN \n", " 1 -0.001519 0.002452 2276.0700 0.048377 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 0.057912 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 -0.012332 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 -0.037350 ... 0.004782 -0.003027 \n", " ... ... ... ... ... ... ... ... \n", " 2921 -0.000093 -0.003669 3251.3971 -0.025001 ... -0.007370 0.000867 \n", " 2922 0.000231 0.002473 3245.3760 -0.011316 ... -0.003920 -0.000093 \n", " 2923 -0.000682 -0.001761 3240.0568 0.000000 ... 0.003884 0.000231 \n", " 2924 0.008088 -0.001436 3261.2485 -0.020116 ... -0.004080 -0.000682 \n", " 2925 -0.005996 -0.001176 3272.8602 0.042620 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 0 NaN NaN NaN NaN 300017 2013-01-07 \n", " 1 0.000641 2285.3640 0.008712 0.003670 300017 2013-01-08 \n", " 2 0.002452 2276.0700 0.048377 -0.004075 300017 2013-01-09 \n", " 3 -0.000336 2275.3400 0.057912 -0.000321 300017 2013-01-10 \n", " 4 0.000300 2283.6580 -0.012332 0.003649 300017 2013-01-11 \n", " ... ... ... ... ... ... ... \n", " 2921 -0.004280 3265.6537 0.040593 -0.006409 300017 2023-03-27 \n", " 2922 -0.003669 3251.3971 -0.025001 -0.004375 300017 2023-03-28 \n", " 2923 0.002473 3245.3760 -0.011316 -0.001854 300017 2023-03-29 \n", " 2924 -0.001761 3240.0568 0.000000 -0.001640 300017 2023-03-30 \n", " 2925 -0.001436 3261.2485 -0.020116 0.006519 300017 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 0 16.14 201301 \n", " 1 16.94 201301 \n", " 2 17.95 201301 \n", " 3 17.73 201301 \n", " 4 17.08 201301 \n", " ... ... ... \n", " 2921 7.11 202303 \n", " 2922 7.03 202303 \n", " 2923 7.03 202303 \n", " 2924 6.89 202303 \n", " 2925 7.19 202303 \n", " \n", " [2926 rows x 26 columns],\n", " 300020: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 0 8.303066e+07 3.3460 0.000107 0.003761 0.010096 -0.002014 \n", " 1 1.236073e+08 3.4074 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 1.110970e+08 5.7864 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 9.623213e+07 2.9202 0.000107 0.003885 0.002622 0.004782 \n", " 4 1.070874e+08 3.4043 0.000107 -0.016251 -0.004473 0.000358 \n", " ... ... ... ... ... ... ... \n", " 2797 3.627188e+08 5.9880 0.000067 -0.006374 0.002265 -0.003920 \n", " 2798 2.184282e+08 2.9240 0.000067 0.000790 -0.005440 0.003884 \n", " 2799 2.056900e+08 4.4311 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2800 2.017772e+08 3.9474 0.000067 0.005986 -0.012989 -0.000733 \n", " 2801 1.859446e+08 4.8662 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 0 -0.004582 0.000641 2285.3640 0.026268 ... NaN NaN \n", " 1 -0.001519 0.002452 2276.0700 -0.001483 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 0.040703 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 0.004264 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 -0.030240 ... 0.004782 -0.003027 \n", " ... ... ... ... ... ... ... ... \n", " 2797 -0.000093 -0.003669 3251.3971 0.023670 ... -0.007370 0.000867 \n", " 2798 0.000231 0.002473 3245.3760 -0.023670 ... -0.003920 -0.000093 \n", " 2799 -0.000682 -0.001761 3240.0568 0.001197 ... 0.003884 0.000231 \n", " 2800 0.008088 -0.001436 3261.2485 -0.016888 ... -0.004080 -0.000682 \n", " 2801 -0.005996 -0.001176 3272.8602 0.026412 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 0 NaN NaN NaN NaN 300020 2013-01-07 \n", " 1 0.000641 2285.3640 0.026268 0.003670 300020 2013-01-08 \n", " 2 0.002452 2276.0700 -0.001483 -0.004075 300020 2013-01-09 \n", " 3 -0.000336 2275.3400 0.040703 -0.000321 300020 2013-01-10 \n", " 4 0.000300 2283.6580 0.004264 0.003649 300020 2013-01-11 \n", " ... ... ... ... ... ... ... \n", " 2797 -0.004280 3265.6537 0.008419 -0.006409 300020 2023-03-27 \n", " 2798 -0.003669 3251.3971 0.023670 -0.004375 300020 2023-03-28 \n", " 2799 0.002473 3245.3760 -0.023670 -0.001854 300020 2023-03-29 \n", " 2800 -0.001761 3240.0568 0.001197 -0.001640 300020 2023-03-30 \n", " 2801 -0.001436 3261.2485 -0.016888 0.006519 300020 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 0 13.50 201301 \n", " 1 13.48 201301 \n", " 2 14.04 201301 \n", " 3 14.10 201301 \n", " 4 13.68 201301 \n", " ... ... ... \n", " 2797 8.55 202303 \n", " 2798 8.35 202303 \n", " 2799 8.36 202303 \n", " 2800 8.22 202303 \n", " 2801 8.44 202303 \n", " \n", " [2802 rows x 26 columns],\n", " 300025: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 0 16131800.20 2.5641 0.000107 0.003761 0.010096 -0.002014 \n", " 1 35091600.99 6.7002 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 22781847.01 2.4038 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 30058004.96 4.3974 0.000107 0.003885 0.002622 0.004782 \n", " 4 38092422.47 3.1898 0.000107 -0.016251 -0.004473 0.000358 \n", " ... ... ... ... ... ... ... \n", " 2556 81143804.15 3.7643 0.000067 -0.006374 0.002265 -0.003920 \n", " 2557 51813167.96 2.1417 0.000067 0.000790 -0.005440 0.003884 \n", " 2558 76655654.00 3.3278 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2559 54529053.24 2.9654 0.000067 0.005986 -0.012989 -0.000733 \n", " 2560 61091016.65 3.7288 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 0 -0.004582 0.000641 2285.3640 0.020305 ... NaN NaN \n", " 1 -0.001519 0.002452 2276.0700 0.044233 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 -0.016155 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 0.020952 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 0.003185 ... 0.004782 -0.003027 \n", " ... ... ... ... ... ... ... ... \n", " 2556 -0.000093 -0.003669 3251.3971 -0.006568 ... -0.007370 0.000867 \n", " 2557 0.000231 0.002473 3245.3760 -0.009934 ... -0.003920 -0.000093 \n", " 2558 -0.000682 -0.001761 3240.0568 0.009934 ... 0.003884 0.000231 \n", " 2559 0.008088 -0.001436 3261.2485 -0.028406 ... -0.004080 -0.000682 \n", " 2560 -0.005996 -0.001176 3272.8602 -0.006803 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 0 NaN NaN NaN NaN 300025 2013-01-07 \n", " 1 0.000641 2285.3640 0.020305 0.003670 300025 2013-01-08 \n", " 2 0.002452 2276.0700 0.044233 -0.004075 300025 2013-01-09 \n", " 3 -0.000336 2275.3400 -0.016155 -0.000321 300025 2013-01-10 \n", " 4 0.000300 2283.6580 0.020952 0.003649 300025 2013-01-11 \n", " ... ... ... ... ... ... ... \n", " 2556 -0.004280 3265.6537 0.016502 -0.006409 300025 2023-03-27 \n", " 2557 -0.003669 3251.3971 -0.006568 -0.004375 300025 2023-03-28 \n", " 2558 0.002473 3245.3760 -0.009934 -0.001854 300025 2023-03-29 \n", " 2559 -0.001761 3240.0568 0.009934 -0.001640 300025 2023-03-30 \n", " 2560 -0.001436 3261.2485 -0.028406 0.006519 300025 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 0 5.97 201301 \n", " 1 6.24 201301 \n", " 2 6.14 201301 \n", " 3 6.27 201301 \n", " 4 6.29 201301 \n", " ... ... ... \n", " 2556 6.07 202303 \n", " 2557 6.01 202303 \n", " 2558 6.07 202303 \n", " 2559 5.90 202303 \n", " 2560 5.86 202303 \n", " \n", " [2561 rows x 26 columns],\n", " 300036: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 0 2.436054e+07 3.7285 0.000107 0.003761 0.010096 -0.002014 \n", " 1 4.570315e+07 7.2243 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 4.082481e+07 5.1002 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 3.090101e+07 5.5351 0.000107 0.003885 0.002622 0.004782 \n", " 4 1.016821e+08 11.2727 0.000107 -0.016251 -0.004473 0.000358 \n", " ... ... ... ... ... ... ... \n", " 2888 7.611946e+08 6.4973 0.000067 -0.006374 0.002265 -0.003920 \n", " 2889 7.306667e+08 8.7940 0.000067 0.000790 -0.005440 0.003884 \n", " 2890 4.423935e+08 3.4053 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2891 3.599415e+08 3.5095 0.000067 0.005986 -0.012989 -0.000733 \n", " 2892 3.423254e+08 3.7403 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 0 -0.004582 0.000641 2285.3640 0.005720 ... NaN NaN \n", " 1 -0.001519 0.002452 2276.0700 0.042797 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 -0.012832 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 0.014652 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 0.095310 ... 0.004782 -0.003027 \n", " ... ... ... ... ... ... ... ... \n", " 2888 -0.000093 -0.003669 3251.3971 -0.005429 ... -0.007370 0.000867 \n", " 2889 0.000231 0.002473 3245.3760 0.008340 ... -0.003920 -0.000093 \n", " 2890 -0.000682 -0.001761 3240.0568 -0.018019 ... 0.003884 0.000231 \n", " 2891 0.008088 -0.001436 3261.2485 -0.016628 ... -0.004080 -0.000682 \n", " 2892 -0.005996 -0.001176 3272.8602 0.006001 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 0 NaN NaN NaN NaN 300036 2013-01-07 \n", " 1 0.000641 2285.3640 0.005720 0.003670 300036 2013-01-08 \n", " 2 0.002452 2276.0700 0.042797 -0.004075 300036 2013-01-09 \n", " 3 -0.000336 2275.3400 -0.012832 -0.000321 300036 2013-01-10 \n", " 4 0.000300 2283.6580 0.014652 0.003649 300036 2013-01-11 \n", " ... ... ... ... ... ... ... \n", " 2888 -0.004280 3265.6537 0.005429 -0.006409 300036 2023-03-27 \n", " 2889 -0.003669 3251.3971 -0.005429 -0.004375 300036 2023-03-28 \n", " 2890 0.002473 3245.3760 0.008340 -0.001854 300036 2023-03-29 \n", " 2891 -0.001761 3240.0568 -0.018019 -0.001640 300036 2023-03-30 \n", " 2892 -0.001436 3261.2485 -0.016628 0.006519 300036 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 0 10.52 201301 \n", " 1 10.98 201301 \n", " 2 10.84 201301 \n", " 3 11.00 201301 \n", " 4 12.10 201301 \n", " ... ... ... \n", " 2888 23.88 202303 \n", " 2889 24.08 202303 \n", " 2890 23.65 202303 \n", " 2891 23.26 202303 \n", " 2892 23.40 202303 \n", " \n", " [2893 rows x 26 columns],\n", " 300044: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 0 1.007669e+08 6.5107 0.000107 0.003761 0.010096 -0.002014 \n", " 1 7.362848e+07 3.9555 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 7.425175e+07 7.2943 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 3.783436e+07 1.7857 0.000107 0.003885 0.002622 0.004782 \n", " 4 4.764078e+07 6.3686 0.000107 -0.016251 -0.004473 0.000358 \n", " ... ... ... ... ... ... ... \n", " 2504 6.728822e+08 6.3340 0.000067 -0.006374 0.002265 -0.003920 \n", " 2505 4.270596e+08 3.4951 0.000067 0.000790 -0.005440 0.003884 \n", " 2506 2.982724e+08 3.6660 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2507 3.187154e+08 4.8880 0.000067 0.005986 -0.012989 -0.000733 \n", " 2508 2.623212e+08 4.7109 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 0 -0.004582 0.000641 2285.3640 0.022501 ... NaN NaN \n", " 1 -0.001519 0.002452 2276.0700 -0.008690 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 0.012392 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 0.005527 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 -0.033627 ... 0.004782 -0.003027 \n", " ... ... ... ... ... ... ... ... \n", " 2504 -0.000093 -0.003669 3251.3971 -0.011583 ... -0.007370 0.000867 \n", " 2505 0.000231 0.002473 3245.3760 -0.047723 ... -0.003920 -0.000093 \n", " 2506 -0.000682 -0.001761 3240.0568 0.000000 ... 0.003884 0.000231 \n", " 2507 0.008088 -0.001436 3261.2485 -0.050115 ... -0.004080 -0.000682 \n", " 2508 -0.005996 -0.001176 3272.8602 0.035756 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 0 NaN NaN NaN NaN 300044 2013-01-07 \n", " 1 0.000641 2285.3640 0.022501 0.003670 300044 2013-01-08 \n", " 2 0.002452 2276.0700 -0.008690 -0.004075 300044 2013-01-09 \n", " 3 -0.000336 2275.3400 0.012392 -0.000321 300044 2013-01-10 \n", " 4 0.000300 2283.6580 0.005527 0.003649 300044 2013-01-11 \n", " ... ... ... ... ... ... ... \n", " 2504 -0.004280 3265.6537 0.021339 -0.006409 300044 2023-03-27 \n", " 2505 -0.003669 3251.3971 -0.011583 -0.004375 300044 2023-03-28 \n", " 2506 0.002473 3245.3760 -0.047723 -0.001854 300044 2023-03-29 \n", " 2507 -0.001761 3240.0568 0.000000 -0.001640 300044 2023-03-30 \n", " 2508 -0.001436 3261.2485 -0.050115 0.006519 300044 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 0 16.18 201301 \n", " 1 16.04 201301 \n", " 2 16.24 201301 \n", " 3 16.33 201301 \n", " 4 15.79 201301 \n", " ... ... ... \n", " 2504 5.15 202303 \n", " 2505 4.91 202303 \n", " 2506 4.91 202303 \n", " 2507 4.67 202303 \n", " 2508 4.84 202303 \n", " \n", " [2509 rows x 26 columns],\n", " 300047: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 0 1.251545e+07 1.7182 0.000107 0.003761 0.010096 -0.002014 \n", " 1 2.747980e+07 4.0102 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 4.234186e+07 5.0209 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 3.969657e+07 0.0000 0.000107 0.003885 0.002622 0.004782 \n", " 4 2.129140e+08 7.6637 0.000107 -0.016251 -0.004473 0.000358 \n", " ... ... ... ... ... ... ... \n", " 2766 9.858931e+08 10.4637 0.000067 -0.006374 0.002265 -0.003920 \n", " 2767 7.684877e+08 4.4297 0.000067 0.000790 -0.005440 0.003884 \n", " 2768 5.476126e+08 4.0142 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2769 4.412720e+08 6.0314 0.000067 0.005986 -0.012989 -0.000733 \n", " 2770 3.964691e+08 5.2963 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 0 -0.004582 0.000641 2285.3640 0.006849 ... NaN NaN \n", " 1 -0.001519 0.002452 2276.0700 0.019434 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 0.022343 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 0.095161 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 0.055007 ... 0.004782 -0.003027 \n", " ... ... ... ... ... ... ... ... \n", " 2766 -0.000093 -0.003669 3251.3971 0.071131 ... -0.007370 0.000867 \n", " 2767 0.000231 0.002473 3245.3760 -0.064022 ... -0.003920 -0.000093 \n", " 2768 -0.000682 -0.001761 3240.0568 -0.021481 ... 0.003884 0.000231 \n", " 2769 0.008088 -0.001436 3261.2485 -0.044397 ... -0.004080 -0.000682 \n", " 2770 -0.005996 -0.001176 3272.8602 0.024908 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 0 NaN NaN NaN NaN 300047 2013-01-07 \n", " 1 0.000641 2285.3640 0.006849 0.003670 300047 2013-01-08 \n", " 2 0.002452 2276.0700 0.019434 -0.004075 300047 2013-01-09 \n", " 3 -0.000336 2275.3400 0.022343 -0.000321 300047 2013-01-10 \n", " 4 0.000300 2283.6580 0.095161 0.003649 300047 2013-01-11 \n", " ... ... ... ... ... ... ... \n", " 2766 -0.004280 3265.6537 0.022851 -0.006409 300047 2023-03-27 \n", " 2767 -0.003669 3251.3971 0.071131 -0.004375 300047 2023-03-28 \n", " 2768 0.002473 3245.3760 -0.064022 -0.001854 300047 2023-03-29 \n", " 2769 -0.001761 3240.0568 -0.021481 -0.001640 300047 2023-03-30 \n", " 2770 -0.001436 3261.2485 -0.044397 0.006519 300047 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 0 11.72 201301 \n", " 1 11.95 201301 \n", " 2 12.22 201301 \n", " 3 13.44 201301 \n", " 4 14.20 201301 \n", " ... ... ... \n", " 2766 9.03 202303 \n", " 2767 8.47 202303 \n", " 2768 8.29 202303 \n", " 2769 7.93 202303 \n", " 2770 8.13 202303 \n", " \n", " [2771 rows x 26 columns],\n", " 300050: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 0 13381524.80 3.6120 0.000107 0.003761 0.010096 -0.002014 \n", " 1 24483142.41 5.0813 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 26173301.01 3.0512 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 18879835.71 2.7586 0.000107 0.003885 0.002622 0.004782 \n", " 4 13907723.81 4.9495 0.000107 -0.016251 -0.004473 0.000358 \n", " ... ... ... ... ... ... ... \n", " 2708 40938832.58 2.4943 0.000067 -0.006374 0.002265 -0.003920 \n", " 2709 42202488.00 2.9412 0.000067 0.000790 -0.005440 0.003884 \n", " 2710 30785818.00 2.0642 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2711 36618832.14 3.2184 0.000067 0.005986 -0.012989 -0.000733 \n", " 2712 62233436.00 5.4245 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 0 -0.004582 0.000641 2285.3640 0.015361 ... NaN NaN \n", " 1 -0.001519 0.002452 2276.0700 0.032003 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 -0.000985 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 -0.024939 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 -0.026614 ... 0.004782 -0.003027 \n", " ... ... ... ... ... ... ... ... \n", " 2708 -0.000093 -0.003669 3251.3971 0.002265 ... -0.007370 0.000867 \n", " 2709 0.000231 0.002473 3245.3760 -0.013668 ... -0.003920 -0.000093 \n", " 2710 -0.000682 -0.001761 3240.0568 -0.002296 ... 0.003884 0.000231 \n", " 2711 0.008088 -0.001436 3261.2485 -0.025613 ... -0.004080 -0.000682 \n", " 2712 -0.005996 -0.001176 3272.8602 0.030200 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 0 NaN NaN NaN NaN 300050 2013-01-07 \n", " 1 0.000641 2285.3640 0.015361 0.003670 300050 2013-01-08 \n", " 2 0.002452 2276.0700 0.032003 -0.004075 300050 2013-01-09 \n", " 3 -0.000336 2275.3400 -0.000985 -0.000321 300050 2013-01-10 \n", " 4 0.000300 2283.6580 -0.024939 0.003649 300050 2013-01-11 \n", " ... ... ... ... ... ... ... \n", " 2708 -0.004280 3265.6537 0.002270 -0.006409 300050 2023-03-27 \n", " 2709 -0.003669 3251.3971 0.002265 -0.004375 300050 2023-03-28 \n", " 2710 0.002473 3245.3760 -0.013668 -0.001854 300050 2023-03-29 \n", " 2711 -0.001761 3240.0568 -0.002296 -0.001640 300050 2023-03-30 \n", " 2712 -0.001436 3261.2485 -0.025613 0.006519 300050 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 0 9.84 201301 \n", " 1 10.16 201301 \n", " 2 10.15 201301 \n", " 3 9.90 201301 \n", " 4 9.64 201301 \n", " ... ... ... \n", " 2708 4.42 202303 \n", " 2709 4.36 202303 \n", " 2710 4.35 202303 \n", " 2711 4.24 202303 \n", " 2712 4.37 202303 \n", " \n", " [2713 rows x 26 columns],\n", " 300051: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 0 4.104421e+07 5.2039 0.000107 0.003761 0.010096 -0.002014 \n", " 1 6.822235e+07 7.2011 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 3.940842e+07 3.2723 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 1.685928e+08 7.0761 0.000107 0.003885 0.002622 0.004782 \n", " 4 2.209032e+08 10.4369 0.000107 -0.016251 -0.004473 0.000358 \n", " ... ... ... ... ... ... ... \n", " 2488 1.284004e+08 5.0353 0.000067 -0.006374 0.002265 -0.003920 \n", " 2489 7.656315e+07 3.3778 0.000067 0.000790 -0.005440 0.003884 \n", " 2490 5.743108e+07 2.5180 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2491 7.467504e+07 3.0769 0.000067 0.005986 -0.012989 -0.000733 \n", " 2492 1.220856e+08 5.6502 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 0 -0.004582 0.000641 2285.3640 0.034558 ... NaN NaN \n", " 1 -0.001519 0.002452 2276.0700 0.037338 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 -0.019829 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 0.095432 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 0.042762 ... 0.004782 -0.003027 \n", " ... ... ... ... ... ... ... ... \n", " 2488 -0.000093 -0.003669 3251.3971 -0.006203 ... -0.007370 0.000867 \n", " 2489 0.000231 0.002473 3245.3760 -0.011623 ... -0.003920 -0.000093 \n", " 2490 -0.000682 -0.001761 3240.0568 -0.006315 ... 0.003884 0.000231 \n", " 2491 0.008088 -0.001436 3261.2485 0.009009 ... -0.004080 -0.000682 \n", " 2492 -0.005996 -0.001176 3272.8602 0.033513 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 0 NaN NaN NaN NaN 300051 2013-01-07 \n", " 1 0.000641 2285.3640 0.034558 0.003670 300051 2013-01-08 \n", " 2 0.002452 2276.0700 0.037338 -0.004075 300051 2013-01-09 \n", " 3 -0.000336 2275.3400 -0.019829 -0.000321 300051 2013-01-10 \n", " 4 0.000300 2283.6580 0.095432 0.003649 300051 2013-01-11 \n", " ... ... ... ... ... ... ... \n", " 2488 -0.004280 3265.6537 -0.025296 -0.006409 300051 2023-03-27 \n", " 2489 -0.003669 3251.3971 -0.006203 -0.004375 300051 2023-03-28 \n", " 2490 0.002473 3245.3760 -0.011623 -0.001854 300051 2023-03-29 \n", " 2491 -0.001761 3240.0568 -0.006315 -0.001640 300051 2023-03-30 \n", " 2492 -0.001436 3261.2485 0.009009 0.006519 300051 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 0 7.36 201301 \n", " 1 7.64 201301 \n", " 2 7.49 201301 \n", " 3 8.24 201301 \n", " 4 8.60 201301 \n", " ... ... ... \n", " 2488 11.25 202303 \n", " 2489 11.12 202303 \n", " 2490 11.05 202303 \n", " 2491 11.15 202303 \n", " 2492 11.53 202303 \n", " \n", " [2493 rows x 26 columns],\n", " 300052: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 0 1.398913e+07 3.2579 0.000107 0.003761 0.010096 -0.002014 \n", " 1 3.595681e+07 5.3490 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 2.494178e+07 4.6140 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 2.601354e+07 3.9181 0.000107 0.003885 0.002622 0.004782 \n", " 4 3.513445e+07 5.9083 0.000107 -0.016251 -0.004473 0.000358 \n", " ... ... ... ... ... ... ... \n", " 2760 8.833555e+08 5.2609 0.000067 -0.006374 0.002265 -0.003920 \n", " 2761 7.500675e+08 5.1868 0.000067 0.000790 -0.005440 0.003884 \n", " 2762 6.271421e+08 5.2102 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2763 5.496359e+08 5.7650 0.000067 0.005986 -0.012989 -0.000733 \n", " 2764 6.995376e+08 6.0444 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 0 -0.004582 0.000641 2285.3640 -0.001812 ... NaN NaN \n", " 1 -0.001519 0.002452 2276.0700 0.021525 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 -0.003556 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 0.009748 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 -0.035911 ... 0.004782 -0.003027 \n", " ... ... ... ... ... ... ... ... \n", " 2760 -0.000093 -0.003669 3251.3971 -0.027316 ... -0.007370 0.000867 \n", " 2761 0.000231 0.002473 3245.3760 0.003948 ... -0.003920 -0.000093 \n", " 2762 -0.000682 -0.001761 3240.0568 -0.012778 ... 0.003884 0.000231 \n", " 2763 0.008088 -0.001436 3261.2485 -0.002220 ... -0.004080 -0.000682 \n", " 2764 -0.005996 -0.001176 3272.8602 0.023717 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 0 NaN NaN NaN NaN 300052 2013-01-07 \n", " 1 0.000641 2285.3640 -0.001812 0.003670 300052 2013-01-08 \n", " 2 0.002452 2276.0700 0.021525 -0.004075 300052 2013-01-09 \n", " 3 -0.000336 2275.3400 -0.003556 -0.000321 300052 2013-01-10 \n", " 4 0.000300 2283.6580 0.009748 0.003649 300052 2013-01-11 \n", " ... ... ... ... ... ... ... \n", " 2760 -0.004280 3265.6537 0.028195 -0.006409 300052 2023-03-27 \n", " 2761 -0.003669 3251.3971 -0.027316 -0.004375 300052 2023-03-28 \n", " 2762 0.002473 3245.3760 0.003948 -0.001854 300052 2023-03-29 \n", " 2763 -0.001761 3240.0568 -0.012778 -0.001640 300052 2023-03-30 \n", " 2764 -0.001436 3261.2485 -0.002220 0.006519 300052 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 0 11.03 201301 \n", " 1 11.27 201301 \n", " 2 11.23 201301 \n", " 3 11.34 201301 \n", " 4 10.94 201301 \n", " ... ... ... \n", " 2760 22.75 202303 \n", " 2761 22.84 202303 \n", " 2762 22.55 202303 \n", " 2763 22.50 202303 \n", " 2764 23.04 202303 \n", " \n", " [2765 rows x 26 columns],\n", " 300074: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 0 8.414088e+07 3.7836 0.000107 0.003761 0.010096 -0.002014 \n", " 1 1.059188e+08 9.9893 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 6.383616e+07 4.5125 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 2.902459e+07 4.2701 0.000107 0.003885 0.002622 0.004782 \n", " 4 6.643858e+07 5.2337 0.000107 -0.016251 -0.004473 0.000358 \n", " ... ... ... ... ... ... ... \n", " 2895 7.656079e+07 4.6460 0.000067 -0.006374 0.002265 -0.003920 \n", " 2896 5.621017e+07 3.1320 0.000067 0.000790 -0.005440 0.003884 \n", " 2897 5.864435e+07 3.4014 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2898 5.537698e+07 3.6117 0.000067 0.005986 -0.012989 -0.000733 \n", " 2899 6.018373e+07 4.6620 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 0 -0.004582 0.000641 2285.3640 0.058776 ... NaN NaN \n", " 1 -0.001519 0.002452 2276.0700 0.079851 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 -0.004953 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 0.005612 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 0.042217 ... 0.004782 -0.003027 \n", " ... ... ... ... ... ... ... ... \n", " 2895 -0.000093 -0.003669 3251.3971 -0.011124 ... -0.007370 0.000867 \n", " 2896 0.000231 0.002473 3245.3760 -0.013514 ... -0.003920 -0.000093 \n", " 2897 -0.000682 -0.001761 3240.0568 0.004525 ... 0.003884 0.000231 \n", " 2898 0.008088 -0.001436 3261.2485 -0.032113 ... -0.004080 -0.000682 \n", " 2899 -0.005996 -0.001176 3272.8602 0.036617 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 0 NaN NaN NaN NaN 300074 2013-01-07 \n", " 1 0.000641 2285.3640 0.058776 0.003670 300074 2013-01-08 \n", " 2 0.002452 2276.0700 0.079851 -0.004075 300074 2013-01-09 \n", " 3 -0.000336 2275.3400 -0.004953 -0.000321 300074 2013-01-10 \n", " 4 0.000300 2283.6580 0.005612 0.003649 300074 2013-01-11 \n", " ... ... ... ... ... ... ... \n", " 2895 -0.004280 3265.6537 0.020112 -0.006409 300074 2023-03-27 \n", " 2896 -0.003669 3251.3971 -0.011124 -0.004375 300074 2023-03-28 \n", " 2897 0.002473 3245.3760 -0.013514 -0.001854 300074 2023-03-29 \n", " 2898 -0.001761 3240.0568 0.004525 -0.001640 300074 2023-03-30 \n", " 2899 -0.001436 3261.2485 -0.032113 0.006519 300074 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 0 28.03 201301 \n", " 1 30.36 201301 \n", " 2 30.21 201301 \n", " 3 30.38 201301 \n", " 4 31.69 201301 \n", " ... ... ... \n", " 2895 4.47 202303 \n", " 2896 4.41 202303 \n", " 2897 4.43 202303 \n", " 2898 4.29 202303 \n", " 2899 4.45 202303 \n", " \n", " [2900 rows x 26 columns],\n", " 300075: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 0 1.643396e+07 3.7225 0.000107 0.003761 0.010096 -0.002014 \n", " 1 5.087131e+07 7.6488 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 4.763257e+07 5.1861 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 3.069746e+07 4.4237 0.000107 0.003885 0.002622 0.004782 \n", " 4 2.351356e+07 4.7724 0.000107 -0.016251 -0.004473 0.000358 \n", " ... ... ... ... ... ... ... \n", " 2876 1.839441e+09 10.1908 0.000067 -0.006374 0.002265 -0.003920 \n", " 2877 1.935310e+09 11.9770 0.000067 0.000790 -0.005440 0.003884 \n", " 2878 1.381304e+09 4.0380 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2879 7.733235e+08 3.9183 0.000067 0.005986 -0.012989 -0.000733 \n", " 2880 7.411422e+08 4.4301 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 0 -0.004582 0.000641 2285.3640 0.017444 ... NaN NaN \n", " 1 -0.001519 0.002452 2276.0700 0.044235 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 0.021093 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 -0.014434 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 -0.016571 ... 0.004782 -0.003027 \n", " ... ... ... ... ... ... ... ... \n", " 2876 -0.000093 -0.003669 3251.3971 -0.010202 ... -0.007370 0.000867 \n", " 2877 0.000231 0.002473 3245.3760 0.035459 ... -0.003920 -0.000093 \n", " 2878 -0.000682 -0.001761 3240.0568 -0.051585 ... 0.003884 0.000231 \n", " 2879 0.008088 -0.001436 3261.2485 -0.031332 ... -0.004080 -0.000682 \n", " 2880 -0.005996 -0.001176 3272.8602 0.029246 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 0 NaN NaN NaN NaN 300075 2013-01-07 \n", " 1 0.000641 2285.3640 0.017444 0.003670 300075 2013-01-08 \n", " 2 0.002452 2276.0700 0.044235 -0.004075 300075 2013-01-09 \n", " 3 -0.000336 2275.3400 0.021093 -0.000321 300075 2013-01-10 \n", " 4 0.000300 2283.6580 -0.014434 0.003649 300075 2013-01-11 \n", " ... ... ... ... ... ... ... \n", " 2876 -0.004280 3265.6537 0.001625 -0.006409 300075 2023-03-27 \n", " 2877 -0.003669 3251.3971 -0.010202 -0.004375 300075 2023-03-28 \n", " 2878 0.002473 3245.3760 0.035459 -0.001854 300075 2023-03-29 \n", " 2879 -0.001761 3240.0568 -0.051585 -0.001640 300075 2023-03-30 \n", " 2880 -0.001436 3261.2485 -0.031332 0.006519 300075 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 0 30.07 201301 \n", " 1 31.43 201301 \n", " 2 32.10 201301 \n", " 3 31.64 201301 \n", " 4 31.12 201301 \n", " ... ... ... \n", " 2876 24.38 202303 \n", " 2877 25.26 202303 \n", " 2878 23.99 202303 \n", " 2879 23.25 202303 \n", " 2880 23.94 202303 \n", " \n", " [2881 rows x 26 columns],\n", " 300085: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 0 1.093676e+07 2.7673 0.000107 0.003761 0.010096 -0.002014 \n", " 1 1.516972e+07 2.2388 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 1.347461e+07 2.8678 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 1.823463e+07 4.7799 0.000107 0.003885 0.002622 0.004782 \n", " 4 1.473651e+07 3.6991 0.000107 -0.016251 -0.004473 0.000358 \n", " ... ... ... ... ... ... ... \n", " 2756 3.885970e+08 5.4605 0.000067 -0.006374 0.002265 -0.003920 \n", " 2757 2.397907e+08 2.9126 0.000067 0.000790 -0.005440 0.003884 \n", " 2758 2.085899e+08 2.8926 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2759 1.599128e+08 3.6545 0.000067 0.005986 -0.012989 -0.000733 \n", " 2760 1.755776e+08 4.6689 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 0 -0.004582 0.000641 2285.3640 0.011257 ... NaN NaN \n", " 1 -0.001519 0.002452 2276.0700 -0.002491 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 -0.008766 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 0.019926 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 -0.028770 ... 0.004782 -0.003027 \n", " ... ... ... ... ... ... ... ... \n", " 2756 -0.000093 -0.003669 3251.3971 0.007308 ... -0.007370 0.000867 \n", " 2757 0.000231 0.002473 3245.3760 -0.021260 ... -0.003920 -0.000093 \n", " 2758 -0.000682 -0.001761 3240.0568 -0.004971 ... 0.003884 0.000231 \n", " 2759 0.008088 -0.001436 3261.2485 -0.021831 ... -0.004080 -0.000682 \n", " 2760 -0.005996 -0.001176 3272.8602 0.021000 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 0 NaN NaN NaN NaN 300085 2013-01-07 \n", " 1 0.000641 2285.3640 0.011257 0.003670 300085 2013-01-08 \n", " 2 0.002452 2276.0700 -0.002491 -0.004075 300085 2013-01-09 \n", " 3 -0.000336 2275.3400 -0.008766 -0.000321 300085 2013-01-10 \n", " 4 0.000300 2283.6580 0.019926 0.003649 300085 2013-01-11 \n", " ... ... ... ... ... ... ... \n", " 2756 -0.004280 3265.6537 0.014779 -0.006409 300085 2023-03-27 \n", " 2757 -0.003669 3251.3971 0.007308 -0.004375 300085 2023-03-28 \n", " 2758 0.002473 3245.3760 -0.021260 -0.001854 300085 2023-03-29 \n", " 2759 -0.001761 3240.0568 -0.004971 -0.001640 300085 2023-03-30 \n", " 2760 -0.001436 3261.2485 -0.021831 0.006519 300085 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 0 8.04 201301 \n", " 1 8.02 201301 \n", " 2 7.95 201301 \n", " 3 8.11 201301 \n", " 4 7.88 201301 \n", " ... ... ... \n", " 2756 12.36 202303 \n", " 2757 12.10 202303 \n", " 2758 12.04 202303 \n", " 2759 11.78 202303 \n", " 2760 12.03 202303 \n", " \n", " [2761 rows x 26 columns],\n", " 300096: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 0 4.662075e+07 3.9173 0.000107 0.003761 0.010096 -0.002014 \n", " 1 7.686904e+07 6.0317 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 1.312787e+08 6.9864 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 8.093242e+07 2.2954 0.000107 0.003885 0.002622 0.004782 \n", " 4 8.437424e+07 3.7962 0.000107 -0.016251 -0.004473 0.000358 \n", " ... ... ... ... ... ... ... \n", " 2838 1.672061e+08 3.5040 0.000067 -0.006374 0.002265 -0.003920 \n", " 2839 1.139930e+08 3.6000 0.000067 0.000790 -0.005440 0.003884 \n", " 2840 1.720058e+08 3.6585 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2841 9.860744e+07 4.9202 0.000067 0.005986 -0.012989 -0.000733 \n", " 2842 2.086371e+08 9.8765 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 0 -0.004582 0.000641 2285.3640 0.027899 ... NaN NaN \n", " 1 -0.001519 0.002452 2276.0700 0.014706 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 0.043862 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 -0.000999 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 -0.013072 ... 0.004782 -0.003027 \n", " ... ... ... ... ... ... ... ... \n", " 2838 -0.000093 -0.003669 3251.3971 0.010724 ... -0.007370 0.000867 \n", " 2839 0.000231 0.002473 3245.3760 -0.016129 ... -0.003920 -0.000093 \n", " 2840 -0.000682 -0.001761 3240.0568 0.018792 ... 0.003884 0.000231 \n", " 2841 0.008088 -0.001436 3261.2485 -0.031063 ... -0.004080 -0.000682 \n", " 2842 -0.005996 -0.001176 3272.8602 0.052116 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 0 NaN NaN NaN NaN 300096 2013-01-07 \n", " 1 0.000641 2285.3640 0.027899 0.003670 300096 2013-01-08 \n", " 2 0.002452 2276.0700 0.014706 -0.004075 300096 2013-01-09 \n", " 3 -0.000336 2275.3400 0.043862 -0.000321 300096 2013-01-10 \n", " 4 0.000300 2283.6580 -0.000999 0.003649 300096 2013-01-11 \n", " ... ... ... ... ... ... ... \n", " 2838 -0.004280 3265.6537 -0.005376 -0.006409 300096 2023-03-27 \n", " 2839 -0.003669 3251.3971 0.010724 -0.004375 300096 2023-03-28 \n", " 2840 0.002473 3245.3760 -0.016129 -0.001854 300096 2023-03-29 \n", " 2841 -0.001761 3240.0568 0.018792 -0.001640 300096 2023-03-30 \n", " 2842 -0.001436 3261.2485 -0.031063 0.006519 300096 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 0 9.45 201301 \n", " 1 9.59 201301 \n", " 2 10.02 201301 \n", " 3 10.01 201301 \n", " 4 9.88 201301 \n", " ... ... ... \n", " 2838 7.50 202303 \n", " 2839 7.38 202303 \n", " 2840 7.52 202303 \n", " 2841 7.29 202303 \n", " 2842 7.68 202303 \n", " \n", " [2843 rows x 26 columns],\n", " 300098: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 0 1.030076e+08 5.3854 0.000130 0.004499 0.002535 -0.000576 \n", " 1 7.144456e+07 3.2015 0.000130 0.005727 -0.000758 -0.000810 \n", " 2 6.177266e+07 2.8257 0.000130 -0.001003 -0.001092 -0.000254 \n", " 3 9.593069e+07 7.4830 0.000130 0.000890 0.000817 0.000876 \n", " 4 9.894801e+07 5.9770 0.000130 0.002172 0.001958 0.002940 \n", " ... ... ... ... ... ... ... \n", " 2098 2.295726e+08 3.3505 0.000067 -0.006374 0.002265 -0.003920 \n", " 2099 1.547951e+08 3.2828 0.000067 0.000790 -0.005440 0.003884 \n", " 2100 2.610993e+08 5.1546 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2101 1.660755e+08 3.5533 0.000067 0.005986 -0.012989 -0.000733 \n", " 2102 1.613226e+08 3.9164 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 0 -0.000976 -0.000140 2059.4180 0.048225 ... NaN NaN \n", " 1 -0.002137 -0.000256 2063.2290 -0.017094 ... -0.000576 -0.000976 \n", " 2 0.001874 -0.001282 2059.3750 -0.014472 ... -0.000810 -0.002137 \n", " 3 -0.001804 0.000205 2059.9270 0.055294 ... -0.000254 0.001874 \n", " 4 0.000121 0.000514 2064.0210 0.020028 ... 0.000876 -0.001804 \n", " ... ... ... ... ... ... ... ... \n", " 2098 -0.000093 -0.003669 3251.3971 0.020409 ... -0.007370 0.000867 \n", " 2099 0.000231 0.002473 3245.3760 -0.020409 ... -0.003920 -0.000093 \n", " 2100 -0.000682 -0.001761 3240.0568 0.015346 ... 0.003884 0.000231 \n", " 2101 0.008088 -0.001436 3261.2485 -0.028316 ... -0.004080 -0.000682 \n", " 2102 -0.005996 -0.001176 3272.8602 0.020673 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 0 NaN NaN NaN NaN 300098 2014-07-02 \n", " 1 -0.000140 2059.4180 0.048225 0.004398 300098 2014-07-03 \n", " 2 -0.000256 2063.2290 -0.017094 0.001849 300098 2014-07-04 \n", " 3 -0.001282 2059.3750 -0.014472 -0.001870 300098 2014-07-07 \n", " 4 0.000205 2059.9270 0.055294 0.000268 300098 2014-07-08 \n", " ... ... ... ... ... ... ... \n", " 2098 -0.004280 3265.6537 0.007762 -0.006409 300098 2023-03-27 \n", " 2099 -0.003669 3251.3971 0.020409 -0.004375 300098 2023-03-28 \n", " 2100 0.002473 3245.3760 -0.020409 -0.001854 300098 2023-03-29 \n", " 2101 -0.001761 3240.0568 0.015346 -0.001640 300098 2023-03-30 \n", " 2102 -0.001436 3261.2485 -0.028316 0.006519 300098 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 0 21.24 201407 \n", " 1 20.88 201407 \n", " 2 20.58 201407 \n", " 3 21.75 201407 \n", " 4 22.19 201407 \n", " ... ... ... \n", " 2098 3.96 202303 \n", " 2099 3.88 202303 \n", " 2100 3.94 202303 \n", " 2101 3.83 202303 \n", " 2102 3.91 202303 \n", " \n", " [2103 rows x 26 columns],\n", " 300113: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 0 2.158102e+07 2.5909 0.000107 0.003761 0.010096 -0.002014 \n", " 1 3.485778e+07 4.9612 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 2.825025e+07 2.0706 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 2.283523e+07 2.1597 0.000107 0.003885 0.002622 0.004782 \n", " 4 4.436273e+07 4.2978 0.000107 -0.016251 -0.004473 0.000358 \n", " ... ... ... ... ... ... ... \n", " 2840 1.034531e+09 4.5455 0.000067 -0.006374 0.002265 -0.003920 \n", " 2841 7.249434e+08 5.8970 0.000067 0.000790 -0.005440 0.003884 \n", " 2842 4.606311e+08 4.8860 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2843 4.964034e+08 4.6083 0.000067 0.005986 -0.012989 -0.000733 \n", " 2844 5.215421e+08 6.7288 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 0 -0.004582 0.000641 2285.3640 -0.002323 ... NaN NaN \n", " 1 -0.001519 0.002452 2276.0700 0.010794 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 -0.005768 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 0.005001 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 0.032468 ... 0.004782 -0.003027 \n", " ... ... ... ... ... ... ... ... \n", " 2840 -0.000093 -0.003669 3251.3971 -0.050237 ... -0.007370 0.000867 \n", " 2841 0.000231 0.002473 3245.3760 -0.048325 ... -0.003920 -0.000093 \n", " 2842 -0.000682 -0.001761 3240.0568 -0.010478 ... 0.003884 0.000231 \n", " 2843 0.008088 -0.001436 3261.2485 -0.011921 ... -0.004080 -0.000682 \n", " 2844 -0.005996 -0.001176 3272.8602 0.030186 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 0 NaN NaN NaN NaN 300113 2013-01-07 \n", " 1 0.000641 2285.3640 -0.002323 0.003670 300113 2013-01-08 \n", " 2 0.002452 2276.0700 0.010794 -0.004075 300113 2013-01-09 \n", " 3 -0.000336 2275.3400 -0.005768 -0.000321 300113 2013-01-10 \n", " 4 0.000300 2283.6580 0.005001 0.003649 300113 2013-01-11 \n", " ... ... ... ... ... ... ... \n", " 2840 -0.004280 3265.6537 0.028137 -0.006409 300113 2023-03-27 \n", " 2841 -0.003669 3251.3971 -0.050237 -0.004375 300113 2023-03-28 \n", " 2842 0.002473 3245.3760 -0.048325 -0.001854 300113 2023-03-29 \n", " 2843 -0.001761 3240.0568 -0.010478 -0.001640 300113 2023-03-30 \n", " 2844 -0.001436 3261.2485 -0.011921 0.006519 300113 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 0 25.80 201301 \n", " 1 26.08 201301 \n", " 2 25.93 201301 \n", " 3 26.06 201301 \n", " 4 26.92 201301 \n", " ... ... ... \n", " 2840 16.11 202303 \n", " 2841 15.35 202303 \n", " 2842 15.19 202303 \n", " 2843 15.01 202303 \n", " 2844 15.47 202303 \n", " \n", " [2845 rows x 26 columns],\n", " 300150: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 0 16737173.08 2.1528 0.000107 0.003761 0.010096 -0.002014 \n", " 1 20196836.97 2.5122 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 51092870.38 5.8537 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 24255371.41 2.3004 0.000107 0.003885 0.002622 0.004782 \n", " 4 23718583.22 3.3715 0.000107 -0.016251 -0.004473 0.000358 \n", " ... ... ... ... ... ... ... \n", " 2777 62639358.68 4.3880 0.000067 -0.006374 0.002265 -0.003920 \n", " 2778 36218139.58 2.9748 0.000067 0.000790 -0.005440 0.003884 \n", " 2779 30251195.16 3.0445 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2780 43517174.00 3.7736 0.000067 0.005986 -0.012989 -0.000733 \n", " 2781 33774143.89 3.3898 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 0 -0.004582 0.000641 2285.3640 -0.004873 ... NaN NaN \n", " 1 -0.001519 0.002452 2276.0700 0.001395 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 0.029525 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 0.003377 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 -0.028730 ... 0.004782 -0.003027 \n", " ... ... ... ... ... ... ... ... \n", " 2777 -0.000093 -0.003669 3251.3971 0.009195 ... -0.007370 0.000867 \n", " 2778 0.000231 0.002473 3245.3760 -0.023149 ... -0.003920 -0.000093 \n", " 2779 -0.000682 -0.001761 3240.0568 -0.007051 ... 0.003884 0.000231 \n", " 2780 0.008088 -0.001436 3261.2485 -0.026286 ... -0.004080 -0.000682 \n", " 2781 -0.005996 -0.001176 3272.8602 0.021558 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 0 NaN NaN NaN NaN 300150 2013-01-07 \n", " 1 0.000641 2285.3640 -0.004873 0.003670 300150 2013-01-08 \n", " 2 0.002452 2276.0700 0.001395 -0.004075 300150 2013-01-09 \n", " 3 -0.000336 2275.3400 0.029525 -0.000321 300150 2013-01-10 \n", " 4 0.000300 2283.6580 0.003377 0.003649 300150 2013-01-11 \n", " ... ... ... ... ... ... ... \n", " 2777 -0.004280 3265.6537 0.021004 -0.006409 300150 2023-03-27 \n", " 2778 -0.003669 3251.3971 0.009195 -0.004375 300150 2023-03-28 \n", " 2779 0.002473 3245.3760 -0.023149 -0.001854 300150 2023-03-29 \n", " 2780 -0.001761 3240.0568 -0.007051 -0.001640 300150 2023-03-30 \n", " 2781 -0.001436 3261.2485 -0.026286 0.006519 300150 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 0 14.33 201301 \n", " 1 14.35 201301 \n", " 2 14.78 201301 \n", " 3 14.83 201301 \n", " 4 14.41 201301 \n", " ... ... ... \n", " 2777 4.37 202303 \n", " 2778 4.27 202303 \n", " 2779 4.24 202303 \n", " 2780 4.13 202303 \n", " 2781 4.22 202303 \n", " \n", " [2782 rows x 26 columns],\n", " 300166: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 0 1.245983e+07 3.1588 0.000107 0.003761 0.010096 -0.002014 \n", " 1 3.872885e+07 6.3063 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 9.363050e+07 11.0762 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 1.032922e+08 10.8571 0.000107 0.003885 0.002622 0.004782 \n", " 4 6.650401e+07 4.6416 0.000107 -0.016251 -0.004473 0.000358 \n", " ... ... ... ... ... ... ... \n", " 2726 3.691275e+09 20.7718 0.000067 -0.006374 0.002265 -0.003920 \n", " 2727 2.527645e+09 7.6650 0.000067 0.000790 -0.005440 0.003884 \n", " 2728 2.858494e+09 10.0746 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2729 3.391859e+09 14.4111 0.000067 0.005986 -0.012989 -0.000733 \n", " 2730 3.290127e+09 7.4329 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 0 -0.004582 0.000641 2285.3640 0.014852 ... NaN NaN \n", " 1 -0.001519 0.002452 2276.0700 0.041706 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 0.095096 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 0.045383 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 -0.021388 ... 0.004782 -0.003027 \n", " ... ... ... ... ... ... ... ... \n", " 2726 -0.000093 -0.003669 3251.3971 0.145670 ... -0.007370 0.000867 \n", " 2727 0.000231 0.002473 3245.3760 -0.050211 ... -0.003920 -0.000093 \n", " 2728 -0.000682 -0.001761 3240.0568 0.019949 ... 0.003884 0.000231 \n", " 2729 0.008088 -0.001436 3261.2485 0.061012 ... -0.004080 -0.000682 \n", " 2730 -0.005996 -0.001176 3272.8602 0.036491 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 0 NaN NaN NaN NaN 300166 2013-01-07 \n", " 1 0.000641 2285.3640 0.014852 0.003670 300166 2013-01-08 \n", " 2 0.002452 2276.0700 0.041706 -0.004075 300166 2013-01-09 \n", " 3 -0.000336 2275.3400 0.095096 -0.000321 300166 2013-01-10 \n", " 4 0.000300 2283.6580 0.045383 0.003649 300166 2013-01-11 \n", " ... ... ... ... ... ... ... \n", " 2726 -0.004280 3265.6537 0.110115 -0.006409 300166 2023-03-27 \n", " 2727 -0.003669 3251.3971 0.145670 -0.004375 300166 2023-03-28 \n", " 2728 0.002473 3245.3760 -0.050211 -0.001854 300166 2023-03-29 \n", " 2729 -0.001761 3240.0568 0.019949 -0.001640 300166 2023-03-30 \n", " 2730 -0.001436 3261.2485 0.061012 0.006519 300166 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 0 12.21 201301 \n", " 1 12.73 201301 \n", " 2 14.00 201301 \n", " 3 14.65 201301 \n", " 4 14.34 201301 \n", " ... ... ... \n", " 2726 14.09 202303 \n", " 2727 13.40 202303 \n", " 2728 13.67 202303 \n", " 2729 14.53 202303 \n", " 2730 15.07 202303 \n", " \n", " [2731 rows x 26 columns],\n", " 300167: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 0 8377911.17 2.9331 0.000107 0.003761 0.010096 -0.002014 \n", " 1 6839456.01 2.9918 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 9430813.30 2.5385 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 13935190.44 3.7071 0.000107 0.003885 0.002622 0.004782 \n", " 4 17160011.22 6.5863 0.000107 -0.016251 -0.004473 0.000358 \n", " ... ... ... ... ... ... ... \n", " 2869 72155445.00 3.0405 0.000067 -0.006374 0.002265 -0.003920 \n", " 2870 51410300.25 3.0612 0.000067 0.000790 -0.005440 0.003884 \n", " 2871 47262398.00 3.6585 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2872 52772490.00 4.3403 0.000067 0.005986 -0.012989 -0.000733 \n", " 2873 56689864.00 3.6101 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 0 -0.004582 0.000641 2285.3640 0.010939 ... NaN NaN \n", " 1 -0.001519 0.002452 2276.0700 0.000000 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 0.002716 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 -0.025642 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 -0.026317 ... 0.004782 -0.003027 \n", " ... ... ... ... ... ... ... ... \n", " 2869 -0.000093 -0.003669 3251.3971 -0.006780 ... -0.007370 0.000867 \n", " 2870 0.000231 0.002473 3245.3760 -0.024098 ... -0.003920 -0.000093 \n", " 2871 -0.000682 -0.001761 3240.0568 0.003478 ... 0.003884 0.000231 \n", " 2872 0.008088 -0.001436 3261.2485 -0.038943 ... -0.004080 -0.000682 \n", " 2873 -0.005996 -0.001176 3272.8602 0.024957 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 0 NaN NaN NaN NaN 300167 2013-01-07 \n", " 1 0.000641 2285.3640 0.010939 0.003670 300167 2013-01-08 \n", " 2 0.002452 2276.0700 0.000000 -0.004075 300167 2013-01-09 \n", " 3 -0.000336 2275.3400 0.002716 -0.000321 300167 2013-01-10 \n", " 4 0.000300 2283.6580 -0.025642 0.003649 300167 2013-01-11 \n", " ... ... ... ... ... ... ... \n", " 2869 -0.004280 3265.6537 0.013606 -0.006409 300167 2023-03-27 \n", " 2870 -0.003669 3251.3971 -0.006780 -0.004375 300167 2023-03-28 \n", " 2871 0.002473 3245.3760 -0.024098 -0.001854 300167 2023-03-29 \n", " 2872 -0.001761 3240.0568 0.003478 -0.001640 300167 2023-03-30 \n", " 2873 -0.001436 3261.2485 -0.038943 0.006519 300167 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 0 11.03 201301 \n", " 1 11.03 201301 \n", " 2 11.06 201301 \n", " 3 10.78 201301 \n", " 4 10.50 201301 \n", " ... ... ... \n", " 2869 5.88 202303 \n", " 2870 5.74 202303 \n", " 2871 5.76 202303 \n", " 2872 5.54 202303 \n", " 2873 5.68 202303 \n", " \n", " [2874 rows x 26 columns],\n", " 300168: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 0 1.835063e+07 2.7461 0.000107 0.003761 0.010096 -0.002014 \n", " 1 5.021207e+07 9.0909 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 8.796677e+07 7.7351 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 4.627699e+07 3.5119 0.000107 0.003885 0.002622 0.004782 \n", " 4 7.027072e+07 5.5859 0.000107 -0.016251 -0.004473 0.000358 \n", " ... ... ... ... ... ... ... \n", " 2723 6.583150e+08 2.9053 0.000067 -0.006374 0.002265 -0.003920 \n", " 2724 5.023257e+08 3.0192 0.000067 0.000790 -0.005440 0.003884 \n", " 2725 7.859588e+08 8.7571 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2726 5.273484e+08 4.7364 0.000067 0.005986 -0.012989 -0.000733 \n", " 2727 7.125830e+08 8.3412 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 0 -0.004582 0.000641 2285.3640 0.009333 ... NaN NaN \n", " 1 -0.001519 0.002452 2276.0700 0.069833 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 0.038840 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 -0.019838 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 0.012670 ... 0.004782 -0.003027 \n", " ... ... ... ... ... ... ... ... \n", " 2723 -0.000093 -0.003669 3251.3971 0.024075 ... -0.007370 0.000867 \n", " 2724 0.000231 0.002473 3245.3760 -0.028772 ... -0.003920 -0.000093 \n", " 2725 -0.000682 -0.001761 3240.0568 0.052282 ... 0.003884 0.000231 \n", " 2726 0.008088 -0.001436 3261.2485 -0.058895 ... -0.004080 -0.000682 \n", " 2727 -0.005996 -0.001176 3272.8602 0.063353 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 0 NaN NaN NaN NaN 300168 2013-01-07 \n", " 1 0.000641 2285.3640 0.009333 0.003670 300168 2013-01-08 \n", " 2 0.002452 2276.0700 0.069833 -0.004075 300168 2013-01-09 \n", " 3 -0.000336 2275.3400 0.038840 -0.000321 300168 2013-01-10 \n", " 4 0.000300 2283.6580 -0.019838 0.003649 300168 2013-01-11 \n", " ... ... ... ... ... ... ... \n", " 2723 -0.004280 3265.6537 0.008471 -0.006409 300168 2023-03-27 \n", " 2724 -0.003669 3251.3971 0.024075 -0.004375 300168 2023-03-28 \n", " 2725 0.002473 3245.3760 -0.028772 -0.001854 300168 2023-03-29 \n", " 2726 -0.001761 3240.0568 0.052282 -0.001640 300168 2023-03-30 \n", " 2727 -0.001436 3261.2485 -0.058895 0.006519 300168 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 0 15.07 201301 \n", " 1 16.16 201301 \n", " 2 16.80 201301 \n", " 3 16.47 201301 \n", " 4 16.68 201301 \n", " ... ... ... \n", " 2723 10.93 202303 \n", " 2724 10.62 202303 \n", " 2725 11.19 202303 \n", " 2726 10.55 202303 \n", " 2727 11.24 202303 \n", " \n", " [2728 rows x 26 columns],\n", " 300170: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 0 3.607966e+07 2.1021 0.000107 0.003761 0.010096 -0.002014 \n", " 1 2.586797e+07 3.5542 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 5.605864e+07 2.1403 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 3.838706e+07 4.3349 0.000107 0.003885 0.002622 0.004782 \n", " 4 5.297341e+07 6.0606 0.000107 -0.016251 -0.004473 0.000358 \n", " ... ... ... ... ... ... ... \n", " 2878 1.576613e+09 9.3832 0.000067 -0.006374 0.002265 -0.003920 \n", " 2879 9.940521e+08 3.6987 0.000067 0.000790 -0.005440 0.003884 \n", " 2880 9.233436e+08 4.8729 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2881 8.039176e+08 3.6377 0.000067 0.005986 -0.012989 -0.000733 \n", " 2882 7.118423e+08 5.4825 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 0 -0.004582 0.000641 2285.3640 -0.003008 ... NaN NaN \n", " 1 -0.001519 0.002452 2276.0700 0.013166 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 0.001188 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 -0.000594 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 -0.028324 ... 0.004782 -0.003027 \n", " ... ... ... ... ... ... ... ... \n", " 2878 -0.000093 -0.003669 3251.3971 -0.024578 ... -0.007370 0.000867 \n", " 2879 0.000231 0.002473 3245.3760 -0.048925 ... -0.003920 -0.000093 \n", " 2880 -0.000682 -0.001761 3240.0568 -0.009936 ... 0.003884 0.000231 \n", " 2881 0.008088 -0.001436 3261.2485 -0.024550 ... -0.004080 -0.000682 \n", " 2882 -0.005996 -0.001176 3272.8602 0.033780 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 0 NaN NaN NaN NaN 300170 2013-01-07 \n", " 1 0.000641 2285.3640 -0.003008 0.003670 300170 2013-01-08 \n", " 2 0.002452 2276.0700 0.013166 -0.004075 300170 2013-01-09 \n", " 3 -0.000336 2275.3400 0.001188 -0.000321 300170 2013-01-10 \n", " 4 0.000300 2283.6580 -0.000594 0.003649 300170 2013-01-11 \n", " ... ... ... ... ... ... ... \n", " 2878 -0.004280 3265.6537 0.040849 -0.006409 300170 2023-03-27 \n", " 2879 -0.003669 3251.3971 -0.024578 -0.004375 300170 2023-03-28 \n", " 2880 0.002473 3245.3760 -0.048925 -0.001854 300170 2023-03-29 \n", " 2881 -0.001761 3240.0568 -0.009936 -0.001640 300170 2023-03-30 \n", " 2882 -0.001436 3261.2485 -0.024550 0.006519 300170 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 0 16.60 201301 \n", " 1 16.82 201301 \n", " 2 16.84 201301 \n", " 3 16.83 201301 \n", " 4 16.36 201301 \n", " ... ... ... \n", " 2878 14.87 202303 \n", " 2879 14.16 202303 \n", " 2880 14.02 202303 \n", " 2881 13.68 202303 \n", " 2882 14.15 202303 \n", " \n", " [2883 rows x 26 columns],\n", " 300183: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 0 1.722823e+07 0.0000 0.000107 0.003885 0.002622 0.004782 \n", " 1 3.288984e+08 5.7626 0.000107 -0.016251 -0.004473 0.000358 \n", " 2 2.427095e+08 8.3233 0.000107 0.030524 0.002484 -0.001369 \n", " 3 1.658125e+08 5.8340 0.000107 0.004124 0.012393 -0.006268 \n", " 4 1.031500e+08 3.5336 0.000107 -0.007791 0.005970 -0.003715 \n", " ... ... ... ... ... ... ... \n", " 2746 1.524196e+08 4.6512 0.000067 -0.006374 0.002265 -0.003920 \n", " 2747 1.445630e+08 3.1700 0.000067 0.000790 -0.005440 0.003884 \n", " 2748 2.093791e+08 5.3571 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2749 1.380601e+08 2.7606 0.000067 0.005986 -0.012989 -0.000733 \n", " 2750 1.561221e+08 3.0028 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 0 -0.003027 0.000300 2283.6580 0.095397 ... NaN NaN \n", " 1 -0.000219 -0.008375 2242.9970 0.074696 ... 0.004782 -0.003027 \n", " 2 -0.002640 0.000791 2311.7400 0.026584 ... 0.000358 -0.000219 \n", " 3 -0.005762 0.005730 2325.6820 -0.002745 ... -0.001369 -0.002640 \n", " 4 -0.007902 0.004930 2309.4990 -0.025449 ... -0.006268 -0.005762 \n", " ... ... ... ... ... ... ... ... \n", " 2746 -0.000093 -0.003669 3251.3971 -0.016009 ... -0.007370 0.000867 \n", " 2747 0.000231 0.002473 3245.3760 0.000576 ... -0.003920 -0.000093 \n", " 2748 -0.000682 -0.001761 3240.0568 0.022217 ... 0.003884 0.000231 \n", " 2749 0.008088 -0.001436 3261.2485 -0.005650 ... -0.004080 -0.000682 \n", " 2750 -0.005996 -0.001176 3272.8602 0.019636 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 0 NaN NaN NaN NaN 300183 2013-01-10 \n", " 1 0.000300 2283.6580 0.095397 0.003649 300183 2013-01-11 \n", " 2 -0.008375 2242.9970 0.074696 -0.017966 300183 2013-01-14 \n", " 3 0.000791 2311.7400 0.026584 0.030188 300183 2013-01-15 \n", " 4 0.005730 2325.6820 -0.002745 0.006013 300183 2013-01-16 \n", " ... ... ... ... ... ... ... \n", " 2746 -0.004280 3265.6537 0.014282 -0.006409 300183 2023-03-27 \n", " 2747 -0.003669 3251.3971 -0.016009 -0.004375 300183 2023-03-28 \n", " 2748 0.002473 3245.3760 0.000576 -0.001854 300183 2023-03-29 \n", " 2749 -0.001761 3240.0568 0.022217 -0.001640 300183 2023-03-30 \n", " 2750 -0.001436 3261.2485 -0.005650 0.006519 300183 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 0 23.08 201301 \n", " 1 24.87 201301 \n", " 2 25.54 201301 \n", " 3 25.47 201301 \n", " 4 24.83 201301 \n", " ... ... ... \n", " 2746 17.35 202303 \n", " 2747 17.36 202303 \n", " 2748 17.75 202303 \n", " 2749 17.65 202303 \n", " 2750 18.00 202303 \n", " \n", " [2751 rows x 26 columns],\n", " 300188: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 0 9.867512e+06 2.6473 0.000107 0.003761 0.010096 -0.002014 \n", " 1 3.191797e+07 7.8098 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 2.843777e+07 4.7428 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 1.844206e+07 3.9200 0.000107 0.003885 0.002622 0.004782 \n", " 4 2.231921e+07 3.0390 0.000107 -0.016251 -0.004473 0.000358 \n", " ... ... ... ... ... ... ... \n", " 2820 6.891946e+08 5.3393 0.000067 -0.006374 0.002265 -0.003920 \n", " 2821 8.657708e+08 5.2251 0.000067 0.000790 -0.005440 0.003884 \n", " 2822 1.160524e+09 12.0022 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2823 1.663216e+09 9.4379 0.000067 0.005986 -0.012989 -0.000733 \n", " 2824 1.645747e+09 7.7436 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 0 -0.004582 0.000641 2285.3640 0.005960 ... NaN NaN \n", " 1 -0.001519 0.002452 2276.0700 0.054514 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 0.004812 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 -0.026344 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 -0.022846 ... 0.004782 -0.003027 \n", " ... ... ... ... ... ... ... ... \n", " 2820 -0.000093 -0.003669 3251.3971 0.000556 ... -0.007370 0.000867 \n", " 2821 0.000231 0.002473 3245.3760 0.018723 ... -0.003920 -0.000093 \n", " 2822 -0.000682 -0.001761 3240.0568 0.056218 ... 0.003884 0.000231 \n", " 2823 0.008088 -0.001436 3261.2485 0.005657 ... -0.004080 -0.000682 \n", " 2824 -0.005996 -0.001176 3272.8602 0.060202 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 0 NaN NaN NaN NaN 300188 2013-01-07 \n", " 1 0.000641 2285.3640 0.005960 0.003670 300188 2013-01-08 \n", " 2 0.002452 2276.0700 0.054514 -0.004075 300188 2013-01-09 \n", " 3 -0.000336 2275.3400 0.004812 -0.000321 300188 2013-01-10 \n", " 4 0.000300 2283.6580 -0.026344 0.003649 300188 2013-01-11 \n", " ... ... ... ... ... ... ... \n", " 2820 -0.004280 3265.6537 0.048429 -0.006409 300188 2023-03-27 \n", " 2821 -0.003669 3251.3971 0.000556 -0.004375 300188 2023-03-28 \n", " 2822 0.002473 3245.3760 0.018723 -0.001854 300188 2023-03-29 \n", " 2823 -0.001761 3240.0568 0.056218 -0.001640 300188 2023-03-30 \n", " 2824 -0.001436 3261.2485 0.005657 0.006519 300188 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 0 23.56 201301 \n", " 1 24.88 201301 \n", " 2 25.00 201301 \n", " 3 24.35 201301 \n", " 4 23.80 201301 \n", " ... ... ... \n", " 2820 17.99 202303 \n", " 2821 18.33 202303 \n", " 2822 19.39 202303 \n", " 2823 19.50 202303 \n", " 2824 20.71 202303 \n", " \n", " [2825 rows x 26 columns],\n", " 300209: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 0 28072985.79 10.0200 0.000107 0.003761 0.010096 -0.002014 \n", " 1 73150652.14 5.9199 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 32828753.18 3.7375 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 18152158.85 2.2388 0.000107 0.003885 0.002622 0.004782 \n", " 4 32838066.54 4.7708 0.000107 -0.016251 -0.004473 0.000358 \n", " ... ... ... ... ... ... ... \n", " 2141 45507178.80 5.2557 0.000067 0.001572 -0.003716 0.003047 \n", " 2142 55458063.00 4.4118 0.000067 0.011857 -0.007737 -0.001428 \n", " 2143 45820505.00 2.1212 0.000067 -0.002663 0.004595 -0.006423 \n", " 2144 69711272.91 5.7315 0.000067 -0.008624 0.002586 0.003854 \n", " 2145 72579864.98 5.2067 0.000067 0.004788 -0.003427 -0.000873 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 0 -0.004582 0.000641 2285.3640 0.095492 ... NaN NaN \n", " 1 -0.001519 0.002452 2276.0700 -0.000911 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 -0.023053 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 -0.002802 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 -0.010343 ... 0.004782 -0.003027 \n", " ... ... ... ... ... ... ... ... \n", " 2141 0.002617 -0.001663 3566.6539 -0.034686 ... 0.000020 -0.001338 \n", " 2142 0.003261 -0.002099 3607.5618 -0.029853 ... 0.003047 0.002617 \n", " 2143 0.001590 0.001388 3606.3722 0.004535 ... -0.001428 0.003261 \n", " 2144 0.002409 0.000780 3573.1779 -0.015198 ... -0.006423 0.001590 \n", " 2145 -0.001404 0.000744 3591.1970 0.022711 ... 0.003854 0.002409 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 0 NaN NaN NaN NaN 300209 2013-01-07 \n", " 1 0.000641 2285.3640 0.095492 0.003670 300209 2013-01-08 \n", " 2 0.002452 2276.0700 -0.000911 -0.004075 300209 2013-01-09 \n", " 3 -0.000336 2275.3400 -0.023053 -0.000321 300209 2013-01-10 \n", " 4 0.000300 2283.6580 -0.002802 0.003649 300209 2013-01-11 \n", " ... ... ... ... ... ... ... \n", " 2141 0.004640 3566.2199 -0.001419 0.002473 300209 2021-06-24 \n", " 2142 -0.001663 3566.6539 -0.034686 0.000122 300209 2021-06-25 \n", " 2143 -0.002099 3607.5618 -0.029853 0.011404 300209 2021-06-28 \n", " 2144 0.001388 3606.3722 0.004535 -0.000330 300209 2021-06-29 \n", " 2145 0.000780 3573.1779 -0.015198 -0.009247 300209 2021-06-30 \n", " \n", " stkclose YYYYmm \n", " 0 10.98 201301 \n", " 1 10.97 201301 \n", " 2 10.72 201301 \n", " 3 10.69 201301 \n", " 4 10.58 201301 \n", " ... ... ... \n", " 2141 6.80 202106 \n", " 2142 6.60 202106 \n", " 2143 6.63 202106 \n", " 2144 6.53 202106 \n", " 2145 6.68 202106 \n", " \n", " [2146 rows x 26 columns],\n", " 300212: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 0 1.080218e+08 8.0625 0.000107 0.003761 0.010096 -0.002014 \n", " 1 1.324059e+08 4.5853 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 1.059713e+08 9.0829 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 6.261296e+07 5.1552 0.000107 0.003885 0.002622 0.004782 \n", " 4 5.504235e+07 3.7960 0.000107 -0.016251 -0.004473 0.000358 \n", " ... ... ... ... ... ... ... \n", " 2704 2.825915e+09 5.9671 0.000067 -0.006374 0.002265 -0.003920 \n", " 2705 4.259417e+09 22.2379 0.000067 0.000790 -0.005440 0.003884 \n", " 2706 3.237215e+09 6.2580 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2707 2.767946e+09 9.1426 0.000067 0.005986 -0.012989 -0.000733 \n", " 2708 2.215630e+09 7.7854 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 0 -0.004582 0.000641 2285.3640 0.067659 ... NaN NaN \n", " 1 -0.001519 0.002452 2276.0700 -0.009685 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 0.062029 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 -0.021856 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 -0.014266 ... 0.004782 -0.003027 \n", " ... ... ... ... ... ... ... ... \n", " 2704 -0.000093 -0.003669 3251.3971 0.019978 ... -0.007370 0.000867 \n", " 2705 0.000231 0.002473 3245.3760 0.100971 ... -0.003920 -0.000093 \n", " 2706 -0.000682 -0.001761 3240.0568 -0.011044 ... 0.003884 0.000231 \n", " 2707 0.008088 -0.001436 3261.2485 -0.063162 ... -0.004080 -0.000682 \n", " 2708 -0.005996 -0.001176 3272.8602 0.039908 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 0 NaN NaN NaN NaN 300212 2013-01-07 \n", " 1 0.000641 2285.3640 0.067659 0.003670 300212 2013-01-08 \n", " 2 0.002452 2276.0700 -0.009685 -0.004075 300212 2013-01-09 \n", " 3 -0.000336 2275.3400 0.062029 -0.000321 300212 2013-01-10 \n", " 4 0.000300 2283.6580 -0.021856 0.003649 300212 2013-01-11 \n", " ... ... ... ... ... ... ... \n", " 2704 -0.004280 3265.6537 0.068293 -0.006409 300212 2023-03-27 \n", " 2705 -0.003669 3251.3971 0.019978 -0.004375 300212 2023-03-28 \n", " 2706 0.002473 3245.3760 0.100971 -0.001854 300212 2023-03-29 \n", " 2707 -0.001761 3240.0568 -0.011044 -0.001640 300212 2023-03-30 \n", " 2708 -0.001436 3261.2485 -0.063162 0.006519 300212 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 0 34.24 201301 \n", " 1 33.91 201301 \n", " 2 36.08 201301 \n", " 3 35.30 201301 \n", " 4 34.80 201301 \n", " ... ... ... \n", " 2704 35.39 202303 \n", " 2705 39.15 202303 \n", " 2706 38.72 202303 \n", " 2707 36.35 202303 \n", " 2708 37.83 202303 \n", " \n", " [2709 rows x 26 columns],\n", " 300226: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 0 8.504924e+06 3.8583 0.000107 0.003761 0.010096 -0.002014 \n", " 1 2.442845e+07 9.8784 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 2.404917e+07 6.6810 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 1.167386e+07 2.6407 0.000107 0.003885 0.002622 0.004782 \n", " 4 1.155735e+07 3.0928 0.000107 -0.016251 -0.004473 0.000358 \n", " ... ... ... ... ... ... ... \n", " 2752 5.234002e+08 8.8140 0.000067 -0.006374 0.002265 -0.003920 \n", " 2753 4.384413e+08 5.5231 0.000067 0.000790 -0.005440 0.003884 \n", " 2754 3.030973e+08 5.0843 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2755 2.450767e+08 3.7653 0.000067 0.005986 -0.012989 -0.000733 \n", " 2756 2.407045e+08 4.9876 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 0 -0.004582 0.000641 2285.3640 0.035580 ... NaN NaN \n", " 1 -0.001519 0.002452 2276.0700 0.056145 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 0.033207 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 0.011057 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 -0.022239 ... 0.004782 -0.003027 \n", " ... ... ... ... ... ... ... ... \n", " 2752 -0.000093 -0.003669 3251.3971 0.064773 ... -0.007370 0.000867 \n", " 2753 0.000231 0.002473 3245.3760 -0.043527 ... -0.003920 -0.000093 \n", " 2754 -0.000682 -0.001761 3240.0568 -0.000244 ... 0.003884 0.000231 \n", " 2755 0.008088 -0.001436 3261.2485 -0.014779 ... -0.004080 -0.000682 \n", " 2756 -0.005996 -0.001176 3272.8602 0.014289 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 0 NaN NaN NaN NaN 300226 2013-01-07 \n", " 1 0.000641 2285.3640 0.035580 0.003670 300226 2013-01-08 \n", " 2 0.002452 2276.0700 0.056145 -0.004075 300226 2013-01-09 \n", " 3 -0.000336 2275.3400 0.033207 -0.000321 300226 2013-01-10 \n", " 4 0.000300 2283.6580 0.011057 0.003649 300226 2013-01-11 \n", " ... ... ... ... ... ... ... \n", " 2752 -0.004280 3265.6537 -0.008701 -0.006409 300226 2023-03-27 \n", " 2753 -0.003669 3251.3971 0.064773 -0.004375 300226 2023-03-28 \n", " 2754 0.002473 3245.3760 -0.043527 -0.001854 300226 2023-03-29 \n", " 2755 -0.001761 3240.0568 -0.000244 -0.001640 300226 2023-03-30 \n", " 2756 -0.001436 3261.2485 -0.014779 0.006519 300226 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 0 13.16 201301 \n", " 1 13.92 201301 \n", " 2 14.39 201301 \n", " 3 14.55 201301 \n", " 4 14.23 201301 \n", " ... ... ... \n", " 2752 42.73 202303 \n", " 2753 40.91 202303 \n", " 2754 40.90 202303 \n", " 2755 40.30 202303 \n", " 2756 40.88 202303 \n", " \n", " [2757 rows x 26 columns],\n", " 300229: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 0 1.746688e+07 4.8551 0.000107 0.003761 0.010096 -0.002014 \n", " 1 1.316038e+07 3.7555 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 1.844822e+07 3.4635 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 1.032500e+07 2.7146 0.000107 0.003885 0.002622 0.004782 \n", " 4 9.898655e+06 2.0334 0.000107 -0.016251 -0.004473 0.000358 \n", " ... ... ... ... ... ... ... \n", " 2707 4.689685e+09 11.2426 0.000067 -0.006374 0.002265 -0.003920 \n", " 2708 4.457024e+09 10.5461 0.000067 0.000790 -0.005440 0.003884 \n", " 2709 4.924378e+09 10.2273 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2710 4.241864e+09 7.7703 0.000067 0.005986 -0.012989 -0.000733 \n", " 2711 4.725599e+09 10.9429 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 0 -0.004582 0.000641 2285.3640 -0.016070 ... NaN NaN \n", " 1 -0.001519 0.002452 2276.0700 -0.000737 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 0.004412 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 0.010219 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 -0.012423 ... 0.004782 -0.003027 \n", " ... ... ... ... ... ... ... ... \n", " 2707 -0.000093 -0.003669 3251.3971 0.019646 ... -0.007370 0.000867 \n", " 2708 0.000231 0.002473 3245.3760 0.020940 ... -0.003920 -0.000093 \n", " 2709 -0.000682 -0.001761 3240.0568 -0.010753 ... 0.003884 0.000231 \n", " 2710 0.008088 -0.001436 3261.2485 -0.018412 ... -0.004080 -0.000682 \n", " 2711 -0.005996 -0.001176 3272.8602 0.085375 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 0 NaN NaN NaN NaN 300229 2013-01-07 \n", " 1 0.000641 2285.3640 -0.016070 0.003670 300229 2013-01-08 \n", " 2 0.002452 2276.0700 -0.000737 -0.004075 300229 2013-01-09 \n", " 3 -0.000336 2275.3400 0.004412 -0.000321 300229 2013-01-10 \n", " 4 0.000300 2283.6580 0.010219 0.003649 300229 2013-01-11 \n", " ... ... ... ... ... ... ... \n", " 2707 -0.004280 3265.6537 0.048129 -0.006409 300229 2023-03-27 \n", " 2708 -0.003669 3251.3971 0.019646 -0.004375 300229 2023-03-28 \n", " 2709 0.002473 3245.3760 0.020940 -0.001854 300229 2023-03-29 \n", " 2710 -0.001761 3240.0568 -0.010753 -0.001640 300229 2023-03-30 \n", " 2711 -0.001436 3261.2485 -0.018412 0.006519 300229 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 0 13.58 201301 \n", " 1 13.57 201301 \n", " 2 13.63 201301 \n", " 3 13.77 201301 \n", " 4 13.60 201301 \n", " ... ... ... \n", " 2707 29.30 202303 \n", " 2708 29.92 202303 \n", " 2709 29.60 202303 \n", " 2710 29.06 202303 \n", " 2711 31.65 202303 \n", " \n", " [2712 rows x 26 columns],\n", " 300231: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 0 6.018879e+07 2.8909 0.000107 0.003761 0.010096 -0.002014 \n", " 1 5.514887e+07 3.5573 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 5.092598e+07 4.0000 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 4.125669e+07 2.1592 0.000107 0.003885 0.002622 0.004782 \n", " 4 4.967057e+07 4.9366 0.000107 -0.016251 -0.004473 0.000358 \n", " ... ... ... ... ... ... ... \n", " 2846 2.645995e+08 4.7619 0.000067 -0.006374 0.002265 -0.003920 \n", " 2847 1.494463e+08 2.5768 0.000067 0.000790 -0.005440 0.003884 \n", " 2848 1.457131e+08 3.2454 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2849 1.957570e+08 4.7716 0.000067 0.005986 -0.012989 -0.000733 \n", " 2850 1.474983e+08 5.8017 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 0 -0.004582 0.000641 2285.3640 -0.002632 ... NaN NaN \n", " 1 -0.001519 0.002452 2276.0700 -0.011929 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 -0.012073 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 0.011406 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 -0.022943 ... 0.004782 -0.003027 \n", " ... ... ... ... ... ... ... ... \n", " 2846 -0.000093 -0.003669 3251.3971 -0.019628 ... -0.007370 0.000867 \n", " 2847 0.000231 0.002473 3245.3760 -0.023059 ... -0.003920 -0.000093 \n", " 2848 -0.000682 -0.001761 3240.0568 -0.001015 ... 0.003884 0.000231 \n", " 2849 0.008088 -0.001436 3261.2485 -0.038287 ... -0.004080 -0.000682 \n", " 2850 -0.005996 -0.001176 3272.8602 0.036255 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 0 NaN NaN NaN NaN 300231 2013-01-07 \n", " 1 0.000641 2285.3640 -0.002632 0.003670 300231 2013-01-08 \n", " 2 0.002452 2276.0700 -0.011929 -0.004075 300231 2013-01-09 \n", " 3 -0.000336 2275.3400 -0.012073 -0.000321 300231 2013-01-10 \n", " 4 0.000300 2283.6580 0.011406 0.003649 300231 2013-01-11 \n", " ... ... ... ... ... ... ... \n", " 2846 -0.004280 3265.6537 0.011730 -0.006409 300231 2023-03-27 \n", " 2847 -0.003669 3251.3971 -0.019628 -0.004375 300231 2023-03-28 \n", " 2848 0.002473 3245.3760 -0.023059 -0.001854 300231 2023-03-29 \n", " 2849 -0.001761 3240.0568 -0.001015 -0.001640 300231 2023-03-30 \n", " 2850 -0.001436 3261.2485 -0.038287 0.006519 300231 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 0 15.18 201301 \n", " 1 15.00 201301 \n", " 2 14.82 201301 \n", " 3 14.99 201301 \n", " 4 14.65 201301 \n", " ... ... ... \n", " 2846 10.09 202303 \n", " 2847 9.86 202303 \n", " 2848 9.85 202303 \n", " 2849 9.48 202303 \n", " 2850 9.83 202303 \n", " \n", " [2851 rows x 26 columns],\n", " 300235: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 0 1.228470e+07 3.5454 0.000107 0.003761 0.010096 -0.002014 \n", " 1 2.347101e+07 3.8855 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 2.315208e+07 4.0000 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 1.679695e+07 3.7374 0.000107 0.003885 0.002622 0.004782 \n", " 4 1.442635e+07 5.1587 0.000107 -0.016251 -0.004473 0.000358 \n", " ... ... ... ... ... ... ... \n", " 2347 3.324539e+08 5.6467 0.000067 -0.006374 0.002265 -0.003920 \n", " 2348 3.412722e+08 8.6349 0.000067 0.000790 -0.005440 0.003884 \n", " 2349 2.388418e+08 6.1265 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2350 1.759765e+08 3.8309 0.000067 0.005986 -0.012989 -0.000733 \n", " 2351 2.286716e+08 5.2203 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 0 -0.004582 0.000641 2285.3640 0.019619 ... NaN NaN \n", " 1 -0.001519 0.002452 2276.0700 0.022246 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 -0.010050 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 0.018019 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 -0.036368 ... 0.004782 -0.003027 \n", " ... ... ... ... ... ... ... ... \n", " 2347 -0.000093 -0.003669 3251.3971 0.033573 ... -0.007370 0.000867 \n", " 2348 0.000231 0.002473 3245.3760 -0.036862 ... -0.003920 -0.000093 \n", " 2349 -0.000682 -0.001761 3240.0568 -0.002639 ... 0.003884 0.000231 \n", " 2350 0.008088 -0.001436 3261.2485 -0.026097 ... -0.004080 -0.000682 \n", " 2351 -0.005996 -0.001176 3272.8602 0.047013 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 0 NaN NaN NaN NaN 300235 2013-01-07 \n", " 1 0.000641 2285.3640 0.019619 0.003670 300235 2013-01-08 \n", " 2 0.002452 2276.0700 0.022246 -0.004075 300235 2013-01-09 \n", " 3 -0.000336 2275.3400 -0.010050 -0.000321 300235 2013-01-10 \n", " 4 0.000300 2283.6580 0.018019 0.003649 300235 2013-01-11 \n", " ... ... ... ... ... ... ... \n", " 2347 -0.004280 3265.6537 -0.046192 -0.006409 300235 2023-03-27 \n", " 2348 -0.003669 3251.3971 0.033573 -0.004375 300235 2023-03-28 \n", " 2349 0.002473 3245.3760 -0.036862 -0.001854 300235 2023-03-29 \n", " 2350 -0.001761 3240.0568 -0.002639 -0.001640 300235 2023-03-30 \n", " 2351 -0.001436 3261.2485 -0.026097 0.006519 300235 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 0 9.78 201301 \n", " 1 10.00 201301 \n", " 2 9.90 201301 \n", " 3 10.08 201301 \n", " 4 9.72 201301 \n", " ... ... ... \n", " 2347 15.75 202303 \n", " 2348 15.18 202303 \n", " 2349 15.14 202303 \n", " 2350 14.75 202303 \n", " 2351 15.46 202303 \n", " \n", " [2352 rows x 26 columns],\n", " 300245: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 0 3.283255e+07 2.6157 0.000107 0.003761 0.010096 -0.002014 \n", " 1 6.438725e+07 4.9456 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 4.708640e+07 3.8797 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 1.024693e+08 7.1146 0.000107 0.003885 0.002622 0.004782 \n", " 4 7.130793e+07 4.8553 0.000107 -0.016251 -0.004473 0.000358 \n", " ... ... ... ... ... ... ... \n", " 2827 2.860820e+08 5.4054 0.000067 -0.006374 0.002265 -0.003920 \n", " 2828 2.638268e+08 4.8803 0.000067 0.000790 -0.005440 0.003884 \n", " 2829 1.638921e+08 3.7718 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2830 1.585189e+08 4.6154 0.000067 0.005986 -0.012989 -0.000733 \n", " 2831 1.223403e+08 4.2254 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 0 -0.004582 0.000641 2285.3640 0.016958 ... NaN NaN \n", " 1 -0.001519 0.002452 2276.0700 0.019589 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 -0.018601 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 0.056664 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 -0.056664 ... 0.004782 -0.003027 \n", " ... ... ... ... ... ... ... ... \n", " 2827 -0.000093 -0.003669 3251.3971 0.047134 ... -0.007370 0.000867 \n", " 2828 0.000231 0.002473 3245.3760 -0.049066 ... -0.003920 -0.000093 \n", " 2829 -0.000682 -0.001761 3240.0568 0.005786 ... 0.003884 0.000231 \n", " 2830 0.008088 -0.001436 3261.2485 -0.045239 ... -0.004080 -0.000682 \n", " 2831 -0.005996 -0.001176 3272.8602 0.022875 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 0 NaN NaN NaN NaN 300245 2013-01-07 \n", " 1 0.000641 2285.3640 0.016958 0.003670 300245 2013-01-08 \n", " 2 0.002452 2276.0700 0.019589 -0.004075 300245 2013-01-09 \n", " 3 -0.000336 2275.3400 -0.018601 -0.000321 300245 2013-01-10 \n", " 4 0.000300 2283.6580 0.056664 0.003649 300245 2013-01-11 \n", " ... ... ... ... ... ... ... \n", " 2827 -0.004280 3265.6537 0.008725 -0.006409 300245 2023-03-27 \n", " 2828 -0.003669 3251.3971 0.047134 -0.004375 300245 2023-03-28 \n", " 2829 0.002473 3245.3760 -0.049066 -0.001854 300245 2023-03-29 \n", " 2830 -0.001761 3240.0568 0.005786 -0.001640 300245 2023-03-30 \n", " 2831 -0.001436 3261.2485 -0.045239 0.006519 300245 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 0 10.11 201301 \n", " 1 10.31 201301 \n", " 2 10.12 201301 \n", " 3 10.71 201301 \n", " 4 10.12 201301 \n", " ... ... ... \n", " 2827 10.86 202303 \n", " 2828 10.34 202303 \n", " 2829 10.40 202303 \n", " 2830 9.94 202303 \n", " 2831 10.17 202303 \n", " \n", " [2832 rows x 26 columns],\n", " 300248: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 0 1.140501e+07 3.0702 0.000107 0.003761 0.010096 -0.002014 \n", " 1 2.246499e+07 4.8027 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 1.819906e+07 3.0227 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 1.431948e+07 2.3789 0.000107 0.003885 0.002622 0.004782 \n", " 4 3.005950e+07 3.7879 0.000107 -0.016251 -0.004473 0.000358 \n", " ... ... ... ... ... ... ... \n", " 2684 4.357330e+08 12.6913 0.000067 -0.006374 0.002265 -0.003920 \n", " 2685 3.952875e+08 8.1531 0.000067 0.000790 -0.005440 0.003884 \n", " 2686 7.672691e+08 14.2110 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2687 5.196228e+08 6.2645 0.000067 0.005986 -0.012989 -0.000733 \n", " 2688 3.662820e+08 4.9513 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 0 -0.004582 0.000641 2285.3640 0.022551 ... NaN NaN \n", " 1 -0.001519 0.002452 2276.0700 0.021214 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 -0.011824 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 0.009302 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 -0.003373 ... 0.004782 -0.003027 \n", " ... ... ... ... ... ... ... ... \n", " 2684 -0.000093 -0.003669 3251.3971 0.078726 ... -0.007370 0.000867 \n", " 2685 0.000231 0.002473 3245.3760 -0.046837 ... -0.003920 -0.000093 \n", " 2686 -0.000682 -0.001761 3240.0568 0.119815 ... 0.003884 0.000231 \n", " 2687 0.008088 -0.001436 3261.2485 -0.048326 ... -0.004080 -0.000682 \n", " 2688 -0.005996 -0.001176 3272.8602 -0.012250 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 0 NaN NaN NaN NaN 300248 2013-01-07 \n", " 1 0.000641 2285.3640 0.022551 0.003670 300248 2013-01-08 \n", " 2 0.002452 2276.0700 0.021214 -0.004075 300248 2013-01-09 \n", " 3 -0.000336 2275.3400 -0.011824 -0.000321 300248 2013-01-10 \n", " 4 0.000300 2283.6580 0.009302 0.003649 300248 2013-01-11 \n", " ... ... ... ... ... ... ... \n", " 2684 -0.004280 3265.6537 0.000000 -0.006409 300248 2023-03-27 \n", " 2685 -0.003669 3251.3971 0.078726 -0.004375 300248 2023-03-28 \n", " 2686 0.002473 3245.3760 -0.046837 -0.001854 300248 2023-03-29 \n", " 2687 -0.001761 3240.0568 0.119815 -0.001640 300248 2023-03-30 \n", " 2688 -0.001436 3261.2485 -0.048326 0.006519 300248 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 0 11.66 201301 \n", " 1 11.91 201301 \n", " 2 11.77 201301 \n", " 3 11.88 201301 \n", " 4 11.84 201301 \n", " ... ... ... \n", " 2684 12.02 202303 \n", " 2685 11.47 202303 \n", " 2686 12.93 202303 \n", " 2687 12.32 202303 \n", " 2688 12.17 202303 \n", " \n", " [2689 rows x 26 columns],\n", " 300253: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 0 2.338951e+07 1.7035 0.000107 0.003761 0.010096 -0.002014 \n", " 1 3.044639e+07 3.1496 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 2.359761e+07 3.9234 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 4.761371e+07 4.0377 0.000107 0.003885 0.002622 0.004782 \n", " 4 3.797161e+07 5.6505 0.000107 -0.016251 -0.004473 0.000358 \n", " ... ... ... ... ... ... ... \n", " 2747 1.162440e+09 11.2918 0.000067 -0.006374 0.002265 -0.003920 \n", " 2748 1.240741e+09 7.4853 0.000067 0.000790 -0.005440 0.003884 \n", " 2749 7.821776e+08 4.7967 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2750 4.704735e+08 3.0833 0.000067 0.005986 -0.012989 -0.000733 \n", " 2751 1.760175e+09 19.2042 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 0 -0.004582 0.000641 2285.3640 -0.006003 ... NaN NaN \n", " 1 -0.001519 0.002452 2276.0700 0.015169 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 0.016739 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 0.023937 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 -0.034763 ... 0.004782 -0.003027 \n", " ... ... ... ... ... ... ... ... \n", " 2747 -0.000093 -0.003669 3251.3971 0.071459 ... -0.007370 0.000867 \n", " 2748 0.000231 0.002473 3245.3760 0.033902 ... -0.003920 -0.000093 \n", " 2749 -0.000682 -0.001761 3240.0568 -0.024693 ... 0.003884 0.000231 \n", " 2750 0.008088 -0.001436 3261.2485 -0.037356 ... -0.004080 -0.000682 \n", " 2751 -0.005996 -0.001176 3272.8602 0.182177 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 0 NaN NaN NaN NaN 300253 2013-01-07 \n", " 1 0.000641 2285.3640 -0.006003 0.003670 300253 2013-01-08 \n", " 2 0.002452 2276.0700 0.015169 -0.004075 300253 2013-01-09 \n", " 3 -0.000336 2275.3400 0.016739 -0.000321 300253 2013-01-10 \n", " 4 0.000300 2283.6580 0.023937 0.003649 300253 2013-01-11 \n", " ... ... ... ... ... ... ... \n", " 2747 -0.004280 3265.6537 -0.025860 -0.006409 300253 2023-03-27 \n", " 2748 -0.003669 3251.3971 0.071459 -0.004375 300253 2023-03-28 \n", " 2749 0.002473 3245.3760 0.033902 -0.001854 300253 2023-03-29 \n", " 2750 -0.001761 3240.0568 -0.024693 -0.001640 300253 2023-03-30 \n", " 2751 -0.001436 3261.2485 -0.037356 0.006519 300253 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 0 21.59 201301 \n", " 1 21.92 201301 \n", " 2 22.29 201301 \n", " 3 22.83 201301 \n", " 4 22.05 201301 \n", " ... ... ... \n", " 2747 11.89 202303 \n", " 2748 12.30 202303 \n", " 2749 12.00 202303 \n", " 2750 11.56 202303 \n", " 2751 13.87 202303 \n", " \n", " [2752 rows x 26 columns],\n", " 300264: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 0 1.348137e+07 2.1311 0.000107 0.003761 0.010096 -0.002014 \n", " 1 2.453770e+07 3.3871 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 2.089079e+07 2.6941 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 2.642809e+07 2.5397 0.000107 0.003885 0.002622 0.004782 \n", " 4 3.618197e+07 4.9767 0.000107 -0.016251 -0.004473 0.000358 \n", " ... ... ... ... ... ... ... \n", " 2473 2.907256e+08 4.1611 0.000067 -0.006374 0.002265 -0.003920 \n", " 2474 1.790920e+08 3.2742 0.000067 0.000790 -0.005440 0.003884 \n", " 2475 1.331365e+08 3.3520 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2476 1.291832e+08 3.9381 0.000067 0.005986 -0.012989 -0.000733 \n", " 2477 1.588547e+08 4.7688 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 0 -0.004582 0.000641 2285.3640 0.016261 ... NaN NaN \n", " 1 -0.001519 0.002452 2276.0700 0.017586 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 -0.001586 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 0.020425 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 -0.025198 ... 0.004782 -0.003027 \n", " ... ... ... ... ... ... ... ... \n", " 2473 -0.000093 -0.003669 3251.3971 -0.016239 ... -0.007370 0.000867 \n", " 2474 0.000231 0.002473 3245.3760 -0.023466 ... -0.003920 -0.000093 \n", " 2475 -0.000682 -0.001761 3240.0568 -0.007008 ... 0.003884 0.000231 \n", " 2476 0.008088 -0.001436 3261.2485 -0.027086 ... -0.004080 -0.000682 \n", " 2477 -0.005996 -0.001176 3272.8602 0.034094 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 0 NaN NaN NaN NaN 300264 2013-01-07 \n", " 1 0.000641 2285.3640 0.016261 0.003670 300264 2013-01-08 \n", " 2 0.002452 2276.0700 0.017586 -0.004075 300264 2013-01-09 \n", " 3 -0.000336 2275.3400 -0.001586 -0.000321 300264 2013-01-10 \n", " 4 0.000300 2283.6580 0.020425 0.003649 300264 2013-01-11 \n", " ... ... ... ... ... ... ... \n", " 2473 -0.004280 3265.6537 0.020340 -0.006409 300264 2023-03-27 \n", " 2474 -0.003669 3251.3971 -0.016239 -0.004375 300264 2023-03-28 \n", " 2475 0.002473 3245.3760 -0.023466 -0.001854 300264 2023-03-29 \n", " 2476 -0.001761 3240.0568 -0.007008 -0.001640 300264 2023-03-30 \n", " 2477 -0.001436 3261.2485 -0.027086 0.006519 300264 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 0 6.20 201301 \n", " 1 6.31 201301 \n", " 2 6.30 201301 \n", " 3 6.43 201301 \n", " 4 6.27 201301 \n", " ... ... ... \n", " 2473 7.33 202303 \n", " 2474 7.16 202303 \n", " 2475 7.11 202303 \n", " 2476 6.92 202303 \n", " 2477 7.16 202303 \n", " \n", " [2478 rows x 26 columns],\n", " 300271: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 0 2.257776e+07 3.4813 0.000107 0.003761 0.010096 -0.002014 \n", " 1 6.832846e+07 5.2856 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 4.613629e+07 4.1459 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 6.037879e+07 3.6575 0.000107 0.003885 0.002622 0.004782 \n", " 4 6.113224e+07 5.4972 0.000107 -0.016251 -0.004473 0.000358 \n", " ... ... ... ... ... ... ... \n", " 2573 5.213709e+08 7.2906 0.000067 -0.006374 0.002265 -0.003920 \n", " 2574 3.748798e+08 8.9804 0.000067 0.000790 -0.005440 0.003884 \n", " 2575 2.932590e+08 5.0388 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2576 2.301429e+08 3.5714 0.000067 0.005986 -0.012989 -0.000733 \n", " 2577 2.156705e+08 5.5838 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 0 -0.004582 0.000641 2285.3640 0.020673 ... NaN NaN \n", " 1 -0.001519 0.002452 2276.0700 0.027745 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 -0.002491 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 0.027871 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 -0.026210 ... 0.004782 -0.003027 \n", " ... ... ... ... ... ... ... ... \n", " 2573 -0.000093 -0.003669 3251.3971 0.051835 ... -0.007370 0.000867 \n", " 2574 0.000231 0.002473 3245.3760 -0.035225 ... -0.003920 -0.000093 \n", " 2575 -0.000682 -0.001761 3240.0568 -0.023530 ... 0.003884 0.000231 \n", " 2576 0.008088 -0.001436 3261.2485 -0.023082 ... -0.004080 -0.000682 \n", " 2577 -0.005996 -0.001176 3272.8602 0.036875 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 0 NaN NaN NaN NaN 300271 2013-01-07 \n", " 1 0.000641 2285.3640 0.020673 0.003670 300271 2013-01-08 \n", " 2 0.002452 2276.0700 0.027745 -0.004075 300271 2013-01-09 \n", " 3 -0.000336 2275.3400 -0.002491 -0.000321 300271 2013-01-10 \n", " 4 0.000300 2283.6580 0.027871 0.003649 300271 2013-01-11 \n", " ... ... ... ... ... ... ... \n", " 2573 -0.004280 3265.6537 0.001972 -0.006409 300271 2023-03-27 \n", " 2574 -0.003669 3251.3971 0.051835 -0.004375 300271 2023-03-28 \n", " 2575 0.002473 3245.3760 -0.035225 -0.001854 300271 2023-03-29 \n", " 2576 -0.001761 3240.0568 -0.023530 -0.001640 300271 2023-03-30 \n", " 2577 -0.001436 3261.2485 -0.023082 0.006519 300271 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 0 11.73 201301 \n", " 1 12.06 201301 \n", " 2 12.03 201301 \n", " 3 12.37 201301 \n", " 4 12.05 201301 \n", " ... ... ... \n", " 2573 10.69 202303 \n", " 2574 10.32 202303 \n", " 2575 10.08 202303 \n", " 2576 9.85 202303 \n", " 2577 10.22 202303 \n", " \n", " [2578 rows x 26 columns],\n", " 300275: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 0 1.543923e+07 1.6412 0.000107 0.003761 0.010096 -0.002014 \n", " 1 3.581596e+07 8.7975 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 3.972792e+07 5.3748 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 6.516855e+07 5.6584 0.000107 0.003885 0.002622 0.004782 \n", " 4 4.374741e+07 3.7402 0.000107 -0.016251 -0.004473 0.000358 \n", " ... ... ... ... ... ... ... \n", " 2754 4.473010e+08 17.2566 0.000067 -0.006374 0.002265 -0.003920 \n", " 2755 8.440021e+08 21.3107 0.000067 0.000790 -0.005440 0.003884 \n", " 2756 5.064804e+08 5.0596 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2757 2.686752e+08 7.7549 0.000067 0.005986 -0.012989 -0.000733 \n", " 2758 2.659003e+08 7.4107 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 0 -0.004582 0.000641 2285.3640 -0.006510 ... NaN NaN \n", " 1 -0.001519 0.002452 2276.0700 0.049467 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 0.027053 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 0.045565 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 -0.011972 ... 0.004782 -0.003027 \n", " ... ... ... ... ... ... ... ... \n", " 2754 -0.000093 -0.003669 3251.3971 0.130485 ... -0.007370 0.000867 \n", " 2755 0.000231 0.002473 3245.3760 0.165597 ... -0.003920 -0.000093 \n", " 2756 -0.000682 -0.001761 3240.0568 -0.040719 ... 0.003884 0.000231 \n", " 2757 0.008088 -0.001436 3261.2485 -0.029126 ... -0.004080 -0.000682 \n", " 2758 -0.005996 -0.001176 3272.8602 0.013147 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 0 NaN NaN NaN NaN 300275 2013-01-07 \n", " 1 0.000641 2285.3640 -0.006510 0.003670 300275 2013-01-08 \n", " 2 0.002452 2276.0700 0.049467 -0.004075 300275 2013-01-09 \n", " 3 -0.000336 2275.3400 0.027053 -0.000321 300275 2013-01-10 \n", " 4 0.000300 2283.6580 0.045565 0.003649 300275 2013-01-11 \n", " ... ... ... ... ... ... ... \n", " 2754 -0.004280 3265.6537 0.003324 -0.006409 300275 2023-03-27 \n", " 2755 -0.003669 3251.3971 0.130485 -0.004375 300275 2023-03-28 \n", " 2756 0.002473 3245.3760 0.165597 -0.001854 300275 2023-03-29 \n", " 2757 -0.001761 3240.0568 -0.040719 -0.001640 300275 2023-03-30 \n", " 2758 -0.001436 3261.2485 -0.029126 0.006519 300275 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 0 26.03 201301 \n", " 1 27.35 201301 \n", " 2 28.10 201301 \n", " 3 29.41 201301 \n", " 4 29.06 201301 \n", " ... ... ... \n", " 2754 20.60 202303 \n", " 2755 24.31 202303 \n", " 2756 23.34 202303 \n", " 2757 22.67 202303 \n", " 2758 22.97 202303 \n", " \n", " [2759 rows x 26 columns],\n", " 300277: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 0 14865751.51 4.4084 0.000107 0.003761 0.010096 -0.002014 \n", " 1 26546316.12 3.9062 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 21636038.84 3.3149 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 18471225.29 2.9412 0.000107 0.003885 0.002622 0.004782 \n", " 4 33207570.44 3.9046 0.000107 -0.016251 -0.004473 0.000358 \n", " ... ... ... ... ... ... ... \n", " 2694 55937359.95 3.3776 0.000067 -0.006374 0.002265 -0.003920 \n", " 2695 33905866.45 3.4105 0.000067 0.000790 -0.005440 0.003884 \n", " 2696 39244362.79 2.4752 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2697 37604978.00 2.6087 0.000067 0.005986 -0.012989 -0.000733 \n", " 2698 38420080.00 3.7975 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 0 -0.004582 0.000641 2285.3640 0.038685 ... NaN NaN \n", " 1 -0.001519 0.002452 2276.0700 0.009995 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 0.014262 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 0.004348 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 0.010788 ... 0.004782 -0.003027 \n", " ... ... ... ... ... ... ... ... \n", " 2694 -0.000093 -0.003669 3251.3971 -0.009697 ... -0.007370 0.000867 \n", " 2695 0.000231 0.002473 3245.3760 -0.015961 ... -0.003920 -0.000093 \n", " 2696 -0.000682 -0.001761 3240.0568 -0.003720 ... 0.003884 0.000231 \n", " 2697 0.008088 -0.001436 3261.2485 -0.018809 ... -0.004080 -0.000682 \n", " 2698 -0.005996 -0.001176 3272.8602 0.020051 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 0 NaN NaN NaN NaN 300277 2013-01-07 \n", " 1 0.000641 2285.3640 0.038685 0.003670 300277 2013-01-08 \n", " 2 0.002452 2276.0700 0.009995 -0.004075 300277 2013-01-09 \n", " 3 -0.000336 2275.3400 0.014262 -0.000321 300277 2013-01-10 \n", " 4 0.000300 2283.6580 0.004348 0.003649 300277 2013-01-11 \n", " ... ... ... ... ... ... ... \n", " 2694 -0.004280 3265.6537 0.013358 -0.006409 300277 2023-03-27 \n", " 2695 -0.003669 3251.3971 -0.009697 -0.004375 300277 2023-03-28 \n", " 2696 0.002473 3245.3760 -0.015961 -0.001854 300277 2023-03-29 \n", " 2697 -0.001761 3240.0568 -0.003720 -0.001640 300277 2023-03-30 \n", " 2698 -0.001436 3261.2485 -0.018809 0.006519 300277 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 0 8.96 201301 \n", " 1 9.05 201301 \n", " 2 9.18 201301 \n", " 3 9.22 201301 \n", " 4 9.32 201301 \n", " ... ... ... \n", " 2694 8.21 202303 \n", " 2695 8.08 202303 \n", " 2696 8.05 202303 \n", " 2697 7.90 202303 \n", " 2698 8.06 202303 \n", " \n", " [2699 rows x 26 columns],\n", " 300287: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 0 2.593693e+07 3.6416 0.000107 0.003761 0.010096 -0.002014 \n", " 1 2.977755e+07 4.2431 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 4.924328e+07 2.4793 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 2.036631e+07 2.7057 0.000107 0.003885 0.002622 0.004782 \n", " 4 4.699370e+07 4.5429 0.000107 -0.016251 -0.004473 0.000358 \n", " ... ... ... ... ... ... ... \n", " 2568 3.312244e+08 3.8724 0.000067 -0.006374 0.002265 -0.003920 \n", " 2569 2.567127e+08 3.8375 0.000067 0.000790 -0.005440 0.003884 \n", " 2570 2.373937e+08 4.3981 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2571 2.803829e+08 5.5684 0.000067 0.005986 -0.012989 -0.000733 \n", " 2572 3.632363e+08 6.8396 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 0 -0.004582 0.000641 2285.3640 0.008060 ... NaN NaN \n", " 1 -0.001519 0.002452 2276.0700 0.039904 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 -0.022849 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 -0.007355 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 0.029101 ... 0.004782 -0.003027 \n", " ... ... ... ... ... ... ... ... \n", " 2568 -0.000093 -0.003669 3251.3971 0.009070 ... -0.007370 0.000867 \n", " 2569 0.000231 0.002473 3245.3760 -0.025144 ... -0.003920 -0.000093 \n", " 2570 -0.000682 -0.001761 3240.0568 -0.002317 ... 0.003884 0.000231 \n", " 2571 0.008088 -0.001436 3261.2485 -0.016375 ... -0.004080 -0.000682 \n", " 2572 -0.005996 -0.001176 3272.8602 0.037041 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 0 NaN NaN NaN NaN 300287 2013-01-07 \n", " 1 0.000641 2285.3640 0.008060 0.003670 300287 2013-01-08 \n", " 2 0.002452 2276.0700 0.039904 -0.004075 300287 2013-01-09 \n", " 3 -0.000336 2275.3400 -0.022849 -0.000321 300287 2013-01-10 \n", " 4 0.000300 2283.6580 -0.007355 0.003649 300287 2013-01-11 \n", " ... ... ... ... ... ... ... \n", " 2568 -0.004280 3265.6537 0.009153 -0.006409 300287 2023-03-27 \n", " 2569 -0.003669 3251.3971 0.009070 -0.004375 300287 2023-03-28 \n", " 2570 0.002473 3245.3760 -0.025144 -0.001854 300287 2023-03-29 \n", " 2571 -0.001761 3240.0568 -0.002317 -0.001640 300287 2023-03-30 \n", " 2572 -0.001436 3261.2485 -0.016375 0.006519 300287 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 0 17.44 201301 \n", " 1 18.15 201301 \n", " 2 17.74 201301 \n", " 3 17.61 201301 \n", " 4 18.13 201301 \n", " ... ... ... \n", " 2568 4.43 202303 \n", " 2569 4.32 202303 \n", " 2570 4.31 202303 \n", " 2571 4.24 202303 \n", " 2572 4.40 202303 \n", " \n", " [2573 rows x 26 columns],\n", " 300288: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 0 4.585852e+07 4.2056 0.000107 0.003761 0.010096 -0.002014 \n", " 1 1.003689e+08 10.7406 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 1.755891e+08 6.4534 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 1.252181e+08 4.9603 0.000107 0.003885 0.002622 0.004782 \n", " 4 2.236812e+08 10.7480 0.000107 -0.016251 -0.004473 0.000358 \n", " ... ... ... ... ... ... ... \n", " 2521 4.535611e+08 5.4730 0.000067 -0.006374 0.002265 -0.003920 \n", " 2522 2.665371e+08 3.5837 0.000067 0.000790 -0.005440 0.003884 \n", " 2523 2.643344e+08 3.9342 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2524 3.031957e+08 5.6537 0.000067 0.005986 -0.012989 -0.000733 \n", " 2525 2.545258e+08 6.3718 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 0 -0.004582 0.000641 2285.3640 0.013614 ... NaN NaN \n", " 1 -0.001519 0.002452 2276.0700 0.095338 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 0.054501 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 0.007905 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 0.095310 ... 0.004782 -0.003027 \n", " ... ... ... ... ... ... ... ... \n", " 2521 -0.000093 -0.003669 3251.3971 -0.019789 ... -0.007370 0.000867 \n", " 2522 0.000231 0.002473 3245.3760 -0.037210 ... -0.003920 -0.000093 \n", " 2523 -0.000682 -0.001761 3240.0568 0.012087 ... 0.003884 0.000231 \n", " 2524 0.008088 -0.001436 3261.2485 -0.058948 ... -0.004080 -0.000682 \n", " 2525 -0.005996 -0.001176 3272.8602 0.055408 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 0 NaN NaN NaN NaN 300288 2013-01-07 \n", " 1 0.000641 2285.3640 0.013614 0.003670 300288 2013-01-08 \n", " 2 0.002452 2276.0700 0.095338 -0.004075 300288 2013-01-09 \n", " 3 -0.000336 2275.3400 0.054501 -0.000321 300288 2013-01-10 \n", " 4 0.000300 2283.6580 0.007905 0.003649 300288 2013-01-11 \n", " ... ... ... ... ... ... ... \n", " 2521 -0.004280 3265.6537 0.037169 -0.006409 300288 2023-03-27 \n", " 2522 -0.003669 3251.3971 -0.019789 -0.004375 300288 2023-03-28 \n", " 2523 0.002473 3245.3760 -0.037210 -0.001854 300288 2023-03-29 \n", " 2524 -0.001761 3240.0568 0.012087 -0.001640 300288 2023-03-30 \n", " 2525 -0.001436 3261.2485 -0.058948 0.006519 300288 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 0 65.08 201301 \n", " 1 71.59 201301 \n", " 2 75.60 201301 \n", " 3 76.20 201301 \n", " 4 83.82 201301 \n", " ... ... ... \n", " 2521 14.51 202303 \n", " 2522 13.98 202303 \n", " 2523 14.15 202303 \n", " 2524 13.34 202303 \n", " 2525 14.10 202303 \n", " \n", " [2526 rows x 26 columns],\n", " 300290: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 0 1.410068e+07 2.8876 0.000107 0.003761 0.010096 -0.002014 \n", " 1 1.860783e+07 3.0019 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 1.557258e+07 2.7830 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 1.549374e+07 3.4771 0.000107 0.003885 0.002622 0.004782 \n", " 4 3.223805e+07 8.0655 0.000107 -0.016251 -0.004473 0.000358 \n", " ... ... ... ... ... ... ... \n", " 2398 2.804252e+08 4.2048 0.000067 -0.006374 0.002265 -0.003920 \n", " 2399 1.578128e+08 3.0303 0.000067 0.000790 -0.005440 0.003884 \n", " 2400 1.048935e+08 3.1481 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2401 1.152520e+08 3.9179 0.000067 0.005986 -0.012989 -0.000733 \n", " 2402 1.189068e+08 4.8170 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 0 -0.004582 0.000641 2285.3640 0.003759 ... NaN NaN \n", " 1 -0.001519 0.002452 2276.0700 -0.011321 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 -0.017869 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 0.021657 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 0.019345 ... 0.004782 -0.003027 \n", " ... ... ... ... ... ... ... ... \n", " 2398 -0.000093 -0.003669 3251.3971 0.025272 ... -0.007370 0.000867 \n", " 2399 0.000231 0.002473 3245.3760 -0.038152 ... -0.003920 -0.000093 \n", " 2400 -0.000682 -0.001761 3240.0568 -0.007435 ... 0.003884 0.000231 \n", " 2401 0.008088 -0.001436 3261.2485 -0.032230 ... -0.004080 -0.000682 \n", " 2402 -0.005996 -0.001176 3272.8602 0.026618 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 0 NaN NaN NaN NaN 300290 2013-01-07 \n", " 1 0.000641 2285.3640 0.003759 0.003670 300290 2013-01-08 \n", " 2 0.002452 2276.0700 -0.011321 -0.004075 300290 2013-01-09 \n", " 3 -0.000336 2275.3400 -0.017869 -0.000321 300290 2013-01-10 \n", " 4 0.000300 2283.6580 0.021657 0.003649 300290 2013-01-11 \n", " ... ... ... ... ... ... ... \n", " 2398 -0.004280 3265.6537 0.018451 -0.006409 300290 2023-03-27 \n", " 2399 -0.003669 3251.3971 0.025272 -0.004375 300290 2023-03-28 \n", " 2400 0.002473 3245.3760 -0.038152 -0.001854 300290 2023-03-29 \n", " 2401 -0.001761 3240.0568 -0.007435 -0.001640 300290 2023-03-30 \n", " 2402 -0.001436 3261.2485 -0.032230 0.006519 300290 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 0 15.99 201301 \n", " 1 15.81 201301 \n", " 2 15.53 201301 \n", " 3 15.87 201301 \n", " 4 16.18 201301 \n", " ... ... ... \n", " 2398 5.61 202303 \n", " 2399 5.40 202303 \n", " 2400 5.36 202303 \n", " 2401 5.19 202303 \n", " 2402 5.33 202303 \n", " \n", " [2403 rows x 26 columns],\n", " 300295: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 0 1.490444e+08 6.5441 0.000107 0.003761 0.010096 -0.002014 \n", " 1 1.291499e+08 6.6836 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 1.548196e+08 7.2955 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 1.216049e+08 5.9549 0.000107 0.003885 0.002622 0.004782 \n", " 4 1.495037e+08 5.8091 0.000107 -0.016251 -0.004473 0.000358 \n", " ... ... ... ... ... ... ... \n", " 2533 8.490253e+07 4.0214 0.000067 -0.006374 0.002265 -0.003920 \n", " 2534 5.504046e+07 2.6930 0.000067 0.000790 -0.005440 0.003884 \n", " 2535 8.734298e+07 5.4079 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2536 2.293997e+08 9.4891 0.000067 0.005986 -0.012989 -0.000733 \n", " 2537 1.729976e+08 5.2065 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 0 -0.004582 0.000641 2285.3640 -0.005751 ... NaN NaN \n", " 1 -0.001519 0.002452 2276.0700 0.015987 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 -0.068754 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 0.018778 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 0.029399 ... 0.004782 -0.003027 \n", " ... ... ... ... ... ... ... ... \n", " 2533 -0.000093 -0.003669 3251.3971 -0.004478 ... -0.007370 0.000867 \n", " 2534 0.000231 0.002473 3245.3760 -0.020862 ... -0.003920 -0.000093 \n", " 2535 -0.000682 -0.001761 3240.0568 0.004572 ... 0.003884 0.000231 \n", " 2536 0.008088 -0.001436 3261.2485 0.016290 ... -0.004080 -0.000682 \n", " 2537 -0.005996 -0.001176 3272.8602 -0.003597 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 0 NaN NaN NaN NaN 300295 2013-01-07 \n", " 1 0.000641 2285.3640 -0.005751 0.003670 300295 2013-01-08 \n", " 2 0.002452 2276.0700 0.015987 -0.004075 300295 2013-01-09 \n", " 3 -0.000336 2275.3400 -0.068754 -0.000321 300295 2013-01-10 \n", " 4 0.000300 2283.6580 0.018778 0.003649 300295 2013-01-11 \n", " ... ... ... ... ... ... ... \n", " 2533 -0.004280 3265.6537 0.015309 -0.006409 300295 2023-03-27 \n", " 2534 -0.003669 3251.3971 -0.004478 -0.004375 300295 2023-03-28 \n", " 2535 0.002473 3245.3760 -0.020862 -0.001854 300295 2023-03-29 \n", " 2536 -0.001761 3240.0568 0.004572 -0.001640 300295 2023-03-30 \n", " 2537 -0.001436 3261.2485 0.016290 0.006519 300295 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 0 58.95 201301 \n", " 1 59.90 201301 \n", " 2 55.92 201301 \n", " 3 56.98 201301 \n", " 4 58.68 201301 \n", " ... ... ... \n", " 2533 11.14 202303 \n", " 2534 10.91 202303 \n", " 2535 10.96 202303 \n", " 2536 11.14 202303 \n", " 2537 11.10 202303 \n", " \n", " [2538 rows x 26 columns],\n", " 300297: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 0 3.167912e+07 2.6627 0.000107 0.003761 0.010096 -0.002014 \n", " 1 4.469890e+07 3.5424 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 3.614358e+07 3.3643 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 2.988017e+07 3.0466 0.000107 0.003885 0.002622 0.004782 \n", " 4 8.336119e+07 5.6206 0.000107 -0.016251 -0.004473 0.000358 \n", " ... ... ... ... ... ... ... \n", " 2322 1.126215e+08 7.1429 0.000063 -0.016462 -0.017199 0.002065 \n", " 2323 5.830765e+07 5.8824 0.000063 0.007378 -0.013330 0.011390 \n", " 2324 7.415658e+07 7.1090 0.000062 -0.046321 -0.021524 0.011949 \n", " 2325 4.932914e+07 8.1633 0.000062 -0.013891 -0.024200 0.001593 \n", " 2326 7.661651e+07 11.7647 0.000061 0.020818 -0.004447 -0.013508 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 0 -0.004582 0.000641 2285.3640 0.018758 ... NaN NaN \n", " 1 -0.001519 0.002452 2276.0700 0.001161 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 -0.029431 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 0.020107 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 0.034526 ... 0.004782 -0.003027 \n", " ... ... ... ... ... ... ... ... \n", " 2322 0.005562 -0.008374 3079.8077 -0.074108 ... -0.007565 -0.000818 \n", " 2323 0.001052 0.001870 3086.9193 -0.046305 ... 0.002065 0.005562 \n", " 2324 0.004015 -0.003004 2928.5118 -0.073743 ... 0.011390 0.001052 \n", " 2325 0.010310 -0.009932 2886.4257 -0.047006 ... 0.011949 0.004015 \n", " 2326 0.006960 -0.004059 2958.2820 0.062196 ... 0.001593 0.010310 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 0 NaN NaN NaN NaN 300297 2013-01-07 \n", " 1 0.000641 2285.3640 0.018758 0.003670 300297 2013-01-08 \n", " 2 0.002452 2276.0700 0.001161 -0.004075 300297 2013-01-09 \n", " 3 -0.000336 2275.3400 -0.029431 -0.000321 300297 2013-01-10 \n", " 4 0.000300 2283.6580 0.020107 0.003649 300297 2013-01-11 \n", " ... ... ... ... ... ... ... \n", " 2322 -0.000305 3151.0498 0.034191 -0.013547 300297 2022-04-21 \n", " 2323 -0.008374 3079.8077 -0.074108 -0.022869 300297 2022-04-22 \n", " 2324 0.001870 3086.9193 -0.046305 0.002306 300297 2022-04-25 \n", " 2325 -0.003004 2928.5118 -0.073743 -0.052679 300297 2022-04-26 \n", " 2326 -0.009932 2886.4257 -0.047006 -0.014475 300297 2022-04-27 \n", " \n", " stkclose YYYYmm \n", " 0 17.22 201301 \n", " 1 17.24 201301 \n", " 2 16.74 201301 \n", " 3 17.08 201301 \n", " 4 17.68 201301 \n", " ... ... ... \n", " 2322 2.21 202204 \n", " 2323 2.11 202204 \n", " 2324 1.96 202204 \n", " 2325 1.87 202204 \n", " 2326 1.99 202204 \n", " \n", " [2327 rows x 26 columns],\n", " 300299: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 0 1.091359e+07 2.9893 0.000107 0.003761 0.010096 -0.002014 \n", " 1 3.075908e+07 7.8376 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 4.939443e+07 9.8879 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 1.730525e+07 3.7975 0.000107 0.003885 0.002622 0.004782 \n", " 4 2.486107e+07 3.7618 0.000107 -0.016251 -0.004473 0.000358 \n", " ... ... ... ... ... ... ... \n", " 2314 8.033075e+08 10.3106 0.000067 -0.006374 0.002265 -0.003920 \n", " 2315 6.391576e+08 5.0122 0.000067 0.000790 -0.005440 0.003884 \n", " 2316 6.453211e+08 12.6394 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2317 4.058124e+08 5.1414 0.000067 0.005986 -0.012989 -0.000733 \n", " 2318 5.310409e+08 9.1384 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 0 -0.004582 0.000641 2285.3640 0.016938 ... NaN NaN \n", " 1 -0.001519 0.002452 2276.0700 0.059760 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 0.040690 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 0.009449 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 0.006873 ... 0.004782 -0.003027 \n", " ... ... ... ... ... ... ... ... \n", " 2314 -0.000093 -0.003669 3251.3971 0.016020 ... -0.007370 0.000867 \n", " 2315 0.000231 0.002473 3245.3760 -0.013539 ... -0.003920 -0.000093 \n", " 2316 -0.000682 -0.001761 3240.0568 -0.036597 ... 0.003884 0.000231 \n", " 2317 0.008088 -0.001436 3261.2485 -0.015544 ... -0.004080 -0.000682 \n", " 2318 -0.005996 -0.001176 3272.8602 0.059549 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 0 NaN NaN NaN NaN 300299 2013-01-07 \n", " 1 0.000641 2285.3640 0.016938 0.003670 300299 2013-01-08 \n", " 2 0.002452 2276.0700 0.059760 -0.004075 300299 2013-01-09 \n", " 3 -0.000336 2275.3400 0.040690 -0.000321 300299 2013-01-10 \n", " 4 0.000300 2283.6580 0.009449 0.003649 300299 2013-01-11 \n", " ... ... ... ... ... ... ... \n", " 2314 -0.004280 3265.6537 0.031548 -0.006409 300299 2023-03-27 \n", " 2315 -0.003669 3251.3971 0.016020 -0.004375 300299 2023-03-28 \n", " 2316 0.002473 3245.3760 -0.013539 -0.001854 300299 2023-03-29 \n", " 2317 -0.001761 3240.0568 -0.036597 -0.001640 300299 2023-03-30 \n", " 2318 -0.001436 3261.2485 -0.015544 0.006519 300299 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 0 14.29 201301 \n", " 1 15.17 201301 \n", " 2 15.80 201301 \n", " 3 15.95 201301 \n", " 4 16.06 201301 \n", " ... ... ... \n", " 2314 8.18 202303 \n", " 2315 8.07 202303 \n", " 2316 7.78 202303 \n", " 2317 7.66 202303 \n", " 2318 8.13 202303 \n", " \n", " [2319 rows x 26 columns],\n", " 300300: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 0 4.954836e+07 4.8381 0.000107 0.003761 0.010096 -0.002014 \n", " 1 4.671037e+07 3.9007 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 5.546245e+07 5.9515 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 3.666283e+07 3.0345 0.000107 0.003885 0.002622 0.004782 \n", " 4 5.421230e+07 3.5515 0.000107 -0.016251 -0.004473 0.000358 \n", " ... ... ... ... ... ... ... \n", " 2472 1.152933e+08 3.7475 0.000067 -0.006374 0.002265 -0.003920 \n", " 2473 7.082776e+07 2.7833 0.000067 0.000790 -0.005440 0.003884 \n", " 2474 6.733928e+07 2.6369 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2475 6.792075e+07 4.2770 0.000067 0.005986 -0.012989 -0.000733 \n", " 2476 6.117340e+07 4.1929 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 0 -0.004582 0.000641 2285.3640 0.025500 ... NaN NaN \n", " 1 -0.001519 0.002452 2276.0700 -0.004977 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 0.032951 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 -0.009702 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 -0.002440 ... 0.004782 -0.003027 \n", " ... ... ... ... ... ... ... ... \n", " 2472 -0.000093 -0.003669 3251.3971 -0.007921 ... -0.007370 0.000867 \n", " 2473 0.000231 0.002473 3245.3760 -0.020081 ... -0.003920 -0.000093 \n", " 2474 -0.000682 -0.001761 3240.0568 -0.004065 ... 0.003884 0.000231 \n", " 2475 0.008088 -0.001436 3261.2485 -0.028928 ... -0.004080 -0.000682 \n", " 2476 -0.005996 -0.001176 3272.8602 0.022799 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 0 NaN NaN NaN NaN 300300 2013-01-07 \n", " 1 0.000641 2285.3640 0.025500 0.003670 300300 2013-01-08 \n", " 2 0.002452 2276.0700 -0.004977 -0.004075 300300 2013-01-09 \n", " 3 -0.000336 2275.3400 0.032951 -0.000321 300300 2013-01-10 \n", " 4 0.000300 2283.6580 -0.009702 0.003649 300300 2013-01-11 \n", " ... ... ... ... ... ... ... \n", " 2472 -0.004280 3265.6537 0.015905 -0.006409 300300 2023-03-27 \n", " 2473 -0.003669 3251.3971 -0.007921 -0.004375 300300 2023-03-28 \n", " 2474 0.002473 3245.3760 -0.020081 -0.001854 300300 2023-03-29 \n", " 2475 -0.001761 3240.0568 -0.004065 -0.001640 300300 2023-03-30 \n", " 2476 -0.001436 3261.2485 -0.028928 0.006519 300300 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 0 28.20 201301 \n", " 1 28.06 201301 \n", " 2 29.00 201301 \n", " 3 28.72 201301 \n", " 4 28.65 201301 \n", " ... ... ... \n", " 2472 5.03 202303 \n", " 2473 4.93 202303 \n", " 2474 4.91 202303 \n", " 2475 4.77 202303 \n", " 2476 4.88 202303 \n", " \n", " [2477 rows x 26 columns],\n", " 300302: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 0 3.273444e+07 8.3962 0.000107 0.003761 0.010096 -0.002014 \n", " 1 2.932744e+07 4.5616 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 1.804498e+07 3.1236 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 3.447320e+07 7.9634 0.000107 0.003885 0.002622 0.004782 \n", " 4 3.118949e+07 4.7902 0.000107 -0.016251 -0.004473 0.000358 \n", " ... ... ... ... ... ... ... \n", " 2645 2.114750e+08 4.5551 0.000067 -0.006374 0.002265 -0.003920 \n", " 2646 1.566115e+08 5.5135 0.000067 0.000790 -0.005440 0.003884 \n", " 2647 1.121244e+08 3.6184 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2648 1.090912e+09 19.7802 0.000067 0.005986 -0.012989 -0.000733 \n", " 2649 9.373490e+08 5.6777 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 0 -0.004582 0.000641 2285.3640 0.063063 ... NaN NaN \n", " 1 -0.001519 0.002452 2276.0700 -0.007557 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 -0.025306 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 0.076622 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 -0.001697 ... 0.004782 -0.003027 \n", " ... ... ... ... ... ... ... ... \n", " 2645 -0.000093 -0.003669 3251.3971 -0.020332 ... -0.007370 0.000867 \n", " 2646 0.000231 0.002473 3245.3760 -0.014154 ... -0.003920 -0.000093 \n", " 2647 -0.000682 -0.001761 3240.0568 -0.002195 ... 0.003884 0.000231 \n", " 2648 0.008088 -0.001436 3261.2485 0.182322 ... -0.004080 -0.000682 \n", " 2649 -0.005996 -0.001176 3272.8602 -0.067228 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 0 NaN NaN NaN NaN 300302 2013-01-07 \n", " 1 0.000641 2285.3640 0.063063 0.003670 300302 2013-01-08 \n", " 2 0.002452 2276.0700 -0.007557 -0.004075 300302 2013-01-09 \n", " 3 -0.000336 2275.3400 -0.025306 -0.000321 300302 2013-01-10 \n", " 4 0.000300 2283.6580 0.076622 0.003649 300302 2013-01-11 \n", " ... ... ... ... ... ... ... \n", " 2645 -0.004280 3265.6537 0.024666 -0.006409 300302 2023-03-27 \n", " 2646 -0.003669 3251.3971 -0.020332 -0.004375 300302 2023-03-28 \n", " 2647 0.002473 3245.3760 -0.014154 -0.001854 300302 2023-03-29 \n", " 2648 -0.001761 3240.0568 -0.002195 -0.001640 300302 2023-03-30 \n", " 2649 -0.001436 3261.2485 0.182322 0.006519 300302 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 0 22.58 201301 \n", " 1 22.41 201301 \n", " 2 21.85 201301 \n", " 3 23.59 201301 \n", " 4 23.55 201301 \n", " ... ... ... \n", " 2645 9.25 202303 \n", " 2646 9.12 202303 \n", " 2647 9.10 202303 \n", " 2648 10.92 202303 \n", " 2649 10.21 202303 \n", " \n", " [2650 rows x 26 columns],\n", " 300310: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 0 2.547278e+07 3.4973 0.000107 0.003761 0.010096 -0.002014 \n", " 1 7.241059e+07 8.9247 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 8.230897e+07 11.4637 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 9.337966e+07 8.3579 0.000107 0.003885 0.002622 0.004782 \n", " 4 7.188888e+07 5.9099 0.000107 -0.016251 -0.004473 0.000358 \n", " ... ... ... ... ... ... ... \n", " 2494 1.030364e+08 3.1963 0.000067 -0.006374 0.002265 -0.003920 \n", " 2495 6.565968e+07 2.7335 0.000067 0.000790 -0.005440 0.003884 \n", " 2496 8.030984e+07 3.0233 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2497 6.931405e+07 3.2258 0.000067 0.005986 -0.012989 -0.000733 \n", " 2498 8.152167e+07 4.5238 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 0 -0.004582 0.000641 2285.3640 0.016261 ... NaN NaN \n", " 1 -0.001519 0.002452 2276.0700 0.049302 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 0.040126 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 0.047056 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 -0.031446 ... 0.004782 -0.003027 \n", " ... ... ... ... ... ... ... ... \n", " 2494 -0.000093 -0.003669 3251.3971 0.002281 ... -0.007370 0.000867 \n", " 2495 0.000231 0.002473 3245.3760 -0.020714 ... -0.003920 -0.000093 \n", " 2496 -0.000682 -0.001761 3240.0568 0.009259 ... 0.003884 0.000231 \n", " 2497 0.008088 -0.001436 3261.2485 -0.032790 ... -0.004080 -0.000682 \n", " 2498 -0.005996 -0.001176 3272.8602 0.032790 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 0 NaN NaN NaN NaN 300310 2013-01-07 \n", " 1 0.000641 2285.3640 0.016261 0.003670 300310 2013-01-08 \n", " 2 0.002452 2276.0700 0.049302 -0.004075 300310 2013-01-09 \n", " 3 -0.000336 2275.3400 0.040126 -0.000321 300310 2013-01-10 \n", " 4 0.000300 2283.6580 0.047056 0.003649 300310 2013-01-11 \n", " ... ... ... ... ... ... ... \n", " 2494 -0.004280 3265.6537 0.011481 -0.006409 300310 2023-03-27 \n", " 2495 -0.003669 3251.3971 0.002281 -0.004375 300310 2023-03-28 \n", " 2496 0.002473 3245.3760 -0.020714 -0.001854 300310 2023-03-29 \n", " 2497 -0.001761 3240.0568 0.009259 -0.001640 300310 2023-03-30 \n", " 2498 -0.001436 3261.2485 -0.032790 0.006519 300310 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 0 9.30 201301 \n", " 1 9.77 201301 \n", " 2 10.17 201301 \n", " 3 10.66 201301 \n", " 4 10.33 201301 \n", " ... ... ... \n", " 2494 4.39 202303 \n", " 2495 4.30 202303 \n", " 2496 4.34 202303 \n", " 2497 4.20 202303 \n", " 2498 4.34 202303 \n", " \n", " [2499 rows x 26 columns],\n", " 300311: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 0 1.915051e+07 2.9236 0.000107 0.003761 0.010096 -0.002014 \n", " 1 3.167741e+07 4.5812 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 2.236484e+07 3.0421 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 1.460788e+07 2.3133 0.000107 0.003885 0.002622 0.004782 \n", " 4 5.803877e+07 8.2563 0.000107 -0.016251 -0.004473 0.000358 \n", " ... ... ... ... ... ... ... \n", " 2492 4.402649e+08 4.1457 0.000067 -0.006374 0.002265 -0.003920 \n", " 2493 8.445371e+08 10.1863 0.000067 0.000790 -0.005440 0.003884 \n", " 2494 5.685753e+08 5.2248 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2495 3.324612e+08 4.2714 0.000067 0.005986 -0.012989 -0.000733 \n", " 2496 2.698193e+08 3.8412 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 0 -0.004582 0.000641 2285.3640 0.015167 ... NaN NaN \n", " 1 -0.001519 0.002452 2276.0700 0.011064 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 -0.020929 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 0.000661 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 0.035683 ... 0.004782 -0.003027 \n", " ... ... ... ... ... ... ... ... \n", " 2492 -0.000093 -0.003669 3251.3971 0.011243 ... -0.007370 0.000867 \n", " 2493 0.000231 0.002473 3245.3760 0.022114 ... -0.003920 -0.000093 \n", " 2494 -0.000682 -0.001761 3240.0568 -0.033357 ... 0.003884 0.000231 \n", " 2495 0.008088 -0.001436 3261.2485 -0.019024 ... -0.004080 -0.000682 \n", " 2496 -0.005996 -0.001176 3272.8602 0.013986 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 0 NaN NaN NaN NaN 300311 2013-01-07 \n", " 1 0.000641 2285.3640 0.015167 0.003670 300311 2013-01-08 \n", " 2 0.002452 2276.0700 0.011064 -0.004075 300311 2013-01-09 \n", " 3 -0.000336 2275.3400 -0.020929 -0.000321 300311 2013-01-10 \n", " 4 0.000300 2283.6580 0.000661 0.003649 300311 2013-01-11 \n", " ... ... ... ... ... ... ... \n", " 2492 -0.004280 3265.6537 0.020305 -0.006409 300311 2023-03-27 \n", " 2493 -0.003669 3251.3971 0.011243 -0.004375 300311 2023-03-28 \n", " 2494 0.002473 3245.3760 0.022114 -0.001854 300311 2023-03-29 \n", " 2495 -0.001761 3240.0568 -0.033357 -0.001640 300311 2023-03-30 \n", " 2496 -0.001436 3261.2485 -0.019024 0.006519 300311 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 0 15.28 201301 \n", " 1 15.45 201301 \n", " 2 15.13 201301 \n", " 3 15.14 201301 \n", " 4 15.69 201301 \n", " ... ... ... \n", " 2492 8.05 202303 \n", " 2493 8.23 202303 \n", " 2494 7.96 202303 \n", " 2495 7.81 202303 \n", " 2496 7.92 202303 \n", " \n", " [2497 rows x 26 columns],\n", " 300312: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 0 30767279.40 4.1810 0.000107 0.003761 0.010096 -0.002014 \n", " 1 52907581.60 5.6983 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 52444291.05 6.4498 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 29968715.23 4.4208 0.000107 0.003885 0.002622 0.004782 \n", " 4 70329139.89 5.0113 0.000107 -0.016251 -0.004473 0.000358 \n", " ... ... ... ... ... ... ... \n", " 1835 2866704.24 5.7143 0.000055 0.008619 -0.001737 -0.005880 \n", " 1836 2320121.50 2.8571 0.000055 0.008683 0.002908 -0.002756 \n", " 1837 3429476.66 5.7143 0.000055 -0.011007 -0.008222 0.009942 \n", " 1838 5226429.28 9.0909 0.000055 0.010109 -0.005205 -0.010219 \n", " 1839 10876985.38 15.1515 0.000055 -0.002602 0.002861 0.000206 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 0 -0.004582 0.000641 2285.3640 0.024888 ... NaN NaN \n", " 1 -0.001519 0.002452 2276.0700 0.013319 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 -0.014996 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 -0.006175 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 0.029406 ... 0.004782 -0.003027 \n", " ... ... ... ... ... ... ... ... \n", " 1835 0.003050 0.000179 3379.1852 0.000000 ... -0.011691 -0.000314 \n", " 1836 -0.001768 0.004125 3409.2103 0.000000 ... -0.005880 0.003050 \n", " 1837 0.002752 -0.003304 3361.5177 -0.058841 ... -0.002756 -0.001768 \n", " 1838 0.001436 -0.003297 3398.6161 0.000000 ... 0.009942 0.002752 \n", " 1839 0.002798 0.001232 3387.6373 -0.095310 ... -0.010219 0.001436 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 0 NaN NaN NaN NaN 300312 2013-01-07 \n", " 1 0.000641 2285.3640 0.024888 0.003670 300312 2013-01-08 \n", " 2 0.002452 2276.0700 0.013319 -0.004075 300312 2013-01-09 \n", " 3 -0.000336 2275.3400 -0.014996 -0.000321 300312 2013-01-10 \n", " 4 0.000300 2283.6580 -0.006175 0.003649 300312 2013-01-11 \n", " ... ... ... ... ... ... ... \n", " 1835 -0.003636 3349.7470 -0.028171 0.008875 300312 2022-06-27 \n", " 1836 0.000179 3379.1852 0.000000 0.008750 300312 2022-06-28 \n", " 1837 0.004125 3409.2103 0.000000 0.008846 300312 2022-06-29 \n", " 1838 -0.003304 3361.5177 -0.058841 -0.014088 300312 2022-06-30 \n", " 1839 -0.003297 3398.6161 0.000000 0.010976 300312 2022-07-01 \n", " \n", " stkclose YYYYmm \n", " 0 17.90 201301 \n", " 1 18.14 201301 \n", " 2 17.87 201301 \n", " 3 17.76 201301 \n", " 4 18.29 201301 \n", " ... ... ... \n", " 1835 0.35 202206 \n", " 1836 0.35 202206 \n", " 1837 0.33 202206 \n", " 1838 0.33 202206 \n", " 1839 0.30 202207 \n", " \n", " [1840 rows x 26 columns],\n", " 300315: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 0 2.425275e+05 0.0000 0.000107 0.000628 0.004607 -0.002198 \n", " 1 7.069294e+06 0.0000 0.000107 -0.008720 0.003589 -0.005819 \n", " 2 2.078527e+08 3.6794 0.000107 0.005547 0.003755 -0.001721 \n", " 3 1.155181e+08 3.8829 0.000106 -0.005368 0.014338 0.003640 \n", " 4 9.151941e+07 5.2711 0.000106 -0.015035 0.000480 -0.000049 \n", " ... ... ... ... ... ... ... \n", " 2261 4.425687e+08 4.2755 0.000067 -0.006374 0.002265 -0.003920 \n", " 2262 3.440830e+08 4.0284 0.000067 0.000790 -0.005440 0.003884 \n", " 2263 3.124563e+08 2.3866 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2264 3.002037e+08 3.1175 0.000067 0.005986 -0.012989 -0.000733 \n", " 2265 4.774464e+08 6.8293 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 0 -0.003860 0.001619 2434.4770 0.095491 ... NaN NaN \n", " 1 -0.001831 0.008038 2418.5300 0.095409 ... -0.002198 -0.003860 \n", " 2 0.003199 0.000454 2432.4020 0.095191 ... -0.005819 -0.001831 \n", " 3 -0.004135 0.001124 2421.5580 -0.008398 ... -0.001721 0.003199 \n", " 4 -0.006652 0.001720 2382.9140 0.011381 ... 0.003640 -0.004135 \n", " ... ... ... ... ... ... ... ... \n", " 2261 -0.000093 -0.003669 3251.3971 0.002372 ... -0.007370 0.000867 \n", " 2262 0.000231 0.002473 3245.3760 -0.007134 ... -0.003920 -0.000093 \n", " 2263 -0.000682 -0.001761 3240.0568 -0.004785 ... 0.003884 0.000231 \n", " 2264 0.008088 -0.001436 3261.2485 -0.016929 ... -0.004080 -0.000682 \n", " 2265 -0.005996 -0.001176 3272.8602 0.052268 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 0 NaN NaN NaN NaN 300315 2013-02-06 \n", " 1 0.001619 2434.4770 0.095491 0.000553 300315 2013-02-07 \n", " 2 0.008038 2418.5300 0.095409 -0.006572 300315 2013-02-08 \n", " 3 0.000454 2432.4020 0.095191 0.005719 300315 2013-02-18 \n", " 4 0.001124 2421.5580 -0.008398 -0.004468 300315 2013-02-19 \n", " ... ... ... ... ... ... ... \n", " 2261 -0.004280 3265.6537 0.019185 -0.006409 300315 2023-03-27 \n", " 2262 -0.003669 3251.3971 0.002372 -0.004375 300315 2023-03-28 \n", " 2263 0.002473 3245.3760 -0.007134 -0.001854 300315 2023-03-29 \n", " 2264 -0.001761 3240.0568 -0.004785 -0.001640 300315 2023-03-30 \n", " 2265 -0.001436 3261.2485 -0.016929 0.006519 300315 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 0 27.67 201302 \n", " 1 30.44 201302 \n", " 2 33.48 201302 \n", " 3 33.20 201302 \n", " 4 33.58 201302 \n", " ... ... ... \n", " 2261 4.22 202303 \n", " 2262 4.19 202303 \n", " 2263 4.17 202303 \n", " 2264 4.10 202303 \n", " 2265 4.32 202303 \n", " \n", " [2266 rows x 26 columns],\n", " 300324: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 0 5.355096e+07 8.1826 0.000107 0.003761 0.010096 -0.002014 \n", " 1 4.084699e+07 4.2905 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 3.367304e+07 4.4325 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 3.618594e+07 5.5637 0.000107 0.003885 0.002622 0.004782 \n", " 4 6.959533e+07 7.2816 0.000107 -0.016251 -0.004473 0.000358 \n", " ... ... ... ... ... ... ... \n", " 2277 1.869549e+08 3.4884 0.000067 -0.006374 0.002265 -0.003920 \n", " 2278 1.430807e+08 2.6087 0.000067 0.000790 -0.005440 0.003884 \n", " 2279 1.404552e+08 2.9762 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2280 1.156870e+08 2.9762 0.000067 0.005986 -0.012989 -0.000733 \n", " 2281 1.438218e+08 4.8632 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 0 -0.004582 0.000641 2285.3640 0.055642 ... NaN NaN \n", " 1 -0.001519 0.002452 2276.0700 -0.006753 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 -0.041799 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 0.030442 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 0.038649 ... 0.004782 -0.003027 \n", " ... ... ... ... ... ... ... ... \n", " 2277 -0.000093 -0.003669 3251.3971 0.002903 ... -0.007370 0.000867 \n", " 2278 0.000231 0.002473 3245.3760 -0.026433 ... -0.003920 -0.000093 \n", " 2279 -0.000682 -0.001761 3240.0568 0.000000 ... 0.003884 0.000231 \n", " 2280 0.008088 -0.001436 3261.2485 -0.021053 ... -0.004080 -0.000682 \n", " 2281 -0.005996 -0.001176 3272.8602 0.024025 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 0 NaN NaN NaN NaN 300324 2013-01-07 \n", " 1 0.000641 2285.3640 0.055642 0.003670 300324 2013-01-08 \n", " 2 0.002452 2276.0700 -0.006753 -0.004075 300324 2013-01-09 \n", " 3 -0.000336 2275.3400 -0.041799 -0.000321 300324 2013-01-10 \n", " 4 0.000300 2283.6580 0.030442 0.003649 300324 2013-01-11 \n", " ... ... ... ... ... ... ... \n", " 2277 -0.004280 3265.6537 0.020559 -0.006409 300324 2023-03-27 \n", " 2278 -0.003669 3251.3971 0.002903 -0.004375 300324 2023-03-28 \n", " 2279 0.002473 3245.3760 -0.026433 -0.001854 300324 2023-03-29 \n", " 2280 -0.001761 3240.0568 0.000000 -0.001640 300324 2023-03-30 \n", " 2281 -0.001436 3261.2485 -0.021053 0.006519 300324 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 0 35.66 201301 \n", " 1 35.42 201301 \n", " 2 33.97 201301 \n", " 3 35.02 201301 \n", " 4 36.40 201301 \n", " ... ... ... \n", " 2277 3.45 202303 \n", " 2278 3.36 202303 \n", " 2279 3.36 202303 \n", " 2280 3.29 202303 \n", " 2281 3.37 202303 \n", " \n", " [2282 rows x 26 columns],\n", " 300330: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 0 24103133.82 3.2810 0.000107 0.003761 0.010096 -0.002014 \n", " 1 28381323.67 3.0877 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 24802555.23 4.6775 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 19202334.96 2.1076 0.000107 0.003885 0.002622 0.004782 \n", " 4 42068649.39 3.8434 0.000107 -0.016251 -0.004473 0.000358 \n", " ... ... ... ... ... ... ... \n", " 2405 27361940.00 2.5614 0.000051 -0.008687 0.006223 0.002262 \n", " 2406 26893827.00 2.3429 0.000050 0.001369 -0.000292 -0.005239 \n", " 2407 29821153.00 6.1768 0.000049 -0.021983 -0.020929 -0.001080 \n", " 2408 30188837.65 4.4643 0.000048 -0.008300 0.000561 -0.003961 \n", " 2409 47239002.36 5.5310 0.000047 0.008242 0.008026 -0.000986 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 0 -0.004582 0.000641 2285.3640 0.016272 ... NaN NaN \n", " 1 -0.001519 0.002452 2276.0700 -0.009873 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 -0.025118 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 0.002178 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 0.012252 ... 0.004782 -0.003027 \n", " ... ... ... ... ... ... ... ... \n", " 2405 -0.000595 0.000949 3253.2382 0.002132 ... -0.000929 0.001469 \n", " 2406 0.000096 -0.003847 3259.9585 0.000000 ... 0.002262 -0.000595 \n", " 2407 0.000652 0.001227 3186.2664 -0.046875 ... -0.005239 0.000096 \n", " 2408 -0.001973 -0.000202 3163.6741 0.008889 ... -0.001080 0.000652 \n", " 2409 -0.003941 0.000403 3189.0391 0.046470 ... -0.003961 -0.001973 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 0 NaN NaN NaN NaN 300330 2013-01-07 \n", " 1 0.000641 2285.3640 0.016272 0.003670 300330 2013-01-08 \n", " 2 0.002452 2276.0700 -0.009873 -0.004075 300330 2013-01-09 \n", " 3 -0.000336 2275.3400 -0.025118 -0.000321 300330 2013-01-10 \n", " 4 0.000300 2283.6580 0.002178 0.003649 300330 2013-01-11 \n", " ... ... ... ... ... ... ... \n", " 2405 -0.000454 3282.5758 0.018310 0.002080 300330 2022-07-29 \n", " 2406 0.000949 3253.2382 0.002132 -0.008978 300330 2022-08-01 \n", " 2407 -0.003847 3259.9585 0.000000 0.002064 300330 2022-08-02 \n", " 2408 0.001227 3186.2664 -0.046875 -0.022865 300330 2022-08-03 \n", " 2409 -0.000202 3163.6741 0.008889 -0.007116 300330 2022-08-04 \n", " \n", " stkclose YYYYmm \n", " 0 14.25 201301 \n", " 1 14.11 201301 \n", " 2 13.76 201301 \n", " 3 13.79 201301 \n", " 4 13.96 201301 \n", " ... ... ... \n", " 2405 9.39 202207 \n", " 2406 9.39 202208 \n", " 2407 8.96 202208 \n", " 2408 9.04 202208 \n", " 2409 9.47 202208 \n", " \n", " [2410 rows x 26 columns],\n", " 300333: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 0 5.770212e+07 3.6866 0.000107 0.003761 0.010096 -0.002014 \n", " 1 7.911023e+07 3.7149 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 7.155541e+07 5.1423 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 5.899602e+07 4.6524 0.000107 0.003885 0.002622 0.004782 \n", " 4 1.235574e+08 6.3796 0.000107 -0.016251 -0.004473 0.000358 \n", " ... ... ... ... ... ... ... \n", " 2610 9.578119e+07 3.7190 0.000067 -0.006374 0.002265 -0.003920 \n", " 2611 5.520051e+07 2.4931 0.000067 0.000790 -0.005440 0.003884 \n", " 2612 6.242658e+07 3.1030 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2613 5.599630e+07 3.0899 0.000067 0.005986 -0.012989 -0.000733 \n", " 2614 7.434370e+07 4.2553 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 0 -0.004582 0.000641 2285.3640 0.019773 ... NaN NaN \n", " 1 -0.001519 0.002452 2276.0700 0.005507 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 -0.045973 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 -0.016869 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 0.045214 ... 0.004782 -0.003027 \n", " ... ... ... ... ... ... ... ... \n", " 2610 -0.000093 -0.003669 3251.3971 -0.005525 ... -0.007370 0.000867 \n", " 2611 0.000231 0.002473 3245.3760 -0.018170 ... -0.003920 -0.000093 \n", " 2612 -0.000682 -0.001761 3240.0568 0.004222 ... 0.003884 0.000231 \n", " 2613 0.008088 -0.001436 3261.2485 -0.009880 ... -0.004080 -0.000682 \n", " 2614 -0.005996 -0.001176 3272.8602 0.019664 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 0 NaN NaN NaN NaN 300333 2013-01-07 \n", " 1 0.000641 2285.3640 0.019773 0.003670 300333 2013-01-08 \n", " 2 0.002452 2276.0700 0.005507 -0.004075 300333 2013-01-09 \n", " 3 -0.000336 2275.3400 -0.045973 -0.000321 300333 2013-01-10 \n", " 4 0.000300 2283.6580 -0.016869 0.003649 300333 2013-01-11 \n", " ... ... ... ... ... ... ... \n", " 2610 -0.004280 3265.6537 0.008299 -0.006409 300333 2023-03-27 \n", " 2611 -0.003669 3251.3971 -0.005525 -0.004375 300333 2023-03-28 \n", " 2612 0.002473 3245.3760 -0.018170 -0.001854 300333 2023-03-29 \n", " 2613 -0.001761 3240.0568 0.004222 -0.001640 300333 2023-03-30 \n", " 2614 -0.001436 3261.2485 -0.009880 0.006519 300333 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 0 19.92 201301 \n", " 1 20.03 201301 \n", " 2 19.13 201301 \n", " 3 18.81 201301 \n", " 4 19.68 201301 \n", " ... ... ... \n", " 2610 7.22 202303 \n", " 2611 7.09 202303 \n", " 2612 7.12 202303 \n", " 2613 7.05 202303 \n", " 2614 7.19 202303 \n", " \n", " [2615 rows x 26 columns],\n", " 300339: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 0 2.708387e+07 2.8653 0.000107 0.003761 0.010096 -0.002014 \n", " 1 3.958185e+07 7.0538 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 3.494349e+07 5.1934 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 1.739681e+07 3.0601 0.000107 0.003885 0.002622 0.004782 \n", " 4 4.213125e+07 0.0000 0.000107 -0.016251 -0.004473 0.000358 \n", " ... ... ... ... ... ... ... \n", " 2445 4.517960e+09 7.4717 0.000067 -0.006374 0.002265 -0.003920 \n", " 2446 3.154005e+09 6.5838 0.000067 0.000790 -0.005440 0.003884 \n", " 2447 2.415518e+09 4.7438 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2448 1.347498e+09 3.4429 0.000067 0.005986 -0.012989 -0.000733 \n", " 2449 1.575980e+09 4.8169 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 0 -0.004582 0.000641 2285.3640 0.005358 ... NaN NaN \n", " 1 -0.001519 0.002452 2276.0700 0.021847 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 -0.044182 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 0.001092 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 0.095376 ... 0.004782 -0.003027 \n", " ... ... ... ... ... ... ... ... \n", " 2445 -0.000093 -0.003669 3251.3971 0.031206 ... -0.007370 0.000867 \n", " 2446 0.000231 0.002473 3245.3760 -0.036883 ... -0.003920 -0.000093 \n", " 2447 -0.000682 -0.001761 3240.0568 -0.030440 ... 0.003884 0.000231 \n", " 2448 0.008088 -0.001436 3261.2485 -0.017364 ... -0.004080 -0.000682 \n", " 2449 -0.005996 -0.001176 3272.8602 0.036353 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 0 NaN NaN NaN NaN 300339 2013-01-07 \n", " 1 0.000641 2285.3640 0.005358 0.003670 300339 2013-01-08 \n", " 2 0.002452 2276.0700 0.021847 -0.004075 300339 2013-01-09 \n", " 3 -0.000336 2275.3400 -0.044182 -0.000321 300339 2013-01-10 \n", " 4 0.000300 2283.6580 0.001092 0.003649 300339 2013-01-11 \n", " ... ... ... ... ... ... ... \n", " 2445 -0.004280 3265.6537 0.044761 -0.006409 300339 2023-03-27 \n", " 2446 -0.003669 3251.3971 0.031206 -0.004375 300339 2023-03-28 \n", " 2447 0.002473 3245.3760 -0.036883 -0.001854 300339 2023-03-29 \n", " 2448 -0.001761 3240.0568 -0.030440 -0.001640 300339 2023-03-30 \n", " 2449 -0.001436 3261.2485 -0.017364 0.006519 300339 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 0 28.07 201301 \n", " 1 28.69 201301 \n", " 2 27.45 201301 \n", " 3 27.48 201301 \n", " 4 30.23 201301 \n", " ... ... ... \n", " 2445 27.34 202303 \n", " 2446 26.35 202303 \n", " 2447 25.56 202303 \n", " 2448 25.12 202303 \n", " 2449 26.05 202303 \n", " \n", " [2450 rows x 26 columns],\n", " 300348: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 0 1.328725e+08 6.0690 0.000107 0.003761 0.010096 -0.002014 \n", " 1 1.543223e+08 10.1289 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 1.190572e+08 4.4280 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 7.834729e+07 3.6129 0.000107 0.003885 0.002622 0.004782 \n", " 4 1.477559e+08 7.8728 0.000107 -0.016251 -0.004473 0.000358 \n", " ... ... ... ... ... ... ... \n", " 2397 8.186350e+08 6.7849 0.000067 -0.006374 0.002265 -0.003920 \n", " 2398 4.570710e+08 3.4328 0.000067 0.000790 -0.005440 0.003884 \n", " 2399 4.472512e+08 2.4710 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2400 3.209319e+08 3.1104 0.000067 0.005986 -0.012989 -0.000733 \n", " 2401 4.361929e+08 6.2205 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 0 -0.004582 0.000641 2285.3640 0.003690 ... NaN NaN \n", " 1 -0.001519 0.002452 2276.0700 -0.001843 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 -0.047868 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 0.003863 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 0.018466 ... 0.004782 -0.003027 \n", " ... ... ... ... ... ... ... ... \n", " 2397 -0.000093 -0.003669 3251.3971 0.032616 ... -0.007370 0.000867 \n", " 2398 0.000231 0.002473 3245.3760 -0.034159 ... -0.003920 -0.000093 \n", " 2399 -0.000682 -0.001761 3240.0568 -0.006974 ... 0.003884 0.000231 \n", " 2400 0.008088 -0.001436 3261.2485 -0.012520 ... -0.004080 -0.000682 \n", " 2401 -0.005996 -0.001176 3272.8602 0.036340 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 0 NaN NaN NaN NaN 300348 2013-01-07 \n", " 1 0.000641 2285.3640 0.003690 0.003670 300348 2013-01-08 \n", " 2 0.002452 2276.0700 -0.001843 -0.004075 300348 2013-01-09 \n", " 3 -0.000336 2275.3400 -0.047868 -0.000321 300348 2013-01-10 \n", " 4 0.000300 2283.6580 0.003863 0.003649 300348 2013-01-11 \n", " ... ... ... ... ... ... ... \n", " 2397 -0.004280 3265.6537 0.036111 -0.006409 300348 2023-03-27 \n", " 2398 -0.003669 3251.3971 0.032616 -0.004375 300348 2023-03-28 \n", " 2399 0.002473 3245.3760 -0.034159 -0.001854 300348 2023-03-29 \n", " 2400 -0.001761 3240.0568 -0.006974 -0.001640 300348 2023-03-30 \n", " 2401 -0.001436 3261.2485 -0.012520 0.006519 300348 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 0 32.58 201301 \n", " 1 32.52 201301 \n", " 2 31.00 201301 \n", " 3 31.12 201301 \n", " 4 31.70 201301 \n", " ... ... ... \n", " 2397 13.40 202303 \n", " 2398 12.95 202303 \n", " 2399 12.86 202303 \n", " 2400 12.70 202303 \n", " 2401 13.17 202303 \n", " \n", " [2402 rows x 26 columns],\n", " 300349: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 0 47855156.83 4.9973 0.000109 0.004276 0.012327 0.002508 \n", " 1 37001977.10 2.6096 0.000107 -0.007164 -0.009074 0.003477 \n", " 2 29247882.92 5.0526 0.000105 -0.004707 -0.021352 0.004682 \n", " 3 33955088.34 3.8058 0.000102 0.005524 -0.001820 -0.001224 \n", " 4 44210019.54 3.7158 0.000101 0.028405 -0.006808 0.002783 \n", " ... ... ... ... ... ... ... \n", " 1237 76836392.24 3.6519 0.000067 -0.006374 0.002265 -0.003920 \n", " 1238 37964863.54 2.4721 0.000067 0.000790 -0.005440 0.003884 \n", " 1239 40765594.95 3.3415 0.000067 -0.002534 -0.005063 -0.004080 \n", " 1240 46691286.80 4.2605 0.000067 0.005986 -0.012989 -0.000733 \n", " 1241 27884603.38 1.6556 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 0 -0.005535 0.001363 2786.8878 0.018436 ... NaN NaN \n", " 1 0.000163 0.003963 2759.1260 -0.008386 ... 0.002508 -0.005535 \n", " 2 0.002555 0.003773 2733.8819 -0.046871 ... 0.003477 0.000163 \n", " 3 0.000225 -0.001017 2747.2285 0.009333 ... 0.004682 0.002555 \n", " 4 0.005306 -0.002450 2815.1095 0.038590 ... -0.001224 0.000225 \n", " ... ... ... ... ... ... ... ... \n", " 1237 -0.000093 -0.003669 3251.3971 -0.025975 ... -0.007370 0.000867 \n", " 1238 0.000231 0.002473 3245.3760 -0.021766 ... -0.003920 -0.000093 \n", " 1239 -0.000682 -0.001761 3240.0568 0.013760 ... 0.003884 0.000231 \n", " 1240 0.008088 -0.001436 3261.2485 -0.029366 ... -0.004080 -0.000682 \n", " 1241 -0.005996 -0.001176 3272.8602 0.008244 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 0 NaN NaN NaN NaN 300349 2018-07-03 \n", " 1 0.001363 2786.8878 0.018436 0.004074 300349 2018-07-04 \n", " 2 0.003963 2759.1260 -0.008386 -0.010012 300349 2018-07-05 \n", " 3 0.003773 2733.8819 -0.046871 -0.009191 300349 2018-07-06 \n", " 4 -0.001017 2747.2285 0.009333 0.004870 300349 2018-07-09 \n", " ... ... ... ... ... ... ... \n", " 1237 -0.004280 3265.6537 0.055925 -0.006409 300349 2023-03-27 \n", " 1238 -0.003669 3251.3971 -0.025975 -0.004375 300349 2023-03-28 \n", " 1239 0.002473 3245.3760 -0.021766 -0.001854 300349 2023-03-29 \n", " 1240 -0.001761 3240.0568 0.013760 -0.001640 300349 2023-03-30 \n", " 1241 -0.001436 3261.2485 -0.029366 0.006519 300349 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 0 19.16 201807 \n", " 1 19.00 201807 \n", " 2 18.13 201807 \n", " 3 18.30 201807 \n", " 4 19.02 201807 \n", " ... ... ... \n", " 1237 12.54 202303 \n", " 1238 12.27 202303 \n", " 1239 12.44 202303 \n", " 1240 12.08 202303 \n", " 1241 12.18 202303 \n", " \n", " [1242 rows x 26 columns],\n", " 300352: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 0 9.738868e+07 11.8553 0.000107 0.003761 0.010096 -0.002014 \n", " 1 8.598522e+07 3.9165 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 5.688089e+07 6.8593 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 3.257606e+07 4.0233 0.000107 0.003885 0.002622 0.004782 \n", " 4 8.398017e+07 4.7885 0.000107 -0.016251 -0.004473 0.000358 \n", " ... ... ... ... ... ... ... \n", " 2440 6.254913e+08 3.8801 0.000067 -0.006374 0.002265 -0.003920 \n", " 2441 5.637242e+08 5.0173 0.000067 0.000790 -0.005440 0.003884 \n", " 2442 4.660599e+08 5.8304 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2443 4.071872e+08 4.9296 0.000067 0.005986 -0.012989 -0.000733 \n", " 2444 3.125008e+08 5.1756 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 0 -0.004582 0.000641 2285.3640 0.095310 ... NaN NaN \n", " 1 -0.001519 0.002452 2276.0700 -0.020798 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 0.001167 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 -0.007609 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 0.037762 ... 0.004782 -0.003027 \n", " ... ... ... ... ... ... ... ... \n", " 2440 -0.000093 -0.003669 3251.3971 0.019215 ... -0.007370 0.000867 \n", " 2441 0.000231 0.002473 3245.3760 -0.020980 ... -0.003920 -0.000093 \n", " 2442 -0.000682 -0.001761 3240.0568 0.003527 ... 0.003884 0.000231 \n", " 2443 0.008088 -0.001436 3261.2485 -0.048702 ... -0.004080 -0.000682 \n", " 2444 -0.005996 -0.001176 3272.8602 0.029146 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 0 NaN NaN NaN NaN 300352 2013-01-07 \n", " 1 0.000641 2285.3640 0.095310 0.003670 300352 2013-01-08 \n", " 2 0.002452 2276.0700 -0.020798 -0.004075 300352 2013-01-09 \n", " 3 -0.000336 2275.3400 0.001167 -0.000321 300352 2013-01-10 \n", " 4 0.000300 2283.6580 -0.007609 0.003649 300352 2013-01-11 \n", " ... ... ... ... ... ... ... \n", " 2440 -0.004280 3265.6537 0.030441 -0.006409 300352 2023-03-27 \n", " 2441 -0.003669 3251.3971 0.019215 -0.004375 300352 2023-03-28 \n", " 2442 0.002473 3245.3760 -0.020980 -0.001854 300352 2023-03-29 \n", " 2443 -0.001761 3240.0568 0.003527 -0.001640 300352 2023-03-30 \n", " 2444 -0.001436 3261.2485 -0.048702 0.006519 300352 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 0 34.98 201301 \n", " 1 34.26 201301 \n", " 2 34.30 201301 \n", " 3 34.04 201301 \n", " 4 35.35 201301 \n", " ... ... ... \n", " 2440 5.78 202303 \n", " 2441 5.66 202303 \n", " 2442 5.68 202303 \n", " 2443 5.41 202303 \n", " 2444 5.57 202303 \n", " \n", " [2445 rows x 26 columns],\n", " 300359: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 0 3.379354e+08 6.9142 0.000153 -0.006178 0.006650 -0.003409 \n", " 1 1.713448e+08 7.2410 0.000153 0.004840 0.008616 -0.002447 \n", " 2 3.416279e+08 10.7403 0.000153 -0.010680 0.007270 0.000769 \n", " 3 2.858350e+08 9.4783 0.000153 0.002975 -0.001497 0.004196 \n", " 4 2.612705e+08 6.8522 0.000153 0.005586 0.002377 0.002465 \n", " ... ... ... ... ... ... ... \n", " 2061 1.532094e+08 2.8340 0.000067 -0.006374 0.002265 -0.003920 \n", " 2062 1.243494e+08 2.7248 0.000067 0.000790 -0.005440 0.003884 \n", " 2063 1.033663e+08 2.6462 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2064 1.214975e+08 2.8011 0.000067 0.005986 -0.012989 -0.000733 \n", " 2065 2.099092e+08 5.8488 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 0 -0.002933 0.003065 2042.1800 0.000205 ... NaN NaN \n", " 1 0.000514 0.002356 2054.3920 0.095403 ... -0.003409 -0.002933 \n", " 2 -0.000984 0.000858 2033.3000 0.014991 ... -0.002447 0.000514 \n", " 3 0.001061 -0.001204 2038.5130 0.054686 ... 0.000769 -0.000984 \n", " 4 -0.003735 0.001197 2049.9140 -0.067441 ... 0.004196 0.001061 \n", " ... ... ... ... ... ... ... ... \n", " 2061 -0.000093 -0.003669 3251.3971 -0.009492 ... -0.007370 0.000867 \n", " 2062 0.000231 0.002473 3245.3760 -0.022039 ... -0.003920 -0.000093 \n", " 2063 -0.000682 -0.001761 3240.0568 -0.005587 ... 0.003884 0.000231 \n", " 2064 0.008088 -0.001436 3261.2485 -0.018375 ... -0.004080 -0.000682 \n", " 2065 -0.005996 -0.001176 3272.8602 0.048722 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 0 NaN NaN NaN NaN 300359 2014-01-23 \n", " 1 0.003065 2042.1800 0.000205 -0.004675 300359 2014-01-24 \n", " 2 0.002356 2054.3920 0.095403 0.005962 300359 2014-01-27 \n", " 3 0.000858 2033.3000 0.014991 -0.010320 300359 2014-01-28 \n", " 4 -0.001204 2038.5130 0.054686 0.002561 300359 2014-01-29 \n", " ... ... ... ... ... ... ... \n", " 2061 -0.004280 3265.6537 0.017700 -0.006409 300359 2023-03-27 \n", " 2062 -0.003669 3251.3971 -0.009492 -0.004375 300359 2023-03-28 \n", " 2063 0.002473 3245.3760 -0.022039 -0.001854 300359 2023-03-29 \n", " 2064 -0.001761 3240.0568 -0.005587 -0.001640 300359 2023-03-30 \n", " 2065 -0.001436 3261.2485 -0.018375 0.006519 300359 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 0 48.75 201401 \n", " 1 53.63 201401 \n", " 2 54.44 201401 \n", " 3 57.50 201401 \n", " 4 53.75 201401 \n", " ... ... ... \n", " 2061 7.34 202303 \n", " 2062 7.18 202303 \n", " 2063 7.14 202303 \n", " 2064 7.01 202303 \n", " 2065 7.36 202303 \n", " \n", " [2066 rows x 26 columns],\n", " 300365: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 0 2.738763e+08 7.7866 0.000153 -0.010680 0.007270 0.000769 \n", " 1 1.658819e+08 8.3899 0.000153 0.002975 -0.001497 0.004196 \n", " 2 1.071697e+08 2.4258 0.000153 0.005586 0.002377 0.002465 \n", " 3 1.132476e+08 6.3291 0.000153 -0.008177 0.004555 0.000768 \n", " 4 7.153026e+07 5.8790 0.000153 0.003443 0.009808 -0.003071 \n", " ... ... ... ... ... ... ... \n", " 2166 1.932874e+08 4.0840 0.000067 -0.006374 0.002265 -0.003920 \n", " 2167 1.279830e+08 3.1963 0.000067 0.000790 -0.005440 0.003884 \n", " 2168 7.856029e+07 2.0024 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2169 1.345171e+08 4.5882 0.000067 0.005986 -0.012989 -0.000733 \n", " 2170 1.217015e+08 5.2381 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 0 -0.000984 0.000858 2033.3000 -0.102571 ... NaN NaN \n", " 1 0.001061 -0.001204 2038.5130 -0.027201 ... 0.000769 -0.000984 \n", " 2 -0.003735 0.001197 2049.9140 -0.021343 ... 0.004196 0.001061 \n", " 3 -0.002039 0.001219 2033.0830 -0.058554 ... 0.002465 -0.003735 \n", " 4 -0.006884 0.003933 2044.4970 0.034557 ... 0.000768 -0.002039 \n", " ... ... ... ... ... ... ... ... \n", " 2166 -0.000093 -0.003669 3251.3971 0.021928 ... -0.007370 0.000867 \n", " 2167 0.000231 0.002473 3245.3760 -0.031307 ... -0.003920 -0.000093 \n", " 2168 -0.000682 -0.001761 3240.0568 0.001177 ... 0.003884 0.000231 \n", " 2169 0.008088 -0.001436 3261.2485 -0.011834 ... -0.004080 -0.000682 \n", " 2170 -0.005996 -0.001176 3272.8602 0.025853 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 0 NaN NaN NaN NaN 300365 2014-01-27 \n", " 1 0.000858 2033.3000 -0.102571 -0.010320 300365 2014-01-28 \n", " 2 -0.001204 2038.5130 -0.027201 0.002561 300365 2014-01-29 \n", " 3 0.001197 2049.9140 -0.021343 0.005577 300365 2014-01-30 \n", " 4 0.001219 2033.0830 -0.058554 -0.008244 300365 2014-02-07 \n", " ... ... ... ... ... ... ... \n", " 2166 -0.004280 3265.6537 0.011737 -0.006409 300365 2023-03-27 \n", " 2167 -0.003669 3251.3971 0.021928 -0.004375 300365 2023-03-28 \n", " 2168 0.002473 3245.3760 -0.031307 -0.001854 300365 2023-03-29 \n", " 2169 -0.001761 3240.0568 0.001177 -0.001640 300365 2023-03-30 \n", " 2170 -0.001436 3261.2485 -0.011834 0.006519 300365 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 0 58.88 201401 \n", " 1 57.30 201401 \n", " 2 56.09 201401 \n", " 3 52.90 201401 \n", " 4 54.76 201402 \n", " ... ... ... \n", " 2166 8.76 202303 \n", " 2167 8.49 202303 \n", " 2168 8.50 202303 \n", " 2169 8.40 202303 \n", " 2170 8.62 202303 \n", " \n", " [2171 rows x 26 columns],\n", " 300366: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 0 2.674132e+07 0.0000 0.000153 0.005586 0.002377 0.002465 \n", " 1 2.229942e+08 17.1103 0.000153 -0.008177 0.004555 0.000768 \n", " 2 3.122187e+07 0.0000 0.000153 0.009826 -0.003386 -0.000135 \n", " 3 2.297255e+08 6.7578 0.000153 0.001902 0.010043 -0.002638 \n", " 4 3.159399e+08 9.9707 0.000154 -0.003410 -0.005504 0.002523 \n", " ... ... ... ... ... ... ... \n", " 2040 1.100333e+09 3.9544 0.000067 -0.006374 0.002265 -0.003920 \n", " 2041 6.622413e+08 4.4444 0.000067 0.000790 -0.005440 0.003884 \n", " 2042 5.445129e+08 4.8462 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2043 3.904727e+08 4.1667 0.000067 0.005986 -0.012989 -0.000733 \n", " 2044 4.110457e+08 2.9436 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 0 -0.003735 0.001197 2049.9140 0.095342 ... NaN NaN \n", " 1 -0.002039 0.001219 2033.0830 0.071525 ... 0.002465 -0.003735 \n", " 2 0.000008 0.002970 2103.6710 0.095310 ... 0.000768 -0.002039 \n", " 3 -0.002568 0.004625 2109.9550 0.095335 ... -0.000135 0.000008 \n", " 4 0.003192 0.002497 2098.4010 0.092380 ... -0.002638 -0.002568 \n", " ... ... ... ... ... ... ... ... \n", " 2040 -0.000093 -0.003669 3251.3971 0.026268 ... -0.007370 0.000867 \n", " 2041 0.000231 0.002473 3245.3760 -0.037740 ... -0.003920 -0.000093 \n", " 2042 -0.000682 -0.001761 3240.0568 -0.040822 ... 0.003884 0.000231 \n", " 2043 0.008088 -0.001436 3261.2485 -0.020235 ... -0.004080 -0.000682 \n", " 2044 -0.005996 -0.001176 3272.8602 0.011382 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 0 NaN NaN NaN NaN 300366 2014-01-29 \n", " 1 0.001197 2049.9140 0.095342 0.005577 300366 2014-01-30 \n", " 2 0.001219 2033.0830 0.071525 -0.008244 300366 2014-02-11 \n", " 3 0.002970 2103.6710 0.095310 0.034131 300366 2014-02-12 \n", " 4 0.004625 2109.9550 0.095335 0.002983 300366 2014-02-13 \n", " ... ... ... ... ... ... ... \n", " 2040 -0.004280 3265.6537 0.052294 -0.006409 300366 2023-03-27 \n", " 2041 -0.003669 3251.3971 0.026268 -0.004375 300366 2023-03-28 \n", " 2042 0.002473 3245.3760 -0.037740 -0.001854 300366 2023-03-29 \n", " 2043 -0.001761 3240.0568 -0.040822 -0.001640 300366 2023-03-30 \n", " 2044 -0.001436 3261.2485 -0.020235 0.006519 300366 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 0 31.56 201401 \n", " 1 33.90 201401 \n", " 2 37.29 201402 \n", " 3 41.02 201402 \n", " 4 44.99 201402 \n", " ... ... ... \n", " 2040 13.50 202303 \n", " 2041 13.00 202303 \n", " 2042 12.48 202303 \n", " 2043 12.23 202303 \n", " 2044 12.37 202303 \n", " \n", " [2045 rows x 26 columns],\n", " 300369: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 0 3.794457e+08 8.3616 0.000153 0.003443 0.009808 -0.003071 \n", " 1 1.031300e+08 0.0980 0.000154 0.018259 0.007916 -0.005285 \n", " 2 2.449876e+07 0.0000 0.000153 0.001902 0.010043 -0.002638 \n", " 3 8.244434e+08 5.7387 0.000154 -0.003410 -0.005504 0.002523 \n", " 4 6.489796e+08 7.1147 0.000153 -0.009050 0.008418 0.002045 \n", " ... ... ... ... ... ... ... \n", " 2130 5.934476e+08 6.2319 0.000067 -0.006374 0.002265 -0.003920 \n", " 2131 6.934030e+08 7.6602 0.000067 0.000790 -0.005440 0.003884 \n", " 2132 5.065348e+08 5.3177 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2133 3.961523e+08 4.1096 0.000067 0.005986 -0.012989 -0.000733 \n", " 2134 4.162937e+08 4.6695 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 0 -0.006884 0.003933 2044.4970 0.095254 ... NaN NaN \n", " 1 -0.004176 0.003236 2086.0670 0.095272 ... -0.003071 -0.006884 \n", " 2 -0.002568 0.004625 2109.9550 0.095345 ... -0.005285 -0.004176 \n", " 3 0.003192 0.002497 2098.4010 0.082789 ... -0.002638 -0.002568 \n", " 4 -0.005512 0.001225 2119.0660 0.038754 ... 0.002523 0.003192 \n", " ... ... ... ... ... ... ... ... \n", " 2130 -0.000093 -0.003669 3251.3971 0.039778 ... -0.007370 0.000867 \n", " 2131 0.000231 0.002473 3245.3760 0.008322 ... -0.003920 -0.000093 \n", " 2132 -0.000682 -0.001761 3240.0568 -0.043040 ... 0.003884 0.000231 \n", " 2133 0.008088 -0.001436 3261.2485 0.003598 ... -0.004080 -0.000682 \n", " 2134 -0.005996 -0.001176 3272.8602 -0.001438 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 0 NaN NaN NaN NaN 300369 2014-02-07 \n", " 1 0.003933 2044.4970 0.095254 0.005598 300369 2014-02-10 \n", " 2 0.003236 2086.0670 0.095272 0.020129 300369 2014-02-12 \n", " 3 0.004625 2109.9550 0.095345 0.011386 300369 2014-02-13 \n", " 4 0.002497 2098.4010 0.082789 -0.005491 300369 2014-02-18 \n", " ... ... ... ... ... ... ... \n", " 2130 -0.004280 3265.6537 0.033152 -0.006409 300369 2023-03-27 \n", " 2131 -0.003669 3251.3971 0.039778 -0.004375 300369 2023-03-28 \n", " 2132 0.002473 3245.3760 0.008322 -0.001854 300369 2023-03-29 \n", " 2133 -0.001761 3240.0568 -0.043040 -0.001640 300369 2023-03-30 \n", " 2134 -0.001436 3261.2485 0.003598 0.006519 300369 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 0 71.43 201402 \n", " 1 78.57 201402 \n", " 2 86.43 201402 \n", " 3 93.89 201402 \n", " 4 97.60 201402 \n", " ... ... ... \n", " 2130 14.36 202303 \n", " 2131 14.48 202303 \n", " 2132 13.87 202303 \n", " 2133 13.92 202303 \n", " 2134 13.90 202303 \n", " \n", " [2135 rows x 26 columns],\n", " 300377: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 0 1.668706e+08 2.6323 0.000153 0.005586 0.002377 0.002465 \n", " 1 2.382117e+08 10.8796 0.000153 -0.008177 0.004555 0.000768 \n", " 2 1.812589e+08 8.5615 0.000153 0.003443 0.009808 -0.003071 \n", " 3 2.676146e+08 11.3055 0.000154 0.018259 0.007916 -0.005285 \n", " 4 2.199238e+08 7.4591 0.000153 0.009826 -0.003386 -0.000135 \n", " ... ... ... ... ... ... ... \n", " 2180 3.339376e+08 3.6204 0.000067 -0.006374 0.002265 -0.003920 \n", " 2181 2.344087e+08 2.5048 0.000067 0.000790 -0.005440 0.003884 \n", " 2182 2.081304e+08 3.3697 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2183 1.611340e+08 3.2673 0.000067 0.005986 -0.012989 -0.000733 \n", " 2184 1.912360e+08 4.6278 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 0 -0.003735 0.001197 2049.9140 0.077632 ... NaN NaN \n", " 1 -0.002039 0.001219 2033.0830 0.008355 ... 0.002465 -0.003735 \n", " 2 -0.006884 0.003933 2044.4970 0.027530 ... 0.000768 -0.002039 \n", " 3 -0.004176 0.003236 2086.0670 0.081688 ... -0.003071 -0.006884 \n", " 4 0.000008 0.002970 2103.6710 -0.010157 ... -0.005285 -0.004176 \n", " ... ... ... ... ... ... ... ... \n", " 2180 -0.000093 -0.003669 3251.3971 0.015534 ... -0.007370 0.000867 \n", " 2181 0.000231 0.002473 3245.3760 -0.028336 ... -0.003920 -0.000093 \n", " 2182 -0.000682 -0.001761 3240.0568 0.000991 ... 0.003884 0.000231 \n", " 2183 0.008088 -0.001436 3261.2485 -0.015968 ... -0.004080 -0.000682 \n", " 2184 -0.005996 -0.001176 3272.8602 0.026801 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 0 NaN NaN NaN NaN 300377 2014-01-29 \n", " 1 0.001197 2049.9140 0.077632 0.005577 300377 2014-01-30 \n", " 2 0.001219 2033.0830 0.008355 -0.008244 300377 2014-02-07 \n", " 3 0.003933 2044.4970 0.027530 0.005598 300377 2014-02-10 \n", " 4 0.003236 2086.0670 0.081688 0.020129 300377 2014-02-11 \n", " ... ... ... ... ... ... ... \n", " 2180 -0.004280 3265.6537 0.011811 -0.006409 300377 2023-03-27 \n", " 2181 -0.003669 3251.3971 0.015534 -0.004375 300377 2023-03-28 \n", " 2182 0.002473 3245.3760 -0.028336 -0.001854 300377 2023-03-29 \n", " 2183 -0.001761 3240.0568 0.000991 -0.001640 300377 2023-03-30 \n", " 2184 -0.001436 3261.2485 -0.015968 0.006519 300377 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 0 36.95 201401 \n", " 1 37.26 201401 \n", " 2 38.30 201402 \n", " 3 41.56 201402 \n", " 4 41.14 201402 \n", " ... ... ... \n", " 2180 10.38 202303 \n", " 2181 10.09 202303 \n", " 2182 10.10 202303 \n", " 2183 9.94 202303 \n", " 2184 10.21 202303 \n", " \n", " [2185 rows x 26 columns],\n", " 300378: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 0 6.637312e+08 6.6869 0.000153 0.005586 0.002377 0.002465 \n", " 1 2.881151e+08 6.4535 0.000153 -0.008177 0.004555 0.000768 \n", " 2 1.856875e+08 7.9923 0.000153 0.003443 0.009808 -0.003071 \n", " 3 3.195611e+08 10.1274 0.000154 0.018259 0.007916 -0.005285 \n", " 4 3.577919e+08 9.3741 0.000153 0.009826 -0.003386 -0.000135 \n", " ... ... ... ... ... ... ... \n", " 2222 5.364997e+08 7.5664 0.000067 -0.006374 0.002265 -0.003920 \n", " 2223 3.116397e+08 4.0000 0.000067 0.000790 -0.005440 0.003884 \n", " 2224 3.695642e+08 5.5405 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2225 2.508387e+08 4.0280 0.000067 0.005986 -0.012989 -0.000733 \n", " 2226 2.272159e+08 5.2368 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 0 -0.003735 0.001197 2049.9140 0.035531 ... NaN NaN \n", " 1 -0.002039 0.001219 2033.0830 -0.086025 ... 0.002465 -0.003735 \n", " 2 -0.006884 0.003933 2044.4970 0.028677 ... 0.000768 -0.002039 \n", " 3 -0.004176 0.003236 2086.0670 0.064946 ... -0.003071 -0.006884 \n", " 4 0.000008 0.002970 2103.6710 0.021314 ... -0.005285 -0.004176 \n", " ... ... ... ... ... ... ... ... \n", " 2222 -0.000093 -0.003669 3251.3971 0.039051 ... -0.007370 0.000867 \n", " 2223 0.000231 0.002473 3245.3760 -0.056908 ... -0.003920 -0.000093 \n", " 2224 -0.000682 -0.001761 3240.0568 0.028421 ... 0.003884 0.000231 \n", " 2225 0.008088 -0.001436 3261.2485 -0.039291 ... -0.004080 -0.000682 \n", " 2226 -0.005996 -0.001176 3272.8602 0.037538 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 0 NaN NaN NaN NaN 300378 2014-01-29 \n", " 1 0.001197 2049.9140 0.035531 0.005577 300378 2014-01-30 \n", " 2 0.001219 2033.0830 -0.086025 -0.008244 300378 2014-02-07 \n", " 3 0.003933 2044.4970 0.028677 0.005598 300378 2014-02-10 \n", " 4 0.003236 2086.0670 0.064946 0.020129 300378 2014-02-11 \n", " ... ... ... ... ... ... ... \n", " 2222 -0.004280 3265.6537 0.010676 -0.006409 300378 2023-03-27 \n", " 2223 -0.003669 3251.3971 0.039051 -0.004375 300378 2023-03-28 \n", " 2224 0.002473 3245.3760 -0.056908 -0.001854 300378 2023-03-29 \n", " 2225 -0.001761 3240.0568 0.028421 -0.001640 300378 2023-03-30 \n", " 2226 -0.001436 3261.2485 -0.039291 0.006519 300378 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 0 34.09 201401 \n", " 1 31.28 201401 \n", " 2 32.19 201402 \n", " 3 34.35 201402 \n", " 4 35.09 201402 \n", " ... ... ... \n", " 2222 23.50 202303 \n", " 2223 22.20 202303 \n", " 2224 22.84 202303 \n", " 2225 21.96 202303 \n", " 2226 22.80 202303 \n", " \n", " [2227 rows x 26 columns],\n", " 300379: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 0 1.438030e+08 0.0000 0.000153 -0.008177 0.004555 0.000768 \n", " 1 5.098931e+07 0.0000 0.000154 0.018259 0.007916 -0.005285 \n", " 2 1.066232e+07 0.0000 0.000153 0.009826 -0.003386 -0.000135 \n", " 3 2.138199e+08 4.0095 0.000153 0.001902 0.010043 -0.002638 \n", " 4 7.656581e+06 0.0000 0.000153 0.008026 0.007470 -0.004358 \n", " ... ... ... ... ... ... ... \n", " 2110 5.231582e+08 4.7112 0.000067 -0.006374 0.002265 -0.003920 \n", " 2111 1.056571e+09 8.7184 0.000067 0.000790 -0.005440 0.003884 \n", " 2112 5.625987e+08 4.8062 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2113 3.672182e+08 3.3600 0.000067 0.005986 -0.012989 -0.000733 \n", " 2114 2.966367e+08 3.3997 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 0 -0.002039 0.001219 2033.0830 0.095441 ... NaN NaN \n", " 1 -0.004176 0.003236 2086.0670 0.095215 ... 0.000768 -0.002039 \n", " 2 0.000008 0.002970 2103.6710 0.095375 ... -0.005285 -0.004176 \n", " 3 -0.002568 0.004625 2109.9550 0.095330 ... -0.000135 0.000008 \n", " 4 -0.003142 -0.000027 2135.4150 0.095257 ... -0.002638 -0.002568 \n", " ... ... ... ... ... ... ... ... \n", " 2110 -0.000093 -0.003669 3251.3971 0.019473 ... -0.007370 0.000867 \n", " 2111 0.000231 0.002473 3245.3760 0.035908 ... -0.003920 -0.000093 \n", " 2112 -0.000682 -0.001761 3240.0568 -0.031499 ... 0.003884 0.000231 \n", " 2113 0.008088 -0.001436 3261.2485 -0.035834 ... -0.004080 -0.000682 \n", " 2114 -0.005996 -0.001176 3272.8602 0.020518 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 0 NaN NaN NaN NaN 300379 2014-01-30 \n", " 1 0.001219 2033.0830 0.095441 -0.008244 300379 2014-02-10 \n", " 2 0.003236 2086.0670 0.095215 0.025727 300379 2014-02-11 \n", " 3 0.002970 2103.6710 0.095375 0.008403 300379 2014-02-12 \n", " 4 0.004625 2109.9550 0.095330 0.002983 300379 2014-02-17 \n", " ... ... ... ... ... ... ... \n", " 2110 -0.004280 3265.6537 -0.008566 -0.006409 300379 2023-03-27 \n", " 2111 -0.003669 3251.3971 0.019473 -0.004375 300379 2023-03-28 \n", " 2112 0.002473 3245.3760 0.035908 -0.001854 300379 2023-03-29 \n", " 2113 -0.001761 3240.0568 -0.031499 -0.001640 300379 2023-03-30 \n", " 2114 -0.001436 3261.2485 -0.035834 0.006519 300379 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 0 38.34 201401 \n", " 1 42.17 201402 \n", " 2 46.39 201402 \n", " 3 51.03 201402 \n", " 4 56.13 201402 \n", " ... ... ... \n", " 2110 24.89 202303 \n", " 2111 25.80 202303 \n", " 2112 25.00 202303 \n", " 2113 24.12 202303 \n", " 2114 24.62 202303 \n", " \n", " [2115 rows x 26 columns],\n", " 300380: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 0 2.373859e+08 7.9309 0.000153 -0.008177 0.004555 0.000768 \n", " 1 1.258654e+08 7.3837 0.000153 0.003443 0.009808 -0.003071 \n", " 2 1.641902e+08 11.3924 0.000154 0.018259 0.007916 -0.005285 \n", " 3 2.738476e+08 9.0743 0.000153 0.009826 -0.003386 -0.000135 \n", " 4 2.471483e+08 12.5525 0.000153 0.001902 0.010043 -0.002638 \n", " ... ... ... ... ... ... ... \n", " 2226 1.227630e+08 3.7298 0.000067 -0.006374 0.002265 -0.003920 \n", " 2227 7.863745e+07 2.9073 0.000067 0.000790 -0.005440 0.003884 \n", " 2228 7.207708e+07 2.9959 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2229 5.896988e+07 3.6534 0.000067 0.005986 -0.012989 -0.000733 \n", " 2230 8.234912e+07 5.2970 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 0 -0.002039 0.001219 2033.0830 -0.074751 ... NaN NaN \n", " 1 -0.006884 0.003933 2044.4970 0.010411 ... 0.000768 -0.002039 \n", " 2 -0.004176 0.003236 2086.0670 0.095415 ... -0.003071 -0.006884 \n", " 3 0.000008 0.002970 2103.6710 0.056679 ... -0.005285 -0.004176 \n", " 4 -0.002568 0.004625 2109.9550 0.057378 ... -0.000135 0.000008 \n", " ... ... ... ... ... ... ... ... \n", " 2226 -0.000093 -0.003669 3251.3971 0.005529 ... -0.007370 0.000867 \n", " 2227 0.000231 0.002473 3245.3760 -0.030020 ... -0.003920 -0.000093 \n", " 2228 -0.000682 -0.001761 3240.0568 -0.010384 ... 0.003884 0.000231 \n", " 2229 0.008088 -0.001436 3261.2485 -0.024836 ... -0.004080 -0.000682 \n", " 2230 -0.005996 -0.001176 3272.8602 0.038315 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 0 NaN NaN NaN NaN 300380 2014-01-30 \n", " 1 0.001219 2033.0830 -0.074751 -0.008244 300380 2014-02-07 \n", " 2 0.003933 2044.4970 0.010411 0.005598 300380 2014-02-10 \n", " 3 0.003236 2086.0670 0.095415 0.020129 300380 2014-02-11 \n", " 4 0.002970 2103.6710 0.056679 0.008403 300380 2014-02-12 \n", " ... ... ... ... ... ... ... \n", " 2226 -0.004280 3265.6537 0.015748 -0.006409 300380 2023-03-27 \n", " 2227 -0.003669 3251.3971 0.005529 -0.004375 300380 2023-03-28 \n", " 2228 0.002473 3245.3760 -0.030020 -0.001854 300380 2023-03-29 \n", " 2229 -0.001761 3240.0568 -0.010384 -0.001640 300380 2023-03-30 \n", " 2230 -0.001436 3261.2485 -0.024836 0.006519 300380 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 0 34.40 201401 \n", " 1 34.76 201402 \n", " 2 38.24 201402 \n", " 3 40.47 201402 \n", " 4 42.86 201402 \n", " ... ... ... \n", " 2226 19.95 202303 \n", " 2227 19.36 202303 \n", " 2228 19.16 202303 \n", " 2229 18.69 202303 \n", " 2230 19.42 202303 \n", " \n", " [2231 rows x 26 columns],\n", " 300383: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 0 2.846566e+08 12.0138 0.000153 0.003443 0.009808 -0.003071 \n", " 1 2.615757e+08 5.1386 0.000154 0.018259 0.007916 -0.005285 \n", " 2 4.347113e+08 2.4105 0.000154 -0.003410 -0.005504 0.002523 \n", " 3 4.625535e+08 12.2199 0.000153 0.006638 0.010065 -0.003780 \n", " 4 3.339841e+08 5.7931 0.000153 0.008026 0.007470 -0.004358 \n", " ... ... ... ... ... ... ... \n", " 2035 1.595599e+09 5.4936 0.000067 -0.006374 0.002265 -0.003920 \n", " 2036 9.715296e+08 4.1801 0.000067 0.000790 -0.005440 0.003884 \n", " 2037 1.974526e+09 14.3099 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2038 1.245299e+09 5.5205 0.000067 0.005986 -0.012989 -0.000733 \n", " 2039 1.777794e+09 10.1357 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 0 -0.006884 0.003933 2044.4970 0.095340 ... NaN NaN \n", " 1 -0.004176 0.003236 2086.0670 0.095378 ... -0.003071 -0.006884 \n", " 2 0.003192 0.002497 2098.4010 0.095273 ... -0.005285 -0.004176 \n", " 3 -0.003045 -0.000576 2115.8480 0.074303 ... 0.002523 0.003192 \n", " 4 -0.003142 -0.000027 2135.4150 0.013245 ... -0.003780 -0.003045 \n", " ... ... ... ... ... ... ... ... \n", " 2035 -0.000093 -0.003669 3251.3971 -0.009600 ... -0.007370 0.000867 \n", " 2036 0.000231 0.002473 3245.3760 -0.051970 ... -0.003920 -0.000093 \n", " 2037 -0.000682 -0.001761 3240.0568 0.071079 ... 0.003884 0.000231 \n", " 2038 0.008088 -0.001436 3261.2485 -0.011900 ... -0.004080 -0.000682 \n", " 2039 -0.005996 -0.001176 3272.8602 0.067875 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 0 NaN NaN NaN NaN 300383 2014-02-07 \n", " 1 0.003933 2044.4970 0.095340 0.005598 300383 2014-02-10 \n", " 2 0.003236 2086.0670 0.095378 0.020129 300383 2014-02-13 \n", " 3 0.002497 2098.4010 0.095273 0.005895 300383 2014-02-14 \n", " 4 -0.000576 2115.8480 0.074303 0.008280 300383 2014-02-17 \n", " ... ... ... ... ... ... ... \n", " 2035 -0.004280 3265.6537 0.021731 -0.006409 300383 2023-03-27 \n", " 2036 -0.003669 3251.3971 -0.009600 -0.004375 300383 2023-03-28 \n", " 2037 0.002473 3245.3760 -0.051970 -0.001854 300383 2023-03-29 \n", " 2038 -0.001761 3240.0568 0.071079 -0.001640 300383 2023-03-30 \n", " 2039 -0.001436 3261.2485 -0.011900 0.006519 300383 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 0 66.75 201402 \n", " 1 73.43 201402 \n", " 2 80.77 201402 \n", " 3 87.00 201402 \n", " 4 88.16 201402 \n", " ... ... ... \n", " 2035 12.44 202303 \n", " 2036 11.81 202303 \n", " 2037 12.68 202303 \n", " 2038 12.53 202303 \n", " 2039 13.41 202303 \n", " \n", " [2040 rows x 26 columns],\n", " 300386: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 0 3.281604e+06 0.0000 0.000130 0.005989 0.003550 -0.002278 \n", " 1 4.551807e+06 0.0000 0.000130 0.000170 0.007888 -0.002837 \n", " 2 7.753001e+06 0.0000 0.000130 0.004499 0.002535 -0.000576 \n", " 3 1.376335e+07 0.0000 0.000130 0.005727 -0.000758 -0.000810 \n", " 4 3.152393e+07 0.0000 0.000130 -0.001003 -0.001092 -0.000254 \n", " ... ... ... ... ... ... ... \n", " 2128 1.464390e+08 3.4797 0.000067 -0.006374 0.002265 -0.003920 \n", " 2129 4.451458e+08 14.7300 0.000067 0.000790 -0.005440 0.003884 \n", " 2130 2.887180e+08 3.4589 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2131 3.759198e+08 10.4769 0.000067 0.005986 -0.012989 -0.000733 \n", " 2132 2.030120e+08 4.0562 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 0 -0.002315 0.002618 2048.3270 0.095345 ... NaN NaN \n", " 1 -0.003055 0.001167 2050.3810 0.095263 ... -0.002278 -0.002315 \n", " 2 -0.000976 -0.000140 2059.4180 0.095310 ... -0.002837 -0.003055 \n", " 3 -0.002137 -0.000256 2063.2290 0.095375 ... -0.000576 -0.000976 \n", " 4 0.001874 -0.001282 2059.3750 0.095263 ... -0.000810 -0.002137 \n", " ... ... ... ... ... ... ... ... \n", " 2128 -0.000093 -0.003669 3251.3971 0.012351 ... -0.007370 0.000867 \n", " 2129 0.000231 0.002473 3245.3760 0.062644 ... -0.003920 -0.000093 \n", " 2130 -0.000682 -0.001761 3240.0568 -0.017055 ... 0.003884 0.000231 \n", " 2131 0.008088 -0.001436 3261.2485 0.002343 ... -0.004080 -0.000682 \n", " 2132 -0.005996 -0.001176 3272.8602 -0.025278 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 0 NaN NaN NaN NaN 300386 2014-06-30 \n", " 1 0.002618 2048.3270 0.095345 0.005786 300386 2014-07-01 \n", " 2 0.001167 2050.3810 0.095263 0.001002 300386 2014-07-02 \n", " 3 -0.000140 2059.4180 0.095310 0.004398 300386 2014-07-03 \n", " 4 -0.000256 2063.2290 0.095375 0.001849 300386 2014-07-04 \n", " ... ... ... ... ... ... ... \n", " 2128 -0.004280 3265.6537 0.016709 -0.006409 300386 2023-03-27 \n", " 2129 -0.003669 3251.3971 0.012351 -0.004375 300386 2023-03-28 \n", " 2130 0.002473 3245.3760 0.062644 -0.001854 300386 2023-03-29 \n", " 2131 -0.001761 3240.0568 -0.017055 -0.001640 300386 2023-03-30 \n", " 2132 -0.001436 3261.2485 0.002343 0.006519 300386 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 0 57.73 201406 \n", " 1 63.50 201407 \n", " 2 69.85 201407 \n", " 3 76.84 201407 \n", " 4 84.52 201407 \n", " ... ... ... \n", " 2128 12.22 202303 \n", " 2129 13.01 202303 \n", " 2130 12.79 202303 \n", " 2131 12.82 202303 \n", " 2132 12.50 202303 \n", " \n", " [2133 rows x 26 columns],\n", " 300392: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 0 711605.50 0.0000 0.000127 0.008596 0.007674 -0.001970 \n", " 1 2103341.00 0.0000 0.000127 0.001763 0.014668 0.001273 \n", " 2 8580369.00 0.0000 0.000127 -0.016093 -0.013151 0.010581 \n", " 3 14384212.04 0.0000 0.000127 0.004293 0.008818 -0.002611 \n", " 4 16364503.68 0.0000 0.000127 0.003334 0.004395 -0.003781 \n", " ... ... ... ... ... ... ... \n", " 1593 10132345.00 3.3962 0.000063 0.007378 -0.013330 0.011390 \n", " 1594 15808085.00 15.8301 0.000062 -0.046321 -0.021524 0.011949 \n", " 1595 11980896.47 7.8261 0.000062 -0.013891 -0.024200 0.001593 \n", " 1596 19424507.39 6.2212 0.000061 0.020818 -0.004447 -0.013508 \n", " 1597 25651499.02 10.0000 0.000061 0.008706 -0.021763 0.003162 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 0 -0.004344 0.001883 2331.9500 0.095222 ... NaN NaN \n", " 1 -0.007132 0.000227 2339.1400 0.095370 ... -0.001970 -0.004344 \n", " 2 0.004927 0.001909 2296.5550 0.095274 ... 0.001273 -0.007132 \n", " 3 0.000688 0.000417 2307.8930 0.095277 ... 0.010581 0.004927 \n", " 4 -0.001573 -0.001230 2315.9280 0.095280 ... -0.002611 0.000688 \n", " ... ... ... ... ... ... ... ... \n", " 1593 0.001052 0.001870 3086.9193 -0.022902 ... 0.002065 0.005562 \n", " 1594 0.004015 -0.003004 2928.5118 -0.118749 ... 0.011390 0.001052 \n", " 1595 0.010310 -0.009932 2886.4257 -0.058182 ... 0.011949 0.004015 \n", " 1596 0.006960 -0.004059 2958.2820 0.013730 ... 0.001593 0.010310 \n", " 1597 0.008648 0.000026 2975.4848 -0.077962 ... -0.013508 0.006960 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 0 NaN NaN NaN NaN 300392 2014-09-12 \n", " 1 0.001883 2331.9500 0.095222 0.008731 300392 2014-09-15 \n", " 2 0.000227 2339.1400 0.095370 0.003079 300392 2014-09-16 \n", " 3 0.001909 2296.5550 0.095274 -0.018373 300392 2014-09-17 \n", " 4 0.000417 2307.8930 0.095277 0.004925 300392 2014-09-18 \n", " ... ... ... ... ... ... ... \n", " 1593 -0.008374 3079.8077 -0.037041 -0.022869 300392 2022-04-22 \n", " 1594 0.001870 3086.9193 -0.022902 0.002306 300392 2022-04-25 \n", " 1595 -0.003004 2928.5118 -0.118749 -0.052679 300392 2022-04-26 \n", " 1596 -0.009932 2886.4257 -0.058182 -0.014475 300392 2022-04-27 \n", " 1597 -0.004059 2958.2820 0.013730 0.024590 300392 2022-04-28 \n", " \n", " stkclose YYYYmm \n", " 0 45.47 201409 \n", " 1 50.02 201409 \n", " 2 55.02 201409 \n", " 3 60.52 201409 \n", " 4 66.57 201409 \n", " ... ... ... \n", " 1593 5.18 202204 \n", " 1594 4.60 202204 \n", " 1595 4.34 202204 \n", " 1596 4.40 202204 \n", " 1597 4.07 202204 \n", " \n", " [1598 rows x 26 columns],\n", " 300399: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 0 2.592170e+05 0.0000 0.000124 -0.004430 0.006712 0.002527 \n", " 1 3.371440e+05 0.0000 0.000124 -0.002415 0.003469 0.000682 \n", " 2 6.638242e+05 0.0000 0.000124 0.005988 -0.000563 -0.001016 \n", " 3 1.088183e+06 0.0000 0.000124 -0.005447 -0.006240 0.006781 \n", " 4 3.090512e+06 0.0000 0.000124 -0.006122 -0.008679 -0.001030 \n", " ... ... ... ... ... ... ... \n", " 2044 1.812176e+08 3.9483 0.000067 -0.006374 0.002265 -0.003920 \n", " 2045 1.240148e+08 3.5971 0.000067 0.000790 -0.005440 0.003884 \n", " 2046 1.167806e+08 4.0471 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2047 1.093825e+08 4.4248 0.000067 0.005986 -0.012989 -0.000733 \n", " 2048 1.204923e+08 4.3215 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 0 -0.000855 -0.001536 2366.0090 0.095208 ... NaN NaN \n", " 1 -0.000360 0.003311 2359.4750 0.095357 ... 0.002527 -0.000855 \n", " 2 -0.002743 0.000893 2373.6700 0.095141 ... 0.000682 -0.000360 \n", " 3 0.006108 -0.003275 2356.4990 0.095387 ... -0.001016 -0.002743 \n", " 4 0.005733 -0.002464 2341.1840 0.095170 ... 0.006781 0.006108 \n", " ... ... ... ... ... ... ... ... \n", " 2044 -0.000093 -0.003669 3251.3971 -0.002156 ... -0.007370 0.000867 \n", " 2045 0.000231 0.002473 3245.3760 -0.022555 ... -0.003920 -0.000093 \n", " 2046 -0.000682 -0.001761 3240.0568 -0.002210 ... 0.003884 0.000231 \n", " 2047 0.008088 -0.001436 3261.2485 -0.027665 ... -0.004080 -0.000682 \n", " 2048 -0.005996 -0.001176 3272.8602 0.032814 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 0 NaN NaN NaN NaN 300399 2014-10-13 \n", " 1 -0.001536 2366.0090 0.095208 -0.003599 300399 2014-10-14 \n", " 2 0.003311 2359.4750 0.095357 -0.002765 300399 2014-10-15 \n", " 3 0.000893 2373.6700 0.095141 0.005998 300399 2014-10-16 \n", " 4 -0.003275 2356.4990 0.095387 -0.007260 300399 2014-10-17 \n", " ... ... ... ... ... ... ... \n", " 2044 -0.004280 3265.6537 -0.014255 -0.006409 300399 2023-03-27 \n", " 2045 -0.003669 3251.3971 -0.002156 -0.004375 300399 2023-03-28 \n", " 2046 0.002473 3245.3760 -0.022555 -0.001854 300399 2023-03-29 \n", " 2047 -0.001761 3240.0568 -0.002210 -0.001640 300399 2023-03-30 \n", " 2048 -0.001436 3261.2485 -0.027665 0.006519 300399 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 0 19.49 201410 \n", " 1 21.44 201410 \n", " 2 23.58 201410 \n", " 3 25.94 201410 \n", " 4 28.53 201410 \n", " ... ... ... \n", " 2044 13.90 202303 \n", " 2045 13.59 202303 \n", " 2046 13.56 202303 \n", " 2047 13.19 202303 \n", " 2048 13.63 202303 \n", " \n", " [2049 rows x 26 columns],\n", " 300418: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 0 7.622235e+05 0.0000 0.000134 0.004013 -0.004688 0.003843 \n", " 1 1.031115e+06 0.0000 0.000134 0.007013 0.011092 -0.005977 \n", " 2 4.639092e+06 0.0000 0.000134 -0.011691 0.015454 -0.010699 \n", " 3 6.570014e+06 0.0000 0.000134 -0.015245 0.010954 -0.000101 \n", " 4 9.327068e+06 0.0000 0.000134 -0.014470 0.008469 -0.003103 \n", " ... ... ... ... ... ... ... \n", " 1916 6.174201e+09 12.9470 0.000067 -0.006374 0.002265 -0.003920 \n", " 1917 5.022271e+09 7.3498 0.000067 0.000790 -0.005440 0.003884 \n", " 1918 5.024930e+09 7.2157 0.000067 -0.002534 -0.005063 -0.004080 \n", " 1919 4.951721e+09 8.5152 0.000067 0.005986 -0.012989 -0.000733 \n", " 1920 7.123108e+09 24.7949 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 0 0.002488 0.007594 3351.7640 0.095452 ... NaN NaN \n", " 1 -0.002151 0.003033 3383.1820 0.095387 ... 0.003843 0.002488 \n", " 2 -0.005375 -0.001541 3352.9600 0.095287 ... -0.005977 -0.002151 \n", " 3 -0.000719 -0.003733 3305.7380 0.095310 ... -0.010699 -0.005375 \n", " 4 -0.000916 0.000785 3262.3050 0.095349 ... -0.000101 -0.000719 \n", " ... ... ... ... ... ... ... ... \n", " 1916 -0.000093 -0.003669 3251.3971 0.045791 ... -0.007370 0.000867 \n", " 1917 0.000231 0.002473 3245.3760 -0.104183 ... -0.003920 -0.000093 \n", " 1918 -0.000682 -0.001761 3240.0568 -0.017672 ... 0.003884 0.000231 \n", " 1919 0.008088 -0.001436 3261.2485 0.037090 ... -0.004080 -0.000682 \n", " 1920 -0.005996 -0.001176 3272.8602 0.181894 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 0 NaN NaN NaN NaN 300418 2015-01-23 \n", " 1 0.007594 3351.7640 0.095452 0.002515 300418 2015-01-26 \n", " 2 0.003033 3383.1820 0.095387 0.009330 300418 2015-01-27 \n", " 3 -0.001541 3352.9600 0.095287 -0.008973 300418 2015-01-28 \n", " 4 -0.003733 3305.7380 0.095310 -0.014184 300418 2015-01-29 \n", " ... ... ... ... ... ... ... \n", " 1916 -0.004280 3265.6537 0.182371 -0.006409 300418 2023-03-27 \n", " 1917 -0.003669 3251.3971 0.045791 -0.004375 300418 2023-03-28 \n", " 1918 0.002473 3245.3760 -0.104183 -0.001854 300418 2023-03-29 \n", " 1919 -0.001761 3240.0568 -0.017672 -0.001640 300418 2023-03-30 \n", " 1920 -0.001436 3261.2485 0.037090 0.006519 300418 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 0 35.37 201501 \n", " 1 38.91 201501 \n", " 2 42.80 201501 \n", " 3 47.08 201501 \n", " 4 51.79 201501 \n", " ... ... ... \n", " 1916 42.45 202303 \n", " 1917 38.25 202303 \n", " 1918 37.58 202303 \n", " 1919 39.00 202303 \n", " 1920 46.78 202303 \n", " \n", " [1921 rows x 26 columns],\n", " 300419: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 0 7.580200e+05 0.0000 0.000134 0.007013 0.011092 -0.005977 \n", " 1 8.338220e+05 0.0000 0.000134 -0.011691 0.015454 -0.010699 \n", " 2 9.718400e+05 0.0000 0.000134 -0.015245 0.010954 -0.000101 \n", " 3 2.431884e+06 0.0000 0.000134 -0.014470 0.008469 -0.003103 \n", " 4 5.633008e+06 0.0000 0.000135 -0.016420 0.005724 0.000156 \n", " ... ... ... ... ... ... ... \n", " 1875 9.515131e+07 3.7249 0.000067 -0.006374 0.002265 -0.003920 \n", " 1876 1.189924e+08 5.1355 0.000067 0.000790 -0.005440 0.003884 \n", " 1877 8.604619e+07 2.7221 0.000067 -0.002534 -0.005063 -0.004080 \n", " 1878 1.007115e+08 4.3290 0.000067 0.005986 -0.012989 -0.000733 \n", " 1879 1.190929e+08 5.3623 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 0 -0.002151 0.003033 3383.1820 0.095231 ... NaN NaN \n", " 1 -0.005375 -0.001541 3352.9600 0.095310 ... -0.005977 -0.002151 \n", " 2 -0.000719 -0.003733 3305.7380 0.095277 ... -0.010699 -0.005375 \n", " 3 -0.000916 0.000785 3262.3050 0.095250 ... -0.000101 -0.000719 \n", " 4 0.000734 -0.005251 3210.3630 0.095297 ... -0.003103 -0.000916 \n", " ... ... ... ... ... ... ... ... \n", " 1875 -0.000093 -0.003669 3251.3971 0.004289 ... -0.007370 0.000867 \n", " 1876 0.000231 0.002473 3245.3760 -0.004289 ... -0.003920 -0.000093 \n", " 1877 -0.000682 -0.001761 3240.0568 -0.007189 ... 0.003884 0.000231 \n", " 1878 0.008088 -0.001436 3261.2485 -0.004338 ... -0.004080 -0.000682 \n", " 1879 -0.005996 -0.001176 3272.8602 0.027164 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 0 NaN NaN NaN NaN 300419 2015-01-26 \n", " 1 0.003033 3383.1820 0.095231 0.009330 300419 2015-01-27 \n", " 2 -0.001541 3352.9600 0.095310 -0.008973 300419 2015-01-28 \n", " 3 -0.003733 3305.7380 0.095277 -0.014184 300419 2015-01-29 \n", " 4 0.000785 3262.3050 0.095250 -0.013226 300419 2015-01-30 \n", " ... ... ... ... ... ... ... \n", " 1875 -0.004280 3265.6537 0.015885 -0.006409 300419 2023-03-27 \n", " 1876 -0.003669 3251.3971 0.004289 -0.004375 300419 2023-03-28 \n", " 1877 0.002473 3245.3760 -0.004289 -0.001854 300419 2023-03-29 \n", " 1878 -0.001761 3240.0568 -0.007189 -0.001640 300419 2023-03-30 \n", " 1879 -0.001436 3261.2485 -0.004338 0.006519 300419 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 0 50.20 201501 \n", " 1 55.22 201501 \n", " 2 60.74 201501 \n", " 3 66.81 201501 \n", " 4 73.49 201501 \n", " ... ... ... \n", " 1875 7.01 202303 \n", " 1876 6.98 202303 \n", " 1877 6.93 202303 \n", " 1878 6.90 202303 \n", " 1879 7.09 202303 \n", " \n", " [1880 rows x 26 columns],\n", " 300440: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 0 249612.00 0.0000 0.000114 0.034257 -0.024612 0.015944 \n", " 1 361920.00 0.0000 0.000112 -0.006720 -0.020509 0.017096 \n", " 2 793936.00 0.0000 0.000111 -0.004486 0.026794 -0.016897 \n", " 3 1152786.00 0.0000 0.000109 -0.009757 0.010913 -0.005322 \n", " 4 1032650.50 0.0000 0.000107 0.009113 -0.000266 0.001532 \n", " ... ... ... ... ... ... ... \n", " 1792 64072670.00 2.8607 0.000067 -0.006374 0.002265 -0.003920 \n", " 1793 87694141.49 2.9666 0.000067 0.000790 -0.005440 0.003884 \n", " 1794 71098775.00 2.6022 0.000067 -0.002534 -0.005063 -0.004080 \n", " 1795 69923703.10 3.8366 0.000067 0.005986 -0.012989 -0.000733 \n", " 1796 44396362.63 3.5714 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 0 0.008496 0.008575 4527.3960 0.095363 ... NaN NaN \n", " 1 0.000459 -0.003739 4476.2150 0.095262 ... 0.015944 0.008496 \n", " 2 -0.007739 -0.007718 4476.6200 0.095310 ... 0.017096 0.000459 \n", " 3 0.002328 0.001751 4441.6550 0.095390 ... -0.016897 -0.007739 \n", " 4 -0.003052 0.003936 4480.4640 0.095238 ... -0.005322 0.002328 \n", " ... ... ... ... ... ... ... ... \n", " 1792 -0.000093 -0.003669 3251.3971 0.006200 ... -0.007370 0.000867 \n", " 1793 0.000231 0.002473 3245.3760 -0.002475 ... -0.003920 -0.000093 \n", " 1794 -0.000682 -0.001761 3240.0568 0.001238 ... 0.003884 0.000231 \n", " 1795 0.008088 -0.001436 3261.2485 -0.030153 ... -0.004080 -0.000682 \n", " 1796 -0.005996 -0.001176 3272.8602 0.010152 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 0 NaN NaN NaN NaN 300440 2015-04-27 \n", " 1 0.008575 4527.3960 0.095363 0.029978 300440 2015-04-28 \n", " 2 -0.003739 4476.2150 0.095262 -0.011369 300440 2015-04-29 \n", " 3 -0.007718 4476.6200 0.095310 0.000090 300440 2015-04-30 \n", " 4 0.001751 4441.6550 0.095390 -0.007841 300440 2015-05-04 \n", " ... ... ... ... ... ... ... \n", " 1792 -0.004280 3265.6537 0.000000 -0.006409 300440 2023-03-27 \n", " 1793 -0.003669 3251.3971 0.006200 -0.004375 300440 2023-03-28 \n", " 1794 0.002473 3245.3760 -0.002475 -0.001854 300440 2023-03-29 \n", " 1795 -0.001761 3240.0568 0.001238 -0.001640 300440 2023-03-30 \n", " 1796 -0.001436 3261.2485 -0.030153 0.006519 300440 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 0 37.82 201504 \n", " 1 41.60 201504 \n", " 2 45.76 201504 \n", " 3 50.34 201504 \n", " 4 55.37 201505 \n", " ... ... ... \n", " 1792 8.09 202303 \n", " 1793 8.07 202303 \n", " 1794 8.08 202303 \n", " 1795 7.84 202303 \n", " 1796 7.92 202303 \n", " \n", " [1797 rows x 26 columns],\n", " 300448: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 0 1.017870e+05 0.0000 0.000112 -0.006720 -0.020509 0.017096 \n", " 1 1.089360e+05 0.0000 0.000111 -0.004486 0.026794 -0.016897 \n", " 2 2.396880e+05 0.0000 0.000109 -0.009757 0.010913 -0.005322 \n", " 3 2.563400e+05 0.0000 0.000107 0.009113 -0.000266 0.001532 \n", " 4 1.188260e+06 0.0000 0.000106 -0.042359 0.001808 -0.011399 \n", " ... ... ... ... ... ... ... \n", " 1920 1.326949e+08 3.4314 0.000067 -0.006374 0.002265 -0.003920 \n", " 1921 9.975471e+07 3.8835 0.000067 0.000790 -0.005440 0.003884 \n", " 1922 8.555096e+07 3.2949 0.000067 -0.002534 -0.005063 -0.004080 \n", " 1923 8.277802e+07 3.1353 0.000067 0.005986 -0.012989 -0.000733 \n", " 1924 8.295117e+07 4.5455 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 0 0.000459 -0.003739 4476.2150 0.095274 ... NaN NaN \n", " 1 -0.007739 -0.007718 4476.6200 0.095277 ... 0.017096 0.000459 \n", " 2 0.002328 0.001751 4441.6550 0.095430 ... -0.016897 -0.007739 \n", " 3 -0.003052 0.003936 4480.4640 0.095337 ... -0.005322 0.002328 \n", " 4 0.003672 0.000380 4298.7060 0.095261 ... 0.001532 -0.003052 \n", " ... ... ... ... ... ... ... ... \n", " 1920 -0.000093 -0.003669 3251.3971 0.009756 ... -0.007370 0.000867 \n", " 1921 0.000231 0.002473 3245.3760 -0.017960 ... -0.003920 -0.000093 \n", " 1922 -0.000682 -0.001761 3240.0568 -0.001649 ... 0.003884 0.000231 \n", " 1923 0.008088 -0.001436 3261.2485 -0.020001 ... -0.004080 -0.000682 \n", " 1924 -0.005996 -0.001176 3272.8602 0.018349 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 0 NaN NaN NaN NaN 300448 2015-04-28 \n", " 1 -0.003739 4476.2150 0.095274 -0.011369 300448 2015-04-29 \n", " 2 -0.007718 4476.6200 0.095277 0.000090 300448 2015-04-30 \n", " 3 0.001751 4441.6550 0.095430 -0.007841 300448 2015-05-04 \n", " 4 0.003936 4480.4640 0.095337 0.008700 300448 2015-05-05 \n", " ... ... ... ... ... ... ... \n", " 1920 -0.004280 3265.6537 0.004914 -0.006409 300448 2023-03-27 \n", " 1921 -0.003669 3251.3971 0.009756 -0.004375 300448 2023-03-28 \n", " 1922 0.002473 3245.3760 -0.017960 -0.001854 300448 2023-03-29 \n", " 1923 -0.001761 3240.0568 -0.001649 -0.001640 300448 2023-03-30 \n", " 1924 -0.001436 3261.2485 -0.020001 0.006519 300448 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 0 27.51 201504 \n", " 1 30.26 201504 \n", " 2 33.29 201504 \n", " 3 36.62 201505 \n", " 4 40.28 201505 \n", " ... ... ... \n", " 1920 6.18 202303 \n", " 1921 6.07 202303 \n", " 1922 6.06 202303 \n", " 1923 5.94 202303 \n", " 1924 6.05 202303 \n", " \n", " [1925 rows x 26 columns],\n", " 300451: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 0 1.223943e+04 0.0000 0.000088 -0.011079 0.029153 -0.010265 \n", " 1 2.149600e+04 0.0000 0.000086 0.032820 -0.001137 0.002801 \n", " 2 1.478000e+04 0.0000 0.000084 0.005022 0.009859 -0.005948 \n", " 3 1.626000e+04 0.0000 0.000083 0.016356 0.016917 -0.008715 \n", " 4 2.146200e+04 0.0000 0.000081 0.028999 0.000322 0.001190 \n", " ... ... ... ... ... ... ... \n", " 1838 5.390851e+08 7.6321 0.000067 -0.006374 0.002265 -0.003920 \n", " 1839 5.384136e+08 6.4607 0.000067 0.000790 -0.005440 0.003884 \n", " 1840 4.347025e+08 5.5072 0.000067 -0.002534 -0.005063 -0.004080 \n", " 1841 3.910876e+08 3.9554 0.000067 0.005986 -0.012989 -0.000733 \n", " 1842 8.008475e+08 16.4927 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 0 -0.003602 -0.002718 4283.4910 0.095269 ... NaN NaN \n", " 1 0.000847 -0.001746 4417.5520 0.095199 ... -0.010265 -0.003602 \n", " 2 -0.006880 0.001382 4446.2880 0.095412 ... 0.002801 0.000847 \n", " 3 -0.008348 0.000728 4529.4220 0.095433 ... -0.005948 -0.006880 \n", " 4 0.000673 -0.000706 4657.5960 0.095254 ... -0.008715 -0.008348 \n", " ... ... ... ... ... ... ... ... \n", " 1838 -0.000093 -0.003669 3251.3971 0.044026 ... -0.007370 0.000867 \n", " 1839 0.000231 0.002473 3245.3760 -0.031386 ... -0.003920 -0.000093 \n", " 1840 -0.000682 -0.001761 3240.0568 -0.048500 ... 0.003884 0.000231 \n", " 1841 0.008088 -0.001436 3261.2485 -0.028809 ... -0.004080 -0.000682 \n", " 1842 -0.005996 -0.001176 3272.8602 0.136398 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 0 NaN NaN NaN NaN 300451 2015-05-18 \n", " 1 -0.002718 4283.4910 0.095269 -0.005866 300451 2015-05-19 \n", " 2 -0.001746 4417.5520 0.095199 0.030817 300451 2015-05-20 \n", " 3 0.001382 4446.2880 0.095412 0.006484 300451 2015-05-21 \n", " 4 0.000728 4529.4220 0.095433 0.018525 300451 2015-05-22 \n", " ... ... ... ... ... ... ... \n", " 1838 -0.004280 3265.6537 0.011811 -0.006409 300451 2023-03-27 \n", " 1839 -0.003669 3251.3971 0.044026 -0.004375 300451 2023-03-28 \n", " 1840 0.002473 3245.3760 -0.031386 -0.001854 300451 2023-03-29 \n", " 1841 -0.001761 3240.0568 -0.048500 -0.001640 300451 2023-03-30 \n", " 1842 -0.001436 3261.2485 -0.028809 0.006519 300451 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 0 24.43 201505 \n", " 1 26.87 201505 \n", " 2 29.56 201505 \n", " 3 32.52 201505 \n", " 4 35.77 201505 \n", " ... ... ... \n", " 1838 10.68 202303 \n", " 1839 10.35 202303 \n", " 1840 9.86 202303 \n", " 1841 9.58 202303 \n", " 1842 10.98 202303 \n", " \n", " [1843 rows x 26 columns],\n", " 300465: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 0 6.373250e+04 0.0000 0.000078 0.050922 0.009016 0.000261 \n", " 1 2.157000e+04 0.0000 0.000078 0.015448 0.033228 -0.007595 \n", " 2 4.746000e+04 0.0000 0.000079 0.000583 0.012676 0.008341 \n", " 3 2.088000e+05 0.0000 0.000079 0.013310 -0.010739 0.010264 \n", " 4 5.742000e+04 0.0000 0.000079 0.014820 0.008353 -0.002825 \n", " ... ... ... ... ... ... ... \n", " 1807 1.567101e+08 3.9640 0.000067 -0.006374 0.002265 -0.003920 \n", " 1808 1.510067e+08 3.0000 0.000067 0.000790 -0.005440 0.003884 \n", " 1809 1.391142e+08 3.6765 0.000067 -0.002534 -0.005063 -0.004080 \n", " 1810 1.248075e+08 4.4090 0.000067 0.005986 -0.012989 -0.000733 \n", " 1811 1.412624e+08 5.0048 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 0 -0.000397 -0.004752 4828.7380 0.095157 ... NaN NaN \n", " 1 -0.008258 -0.000110 4910.5270 0.095264 ... 0.000261 -0.000397 \n", " 2 -0.000996 0.000409 4909.9780 0.095437 ... -0.007595 -0.008258 \n", " 3 -0.000891 -0.003567 4947.1020 0.095195 ... 0.008341 -0.000996 \n", " 4 -0.004730 0.002318 5023.0960 0.095310 ... 0.010264 -0.000891 \n", " ... ... ... ... ... ... ... ... \n", " 1807 -0.000093 -0.003669 3251.3971 -0.009050 ... -0.007370 0.000867 \n", " 1808 0.000231 0.002473 3245.3760 -0.010969 ... -0.003920 -0.000093 \n", " 1809 -0.000682 -0.001761 3240.0568 -0.020428 ... 0.003884 0.000231 \n", " 1810 0.008088 -0.001436 3261.2485 -0.025655 ... -0.004080 -0.000682 \n", " 1811 -0.005996 -0.001176 3272.8602 0.036849 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 0 NaN NaN NaN NaN 300465 2015-06-01 \n", " 1 -0.004752 4828.7380 0.095157 0.045979 300465 2015-06-02 \n", " 2 -0.000110 4910.5270 0.095264 0.016796 300465 2015-06-03 \n", " 3 0.000409 4909.9780 0.095437 -0.000112 300465 2015-06-04 \n", " 4 -0.003567 4947.1020 0.095195 0.007532 300465 2015-06-05 \n", " ... ... ... ... ... ... ... \n", " 1807 -0.004280 3265.6537 0.009959 -0.006409 300465 2023-03-27 \n", " 1808 -0.003669 3251.3971 -0.009050 -0.004375 300465 2023-03-28 \n", " 1809 0.002473 3245.3760 -0.010969 -0.001854 300465 2023-03-29 \n", " 1810 -0.001761 3240.0568 -0.020428 -0.001640 300465 2023-03-30 \n", " 1811 -0.001436 3261.2485 -0.025655 0.006519 300465 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 0 19.61 201506 \n", " 1 21.57 201506 \n", " 2 23.73 201506 \n", " 3 26.10 201506 \n", " 4 28.71 201506 \n", " ... ... ... \n", " 1807 11.00 202303 \n", " 1808 10.88 202303 \n", " 1809 10.66 202303 \n", " 1810 10.39 202303 \n", " 1811 10.78 202303 \n", " \n", " [1812 rows x 26 columns],\n", " 300467: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 0 1.176200e+05 0.0000 0.000078 -0.003111 0.012064 -0.010714 \n", " 1 3.234500e+04 0.0000 0.000078 0.050922 0.009016 0.000261 \n", " 2 4.981200e+04 0.0000 0.000078 0.015448 0.033228 -0.007595 \n", " 3 2.348400e+04 0.0000 0.000079 0.000583 0.012676 0.008341 \n", " 4 9.472100e+04 0.0000 0.000079 0.013310 -0.010739 0.010264 \n", " ... ... ... ... ... ... ... \n", " 1702 1.214467e+08 3.5357 0.000067 -0.006374 0.002265 -0.003920 \n", " 1703 7.776418e+07 2.4949 0.000067 0.000790 -0.005440 0.003884 \n", " 1704 7.817436e+07 3.2414 0.000067 -0.002534 -0.005063 -0.004080 \n", " 1705 9.009108e+07 5.1617 0.000067 0.005986 -0.012989 -0.000733 \n", " 1706 1.205390e+08 5.0787 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 0 -0.003542 -0.004765 4611.7440 0.095378 ... NaN NaN \n", " 1 -0.000397 -0.004752 4828.7380 0.095295 ... -0.010714 -0.003542 \n", " 2 -0.008258 -0.000110 4910.5270 0.095324 ... 0.000261 -0.000397 \n", " 3 -0.000996 0.000409 4909.9780 0.095361 ... -0.007595 -0.008258 \n", " 4 -0.000891 -0.003567 4947.1020 0.095333 ... 0.008341 -0.000996 \n", " ... ... ... ... ... ... ... ... \n", " 1702 -0.000093 -0.003669 3251.3971 -0.010731 ... -0.007370 0.000867 \n", " 1703 0.000231 0.002473 3245.3760 -0.022504 ... -0.003920 -0.000093 \n", " 1704 -0.000682 -0.001761 3240.0568 0.002067 ... 0.003884 0.000231 \n", " 1705 0.008088 -0.001436 3261.2485 -0.038588 ... -0.004080 -0.000682 \n", " 1706 -0.005996 -0.001176 3272.8602 0.032374 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 0 NaN NaN NaN NaN 300467 2015-05-29 \n", " 1 -0.004765 4611.7440 0.095378 -0.001846 300467 2015-06-01 \n", " 2 -0.004752 4828.7380 0.095295 0.045979 300467 2015-06-02 \n", " 3 -0.000110 4910.5270 0.095324 0.016796 300467 2015-06-03 \n", " 4 0.000409 4909.9780 0.095361 -0.000112 300467 2015-06-04 \n", " ... ... ... ... ... ... ... \n", " 1702 -0.004280 3265.6537 0.022261 -0.006409 300467 2023-03-27 \n", " 1703 -0.003669 3251.3971 -0.010731 -0.004375 300467 2023-03-28 \n", " 1704 0.002473 3245.3760 -0.022504 -0.001854 300467 2023-03-29 \n", " 1705 -0.001761 3240.0568 0.002067 -0.001640 300467 2023-03-30 \n", " 1706 -0.001436 3261.2485 -0.038588 0.006519 300467 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 0 58.81 201505 \n", " 1 64.69 201506 \n", " 2 71.16 201506 \n", " 3 78.28 201506 \n", " 4 86.11 201506 \n", " ... ... ... \n", " 1702 14.83 202303 \n", " 1703 14.50 202303 \n", " 1704 14.53 202303 \n", " 1705 13.98 202303 \n", " 1706 14.44 202303 \n", " \n", " [1707 rows x 26 columns],\n", " 300468: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 0 1.274520e+05 0.0000 0.000078 -0.003111 0.012064 -0.010714 \n", " 1 3.954500e+04 0.0000 0.000078 0.050922 0.009016 0.000261 \n", " 2 2.373000e+04 0.0000 0.000078 0.015448 0.033228 -0.007595 \n", " 3 2.088480e+05 0.0000 0.000079 0.000583 0.012676 0.008341 \n", " 4 2.584440e+05 0.0000 0.000079 0.013310 -0.010739 0.010264 \n", " ... ... ... ... ... ... ... \n", " 1871 4.392657e+08 3.6765 0.000067 -0.006374 0.002265 -0.003920 \n", " 1872 5.448768e+08 5.3140 0.000067 0.000790 -0.005440 0.003884 \n", " 1873 4.115660e+08 3.7157 0.000067 -0.002534 -0.005063 -0.004080 \n", " 1874 5.548330e+08 8.9141 0.000067 0.005986 -0.012989 -0.000733 \n", " 1875 3.335368e+08 2.8158 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 0 -0.003542 -0.004765 4611.7440 0.095280 ... NaN NaN \n", " 1 -0.000397 -0.004752 4828.7380 0.095366 ... -0.010714 -0.003542 \n", " 2 -0.008258 -0.000110 4910.5270 0.095437 ... 0.000261 -0.000397 \n", " 3 -0.000996 0.000409 4909.9780 0.095425 ... -0.007595 -0.008258 \n", " 4 -0.000891 -0.003567 4947.1020 0.095289 ... 0.008341 -0.000996 \n", " ... ... ... ... ... ... ... ... \n", " 1871 -0.000093 -0.003669 3251.3971 0.014599 ... -0.007370 0.000867 \n", " 1872 0.000231 0.002473 3245.3760 -0.003226 ... -0.003920 -0.000093 \n", " 1873 -0.000682 -0.001761 3240.0568 -0.003236 ... 0.003884 0.000231 \n", " 1874 0.008088 -0.001436 3261.2485 0.007267 ... -0.004080 -0.000682 \n", " 1875 -0.005996 -0.001176 3272.8602 -0.004839 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 0 NaN NaN NaN NaN 300468 2015-05-29 \n", " 1 -0.004765 4611.7440 0.095280 -0.001846 300468 2015-06-01 \n", " 2 -0.004752 4828.7380 0.095366 0.045979 300468 2015-06-02 \n", " 3 -0.000110 4910.5270 0.095437 0.016796 300468 2015-06-03 \n", " 4 0.000409 4909.9780 0.095425 -0.000112 300468 2015-06-04 \n", " ... ... ... ... ... ... ... \n", " 1871 -0.004280 3265.6537 0.012331 -0.006409 300468 2023-03-27 \n", " 1872 -0.003669 3251.3971 0.014599 -0.004375 300468 2023-03-28 \n", " 1873 0.002473 3245.3760 -0.003226 -0.001854 300468 2023-03-29 \n", " 1874 -0.001761 3240.0568 -0.003236 -0.001640 300468 2023-03-30 \n", " 1875 -0.001436 3261.2485 0.007267 0.006519 300468 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 0 32.68 201505 \n", " 1 35.95 201506 \n", " 2 39.55 201506 \n", " 3 43.51 201506 \n", " 4 47.86 201506 \n", " ... ... ... \n", " 1871 12.42 202303 \n", " 1872 12.38 202303 \n", " 1873 12.34 202303 \n", " 1874 12.43 202303 \n", " 1875 12.37 202303 \n", " \n", " [1876 rows x 26 columns],\n", " 300469: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 0 1.943700e+04 0.0000 0.000081 -0.020956 0.016329 0.011125 \n", " 1 6.415200e+04 0.0000 0.000082 -0.034149 -0.013908 0.005013 \n", " 2 1.346940e+05 0.0000 0.000082 0.018102 0.000115 0.002845 \n", " 3 2.352000e+04 0.0000 0.000084 -0.039298 0.006894 0.001093 \n", " 4 3.258585e+05 0.0000 0.000085 -0.064812 -0.017500 0.003852 \n", " ... ... ... ... ... ... ... \n", " 1785 1.550773e+08 5.1111 0.000067 -0.006374 0.002265 -0.003920 \n", " 1786 1.133613e+08 5.0775 0.000067 0.000790 -0.005440 0.003884 \n", " 1787 2.986617e+08 15.5830 0.000067 -0.002534 -0.005063 -0.004080 \n", " 1788 1.565627e+08 4.5430 0.000067 0.005986 -0.012989 -0.000733 \n", " 1789 1.445414e+08 3.0899 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 0 -0.004561 0.003904 5062.9929 0.095537 ... NaN NaN \n", " 1 0.003524 -0.006724 4887.4320 0.095465 ... 0.011125 -0.004561 \n", " 2 -0.004054 -0.000946 4967.8983 0.095123 ... 0.005013 0.003524 \n", " 3 -0.005086 0.002838 4785.3560 0.095395 ... 0.002845 -0.004054 \n", " 4 0.009846 -0.000609 4478.3643 0.095233 ... 0.001093 -0.005086 \n", " ... ... ... ... ... ... ... ... \n", " 1785 -0.000093 -0.003669 3251.3971 0.038686 ... -0.007370 0.000867 \n", " 1786 0.000231 0.002473 3245.3760 -0.047615 ... -0.003920 -0.000093 \n", " 1787 -0.000682 -0.001761 3240.0568 0.035787 ... 0.003884 0.000231 \n", " 1788 0.008088 -0.001436 3261.2485 -0.038032 ... -0.004080 -0.000682 \n", " 1789 -0.005996 -0.001176 3272.8602 -0.022154 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 0 NaN NaN NaN NaN 300469 2015-06-15 \n", " 1 0.003904 5062.9929 0.095537 -0.020209 300469 2015-06-16 \n", " 2 -0.006724 4887.4320 0.095465 -0.035291 300469 2015-06-17 \n", " 3 -0.000946 4967.8983 0.095123 0.016330 300469 2015-06-18 \n", " 4 0.002838 4785.3560 0.095395 -0.037436 300469 2015-06-19 \n", " ... ... ... ... ... ... ... \n", " 1785 -0.004280 3265.6537 0.011735 -0.006409 300469 2023-03-27 \n", " 1786 -0.003669 3251.3971 0.038686 -0.004375 300469 2023-03-28 \n", " 1787 0.002473 3245.3760 -0.047615 -0.001854 300469 2023-03-29 \n", " 1788 -0.001761 3240.0568 0.035787 -0.001640 300469 2023-03-30 \n", " 1789 -0.001436 3261.2485 -0.038032 0.006519 300469 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 0 17.67 201506 \n", " 1 19.44 201506 \n", " 2 21.38 201506 \n", " 3 23.52 201506 \n", " 4 25.87 201506 \n", " ... ... ... \n", " 1785 18.71 202303 \n", " 1786 17.84 202303 \n", " 1787 18.49 202303 \n", " 1788 17.80 202303 \n", " 1789 17.41 202303 \n", " \n", " [1790 rows x 26 columns],\n", " 300493: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 0 3.710700e+04 0.0000 0.000083 0.025887 -0.007222 -0.002774 \n", " 1 3.819300e+04 0.0000 0.000084 -0.005608 0.019652 -0.003509 \n", " 2 5.607630e+04 0.0000 0.000083 0.000777 0.007581 -0.000009 \n", " 3 4.622600e+04 0.0000 0.000084 0.016579 0.012617 -0.001318 \n", " 4 2.191250e+05 0.0000 0.000084 0.001070 0.003414 0.004174 \n", " ... ... ... ... ... ... ... \n", " 1762 1.124622e+08 3.0600 0.000067 -0.006374 0.002265 -0.003920 \n", " 1763 9.565012e+07 2.2333 0.000067 0.000790 -0.005440 0.003884 \n", " 1764 1.444995e+08 5.4638 0.000067 -0.002534 -0.005063 -0.004080 \n", " 1765 2.401656e+08 4.4280 0.000067 0.005986 -0.012989 -0.000733 \n", " 1766 1.503261e+08 3.2491 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 0 -0.001408 -0.004073 3520.6682 0.095477 ... NaN NaN \n", " 1 -0.002788 0.002015 3510.3537 0.095538 ... -0.002774 -0.001408 \n", " 2 0.000053 0.002335 3516.1867 0.095517 ... -0.003509 -0.002788 \n", " 3 -0.003651 -0.001216 3579.9989 0.095373 ... -0.000009 0.000053 \n", " 4 0.001525 -0.002178 3578.9640 0.095082 ... -0.001318 -0.003651 \n", " ... ... ... ... ... ... ... ... \n", " 1762 -0.000093 -0.003669 3251.3971 -0.013555 ... -0.007370 0.000867 \n", " 1763 0.000231 0.002473 3245.3760 -0.023855 ... -0.003920 -0.000093 \n", " 1764 -0.000682 -0.001761 3240.0568 0.032503 ... 0.003884 0.000231 \n", " 1765 0.008088 -0.001436 3261.2485 0.021899 ... -0.004080 -0.000682 \n", " 1766 -0.005996 -0.001176 3272.8602 -0.010889 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 0 NaN NaN NaN NaN 300493 2015-12-14 \n", " 1 -0.004073 3520.6682 0.095477 0.024756 300493 2015-12-15 \n", " 2 0.002015 3510.3537 0.095538 -0.002934 300493 2015-12-16 \n", " 3 0.002335 3516.1867 0.095517 0.001660 300493 2015-12-17 \n", " 4 -0.001216 3579.9989 0.095373 0.017985 300493 2015-12-18 \n", " ... ... ... ... ... ... ... \n", " 1762 -0.004280 3265.6537 0.007371 -0.006409 300493 2023-03-27 \n", " 1763 -0.003669 3251.3971 -0.013555 -0.004375 300493 2023-03-28 \n", " 1764 0.002473 3245.3760 -0.023855 -0.001854 300493 2023-03-29 \n", " 1765 -0.001761 3240.0568 0.032503 -0.001640 300493 2023-03-30 \n", " 1766 -0.001436 3261.2485 0.021899 0.006519 300493 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 0 11.97 201512 \n", " 1 13.17 201512 \n", " 2 14.49 201512 \n", " 3 15.94 201512 \n", " 4 17.53 201512 \n", " ... ... ... \n", " 1762 8.06 202303 \n", " 1763 7.87 202303 \n", " 1764 8.13 202303 \n", " 1765 8.31 202303 \n", " 1766 8.22 202303 \n", " \n", " [1767 rows x 26 columns],\n", " 300496: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 0 1.622000e+05 0.0000 0.000083 0.025887 -0.007222 -0.002774 \n", " 1 8.475900e+04 0.0000 0.000084 -0.005608 0.019652 -0.003509 \n", " 2 1.570240e+05 0.0000 0.000083 0.000777 0.007581 -0.000009 \n", " 3 2.429100e+05 0.0000 0.000084 0.016579 0.012617 -0.001318 \n", " 4 3.028380e+05 0.0000 0.000084 0.001070 0.003414 0.004174 \n", " ... ... ... ... ... ... ... \n", " 1709 1.915716e+09 8.5108 0.000067 -0.006374 0.002265 -0.003920 \n", " 1710 1.368957e+09 4.7085 0.000067 0.000790 -0.005440 0.003884 \n", " 1711 8.697157e+08 3.5870 0.000067 -0.002534 -0.005063 -0.004080 \n", " 1712 7.835547e+08 3.7322 0.000067 0.005986 -0.012989 -0.000733 \n", " 1713 9.247887e+08 4.7504 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 0 -0.001408 -0.004073 3520.6682 0.095409 ... NaN NaN \n", " 1 -0.002788 0.002015 3510.3537 0.095422 ... -0.002774 -0.001408 \n", " 2 0.000053 0.002335 3516.1867 0.095290 ... -0.003509 -0.002788 \n", " 3 -0.003651 -0.001216 3579.9989 0.095366 ... -0.000009 0.000053 \n", " 4 0.001525 -0.002178 3578.9640 0.095344 ... -0.001318 -0.003651 \n", " ... ... ... ... ... ... ... ... \n", " 1709 -0.000093 -0.003669 3251.3971 -0.027652 ... -0.007370 0.000867 \n", " 1710 0.000231 0.002473 3245.3760 -0.043105 ... -0.003920 -0.000093 \n", " 1711 -0.000682 -0.001761 3240.0568 0.006576 ... 0.003884 0.000231 \n", " 1712 0.008088 -0.001436 3261.2485 -0.004998 ... -0.004080 -0.000682 \n", " 1713 -0.005996 -0.001176 3272.8602 0.005275 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 0 NaN NaN NaN NaN 300496 2015-12-14 \n", " 1 -0.004073 3520.6682 0.095409 0.024756 300496 2015-12-15 \n", " 2 0.002015 3510.3537 0.095422 -0.002934 300496 2015-12-16 \n", " 3 0.002335 3516.1867 0.095290 0.001660 300496 2015-12-17 \n", " 4 -0.001216 3579.9989 0.095366 0.017985 300496 2015-12-18 \n", " ... ... ... ... ... ... ... \n", " 1709 -0.004280 3265.6537 0.002601 -0.006409 300496 2023-03-27 \n", " 1710 -0.003669 3251.3971 -0.027652 -0.004375 300496 2023-03-28 \n", " 1711 0.002473 3245.3760 -0.043105 -0.001854 300496 2023-03-29 \n", " 1712 -0.001761 3240.0568 0.006576 -0.001640 300496 2023-03-30 \n", " 1713 -0.001436 3261.2485 -0.004998 0.006519 300496 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 0 40.55 201512 \n", " 1 44.61 201512 \n", " 2 49.07 201512 \n", " 3 53.98 201512 \n", " 4 59.38 201512 \n", " ... ... ... \n", " 1709 112.35 202303 \n", " 1710 107.61 202303 \n", " 1711 108.32 202303 \n", " 1712 107.78 202303 \n", " 1713 108.35 202303 \n", " \n", " [1714 rows x 26 columns],\n", " 430425: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 0 550000.00 0.0000 0.000079 0.013310 -0.010739 0.010264 \n", " 1 770000.00 0.0000 0.000079 0.014820 0.008353 -0.002825 \n", " 2 286000.00 0.0000 0.000080 -0.005805 0.001764 -0.000477 \n", " 3 2400000.00 0.0000 0.000080 -0.004657 0.024150 -0.013865 \n", " 4 2200000.00 0.0000 0.000080 0.000084 0.029901 -0.010352 \n", " .. ... ... ... ... ... ... \n", " 539 3348159.56 2.4444 0.000067 -0.006374 0.002265 -0.003920 \n", " 540 7360753.34 6.9413 0.000067 0.000790 -0.005440 0.003884 \n", " 541 5019531.98 2.9851 0.000067 -0.002534 -0.005063 -0.004080 \n", " 542 2105301.33 1.5933 0.000067 0.005986 -0.012989 -0.000733 \n", " 543 2078886.10 1.8968 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 0 -0.000891 -0.003567 4947.1020 -0.241162 ... NaN NaN \n", " 1 -0.004730 0.002318 5023.0960 0.000000 ... 0.010264 -0.000891 \n", " 2 -0.006147 0.000820 5113.5337 0.000000 ... -0.002825 -0.004730 \n", " 3 -0.007193 -0.001169 5106.0359 0.597837 ... -0.000477 -0.006147 \n", " 4 -0.007684 0.006717 5121.5925 -0.597837 ... -0.013865 -0.007193 \n", " .. ... ... ... ... ... ... ... \n", " 539 -0.000093 -0.003669 3251.3971 -0.029314 ... -0.007370 0.000867 \n", " 540 0.000231 0.002473 3245.3760 0.021879 ... -0.003920 -0.000093 \n", " 541 -0.000682 -0.001761 3240.0568 -0.016554 ... 0.003884 0.000231 \n", " 542 0.008088 -0.001436 3261.2485 0.000000 ... -0.004080 -0.000682 \n", " 543 -0.005996 -0.001176 3272.8602 -0.006088 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 0 NaN NaN NaN NaN 430425 2015-06-04 \n", " 1 -0.003567 4947.1020 -0.241162 0.088655 430425 2015-06-05 \n", " 2 0.002318 5023.0960 0.000000 0.015245 430425 2015-06-09 \n", " 3 0.000820 5113.5337 0.000000 0.017844 430425 2015-06-10 \n", " 4 -0.001169 5106.0359 0.597837 -0.001467 430425 2015-06-11 \n", " .. ... ... ... ... ... ... \n", " 539 -0.004280 3265.6537 0.022473 -0.006409 430425 2023-03-27 \n", " 540 -0.003669 3251.3971 -0.029314 -0.004375 430425 2023-03-28 \n", " 541 0.002473 3245.3760 0.021879 -0.001854 430425 2023-03-29 \n", " 542 -0.001761 3240.0568 -0.016554 -0.001640 430425 2023-03-30 \n", " 543 -0.001436 3261.2485 0.000000 0.006519 430425 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 0 1.10 201506 \n", " 1 1.10 201506 \n", " 2 1.10 201506 \n", " 3 2.00 201506 \n", " 4 1.10 201506 \n", " .. ... ... \n", " 539 13.11 202303 \n", " 540 13.40 202303 \n", " 541 13.18 202303 \n", " 542 13.18 202303 \n", " 543 13.10 202303 \n", " \n", " [544 rows x 26 columns],\n", " 600037: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 0 45905870 1.5175 0.000107 0.003761 0.010096 -0.002014 \n", " 1 56825567 2.2590 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 51796099 1.1923 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 101724304 2.5373 0.000107 0.003885 0.002622 0.004782 \n", " 4 86334504 4.0996 0.000107 -0.016251 -0.004473 0.000358 \n", " ... ... ... ... ... ... ... \n", " 2936 347308662 3.4304 0.000067 -0.006374 0.002265 -0.003920 \n", " 2937 449395747 4.7319 0.000067 0.000790 -0.005440 0.003884 \n", " 2938 295396800 2.9319 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2939 228851043 3.3543 0.000067 0.005986 -0.012989 -0.000733 \n", " 2940 235536655 3.6559 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 0 -0.004582 0.000641 2285.3640 0.007559 ... NaN NaN \n", " 1 -0.001519 0.002452 2276.0700 0.010487 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 -0.001491 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 0.019217 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 -0.032741 ... 0.004782 -0.003027 \n", " ... ... ... ... ... ... ... ... \n", " 2936 -0.000093 -0.003669 3251.3971 -0.011500 ... -0.007370 0.000867 \n", " 2937 0.000231 0.002473 3245.3760 0.004197 ... -0.003920 -0.000093 \n", " 2938 -0.000682 -0.001761 3240.0568 -0.001048 ... 0.003884 0.000231 \n", " 2939 0.008088 -0.001436 3261.2485 -0.025479 ... -0.004080 -0.000682 \n", " 2940 -0.005996 -0.001176 3272.8602 0.030706 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 0 NaN NaN NaN NaN 600037 2013-01-07 \n", " 1 0.000641 2285.3640 0.007559 0.003670 600037 2013-01-08 \n", " 2 0.002452 2276.0700 0.010487 -0.004075 600037 2013-01-09 \n", " 3 -0.000336 2275.3400 -0.001491 -0.000321 600037 2013-01-10 \n", " 4 0.000300 2283.6580 0.019217 0.003649 600037 2013-01-11 \n", " ... ... ... ... ... ... ... \n", " 2936 -0.004280 3265.6537 -0.005184 -0.006409 600037 2023-03-27 \n", " 2937 -0.003669 3251.3971 -0.011500 -0.004375 600037 2023-03-28 \n", " 2938 0.002473 3245.3760 0.004197 -0.001854 600037 2023-03-29 \n", " 2939 -0.001761 3240.0568 -0.001048 -0.001640 600037 2023-03-30 \n", " 2940 -0.001436 3261.2485 -0.025479 0.006519 600037 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 0 6.64 201301 \n", " 1 6.71 201301 \n", " 2 6.70 201301 \n", " 3 6.83 201301 \n", " 4 6.61 201301 \n", " ... ... ... \n", " 2936 9.51 202303 \n", " 2937 9.55 202303 \n", " 2938 9.54 202303 \n", " 2939 9.30 202303 \n", " 2940 9.59 202303 \n", " \n", " [2941 rows x 26 columns],\n", " 600050: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 0 208268856 1.4327 0.000107 0.003761 0.010096 -0.002014 \n", " 1 261739622 1.1396 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 578106756 4.2857 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 363984989 2.2409 0.000107 0.003885 0.002622 0.004782 \n", " 4 387794535 3.3803 0.000107 -0.016251 -0.004473 0.000358 \n", " ... ... ... ... ... ... ... \n", " 2873 2842841298 4.5455 0.000067 -0.006374 0.002265 -0.003920 \n", " 2874 2978198397 3.7037 0.000067 0.000790 -0.005440 0.003884 \n", " 2875 2579099224 3.7975 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2876 2717174220 5.4945 0.000067 0.005986 -0.012989 -0.000733 \n", " 2877 2240375782 3.5917 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 0 -0.004582 0.000641 2285.3640 0.005714 ... NaN NaN \n", " 1 -0.001519 0.002452 2276.0700 -0.002853 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 0.019803 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 -0.005618 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 -0.022793 ... 0.004782 -0.003027 \n", " ... ... ... ... ... ... ... ... \n", " 2873 -0.000093 -0.003669 3251.3971 -0.018349 ... -0.007370 0.000867 \n", " 2874 0.000231 0.002473 3245.3760 0.023789 ... -0.003920 -0.000093 \n", " 2875 -0.000682 -0.001761 3240.0568 -0.012739 ... 0.003884 0.000231 \n", " 2876 0.008088 -0.001436 3261.2485 -0.031631 ... -0.004080 -0.000682 \n", " 2877 -0.005996 -0.001176 3272.8602 0.024278 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 0 NaN NaN NaN NaN 600050 2013-01-07 \n", " 1 0.000641 2285.3640 0.005714 0.003670 600050 2013-01-08 \n", " 2 0.002452 2276.0700 -0.002853 -0.004075 600050 2013-01-09 \n", " 3 -0.000336 2275.3400 0.019803 -0.000321 600050 2013-01-10 \n", " 4 0.000300 2283.6580 -0.005618 0.003649 600050 2013-01-11 \n", " ... ... ... ... ... ... ... \n", " 2873 -0.004280 3265.6537 -0.047924 -0.006409 600050 2023-03-27 \n", " 2874 -0.003669 3251.3971 -0.018349 -0.004375 600050 2023-03-28 \n", " 2875 0.002473 3245.3760 0.023789 -0.001854 600050 2023-03-29 \n", " 2876 -0.001761 3240.0568 -0.012739 -0.001640 600050 2023-03-30 \n", " 2877 -0.001436 3261.2485 -0.031631 0.006519 600050 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 0 3.51 201301 \n", " 1 3.50 201301 \n", " 2 3.57 201301 \n", " 3 3.55 201301 \n", " 4 3.47 201301 \n", " ... ... ... \n", " 2873 5.40 202303 \n", " 2874 5.53 202303 \n", " 2875 5.46 202303 \n", " 2876 5.29 202303 \n", " 2877 5.42 202303 \n", " \n", " [2878 rows x 26 columns],\n", " 600406: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 0 269886052 2.4312 0.000107 0.003761 0.010096 -0.002014 \n", " 1 530147425 6.7532 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 575620300 6.9385 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 217537508 2.1893 0.000107 0.003885 0.002622 0.004782 \n", " 4 250997135 3.3848 0.000107 -0.016251 -0.004473 0.000358 \n", " ... ... ... ... ... ... ... \n", " 2824 701751929 3.0094 0.000067 -0.006374 0.002265 -0.003920 \n", " 2825 815654648 2.7516 0.000067 0.000790 -0.005440 0.003884 \n", " 2826 374361577 2.3861 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2827 344477889 1.5705 0.000067 0.005986 -0.012989 -0.000733 \n", " 2828 422097223 2.2868 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 0 -0.004582 0.000641 2285.3640 -0.014825 ... NaN NaN \n", " 1 -0.001519 0.002452 2276.0700 0.064741 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 0.028205 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 -0.003557 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 -0.013150 ... 0.004782 -0.003027 \n", " ... ... ... ... ... ... ... ... \n", " 2824 -0.000093 -0.003669 3251.3971 0.001449 ... -0.007370 0.000867 \n", " 2825 0.000231 0.002473 3245.3760 0.001447 ... -0.003920 -0.000093 \n", " 2826 -0.000682 -0.001761 3240.0568 -0.010175 ... 0.003884 0.000231 \n", " 2827 0.008088 -0.001436 3261.2485 0.006190 ... -0.004080 -0.000682 \n", " 2828 -0.005996 -0.001176 3272.8602 -0.016100 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 0 NaN NaN NaN NaN 600406 2013-01-07 \n", " 1 0.000641 2285.3640 -0.014825 0.003670 600406 2013-01-08 \n", " 2 0.002452 2276.0700 0.064741 -0.004075 600406 2013-01-09 \n", " 3 -0.000336 2275.3400 0.028205 -0.000321 600406 2013-01-10 \n", " 4 0.000300 2283.6580 -0.003557 0.003649 600406 2013-01-11 \n", " ... ... ... ... ... ... ... \n", " 2824 -0.004280 3265.6537 0.022366 -0.006409 600406 2023-03-27 \n", " 2825 -0.003669 3251.3971 0.001449 -0.004375 600406 2023-03-28 \n", " 2826 0.002473 3245.3760 0.001447 -0.001854 600406 2023-03-29 \n", " 2827 -0.001761 3240.0568 -0.010175 -0.001640 600406 2023-03-30 \n", " 2828 -0.001436 3261.2485 0.006190 0.006519 600406 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 0 15.40 201301 \n", " 1 16.43 201301 \n", " 2 16.90 201301 \n", " 3 16.84 201301 \n", " 4 16.62 201301 \n", " ... ... ... \n", " 2824 27.62 202303 \n", " 2825 27.66 202303 \n", " 2826 27.38 202303 \n", " 2827 27.55 202303 \n", " 2828 27.11 202303 \n", " \n", " [2829 rows x 26 columns],\n", " 600410: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 0 51381401 2.5890 0.000107 0.003761 0.010096 -0.002014 \n", " 1 76151720 4.3269 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 101807697 2.6730 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 103619238 3.2407 0.000107 0.003885 0.002622 0.004782 \n", " 4 74857078 3.5168 0.000107 -0.016251 -0.004473 0.000358 \n", " ... ... ... ... ... ... ... \n", " 2908 743295834 4.6283 0.000067 -0.006374 0.002265 -0.003920 \n", " 2909 600457904 6.0309 0.000067 0.000790 -0.005440 0.003884 \n", " 2910 396874896 3.7604 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2911 328284912 4.4223 0.000067 0.005986 -0.012989 -0.000733 \n", " 2912 282247187 3.9359 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 0 -0.004582 0.000641 2285.3640 0.009662 ... NaN NaN \n", " 1 -0.001519 0.002452 2276.0700 0.019048 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 0.018692 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 0.009217 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 -0.031058 ... 0.004782 -0.003027 \n", " ... ... ... ... ... ... ... ... \n", " 2908 -0.000093 -0.003669 3251.3971 0.000000 ... -0.007370 0.000867 \n", " 2909 0.000231 0.002473 3245.3760 0.006988 ... -0.003920 -0.000093 \n", " 2910 -0.000682 -0.001761 3240.0568 -0.023962 ... 0.003884 0.000231 \n", " 2911 0.008088 -0.001436 3261.2485 -0.021630 ... -0.004080 -0.000682 \n", " 2912 -0.005996 -0.001176 3272.8602 0.004364 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 0 NaN NaN NaN NaN 600410 2013-01-07 \n", " 1 0.000641 2285.3640 0.009662 0.003670 600410 2013-01-08 \n", " 2 0.002452 2276.0700 0.019048 -0.004075 600410 2013-01-09 \n", " 3 -0.000336 2275.3400 0.018692 -0.000321 600410 2013-01-10 \n", " 4 0.000300 2283.6580 0.009217 0.003649 600410 2013-01-11 \n", " ... ... ... ... ... ... ... \n", " 2908 -0.004280 3265.6537 0.057736 -0.006409 600410 2023-03-27 \n", " 2909 -0.003669 3251.3971 0.000000 -0.004375 600410 2023-03-28 \n", " 2910 0.002473 3245.3760 0.006988 -0.001854 600410 2023-03-29 \n", " 2911 -0.001761 3240.0568 -0.023962 -0.001640 600410 2023-03-30 \n", " 2912 -0.001436 3261.2485 -0.021630 0.006519 600410 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 0 6.24 201301 \n", " 1 6.36 201301 \n", " 2 6.48 201301 \n", " 3 6.54 201301 \n", " 4 6.34 201301 \n", " ... ... ... \n", " 2908 7.13 202303 \n", " 2909 7.18 202303 \n", " 2910 7.01 202303 \n", " 2911 6.86 202303 \n", " 2912 6.89 202303 \n", " \n", " [2913 rows x 26 columns],\n", " 600446: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 0 11933061 1.7991 0.000107 0.003761 0.010096 -0.002014 \n", " 1 25993926 5.9701 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 14961471 2.3774 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 20190948 3.2836 0.000107 0.003885 0.002622 0.004782 \n", " 4 19151175 2.3845 0.000107 -0.016251 -0.004473 0.000358 \n", " ... ... ... ... ... ... ... \n", " 2845 719648442 5.4961 0.000067 -0.006374 0.002265 -0.003920 \n", " 2846 463375155 3.1293 0.000067 0.000790 -0.005440 0.003884 \n", " 2847 274658016 1.9704 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2848 271599448 3.0605 0.000067 0.005986 -0.012989 -0.000733 \n", " 2849 268023085 4.7273 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 0 -0.004582 0.000641 2285.3640 0.004488 ... NaN NaN \n", " 1 -0.001519 0.002452 2276.0700 0.004468 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 -0.004468 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 0.001491 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 -0.015015 ... 0.004782 -0.003027 \n", " ... ... ... ... ... ... ... ... \n", " 2845 -0.000093 -0.003669 3251.3971 0.048076 ... -0.007370 0.000867 \n", " 2846 0.000231 0.002473 3245.3760 -0.033902 ... -0.003920 -0.000093 \n", " 2847 -0.000682 -0.001761 3240.0568 -0.011324 ... 0.003884 0.000231 \n", " 2848 0.008088 -0.001436 3261.2485 -0.021584 ... -0.004080 -0.000682 \n", " 2849 -0.005996 -0.001176 3272.8602 0.023006 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 0 NaN NaN NaN NaN 600446 2013-01-07 \n", " 1 0.000641 2285.3640 0.004488 0.003670 600446 2013-01-08 \n", " 2 0.002452 2276.0700 0.004468 -0.004075 600446 2013-01-09 \n", " 3 -0.000336 2275.3400 -0.004468 -0.000321 600446 2013-01-10 \n", " 4 0.000300 2283.6580 0.001491 0.003649 600446 2013-01-11 \n", " ... ... ... ... ... ... ... \n", " 2845 -0.004280 3265.6537 0.007163 -0.006409 600446 2023-03-27 \n", " 2846 -0.003669 3251.3971 0.048076 -0.004375 600446 2023-03-28 \n", " 2847 0.002473 3245.3760 -0.033902 -0.001854 600446 2023-03-29 \n", " 2848 -0.001761 3240.0568 -0.011324 -0.001640 600446 2023-03-30 \n", " 2849 -0.001436 3261.2485 -0.021584 0.006519 600446 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 0 6.70 201301 \n", " 1 6.73 201301 \n", " 2 6.70 201301 \n", " 3 6.71 201301 \n", " 4 6.61 201301 \n", " ... ... ... \n", " 2845 14.70 202303 \n", " 2846 14.21 202303 \n", " 2847 14.05 202303 \n", " 2848 13.75 202303 \n", " 2849 14.07 202303 \n", " \n", " [2850 rows x 26 columns],\n", " 600476: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 0 9448707 2.8450 0.000107 0.003761 0.010096 -0.002014 \n", " 1 9295868 2.0115 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 9802923 3.0129 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 10457373 2.2631 0.000107 0.003885 0.002622 0.004782 \n", " 4 12219753 4.5519 0.000107 -0.016251 -0.004473 0.000358 \n", " ... ... ... ... ... ... ... \n", " 2957 176266145 3.5567 0.000067 -0.006374 0.002265 -0.003920 \n", " 2958 209623181 5.4745 0.000067 0.000790 -0.005440 0.003884 \n", " 2959 259344772 3.5752 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2960 243086155 6.2241 0.000067 0.005986 -0.012989 -0.000733 \n", " 2961 150659433 4.4022 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 0 -0.004582 0.000641 2285.3640 -0.010007 ... NaN NaN \n", " 1 -0.001519 0.002452 2276.0700 0.001436 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 0.014245 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 -0.005674 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 -0.014327 ... 0.004782 -0.003027 \n", " ... ... ... ... ... ... ... ... \n", " 2957 -0.000093 -0.003669 3251.3971 -0.011405 ... -0.007370 0.000867 \n", " 2958 0.000231 0.002473 3245.3760 -0.008377 ... -0.003920 -0.000093 \n", " 2959 -0.000682 -0.001761 3240.0568 0.013577 ... 0.003884 0.000231 \n", " 2960 0.008088 -0.001436 3261.2485 -0.046718 ... -0.004080 -0.000682 \n", " 2961 -0.005996 -0.001176 3272.8602 0.017242 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 0 NaN NaN NaN NaN 600476 2013-01-07 \n", " 1 0.000641 2285.3640 -0.010007 0.003670 600476 2013-01-08 \n", " 2 0.002452 2276.0700 0.001436 -0.004075 600476 2013-01-09 \n", " 3 -0.000336 2275.3400 0.014245 -0.000321 600476 2013-01-10 \n", " 4 0.000300 2283.6580 -0.005674 0.003649 600476 2013-01-11 \n", " ... ... ... ... ... ... ... \n", " 2957 -0.004280 3265.6537 -0.013313 -0.006409 600476 2023-03-27 \n", " 2958 -0.003669 3251.3971 -0.011405 -0.004375 600476 2023-03-28 \n", " 2959 0.002473 3245.3760 -0.008377 -0.001854 600476 2023-03-29 \n", " 2960 -0.001761 3240.0568 0.013577 -0.001640 600476 2023-03-30 \n", " 2961 -0.001436 3261.2485 -0.046718 0.006519 600476 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 0 6.96 201301 \n", " 1 6.97 201301 \n", " 2 7.07 201301 \n", " 3 7.03 201301 \n", " 4 6.93 201301 \n", " ... ... ... \n", " 2957 19.18 202303 \n", " 2958 19.02 202303 \n", " 2959 19.28 202303 \n", " 2960 18.40 202303 \n", " 2961 18.72 202303 \n", " \n", " [2962 rows x 26 columns],\n", " 600536: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 0 30641994 4.7170 0.000107 -0.006667 0.012550 -0.007672 \n", " 1 37203767 4.4321 0.000107 -0.001212 0.002407 -0.003288 \n", " 2 46825297 6.1706 0.000107 0.003885 0.002622 0.004782 \n", " 3 31492741 4.1012 0.000107 -0.016251 -0.004473 0.000358 \n", " 4 31088401 5.1818 0.000107 0.030524 0.002484 -0.001369 \n", " ... ... ... ... ... ... ... \n", " 2957 1959766453 5.5007 0.000067 -0.006374 0.002265 -0.003920 \n", " 2958 1861671574 4.9116 0.000067 0.000790 -0.005440 0.003884 \n", " 2959 2147280743 4.7113 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2960 1290349482 2.7515 0.000067 0.005986 -0.012989 -0.000733 \n", " 2961 1677463707 4.6631 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 0 -0.001519 0.002452 2276.0700 0.021466 ... NaN NaN \n", " 1 0.001126 -0.000336 2275.3400 0.017392 ... -0.007672 -0.001519 \n", " 2 -0.003027 0.000300 2283.6580 0.039151 ... -0.003288 0.001126 \n", " 3 -0.000219 -0.008375 2242.9970 -0.040967 ... 0.004782 -0.003027 \n", " 4 -0.002640 0.000791 2311.7400 0.032203 ... 0.000358 -0.000219 \n", " ... ... ... ... ... ... ... ... \n", " 2957 -0.000093 -0.003669 3251.3971 -0.026874 ... -0.007370 0.000867 \n", " 2958 0.000231 0.002473 3245.3760 0.008656 ... -0.003920 -0.000093 \n", " 2959 -0.000682 -0.001761 3240.0568 -0.029444 ... 0.003884 0.000231 \n", " 2960 0.008088 -0.001436 3261.2485 -0.016707 ... -0.004080 -0.000682 \n", " 2961 -0.005996 -0.001176 3272.8602 0.034739 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 0 NaN NaN NaN NaN 600536 2013-01-08 \n", " 1 0.002452 2276.0700 0.021466 -0.000405 600536 2013-01-09 \n", " 2 -0.000336 2275.3400 0.017392 -0.000321 600536 2013-01-10 \n", " 3 0.000300 2283.6580 0.039151 0.003649 600536 2013-01-11 \n", " 4 -0.008375 2242.9970 -0.040967 -0.017966 600536 2013-01-14 \n", " ... ... ... ... ... ... ... \n", " 2957 -0.004280 3265.6537 0.003532 -0.006409 600536 2023-03-27 \n", " 2958 -0.003669 3251.3971 -0.026874 -0.004375 600536 2023-03-28 \n", " 2959 0.002473 3245.3760 0.008656 -0.001854 600536 2023-03-29 \n", " 2960 -0.001761 3240.0568 -0.029444 -0.001640 600536 2023-03-30 \n", " 2961 -0.001436 3261.2485 -0.016707 0.006519 600536 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 0 10.83 201301 \n", " 1 11.02 201301 \n", " 2 11.46 201301 \n", " 3 11.00 201301 \n", " 4 11.36 201301 \n", " ... ... ... \n", " 2957 69.02 202303 \n", " 2958 69.62 202303 \n", " 2959 67.60 202303 \n", " 2960 66.48 202303 \n", " 2961 68.83 202303 \n", " \n", " [2962 rows x 26 columns],\n", " 600570: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 0 160405486 5.9875 0.000107 0.003761 0.010096 -0.002014 \n", " 1 108659199 5.0655 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 72093513 3.8200 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 61019446 3.1933 0.000107 0.003885 0.002622 0.004782 \n", " 4 43580538 4.1631 0.000107 -0.016251 -0.004473 0.000358 \n", " ... ... ... ... ... ... ... \n", " 2906 3367184240 10.4219 0.000067 -0.006374 0.002265 -0.003920 \n", " 2907 1415658928 3.3992 0.000067 0.000790 -0.005440 0.003884 \n", " 2908 1096811625 3.8571 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2909 756591411 2.8408 0.000067 0.005986 -0.012989 -0.000733 \n", " 2910 2694879339 11.8231 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 0 -0.004582 0.000641 2285.3640 0.022969 ... NaN NaN \n", " 1 -0.001519 0.002452 2276.0700 0.028413 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 0.010135 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 -0.010984 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 -0.021469 ... 0.004782 -0.003027 \n", " ... ... ... ... ... ... ... ... \n", " 2906 -0.000093 -0.003669 3251.3971 0.065329 ... -0.007370 0.000867 \n", " 2907 0.000231 0.002473 3245.3760 -0.032131 ... -0.003920 -0.000093 \n", " 2908 -0.000682 -0.001761 3240.0568 -0.001430 ... 0.003884 0.000231 \n", " 2909 0.008088 -0.001436 3261.2485 -0.011304 ... -0.004080 -0.000682 \n", " 2910 -0.005996 -0.001176 3272.8602 0.095348 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 0 NaN NaN NaN NaN 600570 2013-01-07 \n", " 1 0.000641 2285.3640 0.022969 0.003670 600570 2013-01-08 \n", " 2 0.002452 2276.0700 0.028413 -0.004075 600570 2013-01-09 \n", " 3 -0.000336 2275.3400 0.010135 -0.000321 600570 2013-01-10 \n", " 4 0.000300 2283.6580 -0.010984 0.003649 600570 2013-01-11 \n", " ... ... ... ... ... ... ... \n", " 2906 -0.004280 3265.6537 0.031504 -0.006409 600570 2023-03-27 \n", " 2907 -0.003669 3251.3971 0.065329 -0.004375 600570 2023-03-28 \n", " 2908 0.002473 3245.3760 -0.032131 -0.001854 600570 2023-03-29 \n", " 2909 -0.001761 3240.0568 -0.001430 -0.001640 600570 2023-03-30 \n", " 2910 -0.001436 3261.2485 -0.011304 0.006519 600570 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 0 11.45 201301 \n", " 1 11.78 201301 \n", " 2 11.90 201301 \n", " 3 11.77 201301 \n", " 4 11.52 201301 \n", " ... ... ... \n", " 2906 50.60 202303 \n", " 2907 49.00 202303 \n", " 2908 48.93 202303 \n", " 2909 48.38 202303 \n", " 2910 53.22 202303 \n", " \n", " [2911 rows x 26 columns],\n", " 600571: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 0 10145925 2.2067 0.000107 0.003761 0.010096 -0.002014 \n", " 1 12718905 2.4221 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 12792159 2.2857 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 9439236 1.7182 0.000107 0.003885 0.002622 0.004782 \n", " 4 12140651 2.8769 0.000107 -0.016251 -0.004473 0.000358 \n", " ... ... ... ... ... ... ... \n", " 2800 506157574 4.4815 0.000067 -0.006374 0.002265 -0.003920 \n", " 2801 306513088 4.4482 0.000067 0.000790 -0.005440 0.003884 \n", " 2802 216827349 2.8571 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2803 176538717 3.1789 0.000067 0.005986 -0.012989 -0.000733 \n", " 2804 325713498 7.0968 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 0 -0.004582 0.000641 2285.3640 0.006944 ... NaN NaN \n", " 1 -0.001519 0.002452 2276.0700 0.009185 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 -0.002288 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 -0.004592 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 -0.018584 ... 0.004782 -0.003027 \n", " ... ... ... ... ... ... ... ... \n", " 2800 -0.000093 -0.003669 3251.3971 0.026876 ... -0.007370 0.000867 \n", " 2801 0.000231 0.002473 3245.3760 -0.042820 ... -0.003920 -0.000093 \n", " 2802 -0.000682 -0.001761 3240.0568 -0.017110 ... 0.003884 0.000231 \n", " 2803 0.008088 -0.001436 3261.2485 -0.014639 ... -0.004080 -0.000682 \n", " 2804 -0.005996 -0.001176 3272.8602 0.053825 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 0 NaN NaN NaN NaN 600571 2013-01-07 \n", " 1 0.000641 2285.3640 0.006944 0.003670 600571 2013-01-08 \n", " 2 0.002452 2276.0700 0.009185 -0.004075 600571 2013-01-09 \n", " 3 -0.000336 2275.3400 -0.002288 -0.000321 600571 2013-01-10 \n", " 4 0.000300 2283.6580 -0.004592 0.003649 600571 2013-01-11 \n", " ... ... ... ... ... ... ... \n", " 2800 -0.004280 3265.6537 0.023112 -0.006409 600571 2023-03-27 \n", " 2801 -0.003669 3251.3971 0.026876 -0.004375 600571 2023-03-28 \n", " 2802 0.002473 3245.3760 -0.042820 -0.001854 600571 2023-03-29 \n", " 2803 -0.001761 3240.0568 -0.017110 -0.001640 600571 2023-03-30 \n", " 2804 -0.001436 3261.2485 -0.014639 0.006519 600571 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 0 8.67 201301 \n", " 1 8.75 201301 \n", " 2 8.73 201301 \n", " 3 8.69 201301 \n", " 4 8.53 201301 \n", " ... ... ... \n", " 2800 11.69 202303 \n", " 2801 11.20 202303 \n", " 2802 11.01 202303 \n", " 2803 10.85 202303 \n", " 2804 11.45 202303 \n", " \n", " [2805 rows x 26 columns],\n", " 600588: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 0 285079662 7.5742 0.000107 0.003761 0.010096 -0.002014 \n", " 1 221745269 4.0658 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 125475055 2.4248 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 123174811 2.8543 0.000107 0.003885 0.002622 0.004782 \n", " 4 147994682 3.8160 0.000107 -0.016251 -0.004473 0.000358 \n", " ... ... ... ... ... ... ... \n", " 2947 2228155470 6.9257 0.000067 -0.006374 0.002265 -0.003920 \n", " 2948 1562892285 5.0297 0.000067 0.000790 -0.005440 0.003884 \n", " 2949 1617212030 4.1270 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2950 1320641342 3.6125 0.000067 0.005986 -0.012989 -0.000733 \n", " 2951 2084065583 8.7616 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 0 -0.004582 0.000641 2285.3640 0.055736 ... NaN NaN \n", " 1 -0.001519 0.002452 2276.0700 -0.001938 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 -0.014656 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 0.005888 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 -0.007859 ... 0.004782 -0.003027 \n", " ... ... ... ... ... ... ... ... \n", " 2947 -0.000093 -0.003669 3251.3971 -0.028886 ... -0.007370 0.000867 \n", " 2948 0.000231 0.002473 3245.3760 -0.001982 ... -0.003920 -0.000093 \n", " 2949 -0.000682 -0.001761 3240.0568 -0.033902 ... 0.003884 0.000231 \n", " 2950 0.008088 -0.001436 3261.2485 -0.025781 ... -0.004080 -0.000682 \n", " 2951 -0.005996 -0.001176 3272.8602 0.057697 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 0 NaN NaN NaN NaN 600588 2013-01-07 \n", " 1 0.000641 2285.3640 0.055736 0.003670 600588 2013-01-08 \n", " 2 0.002452 2276.0700 -0.001938 -0.004075 600588 2013-01-09 \n", " 3 -0.000336 2275.3400 -0.014656 -0.000321 600588 2013-01-10 \n", " 4 0.000300 2283.6580 0.005888 0.003649 600588 2013-01-11 \n", " ... ... ... ... ... ... ... \n", " 2947 -0.004280 3265.6537 0.042844 -0.006409 600588 2023-03-27 \n", " 2948 -0.003669 3251.3971 -0.028886 -0.004375 600588 2023-03-28 \n", " 2949 0.002473 3245.3760 -0.001982 -0.001854 600588 2023-03-29 \n", " 2950 -0.001761 3240.0568 -0.033902 -0.001640 600588 2023-03-30 \n", " 2951 -0.001436 3261.2485 -0.025781 0.006519 600588 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 0 10.33 201301 \n", " 1 10.31 201301 \n", " 2 10.16 201301 \n", " 3 10.22 201301 \n", " 4 10.14 201301 \n", " ... ... ... \n", " 2947 25.25 202303 \n", " 2948 25.20 202303 \n", " 2949 24.36 202303 \n", " 2950 23.74 202303 \n", " 2951 25.15 202303 \n", " \n", " [2952 rows x 26 columns],\n", " 600637: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 0 68460136 1.8715 0.000107 0.003761 0.010096 -0.002014 \n", " 1 144303561 4.3777 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 93743760 1.6069 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 146129784 2.6071 0.000107 0.003885 0.002622 0.004782 \n", " 4 150317678 2.4668 0.000107 -0.016251 -0.004473 0.000358 \n", " ... ... ... ... ... ... ... \n", " 2540 505074107 3.9663 0.000067 -0.006374 0.002265 -0.003920 \n", " 2541 332945500 2.3342 0.000067 0.000790 -0.005440 0.003884 \n", " 2542 437302428 2.8395 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2543 584708866 5.0184 0.000067 0.005986 -0.012989 -0.000733 \n", " 2544 448462525 5.8824 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 0 -0.004582 0.000641 2285.3640 -0.002498 ... NaN NaN \n", " 1 -0.001519 0.002452 2276.0700 0.011812 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 -0.004336 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 -0.018798 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 -0.013372 ... 0.004782 -0.003027 \n", " ... ... ... ... ... ... ... ... \n", " 2540 -0.000093 -0.003669 3251.3971 -0.021872 ... -0.007370 0.000867 \n", " 2541 0.000231 0.002473 3245.3760 -0.004926 ... -0.003920 -0.000093 \n", " 2542 -0.000682 -0.001761 3240.0568 0.008605 ... 0.003884 0.000231 \n", " 2543 0.008088 -0.001436 3261.2485 -0.043784 ... -0.004080 -0.000682 \n", " 2544 -0.005996 -0.001176 3272.8602 0.040106 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 0 NaN NaN NaN NaN 600637 2013-01-07 \n", " 1 0.000641 2285.3640 -0.002498 0.003670 600637 2013-01-08 \n", " 2 0.002452 2276.0700 0.011812 -0.004075 600637 2013-01-09 \n", " 3 -0.000336 2275.3400 -0.004336 -0.000321 600637 2013-01-10 \n", " 4 0.000300 2283.6580 -0.018798 0.003649 600637 2013-01-11 \n", " ... ... ... ... ... ... ... \n", " 2540 -0.004280 3265.6537 0.028034 -0.006409 600637 2023-03-27 \n", " 2541 -0.003669 3251.3971 -0.021872 -0.004375 600637 2023-03-28 \n", " 2542 0.002473 3245.3760 -0.004926 -0.001854 600637 2023-03-29 \n", " 2543 -0.001761 3240.0568 0.008605 -0.001640 600637 2023-03-30 \n", " 2544 -0.001436 3261.2485 -0.043784 0.006519 600637 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 0 15.99 201301 \n", " 1 16.18 201301 \n", " 2 16.11 201301 \n", " 3 15.81 201301 \n", " 4 15.60 201301 \n", " ... ... ... \n", " 2540 8.14 202303 \n", " 2541 8.10 202303 \n", " 2542 8.17 202303 \n", " 2543 7.82 202303 \n", " 2544 8.14 202303 \n", " \n", " [2545 rows x 26 columns],\n", " 600640: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 0 20272544 3.1156 0.000109 0.004276 0.012327 0.002508 \n", " 1 19924095 4.9853 0.000107 -0.007164 -0.009074 0.003477 \n", " 2 21458809 4.5908 0.000105 -0.004707 -0.021352 0.004682 \n", " 3 17774960 4.3033 0.000102 0.005524 -0.001820 -0.001224 \n", " 4 16766970 2.3638 0.000101 0.028405 -0.006808 0.002783 \n", " ... ... ... ... ... ... ... \n", " 1611 213588674 3.8117 0.000067 -0.006374 0.002265 -0.003920 \n", " 1612 201685638 4.6840 0.000067 0.000790 -0.005440 0.003884 \n", " 1613 181315341 5.4264 0.000067 -0.002534 -0.005063 -0.004080 \n", " 1614 116866528 4.1953 0.000067 0.005986 -0.012989 -0.000733 \n", " 1615 154079921 6.5098 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 0 -0.005535 0.001363 2786.8878 0.027752 ... NaN NaN \n", " 1 0.000163 0.003963 2759.1260 -0.020741 ... 0.002508 -0.005535 \n", " 2 0.002555 0.003773 2733.8819 -0.026291 ... 0.003477 0.000163 \n", " 3 0.000225 -0.001017 2747.2285 -0.003079 ... 0.004682 0.002555 \n", " 4 0.005306 -0.002450 2815.1095 0.010225 ... -0.001224 0.000225 \n", " ... ... ... ... ... ... ... ... \n", " 1611 -0.000093 -0.003669 3251.3971 0.005218 ... -0.007370 0.000867 \n", " 1612 0.000231 0.002473 3245.3760 -0.041752 ... -0.003920 -0.000093 \n", " 1613 -0.000682 -0.001761 3240.0568 0.016148 ... 0.003884 0.000231 \n", " 1614 0.008088 -0.001436 3261.2485 -0.027844 ... -0.004080 -0.000682 \n", " 1615 -0.005996 -0.001176 3272.8602 0.045985 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 0 NaN NaN NaN NaN 600640 2018-07-03 \n", " 1 0.001363 2786.8878 0.027752 0.004074 600640 2018-07-04 \n", " 2 0.003963 2759.1260 -0.020741 -0.010012 600640 2018-07-05 \n", " 3 0.003773 2733.8819 -0.026291 -0.009191 600640 2018-07-06 \n", " 4 -0.001017 2747.2285 -0.003079 0.004870 600640 2018-07-09 \n", " ... ... ... ... ... ... ... \n", " 1611 -0.004280 3265.6537 -0.017044 -0.006409 600640 2023-03-27 \n", " 1612 -0.003669 3251.3971 0.005218 -0.004375 600640 2023-03-28 \n", " 1613 0.002473 3245.3760 -0.041752 -0.001854 600640 2023-03-29 \n", " 1614 -0.001761 3240.0568 0.016148 -0.001640 600640 2023-03-30 \n", " 1615 -0.001436 3261.2485 -0.027844 0.006519 600640 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 0 10.23 201807 \n", " 1 10.02 201807 \n", " 2 9.76 201807 \n", " 3 9.73 201807 \n", " 4 9.83 201807 \n", " ... ... ... \n", " 1611 13.45 202303 \n", " 1612 12.90 202303 \n", " 1613 13.11 202303 \n", " 1614 12.75 202303 \n", " 1615 13.35 202303 \n", " \n", " [1616 rows x 26 columns],\n", " 600718: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 0 49966625 3.2000 0.000107 0.003761 0.010096 -0.002014 \n", " 1 82734241 5.6653 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 71771401 2.5674 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 62737167 2.5773 0.000107 0.003885 0.002622 0.004782 \n", " 4 48320591 3.8168 0.000107 -0.016251 -0.004473 0.000358 \n", " ... ... ... ... ... ... ... \n", " 2951 810383779 4.3902 0.000067 -0.006374 0.002265 -0.003920 \n", " 2952 624911414 4.0161 0.000067 0.000790 -0.005440 0.003884 \n", " 2953 466615619 3.4884 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2954 364810229 3.6104 0.000067 0.005986 -0.012989 -0.000733 \n", " 2955 453679837 5.8120 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 0 -0.004582 0.000641 2285.3640 0.011929 ... NaN NaN \n", " 1 -0.001519 0.002452 2276.0700 0.026009 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 -0.003859 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 0.012804 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 -0.029699 ... 0.004782 -0.003027 \n", " ... ... ... ... ... ... ... ... \n", " 2951 -0.000093 -0.003669 3251.3971 0.012121 ... -0.007370 0.000867 \n", " 2952 0.000231 0.002473 3245.3760 -0.033486 ... -0.003920 -0.000093 \n", " 2953 -0.000682 -0.001761 3240.0568 -0.010856 ... 0.003884 0.000231 \n", " 2954 0.008088 -0.001436 3261.2485 -0.017790 ... -0.004080 -0.000682 \n", " 2955 -0.005996 -0.001176 3272.8602 0.032790 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 0 NaN NaN NaN NaN 600718 2013-01-07 \n", " 1 0.000641 2285.3640 0.011929 0.003670 600718 2013-01-08 \n", " 2 0.002452 2276.0700 0.026009 -0.004075 600718 2013-01-09 \n", " 3 -0.000336 2275.3400 -0.003859 -0.000321 600718 2013-01-10 \n", " 4 0.000300 2283.6580 0.012804 0.003649 600718 2013-01-11 \n", " ... ... ... ... ... ... ... \n", " 2951 -0.004280 3265.6537 0.050865 -0.006409 600718 2023-03-27 \n", " 2952 -0.003669 3251.3971 0.012121 -0.004375 600718 2023-03-28 \n", " 2953 0.002473 3245.3760 -0.033486 -0.001854 600718 2023-03-29 \n", " 2954 -0.001761 3240.0568 -0.010856 -0.001640 600718 2023-03-30 \n", " 2955 -0.001436 3261.2485 -0.017790 0.006519 600718 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 0 7.59 201301 \n", " 1 7.79 201301 \n", " 2 7.76 201301 \n", " 3 7.86 201301 \n", " 4 7.63 201301 \n", " ... ... ... \n", " 2951 12.45 202303 \n", " 2952 12.04 202303 \n", " 2953 11.91 202303 \n", " 2954 11.70 202303 \n", " 2955 12.09 202303 \n", " \n", " [2956 rows x 26 columns],\n", " 600728: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 0 895290 0.0000 0.000106 0.001640 0.002853 0.000798 \n", " 1 11169761 0.0000 0.000106 0.000137 0.001730 -0.001508 \n", " 2 445365367 6.1029 0.000106 -0.013304 0.005551 -0.002064 \n", " 3 260066175 7.1837 0.000106 0.001909 0.000997 -0.001826 \n", " 4 182087265 6.8994 0.000106 -0.027676 -0.009156 -0.002676 \n", " ... ... ... ... ... ... ... \n", " 2695 459740457 3.4833 0.000067 -0.006374 0.002265 -0.003920 \n", " 2696 714943941 4.9645 0.000067 0.000790 -0.005440 0.003884 \n", " 2697 357108455 2.6536 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2698 378021647 3.9271 0.000067 0.005986 -0.012989 -0.000733 \n", " 2699 514990897 7.9137 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 0 -0.001559 0.001963 2328.2780 0.095502 ... NaN NaN \n", " 1 0.000962 0.000143 2326.7150 0.095049 ... 0.000798 -0.001559 \n", " 2 -0.001941 0.002448 2297.6690 0.065791 ... -0.001508 0.000962 \n", " 3 -0.000828 -0.001160 2301.2590 -0.018122 ... -0.002064 -0.001941 \n", " 4 0.005501 -0.002790 2236.3020 -0.051162 ... -0.001826 -0.000828 \n", " ... ... ... ... ... ... ... ... \n", " 2695 -0.000093 -0.003669 3251.3971 0.022957 ... -0.007370 0.000867 \n", " 2696 0.000231 0.002473 3245.3760 0.015482 ... -0.003920 -0.000093 \n", " 2697 -0.000682 -0.001761 3240.0568 -0.004199 ... 0.003884 0.000231 \n", " 2698 0.008088 -0.001436 3261.2485 -0.025570 ... -0.004080 -0.000682 \n", " 2699 -0.005996 -0.001176 3272.8602 0.049133 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 0 NaN NaN NaN NaN 600728 2013-03-22 \n", " 1 0.001963 2328.2780 0.095502 0.001735 600728 2013-03-25 \n", " 2 0.000143 2326.7150 0.095049 -0.000672 600728 2013-03-26 \n", " 3 0.002448 2297.6690 0.065791 -0.012562 600728 2013-03-27 \n", " 4 -0.001160 2301.2590 -0.018122 0.001561 600728 2013-03-28 \n", " ... ... ... ... ... ... ... \n", " 2695 -0.004280 3265.6537 0.000000 -0.006409 600728 2023-03-27 \n", " 2696 -0.003669 3251.3971 0.022957 -0.004375 600728 2023-03-28 \n", " 2697 0.002473 3245.3760 0.015482 -0.001854 600728 2023-03-29 \n", " 2698 -0.001761 3240.0568 -0.004199 -0.001640 600728 2023-03-30 \n", " 2699 -0.001436 3261.2485 -0.025570 0.006519 600728 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 0 10.43 201303 \n", " 1 11.47 201303 \n", " 2 12.25 201303 \n", " 3 12.03 201303 \n", " 4 11.43 201303 \n", " ... ... ... \n", " 2695 7.05 202303 \n", " 2696 7.16 202303 \n", " 2697 7.13 202303 \n", " 2698 6.95 202303 \n", " 2699 7.30 202303 \n", " \n", " [2700 rows x 26 columns],\n", " 600756: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 0 71406117 4.1766 0.000107 0.003761 0.010096 -0.002014 \n", " 1 94019258 3.4118 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 89864694 3.3604 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 125925744 4.8951 0.000107 0.003885 0.002622 0.004782 \n", " 4 86379452 4.9255 0.000107 -0.016251 -0.004473 0.000358 \n", " ... ... ... ... ... ... ... \n", " 2855 446113910 2.8146 0.000067 -0.006374 0.002265 -0.003920 \n", " 2856 393578292 4.9355 0.000067 0.000790 -0.005440 0.003884 \n", " 2857 310480377 3.8462 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2858 265787711 3.8373 0.000067 0.005986 -0.012989 -0.000733 \n", " 2859 271660946 3.8283 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 0 -0.004582 0.000641 2285.3640 0.014218 ... NaN NaN \n", " 1 -0.001519 0.002452 2276.0700 0.015178 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 -0.005811 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 0.017331 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 -0.034969 ... 0.004782 -0.003027 \n", " ... ... ... ... ... ... ... ... \n", " 2855 -0.000093 -0.003669 3251.3971 -0.016134 ... -0.007370 0.000867 \n", " 2856 0.000231 0.002473 3245.3760 -0.008448 ... -0.003920 -0.000093 \n", " 2857 -0.000682 -0.001761 3240.0568 -0.012522 ... 0.003884 0.000231 \n", " 2858 0.008088 -0.001436 3261.2485 -0.012680 ... -0.004080 -0.000682 \n", " 2859 -0.005996 -0.001176 3272.8602 0.028026 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 0 NaN NaN NaN NaN 600756 2013-01-07 \n", " 1 0.000641 2285.3640 0.014218 0.003670 600756 2013-01-08 \n", " 2 0.002452 2276.0700 0.015178 -0.004075 600756 2013-01-09 \n", " 3 -0.000336 2275.3400 -0.005811 -0.000321 600756 2013-01-10 \n", " 4 0.000300 2283.6580 0.017331 0.003649 600756 2013-01-11 \n", " ... ... ... ... ... ... ... \n", " 2855 -0.004280 3265.6537 0.011657 -0.006409 600756 2023-03-27 \n", " 2856 -0.003669 3251.3971 -0.016134 -0.004375 600756 2023-03-28 \n", " 2857 0.002473 3245.3760 -0.008448 -0.001854 600756 2023-03-29 \n", " 2858 -0.001761 3240.0568 -0.012522 -0.001640 600756 2023-03-30 \n", " 2859 -0.001436 3261.2485 -0.012680 0.006519 600756 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 0 8.50 201301 \n", " 1 8.63 201301 \n", " 2 8.58 201301 \n", " 3 8.73 201301 \n", " 4 8.43 201301 \n", " ... ... ... \n", " 2855 17.83 202303 \n", " 2856 17.68 202303 \n", " 2857 17.46 202303 \n", " 2858 17.24 202303 \n", " 2859 17.73 202303 \n", " \n", " [2860 rows x 26 columns],\n", " 600797: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 0 23441209 1.8824 0.000107 0.003761 0.010096 -0.002014 \n", " 1 41216104 3.0374 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 123861344 6.8966 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 57577908 3.2895 0.000107 0.003885 0.002622 0.004782 \n", " 4 60885752 4.6875 0.000107 -0.016251 -0.004473 0.000358 \n", " ... ... ... ... ... ... ... \n", " 2825 1301353061 9.9143 0.000067 -0.006374 0.002265 -0.003920 \n", " 2826 842899222 4.3578 0.000067 0.000790 -0.005440 0.003884 \n", " 2827 648796276 4.8251 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2828 523195211 5.3988 0.000067 0.005986 -0.012989 -0.000733 \n", " 2829 449638633 4.8040 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 0 -0.004582 0.000641 2285.3640 0.007034 ... NaN NaN \n", " 1 -0.001519 0.002452 2276.0700 0.016223 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 0.047147 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 -0.017700 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 -0.018019 ... 0.004782 -0.003027 \n", " ... ... ... ... ... ... ... ... \n", " 2825 -0.000093 -0.003669 3251.3971 0.065150 ... -0.007370 0.000867 \n", " 2826 0.000231 0.002473 3245.3760 -0.050569 ... -0.003920 -0.000093 \n", " 2827 -0.000682 -0.001761 3240.0568 -0.017032 ... 0.003884 0.000231 \n", " 2828 0.008088 -0.001436 3261.2485 -0.029890 ... -0.004080 -0.000682 \n", " 2829 -0.005996 -0.001176 3272.8602 0.028662 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 0 NaN NaN NaN NaN 600797 2013-01-07 \n", " 1 0.000641 2285.3640 0.007034 0.003670 600797 2013-01-08 \n", " 2 0.002452 2276.0700 0.016223 -0.004075 600797 2013-01-09 \n", " 3 -0.000336 2275.3400 0.047147 -0.000321 600797 2013-01-10 \n", " 4 0.000300 2283.6580 -0.017700 0.003649 600797 2013-01-11 \n", " ... ... ... ... ... ... ... \n", " 2825 -0.004280 3265.6537 0.036141 -0.006409 600797 2023-03-27 \n", " 2826 -0.003669 3251.3971 0.065150 -0.004375 600797 2023-03-28 \n", " 2827 0.002473 3245.3760 -0.050569 -0.001854 600797 2023-03-29 \n", " 2828 -0.001761 3240.0568 -0.017032 -0.001640 600797 2023-03-30 \n", " 2829 -0.001436 3261.2485 -0.029890 0.006519 600797 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 0 4.28 201301 \n", " 1 4.35 201301 \n", " 2 4.56 201301 \n", " 3 4.48 201301 \n", " 4 4.40 201301 \n", " ... ... ... \n", " 2825 8.72 202303 \n", " 2826 8.29 202303 \n", " 2827 8.15 202303 \n", " 2828 7.91 202303 \n", " 2829 8.14 202303 \n", " \n", " [2830 rows x 26 columns],\n", " 600804: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 0 136330450 3.3613 0.000107 0.003761 0.010096 -0.002014 \n", " 1 129321513 2.7732 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 319671978 8.6319 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 165442404 3.4109 0.000107 0.003885 0.002622 0.004782 \n", " 4 155896030 5.6338 0.000107 -0.016251 -0.004473 0.000358 \n", " ... ... ... ... ... ... ... \n", " 2672 210343352 6.6202 0.000063 -0.016462 -0.017199 0.002065 \n", " 2673 132001358 2.7881 0.000063 0.007378 -0.013330 0.011390 \n", " 2674 214017840 8.6304 0.000062 -0.046321 -0.021524 0.011949 \n", " 2675 176509331 6.8607 0.000062 -0.013891 -0.024200 0.001593 \n", " 2676 220837704 8.5526 0.000061 0.020818 -0.004447 -0.013508 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 0 -0.004582 0.000641 2285.3640 0.029804 ... NaN NaN \n", " 1 -0.001519 0.002452 2276.0700 0.001630 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 0.049255 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 -0.009346 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 -0.026964 ... 0.004782 -0.003027 \n", " ... ... ... ... ... ... ... ... \n", " 2672 0.005562 -0.008374 3079.8077 -0.064771 ... -0.007565 -0.000818 \n", " 2673 0.001052 0.001870 3086.9193 -0.009337 ... 0.002065 0.005562 \n", " 2674 0.004015 -0.003004 2928.5118 -0.102654 ... 0.011390 0.001052 \n", " 2675 0.010310 -0.009932 2886.4257 -0.053374 ... 0.011949 0.004015 \n", " 2676 0.006960 -0.004059 2958.2820 0.032365 ... 0.001593 0.010310 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 0 NaN NaN NaN NaN 600804 2013-01-07 \n", " 1 0.000641 2285.3640 0.029804 0.003670 600804 2013-01-08 \n", " 2 0.002452 2276.0700 0.001630 -0.004075 600804 2013-01-09 \n", " 3 -0.000336 2275.3400 0.049255 -0.000321 600804 2013-01-10 \n", " 4 0.000300 2283.6580 -0.009346 0.003649 600804 2013-01-11 \n", " ... ... ... ... ... ... ... \n", " 2672 -0.000305 3151.0498 -0.020690 -0.013547 600804 2022-04-21 \n", " 2673 -0.008374 3079.8077 -0.064771 -0.022869 600804 2022-04-22 \n", " 2674 0.001870 3086.9193 -0.009337 0.002306 600804 2022-04-25 \n", " 2675 -0.003004 2928.5118 -0.102654 -0.052679 600804 2022-04-26 \n", " 2676 -0.009932 2886.4257 -0.053374 -0.014475 600804 2022-04-27 \n", " \n", " stkclose YYYYmm \n", " 0 6.13 201301 \n", " 1 6.14 201301 \n", " 2 6.45 201301 \n", " 3 6.39 201301 \n", " 4 6.22 201301 \n", " ... ... ... \n", " 2672 5.38 202204 \n", " 2673 5.33 202204 \n", " 2674 4.81 202204 \n", " 2675 4.56 202204 \n", " 2676 4.71 202204 \n", " \n", " [2677 rows x 26 columns],\n", " 600831: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 0 34141239 2.3112 0.000107 0.003761 0.010096 -0.002014 \n", " 1 64189778 3.7994 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 57086890 2.5449 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 88076155 3.5768 0.000107 0.003885 0.002622 0.004782 \n", " 4 105395567 5.3701 0.000107 -0.016251 -0.004473 0.000358 \n", " ... ... ... ... ... ... ... \n", " 2470 334214555 7.3574 0.000067 -0.006374 0.002265 -0.003920 \n", " 2471 260011593 3.5765 0.000067 0.000790 -0.005440 0.003884 \n", " 2472 138118289 3.1437 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2473 157695699 5.2239 0.000067 0.005986 -0.012989 -0.000733 \n", " 2474 123184478 3.7152 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 0 -0.004582 0.000641 2285.3640 0.013772 ... NaN NaN \n", " 1 -0.001519 0.002452 2276.0700 0.015083 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 0.004481 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 0.026472 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 -0.038466 ... 0.004782 -0.003027 \n", " ... ... ... ... ... ... ... ... \n", " 2470 -0.000093 -0.003669 3251.3971 0.048361 ... -0.007370 0.000867 \n", " 2471 0.000231 0.002473 3245.3760 -0.045363 ... -0.003920 -0.000093 \n", " 2472 -0.000682 -0.001761 3240.0568 0.002990 ... 0.003884 0.000231 \n", " 2473 0.008088 -0.001436 3261.2485 -0.036478 ... -0.004080 -0.000682 \n", " 2474 -0.005996 -0.001176 3272.8602 0.022954 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 0 NaN NaN NaN NaN 600831 2013-01-07 \n", " 1 0.000641 2285.3640 0.013772 0.003670 600831 2013-01-08 \n", " 2 0.002452 2276.0700 0.015083 -0.004075 600831 2013-01-09 \n", " 3 -0.000336 2275.3400 0.004481 -0.000321 600831 2013-01-10 \n", " 4 0.000300 2283.6580 0.026472 0.003649 600831 2013-01-11 \n", " ... ... ... ... ... ... ... \n", " 2470 -0.004280 3265.6537 0.022780 -0.006409 600831 2023-03-27 \n", " 2471 -0.003669 3251.3971 0.048361 -0.004375 600831 2023-03-28 \n", " 2472 0.002473 3245.3760 -0.045363 -0.001854 600831 2023-03-29 \n", " 2473 -0.001761 3240.0568 0.002990 -0.001640 600831 2023-03-30 \n", " 2474 -0.001436 3261.2485 -0.036478 0.006519 600831 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 0 6.58 201301 \n", " 1 6.68 201301 \n", " 2 6.71 201301 \n", " 3 6.89 201301 \n", " 4 6.63 201301 \n", " ... ... ... \n", " 2470 6.99 202303 \n", " 2471 6.68 202303 \n", " 2472 6.70 202303 \n", " 2473 6.46 202303 \n", " 2474 6.61 202303 \n", " \n", " [2475 rows x 26 columns],\n", " 600845: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 0 29152411 2.5604 0.000107 0.003761 0.010096 -0.002014 \n", " 1 53553796 3.5559 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 43452463 3.6749 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 34854780 3.1960 0.000107 0.003885 0.002622 0.004782 \n", " 4 35864200 3.6985 0.000107 -0.016251 -0.004473 0.000358 \n", " ... ... ... ... ... ... ... \n", " 2901 373332059 3.0645 0.000067 -0.006374 0.002265 -0.003920 \n", " 2902 274214529 2.8091 0.000067 0.000790 -0.005440 0.003884 \n", " 2903 286833707 2.9676 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2904 248526445 1.6877 0.000067 0.005986 -0.012989 -0.000733 \n", " 2905 382632871 5.0417 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 0 -0.004582 0.000641 2285.3640 0.008015 ... NaN NaN \n", " 1 -0.001519 0.002452 2276.0700 0.026496 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 -0.004959 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 0.017600 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 -0.022584 ... 0.004782 -0.003027 \n", " ... ... ... ... ... ... ... ... \n", " 2901 -0.000093 -0.003669 3251.3971 0.001612 ... -0.007370 0.000867 \n", " 2902 0.000231 0.002473 3245.3760 -0.005202 ... -0.003920 -0.000093 \n", " 2903 -0.000682 -0.001761 3240.0568 0.012334 ... 0.003884 0.000231 \n", " 2904 0.008088 -0.001436 3261.2485 0.000710 ... -0.004080 -0.000682 \n", " 2905 -0.005996 -0.001176 3272.8602 0.032658 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 0 NaN NaN NaN NaN 600845 2013-01-07 \n", " 1 0.000641 2285.3640 0.008015 0.003670 600845 2013-01-08 \n", " 2 0.002452 2276.0700 0.026496 -0.004075 600845 2013-01-09 \n", " 3 -0.000336 2275.3400 -0.004959 -0.000321 600845 2013-01-10 \n", " 4 0.000300 2283.6580 0.017600 0.003649 600845 2013-01-11 \n", " ... ... ... ... ... ... ... \n", " 2901 -0.004280 3265.6537 0.015532 -0.006409 600845 2023-03-27 \n", " 2902 -0.003669 3251.3971 0.001612 -0.004375 600845 2023-03-28 \n", " 2903 0.002473 3245.3760 -0.005202 -0.001854 600845 2023-03-29 \n", " 2904 -0.001761 3240.0568 0.012334 -0.001640 600845 2023-03-30 \n", " 2905 -0.001436 3261.2485 0.000710 0.006519 600845 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 0 13.78 201301 \n", " 1 14.15 201301 \n", " 2 14.08 201301 \n", " 3 14.33 201301 \n", " 4 14.01 201301 \n", " ... ... ... \n", " 2901 55.89 202303 \n", " 2902 55.60 202303 \n", " 2903 56.29 202303 \n", " 2904 56.33 202303 \n", " 2905 58.20 202303 \n", " \n", " [2906 rows x 26 columns],\n", " 600850: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 0 50336882 3.1437 0.000107 0.003761 0.010096 -0.002014 \n", " 1 69471873 3.0318 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 45942088 2.1603 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 39437709 1.6082 0.000107 0.003885 0.002622 0.004782 \n", " 4 92867636 5.1866 0.000107 -0.016251 -0.004473 0.000358 \n", " ... ... ... ... ... ... ... \n", " 2328 353165550 4.0147 0.000067 -0.006374 0.002265 -0.003920 \n", " 2329 465626533 6.3383 0.000067 0.000790 -0.005440 0.003884 \n", " 2330 325659700 3.2303 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2331 283466340 3.6481 0.000067 0.005986 -0.012989 -0.000733 \n", " 2332 333401762 4.9632 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 0 -0.004582 0.000641 2285.3640 0.020253 ... NaN NaN \n", " 1 -0.001519 0.002452 2276.0700 0.018411 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 -0.014994 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 0.005346 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 0.016823 ... 0.004782 -0.003027 \n", " ... ... ... ... ... ... ... ... \n", " 2328 -0.000093 -0.003669 3251.3971 0.016801 ... -0.007370 0.000867 \n", " 2329 0.000231 0.002473 3245.3760 0.031024 ... -0.003920 -0.000093 \n", " 2330 -0.000682 -0.001761 3240.0568 -0.018427 ... 0.003884 0.000231 \n", " 2331 0.008088 -0.001436 3261.2485 -0.027558 ... -0.004080 -0.000682 \n", " 2332 -0.005996 -0.001176 3272.8602 0.010969 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 0 NaN NaN NaN NaN 600850 2013-01-07 \n", " 1 0.000641 2285.3640 0.020253 0.003670 600850 2013-01-08 \n", " 2 0.002452 2276.0700 0.018411 -0.004075 600850 2013-01-09 \n", " 3 -0.000336 2275.3400 -0.014994 -0.000321 600850 2013-01-10 \n", " 4 0.000300 2283.6580 0.005346 0.003649 600850 2013-01-11 \n", " ... ... ... ... ... ... ... \n", " 2328 -0.004280 3265.6537 -0.009896 -0.006409 600850 2023-03-27 \n", " 2329 -0.003669 3251.3971 0.016801 -0.004375 600850 2023-03-28 \n", " 2330 0.002473 3245.3760 0.031024 -0.001854 600850 2023-03-29 \n", " 2331 -0.001761 3240.0568 -0.018427 -0.001640 600850 2023-03-30 \n", " 2332 -0.001436 3261.2485 -0.027558 0.006519 600850 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 0 20.45 201301 \n", " 1 20.83 201301 \n", " 2 20.52 201301 \n", " 3 20.63 201301 \n", " 4 20.98 201301 \n", " ... ... ... \n", " 2328 27.61 202303 \n", " 2329 28.48 202303 \n", " 2330 27.96 202303 \n", " 2331 27.20 202303 \n", " 2332 27.50 202303 \n", " \n", " [2333 rows x 26 columns],\n", " 600959: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 0 861939 0.0000 0.000109 -0.009757 0.010913 -0.005322 \n", " 1 1458635 0.0000 0.000107 0.009113 -0.000266 0.001532 \n", " 2 4790254 0.0000 0.000106 -0.042359 0.001808 -0.011399 \n", " 3 7861455 0.0000 0.000105 -0.015912 -0.005584 -0.010730 \n", " 4 21126561 0.0000 0.000105 -0.028994 -0.001168 -0.005867 \n", " ... ... ... ... ... ... ... \n", " 1822 170969544 2.3810 0.000067 -0.006374 0.002265 -0.003920 \n", " 1823 134741769 2.3669 0.000067 0.000790 -0.005440 0.003884 \n", " 1824 177617779 2.6786 0.000067 -0.002534 -0.005063 -0.004080 \n", " 1825 157048738 2.6786 0.000067 0.005986 -0.012989 -0.000733 \n", " 1826 153489504 2.7273 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 0 0.002328 0.001751 4441.6550 0.095625 ... NaN NaN \n", " 1 -0.003052 0.003936 4480.4640 0.094929 ... -0.005322 0.002328 \n", " 2 0.003672 0.000380 4298.7060 0.095397 ... 0.001532 -0.003052 \n", " 3 0.002100 -0.003546 4229.2660 0.094995 ... -0.011399 0.003672 \n", " 4 0.007413 -0.006755 4112.2140 0.095382 ... -0.010730 0.002100 \n", " ... ... ... ... ... ... ... ... \n", " 1822 -0.000093 -0.003669 3251.3971 0.005935 ... -0.007370 0.000867 \n", " 1823 0.000231 0.002473 3245.3760 -0.005935 ... -0.003920 -0.000093 \n", " 1824 -0.000682 -0.001761 3240.0568 0.000000 ... 0.003884 0.000231 \n", " 1825 0.008088 -0.001436 3261.2485 -0.018019 ... -0.004080 -0.000682 \n", " 1826 -0.005996 -0.001176 3272.8602 0.020990 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 0 NaN NaN NaN NaN 600959 2015-04-30 \n", " 1 0.001751 4441.6550 0.095625 -0.007841 600959 2015-05-04 \n", " 2 0.003936 4480.4640 0.094929 0.008700 600959 2015-05-05 \n", " 3 0.000380 4298.7060 0.095397 -0.041413 600959 2015-05-06 \n", " 4 -0.003546 4229.2660 0.094995 -0.016286 600959 2015-05-07 \n", " ... ... ... ... ... ... ... \n", " 1822 -0.004280 3265.6537 0.002981 -0.006409 600959 2023-03-27 \n", " 1823 -0.003669 3251.3971 0.005935 -0.004375 600959 2023-03-28 \n", " 1824 0.002473 3245.3760 -0.005935 -0.001854 600959 2023-03-29 \n", " 1825 -0.001761 3240.0568 0.000000 -0.001640 600959 2023-03-30 \n", " 1826 -0.001436 3261.2485 -0.018019 0.006519 600959 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 0 9.54 201504 \n", " 1 10.49 201505 \n", " 2 11.54 201505 \n", " 3 12.69 201505 \n", " 4 13.96 201505 \n", " ... ... ... \n", " 1822 3.38 202303 \n", " 1823 3.36 202303 \n", " 1824 3.36 202303 \n", " 1825 3.30 202303 \n", " 1826 3.37 202303 \n", " \n", " [1827 rows x 26 columns],\n", " 601929: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 0 100052466 2.6723 0.000107 0.003761 0.010096 -0.002014 \n", " 1 229596876 7.5209 0.000107 -0.001212 0.002407 -0.003288 \n", " 2 141042472 3.0429 0.000107 0.003885 0.002622 0.004782 \n", " 3 152870480 4.6448 0.000107 -0.016251 -0.004473 0.000358 \n", " 4 146837491 4.5070 0.000107 0.030524 0.002484 -0.001369 \n", " ... ... ... ... ... ... ... \n", " 2474 141254219 2.2936 0.000067 -0.006374 0.002265 -0.003920 \n", " 2475 130017710 3.1818 0.000067 0.000790 -0.005440 0.003884 \n", " 2476 138666167 2.7650 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2477 119354955 3.7037 0.000067 0.005986 -0.012989 -0.000733 \n", " 2478 167573543 5.2133 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 0 -0.004582 0.000641 2285.3640 0.009797 ... NaN NaN \n", " 1 0.001126 -0.000336 2275.3400 0.006940 ... -0.002014 -0.004582 \n", " 2 -0.003027 0.000300 2283.6580 0.012371 ... -0.003288 0.001126 \n", " 3 -0.000219 -0.008375 2242.9970 -0.030516 ... 0.004782 -0.003027 \n", " 4 -0.002640 0.000791 2311.7400 0.027780 ... 0.000358 -0.000219 \n", " ... ... ... ... ... ... ... ... \n", " 2474 -0.000093 -0.003669 3251.3971 0.009132 ... -0.007370 0.000867 \n", " 2475 0.000231 0.002473 3245.3760 -0.013730 ... -0.003920 -0.000093 \n", " 2476 -0.000682 -0.001761 3240.0568 -0.004619 ... 0.003884 0.000231 \n", " 2477 0.008088 -0.001436 3261.2485 -0.023420 ... -0.004080 -0.000682 \n", " 2478 -0.005996 -0.001176 3272.8602 0.032637 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 0 NaN NaN NaN NaN 601929 2013-01-07 \n", " 1 0.000641 2285.3640 0.009797 0.003670 601929 2013-01-09 \n", " 2 -0.000336 2275.3400 0.006940 -0.004396 601929 2013-01-10 \n", " 3 0.000300 2283.6580 0.012371 0.003649 601929 2013-01-11 \n", " 4 -0.008375 2242.9970 -0.030516 -0.017966 601929 2013-01-14 \n", " ... ... ... ... ... ... ... \n", " 2474 -0.004280 3265.6537 0.018519 -0.006409 601929 2023-03-27 \n", " 2475 -0.003669 3251.3971 0.009132 -0.004375 601929 2023-03-28 \n", " 2476 0.002473 3245.3760 -0.013730 -0.001854 601929 2023-03-29 \n", " 2477 -0.001761 3240.0568 -0.004619 -0.001640 601929 2023-03-30 \n", " 2478 -0.001436 3261.2485 -0.023420 0.006519 601929 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 0 7.18 201301 \n", " 1 7.23 201301 \n", " 2 7.32 201301 \n", " 3 7.10 201301 \n", " 4 7.30 201301 \n", " ... ... ... \n", " 2474 2.20 202303 \n", " 2475 2.17 202303 \n", " 2476 2.16 202303 \n", " 2477 2.11 202303 \n", " 2478 2.18 202303 \n", " \n", " [2479 rows x 26 columns],\n", " 603000: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 0 173110446 4.7325 0.000107 0.003761 0.010096 -0.002014 \n", " 1 178173382 4.1929 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 157988655 4.0933 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 131581794 2.5078 0.000107 0.003885 0.002622 0.004782 \n", " 4 209629419 2.2051 0.000107 -0.016251 -0.004473 0.000358 \n", " ... ... ... ... ... ... ... \n", " 2483 2015051243 7.1698 0.000067 -0.006374 0.002265 -0.003920 \n", " 2484 2200893113 8.4852 0.000067 0.000790 -0.005440 0.003884 \n", " 2485 2631668566 11.9513 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2486 1925006193 6.8317 0.000067 0.005986 -0.012989 -0.000733 \n", " 2487 1239454282 5.7895 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 0 -0.004582 0.000641 2285.3640 0.025748 ... NaN NaN \n", " 1 -0.001519 0.002452 2276.0700 0.011464 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 0.002070 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 0.008239 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 0.003072 ... 0.004782 -0.003027 \n", " ... ... ... ... ... ... ... ... \n", " 2483 -0.000093 -0.003669 3251.3971 0.034961 ... -0.007370 0.000867 \n", " 2484 0.000231 0.002473 3245.3760 -0.015740 ... -0.003920 -0.000093 \n", " 2485 -0.000682 -0.001761 3240.0568 0.065992 ... 0.003884 0.000231 \n", " 2486 0.008088 -0.001436 3261.2485 -0.061244 ... -0.004080 -0.000682 \n", " 2487 -0.005996 -0.001176 3272.8602 -0.005806 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 0 NaN NaN NaN NaN 603000 2013-01-07 \n", " 1 0.000641 2285.3640 0.025748 0.003670 603000 2013-01-08 \n", " 2 0.002452 2276.0700 0.011464 -0.004075 603000 2013-01-09 \n", " 3 -0.000336 2275.3400 0.002070 -0.000321 603000 2013-01-10 \n", " 4 0.000300 2283.6580 0.008239 0.003649 603000 2013-01-11 \n", " ... ... ... ... ... ... ... \n", " 2483 -0.004280 3265.6537 0.044648 -0.006409 603000 2023-03-27 \n", " 2484 -0.003669 3251.3971 0.034961 -0.004375 603000 2023-03-28 \n", " 2485 0.002473 3245.3760 -0.015740 -0.001854 603000 2023-03-29 \n", " 2486 -0.001761 3240.0568 0.065992 -0.001640 603000 2023-03-30 \n", " 2487 -0.001436 3261.2485 -0.061244 0.006519 603000 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 0 38.16 201301 \n", " 1 38.60 201301 \n", " 2 38.68 201301 \n", " 3 39.00 201301 \n", " 4 39.12 201301 \n", " ... ... ... \n", " 2483 19.21 202303 \n", " 2484 18.91 202303 \n", " 2485 20.20 202303 \n", " 2486 19.00 202303 \n", " 2487 18.89 202303 \n", " \n", " [2488 rows x 26 columns],\n", " 603636: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 0 552260 0.0000 0.000140 0.038743 -0.025111 0.016542 \n", " 1 699304 0.0000 0.000139 -0.001800 0.005747 -0.006832 \n", " 2 2244936 0.0000 0.000138 0.004623 -0.000960 0.001838 \n", " 3 10046796 0.0000 0.000136 -0.027421 0.014263 -0.015462 \n", " 4 52442135 0.0000 0.000135 -0.000124 -0.006551 0.001380 \n", " ... ... ... ... ... ... ... \n", " 1922 784364404 5.7740 0.000067 -0.006374 0.002265 -0.003920 \n", " 1923 732088388 5.8507 0.000067 0.000790 -0.005440 0.003884 \n", " 1924 942724865 6.7744 0.000067 -0.002534 -0.005063 -0.004080 \n", " 1925 781530101 6.9739 0.000067 0.005986 -0.012989 -0.000733 \n", " 1926 515813984 3.6949 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 0 0.015283 0.003094 3350.5190 0.095387 ... NaN NaN \n", " 1 -0.008563 -0.003258 3351.4460 0.095485 ... 0.016542 0.015283 \n", " 2 0.010447 0.009023 3373.9540 0.095437 ... -0.006832 -0.008563 \n", " 3 -0.002818 0.003768 3293.4560 0.095224 ... 0.001838 0.010447 \n", " 4 0.001702 -0.000695 3285.4120 0.095363 ... -0.015462 -0.002818 \n", " ... ... ... ... ... ... ... ... \n", " 1922 -0.000093 -0.003669 3251.3971 0.028461 ... -0.007370 0.000867 \n", " 1923 0.000231 0.002473 3245.3760 -0.040200 ... -0.003920 -0.000093 \n", " 1924 -0.000682 -0.001761 3240.0568 0.024556 ... 0.003884 0.000231 \n", " 1925 0.008088 -0.001436 3261.2485 0.017434 ... -0.004080 -0.000682 \n", " 1926 -0.005996 -0.001176 3272.8602 -0.004180 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 0 NaN NaN NaN NaN 603636 2015-01-05 \n", " 1 0.003094 3350.5190 0.095387 0.035186 603636 2015-01-06 \n", " 2 -0.003258 3351.4460 0.095485 0.000277 603636 2015-01-07 \n", " 3 0.009023 3373.9540 0.095437 0.006693 603636 2015-01-08 \n", " 4 0.003768 3293.4560 0.095224 -0.024148 603636 2015-01-09 \n", " ... ... ... ... ... ... ... \n", " 1922 -0.004280 3265.6537 -0.023073 -0.006409 603636 2023-03-27 \n", " 1923 -0.003669 3251.3971 0.028461 -0.004375 603636 2023-03-28 \n", " 1924 0.002473 3245.3760 -0.040200 -0.001854 603636 2023-03-29 \n", " 1925 -0.001761 3240.0568 0.024556 -0.001640 603636 2023-03-30 \n", " 1926 -0.001436 3261.2485 0.017434 0.006519 603636 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 0 26.05 201501 \n", " 1 28.66 201501 \n", " 2 31.53 201501 \n", " 3 34.68 201501 \n", " 4 38.15 201501 \n", " ... ... ... \n", " 1922 16.75 202303 \n", " 1923 16.09 202303 \n", " 1924 16.49 202303 \n", " 1925 16.78 202303 \n", " 1926 16.71 202303 \n", " \n", " [1927 rows x 26 columns],\n", " 603918: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 0 21528 0.0000 0.000078 0.050922 0.009016 0.000261 \n", " 1 40084 0.0000 0.000078 0.015448 0.033228 -0.007595 \n", " 2 76152 0.0000 0.000079 0.000583 0.012676 0.008341 \n", " 3 116812 0.0000 0.000079 0.013310 -0.010739 0.010264 \n", " 4 53328 0.0000 0.000079 0.014820 0.008353 -0.002825 \n", " ... ... ... ... ... ... ... \n", " 1807 1089724414 12.4715 0.000067 -0.006374 0.002265 -0.003920 \n", " 1808 756147598 5.8451 0.000067 0.000790 -0.005440 0.003884 \n", " 1809 906966551 7.9087 0.000067 -0.002534 -0.005063 -0.004080 \n", " 1810 1242887924 15.7971 0.000067 0.005986 -0.012989 -0.000733 \n", " 1811 1323221574 10.9396 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 0 -0.000397 -0.004752 4828.7380 0.095612 ... NaN NaN \n", " 1 -0.008258 -0.000110 4910.5270 0.095530 ... 0.000261 -0.000397 \n", " 2 -0.000996 0.000409 4909.9780 0.095210 ... -0.007595 -0.008258 \n", " 3 -0.000891 -0.003567 4947.1020 0.095129 ... 0.008341 -0.000996 \n", " 4 -0.004730 0.002318 5023.0960 0.095145 ... 0.010264 -0.000891 \n", " ... ... ... ... ... ... ... ... \n", " 1807 -0.000093 -0.003669 3251.3971 0.076820 ... -0.007370 0.000867 \n", " 1808 0.000231 0.002473 3245.3760 -0.076820 ... -0.003920 -0.000093 \n", " 1809 -0.000682 -0.001761 3240.0568 0.048247 ... 0.003884 0.000231 \n", " 1810 0.008088 -0.001436 3261.2485 0.076693 ... -0.004080 -0.000682 \n", " 1811 -0.005996 -0.001176 3272.8602 0.068098 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 0 NaN NaN NaN NaN 603918 2015-06-01 \n", " 1 -0.004752 4828.7380 0.095612 0.045979 603918 2015-06-02 \n", " 2 -0.000110 4910.5270 0.095530 0.016796 603918 2015-06-03 \n", " 3 0.000409 4909.9780 0.095210 -0.000112 603918 2015-06-04 \n", " 4 -0.003567 4947.1020 0.095129 0.007532 603918 2015-06-05 \n", " ... ... ... ... ... ... ... \n", " 1807 -0.004280 3265.6537 0.021523 -0.006409 603918 2023-03-27 \n", " 1808 -0.003669 3251.3971 0.076820 -0.004375 603918 2023-03-28 \n", " 1809 0.002473 3245.3760 -0.076820 -0.001854 603918 2023-03-29 \n", " 1810 -0.001761 3240.0568 0.048247 -0.001640 603918 2023-03-30 \n", " 1811 -0.001436 3261.2485 0.076693 0.006519 603918 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 0 16.56 201506 \n", " 1 18.22 201506 \n", " 2 20.04 201506 \n", " 3 22.04 201506 \n", " 4 24.24 201506 \n", " ... ... ... \n", " 1807 14.20 202303 \n", " 1808 13.15 202303 \n", " 1809 13.80 202303 \n", " 1810 14.90 202303 \n", " 1811 15.95 202303 \n", " \n", " [1812 rows x 26 columns],\n", " 900926: trdsum dampltd rf RiskPremium1 SMB1 HML1 RMW1 \\\n", " 0 1332952 4.9608 0.000107 0.003761 0.010096 -0.002014 -0.004582 \n", " 1 3115377 9.5238 0.000107 -0.006667 0.012550 -0.007672 -0.001519 \n", " 2 1489875 5.7767 0.000107 -0.001212 0.002407 -0.003288 0.001126 \n", " 3 956601 4.6863 0.000107 0.003885 0.002622 0.004782 -0.003027 \n", " 4 1214008 4.3614 0.000107 -0.016251 -0.004473 0.000358 -0.000219 \n", " ... ... ... ... ... ... ... ... \n", " 2901 4462151 0.9777 0.000067 -0.006374 0.002265 -0.003920 -0.000093 \n", " 2902 2678273 0.7903 0.000067 0.000790 -0.005440 0.003884 0.000231 \n", " 2903 3832355 0.8524 0.000067 -0.002534 -0.005063 -0.004080 -0.000682 \n", " 2904 4901690 1.5786 0.000067 0.005986 -0.012989 -0.000733 0.008088 \n", " 2905 5223951 1.6248 0.000067 0.003611 0.009281 -0.002449 -0.005996 \n", " \n", " CMA1 indexclose stkdret ... HML1L1 RMW1L1 CMA1L1 \\\n", " 0 0.000641 2285.3640 0.040926 ... NaN NaN NaN \n", " 1 0.002452 2276.0700 0.067823 ... -0.002014 -0.004582 0.000641 \n", " 2 -0.000336 2275.3400 -0.017323 ... -0.007672 -0.001519 0.002452 \n", " 3 0.000300 2283.6580 0.019662 ... -0.003288 0.001126 -0.000336 \n", " 4 -0.008375 2242.9970 -0.033257 ... 0.004782 -0.003027 0.000300 \n", " ... ... ... ... ... ... ... ... \n", " 2901 -0.003669 3251.3971 0.005181 ... -0.007370 0.000867 -0.004280 \n", " 2902 0.002473 3245.3760 -0.001521 ... -0.003920 -0.000093 -0.003669 \n", " 2903 -0.001761 3240.0568 0.002736 ... 0.003884 0.000231 0.002473 \n", " 2904 -0.001436 3261.2485 -0.009762 ... -0.004080 -0.000682 -0.001761 \n", " 2905 -0.001176 3272.8602 0.012188 ... -0.000733 0.008088 -0.001436 \n", " \n", " indexcloseL1 stkdretL1 indexdretL1 stkcode date stkclose \\\n", " 0 NaN NaN NaN 900926 2013-01-07 1.197 \n", " 1 2285.3640 0.040926 0.003670 900926 2013-01-08 1.281 \n", " 2 2276.0700 0.067823 -0.004075 900926 2013-01-09 1.259 \n", " 3 2275.3400 -0.017323 -0.000321 900926 2013-01-10 1.284 \n", " 4 2283.6580 0.019662 0.003649 900926 2013-01-11 1.242 \n", " ... ... ... ... ... ... ... \n", " 2901 3265.6537 0.009825 -0.006409 900926 2023-03-27 3.290 \n", " 2902 3251.3971 0.005181 -0.004375 900926 2023-03-28 3.285 \n", " 2903 3245.3760 -0.001521 -0.001854 900926 2023-03-29 3.294 \n", " 2904 3240.0568 0.002736 -0.001640 900926 2023-03-30 3.262 \n", " 2905 3261.2485 -0.009762 0.006519 900926 2023-03-31 3.302 \n", " \n", " YYYYmm \n", " 0 201301 \n", " 1 201301 \n", " 2 201301 \n", " 3 201301 \n", " 4 201301 \n", " ... ... \n", " 2901 202303 \n", " 2902 202303 \n", " 2903 202303 \n", " 2904 202303 \n", " 2905 202303 \n", " \n", " [2906 rows x 26 columns]}" ] }, "execution_count": 47, "metadata": {}, "output_type": "execute_result" } ], "source": [ "columns=[]\n", "dataL1={}\n", "columnsL1=[]\n", "for i in data:\n", " columns=np.append(data[i].columns.values[3:11],data[i].columns.values[-3:])\n", " columnsL1=columns.copy()\n", " columnsL1=list(columnsL1)\n", " for j in columns:\n", " columnsL1.append(j+'L1')\n", " data[i][j+'L1']=data[i][j].shift(periods=1)\n", " for l in data[i].columns.values[0:3]:\n", " columnsL1.append(l)\n", " columnsL1.append('YYYYmm')\n", " dataL1[i]=data[i][columnsL1]\n", "dataL1" ] }, { "cell_type": "code", "execution_count": 48, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\ASUS\\AppData\\Local\\Temp\\ipykernel_13456\\2667033078.py:2: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", " dataL1[i].dropna(inplace=True)\n" ] }, { "data": { "text/plain": [ "{503: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 1 2.163447e+08 2.8509 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 2.739355e+08 5.7609 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 3.213901e+08 6.9328 0.000107 0.003885 0.002622 0.004782 \n", " 4 1.956859e+08 3.1008 0.000107 -0.016251 -0.004473 0.000358 \n", " 5 1.594411e+08 4.9830 0.000107 0.030524 0.002484 -0.001369 \n", " ... ... ... ... ... ... ... \n", " 2253 2.408894e+08 2.9650 0.000067 -0.006374 0.002265 -0.003920 \n", " 2254 1.290118e+08 2.3701 0.000067 0.000790 -0.005440 0.003884 \n", " 2255 1.674875e+08 3.7106 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2256 1.583287e+08 3.3613 0.000067 0.005986 -0.012989 -0.000733 \n", " 2257 2.685735e+08 6.2500 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 1 -0.001519 0.002452 2276.0700 0.008734 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 0.034191 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 -0.052842 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 -0.022397 ... 0.004782 -0.003027 \n", " 5 -0.002640 0.000791 2311.7400 0.038872 ... 0.000358 -0.000219 \n", " ... ... ... ... ... ... ... ... \n", " 2253 -0.000093 -0.003669 3251.3971 -0.014480 ... -0.007370 0.000867 \n", " 2254 0.000231 0.002473 3245.3760 -0.017472 ... -0.003920 -0.000093 \n", " 2255 -0.000682 -0.001761 3240.0568 -0.006515 ... 0.003884 0.000231 \n", " 2256 0.008088 -0.001436 3261.2485 -0.029372 ... -0.004080 -0.000682 \n", " 2257 -0.005996 -0.001176 3272.8602 0.046957 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 1 0.000641 2285.3640 -0.018469 0.003670 503 2013-01-08 \n", " 2 0.002452 2276.0700 0.008734 -0.004075 503 2013-01-09 \n", " 3 -0.000336 2275.3400 0.034191 -0.000321 503 2013-01-10 \n", " 4 0.000300 2283.6580 -0.052842 0.003649 503 2013-01-11 \n", " 5 -0.008375 2242.9970 -0.022397 -0.017966 503 2013-01-14 \n", " ... ... ... ... ... ... ... \n", " 2253 -0.004280 3265.6537 -0.006270 -0.006409 503 2023-03-27 \n", " 2254 -0.003669 3251.3971 -0.014480 -0.004375 503 2023-03-28 \n", " 2255 0.002473 3245.3760 -0.017472 -0.001854 503 2023-03-29 \n", " 2256 -0.001761 3240.0568 -0.006515 -0.001640 503 2023-03-30 \n", " 2257 -0.001436 3261.2485 -0.029372 0.006519 503 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 1 9.20 201301 \n", " 2 9.52 201301 \n", " 3 9.03 201301 \n", " 4 8.83 201301 \n", " 5 9.18 201301 \n", " ... ... ... \n", " 2253 10.97 202303 \n", " 2254 10.78 202303 \n", " 2255 10.71 202303 \n", " 2256 10.40 202303 \n", " 2257 10.90 202303 \n", " \n", " [2257 rows x 26 columns],\n", " 555: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 1 3.246738e+07 4.5097 0.000151 -0.008497 0.004091 -0.002852 \n", " 2 1.908634e+07 4.3768 0.000151 0.007030 0.004864 -0.000584 \n", " 3 2.552555e+07 1.7710 0.000151 0.018927 -0.008693 -0.000397 \n", " 4 3.656745e+07 4.6694 0.000151 0.002584 0.006375 0.000119 \n", " 5 4.174475e+07 3.6232 0.000151 0.015419 -0.011452 -0.002904 \n", " ... ... ... ... ... ... ... \n", " 1918 3.961700e+08 3.6567 0.000067 -0.006374 0.002265 -0.003920 \n", " 1919 2.428772e+08 3.3911 0.000067 0.000790 -0.005440 0.003884 \n", " 1920 1.953204e+08 3.0348 0.000067 -0.002534 -0.005063 -0.004080 \n", " 1921 2.416925e+08 2.7246 0.000067 0.005986 -0.012989 -0.000733 \n", " 1922 3.364809e+08 5.0445 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 1 -0.002508 -0.001225 2043.7020 -0.007475 ... -0.001168 0.005834 \n", " 2 -0.001088 0.001462 2058.8310 0.012016 ... -0.002852 -0.002508 \n", " 3 -0.000135 -0.001264 2098.2840 -0.003300 ... -0.000584 -0.001088 \n", " 4 -0.000040 0.001113 2105.2370 0.026103 ... -0.000397 -0.000135 \n", " 5 0.000471 0.001599 2134.3000 0.022294 ... 0.000119 -0.000040 \n", " ... ... ... ... ... ... ... ... \n", " 1918 -0.000093 -0.003669 3251.3971 0.033752 ... -0.007370 0.000867 \n", " 1919 0.000231 0.002473 3245.3760 -0.025577 ... -0.003920 -0.000093 \n", " 1920 -0.000682 -0.001761 3240.0568 0.005168 ... 0.003884 0.000231 \n", " 1921 0.008088 -0.001436 3261.2485 -0.007391 ... -0.004080 -0.000682 \n", " 1922 -0.005996 -0.001176 3272.8602 0.038564 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 1 -0.001574 2058.9880 0.007058 0.005615 555 2014-04-03 \n", " 2 -0.001225 2043.7020 -0.007475 -0.007452 555 2014-04-04 \n", " 3 0.001462 2058.8310 0.012016 0.007375 555 2014-04-08 \n", " 4 -0.001264 2098.2840 -0.003300 0.018982 555 2014-04-09 \n", " 5 0.001113 2105.2370 0.026103 0.003308 555 2014-04-10 \n", " ... ... ... ... ... ... ... \n", " 1918 -0.004280 3265.6537 0.006739 -0.006409 555 2023-03-27 \n", " 1919 -0.003669 3251.3971 0.033752 -0.004375 555 2023-03-28 \n", " 1920 0.002473 3245.3760 -0.025577 -0.001854 555 2023-03-29 \n", " 1921 -0.001761 3240.0568 0.005168 -0.001640 555 2023-03-30 \n", " 1922 -0.001436 3261.2485 -0.007391 0.006519 555 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 1 23.99 201404 \n", " 2 24.28 201404 \n", " 3 24.20 201404 \n", " 4 24.84 201404 \n", " 5 25.40 201404 \n", " ... ... ... \n", " 1918 13.86 202303 \n", " 1919 13.51 202303 \n", " 1920 13.58 202303 \n", " 1921 13.48 202303 \n", " 1922 14.01 202303 \n", " \n", " [1922 rows x 26 columns],\n", " 839: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 1 6.517982e+07 2.8239 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 5.648676e+07 1.9802 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 9.855829e+07 4.1051 0.000107 0.003885 0.002622 0.004782 \n", " 4 5.463031e+07 3.7338 0.000107 -0.016251 -0.004473 0.000358 \n", " 5 5.144098e+07 3.3445 0.000107 0.030524 0.002484 -0.001369 \n", " ... ... ... ... ... ... ... \n", " 2136 7.581254e+08 15.5303 0.000062 -0.046321 -0.021524 0.011949 \n", " 2137 7.742684e+08 16.5323 0.000062 -0.013891 -0.024200 0.001593 \n", " 2138 8.471766e+08 15.7509 0.000061 0.020818 -0.004447 -0.013508 \n", " 2139 5.208859e+08 6.6667 0.000061 0.008706 -0.021763 0.003162 \n", " 2140 1.740880e+09 15.7576 0.000061 0.021621 0.014116 -0.008293 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 1 -0.001519 0.002452 2276.0700 0.006623 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 0.004938 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 0.011429 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 -0.029656 ... 0.004782 -0.003027 \n", " 5 -0.002640 0.000791 2311.7400 0.026404 ... 0.000358 -0.000219 \n", " ... ... ... ... ... ... ... ... \n", " 2136 0.004015 -0.003004 2928.5118 -0.062520 ... 0.011390 0.001052 \n", " 2137 0.010310 -0.009932 2886.4257 0.096043 ... 0.011949 0.004015 \n", " 2138 0.006960 -0.004059 2958.2820 0.094311 ... 0.001593 0.010310 \n", " 2139 0.008648 0.000026 2975.4848 0.095310 ... -0.013508 0.006960 \n", " 2140 -0.004378 0.004486 3047.0624 -0.062520 ... 0.003162 0.008648 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 1 0.000641 2285.3640 -0.001660 0.003670 839 2013-01-08 \n", " 2 0.002452 2276.0700 0.006623 -0.004075 839 2013-01-09 \n", " 3 -0.000336 2275.3400 0.004938 -0.000321 839 2013-01-10 \n", " 4 0.000300 2283.6580 0.011429 0.003649 839 2013-01-11 \n", " 5 -0.008375 2242.9970 -0.029656 -0.017966 839 2013-01-14 \n", " ... ... ... ... ... ... ... \n", " 2136 0.001870 3086.9193 0.095310 0.002306 839 2022-04-25 \n", " 2137 -0.003004 2928.5118 -0.062520 -0.052679 839 2022-04-26 \n", " 2138 -0.009932 2886.4257 0.096043 -0.014475 839 2022-04-27 \n", " 2139 -0.004059 2958.2820 0.094311 0.024590 839 2022-04-28 \n", " 2140 0.000026 2975.4848 0.095310 0.005798 839 2022-04-29 \n", " \n", " stkclose YYYYmm \n", " 1 6.06 201301 \n", " 2 6.09 201301 \n", " 3 6.16 201301 \n", " 4 5.98 201301 \n", " 5 6.14 201301 \n", " ... ... ... \n", " 2136 2.48 202204 \n", " 2137 2.73 202204 \n", " 2138 3.00 202204 \n", " 2139 3.30 202204 \n", " 2140 3.10 202204 \n", " \n", " [2140 rows x 26 columns],\n", " 917: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 1 1.300461e+08 2.4438 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 1.170803e+08 2.9297 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 1.105450e+08 2.2840 0.000107 0.003885 0.002622 0.004782 \n", " 4 1.282262e+08 4.2157 0.000107 -0.016251 -0.004473 0.000358 \n", " 5 1.514362e+08 3.9474 0.000107 0.030524 0.002484 -0.001369 \n", " ... ... ... ... ... ... ... \n", " 2325 1.178930e+08 2.4834 0.000067 -0.006374 0.002265 -0.003920 \n", " 2326 1.837237e+08 3.1353 0.000067 0.000790 -0.005440 0.003884 \n", " 2327 1.417720e+08 2.6144 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2328 1.224369e+08 3.7459 0.000067 0.005986 -0.012989 -0.000733 \n", " 2329 9.692021e+07 3.7162 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 1 -0.001519 0.002452 2276.0700 0.000977 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 -0.016741 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 0.012827 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 -0.031875 ... 0.004782 -0.003027 \n", " 5 -0.002640 0.000791 2311.7400 0.028930 ... 0.000358 -0.000219 \n", " ... ... ... ... ... ... ... ... \n", " 2325 -0.000093 -0.003669 3251.3971 0.003306 ... -0.007370 0.000867 \n", " 2326 0.000231 0.002473 3245.3760 0.009852 ... -0.003920 -0.000093 \n", " 2327 -0.000682 -0.001761 3240.0568 0.003263 ... 0.003884 0.000231 \n", " 2328 0.008088 -0.001436 3261.2485 -0.036488 ... -0.004080 -0.000682 \n", " 2329 -0.005996 -0.001176 3272.8602 0.033226 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 1 0.000641 2285.3640 0.003918 0.003670 917 2013-01-08 \n", " 2 0.002452 2276.0700 0.000977 -0.004075 917 2013-01-09 \n", " 3 -0.000336 2275.3400 -0.016741 -0.000321 917 2013-01-10 \n", " 4 0.000300 2283.6580 0.012827 0.003649 917 2013-01-11 \n", " 5 -0.008375 2242.9970 -0.031875 -0.017966 917 2013-01-14 \n", " ... ... ... ... ... ... ... \n", " 2325 -0.004280 3265.6537 0.023452 -0.006409 917 2023-03-27 \n", " 2326 -0.003669 3251.3971 0.003306 -0.004375 917 2023-03-28 \n", " 2327 0.002473 3245.3760 0.009852 -0.001854 917 2023-03-29 \n", " 2328 -0.001761 3240.0568 0.003263 -0.001640 917 2023-03-30 \n", " 2329 -0.001436 3261.2485 -0.036488 0.006519 917 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 1 10.24 201301 \n", " 2 10.07 201301 \n", " 3 10.20 201301 \n", " 4 9.88 201301 \n", " 5 10.17 201301 \n", " ... ... ... \n", " 2325 6.06 202303 \n", " 2326 6.12 202303 \n", " 2327 6.14 202303 \n", " 2328 5.92 202303 \n", " 2329 6.12 202303 \n", " \n", " [2329 rows x 26 columns],\n", " 948: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 1 7.845263e+07 9.3611 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 6.314972e+07 4.3357 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 2.810289e+07 2.6163 0.000107 0.003885 0.002622 0.004782 \n", " 4 2.234886e+07 2.6549 0.000107 -0.016251 -0.004473 0.000358 \n", " 5 2.346121e+07 3.3133 0.000107 0.030524 0.002484 -0.001369 \n", " ... ... ... ... ... ... ... \n", " 2861 4.423274e+08 3.0316 0.000067 -0.006374 0.002265 -0.003920 \n", " 2862 1.241781e+09 6.4863 0.000067 0.000790 -0.005440 0.003884 \n", " 2863 6.417519e+08 3.0453 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2864 5.780013e+08 5.2251 0.000067 0.005986 -0.012989 -0.000733 \n", " 2865 3.203124e+08 3.7021 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 1 -0.001519 0.002452 2276.0700 0.060537 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 -0.038494 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 -0.014642 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 -0.020865 ... 0.004782 -0.003027 \n", " 5 -0.002640 0.000791 2311.7400 0.023811 ... 0.000358 -0.000219 \n", " ... ... ... ... ... ... ... ... \n", " 2861 -0.000093 -0.003669 3251.3971 0.008195 ... -0.007370 0.000867 \n", " 2862 0.000231 0.002473 3245.3760 0.042882 ... -0.003920 -0.000093 \n", " 2863 -0.000682 -0.001761 3240.0568 -0.031775 ... 0.003884 0.000231 \n", " 2864 0.008088 -0.001436 3261.2485 -0.048748 ... -0.004080 -0.000682 \n", " 2865 -0.005996 -0.001176 3272.8602 0.011089 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 1 0.000641 2285.3640 0.066026 0.003670 948 2013-01-08 \n", " 2 0.002452 2276.0700 0.060537 -0.004075 948 2013-01-09 \n", " 3 -0.000336 2275.3400 -0.038494 -0.000321 948 2013-01-10 \n", " 4 0.000300 2283.6580 -0.014642 0.003649 948 2013-01-11 \n", " 5 -0.008375 2242.9970 -0.020865 -0.017966 948 2013-01-14 \n", " ... ... ... ... ... ... ... \n", " 2861 -0.004280 3265.6537 0.026774 -0.006409 948 2023-03-27 \n", " 2862 -0.003669 3251.3971 0.008195 -0.004375 948 2023-03-28 \n", " 2863 0.002473 3245.3760 0.042882 -0.001854 948 2023-03-29 \n", " 2864 -0.001761 3240.0568 -0.031775 -0.001640 948 2023-03-30 \n", " 2865 -0.001436 3261.2485 -0.048748 0.006519 948 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 1 7.15 201301 \n", " 2 6.88 201301 \n", " 3 6.78 201301 \n", " 4 6.64 201301 \n", " 5 6.80 201301 \n", " ... ... ... \n", " 2861 23.28 202303 \n", " 2862 24.30 202303 \n", " 2863 23.54 202303 \n", " 2864 22.42 202303 \n", " 2865 22.67 202303 \n", " \n", " [2865 rows x 26 columns],\n", " 997: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 1 6.242179e+07 4.7677 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 4.753617e+07 3.0012 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 4.337267e+07 2.3086 0.000107 0.003885 0.002622 0.004782 \n", " 4 6.344008e+07 3.7126 0.000107 -0.016251 -0.004473 0.000358 \n", " 5 5.767520e+07 4.3531 0.000107 0.030524 0.002484 -0.001369 \n", " ... ... ... ... ... ... ... \n", " 2820 2.269337e+08 3.8732 0.000067 -0.006374 0.002265 -0.003920 \n", " 2821 1.476066e+08 2.3009 0.000067 0.000790 -0.005440 0.003884 \n", " 2822 1.228401e+08 2.5656 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2823 1.926677e+08 3.1699 0.000067 0.005986 -0.012989 -0.000733 \n", " 2824 1.558026e+08 4.0097 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 1 -0.001519 0.002452 2276.0700 0.018171 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 -0.012077 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 0.014476 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 -0.009627 ... 0.004782 -0.003027 \n", " 5 -0.002640 0.000791 2311.7400 0.029782 ... 0.000358 -0.000219 \n", " ... ... ... ... ... ... ... ... \n", " 2820 -0.000093 -0.003669 3251.3971 -0.005296 ... -0.007370 0.000867 \n", " 2821 0.000231 0.002473 3245.3760 -0.011273 ... -0.003920 -0.000093 \n", " 2822 -0.000682 -0.001761 3240.0568 -0.002389 ... 0.003884 0.000231 \n", " 2823 0.008088 -0.001436 3261.2485 -0.015672 ... -0.004080 -0.000682 \n", " 2824 -0.005996 -0.001176 3272.8602 0.016868 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 1 0.000641 2285.3640 0.022251 0.003670 997 2013-01-08 \n", " 2 0.002452 2276.0700 0.018171 -0.004075 997 2013-01-09 \n", " 3 -0.000336 2275.3400 -0.012077 -0.000321 997 2013-01-10 \n", " 4 0.000300 2283.6580 0.014476 0.003649 997 2013-01-11 \n", " 5 -0.008375 2242.9970 -0.009627 -0.017966 997 2013-01-14 \n", " ... ... ... ... ... ... ... \n", " 2820 -0.004280 3265.6537 0.008842 -0.006409 997 2023-03-27 \n", " 2821 -0.003669 3251.3971 -0.005296 -0.004375 997 2023-03-28 \n", " 2822 0.002473 3245.3760 -0.011273 -0.001854 997 2023-03-29 \n", " 2823 -0.001761 3240.0568 -0.002389 -0.001640 997 2023-03-30 \n", " 2824 -0.001436 3261.2485 -0.015672 0.006519 997 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 1 8.33 201301 \n", " 2 8.23 201301 \n", " 3 8.35 201301 \n", " 4 8.27 201301 \n", " 5 8.52 201301 \n", " ... ... ... \n", " 2820 16.95 202303 \n", " 2821 16.76 202303 \n", " 2822 16.72 202303 \n", " 2823 16.46 202303 \n", " 2824 16.74 202303 \n", " \n", " [2824 rows x 26 columns],\n", " 2063: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 1 1.353468e+08 4.1695 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 8.325732e+07 4.5969 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 4.040388e+07 2.5624 0.000107 0.003885 0.002622 0.004782 \n", " 4 5.064410e+07 2.0000 0.000107 -0.016251 -0.004473 0.000358 \n", " 5 8.297963e+07 2.4899 0.000107 0.030524 0.002484 -0.001369 \n", " ... ... ... ... ... ... ... \n", " 2877 4.273057e+08 5.0883 0.000067 -0.006374 0.002265 -0.003920 \n", " 2878 2.980128e+08 3.1915 0.000067 0.000790 -0.005440 0.003884 \n", " 2879 2.599578e+08 3.7433 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2880 3.114396e+08 4.4039 0.000067 0.005986 -0.012989 -0.000733 \n", " 2881 2.808431e+08 3.7199 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 1 -0.001519 0.002452 2276.0700 0.025642 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 0.013894 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 -0.014560 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 -0.009377 ... 0.004782 -0.003027 \n", " 5 -0.002640 0.000791 2311.7400 0.021964 ... 0.000358 -0.000219 \n", " ... ... ... ... ... ... ... ... \n", " 2877 -0.000093 -0.003669 3251.3971 -0.024174 ... -0.007370 0.000867 \n", " 2878 0.000231 0.002473 3245.3760 -0.005333 ... -0.003920 -0.000093 \n", " 2879 -0.000682 -0.001761 3240.0568 -0.004287 ... 0.003884 0.000231 \n", " 2880 0.008088 -0.001436 3261.2485 -0.018429 ... -0.004080 -0.000682 \n", " 2881 -0.005996 -0.001176 3272.8602 0.022716 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 1 0.000641 2285.3640 0.002738 0.003670 2063 2013-01-08 \n", " 2 0.002452 2276.0700 0.025642 -0.004075 2063 2013-01-09 \n", " 3 -0.000336 2275.3400 0.013894 -0.000321 2063 2013-01-10 \n", " 4 0.000300 2283.6580 -0.014560 0.003649 2063 2013-01-11 \n", " 5 -0.008375 2242.9970 -0.009377 -0.017966 2063 2013-01-14 \n", " ... ... ... ... ... ... ... \n", " 2877 -0.004280 3265.6537 0.006250 -0.006409 2063 2023-03-27 \n", " 2878 -0.003669 3251.3971 -0.024174 -0.004375 2063 2023-03-28 \n", " 2879 0.002473 3245.3760 -0.005333 -0.001854 2063 2023-03-29 \n", " 2880 -0.001761 3240.0568 -0.004287 -0.001640 2063 2023-03-30 \n", " 2881 -0.001436 3261.2485 -0.018429 0.006519 2063 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 1 15.01 201301 \n", " 2 15.22 201301 \n", " 3 15.00 201301 \n", " 4 14.86 201301 \n", " 5 15.19 201301 \n", " ... ... ... \n", " 2877 9.40 202303 \n", " 2878 9.35 202303 \n", " 2879 9.31 202303 \n", " 2880 9.14 202303 \n", " 2881 9.35 202303 \n", " \n", " [2881 rows x 26 columns],\n", " 2065: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 1 2.010480e+08 6.5407 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 2.515446e+08 5.9557 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 9.672681e+07 2.6900 0.000107 0.003885 0.002622 0.004782 \n", " 4 1.011346e+08 4.9137 0.000107 -0.016251 -0.004473 0.000358 \n", " 5 1.088016e+08 4.8266 0.000107 0.030524 0.002484 -0.001369 \n", " ... ... ... ... ... ... ... \n", " 2661 1.562563e+09 7.7886 0.000067 -0.006374 0.002265 -0.003920 \n", " 2662 3.363998e+09 9.6179 0.000067 0.000790 -0.005440 0.003884 \n", " 2663 3.534915e+09 13.7725 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2664 1.872895e+09 7.8454 0.000067 0.005986 -0.012989 -0.000733 \n", " 2665 1.833064e+09 7.0111 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 1 -0.001519 0.002452 2276.0700 0.048236 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 0.029344 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 0.012696 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 -0.023515 ... 0.004782 -0.003027 \n", " 5 -0.002640 0.000791 2311.7400 0.032768 ... 0.000358 -0.000219 \n", " ... ... ... ... ... ... ... ... \n", " 2661 -0.000093 -0.003669 3251.3971 0.054140 ... -0.007370 0.000867 \n", " 2662 0.000231 0.002473 3245.3760 0.095430 ... -0.003920 -0.000093 \n", " 2663 -0.000682 -0.001761 3240.0568 0.022499 ... 0.003884 0.000231 \n", " 2664 0.008088 -0.001436 3261.2485 -0.049200 ... -0.004080 -0.000682 \n", " 2665 -0.005996 -0.001176 3272.8602 0.020695 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 1 0.000641 2285.3640 -0.000726 0.003670 2065 2013-01-08 \n", " 2 0.002452 2276.0700 0.048236 -0.004075 2065 2013-01-09 \n", " 3 -0.000336 2275.3400 0.029344 -0.000321 2065 2013-01-10 \n", " 4 0.000300 2283.6580 0.012696 0.003649 2065 2013-01-11 \n", " 5 -0.008375 2242.9970 -0.023515 -0.017966 2065 2013-01-14 \n", " ... ... ... ... ... ... ... \n", " 2661 -0.004280 3265.6537 0.016831 -0.006409 2065 2023-03-27 \n", " 2662 -0.003669 3251.3971 0.054140 -0.004375 2065 2023-03-28 \n", " 2663 0.002473 3245.3760 0.095430 -0.001854 2065 2023-03-29 \n", " 2664 -0.001761 3240.0568 0.022499 -0.001640 2065 2023-03-30 \n", " 2665 -0.001436 3261.2485 -0.049200 0.006519 2065 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 1 14.44 201301 \n", " 2 14.87 201301 \n", " 3 15.06 201301 \n", " 4 14.71 201301 \n", " 5 15.20 201301 \n", " ... ... ... \n", " 2661 7.59 202303 \n", " 2662 8.35 202303 \n", " 2663 8.54 202303 \n", " 2664 8.13 202303 \n", " 2665 8.30 202303 \n", " \n", " [2665 rows x 26 columns],\n", " 2093: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 1 8.360461e+07 6.0533 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 4.642833e+07 3.2407 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 2.241380e+07 1.6204 0.000107 0.003885 0.002622 0.004782 \n", " 4 7.112588e+07 6.2791 0.000107 -0.016251 -0.004473 0.000358 \n", " 5 6.063752e+07 6.4815 0.000107 0.030524 0.002484 -0.001369 \n", " ... ... ... ... ... ... ... \n", " 2936 4.562343e+08 3.6344 0.000067 -0.006374 0.002265 -0.003920 \n", " 2937 2.766904e+08 2.9279 0.000067 0.000790 -0.005440 0.003884 \n", " 2938 2.488537e+08 3.0928 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2939 3.216597e+08 5.1784 0.000067 0.005986 -0.012989 -0.000733 \n", " 2940 2.949990e+08 3.9053 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 1 -0.001519 0.002452 2276.0700 0.044978 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 0.000000 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 -0.004640 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 0.004640 ... 0.004782 -0.003027 \n", " 5 -0.002640 0.000791 2311.7400 0.029649 ... 0.000358 -0.000219 \n", " ... ... ... ... ... ... ... ... \n", " 2936 -0.000093 -0.003669 3251.3971 -0.022273 ... -0.007370 0.000867 \n", " 2937 0.000231 0.002473 3245.3760 -0.017036 ... -0.003920 -0.000093 \n", " 2938 -0.000682 -0.001761 3240.0568 -0.004592 ... 0.003884 0.000231 \n", " 2939 0.008088 -0.001436 3261.2485 -0.028006 ... -0.004080 -0.000682 \n", " 2940 -0.005996 -0.001176 3272.8602 0.005900 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 1 0.000641 2285.3640 0.007290 0.003670 2093 2013-01-08 \n", " 2 0.002452 2276.0700 0.044978 -0.004075 2093 2013-01-09 \n", " 3 -0.000336 2275.3400 0.000000 -0.000321 2093 2013-01-10 \n", " 4 0.000300 2283.6580 -0.004640 0.003649 2093 2013-01-11 \n", " 5 -0.008375 2242.9970 0.004640 -0.017966 2093 2013-01-14 \n", " ... ... ... ... ... ... ... \n", " 2936 -0.004280 3265.6537 0.007739 -0.006409 2093 2023-03-27 \n", " 2937 -0.003669 3251.3971 -0.022273 -0.004375 2093 2023-03-28 \n", " 2938 0.002473 3245.3760 -0.017036 -0.001854 2093 2023-03-29 \n", " 2939 -0.001761 3240.0568 -0.004592 -0.001640 2093 2023-03-30 \n", " 2940 -0.001436 3261.2485 -0.028006 0.006519 2093 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 1 4.32 201301 \n", " 2 4.32 201301 \n", " 3 4.30 201301 \n", " 4 4.32 201301 \n", " 5 4.45 201301 \n", " ... ... ... \n", " 2936 8.88 202303 \n", " 2937 8.73 202303 \n", " 2938 8.69 202303 \n", " 2939 8.45 202303 \n", " 2940 8.50 202303 \n", " \n", " [2940 rows x 26 columns],\n", " 2095: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 1 2.598393e+07 4.2311 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 1.785643e+07 2.1845 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 3.457548e+07 3.4874 0.000107 0.003885 0.002622 0.004782 \n", " 4 7.054519e+07 4.5238 0.000107 -0.016251 -0.004473 0.000358 \n", " 5 5.931972e+07 8.7568 0.000107 0.030524 0.002484 -0.001369 \n", " ... ... ... ... ... ... ... \n", " 2968 2.794925e+08 4.2831 0.000067 -0.006374 0.002265 -0.003920 \n", " 2969 1.800215e+08 3.3566 0.000067 0.000790 -0.005440 0.003884 \n", " 2970 7.363636e+08 9.9666 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2971 1.349175e+09 8.6259 0.000067 0.005986 -0.012989 -0.000733 \n", " 2972 8.732335e+08 6.2475 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 1 -0.001519 0.002452 2276.0700 0.005680 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 -0.002430 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 0.021661 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 0.014967 ... 0.004782 -0.003027 \n", " 5 -0.002640 0.000791 2311.7400 0.018591 ... 0.000358 -0.000219 \n", " ... ... ... ... ... ... ... ... \n", " 2968 -0.000093 -0.003669 3251.3971 -0.001398 ... -0.007370 0.000867 \n", " 2969 0.000231 0.002473 3245.3760 -0.022632 ... -0.003920 -0.000093 \n", " 2970 -0.000682 -0.001761 3240.0568 0.095440 ... 0.003884 0.000231 \n", " 2971 0.008088 -0.001436 3261.2485 0.085529 ... -0.004080 -0.000682 \n", " 2972 -0.005996 -0.001176 3272.8602 -0.033586 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 1 0.000641 2285.3640 0.033930 0.003670 2095 2013-01-08 \n", " 2 0.002452 2276.0700 0.005680 -0.004075 2095 2013-01-09 \n", " 3 -0.000336 2275.3400 -0.002430 -0.000321 2095 2013-01-10 \n", " 4 0.000300 2283.6580 0.021661 0.003649 2095 2013-01-11 \n", " 5 -0.008375 2242.9970 0.014967 -0.017966 2095 2013-01-14 \n", " ... ... ... ... ... ... ... \n", " 2968 -0.004280 3265.6537 0.015010 -0.006409 2095 2023-03-27 \n", " 2969 -0.003669 3251.3971 -0.001398 -0.004375 2095 2023-03-28 \n", " 2970 0.002473 3245.3760 -0.022632 -0.001854 2095 2023-03-29 \n", " 2971 -0.001761 3240.0568 0.095440 -0.001640 2095 2023-03-30 \n", " 2972 -0.001436 3261.2485 0.085529 0.006519 2095 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 1 12.36 201301 \n", " 2 12.33 201301 \n", " 3 12.60 201301 \n", " 4 12.79 201301 \n", " 5 13.03 201301 \n", " ... ... ... \n", " 2968 21.45 202303 \n", " 2969 20.97 202303 \n", " 2970 23.07 202303 \n", " 2971 25.13 202303 \n", " 2972 24.30 202303 \n", " \n", " [2972 rows x 26 columns],\n", " 2148: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 1 1.535803e+08 9.9231 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 1.297430e+08 4.1259 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 1.258990e+08 5.0526 0.000107 0.003885 0.002622 0.004782 \n", " 4 1.018894e+08 4.1781 0.000107 -0.016251 -0.004473 0.000358 \n", " 5 3.852155e+08 6.2267 0.000107 0.030524 0.002484 -0.001369 \n", " ... ... ... ... ... ... ... \n", " 2893 1.637281e+08 3.6036 0.000067 -0.006374 0.002265 -0.003920 \n", " 2894 1.054051e+08 2.0990 0.000067 0.000790 -0.005440 0.003884 \n", " 2895 1.083559e+08 2.2936 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2896 1.141519e+08 3.8226 0.000067 0.005986 -0.012989 -0.000733 \n", " 2897 1.257334e+08 4.4164 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 1 -0.001519 0.002452 2276.0700 0.095310 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 -0.003503 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 0.024265 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 0.095310 ... 0.004782 -0.003027 \n", " 5 -0.002640 0.000791 2311.7400 0.069740 ... 0.000358 -0.000219 \n", " ... ... ... ... ... ... ... ... \n", " 2893 -0.000093 -0.003669 3251.3971 0.001500 ... -0.007370 0.000867 \n", " 2894 0.000231 0.002473 3245.3760 -0.019683 ... -0.003920 -0.000093 \n", " 2895 -0.000682 -0.001761 3240.0568 0.000000 ... 0.003884 0.000231 \n", " 2896 0.008088 -0.001436 3261.2485 -0.031058 ... -0.004080 -0.000682 \n", " 2897 -0.005996 -0.001176 3272.8602 0.029528 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 1 0.000641 2285.3640 0.020988 0.003670 2148 2013-01-08 \n", " 2 0.002452 2276.0700 0.095310 -0.004075 2148 2013-01-09 \n", " 3 -0.000336 2275.3400 -0.003503 -0.000321 2148 2013-01-10 \n", " 4 0.000300 2283.6580 0.024265 0.003649 2148 2013-01-11 \n", " 5 -0.008375 2242.9970 0.095310 -0.017966 2148 2013-01-14 \n", " ... ... ... ... ... ... ... \n", " 2893 -0.004280 3265.6537 0.012085 -0.006409 2148 2023-03-27 \n", " 2894 -0.003669 3251.3971 0.001500 -0.004375 2148 2023-03-28 \n", " 2895 0.002473 3245.3760 -0.019683 -0.001854 2148 2023-03-29 \n", " 2896 -0.001761 3240.0568 0.000000 -0.001640 2148 2023-03-30 \n", " 2897 -0.001436 3261.2485 -0.031058 0.006519 2148 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 1 14.30 201301 \n", " 2 14.25 201301 \n", " 3 14.60 201301 \n", " 4 16.06 201301 \n", " 5 17.22 201301 \n", " ... ... ... \n", " 2893 6.67 202303 \n", " 2894 6.54 202303 \n", " 2895 6.54 202303 \n", " 2896 6.34 202303 \n", " 2897 6.53 202303 \n", " \n", " [2897 rows x 26 columns],\n", " 2153: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 1 5.152935e+07 3.5407 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 1.790088e+08 5.7277 0.000106 -0.000251 -0.008726 -0.002050 \n", " 3 7.402761e+07 6.9924 0.000106 -0.006396 0.006041 -0.002764 \n", " 4 1.324703e+08 12.4940 0.000106 0.005604 0.002810 -0.000844 \n", " 5 6.849523e+07 3.4211 0.000106 0.000369 -0.004624 -0.003560 \n", " ... ... ... ... ... ... ... \n", " 2852 7.541654e+07 0.0000 0.000067 -0.006374 0.002265 -0.003920 \n", " 2853 9.046756e+08 0.6461 0.000067 0.000790 -0.005440 0.003884 \n", " 2854 2.309011e+09 15.4089 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2855 1.999151e+09 11.9130 0.000067 0.005986 -0.012989 -0.000733 \n", " 2856 1.587350e+09 10.8951 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 1 -0.001519 0.002452 2276.0700 0.018958 ... -0.002014 -0.004582 \n", " 2 -0.002273 -0.003128 2225.2950 0.046328 ... -0.007672 -0.001519 \n", " 3 -0.004440 -0.000757 2211.5920 -0.061942 ... -0.002050 -0.002273 \n", " 4 0.000040 0.001730 2225.7750 0.083668 ... -0.002764 -0.004440 \n", " 5 -0.000714 -0.003731 2226.1260 -0.032541 ... -0.000844 0.000040 \n", " ... ... ... ... ... ... ... ... \n", " 2852 -0.000093 -0.003669 3251.3971 0.095360 ... -0.007370 0.000867 \n", " 2853 0.000231 0.002473 3245.3760 0.095220 ... -0.003920 -0.000093 \n", " 2854 -0.000682 -0.001761 3240.0568 0.038560 ... 0.003884 0.000231 \n", " 2855 0.008088 -0.001436 3261.2485 0.070904 ... -0.004080 -0.000682 \n", " 2856 -0.005996 -0.001176 3272.8602 0.038535 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 1 0.000641 2285.3640 -0.014252 0.003670 2153 2013-01-08 \n", " 2 0.002452 2276.0700 0.018958 -0.004075 2153 2013-04-03 \n", " 3 -0.003128 2225.2950 0.046328 -0.022561 2153 2013-04-08 \n", " 4 -0.000757 2211.5920 -0.061942 -0.006177 2153 2013-04-09 \n", " 5 0.001730 2225.7750 0.083668 0.006393 2153 2013-04-10 \n", " ... ... ... ... ... ... ... \n", " 2852 -0.004280 3265.6537 0.043011 -0.006409 2153 2023-03-27 \n", " 2853 -0.003669 3251.3971 0.095360 -0.004375 2153 2023-03-28 \n", " 2854 0.002473 3245.3760 0.095220 -0.001854 2153 2023-03-29 \n", " 2855 -0.001761 3240.0568 0.038560 -0.001640 2153 2023-03-30 \n", " 2856 -0.001436 3261.2485 0.070904 0.006519 2153 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 1 21.30 201301 \n", " 2 22.31 201304 \n", " 3 20.97 201304 \n", " 4 22.80 201304 \n", " 5 22.07 201304 \n", " ... ... ... \n", " 2852 20.12 202303 \n", " 2853 22.13 202303 \n", " 2854 23.00 202303 \n", " 2855 24.69 202303 \n", " 2856 25.66 202303 \n", " \n", " [2856 rows x 26 columns],\n", " 2174: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 1 3.078525e+08 15.7081 0.000088 -0.057310 -0.026463 0.002999 \n", " 2 2.533749e+08 16.9832 0.000088 0.038489 -0.092128 0.031801 \n", " 3 3.435880e+07 0.0000 0.000087 -0.021472 -0.040881 0.018642 \n", " 4 6.125207e+08 17.8792 0.000086 0.001717 0.007036 -0.000436 \n", " 5 4.055935e+08 11.1487 0.000086 0.030718 0.034266 -0.017162 \n", " ... ... ... ... ... ... ... \n", " 1741 6.798536e+08 7.6573 0.000067 -0.006374 0.002265 -0.003920 \n", " 1742 4.153431e+08 2.8800 0.000067 0.000790 -0.005440 0.003884 \n", " 1743 3.136071e+08 4.0193 0.000067 -0.002534 -0.005063 -0.004080 \n", " 1744 2.462093e+08 3.7277 0.000067 0.005986 -0.012989 -0.000733 \n", " 1745 4.436069e+08 8.7315 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 1 0.017712 -0.001927 3686.9153 -0.097593 ... 0.027553 0.028759 \n", " 2 0.043998 -0.011977 3775.9122 -0.035540 ... 0.002999 0.017712 \n", " 3 0.028728 0.006951 3805.7033 0.095310 ... 0.031801 0.043998 \n", " 4 -0.005622 -0.001592 3823.1755 0.049786 ... 0.018642 0.028728 \n", " 5 -0.016683 0.000023 3957.3516 0.077411 ... -0.000436 -0.005622 \n", " ... ... ... ... ... ... ... ... \n", " 1741 -0.000093 -0.003669 3251.3971 -0.053730 ... -0.007370 0.000867 \n", " 1742 0.000231 0.002473 3245.3760 -0.004812 ... -0.003920 -0.000093 \n", " 1743 -0.000682 -0.001761 3240.0568 -0.008071 ... 0.003884 0.000231 \n", " 1744 0.008088 -0.001436 3261.2485 -0.016340 ... -0.004080 -0.000682 \n", " 1745 -0.005996 -0.001176 3272.8602 0.072282 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 1 -0.002770 3912.7668 -0.105006 -0.035385 2174 2015-07-03 \n", " 2 -0.001927 3686.9153 -0.097593 -0.059455 2174 2015-07-06 \n", " 3 -0.011977 3775.9122 -0.035540 0.023852 2174 2015-07-15 \n", " 4 0.006951 3805.7033 0.095310 0.007859 2174 2015-07-16 \n", " 5 -0.001592 3823.1755 0.049786 0.004581 2174 2015-07-17 \n", " ... ... ... ... ... ... ... \n", " 1741 -0.004280 3265.6537 0.021457 -0.006409 2174 2023-03-27 \n", " 1742 -0.003669 3251.3971 -0.053730 -0.004375 2174 2023-03-28 \n", " 1743 0.002473 3245.3760 -0.004812 -0.001854 2174 2023-03-29 \n", " 1744 -0.001761 3240.0568 -0.008071 -0.001640 2174 2023-03-30 \n", " 1745 -0.001436 3261.2485 -0.016340 0.006519 2174 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 1 71.60 201507 \n", " 2 69.10 201507 \n", " 3 76.01 201507 \n", " 4 79.89 201507 \n", " 5 86.32 201507 \n", " ... ... ... \n", " 1741 12.50 202303 \n", " 1742 12.44 202303 \n", " 1743 12.34 202303 \n", " 1744 12.14 202303 \n", " 1745 13.05 202303 \n", " \n", " [1745 rows x 26 columns],\n", " 2195: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 1 3.984589e+07 7.0016 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 3.366327e+07 3.0351 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 1.783831e+07 3.3493 0.000107 0.003885 0.002622 0.004782 \n", " 4 1.836216e+07 4.1964 0.000107 -0.016251 -0.004473 0.000358 \n", " 5 3.153408e+07 3.9184 0.000107 0.030524 0.002484 -0.001369 \n", " ... ... ... ... ... ... ... \n", " 2875 2.498760e+09 8.6826 0.000067 -0.006374 0.002265 -0.003920 \n", " 2876 1.401363e+09 4.2735 0.000067 0.000790 -0.005440 0.003884 \n", " 2877 1.045461e+09 3.2836 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2878 7.576493e+08 3.6474 0.000067 0.005986 -0.012989 -0.000733 \n", " 2879 9.510817e+08 4.8930 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 1 -0.001519 0.002452 2276.0700 0.030822 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 0.001596 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 0.007151 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 -0.030549 ... 0.004782 -0.003027 \n", " 5 -0.002640 0.000791 2311.7400 0.022600 ... 0.000358 -0.000219 \n", " ... ... ... ... ... ... ... ... \n", " 2875 -0.000093 -0.003669 3251.3971 0.049645 ... -0.007370 0.000867 \n", " 2876 0.000231 0.002473 3245.3760 -0.046656 ... -0.003920 -0.000093 \n", " 2877 -0.000682 -0.001761 3240.0568 -0.018073 ... 0.003884 0.000231 \n", " 2878 0.008088 -0.001436 3261.2485 -0.006098 ... -0.004080 -0.000682 \n", " 2879 -0.005996 -0.001176 3272.8602 0.018182 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 1 0.000641 2285.3640 0.031802 0.003670 2195 2013-01-08 \n", " 2 0.002452 2276.0700 0.030822 -0.004075 2195 2013-01-09 \n", " 3 -0.000336 2275.3400 0.001596 -0.000321 2195 2013-01-10 \n", " 4 0.000300 2283.6580 0.007151 0.003649 2195 2013-01-11 \n", " 5 -0.008375 2242.9970 -0.030549 -0.017966 2195 2013-01-14 \n", " ... ... ... ... ... ... ... \n", " 2875 -0.004280 3265.6537 0.039700 -0.006409 2195 2023-03-27 \n", " 2876 -0.003669 3251.3971 0.049645 -0.004375 2195 2023-03-28 \n", " 2877 0.002473 3245.3760 -0.046656 -0.001854 2195 2023-03-29 \n", " 2878 -0.001761 3240.0568 -0.018073 -0.001640 2195 2023-03-30 \n", " 2879 -0.001436 3261.2485 -0.006098 0.006519 2195 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 1 12.52 201301 \n", " 2 12.54 201301 \n", " 3 12.63 201301 \n", " 4 12.25 201301 \n", " 5 12.53 201301 \n", " ... ... ... \n", " 2875 3.51 202303 \n", " 2876 3.35 202303 \n", " 2877 3.29 202303 \n", " 2878 3.27 202303 \n", " 2879 3.33 202303 \n", " \n", " [2879 rows x 26 columns],\n", " 2230: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 1 1.806144e+08 5.6401 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 2.137032e+08 5.0904 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 8.508776e+07 2.0275 0.000107 0.003885 0.002622 0.004782 \n", " 4 1.124643e+08 3.7148 0.000107 -0.016251 -0.004473 0.000358 \n", " 5 1.421768e+08 5.5102 0.000107 0.030524 0.002484 -0.001369 \n", " ... ... ... ... ... ... ... \n", " 2892 7.443330e+09 5.9147 0.000067 -0.006374 0.002265 -0.003920 \n", " 2893 4.771642e+09 4.0026 0.000067 0.000790 -0.005440 0.003884 \n", " 2894 6.106902e+09 6.9025 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2895 3.790553e+09 4.6245 0.000067 0.005986 -0.012989 -0.000733 \n", " 2896 6.759843e+09 11.3493 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 1 -0.001519 0.002452 2276.0700 0.032678 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 0.023826 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 -0.014161 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 -0.025190 ... 0.004782 -0.003027 \n", " 5 -0.002640 0.000791 2311.7400 0.026847 ... 0.000358 -0.000219 \n", " ... ... ... ... ... ... ... ... \n", " 2892 -0.000093 -0.003669 3251.3971 0.007304 ... -0.007370 0.000867 \n", " 2893 0.000231 0.002473 3245.3760 -0.037410 ... -0.003920 -0.000093 \n", " 2894 -0.000682 -0.001761 3240.0568 0.017193 ... 0.003884 0.000231 \n", " 2895 0.008088 -0.001436 3261.2485 -0.008134 ... -0.004080 -0.000682 \n", " 2896 -0.005996 -0.001176 3272.8602 0.080239 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 1 0.000641 2285.3640 0.004856 0.003670 2230 2013-01-08 \n", " 2 0.002452 2276.0700 0.032678 -0.004075 2230 2013-01-09 \n", " 3 -0.000336 2275.3400 0.023826 -0.000321 2230 2013-01-10 \n", " 4 0.000300 2283.6580 -0.014161 0.003649 2230 2013-01-11 \n", " 5 -0.008375 2242.9970 -0.025190 -0.017966 2230 2013-01-14 \n", " ... ... ... ... ... ... ... \n", " 2892 -0.004280 3265.6537 0.056727 -0.006409 2230 2023-03-27 \n", " 2893 -0.003669 3251.3971 0.007304 -0.004375 2230 2023-03-28 \n", " 2894 0.002473 3245.3760 -0.037410 -0.001854 2230 2023-03-29 \n", " 2895 -0.001761 3240.0568 0.017193 -0.001640 2230 2023-03-30 \n", " 2896 -0.001436 3261.2485 -0.008134 0.006519 2230 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 1 29.86 201301 \n", " 2 30.58 201301 \n", " 3 30.15 201301 \n", " 4 29.40 201301 \n", " 5 30.20 201301 \n", " ... ... ... \n", " 2892 60.46 202303 \n", " 2893 58.24 202303 \n", " 2894 59.25 202303 \n", " 2895 58.77 202303 \n", " 2896 63.68 202303 \n", " \n", " [2896 rows x 26 columns],\n", " 2232: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 1 3.909950e+07 5.1364 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 2.802695e+07 3.5549 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 3.773458e+07 5.1005 0.000107 0.003885 0.002622 0.004782 \n", " 4 8.156653e+07 6.8966 0.000107 -0.016251 -0.004473 0.000358 \n", " 5 7.457371e+07 12.4260 0.000107 0.030524 0.002484 -0.001369 \n", " ... ... ... ... ... ... ... \n", " 2963 4.575780e+08 3.2298 0.000067 -0.006374 0.002265 -0.003920 \n", " 2964 3.026863e+08 4.1212 0.000067 0.000790 -0.005440 0.003884 \n", " 2965 2.275246e+08 2.7027 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2966 2.125849e+08 3.0170 0.000067 0.005986 -0.012989 -0.000733 \n", " 2967 2.310893e+08 4.5601 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 1 -0.001519 0.002452 2276.0700 0.037800 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 0.000000 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 0.030444 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 0.013403 ... 0.004782 -0.003027 \n", " 5 -0.002640 0.000791 2311.7400 0.067216 ... 0.000358 -0.000219 \n", " ... ... ... ... ... ... ... ... \n", " 2963 -0.000093 -0.003669 3251.3971 0.024541 ... -0.007370 0.000867 \n", " 2964 0.000231 0.002473 3245.3760 -0.036413 ... -0.003920 -0.000093 \n", " 2965 -0.000682 -0.001761 3240.0568 0.000000 ... 0.003884 0.000231 \n", " 2966 0.008088 -0.001436 3261.2485 -0.021602 ... -0.004080 -0.000682 \n", " 2967 -0.005996 -0.001176 3272.8602 0.029116 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 1 0.000641 2285.3640 0.011300 0.003670 2232 2013-01-08 \n", " 2 0.002452 2276.0700 0.037800 -0.004075 2232 2013-01-09 \n", " 3 -0.000336 2275.3400 0.000000 -0.000321 2232 2013-01-10 \n", " 4 0.000300 2283.6580 0.030444 0.003649 2232 2013-01-11 \n", " 5 -0.008375 2242.9970 0.013403 -0.017966 2232 2013-01-14 \n", " ... ... ... ... ... ... ... \n", " 2963 -0.004280 3265.6537 -0.001241 -0.006409 2232 2023-03-27 \n", " 2964 -0.003669 3251.3971 0.024541 -0.004375 2232 2023-03-28 \n", " 2965 0.002473 3245.3760 -0.036413 -0.001854 2232 2023-03-29 \n", " 2966 -0.001761 3240.0568 0.000000 -0.001640 2232 2023-03-30 \n", " 2967 -0.001436 3261.2485 -0.021602 0.006519 2232 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 1 6.47 201301 \n", " 2 6.47 201301 \n", " 3 6.67 201301 \n", " 4 6.76 201301 \n", " 5 7.23 201301 \n", " ... ... ... \n", " 2963 16.50 202303 \n", " 2964 15.91 202303 \n", " 2965 15.91 202303 \n", " 2966 15.57 202303 \n", " 2967 16.03 202303 \n", " \n", " [2967 rows x 26 columns],\n", " 2238: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 1 3.302507e+07 3.6630 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 5.242173e+07 5.2632 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 7.054811e+07 5.3667 0.000107 0.003885 0.002622 0.004782 \n", " 4 6.295783e+07 4.6472 0.000107 -0.016251 -0.004473 0.000358 \n", " 5 5.215002e+07 4.1558 0.000107 0.030524 0.002484 -0.001369 \n", " ... ... ... ... ... ... ... \n", " 2376 1.855812e+08 2.7711 0.000067 -0.006374 0.002265 -0.003920 \n", " 2377 1.914444e+08 4.8463 0.000067 0.000790 -0.005440 0.003884 \n", " 2378 1.055970e+08 2.5424 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2379 1.388937e+08 5.2311 0.000067 0.005986 -0.012989 -0.000733 \n", " 2380 1.396918e+08 5.2363 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 1 -0.001519 0.002452 2276.0700 -0.008276 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 0.031806 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 0.038601 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 -0.006042 ... 0.004782 -0.003027 \n", " 5 -0.002640 0.000791 2311.7400 0.023108 ... 0.000358 -0.000219 \n", " ... ... ... ... ... ... ... ... \n", " 2376 -0.000093 -0.003669 3251.3971 0.019094 ... -0.007370 0.000867 \n", " 2377 0.000231 0.002473 3245.3760 -0.023925 ... -0.003920 -0.000093 \n", " 2378 -0.000682 -0.001761 3240.0568 -0.004854 ... 0.003884 0.000231 \n", " 2379 0.008088 -0.001436 3261.2485 -0.048608 ... -0.004080 -0.000682 \n", " 2380 -0.005996 -0.001176 3272.8602 0.016466 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 1 0.000641 2285.3640 0.041127 0.003670 2238 2013-01-08 \n", " 2 0.002452 2276.0700 -0.008276 -0.004075 2238 2013-01-09 \n", " 3 -0.000336 2275.3400 0.031806 -0.000321 2238 2013-01-10 \n", " 4 0.000300 2283.6580 0.038601 0.003649 2238 2013-01-11 \n", " 5 -0.008375 2242.9970 -0.006042 -0.017966 2238 2013-01-14 \n", " ... ... ... ... ... ... ... \n", " 2376 -0.004280 3265.6537 0.003621 -0.006409 2238 2023-03-27 \n", " 2377 -0.003669 3251.3971 0.019094 -0.004375 2238 2023-03-28 \n", " 2378 0.002473 3245.3760 -0.023925 -0.001854 2238 2023-03-29 \n", " 2379 -0.001761 3240.0568 -0.004854 -0.001640 2238 2023-03-30 \n", " 2380 -0.001436 3261.2485 -0.048608 0.006519 2238 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 1 10.83 201301 \n", " 2 11.18 201301 \n", " 3 11.62 201301 \n", " 4 11.55 201301 \n", " 5 11.82 201301 \n", " ... ... ... \n", " 2376 8.46 202303 \n", " 2377 8.26 202303 \n", " 2378 8.22 202303 \n", " 2379 7.83 202303 \n", " 2380 7.96 202303 \n", " \n", " [2380 rows x 26 columns],\n", " 2253: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 1 2.570272e+07 2.3616 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 3.238008e+07 4.2963 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 2.603597e+07 2.1870 0.000107 0.003885 0.002622 0.004782 \n", " 4 4.134134e+07 3.7594 0.000107 -0.016251 -0.004473 0.000358 \n", " 5 5.971128e+07 8.2583 0.000107 0.030524 0.002484 -0.001369 \n", " ... ... ... ... ... ... ... \n", " 2947 1.057343e+09 8.6207 0.000067 -0.006374 0.002265 -0.003920 \n", " 2948 1.117521e+09 9.8337 0.000067 0.000790 -0.005440 0.003884 \n", " 2949 9.730154e+08 8.3248 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2950 7.131734e+08 8.7792 0.000067 0.005986 -0.012989 -0.000733 \n", " 2951 4.353252e+08 5.2661 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 1 -0.001519 0.002452 2276.0700 -0.003697 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 -0.017938 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 0.003012 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 0.001503 ... 0.004782 -0.003027 \n", " 5 -0.002640 0.000791 2311.7400 0.059034 ... 0.000358 -0.000219 \n", " ... ... ... ... ... ... ... ... \n", " 2947 -0.000093 -0.003669 3251.3971 0.095120 ... -0.007370 0.000867 \n", " 2948 0.000231 0.002473 3245.3760 -0.072392 ... -0.003920 -0.000093 \n", " 2949 -0.000682 -0.001761 3240.0568 -0.016998 ... 0.003884 0.000231 \n", " 2950 0.008088 -0.001436 3261.2485 -0.075508 ... -0.004080 -0.000682 \n", " 2951 -0.005996 -0.001176 3272.8602 0.019967 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 1 0.000641 2285.3640 0.046836 0.003670 2253 2013-01-08 \n", " 2 0.002452 2276.0700 -0.003697 -0.004075 2253 2013-01-09 \n", " 3 -0.000336 2275.3400 -0.017938 -0.000321 2253 2013-01-10 \n", " 4 0.000300 2283.6580 0.003012 0.003649 2253 2013-01-11 \n", " 5 -0.008375 2242.9970 0.001503 -0.017966 2253 2013-01-14 \n", " ... ... ... ... ... ... ... \n", " 2947 -0.004280 3265.6537 -0.005731 -0.006409 2253 2023-03-27 \n", " 2948 -0.003669 3251.3971 0.095120 -0.004375 2253 2023-03-28 \n", " 2949 0.002473 3245.3760 -0.072392 -0.001854 2253 2023-03-29 \n", " 2950 -0.001761 3240.0568 -0.016998 -0.001640 2253 2023-03-30 \n", " 2951 -0.001436 3261.2485 -0.075508 0.006519 2253 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 1 13.50 201301 \n", " 2 13.26 201301 \n", " 3 13.30 201301 \n", " 4 13.32 201301 \n", " 5 14.13 201301 \n", " ... ... ... \n", " 2947 21.05 202303 \n", " 2948 19.58 202303 \n", " 2949 19.25 202303 \n", " 2950 17.85 202303 \n", " 2951 18.21 202303 \n", " \n", " [2951 rows x 26 columns],\n", " 2261: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 1 1.243570e+08 7.3110 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 7.608125e+07 3.0952 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 1.215644e+08 5.3398 0.000107 0.003885 0.002622 0.004782 \n", " 4 3.040954e+08 9.4907 0.000107 -0.016251 -0.004473 0.000358 \n", " 5 2.997665e+08 8.0000 0.000107 0.030524 0.002484 -0.001369 \n", " ... ... ... ... ... ... ... \n", " 2802 4.376716e+09 4.8433 0.000067 -0.006374 0.002265 -0.003920 \n", " 2803 5.999224e+09 10.0389 0.000067 0.000790 -0.005440 0.003884 \n", " 2804 5.256478e+09 6.9724 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2805 4.457244e+09 7.5941 0.000067 0.005986 -0.012989 -0.000733 \n", " 2806 4.278889e+09 6.9604 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 1 -0.001519 0.002452 2276.0700 0.040078 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 -0.019231 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 0.047402 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 0.094889 ... 0.004782 -0.003027 \n", " 5 -0.002640 0.000791 2311.7400 0.027001 ... 0.000358 -0.000219 \n", " ... ... ... ... ... ... ... ... \n", " 2802 -0.000093 -0.003669 3251.3971 0.095051 ... -0.007370 0.000867 \n", " 2803 0.000231 0.002473 3245.3760 0.030615 ... -0.003920 -0.000093 \n", " 2804 -0.000682 -0.001761 3240.0568 -0.015828 ... 0.003884 0.000231 \n", " 2805 0.008088 -0.001436 3261.2485 -0.000638 ... -0.004080 -0.000682 \n", " 2806 -0.005996 -0.001176 3272.8602 -0.008980 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 1 0.000641 2285.3640 0.030191 0.003670 2261 2013-01-08 \n", " 2 0.002452 2276.0700 0.040078 -0.004075 2261 2013-01-09 \n", " 3 -0.000336 2275.3400 -0.019231 -0.000321 2261 2013-01-10 \n", " 4 0.000300 2283.6580 0.047402 0.003649 2261 2013-01-11 \n", " 5 -0.008375 2242.9970 0.094889 -0.017966 2261 2013-01-14 \n", " ... ... ... ... ... ... ... \n", " 2802 -0.004280 3265.6537 0.095595 -0.006409 2261 2023-03-27 \n", " 2803 -0.003669 3251.3971 0.095051 -0.004375 2261 2023-03-28 \n", " 2804 0.002473 3245.3760 0.030615 -0.001854 2261 2023-03-29 \n", " 2805 -0.001761 3240.0568 -0.015828 -0.001640 2261 2023-03-30 \n", " 2806 -0.001436 3261.2485 -0.000638 0.006519 2261 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 1 8.40 201301 \n", " 2 8.24 201301 \n", " 3 8.64 201301 \n", " 4 9.50 201301 \n", " 5 9.76 201301 \n", " ... ... ... \n", " 2802 15.44 202303 \n", " 2803 15.92 202303 \n", " 2804 15.67 202303 \n", " 2805 15.66 202303 \n", " 2806 15.52 202303 \n", " \n", " [2806 rows x 26 columns],\n", " 2268: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 1 6.471856e+07 4.4606 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 4.824120e+07 2.8513 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 3.749577e+07 2.8008 0.000107 0.003885 0.002622 0.004782 \n", " 4 1.062890e+08 8.3247 0.000107 -0.016251 -0.004473 0.000358 \n", " 5 7.587413e+07 7.7778 0.000107 0.030524 0.002484 -0.001369 \n", " ... ... ... ... ... ... ... \n", " 2844 1.612089e+09 5.3629 0.000067 -0.006374 0.002265 -0.003920 \n", " 2845 3.821164e+09 9.6004 0.000067 0.000790 -0.005440 0.003884 \n", " 2846 2.989013e+09 5.8869 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2847 2.945965e+09 9.0040 0.000067 0.005986 -0.012989 -0.000733 \n", " 2848 1.979802e+09 3.5056 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 1 -0.001519 0.002452 2276.0700 0.018500 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 -0.018500 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 -0.003117 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 0.029731 ... 0.004782 -0.003027 \n", " 5 -0.002640 0.000791 2311.7400 0.026907 ... 0.000358 -0.000219 \n", " ... ... ... ... ... ... ... ... \n", " 2844 -0.000093 -0.003669 3251.3971 -0.024124 ... -0.007370 0.000867 \n", " 2845 0.000231 0.002473 3245.3760 0.076365 ... -0.003920 -0.000093 \n", " 2846 -0.000682 -0.001761 3240.0568 -0.032661 ... 0.003884 0.000231 \n", " 2847 0.008088 -0.001436 3261.2485 0.037278 ... -0.004080 -0.000682 \n", " 2848 -0.005996 -0.001176 3272.8602 -0.003332 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 1 0.000641 2285.3640 0.013577 0.003670 2268 2013-01-08 \n", " 2 0.002452 2276.0700 0.018500 -0.004075 2268 2013-01-09 \n", " 3 -0.000336 2275.3400 -0.018500 -0.000321 2268 2013-01-10 \n", " 4 0.000300 2283.6580 -0.003117 0.003649 2268 2013-01-11 \n", " 5 -0.008375 2242.9970 0.029731 -0.017966 2268 2013-01-14 \n", " ... ... ... ... ... ... ... \n", " 2844 -0.004280 3265.6537 0.004071 -0.006409 2268 2023-03-27 \n", " 2845 -0.003669 3251.3971 -0.024124 -0.004375 2268 2023-03-28 \n", " 2846 0.002473 3245.3760 0.076365 -0.001854 2268 2023-03-29 \n", " 2847 -0.001761 3240.0568 -0.032661 -0.001640 2268 2023-03-30 \n", " 2848 -0.001436 3261.2485 0.037278 0.006519 2268 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 1 9.82 201301 \n", " 2 9.64 201301 \n", " 3 9.61 201301 \n", " 4 9.90 201301 \n", " 5 10.17 201301 \n", " ... ... ... \n", " 2844 36.04 202303 \n", " 2845 38.90 202303 \n", " 2846 37.65 202303 \n", " 2847 39.08 202303 \n", " 2848 38.95 202303 \n", " \n", " [2848 rows x 26 columns],\n", " 2279: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 1 2.812531e+07 4.0353 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 2.395626e+07 2.9484 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 5.136996e+07 9.0226 0.000107 0.003885 0.002622 0.004782 \n", " 4 3.403519e+07 3.4606 0.000107 -0.016251 -0.004473 0.000358 \n", " 5 2.885671e+07 5.0847 0.000107 0.030524 0.002484 -0.001369 \n", " ... ... ... ... ... ... ... \n", " 2821 6.802470e+08 3.5320 0.000067 -0.006374 0.002265 -0.003920 \n", " 2822 1.031516e+09 7.7354 0.000067 0.000790 -0.005440 0.003884 \n", " 2823 7.067984e+08 4.1439 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2824 5.423406e+08 4.2383 0.000067 0.005986 -0.012989 -0.000733 \n", " 2825 4.352707e+08 5.0420 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 1 -0.001519 0.002452 2276.0700 0.026137 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 -0.019852 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 0.048910 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 -0.014423 ... 0.004782 -0.003027 \n", " 5 -0.002640 0.000791 2311.7400 0.021558 ... 0.000358 -0.000219 \n", " ... ... ... ... ... ... ... ... \n", " 2821 -0.000093 -0.003669 3251.3971 -0.015573 ... -0.007370 0.000867 \n", " 2822 0.000231 0.002473 3245.3760 0.027641 ... -0.003920 -0.000093 \n", " 2823 -0.000682 -0.001761 3240.0568 -0.049172 ... 0.003884 0.000231 \n", " 2824 0.008088 -0.001436 3261.2485 -0.046902 ... -0.004080 -0.000682 \n", " 2825 -0.005996 -0.001176 3272.8602 0.029570 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 1 0.000641 2285.3640 0.020383 0.003670 2279 2013-01-08 \n", " 2 0.002452 2276.0700 0.026137 -0.004075 2279 2013-01-09 \n", " 3 -0.000336 2275.3400 -0.019852 -0.000321 2279 2013-01-10 \n", " 4 0.000300 2283.6580 0.048910 0.003649 2279 2013-01-11 \n", " 5 -0.008375 2242.9970 -0.014423 -0.017966 2279 2013-01-14 \n", " ... ... ... ... ... ... ... \n", " 2821 -0.004280 3265.6537 0.018942 -0.006409 2279 2023-03-27 \n", " 2822 -0.003669 3251.3971 -0.015573 -0.004375 2279 2023-03-28 \n", " 2823 0.002473 3245.3760 0.027641 -0.001854 2279 2023-03-29 \n", " 2824 -0.001761 3240.0568 -0.049172 -0.001640 2279 2023-03-30 \n", " 2825 -0.001436 3261.2485 -0.046902 0.006519 2279 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 1 8.14 201301 \n", " 2 7.98 201301 \n", " 3 8.38 201301 \n", " 4 8.26 201301 \n", " 5 8.44 201301 \n", " ... ... ... \n", " 2821 8.92 202303 \n", " 2822 9.17 202303 \n", " 2823 8.73 202303 \n", " 2824 8.33 202303 \n", " 2825 8.58 202303 \n", " \n", " [2825 rows x 26 columns],\n", " 2280: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 1 1.307436e+07 3.6803 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 1.064438e+07 2.2917 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 6.519272e+07 10.0629 0.000107 0.003885 0.002622 0.004782 \n", " 4 4.356669e+07 5.1961 0.000107 -0.016251 -0.004473 0.000358 \n", " 5 3.183332e+07 6.8479 0.000107 0.030524 0.002484 -0.001369 \n", " ... ... ... ... ... ... ... \n", " 2058 3.976916e+08 5.5970 0.000067 0.001572 -0.003716 0.003047 \n", " 2059 3.522422e+08 4.3893 0.000067 0.011857 -0.007737 -0.001428 \n", " 2060 2.995864e+08 4.5627 0.000067 -0.002663 0.004595 -0.006423 \n", " 2061 2.583701e+08 3.9326 0.000067 -0.008624 0.002586 0.003854 \n", " 2062 2.056503e+08 3.0476 0.000067 0.004788 -0.003427 -0.000873 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 1 -0.001519 0.002452 2276.0700 0.009419 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 -0.006270 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 0.066894 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 -0.026827 ... 0.004782 -0.003027 \n", " 5 -0.002640 0.000791 2311.7400 0.024865 ... 0.000358 -0.000219 \n", " ... ... ... ... ... ... ... ... \n", " 2058 0.002617 -0.001663 3566.6539 -0.022642 ... 0.000020 -0.001338 \n", " 2059 0.003261 -0.002099 3607.5618 0.003810 ... 0.003047 0.002617 \n", " 2060 0.001590 0.001388 3606.3722 0.015095 ... -0.001428 0.003261 \n", " 2061 0.002409 0.000780 3573.1779 -0.016998 ... -0.006423 0.001590 \n", " 2062 -0.001404 0.000744 3591.1970 0.001903 ... 0.003854 0.002409 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 1 0.000641 2285.3640 0.020181 0.003670 2280 2013-01-08 \n", " 2 0.002452 2276.0700 0.009419 -0.004075 2280 2013-01-09 \n", " 3 -0.000336 2275.3400 -0.006270 -0.000321 2280 2013-01-10 \n", " 4 0.000300 2283.6580 0.066894 0.003649 2280 2013-01-11 \n", " 5 -0.008375 2242.9970 -0.026827 -0.017966 2280 2013-01-14 \n", " ... ... ... ... ... ... ... \n", " 2058 0.004640 3566.2199 -0.038431 0.002473 2280 2021-06-24 \n", " 2059 -0.001663 3566.6539 -0.022642 0.000122 2280 2021-06-25 \n", " 2060 -0.002099 3607.5618 0.003810 0.011404 2280 2021-06-28 \n", " 2061 0.001388 3606.3722 0.015095 -0.000330 2280 2021-06-29 \n", " 2062 0.000780 3573.1779 -0.016998 -0.009247 2280 2021-06-30 \n", " \n", " stkclose YYYYmm \n", " 1 9.60 201301 \n", " 2 9.54 201301 \n", " 3 10.20 201301 \n", " 4 9.93 201301 \n", " 5 10.18 201301 \n", " ... ... ... \n", " 2058 5.24 202106 \n", " 2059 5.26 202106 \n", " 2060 5.34 202106 \n", " 2061 5.25 202106 \n", " 2062 5.26 202106 \n", " \n", " [2062 rows x 26 columns],\n", " 2315: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 1 4.148443e+07 2.9068 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 3.048404e+07 2.6967 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 4.282721e+07 4.5134 0.000107 0.003885 0.002622 0.004782 \n", " 4 4.254069e+07 5.5905 0.000107 -0.016251 -0.004473 0.000358 \n", " 5 5.166503e+07 6.6041 0.000107 0.030524 0.002484 -0.001369 \n", " ... ... ... ... ... ... ... \n", " 2966 5.844448e+08 4.5596 0.000067 -0.006374 0.002265 -0.003920 \n", " 2967 6.352355e+08 7.7260 0.000067 0.000790 -0.005440 0.003884 \n", " 2968 3.879923e+08 3.9638 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2969 2.703860e+08 4.3310 0.000067 0.005986 -0.012989 -0.000733 \n", " 2970 3.139272e+08 3.8797 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 1 -0.001519 0.002452 2276.0700 -0.004116 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 -0.008923 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 0.019024 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 -0.030291 ... 0.004782 -0.003027 \n", " 5 -0.002640 0.000791 2311.7400 0.047108 ... 0.000358 -0.000219 \n", " ... ... ... ... ... ... ... ... \n", " 2966 -0.000093 -0.003669 3251.3971 -0.021667 ... -0.007370 0.000867 \n", " 2967 0.000231 0.002473 3245.3760 -0.078683 ... -0.003920 -0.000093 \n", " 2968 -0.000682 -0.001761 3240.0568 0.004728 ... 0.003884 0.000231 \n", " 2969 0.008088 -0.001436 3261.2485 -0.016429 ... -0.004080 -0.000682 \n", " 2970 -0.005996 -0.001176 3272.8602 0.018143 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 1 0.000641 2285.3640 0.040296 0.003670 2315 2013-01-08 \n", " 2 0.002452 2276.0700 -0.004116 -0.004075 2315 2013-01-09 \n", " 3 -0.000336 2275.3400 -0.008923 -0.000321 2315 2013-01-10 \n", " 4 0.000300 2283.6580 0.019024 0.003649 2315 2013-01-11 \n", " 5 -0.008375 2242.9970 -0.030291 -0.017966 2315 2013-01-14 \n", " ... ... ... ... ... ... ... \n", " 2966 -0.004280 3265.6537 0.023660 -0.006409 2315 2023-03-27 \n", " 2967 -0.003669 3251.3971 -0.021667 -0.004375 2315 2023-03-28 \n", " 2968 0.002473 3245.3760 -0.078683 -0.001854 2315 2023-03-29 \n", " 2969 -0.001761 3240.0568 0.004728 -0.001640 2315 2023-03-30 \n", " 2970 -0.001436 3261.2485 -0.016429 0.006519 2315 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 1 31.52 201301 \n", " 2 31.24 201301 \n", " 3 31.84 201301 \n", " 4 30.89 201301 \n", " 5 32.38 201301 \n", " ... ... ... \n", " 2966 25.11 202303 \n", " 2967 23.21 202303 \n", " 2968 23.32 202303 \n", " 2969 22.94 202303 \n", " 2970 23.36 202303 \n", " \n", " [2970 rows x 26 columns],\n", " 2316: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 1 2.798851e+07 3.1293 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 2.027034e+07 3.6290 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 3.645411e+07 6.0976 0.000107 0.003885 0.002622 0.004782 \n", " 4 3.885708e+07 3.5065 0.000107 -0.016251 -0.004473 0.000358 \n", " 5 2.882211e+07 5.2151 0.000107 0.030524 0.002484 -0.001369 \n", " ... ... ... ... ... ... ... \n", " 2301 1.712438e+07 0.0000 0.000062 -0.046321 -0.021524 0.011949 \n", " 2302 1.064032e+07 0.0000 0.000062 -0.013891 -0.024200 0.001593 \n", " 2303 2.268424e+08 15.2439 0.000061 0.020818 -0.004447 -0.013508 \n", " 2304 1.344084e+08 4.7904 0.000061 0.008706 -0.021763 0.003162 \n", " 2305 1.691408e+08 14.2857 0.000061 0.021621 0.014116 -0.008293 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 1 -0.001519 0.002452 2276.0700 0.012171 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 -0.008097 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 0.042447 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 -0.003904 ... 0.004782 -0.003027 \n", " 5 -0.002640 0.000791 2311.7400 0.033336 ... 0.000358 -0.000219 \n", " ... ... ... ... ... ... ... ... \n", " 2301 0.004015 -0.003004 2928.5118 -0.104261 ... 0.011390 0.001052 \n", " 2302 0.010310 -0.009932 2886.4257 -0.104140 ... 0.011949 0.004015 \n", " 2303 0.006960 -0.004059 2958.2820 0.018127 ... 0.001593 0.010310 \n", " 2304 0.008648 0.000026 2975.4848 -0.104031 ... -0.013508 0.006960 \n", " 2305 -0.004378 0.004486 3047.0624 0.006623 ... 0.003162 0.008648 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 1 0.000641 2285.3640 0.015079 0.003670 2316 2013-01-08 \n", " 2 0.002452 2276.0700 0.012171 -0.004075 2316 2013-01-09 \n", " 3 -0.000336 2275.3400 -0.008097 -0.000321 2316 2013-01-10 \n", " 4 0.000300 2283.6580 0.042447 0.003649 2316 2013-01-11 \n", " 5 -0.008375 2242.9970 -0.003904 -0.017966 2316 2013-01-14 \n", " ... ... ... ... ... ... ... \n", " 2301 0.001870 3086.9193 -0.053024 0.002306 2316 2022-04-25 \n", " 2302 -0.003004 2928.5118 -0.104261 -0.052679 2316 2022-04-26 \n", " 2303 -0.009932 2886.4257 -0.104140 -0.014475 2316 2022-04-27 \n", " 2304 -0.004059 2958.2820 0.018127 0.024590 2316 2022-04-28 \n", " 2305 0.000026 2975.4848 -0.104031 0.005798 2316 2022-04-29 \n", " \n", " stkclose YYYYmm \n", " 1 7.44 201301 \n", " 2 7.38 201301 \n", " 3 7.70 201301 \n", " 4 7.67 201301 \n", " 5 7.93 201301 \n", " ... ... ... \n", " 2301 3.64 202204 \n", " 2302 3.28 202204 \n", " 2303 3.34 202204 \n", " 2304 3.01 202204 \n", " 2305 3.03 202204 \n", " \n", " [2305 rows x 26 columns],\n", " 2331: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 1 2.584562e+07 5.2677 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 1.660966e+07 3.3784 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 1.091861e+07 2.4681 0.000107 0.003885 0.002622 0.004782 \n", " 4 1.332401e+07 5.0125 0.000107 -0.016251 -0.004473 0.000358 \n", " 5 2.172648e+07 3.9827 0.000107 0.030524 0.002484 -0.001369 \n", " ... ... ... ... ... ... ... \n", " 2669 1.260947e+08 2.1851 0.000067 -0.006374 0.002265 -0.003920 \n", " 2670 7.942004e+07 3.0038 0.000067 0.000790 -0.005440 0.003884 \n", " 2671 4.908683e+07 1.8111 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2672 4.790335e+07 2.5840 0.000067 0.005986 -0.012989 -0.000733 \n", " 2673 4.529376e+07 3.2938 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 1 -0.001519 0.002452 2276.0700 0.022204 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 -0.007630 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 0.018550 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 -0.035718 ... 0.004782 -0.003027 \n", " 5 -0.002640 0.000791 2311.7400 0.028171 ... 0.000358 -0.000219 \n", " ... ... ... ... ... ... ... ... \n", " 2669 -0.000093 -0.003669 3251.3971 0.026634 ... -0.007370 0.000867 \n", " 2670 0.000231 0.002473 3245.3760 -0.033082 ... -0.003920 -0.000093 \n", " 2671 -0.000682 -0.001761 3240.0568 0.001293 ... 0.003884 0.000231 \n", " 2672 0.008088 -0.001436 3261.2485 -0.019570 ... -0.004080 -0.000682 \n", " 2673 -0.005996 -0.001176 3272.8602 0.020861 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 1 0.000641 2285.3640 0.060517 0.003670 2331 2013-01-08 \n", " 2 0.002452 2276.0700 0.022204 -0.004075 2331 2013-01-09 \n", " 3 -0.000336 2275.3400 -0.007630 -0.000321 2331 2013-01-10 \n", " 4 0.000300 2283.6580 0.018550 0.003649 2331 2013-01-11 \n", " 5 -0.008375 2242.9970 -0.035718 -0.017966 2331 2013-01-14 \n", " ... ... ... ... ... ... ... \n", " 2669 -0.004280 3265.6537 0.005155 -0.006409 2331 2023-03-27 \n", " 2670 -0.003669 3251.3971 0.026634 -0.004375 2331 2023-03-28 \n", " 2671 0.002473 3245.3760 -0.033082 -0.001854 2331 2023-03-29 \n", " 2672 -0.001761 3240.0568 0.001293 -0.001640 2331 2023-03-30 \n", " 2673 -0.001436 3261.2485 -0.019570 0.006519 2331 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 1 11.84 201301 \n", " 2 11.75 201301 \n", " 3 11.97 201301 \n", " 4 11.55 201301 \n", " 5 11.88 201301 \n", " ... ... ... \n", " 2669 7.99 202303 \n", " 2670 7.73 202303 \n", " 2671 7.74 202303 \n", " 2672 7.59 202303 \n", " 2673 7.75 202303 \n", " \n", " [2673 rows x 26 columns],\n", " 2354: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 1 1.015065e+09 7.4168 0.000134 0.008796 0.015947 0.000270 \n", " 2 4.223736e+08 6.5826 0.000133 0.026761 -0.002799 0.005650 \n", " 3 2.732697e+08 9.7998 0.000132 0.010389 -0.011203 0.003268 \n", " 4 2.553909e+08 7.0007 0.000132 -0.009368 -0.002541 0.002167 \n", " 5 2.942625e+08 8.1129 0.000131 0.019142 0.009240 -0.003236 \n", " ... ... ... ... ... ... ... \n", " 1537 1.680996e+09 5.7839 0.000067 -0.006374 0.002265 -0.003920 \n", " 1538 1.221197e+09 3.6753 0.000067 0.000790 -0.005440 0.003884 \n", " 1539 8.174738e+08 3.2258 0.000067 -0.002534 -0.005063 -0.004080 \n", " 1540 9.272110e+08 5.0489 0.000067 0.005986 -0.012989 -0.000733 \n", " 1541 1.018191e+09 6.8376 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 1 -0.004244 0.000681 3863.9290 0.052860 ... -0.006521 -0.001491 \n", " 2 0.003403 0.000459 3961.3780 -0.039355 ... 0.000270 -0.004244 \n", " 3 0.008568 0.004158 3994.8110 -0.050398 ... 0.005650 0.003403 \n", " 4 -0.001552 0.001280 3957.5340 0.014631 ... 0.003268 0.008568 \n", " 5 -0.007631 0.002453 4034.3100 0.036768 ... 0.002167 -0.001552 \n", " ... ... ... ... ... ... ... ... \n", " 1537 -0.000093 -0.003669 3251.3971 -0.006107 ... -0.007370 0.000867 \n", " 1538 0.000231 0.002473 3245.3760 -0.051858 ... -0.003920 -0.000093 \n", " 1539 -0.000682 -0.001761 3240.0568 -0.009725 ... 0.003884 0.000231 \n", " 1540 0.008088 -0.001436 3261.2485 -0.048383 ... -0.004080 -0.000682 \n", " 1541 -0.005996 -0.001176 3272.8602 0.054877 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 1 0.002883 3825.7840 0.095310 0.004057 2354 2015-04-03 \n", " 2 0.000681 3863.9290 0.052860 0.009921 2354 2015-04-07 \n", " 3 0.000459 3961.3780 -0.039355 0.024907 2354 2015-04-08 \n", " 4 0.004158 3994.8110 -0.050398 0.008404 2354 2015-04-09 \n", " 5 0.001280 3957.5340 0.014631 -0.009375 2354 2015-04-10 \n", " ... ... ... ... ... ... ... \n", " 1537 -0.004280 3265.6537 0.021539 -0.006409 2354 2023-03-27 \n", " 1538 -0.003669 3251.3971 -0.006107 -0.004375 2354 2023-03-28 \n", " 1539 0.002473 3245.3760 -0.051858 -0.001854 2354 2023-03-29 \n", " 1540 -0.001761 3240.0568 -0.009725 -0.001640 2354 2023-03-30 \n", " 1541 -0.001436 3261.2485 -0.048383 0.006519 2354 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 1 103.91 201504 \n", " 2 99.90 201504 \n", " 3 94.99 201504 \n", " 4 96.39 201504 \n", " 5 100.00 201504 \n", " ... ... ... \n", " 1537 6.53 202303 \n", " 1538 6.20 202303 \n", " 1539 6.14 202303 \n", " 1540 5.85 202303 \n", " 1541 6.18 202303 \n", " \n", " [1541 rows x 26 columns],\n", " 2368: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 1 2.180719e+07 3.7634 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 2.088532e+07 2.2906 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 1.844262e+07 1.6850 0.000107 0.003885 0.002622 0.004782 \n", " 4 3.901603e+07 3.2446 0.000107 -0.016251 -0.004473 0.000358 \n", " 5 4.811195e+07 5.7841 0.000107 0.030524 0.002484 -0.001369 \n", " ... ... ... ... ... ... ... \n", " 2745 2.103011e+09 7.4349 0.000067 -0.006374 0.002265 -0.003920 \n", " 2746 1.285220e+09 5.4321 0.000067 0.000790 -0.005440 0.003884 \n", " 2747 1.292580e+09 6.5303 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2748 9.314788e+08 4.0174 0.000067 0.005986 -0.012989 -0.000733 \n", " 2749 8.596811e+08 4.3983 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 1 -0.001519 0.002452 2276.0700 0.026527 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 0.009769 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 -0.001297 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 0.009687 ... 0.004782 -0.003027 \n", " 5 -0.002640 0.000791 2311.7400 0.049524 ... 0.000358 -0.000219 \n", " ... ... ... ... ... ... ... ... \n", " 2745 -0.000093 -0.003669 3251.3971 -0.060828 ... -0.007370 0.000867 \n", " 2746 0.000231 0.002473 3245.3760 0.001973 ... -0.003920 -0.000093 \n", " 2747 -0.000682 -0.001761 3240.0568 0.018071 ... 0.003884 0.000231 \n", " 2748 0.008088 -0.001436 3261.2485 0.001451 ... -0.004080 -0.000682 \n", " 2749 -0.005996 -0.001176 3272.8602 0.019149 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 1 0.000641 2285.3640 0.009453 0.003670 2368 2013-01-08 \n", " 2 0.002452 2276.0700 0.026527 -0.004075 2368 2013-01-09 \n", " 3 -0.000336 2275.3400 0.009769 -0.000321 2368 2013-01-10 \n", " 4 0.000300 2283.6580 -0.001297 0.003649 2368 2013-01-11 \n", " 5 -0.008375 2242.9970 0.009687 -0.017966 2368 2013-01-14 \n", " ... ... ... ... ... ... ... \n", " 2745 -0.004280 3265.6537 -0.026595 -0.006409 2368 2023-03-27 \n", " 2746 -0.003669 3251.3971 -0.060828 -0.004375 2368 2023-03-28 \n", " 2747 0.002473 3245.3760 0.001973 -0.001854 2368 2023-03-29 \n", " 2748 -0.001761 3240.0568 0.018071 -0.001640 2368 2023-03-30 \n", " 2749 -0.001436 3261.2485 0.001451 0.006519 2368 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 1 15.28 201301 \n", " 2 15.43 201301 \n", " 3 15.41 201301 \n", " 4 15.56 201301 \n", " 5 16.35 201301 \n", " ... ... ... \n", " 2745 40.50 202303 \n", " 2746 40.58 202303 \n", " 2747 41.32 202303 \n", " 2748 41.38 202303 \n", " 2749 42.18 202303 \n", " \n", " [2749 rows x 26 columns],\n", " 2373: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 1 1.234049e+07 3.6078 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 2.401604e+07 9.1743 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 1.409379e+07 5.8876 0.000107 0.003885 0.002622 0.004782 \n", " 4 1.552690e+07 2.5217 0.000107 -0.016251 -0.004473 0.000358 \n", " 5 2.230151e+07 3.7522 0.000107 0.030524 0.002484 -0.001369 \n", " ... ... ... ... ... ... ... \n", " 2646 1.179807e+09 12.5275 0.000067 -0.006374 0.002265 -0.003920 \n", " 2647 8.106121e+08 4.7196 0.000067 0.000790 -0.005440 0.003884 \n", " 2648 6.416170e+08 8.0468 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2649 5.583788e+08 6.3799 0.000067 0.005986 -0.012989 -0.000733 \n", " 2650 3.554191e+08 4.8055 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 1 -0.001519 0.002452 2276.0700 0.008291 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 0.028043 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 0.025541 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 -0.003484 ... 0.004782 -0.003027 \n", " 5 -0.002640 0.000791 2311.7400 0.019871 ... 0.000358 -0.000219 \n", " ... ... ... ... ... ... ... ... \n", " 2646 -0.000093 -0.003669 3251.3971 0.068651 ... -0.007370 0.000867 \n", " 2647 0.000231 0.002473 3245.3760 -0.067187 ... -0.003920 -0.000093 \n", " 2648 -0.000682 -0.001761 3240.0568 0.020276 ... 0.003884 0.000231 \n", " 2649 0.008088 -0.001436 3261.2485 -0.062104 ... -0.004080 -0.000682 \n", " 2650 -0.005996 -0.001176 3272.8602 0.025604 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 1 0.000641 2285.3640 0.030049 0.003670 2373 2013-01-08 \n", " 2 0.002452 2276.0700 0.008291 -0.004075 2373 2013-01-09 \n", " 3 -0.000336 2275.3400 0.028043 -0.000321 2373 2013-01-10 \n", " 4 0.000300 2283.6580 0.025541 0.003649 2373 2013-01-11 \n", " 5 -0.008375 2242.9970 -0.003484 -0.017966 2373 2013-01-14 \n", " ... ... ... ... ... ... ... \n", " 2646 -0.004280 3265.6537 0.013275 -0.006409 2373 2023-03-27 \n", " 2647 -0.003669 3251.3971 0.068651 -0.004375 2373 2023-03-28 \n", " 2648 0.002473 3245.3760 -0.067187 -0.001854 2373 2023-03-29 \n", " 2649 -0.001761 3240.0568 0.020276 -0.001640 2373 2023-03-30 \n", " 2650 -0.001436 3261.2485 -0.062104 0.006519 2373 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 1 10.90 201301 \n", " 2 11.21 201301 \n", " 3 11.50 201301 \n", " 4 11.46 201301 \n", " 5 11.69 201301 \n", " ... ... ... \n", " 2646 14.62 202303 \n", " 2647 13.67 202303 \n", " 2648 13.95 202303 \n", " 2649 13.11 202303 \n", " 2650 13.45 202303 \n", " \n", " [2650 rows x 26 columns],\n", " 2401: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 1 1.471244e+08 3.2646 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 1.076090e+08 2.7875 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 9.177439e+07 3.4151 0.000107 0.003885 0.002622 0.004782 \n", " 4 2.356415e+08 10.9444 0.000107 -0.016251 -0.004473 0.000358 \n", " 5 1.973461e+08 7.2049 0.000107 0.030524 0.002484 -0.001369 \n", " ... ... ... ... ... ... ... \n", " 2879 8.692670e+08 8.4469 0.000067 -0.006374 0.002265 -0.003920 \n", " 2880 9.109388e+08 13.2743 0.000067 0.000790 -0.005440 0.003884 \n", " 2881 1.463139e+09 11.0270 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2882 9.856550e+08 6.5876 0.000067 0.005986 -0.012989 -0.000733 \n", " 2883 7.642848e+08 6.6134 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 1 -0.001519 0.002452 2276.0700 -0.013841 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 -0.005240 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 -0.007912 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 0.016631 ... 0.004782 -0.003027 \n", " 5 -0.002640 0.000791 2311.7400 0.029930 ... 0.000358 -0.000219 \n", " ... ... ... ... ... ... ... ... \n", " 2879 -0.000093 -0.003669 3251.3971 0.045801 ... -0.007370 0.000867 \n", " 2880 0.000231 0.002473 3245.3760 0.095263 ... -0.003920 -0.000093 \n", " 2881 -0.000682 -0.001761 3240.0568 0.074750 ... 0.003884 0.000231 \n", " 2882 0.008088 -0.001436 3261.2485 -0.010596 ... -0.004080 -0.000682 \n", " 2883 -0.005996 -0.001176 3272.8602 -0.016559 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 1 0.000641 2285.3640 0.039427 0.003670 2401 2013-01-08 \n", " 2 0.002452 2276.0700 -0.013841 -0.004075 2401 2013-01-09 \n", " 3 -0.000336 2275.3400 -0.005240 -0.000321 2401 2013-01-10 \n", " 4 0.000300 2283.6580 -0.007912 0.003649 2401 2013-01-11 \n", " 5 -0.008375 2242.9970 0.016631 -0.017966 2401 2013-01-14 \n", " ... ... ... ... ... ... ... \n", " 2879 -0.004280 3265.6537 0.050863 -0.006409 2401 2023-03-27 \n", " 2880 -0.003669 3251.3971 0.045801 -0.004375 2401 2023-03-28 \n", " 2881 0.002473 3245.3760 0.095263 -0.001854 2401 2023-03-29 \n", " 2882 -0.001761 3240.0568 0.074750 -0.001640 2401 2023-03-30 \n", " 2883 -0.001436 3261.2485 -0.010596 0.006519 2401 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 1 11.48 201301 \n", " 2 11.42 201301 \n", " 3 11.33 201301 \n", " 4 11.52 201301 \n", " 5 11.87 201301 \n", " ... ... ... \n", " 2879 19.21 202303 \n", " 2880 21.13 202303 \n", " 2881 22.77 202303 \n", " 2882 22.53 202303 \n", " 2883 22.16 202303 \n", " \n", " [2883 rows x 26 columns],\n", " 2405: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 1 3.072444e+08 9.5690 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 3.130231e+08 7.4135 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 3.100801e+08 7.6858 0.000107 0.003885 0.002622 0.004782 \n", " 4 5.199030e+08 6.4071 0.000107 -0.016251 -0.004473 0.000358 \n", " 5 4.837411e+08 12.4116 0.000107 0.030524 0.002484 -0.001369 \n", " ... ... ... ... ... ... ... \n", " 2829 1.498120e+09 5.1640 0.000067 -0.006374 0.002265 -0.003920 \n", " 2830 9.155929e+08 3.8889 0.000067 0.000790 -0.005440 0.003884 \n", " 2831 1.091869e+09 4.7585 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2832 1.008584e+09 5.4074 0.000067 0.005986 -0.012989 -0.000733 \n", " 2833 7.951788e+08 5.3599 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 1 -0.001519 0.002452 2276.0700 0.045501 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 -0.025022 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 0.040552 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 0.031926 ... 0.004782 -0.003027 \n", " 5 -0.002640 0.000791 2311.7400 0.091518 ... 0.000358 -0.000219 \n", " ... ... ... ... ... ... ... ... \n", " 2829 -0.000093 -0.003669 3251.3971 0.004873 ... -0.007370 0.000867 \n", " 2830 0.000231 0.002473 3245.3760 -0.037500 ... -0.003920 -0.000093 \n", " 2831 -0.000682 -0.001761 3240.0568 -0.027039 ... 0.003884 0.000231 \n", " 2832 0.008088 -0.001436 3261.2485 -0.033136 ... -0.004080 -0.000682 \n", " 2833 -0.005996 -0.001176 3272.8602 0.035355 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 1 0.000641 2285.3640 0.030637 0.003670 2405 2013-01-08 \n", " 2 0.002452 2276.0700 0.045501 -0.004075 2405 2013-01-09 \n", " 3 -0.000336 2275.3400 -0.025022 -0.000321 2405 2013-01-10 \n", " 4 0.000300 2283.6580 0.040552 0.003649 2405 2013-01-11 \n", " 5 -0.008375 2242.9970 0.031926 -0.017966 2405 2013-01-14 \n", " ... ... ... ... ... ... ... \n", " 2829 -0.004280 3265.6537 0.028310 -0.006409 2405 2023-03-27 \n", " 2830 -0.003669 3251.3971 0.004873 -0.004375 2405 2023-03-28 \n", " 2831 0.002473 3245.3760 -0.037500 -0.001854 2405 2023-03-29 \n", " 2832 -0.001761 3240.0568 -0.027039 -0.001640 2405 2023-03-30 \n", " 2833 -0.001436 3261.2485 -0.033136 0.006519 2405 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 1 12.14 201301 \n", " 2 11.84 201301 \n", " 3 12.33 201301 \n", " 4 12.73 201301 \n", " 5 13.95 201301 \n", " ... ... ... \n", " 2829 14.40 202303 \n", " 2830 13.87 202303 \n", " 2831 13.50 202303 \n", " 2832 13.06 202303 \n", " 2833 13.53 202303 \n", " \n", " [2833 rows x 26 columns],\n", " 2410: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 1 2.838041e+07 3.0636 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 4.207507e+07 4.7673 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 3.798433e+07 4.5379 0.000107 0.003885 0.002622 0.004782 \n", " 4 2.734700e+07 4.6703 0.000107 -0.016251 -0.004473 0.000358 \n", " 5 6.340781e+07 4.1313 0.000107 0.030524 0.002484 -0.001369 \n", " ... ... ... ... ... ... ... \n", " 2928 2.120797e+09 4.2000 0.000067 -0.006374 0.002265 -0.003920 \n", " 2929 1.610618e+09 6.8112 0.000067 0.000790 -0.005440 0.003884 \n", " 2930 1.259420e+09 6.7405 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2931 6.028033e+08 2.6127 0.000067 0.005986 -0.012989 -0.000733 \n", " 2932 1.061937e+09 12.1851 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 1 -0.001519 0.002452 2276.0700 0.018328 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 0.025218 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 0.007168 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 -0.029553 ... 0.004782 -0.003027 \n", " 5 -0.002640 0.000791 2311.7400 0.026802 ... 0.000358 -0.000219 \n", " ... ... ... ... ... ... ... ... \n", " 2928 -0.000093 -0.003669 3251.3971 0.095310 ... -0.007370 0.000867 \n", " 2929 0.000231 0.002473 3245.3760 -0.001960 ... -0.003920 -0.000093 \n", " 2930 -0.000682 -0.001761 3240.0568 -0.024111 ... 0.003884 0.000231 \n", " 2931 0.008088 -0.001436 3261.2485 -0.020009 ... -0.004080 -0.000682 \n", " 2932 -0.005996 -0.001176 3272.8602 0.084494 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 1 0.000641 2285.3640 0.007543 0.003670 2410 2013-01-08 \n", " 2 0.002452 2276.0700 0.018328 -0.004075 2410 2013-01-09 \n", " 3 -0.000336 2275.3400 0.025218 -0.000321 2410 2013-01-10 \n", " 4 0.000300 2283.6580 0.007168 0.003649 2410 2013-01-11 \n", " 5 -0.008375 2242.9970 -0.029553 -0.017966 2410 2013-01-14 \n", " ... ... ... ... ... ... ... \n", " 2928 -0.004280 3265.6537 0.002156 -0.006409 2410 2023-03-27 \n", " 2929 -0.003669 3251.3971 0.095310 -0.004375 2410 2023-03-28 \n", " 2930 0.002473 3245.3760 -0.001960 -0.001854 2410 2023-03-29 \n", " 2931 -0.001761 3240.0568 -0.024111 -0.001640 2410 2023-03-30 \n", " 2932 -0.001436 3261.2485 -0.020009 0.006519 2410 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 1 17.62 201301 \n", " 2 18.07 201301 \n", " 3 18.20 201301 \n", " 4 17.67 201301 \n", " 5 18.15 201301 \n", " ... ... ... \n", " 2928 71.50 202303 \n", " 2929 71.36 202303 \n", " 2930 69.66 202303 \n", " 2931 68.28 202303 \n", " 2932 74.30 202303 \n", " \n", " [2932 rows x 26 columns],\n", " 2421: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 1 7.357902e+07 5.5828 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 8.550118e+07 3.5499 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 5.888123e+07 2.5393 0.000107 0.003885 0.002622 0.004782 \n", " 4 5.807983e+07 4.5482 0.000107 -0.016251 -0.004473 0.000358 \n", " 5 8.559459e+07 7.2704 0.000107 0.030524 0.002484 -0.001369 \n", " ... ... ... ... ... ... ... \n", " 2855 4.850680e+08 4.3373 0.000067 -0.006374 0.002265 -0.003920 \n", " 2856 3.347746e+08 3.5211 0.000067 0.000790 -0.005440 0.003884 \n", " 2857 2.249325e+08 2.6316 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2858 2.448889e+08 3.6145 0.000067 0.005986 -0.012989 -0.000733 \n", " 2859 2.635178e+08 4.7264 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 1 -0.001519 0.002452 2276.0700 0.019442 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 -0.004825 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 -0.016459 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 -0.036937 ... 0.004782 -0.003027 \n", " 5 -0.002640 0.000791 2311.7400 0.056414 ... 0.000358 -0.000219 \n", " ... ... ... ... ... ... ... ... \n", " 2855 -0.000093 -0.003669 3251.3971 0.026161 ... -0.007370 0.000867 \n", " 2856 0.000231 0.002473 3245.3760 -0.018958 ... -0.003920 -0.000093 \n", " 2857 -0.000682 -0.001761 3240.0568 -0.007203 ... 0.003884 0.000231 \n", " 2858 0.008088 -0.001436 3261.2485 -0.031826 ... -0.004080 -0.000682 \n", " 2859 -0.005996 -0.001176 3272.8602 0.036634 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 1 0.000641 2285.3640 0.001842 0.003670 2421 2013-01-08 \n", " 2 0.002452 2276.0700 0.019442 -0.004075 2421 2013-01-09 \n", " 3 -0.000336 2275.3400 -0.004825 -0.000321 2421 2013-01-10 \n", " 4 0.000300 2283.6580 -0.016459 0.003649 2421 2013-01-11 \n", " 5 -0.008375 2242.9970 -0.036937 -0.017966 2421 2013-01-14 \n", " ... ... ... ... ... ... ... \n", " 2855 -0.004280 3265.6537 0.014563 -0.006409 2421 2023-03-27 \n", " 2856 -0.003669 3251.3971 0.026161 -0.004375 2421 2023-03-28 \n", " 2857 0.002473 3245.3760 -0.018958 -0.001854 2421 2023-03-29 \n", " 2858 -0.001761 3240.0568 -0.007203 -0.001640 2421 2023-03-30 \n", " 2859 -0.001436 3261.2485 -0.031826 0.006519 2421 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 1 16.62 201301 \n", " 2 16.54 201301 \n", " 3 16.27 201301 \n", " 4 15.68 201301 \n", " 5 16.59 201301 \n", " ... ... ... \n", " 2855 4.26 202303 \n", " 2856 4.18 202303 \n", " 2857 4.15 202303 \n", " 2858 4.02 202303 \n", " 2859 4.17 202303 \n", " \n", " [2859 rows x 26 columns],\n", " 2439: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 1 4.348830e+07 4.1135 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 3.032074e+07 5.0104 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 8.649308e+07 4.1115 0.000107 0.003885 0.002622 0.004782 \n", " 4 1.079516e+08 4.8714 0.000107 -0.016251 -0.004473 0.000358 \n", " 5 7.109919e+07 6.1704 0.000107 0.030524 0.002484 -0.001369 \n", " ... ... ... ... ... ... ... \n", " 2726 6.933101e+08 4.5440 0.000067 -0.006374 0.002265 -0.003920 \n", " 2727 7.963009e+08 7.9699 0.000067 0.000790 -0.005440 0.003884 \n", " 2728 6.766819e+08 6.0263 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2729 4.634417e+08 3.0713 0.000067 0.005986 -0.012989 -0.000733 \n", " 2730 6.214922e+08 7.2414 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 1 -0.001519 0.002452 2276.0700 0.018968 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 -0.001393 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 0.029525 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 0.008757 ... 0.004782 -0.003027 \n", " 5 -0.002640 0.000791 2311.7400 0.042671 ... 0.000358 -0.000219 \n", " ... ... ... ... ... ... ... ... \n", " 2726 -0.000093 -0.003669 3251.3971 0.027441 ... -0.007370 0.000867 \n", " 2727 0.000231 0.002473 3245.3760 0.008088 ... -0.003920 -0.000093 \n", " 2728 -0.000682 -0.001761 3240.0568 -0.029058 ... 0.003884 0.000231 \n", " 2729 0.008088 -0.001436 3261.2485 -0.020479 ... -0.004080 -0.000682 \n", " 2730 -0.005996 -0.001176 3272.8602 0.041449 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 1 0.000641 2285.3640 -0.007067 0.003670 2439 2013-01-08 \n", " 2 0.002452 2276.0700 0.018968 -0.004075 2439 2013-01-09 \n", " 3 -0.000336 2275.3400 -0.001393 -0.000321 2439 2013-01-10 \n", " 4 0.000300 2283.6580 0.029525 0.003649 2439 2013-01-11 \n", " 5 -0.008375 2242.9970 0.008757 -0.017966 2439 2013-01-14 \n", " ... ... ... ... ... ... ... \n", " 2726 -0.004280 3265.6537 -0.040884 -0.006409 2439 2023-03-27 \n", " 2727 -0.003669 3251.3971 0.027441 -0.004375 2439 2023-03-28 \n", " 2728 0.002473 3245.3760 0.008088 -0.001854 2439 2023-03-29 \n", " 2729 -0.001761 3240.0568 -0.029058 -0.001640 2439 2023-03-30 \n", " 2730 -0.001436 3261.2485 -0.020479 0.006519 2439 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 1 14.37 201301 \n", " 2 14.35 201301 \n", " 3 14.78 201301 \n", " 4 14.91 201301 \n", " 5 15.56 201301 \n", " ... ... ... \n", " 2726 33.25 202303 \n", " 2727 33.52 202303 \n", " 2728 32.56 202303 \n", " 2729 31.90 202303 \n", " 2730 33.25 202303 \n", " \n", " [2730 rows x 26 columns],\n", " 2467: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 1 1.342524e+08 10.0094 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 2.021341e+08 4.5494 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 5.761638e+07 0.0000 0.000107 0.003885 0.002622 0.004782 \n", " 4 1.569333e+08 0.0000 0.000107 -0.016251 -0.004473 0.000358 \n", " 5 7.157730e+08 5.8672 0.000107 0.030524 0.002484 -0.001369 \n", " ... ... ... ... ... ... ... \n", " 2902 8.725612e+08 4.6032 0.000067 -0.006374 0.002265 -0.003920 \n", " 2903 9.710892e+08 5.9871 0.000067 0.000790 -0.005440 0.003884 \n", " 2904 6.801858e+08 4.7544 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2905 5.230226e+08 4.5977 0.000067 0.005986 -0.012989 -0.000733 \n", " 2906 1.131242e+09 10.1027 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 1 -0.001519 0.002452 2276.0700 0.095396 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 0.095700 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 0.095168 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 0.095310 ... 0.004782 -0.003027 \n", " 5 -0.002640 0.000791 2311.7400 0.095252 ... 0.000358 -0.000219 \n", " ... ... ... ... ... ... ... ... \n", " 2902 -0.000093 -0.003669 3251.3971 -0.019231 ... -0.007370 0.000867 \n", " 2903 0.000231 0.002473 3245.3760 0.020817 ... -0.003920 -0.000093 \n", " 2904 -0.000682 -0.001761 3240.0568 -0.035488 ... 0.003884 0.000231 \n", " 2905 0.008088 -0.001436 3261.2485 -0.041917 ... -0.004080 -0.000682 \n", " 2906 -0.005996 -0.001176 3272.8602 0.064646 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 1 0.000641 2285.3640 0.001890 0.003670 2467 2013-01-08 \n", " 2 0.002452 2276.0700 0.095396 -0.004075 2467 2013-01-09 \n", " 3 -0.000336 2275.3400 0.095700 -0.000321 2467 2013-01-10 \n", " 4 0.000300 2283.6580 0.095168 0.003649 2467 2013-01-11 \n", " 5 -0.008375 2242.9970 0.095310 -0.017966 2467 2013-01-14 \n", " ... ... ... ... ... ... ... \n", " 2902 -0.004280 3265.6537 0.020851 -0.006409 2467 2023-03-27 \n", " 2903 -0.003669 3251.3971 -0.019231 -0.004375 2467 2023-03-28 \n", " 2904 0.002473 3245.3760 0.020817 -0.001854 2467 2023-03-29 \n", " 2905 -0.001761 3240.0568 -0.035488 -0.001640 2467 2023-03-30 \n", " 2906 -0.001436 3261.2485 -0.041917 0.006519 2467 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 1 11.65 201301 \n", " 2 12.82 201301 \n", " 3 14.10 201301 \n", " 4 15.51 201301 \n", " 5 17.06 201301 \n", " ... ... ... \n", " 2902 6.18 202303 \n", " 2903 6.31 202303 \n", " 2904 6.09 202303 \n", " 2905 5.84 202303 \n", " 2906 6.23 202303 \n", " \n", " [2906 rows x 26 columns],\n", " 2474: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 1 1.046776e+08 4.0915 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 8.260980e+07 4.2924 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 9.309243e+07 3.0605 0.000107 0.003885 0.002622 0.004782 \n", " 4 1.003403e+08 5.2288 0.000107 -0.016251 -0.004473 0.000358 \n", " 5 7.656917e+07 4.8667 0.000107 0.030524 0.002484 -0.001369 \n", " ... ... ... ... ... ... ... \n", " 2903 3.397689e+08 2.9476 0.000067 -0.006374 0.002265 -0.003920 \n", " 2904 4.399947e+08 4.5553 0.000067 0.000790 -0.005440 0.003884 \n", " 2905 2.353332e+08 2.6998 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2906 2.302990e+08 3.1903 0.000067 0.005986 -0.012989 -0.000733 \n", " 2907 4.519742e+08 6.8849 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 1 -0.001519 0.002452 2276.0700 0.033416 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 0.008016 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 0.017805 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 -0.019803 ... 0.004782 -0.003027 \n", " 5 -0.002640 0.000791 2311.7400 0.029559 ... 0.000358 -0.000219 \n", " ... ... ... ... ... ... ... ... \n", " 2903 -0.000093 -0.003669 3251.3971 0.006529 ... -0.007370 0.000867 \n", " 2904 0.000231 0.002473 3245.3760 0.004329 ... -0.003920 -0.000093 \n", " 2905 -0.000682 -0.001761 3240.0568 -0.018529 ... 0.003884 0.000231 \n", " 2906 0.008088 -0.001436 3261.2485 -0.025628 ... -0.004080 -0.000682 \n", " 2907 -0.005996 -0.001176 3272.8602 0.057033 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 1 0.000641 2285.3640 0.018902 0.003670 2474 2013-01-08 \n", " 2 0.002452 2276.0700 0.033416 -0.004075 2474 2013-01-09 \n", " 3 -0.000336 2275.3400 0.008016 -0.000321 2474 2013-01-10 \n", " 4 0.000300 2283.6580 0.017805 0.003649 2474 2013-01-11 \n", " 5 -0.008375 2242.9970 -0.019803 -0.017966 2474 2013-01-14 \n", " ... ... ... ... ... ... ... \n", " 2903 -0.004280 3265.6537 0.015402 -0.006409 2474 2023-03-27 \n", " 2904 -0.003669 3251.3971 0.006529 -0.004375 2474 2023-03-28 \n", " 2905 0.002473 3245.3760 0.004329 -0.001854 2474 2023-03-29 \n", " 2906 -0.001761 3240.0568 -0.018529 -0.001640 2474 2023-03-30 \n", " 2907 -0.001436 3261.2485 -0.025628 0.006519 2474 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 1 14.91 201301 \n", " 2 15.03 201301 \n", " 3 15.30 201301 \n", " 4 15.00 201301 \n", " 5 15.45 201301 \n", " ... ... ... \n", " 2903 9.22 202303 \n", " 2904 9.26 202303 \n", " 2905 9.09 202303 \n", " 2906 8.86 202303 \n", " 2907 9.38 202303 \n", " \n", " [2907 rows x 26 columns],\n", " 2544: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 1 4.362268e+07 4.7161 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 4.897542e+07 4.1237 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 3.799093e+07 3.4164 0.000107 0.003885 0.002622 0.004782 \n", " 4 4.891595e+07 4.9416 0.000107 -0.016251 -0.004473 0.000358 \n", " 5 7.536802e+07 9.0411 0.000107 0.030524 0.002484 -0.001369 \n", " ... ... ... ... ... ... ... \n", " 2690 1.539921e+08 3.3551 0.000067 -0.006374 0.002265 -0.003920 \n", " 2691 1.998780e+08 4.6552 0.000067 0.000790 -0.005440 0.003884 \n", " 2692 1.195653e+08 3.1004 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2693 1.363244e+08 3.3936 0.000067 0.005986 -0.012989 -0.000733 \n", " 2694 1.559776e+08 2.9884 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 1 -0.001519 0.002452 2276.0700 0.026592 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 0.014884 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 0.027324 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 -0.016305 ... 0.004782 -0.003027 \n", " 5 -0.002640 0.000791 2311.7400 0.076454 ... 0.000358 -0.000219 \n", " ... ... ... ... ... ... ... ... \n", " 2690 -0.000093 -0.003669 3251.3971 -0.007874 ... -0.007370 0.000867 \n", " 2691 0.000231 0.002473 3245.3760 0.005693 ... -0.003920 -0.000093 \n", " 2692 -0.000682 -0.001761 3240.0568 -0.009213 ... 0.003884 0.000231 \n", " 2693 0.008088 -0.001436 3261.2485 -0.011971 ... -0.004080 -0.000682 \n", " 2694 -0.005996 -0.001176 3272.8602 0.017684 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 1 0.000641 2285.3640 0.012591 0.003670 2544 2013-01-08 \n", " 2 0.002452 2276.0700 0.026592 -0.004075 2544 2013-01-09 \n", " 3 -0.000336 2275.3400 0.014884 -0.000321 2544 2013-01-10 \n", " 4 0.000300 2283.6580 0.027324 0.003649 2544 2013-01-11 \n", " 5 -0.008375 2242.9970 -0.016305 -0.017966 2544 2013-01-14 \n", " ... ... ... ... ... ... ... \n", " 2690 -0.004280 3265.6537 -0.017279 -0.006409 2544 2023-03-27 \n", " 2691 -0.003669 3251.3971 -0.007874 -0.004375 2544 2023-03-28 \n", " 2692 0.002473 3245.3760 0.005693 -0.001854 2544 2023-03-29 \n", " 2693 -0.001761 3240.0568 -0.009213 -0.001640 2544 2023-03-30 \n", " 2694 -0.001436 3261.2485 -0.011971 0.006519 2544 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 1 10.67 201301 \n", " 2 10.83 201301 \n", " 3 11.13 201301 \n", " 4 10.95 201301 \n", " 5 11.82 201301 \n", " ... ... ... \n", " 2690 22.77 202303 \n", " 2691 22.90 202303 \n", " 2692 22.69 202303 \n", " 2693 22.42 202303 \n", " 2694 22.82 202303 \n", " \n", " [2694 rows x 26 columns],\n", " 2609: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 1 2.851583e+07 4.0670 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 2.504403e+07 2.9365 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 1.876560e+07 3.1426 0.000107 0.003885 0.002622 0.004782 \n", " 4 3.413379e+07 4.8465 0.000107 -0.016251 -0.004473 0.000358 \n", " 5 3.763041e+07 6.3403 0.000107 0.030524 0.002484 -0.001369 \n", " ... ... ... ... ... ... ... \n", " 2793 3.379141e+08 8.2166 0.000067 -0.006374 0.002265 -0.003920 \n", " 2794 1.929793e+08 6.0923 0.000067 0.000790 -0.005440 0.003884 \n", " 2795 1.783302e+08 7.6493 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2796 1.488987e+08 5.2915 0.000067 0.005986 -0.012989 -0.000733 \n", " 2797 2.099343e+08 9.5329 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 1 -0.001519 0.002452 2276.0700 0.004773 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 -0.015194 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 -0.002420 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 0.006441 ... 0.004782 -0.003027 \n", " 5 -0.002640 0.000791 2311.7400 0.049325 ... 0.000358 -0.000219 \n", " ... ... ... ... ... ... ... ... \n", " 2793 -0.000093 -0.003669 3251.3971 0.070299 ... -0.007370 0.000867 \n", " 2794 0.000231 0.002473 3245.3760 -0.069366 ... -0.003920 -0.000093 \n", " 2795 -0.000682 -0.001761 3240.0568 0.039328 ... 0.003884 0.000231 \n", " 2796 0.008088 -0.001436 3261.2485 -0.061017 ... -0.004080 -0.000682 \n", " 2797 -0.005996 -0.001176 3272.8602 0.060120 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 1 0.000641 2285.3640 0.057440 0.003670 2609 2013-01-08 \n", " 2 0.002452 2276.0700 0.004773 -0.004075 2609 2013-01-09 \n", " 3 -0.000336 2275.3400 -0.015194 -0.000321 2609 2013-01-10 \n", " 4 0.000300 2283.6580 -0.002420 0.003649 2609 2013-01-11 \n", " 5 -0.008375 2242.9970 0.006441 -0.017966 2609 2013-01-14 \n", " ... ... ... ... ... ... ... \n", " 2793 -0.004280 3265.6537 0.010324 -0.006409 2609 2023-03-27 \n", " 2794 -0.003669 3251.3971 0.070299 -0.004375 2609 2023-03-28 \n", " 2795 0.002473 3245.3760 -0.069366 -0.001854 2609 2023-03-29 \n", " 2796 -0.001761 3240.0568 0.039328 -0.001640 2609 2023-03-30 \n", " 2797 -0.001436 3261.2485 -0.061017 0.006519 2609 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 1 12.60 201301 \n", " 2 12.41 201301 \n", " 3 12.38 201301 \n", " 4 12.46 201301 \n", " 5 13.09 201301 \n", " ... ... ... \n", " 2793 11.49 202303 \n", " 2794 10.72 202303 \n", " 2795 11.15 202303 \n", " 2796 10.49 202303 \n", " 2797 11.14 202303 \n", " \n", " [2797 rows x 26 columns],\n", " 2642: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 1 4.756879e+07 4.8544 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 8.463135e+07 7.5277 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 4.549617e+07 2.2989 0.000107 0.003885 0.002622 0.004782 \n", " 4 5.621041e+07 6.3077 0.000107 -0.016251 -0.004473 0.000358 \n", " 5 4.183710e+07 6.1905 0.000107 0.030524 0.002484 -0.001369 \n", " ... ... ... ... ... ... ... \n", " 2205 5.943287e+08 4.0305 0.000067 -0.006374 0.002265 -0.003920 \n", " 2206 4.070586e+08 3.3191 0.000067 0.000790 -0.005440 0.003884 \n", " 2207 3.125394e+08 2.4149 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2208 3.311716e+08 4.5304 0.000067 0.005986 -0.012989 -0.000733 \n", " 2209 2.939461e+08 4.5977 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 1 -0.001519 0.002452 2276.0700 0.020817 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 0.033505 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 -0.003839 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 -0.031253 ... 0.004782 -0.003027 \n", " 5 -0.002640 0.000791 2311.7400 0.041203 ... 0.000358 -0.000219 \n", " ... ... ... ... ... ... ... ... \n", " 2205 -0.000093 -0.003669 3251.3971 0.017279 ... -0.007370 0.000867 \n", " 2206 0.000231 0.002473 3245.3760 -0.024934 ... -0.003920 -0.000093 \n", " 2207 -0.000682 -0.001761 3240.0568 -0.006608 ... 0.003884 0.000231 \n", " 2208 0.008088 -0.001436 3261.2485 -0.039442 ... -0.004080 -0.000682 \n", " 2209 -0.005996 -0.001176 3272.8602 0.032790 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 1 0.000641 2285.3640 0.035409 0.003670 2642 2013-01-08 \n", " 2 0.002452 2276.0700 0.020817 -0.004075 2642 2013-01-09 \n", " 3 -0.000336 2275.3400 0.033505 -0.000321 2642 2013-01-10 \n", " 4 0.000300 2283.6580 -0.003839 0.003649 2642 2013-01-11 \n", " 5 -0.008375 2242.9970 -0.031253 -0.017966 2642 2013-01-14 \n", " ... ... ... ... ... ... ... \n", " 2205 -0.004280 3265.6537 0.014262 -0.006409 2642 2023-03-27 \n", " 2206 -0.003669 3251.3971 0.017279 -0.004375 2642 2023-03-28 \n", " 2207 0.002473 3245.3760 -0.024934 -0.001854 2642 2023-03-29 \n", " 2208 -0.001761 3240.0568 -0.006608 -0.001640 2642 2023-03-30 \n", " 2209 -0.001436 3261.2485 -0.039442 0.006519 2642 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 1 12.62 201301 \n", " 2 13.05 201301 \n", " 3 13.00 201301 \n", " 4 12.60 201301 \n", " 5 13.13 201301 \n", " ... ... ... \n", " 2205 9.34 202303 \n", " 2206 9.11 202303 \n", " 2207 9.05 202303 \n", " 2208 8.70 202303 \n", " 2209 8.99 202303 \n", " \n", " [2209 rows x 26 columns],\n", " 2649: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 1 5.315425e+07 6.7201 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 5.516750e+07 7.7278 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 4.399157e+07 5.2632 0.000107 0.003885 0.002622 0.004782 \n", " 4 4.221991e+07 5.2095 0.000107 -0.016251 -0.004473 0.000358 \n", " 5 4.434975e+07 5.5650 0.000107 0.030524 0.002484 -0.001369 \n", " ... ... ... ... ... ... ... \n", " 2656 9.846359e+08 5.6501 0.000067 -0.006374 0.002265 -0.003920 \n", " 2657 7.296256e+08 4.9820 0.000067 0.000790 -0.005440 0.003884 \n", " 2658 5.204446e+08 2.8840 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2659 1.081836e+09 7.1204 0.000067 0.005986 -0.012989 -0.000733 \n", " 2660 7.859891e+08 6.6396 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 1 -0.001519 0.002452 2276.0700 0.066771 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 0.029548 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 -0.011261 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 -0.002835 ... 0.004782 -0.003027 \n", " 5 -0.002640 0.000791 2311.7400 0.042252 ... 0.000358 -0.000219 \n", " ... ... ... ... ... ... ... ... \n", " 2656 -0.000093 -0.003669 3251.3971 0.012077 ... -0.007370 0.000867 \n", " 2657 0.000231 0.002473 3245.3760 -0.043552 ... -0.003920 -0.000093 \n", " 2658 -0.000682 -0.001761 3240.0568 -0.005028 ... 0.003884 0.000231 \n", " 2659 0.008088 -0.001436 3261.2485 -0.072510 ... -0.004080 -0.000682 \n", " 2660 -0.005996 -0.001176 3272.8602 0.053425 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 1 0.000641 2285.3640 0.030675 0.003670 2649 2013-01-08 \n", " 2 0.002452 2276.0700 0.066771 -0.004075 2649 2013-01-09 \n", " 3 -0.000336 2275.3400 0.029548 -0.000321 2649 2013-01-10 \n", " 4 0.000300 2283.6580 -0.011261 0.003649 2649 2013-01-11 \n", " 5 -0.008375 2242.9970 -0.002835 -0.017966 2649 2013-01-14 \n", " ... ... ... ... ... ... ... \n", " 2656 -0.004280 3265.6537 -0.026380 -0.006409 2649 2023-03-27 \n", " 2657 -0.003669 3251.3971 0.012077 -0.004375 2649 2023-03-28 \n", " 2658 0.002473 3245.3760 -0.043552 -0.001854 2649 2023-03-29 \n", " 2659 -0.001761 3240.0568 -0.005028 -0.001640 2649 2023-03-30 \n", " 2660 -0.001436 3261.2485 -0.072510 0.006519 2649 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 1 17.34 201301 \n", " 2 17.86 201301 \n", " 3 17.66 201301 \n", " 4 17.61 201301 \n", " 5 18.37 201301 \n", " ... ... ... \n", " 2656 16.66 202303 \n", " 2657 15.95 202303 \n", " 2658 15.87 202303 \n", " 2659 14.76 202303 \n", " 2660 15.57 202303 \n", " \n", " [2660 rows x 26 columns],\n", " 2657: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 1 6.664804e+07 4.2397 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 8.919837e+07 4.3008 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 3.686383e+07 2.6519 0.000107 0.003885 0.002622 0.004782 \n", " 4 5.570379e+07 3.4775 0.000107 -0.016251 -0.004473 0.000358 \n", " 5 5.872621e+07 6.4847 0.000107 0.030524 0.002484 -0.001369 \n", " ... ... ... ... ... ... ... \n", " 2621 5.698400e+08 3.8700 0.000067 -0.006374 0.002265 -0.003920 \n", " 2622 3.912248e+08 2.9001 0.000067 0.000790 -0.005440 0.003884 \n", " 2623 3.717246e+08 3.7135 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2624 3.395719e+08 3.2481 0.000067 0.005986 -0.012989 -0.000733 \n", " 2625 4.121179e+08 4.8061 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 1 -0.001519 0.002452 2276.0700 -0.008146 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 -0.045892 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 0.008801 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 0.013328 ... 0.004782 -0.003027 \n", " 5 -0.002640 0.000791 2311.7400 0.032171 ... 0.000358 -0.000219 \n", " ... ... ... ... ... ... ... ... \n", " 2621 -0.000093 -0.003669 3251.3971 -0.003619 ... -0.007370 0.000867 \n", " 2622 0.000231 0.002473 3245.3760 -0.024110 ... -0.003920 -0.000093 \n", " 2623 -0.000682 -0.001761 3240.0568 -0.003720 ... 0.003884 0.000231 \n", " 2624 0.008088 -0.001436 3261.2485 -0.025345 ... -0.004080 -0.000682 \n", " 2625 -0.005996 -0.001176 3272.8602 0.040669 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 1 0.000641 2285.3640 -0.009896 0.003670 2657 2013-01-08 \n", " 2 0.002452 2276.0700 -0.008146 -0.004075 2657 2013-01-09 \n", " 3 -0.000336 2275.3400 -0.045892 -0.000321 2657 2013-01-10 \n", " 4 0.000300 2283.6580 0.008801 0.003649 2657 2013-01-11 \n", " 5 -0.008375 2242.9970 0.013328 -0.017966 2657 2013-01-14 \n", " ... ... ... ... ... ... ... \n", " 2621 -0.004280 3265.6537 0.005173 -0.006409 2657 2023-03-27 \n", " 2622 -0.003669 3251.3971 -0.003619 -0.004375 2657 2023-03-28 \n", " 2623 0.002473 3245.3760 -0.024110 -0.001854 2657 2023-03-29 \n", " 2624 -0.001761 3240.0568 -0.003720 -0.001640 2657 2023-03-30 \n", " 2625 -0.001436 3261.2485 -0.025345 0.006519 2657 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 1 37.90 201301 \n", " 2 36.20 201301 \n", " 3 36.52 201301 \n", " 4 37.01 201301 \n", " 5 38.22 201301 \n", " ... ... ... \n", " 2621 19.31 202303 \n", " 2622 18.85 202303 \n", " 2623 18.78 202303 \n", " 2624 18.31 202303 \n", " 2625 19.07 202303 \n", " \n", " [2625 rows x 26 columns],\n", " 2771: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 1 1.983690e+05 0.0000 0.000088 -0.025863 -0.049698 0.027553 \n", " 2 1.066824e+06 0.0000 0.000088 -0.057310 -0.026463 0.002999 \n", " 3 1.432640e+06 0.0000 0.000088 0.038489 -0.092128 0.031801 \n", " 4 1.045650e+07 0.0000 0.000087 0.005793 -0.077042 0.033468 \n", " 5 4.099780e+08 20.0061 0.000087 -0.068119 -0.014639 0.004907 \n", " ... ... ... ... ... ... ... \n", " 1834 3.596172e+08 4.4529 0.000067 -0.006374 0.002265 -0.003920 \n", " 1835 3.270632e+08 5.6254 0.000067 0.000790 -0.005440 0.003884 \n", " 1836 2.045856e+08 3.0986 0.000067 -0.002534 -0.005063 -0.004080 \n", " 1837 2.334514e+08 5.3036 0.000067 0.005986 -0.012989 -0.000733 \n", " 1838 1.672910e+08 3.9143 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 1 0.028759 -0.002770 3912.7668 0.095474 ... 0.005067 0.011164 \n", " 2 0.017712 -0.001927 3686.9153 0.095347 ... 0.027553 0.028759 \n", " 3 0.043998 -0.011977 3775.9122 0.095175 ... 0.002999 0.017712 \n", " 4 0.029874 -0.016217 3727.1248 0.095218 ... 0.031801 0.043998 \n", " 5 0.007223 -0.012980 3507.1923 0.095338 ... 0.033468 0.029874 \n", " ... ... ... ... ... ... ... ... \n", " 1834 -0.000093 -0.003669 3251.3971 -0.039577 ... -0.007370 0.000867 \n", " 1835 0.000231 0.002473 3245.3760 -0.062115 ... -0.003920 -0.000093 \n", " 1836 -0.000682 -0.001761 3240.0568 0.009113 ... 0.003884 0.000231 \n", " 1837 0.008088 -0.001436 3261.2485 -0.056707 ... -0.004080 -0.000682 \n", " 1838 -0.005996 -0.001176 3272.8602 0.029114 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 1 -0.000839 4053.6997 0.095131 -0.053674 2771 2015-07-02 \n", " 2 -0.002770 3912.7668 0.095474 -0.035385 2771 2015-07-03 \n", " 3 -0.001927 3686.9153 0.095347 -0.059455 2771 2015-07-06 \n", " 4 -0.011977 3775.9122 0.095175 0.023852 2771 2015-07-07 \n", " 5 -0.016217 3727.1248 0.095218 -0.013005 2771 2015-07-08 \n", " ... ... ... ... ... ... ... \n", " 1834 -0.004280 3265.6537 -0.030695 -0.006409 2771 2023-03-27 \n", " 1835 -0.003669 3251.3971 -0.039577 -0.004375 2771 2023-03-28 \n", " 1836 0.002473 3245.3760 -0.062115 -0.001854 2771 2023-03-29 \n", " 1837 -0.001761 3240.0568 0.009113 -0.001640 2771 2023-03-30 \n", " 1838 -0.001436 3261.2485 -0.056707 0.006519 2771 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 1 24.49 201507 \n", " 2 26.94 201507 \n", " 3 29.63 201507 \n", " 4 32.59 201507 \n", " 5 35.85 201507 \n", " ... ... ... \n", " 1834 15.11 202303 \n", " 1835 14.20 202303 \n", " 1836 14.33 202303 \n", " 1837 13.54 202303 \n", " 1838 13.94 202303 \n", " \n", " [1838 rows x 26 columns],\n", " 300002: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 1 7.699769e+07 2.8445 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 6.843209e+07 3.2156 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 4.960818e+07 1.7035 0.000107 0.003885 0.002622 0.004782 \n", " 4 2.323858e+08 9.8237 0.000107 -0.016251 -0.004473 0.000358 \n", " 5 1.136915e+08 4.1169 0.000107 0.030524 0.002484 -0.001369 \n", " ... ... ... ... ... ... ... \n", " 2854 2.082488e+09 11.2293 0.000067 -0.006374 0.002265 -0.003920 \n", " 2855 1.353049e+09 5.4705 0.000067 0.000790 -0.005440 0.003884 \n", " 2856 1.277663e+09 5.7670 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2857 8.928972e+08 5.3066 0.000067 0.005986 -0.012989 -0.000733 \n", " 2858 1.987753e+09 18.3353 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 1 -0.001519 0.002452 2276.0700 0.002525 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 -0.000631 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 0.001891 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 0.053935 ... 0.004782 -0.003027 \n", " 5 -0.002640 0.000791 2311.7400 0.020083 ... 0.000358 -0.000219 \n", " ... ... ... ... ... ... ... ... \n", " 2854 -0.000093 -0.003669 3251.3971 0.077311 ... -0.007370 0.000867 \n", " 2855 0.000231 0.002473 3245.3760 -0.052792 ... -0.003920 -0.000093 \n", " 2856 -0.000682 -0.001761 3240.0568 -0.022158 ... 0.003884 0.000231 \n", " 2857 0.008088 -0.001436 3261.2485 -0.022660 ... -0.004080 -0.000682 \n", " 2858 -0.005996 -0.001176 3272.8602 0.127785 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 1 0.000641 2285.3640 0.018501 0.003670 300002 2013-01-08 \n", " 2 0.002452 2276.0700 0.002525 -0.004075 300002 2013-01-09 \n", " 3 -0.000336 2275.3400 -0.000631 -0.000321 300002 2013-01-10 \n", " 4 0.000300 2283.6580 0.001891 0.003649 300002 2013-01-11 \n", " 5 -0.008375 2242.9970 0.053935 -0.017966 300002 2013-01-14 \n", " ... ... ... ... ... ... ... \n", " 2854 -0.004280 3265.6537 0.063436 -0.006409 300002 2023-03-27 \n", " 2855 -0.003669 3251.3971 0.077311 -0.004375 300002 2023-03-28 \n", " 2856 0.002473 3245.3760 -0.052792 -0.001854 300002 2023-03-29 \n", " 2857 -0.001761 3240.0568 -0.022158 -0.001640 300002 2023-03-30 \n", " 2858 -0.001436 3261.2485 -0.022660 0.006519 300002 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 1 15.86 201301 \n", " 2 15.85 201301 \n", " 3 15.88 201301 \n", " 4 16.76 201301 \n", " 5 17.10 201301 \n", " ... ... ... \n", " 2854 9.14 202303 \n", " 2855 8.67 202303 \n", " 2856 8.48 202303 \n", " 2857 8.29 202303 \n", " 2858 9.42 202303 \n", " \n", " [2858 rows x 26 columns],\n", " 300010: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 1 3.080492e+07 3.2154 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 2.575425e+07 2.8892 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 2.594308e+07 1.9169 0.000107 0.003885 0.002622 0.004782 \n", " 4 2.391010e+07 4.1074 0.000107 -0.016251 -0.004473 0.000358 \n", " 5 3.225178e+07 5.6180 0.000107 0.030524 0.002484 -0.001369 \n", " ... ... ... ... ... ... ... \n", " 2665 3.648549e+08 6.5672 0.000067 -0.006374 0.002265 -0.003920 \n", " 2666 2.028077e+08 3.9886 0.000067 0.000790 -0.005440 0.003884 \n", " 2667 1.280809e+08 3.9039 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2668 9.594591e+07 3.0211 0.000067 0.005986 -0.012989 -0.000733 \n", " 2669 4.653506e+08 13.2308 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 1 -0.001519 0.002452 2276.0700 0.001606 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 0.004804 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 0.011120 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 -0.015924 ... 0.004782 -0.003027 \n", " 5 -0.002640 0.000791 2311.7400 0.034704 ... 0.000358 -0.000219 \n", " ... ... ... ... ... ... ... ... \n", " 2665 -0.000093 -0.003669 3251.3971 0.046656 ... -0.007370 0.000867 \n", " 2666 0.000231 0.002473 3245.3760 -0.052644 ... -0.003920 -0.000093 \n", " 2667 -0.000682 -0.001761 3240.0568 -0.006024 ... 0.003884 0.000231 \n", " 2668 0.008088 -0.001436 3261.2485 -0.018293 ... -0.004080 -0.000682 \n", " 2669 -0.005996 -0.001176 3272.8602 0.093911 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 1 0.000641 2285.3640 0.029366 0.003670 300010 2013-01-08 \n", " 2 0.002452 2276.0700 0.001606 -0.004075 300010 2013-01-09 \n", " 3 -0.000336 2275.3400 0.004804 -0.000321 300010 2013-01-10 \n", " 4 0.000300 2283.6580 0.011120 0.003649 300010 2013-01-11 \n", " 5 -0.008375 2242.9970 -0.015924 -0.017966 300010 2013-01-14 \n", " ... ... ... ... ... ... ... \n", " 2665 -0.004280 3265.6537 0.021117 -0.006409 300010 2023-03-27 \n", " 2666 -0.003669 3251.3971 0.046656 -0.004375 300010 2023-03-28 \n", " 2667 0.002473 3245.3760 -0.052644 -0.001854 300010 2023-03-29 \n", " 2668 -0.001761 3240.0568 -0.006024 -0.001640 300010 2023-03-30 \n", " 2669 -0.001436 3261.2485 -0.018293 0.006519 300010 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 1 6.23 201301 \n", " 2 6.26 201301 \n", " 3 6.33 201301 \n", " 4 6.23 201301 \n", " 5 6.45 201301 \n", " ... ... ... \n", " 2665 3.51 202303 \n", " 2666 3.33 202303 \n", " 2667 3.31 202303 \n", " 2668 3.25 202303 \n", " 2669 3.57 202303 \n", " \n", " [2669 rows x 26 columns],\n", " 300017: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 1 6.322890e+07 7.4969 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 7.935210e+07 7.5561 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 3.880276e+07 2.6741 0.000107 0.003885 0.002622 0.004782 \n", " 4 4.631661e+07 5.3017 0.000107 -0.016251 -0.004473 0.000358 \n", " 5 4.709347e+07 8.8993 0.000107 0.030524 0.002484 -0.001369 \n", " ... ... ... ... ... ... ... \n", " 2921 1.002801e+09 4.5267 0.000067 -0.006374 0.002265 -0.003920 \n", " 2922 6.708665e+08 3.3755 0.000067 0.000790 -0.005440 0.003884 \n", " 2923 6.243131e+08 3.9829 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2924 7.501115e+08 5.1209 0.000067 0.005986 -0.012989 -0.000733 \n", " 2925 9.216397e+08 5.0798 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 1 -0.001519 0.002452 2276.0700 0.048377 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 0.057912 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 -0.012332 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 -0.037350 ... 0.004782 -0.003027 \n", " 5 -0.002640 0.000791 2311.7400 0.066805 ... 0.000358 -0.000219 \n", " ... ... ... ... ... ... ... ... \n", " 2921 -0.000093 -0.003669 3251.3971 -0.025001 ... -0.007370 0.000867 \n", " 2922 0.000231 0.002473 3245.3760 -0.011316 ... -0.003920 -0.000093 \n", " 2923 -0.000682 -0.001761 3240.0568 0.000000 ... 0.003884 0.000231 \n", " 2924 0.008088 -0.001436 3261.2485 -0.020116 ... -0.004080 -0.000682 \n", " 2925 -0.005996 -0.001176 3272.8602 0.042620 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 1 0.000641 2285.3640 0.008712 0.003670 300017 2013-01-08 \n", " 2 0.002452 2276.0700 0.048377 -0.004075 300017 2013-01-09 \n", " 3 -0.000336 2275.3400 0.057912 -0.000321 300017 2013-01-10 \n", " 4 0.000300 2283.6580 -0.012332 0.003649 300017 2013-01-11 \n", " 5 -0.008375 2242.9970 -0.037350 -0.017966 300017 2013-01-14 \n", " ... ... ... ... ... ... ... \n", " 2921 -0.004280 3265.6537 0.040593 -0.006409 300017 2023-03-27 \n", " 2922 -0.003669 3251.3971 -0.025001 -0.004375 300017 2023-03-28 \n", " 2923 0.002473 3245.3760 -0.011316 -0.001854 300017 2023-03-29 \n", " 2924 -0.001761 3240.0568 0.000000 -0.001640 300017 2023-03-30 \n", " 2925 -0.001436 3261.2485 -0.020116 0.006519 300017 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 1 16.94 201301 \n", " 2 17.95 201301 \n", " 3 17.73 201301 \n", " 4 17.08 201301 \n", " 5 18.26 201301 \n", " ... ... ... \n", " 2921 7.11 202303 \n", " 2922 7.03 202303 \n", " 2923 7.03 202303 \n", " 2924 6.89 202303 \n", " 2925 7.19 202303 \n", " \n", " [2925 rows x 26 columns],\n", " 300020: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 1 1.236073e+08 3.4074 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 1.110970e+08 5.7864 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 9.623213e+07 2.9202 0.000107 0.003885 0.002622 0.004782 \n", " 4 1.070874e+08 3.4043 0.000107 -0.016251 -0.004473 0.000358 \n", " 5 7.956482e+07 5.1170 0.000107 0.030524 0.002484 -0.001369 \n", " ... ... ... ... ... ... ... \n", " 2797 3.627188e+08 5.9880 0.000067 -0.006374 0.002265 -0.003920 \n", " 2798 2.184282e+08 2.9240 0.000067 0.000790 -0.005440 0.003884 \n", " 2799 2.056900e+08 4.4311 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2800 2.017772e+08 3.9474 0.000067 0.005986 -0.012989 -0.000733 \n", " 2801 1.859446e+08 4.8662 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 1 -0.001519 0.002452 2276.0700 -0.001483 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 0.040703 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 0.004264 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 -0.030240 ... 0.004782 -0.003027 \n", " 5 -0.002640 0.000791 2311.7400 0.039417 ... 0.000358 -0.000219 \n", " ... ... ... ... ... ... ... ... \n", " 2797 -0.000093 -0.003669 3251.3971 0.023670 ... -0.007370 0.000867 \n", " 2798 0.000231 0.002473 3245.3760 -0.023670 ... -0.003920 -0.000093 \n", " 2799 -0.000682 -0.001761 3240.0568 0.001197 ... 0.003884 0.000231 \n", " 2800 0.008088 -0.001436 3261.2485 -0.016888 ... -0.004080 -0.000682 \n", " 2801 -0.005996 -0.001176 3272.8602 0.026412 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 1 0.000641 2285.3640 0.026268 0.003670 300020 2013-01-08 \n", " 2 0.002452 2276.0700 -0.001483 -0.004075 300020 2013-01-09 \n", " 3 -0.000336 2275.3400 0.040703 -0.000321 300020 2013-01-10 \n", " 4 0.000300 2283.6580 0.004264 0.003649 300020 2013-01-11 \n", " 5 -0.008375 2242.9970 -0.030240 -0.017966 300020 2013-01-14 \n", " ... ... ... ... ... ... ... \n", " 2797 -0.004280 3265.6537 0.008419 -0.006409 300020 2023-03-27 \n", " 2798 -0.003669 3251.3971 0.023670 -0.004375 300020 2023-03-28 \n", " 2799 0.002473 3245.3760 -0.023670 -0.001854 300020 2023-03-29 \n", " 2800 -0.001761 3240.0568 0.001197 -0.001640 300020 2023-03-30 \n", " 2801 -0.001436 3261.2485 -0.016888 0.006519 300020 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 1 13.48 201301 \n", " 2 14.04 201301 \n", " 3 14.10 201301 \n", " 4 13.68 201301 \n", " 5 14.23 201301 \n", " ... ... ... \n", " 2797 8.55 202303 \n", " 2798 8.35 202303 \n", " 2799 8.36 202303 \n", " 2800 8.22 202303 \n", " 2801 8.44 202303 \n", " \n", " [2801 rows x 26 columns],\n", " 300025: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 1 35091600.99 6.7002 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 22781847.01 2.4038 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 30058004.96 4.3974 0.000107 0.003885 0.002622 0.004782 \n", " 4 38092422.47 3.1898 0.000107 -0.016251 -0.004473 0.000358 \n", " 5 43182079.79 5.2464 0.000107 0.030524 0.002484 -0.001369 \n", " ... ... ... ... ... ... ... \n", " 2556 81143804.15 3.7643 0.000067 -0.006374 0.002265 -0.003920 \n", " 2557 51813167.96 2.1417 0.000067 0.000790 -0.005440 0.003884 \n", " 2558 76655654.00 3.3278 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2559 54529053.24 2.9654 0.000067 0.005986 -0.012989 -0.000733 \n", " 2560 61091016.65 3.7288 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 1 -0.001519 0.002452 2276.0700 0.044233 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 -0.016155 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 0.020952 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 0.003185 ... 0.004782 -0.003027 \n", " 5 -0.002640 0.000791 2311.7400 0.025119 ... 0.000358 -0.000219 \n", " ... ... ... ... ... ... ... ... \n", " 2556 -0.000093 -0.003669 3251.3971 -0.006568 ... -0.007370 0.000867 \n", " 2557 0.000231 0.002473 3245.3760 -0.009934 ... -0.003920 -0.000093 \n", " 2558 -0.000682 -0.001761 3240.0568 0.009934 ... 0.003884 0.000231 \n", " 2559 0.008088 -0.001436 3261.2485 -0.028406 ... -0.004080 -0.000682 \n", " 2560 -0.005996 -0.001176 3272.8602 -0.006803 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 1 0.000641 2285.3640 0.020305 0.003670 300025 2013-01-08 \n", " 2 0.002452 2276.0700 0.044233 -0.004075 300025 2013-01-09 \n", " 3 -0.000336 2275.3400 -0.016155 -0.000321 300025 2013-01-10 \n", " 4 0.000300 2283.6580 0.020952 0.003649 300025 2013-01-11 \n", " 5 -0.008375 2242.9970 0.003185 -0.017966 300025 2013-01-14 \n", " ... ... ... ... ... ... ... \n", " 2556 -0.004280 3265.6537 0.016502 -0.006409 300025 2023-03-27 \n", " 2557 -0.003669 3251.3971 -0.006568 -0.004375 300025 2023-03-28 \n", " 2558 0.002473 3245.3760 -0.009934 -0.001854 300025 2023-03-29 \n", " 2559 -0.001761 3240.0568 0.009934 -0.001640 300025 2023-03-30 \n", " 2560 -0.001436 3261.2485 -0.028406 0.006519 300025 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 1 6.24 201301 \n", " 2 6.14 201301 \n", " 3 6.27 201301 \n", " 4 6.29 201301 \n", " 5 6.45 201301 \n", " ... ... ... \n", " 2556 6.07 202303 \n", " 2557 6.01 202303 \n", " 2558 6.07 202303 \n", " 2559 5.90 202303 \n", " 2560 5.86 202303 \n", " \n", " [2560 rows x 26 columns],\n", " 300036: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 1 4.570315e+07 7.2243 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 4.082481e+07 5.1002 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 3.090101e+07 5.5351 0.000107 0.003885 0.002622 0.004782 \n", " 4 1.016821e+08 11.2727 0.000107 -0.016251 -0.004473 0.000358 \n", " 5 9.376130e+07 11.0744 0.000107 0.030524 0.002484 -0.001369 \n", " ... ... ... ... ... ... ... \n", " 2888 7.611946e+08 6.4973 0.000067 -0.006374 0.002265 -0.003920 \n", " 2889 7.306667e+08 8.7940 0.000067 0.000790 -0.005440 0.003884 \n", " 2890 4.423935e+08 3.4053 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2891 3.599415e+08 3.5095 0.000067 0.005986 -0.012989 -0.000733 \n", " 2892 3.423254e+08 3.7403 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 1 -0.001519 0.002452 2276.0700 0.042797 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 -0.012832 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 0.014652 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 0.095310 ... 0.004782 -0.003027 \n", " 5 -0.002640 0.000791 2311.7400 0.060138 ... 0.000358 -0.000219 \n", " ... ... ... ... ... ... ... ... \n", " 2888 -0.000093 -0.003669 3251.3971 -0.005429 ... -0.007370 0.000867 \n", " 2889 0.000231 0.002473 3245.3760 0.008340 ... -0.003920 -0.000093 \n", " 2890 -0.000682 -0.001761 3240.0568 -0.018019 ... 0.003884 0.000231 \n", " 2891 0.008088 -0.001436 3261.2485 -0.016628 ... -0.004080 -0.000682 \n", " 2892 -0.005996 -0.001176 3272.8602 0.006001 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 1 0.000641 2285.3640 0.005720 0.003670 300036 2013-01-08 \n", " 2 0.002452 2276.0700 0.042797 -0.004075 300036 2013-01-09 \n", " 3 -0.000336 2275.3400 -0.012832 -0.000321 300036 2013-01-10 \n", " 4 0.000300 2283.6580 0.014652 0.003649 300036 2013-01-11 \n", " 5 -0.008375 2242.9970 0.095310 -0.017966 300036 2013-01-14 \n", " ... ... ... ... ... ... ... \n", " 2888 -0.004280 3265.6537 0.005429 -0.006409 300036 2023-03-27 \n", " 2889 -0.003669 3251.3971 -0.005429 -0.004375 300036 2023-03-28 \n", " 2890 0.002473 3245.3760 0.008340 -0.001854 300036 2023-03-29 \n", " 2891 -0.001761 3240.0568 -0.018019 -0.001640 300036 2023-03-30 \n", " 2892 -0.001436 3261.2485 -0.016628 0.006519 300036 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 1 10.98 201301 \n", " 2 10.84 201301 \n", " 3 11.00 201301 \n", " 4 12.10 201301 \n", " 5 12.85 201301 \n", " ... ... ... \n", " 2888 23.88 202303 \n", " 2889 24.08 202303 \n", " 2890 23.65 202303 \n", " 2891 23.26 202303 \n", " 2892 23.40 202303 \n", " \n", " [2892 rows x 26 columns],\n", " 300044: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 1 7.362848e+07 3.9555 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 7.425175e+07 7.2943 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 3.783436e+07 1.7857 0.000107 0.003885 0.002622 0.004782 \n", " 4 4.764078e+07 6.3686 0.000107 -0.016251 -0.004473 0.000358 \n", " 5 1.012469e+08 11.4630 0.000107 0.030524 0.002484 -0.001369 \n", " ... ... ... ... ... ... ... \n", " 2504 6.728822e+08 6.3340 0.000067 -0.006374 0.002265 -0.003920 \n", " 2505 4.270596e+08 3.4951 0.000067 0.000790 -0.005440 0.003884 \n", " 2506 2.982724e+08 3.6660 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2507 3.187154e+08 4.8880 0.000067 0.005986 -0.012989 -0.000733 \n", " 2508 2.623212e+08 4.7109 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 1 -0.001519 0.002452 2276.0700 -0.008690 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 0.012392 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 0.005527 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 -0.033627 ... 0.004782 -0.003027 \n", " 5 -0.002640 0.000791 2311.7400 0.078531 ... 0.000358 -0.000219 \n", " ... ... ... ... ... ... ... ... \n", " 2504 -0.000093 -0.003669 3251.3971 -0.011583 ... -0.007370 0.000867 \n", " 2505 0.000231 0.002473 3245.3760 -0.047723 ... -0.003920 -0.000093 \n", " 2506 -0.000682 -0.001761 3240.0568 0.000000 ... 0.003884 0.000231 \n", " 2507 0.008088 -0.001436 3261.2485 -0.050115 ... -0.004080 -0.000682 \n", " 2508 -0.005996 -0.001176 3272.8602 0.035756 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 1 0.000641 2285.3640 0.022501 0.003670 300044 2013-01-08 \n", " 2 0.002452 2276.0700 -0.008690 -0.004075 300044 2013-01-09 \n", " 3 -0.000336 2275.3400 0.012392 -0.000321 300044 2013-01-10 \n", " 4 0.000300 2283.6580 0.005527 0.003649 300044 2013-01-11 \n", " 5 -0.008375 2242.9970 -0.033627 -0.017966 300044 2013-01-14 \n", " ... ... ... ... ... ... ... \n", " 2504 -0.004280 3265.6537 0.021339 -0.006409 300044 2023-03-27 \n", " 2505 -0.003669 3251.3971 -0.011583 -0.004375 300044 2023-03-28 \n", " 2506 0.002473 3245.3760 -0.047723 -0.001854 300044 2023-03-29 \n", " 2507 -0.001761 3240.0568 0.000000 -0.001640 300044 2023-03-30 \n", " 2508 -0.001436 3261.2485 -0.050115 0.006519 300044 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 1 16.04 201301 \n", " 2 16.24 201301 \n", " 3 16.33 201301 \n", " 4 15.79 201301 \n", " 5 17.08 201301 \n", " ... ... ... \n", " 2504 5.15 202303 \n", " 2505 4.91 202303 \n", " 2506 4.91 202303 \n", " 2507 4.67 202303 \n", " 2508 4.84 202303 \n", " \n", " [2508 rows x 26 columns],\n", " 300047: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 1 2.747980e+07 4.0102 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 4.234186e+07 5.0209 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 3.969657e+07 0.0000 0.000107 0.003885 0.002622 0.004782 \n", " 4 2.129140e+08 7.6637 0.000107 -0.016251 -0.004473 0.000358 \n", " 5 1.416423e+08 6.5493 0.000107 0.030524 0.002484 -0.001369 \n", " ... ... ... ... ... ... ... \n", " 2766 9.858931e+08 10.4637 0.000067 -0.006374 0.002265 -0.003920 \n", " 2767 7.684877e+08 4.4297 0.000067 0.000790 -0.005440 0.003884 \n", " 2768 5.476126e+08 4.0142 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2769 4.412720e+08 6.0314 0.000067 0.005986 -0.012989 -0.000733 \n", " 2770 3.964691e+08 5.2963 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 1 -0.001519 0.002452 2276.0700 0.019434 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 0.022343 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 0.095161 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 0.055007 ... 0.004782 -0.003027 \n", " 5 -0.002640 0.000791 2311.7400 0.013986 ... 0.000358 -0.000219 \n", " ... ... ... ... ... ... ... ... \n", " 2766 -0.000093 -0.003669 3251.3971 0.071131 ... -0.007370 0.000867 \n", " 2767 0.000231 0.002473 3245.3760 -0.064022 ... -0.003920 -0.000093 \n", " 2768 -0.000682 -0.001761 3240.0568 -0.021481 ... 0.003884 0.000231 \n", " 2769 0.008088 -0.001436 3261.2485 -0.044397 ... -0.004080 -0.000682 \n", " 2770 -0.005996 -0.001176 3272.8602 0.024908 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 1 0.000641 2285.3640 0.006849 0.003670 300047 2013-01-08 \n", " 2 0.002452 2276.0700 0.019434 -0.004075 300047 2013-01-09 \n", " 3 -0.000336 2275.3400 0.022343 -0.000321 300047 2013-01-10 \n", " 4 0.000300 2283.6580 0.095161 0.003649 300047 2013-01-11 \n", " 5 -0.008375 2242.9970 0.055007 -0.017966 300047 2013-01-14 \n", " ... ... ... ... ... ... ... \n", " 2766 -0.004280 3265.6537 0.022851 -0.006409 300047 2023-03-27 \n", " 2767 -0.003669 3251.3971 0.071131 -0.004375 300047 2023-03-28 \n", " 2768 0.002473 3245.3760 -0.064022 -0.001854 300047 2023-03-29 \n", " 2769 -0.001761 3240.0568 -0.021481 -0.001640 300047 2023-03-30 \n", " 2770 -0.001436 3261.2485 -0.044397 0.006519 300047 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 1 11.95 201301 \n", " 2 12.22 201301 \n", " 3 13.44 201301 \n", " 4 14.20 201301 \n", " 5 14.40 201301 \n", " ... ... ... \n", " 2766 9.03 202303 \n", " 2767 8.47 202303 \n", " 2768 8.29 202303 \n", " 2769 7.93 202303 \n", " 2770 8.13 202303 \n", " \n", " [2770 rows x 26 columns],\n", " 300050: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 1 24483142.41 5.0813 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 26173301.01 3.0512 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 18879835.71 2.7586 0.000107 0.003885 0.002622 0.004782 \n", " 4 13907723.81 4.9495 0.000107 -0.016251 -0.004473 0.000358 \n", " 5 15151603.75 4.1494 0.000107 0.030524 0.002484 -0.001369 \n", " ... ... ... ... ... ... ... \n", " 2708 40938832.58 2.4943 0.000067 -0.006374 0.002265 -0.003920 \n", " 2709 42202488.00 2.9412 0.000067 0.000790 -0.005440 0.003884 \n", " 2710 30785818.00 2.0642 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2711 36618832.14 3.2184 0.000067 0.005986 -0.012989 -0.000733 \n", " 2712 62233436.00 5.4245 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 1 -0.001519 0.002452 2276.0700 0.032003 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 -0.000985 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 -0.024939 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 -0.026614 ... 0.004782 -0.003027 \n", " 5 -0.002640 0.000791 2311.7400 0.036664 ... 0.000358 -0.000219 \n", " ... ... ... ... ... ... ... ... \n", " 2708 -0.000093 -0.003669 3251.3971 0.002265 ... -0.007370 0.000867 \n", " 2709 0.000231 0.002473 3245.3760 -0.013668 ... -0.003920 -0.000093 \n", " 2710 -0.000682 -0.001761 3240.0568 -0.002296 ... 0.003884 0.000231 \n", " 2711 0.008088 -0.001436 3261.2485 -0.025613 ... -0.004080 -0.000682 \n", " 2712 -0.005996 -0.001176 3272.8602 0.030200 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 1 0.000641 2285.3640 0.015361 0.003670 300050 2013-01-08 \n", " 2 0.002452 2276.0700 0.032003 -0.004075 300050 2013-01-09 \n", " 3 -0.000336 2275.3400 -0.000985 -0.000321 300050 2013-01-10 \n", " 4 0.000300 2283.6580 -0.024939 0.003649 300050 2013-01-11 \n", " 5 -0.008375 2242.9970 -0.026614 -0.017966 300050 2013-01-14 \n", " ... ... ... ... ... ... ... \n", " 2708 -0.004280 3265.6537 0.002270 -0.006409 300050 2023-03-27 \n", " 2709 -0.003669 3251.3971 0.002265 -0.004375 300050 2023-03-28 \n", " 2710 0.002473 3245.3760 -0.013668 -0.001854 300050 2023-03-29 \n", " 2711 -0.001761 3240.0568 -0.002296 -0.001640 300050 2023-03-30 \n", " 2712 -0.001436 3261.2485 -0.025613 0.006519 300050 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 1 10.16 201301 \n", " 2 10.15 201301 \n", " 3 9.90 201301 \n", " 4 9.64 201301 \n", " 5 10.00 201301 \n", " ... ... ... \n", " 2708 4.42 202303 \n", " 2709 4.36 202303 \n", " 2710 4.35 202303 \n", " 2711 4.24 202303 \n", " 2712 4.37 202303 \n", " \n", " [2712 rows x 26 columns],\n", " 300051: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 1 6.822235e+07 7.2011 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 3.940842e+07 3.2723 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 1.685928e+08 7.0761 0.000107 0.003885 0.002622 0.004782 \n", " 4 2.209032e+08 10.4369 0.000107 -0.016251 -0.004473 0.000358 \n", " 5 1.332157e+08 6.8605 0.000107 0.030524 0.002484 -0.001369 \n", " ... ... ... ... ... ... ... \n", " 2488 1.284004e+08 5.0353 0.000067 -0.006374 0.002265 -0.003920 \n", " 2489 7.656315e+07 3.3778 0.000067 0.000790 -0.005440 0.003884 \n", " 2490 5.743108e+07 2.5180 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2491 7.467504e+07 3.0769 0.000067 0.005986 -0.012989 -0.000733 \n", " 2492 1.220856e+08 5.6502 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 1 -0.001519 0.002452 2276.0700 0.037338 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 -0.019829 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 0.095432 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 0.042762 ... 0.004782 -0.003027 \n", " 5 -0.002640 0.000791 2311.7400 0.006953 ... 0.000358 -0.000219 \n", " ... ... ... ... ... ... ... ... \n", " 2488 -0.000093 -0.003669 3251.3971 -0.006203 ... -0.007370 0.000867 \n", " 2489 0.000231 0.002473 3245.3760 -0.011623 ... -0.003920 -0.000093 \n", " 2490 -0.000682 -0.001761 3240.0568 -0.006315 ... 0.003884 0.000231 \n", " 2491 0.008088 -0.001436 3261.2485 0.009009 ... -0.004080 -0.000682 \n", " 2492 -0.005996 -0.001176 3272.8602 0.033513 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 1 0.000641 2285.3640 0.034558 0.003670 300051 2013-01-08 \n", " 2 0.002452 2276.0700 0.037338 -0.004075 300051 2013-01-09 \n", " 3 -0.000336 2275.3400 -0.019829 -0.000321 300051 2013-01-10 \n", " 4 0.000300 2283.6580 0.095432 0.003649 300051 2013-01-11 \n", " 5 -0.008375 2242.9970 0.042762 -0.017966 300051 2013-01-14 \n", " ... ... ... ... ... ... ... \n", " 2488 -0.004280 3265.6537 -0.025296 -0.006409 300051 2023-03-27 \n", " 2489 -0.003669 3251.3971 -0.006203 -0.004375 300051 2023-03-28 \n", " 2490 0.002473 3245.3760 -0.011623 -0.001854 300051 2023-03-29 \n", " 2491 -0.001761 3240.0568 -0.006315 -0.001640 300051 2023-03-30 \n", " 2492 -0.001436 3261.2485 0.009009 0.006519 300051 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 1 7.64 201301 \n", " 2 7.49 201301 \n", " 3 8.24 201301 \n", " 4 8.60 201301 \n", " 5 8.66 201301 \n", " ... ... ... \n", " 2488 11.25 202303 \n", " 2489 11.12 202303 \n", " 2490 11.05 202303 \n", " 2491 11.15 202303 \n", " 2492 11.53 202303 \n", " \n", " [2492 rows x 26 columns],\n", " 300052: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 1 3.595681e+07 5.3490 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 2.494178e+07 4.6140 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 2.601354e+07 3.9181 0.000107 0.003885 0.002622 0.004782 \n", " 4 3.513445e+07 5.9083 0.000107 -0.016251 -0.004473 0.000358 \n", " 5 3.204519e+07 5.7587 0.000107 0.030524 0.002484 -0.001369 \n", " ... ... ... ... ... ... ... \n", " 2760 8.833555e+08 5.2609 0.000067 -0.006374 0.002265 -0.003920 \n", " 2761 7.500675e+08 5.1868 0.000067 0.000790 -0.005440 0.003884 \n", " 2762 6.271421e+08 5.2102 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2763 5.496359e+08 5.7650 0.000067 0.005986 -0.012989 -0.000733 \n", " 2764 6.995376e+08 6.0444 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 1 -0.001519 0.002452 2276.0700 0.021525 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 -0.003556 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 0.009748 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 -0.035911 ... 0.004782 -0.003027 \n", " 5 -0.002640 0.000791 2311.7400 0.034145 ... 0.000358 -0.000219 \n", " ... ... ... ... ... ... ... ... \n", " 2760 -0.000093 -0.003669 3251.3971 -0.027316 ... -0.007370 0.000867 \n", " 2761 0.000231 0.002473 3245.3760 0.003948 ... -0.003920 -0.000093 \n", " 2762 -0.000682 -0.001761 3240.0568 -0.012778 ... 0.003884 0.000231 \n", " 2763 0.008088 -0.001436 3261.2485 -0.002220 ... -0.004080 -0.000682 \n", " 2764 -0.005996 -0.001176 3272.8602 0.023717 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 1 0.000641 2285.3640 -0.001812 0.003670 300052 2013-01-08 \n", " 2 0.002452 2276.0700 0.021525 -0.004075 300052 2013-01-09 \n", " 3 -0.000336 2275.3400 -0.003556 -0.000321 300052 2013-01-10 \n", " 4 0.000300 2283.6580 0.009748 0.003649 300052 2013-01-11 \n", " 5 -0.008375 2242.9970 -0.035911 -0.017966 300052 2013-01-14 \n", " ... ... ... ... ... ... ... \n", " 2760 -0.004280 3265.6537 0.028195 -0.006409 300052 2023-03-27 \n", " 2761 -0.003669 3251.3971 -0.027316 -0.004375 300052 2023-03-28 \n", " 2762 0.002473 3245.3760 0.003948 -0.001854 300052 2023-03-29 \n", " 2763 -0.001761 3240.0568 -0.012778 -0.001640 300052 2023-03-30 \n", " 2764 -0.001436 3261.2485 -0.002220 0.006519 300052 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 1 11.27 201301 \n", " 2 11.23 201301 \n", " 3 11.34 201301 \n", " 4 10.94 201301 \n", " 5 11.32 201301 \n", " ... ... ... \n", " 2760 22.75 202303 \n", " 2761 22.84 202303 \n", " 2762 22.55 202303 \n", " 2763 22.50 202303 \n", " 2764 23.04 202303 \n", " \n", " [2764 rows x 26 columns],\n", " 300074: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 1 1.059188e+08 9.9893 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 6.383616e+07 4.5125 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 2.902459e+07 4.2701 0.000107 0.003885 0.002622 0.004782 \n", " 4 6.643858e+07 5.2337 0.000107 -0.016251 -0.004473 0.000358 \n", " 5 6.109594e+07 6.6267 0.000107 0.030524 0.002484 -0.001369 \n", " ... ... ... ... ... ... ... \n", " 2895 7.656079e+07 4.6460 0.000067 -0.006374 0.002265 -0.003920 \n", " 2896 5.621017e+07 3.1320 0.000067 0.000790 -0.005440 0.003884 \n", " 2897 5.864435e+07 3.4014 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2898 5.537698e+07 3.6117 0.000067 0.005986 -0.012989 -0.000733 \n", " 2899 6.018373e+07 4.6620 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 1 -0.001519 0.002452 2276.0700 0.079851 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 -0.004953 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 0.005612 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 0.042217 ... 0.004782 -0.003027 \n", " 5 -0.002640 0.000791 2311.7400 0.004408 ... 0.000358 -0.000219 \n", " ... ... ... ... ... ... ... ... \n", " 2895 -0.000093 -0.003669 3251.3971 -0.011124 ... -0.007370 0.000867 \n", " 2896 0.000231 0.002473 3245.3760 -0.013514 ... -0.003920 -0.000093 \n", " 2897 -0.000682 -0.001761 3240.0568 0.004525 ... 0.003884 0.000231 \n", " 2898 0.008088 -0.001436 3261.2485 -0.032113 ... -0.004080 -0.000682 \n", " 2899 -0.005996 -0.001176 3272.8602 0.036617 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 1 0.000641 2285.3640 0.058776 0.003670 300074 2013-01-08 \n", " 2 0.002452 2276.0700 0.079851 -0.004075 300074 2013-01-09 \n", " 3 -0.000336 2275.3400 -0.004953 -0.000321 300074 2013-01-10 \n", " 4 0.000300 2283.6580 0.005612 0.003649 300074 2013-01-11 \n", " 5 -0.008375 2242.9970 0.042217 -0.017966 300074 2013-01-14 \n", " ... ... ... ... ... ... ... \n", " 2895 -0.004280 3265.6537 0.020112 -0.006409 300074 2023-03-27 \n", " 2896 -0.003669 3251.3971 -0.011124 -0.004375 300074 2023-03-28 \n", " 2897 0.002473 3245.3760 -0.013514 -0.001854 300074 2023-03-29 \n", " 2898 -0.001761 3240.0568 0.004525 -0.001640 300074 2023-03-30 \n", " 2899 -0.001436 3261.2485 -0.032113 0.006519 300074 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 1 30.36 201301 \n", " 2 30.21 201301 \n", " 3 30.38 201301 \n", " 4 31.69 201301 \n", " 5 31.83 201301 \n", " ... ... ... \n", " 2895 4.47 202303 \n", " 2896 4.41 202303 \n", " 2897 4.43 202303 \n", " 2898 4.29 202303 \n", " 2899 4.45 202303 \n", " \n", " [2899 rows x 26 columns],\n", " 300075: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 1 5.087131e+07 7.6488 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 4.763257e+07 5.1861 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 3.069746e+07 4.4237 0.000107 0.003885 0.002622 0.004782 \n", " 4 2.351356e+07 4.7724 0.000107 -0.016251 -0.004473 0.000358 \n", " 5 2.944995e+07 5.3663 0.000107 0.030524 0.002484 -0.001369 \n", " ... ... ... ... ... ... ... \n", " 2876 1.839441e+09 10.1908 0.000067 -0.006374 0.002265 -0.003920 \n", " 2877 1.935310e+09 11.9770 0.000067 0.000790 -0.005440 0.003884 \n", " 2878 1.381304e+09 4.0380 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2879 7.733235e+08 3.9183 0.000067 0.005986 -0.012989 -0.000733 \n", " 2880 7.411422e+08 4.4301 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 1 -0.001519 0.002452 2276.0700 0.044235 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 0.021093 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 -0.014434 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 -0.016571 ... 0.004782 -0.003027 \n", " 5 -0.002640 0.000791 2311.7400 0.029134 ... 0.000358 -0.000219 \n", " ... ... ... ... ... ... ... ... \n", " 2876 -0.000093 -0.003669 3251.3971 -0.010202 ... -0.007370 0.000867 \n", " 2877 0.000231 0.002473 3245.3760 0.035459 ... -0.003920 -0.000093 \n", " 2878 -0.000682 -0.001761 3240.0568 -0.051585 ... 0.003884 0.000231 \n", " 2879 0.008088 -0.001436 3261.2485 -0.031332 ... -0.004080 -0.000682 \n", " 2880 -0.005996 -0.001176 3272.8602 0.029246 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 1 0.000641 2285.3640 0.017444 0.003670 300075 2013-01-08 \n", " 2 0.002452 2276.0700 0.044235 -0.004075 300075 2013-01-09 \n", " 3 -0.000336 2275.3400 0.021093 -0.000321 300075 2013-01-10 \n", " 4 0.000300 2283.6580 -0.014434 0.003649 300075 2013-01-11 \n", " 5 -0.008375 2242.9970 -0.016571 -0.017966 300075 2013-01-14 \n", " ... ... ... ... ... ... ... \n", " 2876 -0.004280 3265.6537 0.001625 -0.006409 300075 2023-03-27 \n", " 2877 -0.003669 3251.3971 -0.010202 -0.004375 300075 2023-03-28 \n", " 2878 0.002473 3245.3760 0.035459 -0.001854 300075 2023-03-29 \n", " 2879 -0.001761 3240.0568 -0.051585 -0.001640 300075 2023-03-30 \n", " 2880 -0.001436 3261.2485 -0.031332 0.006519 300075 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 1 31.43 201301 \n", " 2 32.10 201301 \n", " 3 31.64 201301 \n", " 4 31.12 201301 \n", " 5 32.04 201301 \n", " ... ... ... \n", " 2876 24.38 202303 \n", " 2877 25.26 202303 \n", " 2878 23.99 202303 \n", " 2879 23.25 202303 \n", " 2880 23.94 202303 \n", " \n", " [2880 rows x 26 columns],\n", " 300085: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 1 1.516972e+07 2.2388 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 1.347461e+07 2.8678 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 1.823463e+07 4.7799 0.000107 0.003885 0.002622 0.004782 \n", " 4 1.473651e+07 3.6991 0.000107 -0.016251 -0.004473 0.000358 \n", " 5 1.489029e+07 3.1726 0.000107 0.030524 0.002484 -0.001369 \n", " ... ... ... ... ... ... ... \n", " 2756 3.885970e+08 5.4605 0.000067 -0.006374 0.002265 -0.003920 \n", " 2757 2.397907e+08 2.9126 0.000067 0.000790 -0.005440 0.003884 \n", " 2758 2.085899e+08 2.8926 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2759 1.599128e+08 3.6545 0.000067 0.005986 -0.012989 -0.000733 \n", " 2760 1.755776e+08 4.6689 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 1 -0.001519 0.002452 2276.0700 -0.002491 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 -0.008766 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 0.019926 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 -0.028770 ... 0.004782 -0.003027 \n", " 5 -0.002640 0.000791 2311.7400 0.022586 ... 0.000358 -0.000219 \n", " ... ... ... ... ... ... ... ... \n", " 2756 -0.000093 -0.003669 3251.3971 0.007308 ... -0.007370 0.000867 \n", " 2757 0.000231 0.002473 3245.3760 -0.021260 ... -0.003920 -0.000093 \n", " 2758 -0.000682 -0.001761 3240.0568 -0.004971 ... 0.003884 0.000231 \n", " 2759 0.008088 -0.001436 3261.2485 -0.021831 ... -0.004080 -0.000682 \n", " 2760 -0.005996 -0.001176 3272.8602 0.021000 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 1 0.000641 2285.3640 0.011257 0.003670 300085 2013-01-08 \n", " 2 0.002452 2276.0700 -0.002491 -0.004075 300085 2013-01-09 \n", " 3 -0.000336 2275.3400 -0.008766 -0.000321 300085 2013-01-10 \n", " 4 0.000300 2283.6580 0.019926 0.003649 300085 2013-01-11 \n", " 5 -0.008375 2242.9970 -0.028770 -0.017966 300085 2013-01-14 \n", " ... ... ... ... ... ... ... \n", " 2756 -0.004280 3265.6537 0.014779 -0.006409 300085 2023-03-27 \n", " 2757 -0.003669 3251.3971 0.007308 -0.004375 300085 2023-03-28 \n", " 2758 0.002473 3245.3760 -0.021260 -0.001854 300085 2023-03-29 \n", " 2759 -0.001761 3240.0568 -0.004971 -0.001640 300085 2023-03-30 \n", " 2760 -0.001436 3261.2485 -0.021831 0.006519 300085 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 1 8.02 201301 \n", " 2 7.95 201301 \n", " 3 8.11 201301 \n", " 4 7.88 201301 \n", " 5 8.06 201301 \n", " ... ... ... \n", " 2756 12.36 202303 \n", " 2757 12.10 202303 \n", " 2758 12.04 202303 \n", " 2759 11.78 202303 \n", " 2760 12.03 202303 \n", " \n", " [2760 rows x 26 columns],\n", " 300096: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 1 7.686904e+07 6.0317 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 1.312787e+08 6.9864 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 8.093242e+07 2.2954 0.000107 0.003885 0.002622 0.004782 \n", " 4 8.437424e+07 3.7962 0.000107 -0.016251 -0.004473 0.000358 \n", " 5 1.078332e+08 8.6032 0.000107 0.030524 0.002484 -0.001369 \n", " ... ... ... ... ... ... ... \n", " 2838 1.672061e+08 3.5040 0.000067 -0.006374 0.002265 -0.003920 \n", " 2839 1.139930e+08 3.6000 0.000067 0.000790 -0.005440 0.003884 \n", " 2840 1.720058e+08 3.6585 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2841 9.860744e+07 4.9202 0.000067 0.005986 -0.012989 -0.000733 \n", " 2842 2.086371e+08 9.8765 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 1 -0.001519 0.002452 2276.0700 0.014706 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 0.043862 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 -0.000999 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 -0.013072 ... 0.004782 -0.003027 \n", " 5 -0.002640 0.000791 2311.7400 0.059910 ... 0.000358 -0.000219 \n", " ... ... ... ... ... ... ... ... \n", " 2838 -0.000093 -0.003669 3251.3971 0.010724 ... -0.007370 0.000867 \n", " 2839 0.000231 0.002473 3245.3760 -0.016129 ... -0.003920 -0.000093 \n", " 2840 -0.000682 -0.001761 3240.0568 0.018792 ... 0.003884 0.000231 \n", " 2841 0.008088 -0.001436 3261.2485 -0.031063 ... -0.004080 -0.000682 \n", " 2842 -0.005996 -0.001176 3272.8602 0.052116 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 1 0.000641 2285.3640 0.027899 0.003670 300096 2013-01-08 \n", " 2 0.002452 2276.0700 0.014706 -0.004075 300096 2013-01-09 \n", " 3 -0.000336 2275.3400 0.043862 -0.000321 300096 2013-01-10 \n", " 4 0.000300 2283.6580 -0.000999 0.003649 300096 2013-01-11 \n", " 5 -0.008375 2242.9970 -0.013072 -0.017966 300096 2013-01-14 \n", " ... ... ... ... ... ... ... \n", " 2838 -0.004280 3265.6537 -0.005376 -0.006409 300096 2023-03-27 \n", " 2839 -0.003669 3251.3971 0.010724 -0.004375 300096 2023-03-28 \n", " 2840 0.002473 3245.3760 -0.016129 -0.001854 300096 2023-03-29 \n", " 2841 -0.001761 3240.0568 0.018792 -0.001640 300096 2023-03-30 \n", " 2842 -0.001436 3261.2485 -0.031063 0.006519 300096 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 1 9.59 201301 \n", " 2 10.02 201301 \n", " 3 10.01 201301 \n", " 4 9.88 201301 \n", " 5 10.49 201301 \n", " ... ... ... \n", " 2838 7.50 202303 \n", " 2839 7.38 202303 \n", " 2840 7.52 202303 \n", " 2841 7.29 202303 \n", " 2842 7.68 202303 \n", " \n", " [2842 rows x 26 columns],\n", " 300098: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 1 7.144456e+07 3.2015 0.000130 0.005727 -0.000758 -0.000810 \n", " 2 6.177266e+07 2.8257 0.000130 -0.001003 -0.001092 -0.000254 \n", " 3 9.593069e+07 7.4830 0.000130 0.000890 0.000817 0.000876 \n", " 4 9.894801e+07 5.9770 0.000130 0.002172 0.001958 0.002940 \n", " 5 9.540843e+07 6.3542 0.000130 -0.011918 -0.003525 0.001791 \n", " ... ... ... ... ... ... ... \n", " 2098 2.295726e+08 3.3505 0.000067 -0.006374 0.002265 -0.003920 \n", " 2099 1.547951e+08 3.2828 0.000067 0.000790 -0.005440 0.003884 \n", " 2100 2.610993e+08 5.1546 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2101 1.660755e+08 3.5533 0.000067 0.005986 -0.012989 -0.000733 \n", " 2102 1.613226e+08 3.9164 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 1 -0.002137 -0.000256 2063.2290 -0.017094 ... -0.000576 -0.000976 \n", " 2 0.001874 -0.001282 2059.3750 -0.014472 ... -0.000810 -0.002137 \n", " 3 -0.001804 0.000205 2059.9270 0.055294 ... -0.000254 0.001874 \n", " 4 0.000121 0.000514 2064.0210 0.020028 ... 0.000876 -0.001804 \n", " 5 -0.001992 0.000140 2038.6120 -0.034850 ... 0.002940 0.000121 \n", " ... ... ... ... ... ... ... ... \n", " 2098 -0.000093 -0.003669 3251.3971 0.020409 ... -0.007370 0.000867 \n", " 2099 0.000231 0.002473 3245.3760 -0.020409 ... -0.003920 -0.000093 \n", " 2100 -0.000682 -0.001761 3240.0568 0.015346 ... 0.003884 0.000231 \n", " 2101 0.008088 -0.001436 3261.2485 -0.028316 ... -0.004080 -0.000682 \n", " 2102 -0.005996 -0.001176 3272.8602 0.020673 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 1 -0.000140 2059.4180 0.048225 0.004398 300098 2014-07-03 \n", " 2 -0.000256 2063.2290 -0.017094 0.001849 300098 2014-07-04 \n", " 3 -0.001282 2059.3750 -0.014472 -0.001870 300098 2014-07-07 \n", " 4 0.000205 2059.9270 0.055294 0.000268 300098 2014-07-08 \n", " 5 0.000514 2064.0210 0.020028 0.001985 300098 2014-07-09 \n", " ... ... ... ... ... ... ... \n", " 2098 -0.004280 3265.6537 0.007762 -0.006409 300098 2023-03-27 \n", " 2099 -0.003669 3251.3971 0.020409 -0.004375 300098 2023-03-28 \n", " 2100 0.002473 3245.3760 -0.020409 -0.001854 300098 2023-03-29 \n", " 2101 -0.001761 3240.0568 0.015346 -0.001640 300098 2023-03-30 \n", " 2102 -0.001436 3261.2485 -0.028316 0.006519 300098 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 1 20.88 201407 \n", " 2 20.58 201407 \n", " 3 21.75 201407 \n", " 4 22.19 201407 \n", " 5 21.43 201407 \n", " ... ... ... \n", " 2098 3.96 202303 \n", " 2099 3.88 202303 \n", " 2100 3.94 202303 \n", " 2101 3.83 202303 \n", " 2102 3.91 202303 \n", " \n", " [2102 rows x 26 columns],\n", " 300113: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 1 3.485778e+07 4.9612 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 2.825025e+07 2.0706 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 2.283523e+07 2.1597 0.000107 0.003885 0.002622 0.004782 \n", " 4 4.436273e+07 4.2978 0.000107 -0.016251 -0.004473 0.000358 \n", " 5 4.145052e+07 4.4577 0.000107 0.030524 0.002484 -0.001369 \n", " ... ... ... ... ... ... ... \n", " 2840 1.034531e+09 4.5455 0.000067 -0.006374 0.002265 -0.003920 \n", " 2841 7.249434e+08 5.8970 0.000067 0.000790 -0.005440 0.003884 \n", " 2842 4.606311e+08 4.8860 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2843 4.964034e+08 4.6083 0.000067 0.005986 -0.012989 -0.000733 \n", " 2844 5.215421e+08 6.7288 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 1 -0.001519 0.002452 2276.0700 0.010794 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 -0.005768 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 0.005001 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 0.032468 ... 0.004782 -0.003027 \n", " 5 -0.002640 0.000791 2311.7400 0.022770 ... 0.000358 -0.000219 \n", " ... ... ... ... ... ... ... ... \n", " 2840 -0.000093 -0.003669 3251.3971 -0.050237 ... -0.007370 0.000867 \n", " 2841 0.000231 0.002473 3245.3760 -0.048325 ... -0.003920 -0.000093 \n", " 2842 -0.000682 -0.001761 3240.0568 -0.010478 ... 0.003884 0.000231 \n", " 2843 0.008088 -0.001436 3261.2485 -0.011921 ... -0.004080 -0.000682 \n", " 2844 -0.005996 -0.001176 3272.8602 0.030186 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 1 0.000641 2285.3640 -0.002323 0.003670 300113 2013-01-08 \n", " 2 0.002452 2276.0700 0.010794 -0.004075 300113 2013-01-09 \n", " 3 -0.000336 2275.3400 -0.005768 -0.000321 300113 2013-01-10 \n", " 4 0.000300 2283.6580 0.005001 0.003649 300113 2013-01-11 \n", " 5 -0.008375 2242.9970 0.032468 -0.017966 300113 2013-01-14 \n", " ... ... ... ... ... ... ... \n", " 2840 -0.004280 3265.6537 0.028137 -0.006409 300113 2023-03-27 \n", " 2841 -0.003669 3251.3971 -0.050237 -0.004375 300113 2023-03-28 \n", " 2842 0.002473 3245.3760 -0.048325 -0.001854 300113 2023-03-29 \n", " 2843 -0.001761 3240.0568 -0.010478 -0.001640 300113 2023-03-30 \n", " 2844 -0.001436 3261.2485 -0.011921 0.006519 300113 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 1 26.08 201301 \n", " 2 25.93 201301 \n", " 3 26.06 201301 \n", " 4 26.92 201301 \n", " 5 27.54 201301 \n", " ... ... ... \n", " 2840 16.11 202303 \n", " 2841 15.35 202303 \n", " 2842 15.19 202303 \n", " 2843 15.01 202303 \n", " 2844 15.47 202303 \n", " \n", " [2844 rows x 26 columns],\n", " 300150: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 1 20196836.97 2.5122 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 51092870.38 5.8537 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 24255371.41 2.3004 0.000107 0.003885 0.002622 0.004782 \n", " 4 23718583.22 3.3715 0.000107 -0.016251 -0.004473 0.000358 \n", " 5 37496067.32 4.7883 0.000107 0.030524 0.002484 -0.001369 \n", " ... ... ... ... ... ... ... \n", " 2777 62639358.68 4.3880 0.000067 -0.006374 0.002265 -0.003920 \n", " 2778 36218139.58 2.9748 0.000067 0.000790 -0.005440 0.003884 \n", " 2779 30251195.16 3.0445 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2780 43517174.00 3.7736 0.000067 0.005986 -0.012989 -0.000733 \n", " 2781 33774143.89 3.3898 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 1 -0.001519 0.002452 2276.0700 0.001395 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 0.029525 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 0.003377 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 -0.028730 ... 0.004782 -0.003027 \n", " 5 -0.002640 0.000791 2311.7400 0.033439 ... 0.000358 -0.000219 \n", " ... ... ... ... ... ... ... ... \n", " 2777 -0.000093 -0.003669 3251.3971 0.009195 ... -0.007370 0.000867 \n", " 2778 0.000231 0.002473 3245.3760 -0.023149 ... -0.003920 -0.000093 \n", " 2779 -0.000682 -0.001761 3240.0568 -0.007051 ... 0.003884 0.000231 \n", " 2780 0.008088 -0.001436 3261.2485 -0.026286 ... -0.004080 -0.000682 \n", " 2781 -0.005996 -0.001176 3272.8602 0.021558 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 1 0.000641 2285.3640 -0.004873 0.003670 300150 2013-01-08 \n", " 2 0.002452 2276.0700 0.001395 -0.004075 300150 2013-01-09 \n", " 3 -0.000336 2275.3400 0.029525 -0.000321 300150 2013-01-10 \n", " 4 0.000300 2283.6580 0.003377 0.003649 300150 2013-01-11 \n", " 5 -0.008375 2242.9970 -0.028730 -0.017966 300150 2013-01-14 \n", " ... ... ... ... ... ... ... \n", " 2777 -0.004280 3265.6537 0.021004 -0.006409 300150 2023-03-27 \n", " 2778 -0.003669 3251.3971 0.009195 -0.004375 300150 2023-03-28 \n", " 2779 0.002473 3245.3760 -0.023149 -0.001854 300150 2023-03-29 \n", " 2780 -0.001761 3240.0568 -0.007051 -0.001640 300150 2023-03-30 \n", " 2781 -0.001436 3261.2485 -0.026286 0.006519 300150 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 1 14.35 201301 \n", " 2 14.78 201301 \n", " 3 14.83 201301 \n", " 4 14.41 201301 \n", " 5 14.90 201301 \n", " ... ... ... \n", " 2777 4.37 202303 \n", " 2778 4.27 202303 \n", " 2779 4.24 202303 \n", " 2780 4.13 202303 \n", " 2781 4.22 202303 \n", " \n", " [2781 rows x 26 columns],\n", " 300166: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 1 3.872885e+07 6.3063 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 9.363050e+07 11.0762 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 1.032922e+08 10.8571 0.000107 0.003885 0.002622 0.004782 \n", " 4 6.650401e+07 4.6416 0.000107 -0.016251 -0.004473 0.000358 \n", " 5 6.000461e+07 3.3473 0.000107 0.030524 0.002484 -0.001369 \n", " ... ... ... ... ... ... ... \n", " 2726 3.691275e+09 20.7718 0.000067 -0.006374 0.002265 -0.003920 \n", " 2727 2.527645e+09 7.6650 0.000067 0.000790 -0.005440 0.003884 \n", " 2728 2.858494e+09 10.0746 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2729 3.391859e+09 14.4111 0.000067 0.005986 -0.012989 -0.000733 \n", " 2730 3.290127e+09 7.4329 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 1 -0.001519 0.002452 2276.0700 0.041706 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 0.095096 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 0.045383 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 -0.021388 ... 0.004782 -0.003027 \n", " 5 -0.002640 0.000791 2311.7400 0.028868 ... 0.000358 -0.000219 \n", " ... ... ... ... ... ... ... ... \n", " 2726 -0.000093 -0.003669 3251.3971 0.145670 ... -0.007370 0.000867 \n", " 2727 0.000231 0.002473 3245.3760 -0.050211 ... -0.003920 -0.000093 \n", " 2728 -0.000682 -0.001761 3240.0568 0.019949 ... 0.003884 0.000231 \n", " 2729 0.008088 -0.001436 3261.2485 0.061012 ... -0.004080 -0.000682 \n", " 2730 -0.005996 -0.001176 3272.8602 0.036491 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 1 0.000641 2285.3640 0.014852 0.003670 300166 2013-01-08 \n", " 2 0.002452 2276.0700 0.041706 -0.004075 300166 2013-01-09 \n", " 3 -0.000336 2275.3400 0.095096 -0.000321 300166 2013-01-10 \n", " 4 0.000300 2283.6580 0.045383 0.003649 300166 2013-01-11 \n", " 5 -0.008375 2242.9970 -0.021388 -0.017966 300166 2013-01-14 \n", " ... ... ... ... ... ... ... \n", " 2726 -0.004280 3265.6537 0.110115 -0.006409 300166 2023-03-27 \n", " 2727 -0.003669 3251.3971 0.145670 -0.004375 300166 2023-03-28 \n", " 2728 0.002473 3245.3760 -0.050211 -0.001854 300166 2023-03-29 \n", " 2729 -0.001761 3240.0568 0.019949 -0.001640 300166 2023-03-30 \n", " 2730 -0.001436 3261.2485 0.061012 0.006519 300166 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 1 12.73 201301 \n", " 2 14.00 201301 \n", " 3 14.65 201301 \n", " 4 14.34 201301 \n", " 5 14.76 201301 \n", " ... ... ... \n", " 2726 14.09 202303 \n", " 2727 13.40 202303 \n", " 2728 13.67 202303 \n", " 2729 14.53 202303 \n", " 2730 15.07 202303 \n", " \n", " [2730 rows x 26 columns],\n", " 300167: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 1 6839456.01 2.9918 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 9430813.30 2.5385 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 13935190.44 3.7071 0.000107 0.003885 0.002622 0.004782 \n", " 4 17160011.22 6.5863 0.000107 -0.016251 -0.004473 0.000358 \n", " 5 11969068.86 6.0952 0.000107 0.030524 0.002484 -0.001369 \n", " ... ... ... ... ... ... ... \n", " 2869 72155445.00 3.0405 0.000067 -0.006374 0.002265 -0.003920 \n", " 2870 51410300.25 3.0612 0.000067 0.000790 -0.005440 0.003884 \n", " 2871 47262398.00 3.6585 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2872 52772490.00 4.3403 0.000067 0.005986 -0.012989 -0.000733 \n", " 2873 56689864.00 3.6101 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 1 -0.001519 0.002452 2276.0700 0.000000 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 0.002716 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 -0.025642 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 -0.026317 ... 0.004782 -0.003027 \n", " 5 -0.002640 0.000791 2311.7400 0.042877 ... 0.000358 -0.000219 \n", " ... ... ... ... ... ... ... ... \n", " 2869 -0.000093 -0.003669 3251.3971 -0.006780 ... -0.007370 0.000867 \n", " 2870 0.000231 0.002473 3245.3760 -0.024098 ... -0.003920 -0.000093 \n", " 2871 -0.000682 -0.001761 3240.0568 0.003478 ... 0.003884 0.000231 \n", " 2872 0.008088 -0.001436 3261.2485 -0.038943 ... -0.004080 -0.000682 \n", " 2873 -0.005996 -0.001176 3272.8602 0.024957 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 1 0.000641 2285.3640 0.010939 0.003670 300167 2013-01-08 \n", " 2 0.002452 2276.0700 0.000000 -0.004075 300167 2013-01-09 \n", " 3 -0.000336 2275.3400 0.002716 -0.000321 300167 2013-01-10 \n", " 4 0.000300 2283.6580 -0.025642 0.003649 300167 2013-01-11 \n", " 5 -0.008375 2242.9970 -0.026317 -0.017966 300167 2013-01-14 \n", " ... ... ... ... ... ... ... \n", " 2869 -0.004280 3265.6537 0.013606 -0.006409 300167 2023-03-27 \n", " 2870 -0.003669 3251.3971 -0.006780 -0.004375 300167 2023-03-28 \n", " 2871 0.002473 3245.3760 -0.024098 -0.001854 300167 2023-03-29 \n", " 2872 -0.001761 3240.0568 0.003478 -0.001640 300167 2023-03-30 \n", " 2873 -0.001436 3261.2485 -0.038943 0.006519 300167 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 1 11.03 201301 \n", " 2 11.06 201301 \n", " 3 10.78 201301 \n", " 4 10.50 201301 \n", " 5 10.96 201301 \n", " ... ... ... \n", " 2869 5.88 202303 \n", " 2870 5.74 202303 \n", " 2871 5.76 202303 \n", " 2872 5.54 202303 \n", " 2873 5.68 202303 \n", " \n", " [2873 rows x 26 columns],\n", " 300168: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 1 5.021207e+07 9.0909 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 8.796677e+07 7.7351 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 4.627699e+07 3.5119 0.000107 0.003885 0.002622 0.004782 \n", " 4 7.027072e+07 5.5859 0.000107 -0.016251 -0.004473 0.000358 \n", " 5 8.806791e+07 8.4532 0.000107 0.030524 0.002484 -0.001369 \n", " ... ... ... ... ... ... ... \n", " 2723 6.583150e+08 2.9053 0.000067 -0.006374 0.002265 -0.003920 \n", " 2724 5.023257e+08 3.0192 0.000067 0.000790 -0.005440 0.003884 \n", " 2725 7.859588e+08 8.7571 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2726 5.273484e+08 4.7364 0.000067 0.005986 -0.012989 -0.000733 \n", " 2727 7.125830e+08 8.3412 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 1 -0.001519 0.002452 2276.0700 0.069833 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 0.038840 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 -0.019838 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 0.012670 ... 0.004782 -0.003027 \n", " 5 -0.002640 0.000791 2311.7400 0.050844 ... 0.000358 -0.000219 \n", " ... ... ... ... ... ... ... ... \n", " 2723 -0.000093 -0.003669 3251.3971 0.024075 ... -0.007370 0.000867 \n", " 2724 0.000231 0.002473 3245.3760 -0.028772 ... -0.003920 -0.000093 \n", " 2725 -0.000682 -0.001761 3240.0568 0.052282 ... 0.003884 0.000231 \n", " 2726 0.008088 -0.001436 3261.2485 -0.058895 ... -0.004080 -0.000682 \n", " 2727 -0.005996 -0.001176 3272.8602 0.063353 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 1 0.000641 2285.3640 0.009333 0.003670 300168 2013-01-08 \n", " 2 0.002452 2276.0700 0.069833 -0.004075 300168 2013-01-09 \n", " 3 -0.000336 2275.3400 0.038840 -0.000321 300168 2013-01-10 \n", " 4 0.000300 2283.6580 -0.019838 0.003649 300168 2013-01-11 \n", " 5 -0.008375 2242.9970 0.012670 -0.017966 300168 2013-01-14 \n", " ... ... ... ... ... ... ... \n", " 2723 -0.004280 3265.6537 0.008471 -0.006409 300168 2023-03-27 \n", " 2724 -0.003669 3251.3971 0.024075 -0.004375 300168 2023-03-28 \n", " 2725 0.002473 3245.3760 -0.028772 -0.001854 300168 2023-03-29 \n", " 2726 -0.001761 3240.0568 0.052282 -0.001640 300168 2023-03-30 \n", " 2727 -0.001436 3261.2485 -0.058895 0.006519 300168 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 1 16.16 201301 \n", " 2 16.80 201301 \n", " 3 16.47 201301 \n", " 4 16.68 201301 \n", " 5 17.55 201301 \n", " ... ... ... \n", " 2723 10.93 202303 \n", " 2724 10.62 202303 \n", " 2725 11.19 202303 \n", " 2726 10.55 202303 \n", " 2727 11.24 202303 \n", " \n", " [2727 rows x 26 columns],\n", " 300170: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 1 2.586797e+07 3.5542 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 5.605864e+07 2.1403 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 3.838706e+07 4.3349 0.000107 0.003885 0.002622 0.004782 \n", " 4 5.297341e+07 6.0606 0.000107 -0.016251 -0.004473 0.000358 \n", " 5 5.468465e+07 6.4792 0.000107 0.030524 0.002484 -0.001369 \n", " ... ... ... ... ... ... ... \n", " 2878 1.576613e+09 9.3832 0.000067 -0.006374 0.002265 -0.003920 \n", " 2879 9.940521e+08 3.6987 0.000067 0.000790 -0.005440 0.003884 \n", " 2880 9.233436e+08 4.8729 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2881 8.039176e+08 3.6377 0.000067 0.005986 -0.012989 -0.000733 \n", " 2882 7.118423e+08 5.4825 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 1 -0.001519 0.002452 2276.0700 0.013166 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 0.001188 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 -0.000594 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 -0.028324 ... 0.004782 -0.003027 \n", " 5 -0.002640 0.000791 2311.7400 0.052393 ... 0.000358 -0.000219 \n", " ... ... ... ... ... ... ... ... \n", " 2878 -0.000093 -0.003669 3251.3971 -0.024578 ... -0.007370 0.000867 \n", " 2879 0.000231 0.002473 3245.3760 -0.048925 ... -0.003920 -0.000093 \n", " 2880 -0.000682 -0.001761 3240.0568 -0.009936 ... 0.003884 0.000231 \n", " 2881 0.008088 -0.001436 3261.2485 -0.024550 ... -0.004080 -0.000682 \n", " 2882 -0.005996 -0.001176 3272.8602 0.033780 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 1 0.000641 2285.3640 -0.003008 0.003670 300170 2013-01-08 \n", " 2 0.002452 2276.0700 0.013166 -0.004075 300170 2013-01-09 \n", " 3 -0.000336 2275.3400 0.001188 -0.000321 300170 2013-01-10 \n", " 4 0.000300 2283.6580 -0.000594 0.003649 300170 2013-01-11 \n", " 5 -0.008375 2242.9970 -0.028324 -0.017966 300170 2013-01-14 \n", " ... ... ... ... ... ... ... \n", " 2878 -0.004280 3265.6537 0.040849 -0.006409 300170 2023-03-27 \n", " 2879 -0.003669 3251.3971 -0.024578 -0.004375 300170 2023-03-28 \n", " 2880 0.002473 3245.3760 -0.048925 -0.001854 300170 2023-03-29 \n", " 2881 -0.001761 3240.0568 -0.009936 -0.001640 300170 2023-03-30 \n", " 2882 -0.001436 3261.2485 -0.024550 0.006519 300170 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 1 16.82 201301 \n", " 2 16.84 201301 \n", " 3 16.83 201301 \n", " 4 16.36 201301 \n", " 5 17.24 201301 \n", " ... ... ... \n", " 2878 14.87 202303 \n", " 2879 14.16 202303 \n", " 2880 14.02 202303 \n", " 2881 13.68 202303 \n", " 2882 14.15 202303 \n", " \n", " [2882 rows x 26 columns],\n", " 300183: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 1 3.288984e+08 5.7626 0.000107 -0.016251 -0.004473 0.000358 \n", " 2 2.427095e+08 8.3233 0.000107 0.030524 0.002484 -0.001369 \n", " 3 1.658125e+08 5.8340 0.000107 0.004124 0.012393 -0.006268 \n", " 4 1.031500e+08 3.5336 0.000107 -0.007791 0.005970 -0.003715 \n", " 5 5.994323e+07 2.0137 0.000107 -0.011591 -0.000855 0.002311 \n", " ... ... ... ... ... ... ... \n", " 2746 1.524196e+08 4.6512 0.000067 -0.006374 0.002265 -0.003920 \n", " 2747 1.445630e+08 3.1700 0.000067 0.000790 -0.005440 0.003884 \n", " 2748 2.093791e+08 5.3571 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2749 1.380601e+08 2.7606 0.000067 0.005986 -0.012989 -0.000733 \n", " 2750 1.561221e+08 3.0028 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 1 -0.000219 -0.008375 2242.9970 0.074696 ... 0.004782 -0.003027 \n", " 2 -0.002640 0.000791 2311.7400 0.026584 ... 0.000358 -0.000219 \n", " 3 -0.005762 0.005730 2325.6820 -0.002745 ... -0.001369 -0.002640 \n", " 4 -0.007902 0.004930 2309.4990 -0.025449 ... -0.006268 -0.005762 \n", " 5 0.001783 0.005133 2284.9090 -0.021576 ... -0.003715 -0.007902 \n", " ... ... ... ... ... ... ... ... \n", " 2746 -0.000093 -0.003669 3251.3971 -0.016009 ... -0.007370 0.000867 \n", " 2747 0.000231 0.002473 3245.3760 0.000576 ... -0.003920 -0.000093 \n", " 2748 -0.000682 -0.001761 3240.0568 0.022217 ... 0.003884 0.000231 \n", " 2749 0.008088 -0.001436 3261.2485 -0.005650 ... -0.004080 -0.000682 \n", " 2750 -0.005996 -0.001176 3272.8602 0.019636 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 1 0.000300 2283.6580 0.095397 0.003649 300183 2013-01-11 \n", " 2 -0.008375 2242.9970 0.074696 -0.017966 300183 2013-01-14 \n", " 3 0.000791 2311.7400 0.026584 0.030188 300183 2013-01-15 \n", " 4 0.005730 2325.6820 -0.002745 0.006013 300183 2013-01-16 \n", " 5 0.004930 2309.4990 -0.025449 -0.006983 300183 2013-01-17 \n", " ... ... ... ... ... ... ... \n", " 2746 -0.004280 3265.6537 0.014282 -0.006409 300183 2023-03-27 \n", " 2747 -0.003669 3251.3971 -0.016009 -0.004375 300183 2023-03-28 \n", " 2748 0.002473 3245.3760 0.000576 -0.001854 300183 2023-03-29 \n", " 2749 -0.001761 3240.0568 0.022217 -0.001640 300183 2023-03-30 \n", " 2750 -0.001436 3261.2485 -0.005650 0.006519 300183 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 1 24.87 201301 \n", " 2 25.54 201301 \n", " 3 25.47 201301 \n", " 4 24.83 201301 \n", " 5 24.30 201301 \n", " ... ... ... \n", " 2746 17.35 202303 \n", " 2747 17.36 202303 \n", " 2748 17.75 202303 \n", " 2749 17.65 202303 \n", " 2750 18.00 202303 \n", " \n", " [2750 rows x 26 columns],\n", " 300188: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 1 3.191797e+07 7.8098 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 2.843777e+07 4.7428 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 1.844206e+07 3.9200 0.000107 0.003885 0.002622 0.004782 \n", " 4 2.231921e+07 3.0390 0.000107 -0.016251 -0.004473 0.000358 \n", " 5 2.718184e+07 5.2101 0.000107 0.030524 0.002484 -0.001369 \n", " ... ... ... ... ... ... ... \n", " 2820 6.891946e+08 5.3393 0.000067 -0.006374 0.002265 -0.003920 \n", " 2821 8.657708e+08 5.2251 0.000067 0.000790 -0.005440 0.003884 \n", " 2822 1.160524e+09 12.0022 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2823 1.663216e+09 9.4379 0.000067 0.005986 -0.012989 -0.000733 \n", " 2824 1.645747e+09 7.7436 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 1 -0.001519 0.002452 2276.0700 0.054514 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 0.004812 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 -0.026344 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 -0.022846 ... 0.004782 -0.003027 \n", " 5 -0.002640 0.000791 2311.7400 0.033467 ... 0.000358 -0.000219 \n", " ... ... ... ... ... ... ... ... \n", " 2820 -0.000093 -0.003669 3251.3971 0.000556 ... -0.007370 0.000867 \n", " 2821 0.000231 0.002473 3245.3760 0.018723 ... -0.003920 -0.000093 \n", " 2822 -0.000682 -0.001761 3240.0568 0.056218 ... 0.003884 0.000231 \n", " 2823 0.008088 -0.001436 3261.2485 0.005657 ... -0.004080 -0.000682 \n", " 2824 -0.005996 -0.001176 3272.8602 0.060202 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 1 0.000641 2285.3640 0.005960 0.003670 300188 2013-01-08 \n", " 2 0.002452 2276.0700 0.054514 -0.004075 300188 2013-01-09 \n", " 3 -0.000336 2275.3400 0.004812 -0.000321 300188 2013-01-10 \n", " 4 0.000300 2283.6580 -0.026344 0.003649 300188 2013-01-11 \n", " 5 -0.008375 2242.9970 -0.022846 -0.017966 300188 2013-01-14 \n", " ... ... ... ... ... ... ... \n", " 2820 -0.004280 3265.6537 0.048429 -0.006409 300188 2023-03-27 \n", " 2821 -0.003669 3251.3971 0.000556 -0.004375 300188 2023-03-28 \n", " 2822 0.002473 3245.3760 0.018723 -0.001854 300188 2023-03-29 \n", " 2823 -0.001761 3240.0568 0.056218 -0.001640 300188 2023-03-30 \n", " 2824 -0.001436 3261.2485 0.005657 0.006519 300188 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 1 24.88 201301 \n", " 2 25.00 201301 \n", " 3 24.35 201301 \n", " 4 23.80 201301 \n", " 5 24.61 201301 \n", " ... ... ... \n", " 2820 17.99 202303 \n", " 2821 18.33 202303 \n", " 2822 19.39 202303 \n", " 2823 19.50 202303 \n", " 2824 20.71 202303 \n", " \n", " [2824 rows x 26 columns],\n", " 300209: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 1 73150652.14 5.9199 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 32828753.18 3.7375 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 18152158.85 2.2388 0.000107 0.003885 0.002622 0.004782 \n", " 4 32838066.54 4.7708 0.000107 -0.016251 -0.004473 0.000358 \n", " 5 29712224.97 6.0491 0.000107 0.030524 0.002484 -0.001369 \n", " ... ... ... ... ... ... ... \n", " 2141 45507178.80 5.2557 0.000067 0.001572 -0.003716 0.003047 \n", " 2142 55458063.00 4.4118 0.000067 0.011857 -0.007737 -0.001428 \n", " 2143 45820505.00 2.1212 0.000067 -0.002663 0.004595 -0.006423 \n", " 2144 69711272.91 5.7315 0.000067 -0.008624 0.002586 0.003854 \n", " 2145 72579864.98 5.2067 0.000067 0.004788 -0.003427 -0.000873 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 1 -0.001519 0.002452 2276.0700 -0.000911 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 -0.023053 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 -0.002802 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 -0.010343 ... 0.004782 -0.003027 \n", " 5 -0.002640 0.000791 2311.7400 0.027961 ... 0.000358 -0.000219 \n", " ... ... ... ... ... ... ... ... \n", " 2141 0.002617 -0.001663 3566.6539 -0.034686 ... 0.000020 -0.001338 \n", " 2142 0.003261 -0.002099 3607.5618 -0.029853 ... 0.003047 0.002617 \n", " 2143 0.001590 0.001388 3606.3722 0.004535 ... -0.001428 0.003261 \n", " 2144 0.002409 0.000780 3573.1779 -0.015198 ... -0.006423 0.001590 \n", " 2145 -0.001404 0.000744 3591.1970 0.022711 ... 0.003854 0.002409 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 1 0.000641 2285.3640 0.095492 0.003670 300209 2013-01-08 \n", " 2 0.002452 2276.0700 -0.000911 -0.004075 300209 2013-01-09 \n", " 3 -0.000336 2275.3400 -0.023053 -0.000321 300209 2013-01-10 \n", " 4 0.000300 2283.6580 -0.002802 0.003649 300209 2013-01-11 \n", " 5 -0.008375 2242.9970 -0.010343 -0.017966 300209 2013-01-14 \n", " ... ... ... ... ... ... ... \n", " 2141 0.004640 3566.2199 -0.001419 0.002473 300209 2021-06-24 \n", " 2142 -0.001663 3566.6539 -0.034686 0.000122 300209 2021-06-25 \n", " 2143 -0.002099 3607.5618 -0.029853 0.011404 300209 2021-06-28 \n", " 2144 0.001388 3606.3722 0.004535 -0.000330 300209 2021-06-29 \n", " 2145 0.000780 3573.1779 -0.015198 -0.009247 300209 2021-06-30 \n", " \n", " stkclose YYYYmm \n", " 1 10.97 201301 \n", " 2 10.72 201301 \n", " 3 10.69 201301 \n", " 4 10.58 201301 \n", " 5 10.88 201301 \n", " ... ... ... \n", " 2141 6.80 202106 \n", " 2142 6.60 202106 \n", " 2143 6.63 202106 \n", " 2144 6.53 202106 \n", " 2145 6.68 202106 \n", " \n", " [2145 rows x 26 columns],\n", " 300212: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 1 1.324059e+08 4.5853 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 1.059713e+08 9.0829 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 6.261296e+07 5.1552 0.000107 0.003885 0.002622 0.004782 \n", " 4 5.504235e+07 3.7960 0.000107 -0.016251 -0.004473 0.000358 \n", " 5 7.894972e+07 8.2184 0.000107 0.030524 0.002484 -0.001369 \n", " ... ... ... ... ... ... ... \n", " 2704 2.825915e+09 5.9671 0.000067 -0.006374 0.002265 -0.003920 \n", " 2705 4.259417e+09 22.2379 0.000067 0.000790 -0.005440 0.003884 \n", " 2706 3.237215e+09 6.2580 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2707 2.767946e+09 9.1426 0.000067 0.005986 -0.012989 -0.000733 \n", " 2708 2.215630e+09 7.7854 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 1 -0.001519 0.002452 2276.0700 -0.009685 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 0.062029 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 -0.021856 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 -0.014266 ... 0.004782 -0.003027 \n", " 5 -0.002640 0.000791 2311.7400 0.048516 ... 0.000358 -0.000219 \n", " ... ... ... ... ... ... ... ... \n", " 2704 -0.000093 -0.003669 3251.3971 0.019978 ... -0.007370 0.000867 \n", " 2705 0.000231 0.002473 3245.3760 0.100971 ... -0.003920 -0.000093 \n", " 2706 -0.000682 -0.001761 3240.0568 -0.011044 ... 0.003884 0.000231 \n", " 2707 0.008088 -0.001436 3261.2485 -0.063162 ... -0.004080 -0.000682 \n", " 2708 -0.005996 -0.001176 3272.8602 0.039908 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 1 0.000641 2285.3640 0.067659 0.003670 300212 2013-01-08 \n", " 2 0.002452 2276.0700 -0.009685 -0.004075 300212 2013-01-09 \n", " 3 -0.000336 2275.3400 0.062029 -0.000321 300212 2013-01-10 \n", " 4 0.000300 2283.6580 -0.021856 0.003649 300212 2013-01-11 \n", " 5 -0.008375 2242.9970 -0.014266 -0.017966 300212 2013-01-14 \n", " ... ... ... ... ... ... ... \n", " 2704 -0.004280 3265.6537 0.068293 -0.006409 300212 2023-03-27 \n", " 2705 -0.003669 3251.3971 0.019978 -0.004375 300212 2023-03-28 \n", " 2706 0.002473 3245.3760 0.100971 -0.001854 300212 2023-03-29 \n", " 2707 -0.001761 3240.0568 -0.011044 -0.001640 300212 2023-03-30 \n", " 2708 -0.001436 3261.2485 -0.063162 0.006519 300212 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 1 33.91 201301 \n", " 2 36.08 201301 \n", " 3 35.30 201301 \n", " 4 34.80 201301 \n", " 5 36.53 201301 \n", " ... ... ... \n", " 2704 35.39 202303 \n", " 2705 39.15 202303 \n", " 2706 38.72 202303 \n", " 2707 36.35 202303 \n", " 2708 37.83 202303 \n", " \n", " [2708 rows x 26 columns],\n", " 300226: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 1 2.442845e+07 9.8784 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 2.404917e+07 6.6810 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 1.167386e+07 2.6407 0.000107 0.003885 0.002622 0.004782 \n", " 4 1.155735e+07 3.0928 0.000107 -0.016251 -0.004473 0.000358 \n", " 5 8.025786e+06 5.3408 0.000107 0.030524 0.002484 -0.001369 \n", " ... ... ... ... ... ... ... \n", " 2752 5.234002e+08 8.8140 0.000067 -0.006374 0.002265 -0.003920 \n", " 2753 4.384413e+08 5.5231 0.000067 0.000790 -0.005440 0.003884 \n", " 2754 3.030973e+08 5.0843 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2755 2.450767e+08 3.7653 0.000067 0.005986 -0.012989 -0.000733 \n", " 2756 2.407045e+08 4.9876 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 1 -0.001519 0.002452 2276.0700 0.056145 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 0.033207 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 0.011057 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 -0.022239 ... 0.004782 -0.003027 \n", " 5 -0.002640 0.000791 2311.7400 0.027722 ... 0.000358 -0.000219 \n", " ... ... ... ... ... ... ... ... \n", " 2752 -0.000093 -0.003669 3251.3971 0.064773 ... -0.007370 0.000867 \n", " 2753 0.000231 0.002473 3245.3760 -0.043527 ... -0.003920 -0.000093 \n", " 2754 -0.000682 -0.001761 3240.0568 -0.000244 ... 0.003884 0.000231 \n", " 2755 0.008088 -0.001436 3261.2485 -0.014779 ... -0.004080 -0.000682 \n", " 2756 -0.005996 -0.001176 3272.8602 0.014289 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 1 0.000641 2285.3640 0.035580 0.003670 300226 2013-01-08 \n", " 2 0.002452 2276.0700 0.056145 -0.004075 300226 2013-01-09 \n", " 3 -0.000336 2275.3400 0.033207 -0.000321 300226 2013-01-10 \n", " 4 0.000300 2283.6580 0.011057 0.003649 300226 2013-01-11 \n", " 5 -0.008375 2242.9970 -0.022239 -0.017966 300226 2013-01-14 \n", " ... ... ... ... ... ... ... \n", " 2752 -0.004280 3265.6537 -0.008701 -0.006409 300226 2023-03-27 \n", " 2753 -0.003669 3251.3971 0.064773 -0.004375 300226 2023-03-28 \n", " 2754 0.002473 3245.3760 -0.043527 -0.001854 300226 2023-03-29 \n", " 2755 -0.001761 3240.0568 -0.000244 -0.001640 300226 2023-03-30 \n", " 2756 -0.001436 3261.2485 -0.014779 0.006519 300226 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 1 13.92 201301 \n", " 2 14.39 201301 \n", " 3 14.55 201301 \n", " 4 14.23 201301 \n", " 5 14.63 201301 \n", " ... ... ... \n", " 2752 42.73 202303 \n", " 2753 40.91 202303 \n", " 2754 40.90 202303 \n", " 2755 40.30 202303 \n", " 2756 40.88 202303 \n", " \n", " [2756 rows x 26 columns],\n", " 300229: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 1 1.316038e+07 3.7555 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 1.844822e+07 3.4635 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 1.032500e+07 2.7146 0.000107 0.003885 0.002622 0.004782 \n", " 4 9.898655e+06 2.0334 0.000107 -0.016251 -0.004473 0.000358 \n", " 5 2.293525e+07 3.6765 0.000107 0.030524 0.002484 -0.001369 \n", " ... ... ... ... ... ... ... \n", " 2707 4.689685e+09 11.2426 0.000067 -0.006374 0.002265 -0.003920 \n", " 2708 4.457024e+09 10.5461 0.000067 0.000790 -0.005440 0.003884 \n", " 2709 4.924378e+09 10.2273 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2710 4.241864e+09 7.7703 0.000067 0.005986 -0.012989 -0.000733 \n", " 2711 4.725599e+09 10.9429 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 1 -0.001519 0.002452 2276.0700 -0.000737 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 0.004412 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 0.010219 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 -0.012423 ... 0.004782 -0.003027 \n", " 5 -0.002640 0.000791 2311.7400 0.026842 ... 0.000358 -0.000219 \n", " ... ... ... ... ... ... ... ... \n", " 2707 -0.000093 -0.003669 3251.3971 0.019646 ... -0.007370 0.000867 \n", " 2708 0.000231 0.002473 3245.3760 0.020940 ... -0.003920 -0.000093 \n", " 2709 -0.000682 -0.001761 3240.0568 -0.010753 ... 0.003884 0.000231 \n", " 2710 0.008088 -0.001436 3261.2485 -0.018412 ... -0.004080 -0.000682 \n", " 2711 -0.005996 -0.001176 3272.8602 0.085375 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 1 0.000641 2285.3640 -0.016070 0.003670 300229 2013-01-08 \n", " 2 0.002452 2276.0700 -0.000737 -0.004075 300229 2013-01-09 \n", " 3 -0.000336 2275.3400 0.004412 -0.000321 300229 2013-01-10 \n", " 4 0.000300 2283.6580 0.010219 0.003649 300229 2013-01-11 \n", " 5 -0.008375 2242.9970 -0.012423 -0.017966 300229 2013-01-14 \n", " ... ... ... ... ... ... ... \n", " 2707 -0.004280 3265.6537 0.048129 -0.006409 300229 2023-03-27 \n", " 2708 -0.003669 3251.3971 0.019646 -0.004375 300229 2023-03-28 \n", " 2709 0.002473 3245.3760 0.020940 -0.001854 300229 2023-03-29 \n", " 2710 -0.001761 3240.0568 -0.010753 -0.001640 300229 2023-03-30 \n", " 2711 -0.001436 3261.2485 -0.018412 0.006519 300229 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 1 13.57 201301 \n", " 2 13.63 201301 \n", " 3 13.77 201301 \n", " 4 13.60 201301 \n", " 5 13.97 201301 \n", " ... ... ... \n", " 2707 29.30 202303 \n", " 2708 29.92 202303 \n", " 2709 29.60 202303 \n", " 2710 29.06 202303 \n", " 2711 31.65 202303 \n", " \n", " [2711 rows x 26 columns],\n", " 300231: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 1 5.514887e+07 3.5573 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 5.092598e+07 4.0000 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 4.125669e+07 2.1592 0.000107 0.003885 0.002622 0.004782 \n", " 4 4.967057e+07 4.9366 0.000107 -0.016251 -0.004473 0.000358 \n", " 5 4.916740e+07 5.4608 0.000107 0.030524 0.002484 -0.001369 \n", " ... ... ... ... ... ... ... \n", " 2846 2.645995e+08 4.7619 0.000067 -0.006374 0.002265 -0.003920 \n", " 2847 1.494463e+08 2.5768 0.000067 0.000790 -0.005440 0.003884 \n", " 2848 1.457131e+08 3.2454 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2849 1.957570e+08 4.7716 0.000067 0.005986 -0.012989 -0.000733 \n", " 2850 1.474983e+08 5.8017 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 1 -0.001519 0.002452 2276.0700 -0.011929 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 -0.012073 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 0.011406 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 -0.022943 ... 0.004782 -0.003027 \n", " 5 -0.002640 0.000791 2311.7400 0.033560 ... 0.000358 -0.000219 \n", " ... ... ... ... ... ... ... ... \n", " 2846 -0.000093 -0.003669 3251.3971 -0.019628 ... -0.007370 0.000867 \n", " 2847 0.000231 0.002473 3245.3760 -0.023059 ... -0.003920 -0.000093 \n", " 2848 -0.000682 -0.001761 3240.0568 -0.001015 ... 0.003884 0.000231 \n", " 2849 0.008088 -0.001436 3261.2485 -0.038287 ... -0.004080 -0.000682 \n", " 2850 -0.005996 -0.001176 3272.8602 0.036255 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 1 0.000641 2285.3640 -0.002632 0.003670 300231 2013-01-08 \n", " 2 0.002452 2276.0700 -0.011929 -0.004075 300231 2013-01-09 \n", " 3 -0.000336 2275.3400 -0.012073 -0.000321 300231 2013-01-10 \n", " 4 0.000300 2283.6580 0.011406 0.003649 300231 2013-01-11 \n", " 5 -0.008375 2242.9970 -0.022943 -0.017966 300231 2013-01-14 \n", " ... ... ... ... ... ... ... \n", " 2846 -0.004280 3265.6537 0.011730 -0.006409 300231 2023-03-27 \n", " 2847 -0.003669 3251.3971 -0.019628 -0.004375 300231 2023-03-28 \n", " 2848 0.002473 3245.3760 -0.023059 -0.001854 300231 2023-03-29 \n", " 2849 -0.001761 3240.0568 -0.001015 -0.001640 300231 2023-03-30 \n", " 2850 -0.001436 3261.2485 -0.038287 0.006519 300231 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 1 15.00 201301 \n", " 2 14.82 201301 \n", " 3 14.99 201301 \n", " 4 14.65 201301 \n", " 5 15.15 201301 \n", " ... ... ... \n", " 2846 10.09 202303 \n", " 2847 9.86 202303 \n", " 2848 9.85 202303 \n", " 2849 9.48 202303 \n", " 2850 9.83 202303 \n", " \n", " [2850 rows x 26 columns],\n", " 300235: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 1 2.347101e+07 3.8855 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 2.315208e+07 4.0000 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 1.679695e+07 3.7374 0.000107 0.003885 0.002622 0.004782 \n", " 4 1.442635e+07 5.1587 0.000107 -0.016251 -0.004473 0.000358 \n", " 5 1.692453e+07 5.0412 0.000107 0.030524 0.002484 -0.001369 \n", " ... ... ... ... ... ... ... \n", " 2347 3.324539e+08 5.6467 0.000067 -0.006374 0.002265 -0.003920 \n", " 2348 3.412722e+08 8.6349 0.000067 0.000790 -0.005440 0.003884 \n", " 2349 2.388418e+08 6.1265 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2350 1.759765e+08 3.8309 0.000067 0.005986 -0.012989 -0.000733 \n", " 2351 2.286716e+08 5.2203 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 1 -0.001519 0.002452 2276.0700 0.022246 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 -0.010050 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 0.018019 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 -0.036368 ... 0.004782 -0.003027 \n", " 5 -0.002640 0.000791 2311.7400 0.036368 ... 0.000358 -0.000219 \n", " ... ... ... ... ... ... ... ... \n", " 2347 -0.000093 -0.003669 3251.3971 0.033573 ... -0.007370 0.000867 \n", " 2348 0.000231 0.002473 3245.3760 -0.036862 ... -0.003920 -0.000093 \n", " 2349 -0.000682 -0.001761 3240.0568 -0.002639 ... 0.003884 0.000231 \n", " 2350 0.008088 -0.001436 3261.2485 -0.026097 ... -0.004080 -0.000682 \n", " 2351 -0.005996 -0.001176 3272.8602 0.047013 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 1 0.000641 2285.3640 0.019619 0.003670 300235 2013-01-08 \n", " 2 0.002452 2276.0700 0.022246 -0.004075 300235 2013-01-09 \n", " 3 -0.000336 2275.3400 -0.010050 -0.000321 300235 2013-01-10 \n", " 4 0.000300 2283.6580 0.018019 0.003649 300235 2013-01-11 \n", " 5 -0.008375 2242.9970 -0.036368 -0.017966 300235 2013-01-14 \n", " ... ... ... ... ... ... ... \n", " 2347 -0.004280 3265.6537 -0.046192 -0.006409 300235 2023-03-27 \n", " 2348 -0.003669 3251.3971 0.033573 -0.004375 300235 2023-03-28 \n", " 2349 0.002473 3245.3760 -0.036862 -0.001854 300235 2023-03-29 \n", " 2350 -0.001761 3240.0568 -0.002639 -0.001640 300235 2023-03-30 \n", " 2351 -0.001436 3261.2485 -0.026097 0.006519 300235 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 1 10.00 201301 \n", " 2 9.90 201301 \n", " 3 10.08 201301 \n", " 4 9.72 201301 \n", " 5 10.08 201301 \n", " ... ... ... \n", " 2347 15.75 202303 \n", " 2348 15.18 202303 \n", " 2349 15.14 202303 \n", " 2350 14.75 202303 \n", " 2351 15.46 202303 \n", " \n", " [2351 rows x 26 columns],\n", " 300245: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 1 6.438725e+07 4.9456 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 4.708640e+07 3.8797 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 1.024693e+08 7.1146 0.000107 0.003885 0.002622 0.004782 \n", " 4 7.130793e+07 4.8553 0.000107 -0.016251 -0.004473 0.000358 \n", " 5 6.682549e+07 6.5217 0.000107 0.030524 0.002484 -0.001369 \n", " ... ... ... ... ... ... ... \n", " 2827 2.860820e+08 5.4054 0.000067 -0.006374 0.002265 -0.003920 \n", " 2828 2.638268e+08 4.8803 0.000067 0.000790 -0.005440 0.003884 \n", " 2829 1.638921e+08 3.7718 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2830 1.585189e+08 4.6154 0.000067 0.005986 -0.012989 -0.000733 \n", " 2831 1.223403e+08 4.2254 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 1 -0.001519 0.002452 2276.0700 0.019589 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 -0.018601 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 0.056664 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 -0.056664 ... 0.004782 -0.003027 \n", " 5 -0.002640 0.000791 2311.7400 0.038765 ... 0.000358 -0.000219 \n", " ... ... ... ... ... ... ... ... \n", " 2827 -0.000093 -0.003669 3251.3971 0.047134 ... -0.007370 0.000867 \n", " 2828 0.000231 0.002473 3245.3760 -0.049066 ... -0.003920 -0.000093 \n", " 2829 -0.000682 -0.001761 3240.0568 0.005786 ... 0.003884 0.000231 \n", " 2830 0.008088 -0.001436 3261.2485 -0.045239 ... -0.004080 -0.000682 \n", " 2831 -0.005996 -0.001176 3272.8602 0.022875 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 1 0.000641 2285.3640 0.016958 0.003670 300245 2013-01-08 \n", " 2 0.002452 2276.0700 0.019589 -0.004075 300245 2013-01-09 \n", " 3 -0.000336 2275.3400 -0.018601 -0.000321 300245 2013-01-10 \n", " 4 0.000300 2283.6580 0.056664 0.003649 300245 2013-01-11 \n", " 5 -0.008375 2242.9970 -0.056664 -0.017966 300245 2013-01-14 \n", " ... ... ... ... ... ... ... \n", " 2827 -0.004280 3265.6537 0.008725 -0.006409 300245 2023-03-27 \n", " 2828 -0.003669 3251.3971 0.047134 -0.004375 300245 2023-03-28 \n", " 2829 0.002473 3245.3760 -0.049066 -0.001854 300245 2023-03-29 \n", " 2830 -0.001761 3240.0568 0.005786 -0.001640 300245 2023-03-30 \n", " 2831 -0.001436 3261.2485 -0.045239 0.006519 300245 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 1 10.31 201301 \n", " 2 10.12 201301 \n", " 3 10.71 201301 \n", " 4 10.12 201301 \n", " 5 10.52 201301 \n", " ... ... ... \n", " 2827 10.86 202303 \n", " 2828 10.34 202303 \n", " 2829 10.40 202303 \n", " 2830 9.94 202303 \n", " 2831 10.17 202303 \n", " \n", " [2831 rows x 26 columns],\n", " 300248: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 1 2.246499e+07 4.8027 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 1.819906e+07 3.0227 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 1.431948e+07 2.3789 0.000107 0.003885 0.002622 0.004782 \n", " 4 3.005950e+07 3.7879 0.000107 -0.016251 -0.004473 0.000358 \n", " 5 2.707027e+07 4.4764 0.000107 0.030524 0.002484 -0.001369 \n", " ... ... ... ... ... ... ... \n", " 2684 4.357330e+08 12.6913 0.000067 -0.006374 0.002265 -0.003920 \n", " 2685 3.952875e+08 8.1531 0.000067 0.000790 -0.005440 0.003884 \n", " 2686 7.672691e+08 14.2110 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2687 5.196228e+08 6.2645 0.000067 0.005986 -0.012989 -0.000733 \n", " 2688 3.662820e+08 4.9513 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 1 -0.001519 0.002452 2276.0700 0.021214 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 -0.011824 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 0.009302 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 -0.003373 ... 0.004782 -0.003027 \n", " 5 -0.002640 0.000791 2311.7400 0.036488 ... 0.000358 -0.000219 \n", " ... ... ... ... ... ... ... ... \n", " 2684 -0.000093 -0.003669 3251.3971 0.078726 ... -0.007370 0.000867 \n", " 2685 0.000231 0.002473 3245.3760 -0.046837 ... -0.003920 -0.000093 \n", " 2686 -0.000682 -0.001761 3240.0568 0.119815 ... 0.003884 0.000231 \n", " 2687 0.008088 -0.001436 3261.2485 -0.048326 ... -0.004080 -0.000682 \n", " 2688 -0.005996 -0.001176 3272.8602 -0.012250 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 1 0.000641 2285.3640 0.022551 0.003670 300248 2013-01-08 \n", " 2 0.002452 2276.0700 0.021214 -0.004075 300248 2013-01-09 \n", " 3 -0.000336 2275.3400 -0.011824 -0.000321 300248 2013-01-10 \n", " 4 0.000300 2283.6580 0.009302 0.003649 300248 2013-01-11 \n", " 5 -0.008375 2242.9970 -0.003373 -0.017966 300248 2013-01-14 \n", " ... ... ... ... ... ... ... \n", " 2684 -0.004280 3265.6537 0.000000 -0.006409 300248 2023-03-27 \n", " 2685 -0.003669 3251.3971 0.078726 -0.004375 300248 2023-03-28 \n", " 2686 0.002473 3245.3760 -0.046837 -0.001854 300248 2023-03-29 \n", " 2687 -0.001761 3240.0568 0.119815 -0.001640 300248 2023-03-30 \n", " 2688 -0.001436 3261.2485 -0.048326 0.006519 300248 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 1 11.91 201301 \n", " 2 11.77 201301 \n", " 3 11.88 201301 \n", " 4 11.84 201301 \n", " 5 12.28 201301 \n", " ... ... ... \n", " 2684 12.02 202303 \n", " 2685 11.47 202303 \n", " 2686 12.93 202303 \n", " 2687 12.32 202303 \n", " 2688 12.17 202303 \n", " \n", " [2688 rows x 26 columns],\n", " 300253: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 1 3.044639e+07 3.1496 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 2.359761e+07 3.9234 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 4.761371e+07 4.0377 0.000107 0.003885 0.002622 0.004782 \n", " 4 3.797161e+07 5.6505 0.000107 -0.016251 -0.004473 0.000358 \n", " 5 3.332136e+07 5.4422 0.000107 0.030524 0.002484 -0.001369 \n", " ... ... ... ... ... ... ... \n", " 2747 1.162440e+09 11.2918 0.000067 -0.006374 0.002265 -0.003920 \n", " 2748 1.240741e+09 7.4853 0.000067 0.000790 -0.005440 0.003884 \n", " 2749 7.821776e+08 4.7967 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2750 4.704735e+08 3.0833 0.000067 0.005986 -0.012989 -0.000733 \n", " 2751 1.760175e+09 19.2042 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 1 -0.001519 0.002452 2276.0700 0.015169 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 0.016739 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 0.023937 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 -0.034763 ... 0.004782 -0.003027 \n", " 5 -0.002640 0.000791 2311.7400 0.026847 ... 0.000358 -0.000219 \n", " ... ... ... ... ... ... ... ... \n", " 2747 -0.000093 -0.003669 3251.3971 0.071459 ... -0.007370 0.000867 \n", " 2748 0.000231 0.002473 3245.3760 0.033902 ... -0.003920 -0.000093 \n", " 2749 -0.000682 -0.001761 3240.0568 -0.024693 ... 0.003884 0.000231 \n", " 2750 0.008088 -0.001436 3261.2485 -0.037356 ... -0.004080 -0.000682 \n", " 2751 -0.005996 -0.001176 3272.8602 0.182177 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 1 0.000641 2285.3640 -0.006003 0.003670 300253 2013-01-08 \n", " 2 0.002452 2276.0700 0.015169 -0.004075 300253 2013-01-09 \n", " 3 -0.000336 2275.3400 0.016739 -0.000321 300253 2013-01-10 \n", " 4 0.000300 2283.6580 0.023937 0.003649 300253 2013-01-11 \n", " 5 -0.008375 2242.9970 -0.034763 -0.017966 300253 2013-01-14 \n", " ... ... ... ... ... ... ... \n", " 2747 -0.004280 3265.6537 -0.025860 -0.006409 300253 2023-03-27 \n", " 2748 -0.003669 3251.3971 0.071459 -0.004375 300253 2023-03-28 \n", " 2749 0.002473 3245.3760 0.033902 -0.001854 300253 2023-03-29 \n", " 2750 -0.001761 3240.0568 -0.024693 -0.001640 300253 2023-03-30 \n", " 2751 -0.001436 3261.2485 -0.037356 0.006519 300253 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 1 21.92 201301 \n", " 2 22.29 201301 \n", " 3 22.83 201301 \n", " 4 22.05 201301 \n", " 5 22.65 201301 \n", " ... ... ... \n", " 2747 11.89 202303 \n", " 2748 12.30 202303 \n", " 2749 12.00 202303 \n", " 2750 11.56 202303 \n", " 2751 13.87 202303 \n", " \n", " [2751 rows x 26 columns],\n", " 300264: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 1 2.453770e+07 3.3871 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 2.089079e+07 2.6941 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 2.642809e+07 2.5397 0.000107 0.003885 0.002622 0.004782 \n", " 4 3.618197e+07 4.9767 0.000107 -0.016251 -0.004473 0.000358 \n", " 5 2.426600e+07 5.1037 0.000107 0.030524 0.002484 -0.001369 \n", " ... ... ... ... ... ... ... \n", " 2473 2.907256e+08 4.1611 0.000067 -0.006374 0.002265 -0.003920 \n", " 2474 1.790920e+08 3.2742 0.000067 0.000790 -0.005440 0.003884 \n", " 2475 1.331365e+08 3.3520 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2476 1.291832e+08 3.9381 0.000067 0.005986 -0.012989 -0.000733 \n", " 2477 1.588547e+08 4.7688 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 1 -0.001519 0.002452 2276.0700 0.017586 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 -0.001586 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 0.020425 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 -0.025198 ... 0.004782 -0.003027 \n", " 5 -0.002640 0.000791 2311.7400 0.034486 ... 0.000358 -0.000219 \n", " ... ... ... ... ... ... ... ... \n", " 2473 -0.000093 -0.003669 3251.3971 -0.016239 ... -0.007370 0.000867 \n", " 2474 0.000231 0.002473 3245.3760 -0.023466 ... -0.003920 -0.000093 \n", " 2475 -0.000682 -0.001761 3240.0568 -0.007008 ... 0.003884 0.000231 \n", " 2476 0.008088 -0.001436 3261.2485 -0.027086 ... -0.004080 -0.000682 \n", " 2477 -0.005996 -0.001176 3272.8602 0.034094 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 1 0.000641 2285.3640 0.016261 0.003670 300264 2013-01-08 \n", " 2 0.002452 2276.0700 0.017586 -0.004075 300264 2013-01-09 \n", " 3 -0.000336 2275.3400 -0.001586 -0.000321 300264 2013-01-10 \n", " 4 0.000300 2283.6580 0.020425 0.003649 300264 2013-01-11 \n", " 5 -0.008375 2242.9970 -0.025198 -0.017966 300264 2013-01-14 \n", " ... ... ... ... ... ... ... \n", " 2473 -0.004280 3265.6537 0.020340 -0.006409 300264 2023-03-27 \n", " 2474 -0.003669 3251.3971 -0.016239 -0.004375 300264 2023-03-28 \n", " 2475 0.002473 3245.3760 -0.023466 -0.001854 300264 2023-03-29 \n", " 2476 -0.001761 3240.0568 -0.007008 -0.001640 300264 2023-03-30 \n", " 2477 -0.001436 3261.2485 -0.027086 0.006519 300264 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 1 6.31 201301 \n", " 2 6.30 201301 \n", " 3 6.43 201301 \n", " 4 6.27 201301 \n", " 5 6.49 201301 \n", " ... ... ... \n", " 2473 7.33 202303 \n", " 2474 7.16 202303 \n", " 2475 7.11 202303 \n", " 2476 6.92 202303 \n", " 2477 7.16 202303 \n", " \n", " [2477 rows x 26 columns],\n", " 300271: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 1 6.832846e+07 5.2856 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 4.613629e+07 4.1459 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 6.037879e+07 3.6575 0.000107 0.003885 0.002622 0.004782 \n", " 4 6.113224e+07 5.4972 0.000107 -0.016251 -0.004473 0.000358 \n", " 5 5.230995e+07 5.1452 0.000107 0.030524 0.002484 -0.001369 \n", " ... ... ... ... ... ... ... \n", " 2573 5.213709e+08 7.2906 0.000067 -0.006374 0.002265 -0.003920 \n", " 2574 3.748798e+08 8.9804 0.000067 0.000790 -0.005440 0.003884 \n", " 2575 2.932590e+08 5.0388 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2576 2.301429e+08 3.5714 0.000067 0.005986 -0.012989 -0.000733 \n", " 2577 2.156705e+08 5.5838 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 1 -0.001519 0.002452 2276.0700 0.027745 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 -0.002491 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 0.027871 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 -0.026210 ... 0.004782 -0.003027 \n", " 5 -0.002640 0.000791 2311.7400 0.043838 ... 0.000358 -0.000219 \n", " ... ... ... ... ... ... ... ... \n", " 2573 -0.000093 -0.003669 3251.3971 0.051835 ... -0.007370 0.000867 \n", " 2574 0.000231 0.002473 3245.3760 -0.035225 ... -0.003920 -0.000093 \n", " 2575 -0.000682 -0.001761 3240.0568 -0.023530 ... 0.003884 0.000231 \n", " 2576 0.008088 -0.001436 3261.2485 -0.023082 ... -0.004080 -0.000682 \n", " 2577 -0.005996 -0.001176 3272.8602 0.036875 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 1 0.000641 2285.3640 0.020673 0.003670 300271 2013-01-08 \n", " 2 0.002452 2276.0700 0.027745 -0.004075 300271 2013-01-09 \n", " 3 -0.000336 2275.3400 -0.002491 -0.000321 300271 2013-01-10 \n", " 4 0.000300 2283.6580 0.027871 0.003649 300271 2013-01-11 \n", " 5 -0.008375 2242.9970 -0.026210 -0.017966 300271 2013-01-14 \n", " ... ... ... ... ... ... ... \n", " 2573 -0.004280 3265.6537 0.001972 -0.006409 300271 2023-03-27 \n", " 2574 -0.003669 3251.3971 0.051835 -0.004375 300271 2023-03-28 \n", " 2575 0.002473 3245.3760 -0.035225 -0.001854 300271 2023-03-29 \n", " 2576 -0.001761 3240.0568 -0.023530 -0.001640 300271 2023-03-30 \n", " 2577 -0.001436 3261.2485 -0.023082 0.006519 300271 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 1 12.06 201301 \n", " 2 12.03 201301 \n", " 3 12.37 201301 \n", " 4 12.05 201301 \n", " 5 12.59 201301 \n", " ... ... ... \n", " 2573 10.69 202303 \n", " 2574 10.32 202303 \n", " 2575 10.08 202303 \n", " 2576 9.85 202303 \n", " 2577 10.22 202303 \n", " \n", " [2577 rows x 26 columns],\n", " 300275: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 1 3.581596e+07 8.7975 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 3.972792e+07 5.3748 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 6.516855e+07 5.6584 0.000107 0.003885 0.002622 0.004782 \n", " 4 4.374741e+07 3.7402 0.000107 -0.016251 -0.004473 0.000358 \n", " 5 4.230875e+07 4.8864 0.000107 0.030524 0.002484 -0.001369 \n", " ... ... ... ... ... ... ... \n", " 2754 4.473010e+08 17.2566 0.000067 -0.006374 0.002265 -0.003920 \n", " 2755 8.440021e+08 21.3107 0.000067 0.000790 -0.005440 0.003884 \n", " 2756 5.064804e+08 5.0596 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2757 2.686752e+08 7.7549 0.000067 0.005986 -0.012989 -0.000733 \n", " 2758 2.659003e+08 7.4107 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 1 -0.001519 0.002452 2276.0700 0.049467 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 0.027053 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 0.045565 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 -0.011972 ... 0.004782 -0.003027 \n", " 5 -0.002640 0.000791 2311.7400 0.012992 ... 0.000358 -0.000219 \n", " ... ... ... ... ... ... ... ... \n", " 2754 -0.000093 -0.003669 3251.3971 0.130485 ... -0.007370 0.000867 \n", " 2755 0.000231 0.002473 3245.3760 0.165597 ... -0.003920 -0.000093 \n", " 2756 -0.000682 -0.001761 3240.0568 -0.040719 ... 0.003884 0.000231 \n", " 2757 0.008088 -0.001436 3261.2485 -0.029126 ... -0.004080 -0.000682 \n", " 2758 -0.005996 -0.001176 3272.8602 0.013147 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 1 0.000641 2285.3640 -0.006510 0.003670 300275 2013-01-08 \n", " 2 0.002452 2276.0700 0.049467 -0.004075 300275 2013-01-09 \n", " 3 -0.000336 2275.3400 0.027053 -0.000321 300275 2013-01-10 \n", " 4 0.000300 2283.6580 0.045565 0.003649 300275 2013-01-11 \n", " 5 -0.008375 2242.9970 -0.011972 -0.017966 300275 2013-01-14 \n", " ... ... ... ... ... ... ... \n", " 2754 -0.004280 3265.6537 0.003324 -0.006409 300275 2023-03-27 \n", " 2755 -0.003669 3251.3971 0.130485 -0.004375 300275 2023-03-28 \n", " 2756 0.002473 3245.3760 0.165597 -0.001854 300275 2023-03-29 \n", " 2757 -0.001761 3240.0568 -0.040719 -0.001640 300275 2023-03-30 \n", " 2758 -0.001436 3261.2485 -0.029126 0.006519 300275 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 1 27.35 201301 \n", " 2 28.10 201301 \n", " 3 29.41 201301 \n", " 4 29.06 201301 \n", " 5 29.44 201301 \n", " ... ... ... \n", " 2754 20.60 202303 \n", " 2755 24.31 202303 \n", " 2756 23.34 202303 \n", " 2757 22.67 202303 \n", " 2758 22.97 202303 \n", " \n", " [2758 rows x 26 columns],\n", " 300277: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 1 26546316.12 3.9062 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 21636038.84 3.3149 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 18471225.29 2.9412 0.000107 0.003885 0.002622 0.004782 \n", " 4 33207570.44 3.9046 0.000107 -0.016251 -0.004473 0.000358 \n", " 5 45554250.26 7.2961 0.000107 0.030524 0.002484 -0.001369 \n", " ... ... ... ... ... ... ... \n", " 2694 55937359.95 3.3776 0.000067 -0.006374 0.002265 -0.003920 \n", " 2695 33905866.45 3.4105 0.000067 0.000790 -0.005440 0.003884 \n", " 2696 39244362.79 2.4752 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2697 37604978.00 2.6087 0.000067 0.005986 -0.012989 -0.000733 \n", " 2698 38420080.00 3.7975 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 1 -0.001519 0.002452 2276.0700 0.009995 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 0.014262 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 0.004348 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 0.010788 ... 0.004782 -0.003027 \n", " 5 -0.002640 0.000791 2311.7400 0.056324 ... 0.000358 -0.000219 \n", " ... ... ... ... ... ... ... ... \n", " 2694 -0.000093 -0.003669 3251.3971 -0.009697 ... -0.007370 0.000867 \n", " 2695 0.000231 0.002473 3245.3760 -0.015961 ... -0.003920 -0.000093 \n", " 2696 -0.000682 -0.001761 3240.0568 -0.003720 ... 0.003884 0.000231 \n", " 2697 0.008088 -0.001436 3261.2485 -0.018809 ... -0.004080 -0.000682 \n", " 2698 -0.005996 -0.001176 3272.8602 0.020051 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 1 0.000641 2285.3640 0.038685 0.003670 300277 2013-01-08 \n", " 2 0.002452 2276.0700 0.009995 -0.004075 300277 2013-01-09 \n", " 3 -0.000336 2275.3400 0.014262 -0.000321 300277 2013-01-10 \n", " 4 0.000300 2283.6580 0.004348 0.003649 300277 2013-01-11 \n", " 5 -0.008375 2242.9970 0.010788 -0.017966 300277 2013-01-14 \n", " ... ... ... ... ... ... ... \n", " 2694 -0.004280 3265.6537 0.013358 -0.006409 300277 2023-03-27 \n", " 2695 -0.003669 3251.3971 -0.009697 -0.004375 300277 2023-03-28 \n", " 2696 0.002473 3245.3760 -0.015961 -0.001854 300277 2023-03-29 \n", " 2697 -0.001761 3240.0568 -0.003720 -0.001640 300277 2023-03-30 \n", " 2698 -0.001436 3261.2485 -0.018809 0.006519 300277 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 1 9.05 201301 \n", " 2 9.18 201301 \n", " 3 9.22 201301 \n", " 4 9.32 201301 \n", " 5 9.86 201301 \n", " ... ... ... \n", " 2694 8.21 202303 \n", " 2695 8.08 202303 \n", " 2696 8.05 202303 \n", " 2697 7.90 202303 \n", " 2698 8.06 202303 \n", " \n", " [2698 rows x 26 columns],\n", " 300287: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 1 2.977755e+07 4.2431 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 4.924328e+07 2.4793 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 2.036631e+07 2.7057 0.000107 0.003885 0.002622 0.004782 \n", " 4 4.699370e+07 4.5429 0.000107 -0.016251 -0.004473 0.000358 \n", " 5 4.249023e+07 7.7772 0.000107 0.030524 0.002484 -0.001369 \n", " ... ... ... ... ... ... ... \n", " 2568 3.312244e+08 3.8724 0.000067 -0.006374 0.002265 -0.003920 \n", " 2569 2.567127e+08 3.8375 0.000067 0.000790 -0.005440 0.003884 \n", " 2570 2.373937e+08 4.3981 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2571 2.803829e+08 5.5684 0.000067 0.005986 -0.012989 -0.000733 \n", " 2572 3.632363e+08 6.8396 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 1 -0.001519 0.002452 2276.0700 0.039904 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 -0.022849 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 -0.007355 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 0.029101 ... 0.004782 -0.003027 \n", " 5 -0.002640 0.000791 2311.7400 0.055257 ... 0.000358 -0.000219 \n", " ... ... ... ... ... ... ... ... \n", " 2568 -0.000093 -0.003669 3251.3971 0.009070 ... -0.007370 0.000867 \n", " 2569 0.000231 0.002473 3245.3760 -0.025144 ... -0.003920 -0.000093 \n", " 2570 -0.000682 -0.001761 3240.0568 -0.002317 ... 0.003884 0.000231 \n", " 2571 0.008088 -0.001436 3261.2485 -0.016375 ... -0.004080 -0.000682 \n", " 2572 -0.005996 -0.001176 3272.8602 0.037041 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 1 0.000641 2285.3640 0.008060 0.003670 300287 2013-01-08 \n", " 2 0.002452 2276.0700 0.039904 -0.004075 300287 2013-01-09 \n", " 3 -0.000336 2275.3400 -0.022849 -0.000321 300287 2013-01-10 \n", " 4 0.000300 2283.6580 -0.007355 0.003649 300287 2013-01-11 \n", " 5 -0.008375 2242.9970 0.029101 -0.017966 300287 2013-01-14 \n", " ... ... ... ... ... ... ... \n", " 2568 -0.004280 3265.6537 0.009153 -0.006409 300287 2023-03-27 \n", " 2569 -0.003669 3251.3971 0.009070 -0.004375 300287 2023-03-28 \n", " 2570 0.002473 3245.3760 -0.025144 -0.001854 300287 2023-03-29 \n", " 2571 -0.001761 3240.0568 -0.002317 -0.001640 300287 2023-03-30 \n", " 2572 -0.001436 3261.2485 -0.016375 0.006519 300287 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 1 18.15 201301 \n", " 2 17.74 201301 \n", " 3 17.61 201301 \n", " 4 18.13 201301 \n", " 5 19.16 201301 \n", " ... ... ... \n", " 2568 4.43 202303 \n", " 2569 4.32 202303 \n", " 2570 4.31 202303 \n", " 2571 4.24 202303 \n", " 2572 4.40 202303 \n", " \n", " [2572 rows x 26 columns],\n", " 300288: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 1 1.003689e+08 10.7406 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 1.755891e+08 6.4534 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 1.252181e+08 4.9603 0.000107 0.003885 0.002622 0.004782 \n", " 4 2.236812e+08 10.7480 0.000107 -0.016251 -0.004473 0.000358 \n", " 5 1.750762e+08 6.2992 0.000107 0.030524 0.002484 -0.001369 \n", " ... ... ... ... ... ... ... \n", " 2521 4.535611e+08 5.4730 0.000067 -0.006374 0.002265 -0.003920 \n", " 2522 2.665371e+08 3.5837 0.000067 0.000790 -0.005440 0.003884 \n", " 2523 2.643344e+08 3.9342 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2524 3.031957e+08 5.6537 0.000067 0.005986 -0.012989 -0.000733 \n", " 2525 2.545258e+08 6.3718 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 1 -0.001519 0.002452 2276.0700 0.095338 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 0.054501 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 0.007905 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 0.095310 ... 0.004782 -0.003027 \n", " 5 -0.002640 0.000791 2311.7400 0.000954 ... 0.000358 -0.000219 \n", " ... ... ... ... ... ... ... ... \n", " 2521 -0.000093 -0.003669 3251.3971 -0.019789 ... -0.007370 0.000867 \n", " 2522 0.000231 0.002473 3245.3760 -0.037210 ... -0.003920 -0.000093 \n", " 2523 -0.000682 -0.001761 3240.0568 0.012087 ... 0.003884 0.000231 \n", " 2524 0.008088 -0.001436 3261.2485 -0.058948 ... -0.004080 -0.000682 \n", " 2525 -0.005996 -0.001176 3272.8602 0.055408 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 1 0.000641 2285.3640 0.013614 0.003670 300288 2013-01-08 \n", " 2 0.002452 2276.0700 0.095338 -0.004075 300288 2013-01-09 \n", " 3 -0.000336 2275.3400 0.054501 -0.000321 300288 2013-01-10 \n", " 4 0.000300 2283.6580 0.007905 0.003649 300288 2013-01-11 \n", " 5 -0.008375 2242.9970 0.095310 -0.017966 300288 2013-01-14 \n", " ... ... ... ... ... ... ... \n", " 2521 -0.004280 3265.6537 0.037169 -0.006409 300288 2023-03-27 \n", " 2522 -0.003669 3251.3971 -0.019789 -0.004375 300288 2023-03-28 \n", " 2523 0.002473 3245.3760 -0.037210 -0.001854 300288 2023-03-29 \n", " 2524 -0.001761 3240.0568 0.012087 -0.001640 300288 2023-03-30 \n", " 2525 -0.001436 3261.2485 -0.058948 0.006519 300288 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 1 71.59 201301 \n", " 2 75.60 201301 \n", " 3 76.20 201301 \n", " 4 83.82 201301 \n", " 5 83.90 201301 \n", " ... ... ... \n", " 2521 14.51 202303 \n", " 2522 13.98 202303 \n", " 2523 14.15 202303 \n", " 2524 13.34 202303 \n", " 2525 14.10 202303 \n", " \n", " [2525 rows x 26 columns],\n", " 300290: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 1 1.860783e+07 3.0019 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 1.557258e+07 2.7830 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 1.549374e+07 3.4771 0.000107 0.003885 0.002622 0.004782 \n", " 4 3.223805e+07 8.0655 0.000107 -0.016251 -0.004473 0.000358 \n", " 5 2.062003e+07 5.3152 0.000107 0.030524 0.002484 -0.001369 \n", " ... ... ... ... ... ... ... \n", " 2398 2.804252e+08 4.2048 0.000067 -0.006374 0.002265 -0.003920 \n", " 2399 1.578128e+08 3.0303 0.000067 0.000790 -0.005440 0.003884 \n", " 2400 1.048935e+08 3.1481 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2401 1.152520e+08 3.9179 0.000067 0.005986 -0.012989 -0.000733 \n", " 2402 1.189068e+08 4.8170 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 1 -0.001519 0.002452 2276.0700 -0.011321 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 -0.017869 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 0.021657 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 0.019345 ... 0.004782 -0.003027 \n", " 5 -0.002640 0.000791 2311.7400 0.030434 ... 0.000358 -0.000219 \n", " ... ... ... ... ... ... ... ... \n", " 2398 -0.000093 -0.003669 3251.3971 0.025272 ... -0.007370 0.000867 \n", " 2399 0.000231 0.002473 3245.3760 -0.038152 ... -0.003920 -0.000093 \n", " 2400 -0.000682 -0.001761 3240.0568 -0.007435 ... 0.003884 0.000231 \n", " 2401 0.008088 -0.001436 3261.2485 -0.032230 ... -0.004080 -0.000682 \n", " 2402 -0.005996 -0.001176 3272.8602 0.026618 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 1 0.000641 2285.3640 0.003759 0.003670 300290 2013-01-08 \n", " 2 0.002452 2276.0700 -0.011321 -0.004075 300290 2013-01-09 \n", " 3 -0.000336 2275.3400 -0.017869 -0.000321 300290 2013-01-10 \n", " 4 0.000300 2283.6580 0.021657 0.003649 300290 2013-01-11 \n", " 5 -0.008375 2242.9970 0.019345 -0.017966 300290 2013-01-14 \n", " ... ... ... ... ... ... ... \n", " 2398 -0.004280 3265.6537 0.018451 -0.006409 300290 2023-03-27 \n", " 2399 -0.003669 3251.3971 0.025272 -0.004375 300290 2023-03-28 \n", " 2400 0.002473 3245.3760 -0.038152 -0.001854 300290 2023-03-29 \n", " 2401 -0.001761 3240.0568 -0.007435 -0.001640 300290 2023-03-30 \n", " 2402 -0.001436 3261.2485 -0.032230 0.006519 300290 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 1 15.81 201301 \n", " 2 15.53 201301 \n", " 3 15.87 201301 \n", " 4 16.18 201301 \n", " 5 16.68 201301 \n", " ... ... ... \n", " 2398 5.61 202303 \n", " 2399 5.40 202303 \n", " 2400 5.36 202303 \n", " 2401 5.19 202303 \n", " 2402 5.33 202303 \n", " \n", " [2402 rows x 26 columns],\n", " 300295: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 1 1.291499e+08 6.6836 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 1.548196e+08 7.2955 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 1.216049e+08 5.9549 0.000107 0.003885 0.002622 0.004782 \n", " 4 1.495037e+08 5.8091 0.000107 -0.016251 -0.004473 0.000358 \n", " 5 1.225682e+08 6.7655 0.000107 0.030524 0.002484 -0.001369 \n", " ... ... ... ... ... ... ... \n", " 2533 8.490253e+07 4.0214 0.000067 -0.006374 0.002265 -0.003920 \n", " 2534 5.504046e+07 2.6930 0.000067 0.000790 -0.005440 0.003884 \n", " 2535 8.734298e+07 5.4079 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2536 2.293997e+08 9.4891 0.000067 0.005986 -0.012989 -0.000733 \n", " 2537 1.729976e+08 5.2065 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 1 -0.001519 0.002452 2276.0700 0.015987 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 -0.068754 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 0.018778 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 0.029399 ... 0.004782 -0.003027 \n", " 5 -0.002640 0.000791 2311.7400 0.035326 ... 0.000358 -0.000219 \n", " ... ... ... ... ... ... ... ... \n", " 2533 -0.000093 -0.003669 3251.3971 -0.004478 ... -0.007370 0.000867 \n", " 2534 0.000231 0.002473 3245.3760 -0.020862 ... -0.003920 -0.000093 \n", " 2535 -0.000682 -0.001761 3240.0568 0.004572 ... 0.003884 0.000231 \n", " 2536 0.008088 -0.001436 3261.2485 0.016290 ... -0.004080 -0.000682 \n", " 2537 -0.005996 -0.001176 3272.8602 -0.003597 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 1 0.000641 2285.3640 -0.005751 0.003670 300295 2013-01-08 \n", " 2 0.002452 2276.0700 0.015987 -0.004075 300295 2013-01-09 \n", " 3 -0.000336 2275.3400 -0.068754 -0.000321 300295 2013-01-10 \n", " 4 0.000300 2283.6580 0.018778 0.003649 300295 2013-01-11 \n", " 5 -0.008375 2242.9970 0.029399 -0.017966 300295 2013-01-14 \n", " ... ... ... ... ... ... ... \n", " 2533 -0.004280 3265.6537 0.015309 -0.006409 300295 2023-03-27 \n", " 2534 -0.003669 3251.3971 -0.004478 -0.004375 300295 2023-03-28 \n", " 2535 0.002473 3245.3760 -0.020862 -0.001854 300295 2023-03-29 \n", " 2536 -0.001761 3240.0568 0.004572 -0.001640 300295 2023-03-30 \n", " 2537 -0.001436 3261.2485 0.016290 0.006519 300295 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 1 59.90 201301 \n", " 2 55.92 201301 \n", " 3 56.98 201301 \n", " 4 58.68 201301 \n", " 5 60.79 201301 \n", " ... ... ... \n", " 2533 11.14 202303 \n", " 2534 10.91 202303 \n", " 2535 10.96 202303 \n", " 2536 11.14 202303 \n", " 2537 11.10 202303 \n", " \n", " [2537 rows x 26 columns],\n", " 300297: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 1 4.469890e+07 3.5424 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 3.614358e+07 3.3643 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 2.988017e+07 3.0466 0.000107 0.003885 0.002622 0.004782 \n", " 4 8.336119e+07 5.6206 0.000107 -0.016251 -0.004473 0.000358 \n", " 5 7.010739e+07 6.6742 0.000107 0.030524 0.002484 -0.001369 \n", " ... ... ... ... ... ... ... \n", " 2322 1.126215e+08 7.1429 0.000063 -0.016462 -0.017199 0.002065 \n", " 2323 5.830765e+07 5.8824 0.000063 0.007378 -0.013330 0.011390 \n", " 2324 7.415658e+07 7.1090 0.000062 -0.046321 -0.021524 0.011949 \n", " 2325 4.932914e+07 8.1633 0.000062 -0.013891 -0.024200 0.001593 \n", " 2326 7.661651e+07 11.7647 0.000061 0.020818 -0.004447 -0.013508 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 1 -0.001519 0.002452 2276.0700 0.001161 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 -0.029431 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 0.020107 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 0.034526 ... 0.004782 -0.003027 \n", " 5 -0.002640 0.000791 2311.7400 0.051265 ... 0.000358 -0.000219 \n", " ... ... ... ... ... ... ... ... \n", " 2322 0.005562 -0.008374 3079.8077 -0.074108 ... -0.007565 -0.000818 \n", " 2323 0.001052 0.001870 3086.9193 -0.046305 ... 0.002065 0.005562 \n", " 2324 0.004015 -0.003004 2928.5118 -0.073743 ... 0.011390 0.001052 \n", " 2325 0.010310 -0.009932 2886.4257 -0.047006 ... 0.011949 0.004015 \n", " 2326 0.006960 -0.004059 2958.2820 0.062196 ... 0.001593 0.010310 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 1 0.000641 2285.3640 0.018758 0.003670 300297 2013-01-08 \n", " 2 0.002452 2276.0700 0.001161 -0.004075 300297 2013-01-09 \n", " 3 -0.000336 2275.3400 -0.029431 -0.000321 300297 2013-01-10 \n", " 4 0.000300 2283.6580 0.020107 0.003649 300297 2013-01-11 \n", " 5 -0.008375 2242.9970 0.034526 -0.017966 300297 2013-01-14 \n", " ... ... ... ... ... ... ... \n", " 2322 -0.000305 3151.0498 0.034191 -0.013547 300297 2022-04-21 \n", " 2323 -0.008374 3079.8077 -0.074108 -0.022869 300297 2022-04-22 \n", " 2324 0.001870 3086.9193 -0.046305 0.002306 300297 2022-04-25 \n", " 2325 -0.003004 2928.5118 -0.073743 -0.052679 300297 2022-04-26 \n", " 2326 -0.009932 2886.4257 -0.047006 -0.014475 300297 2022-04-27 \n", " \n", " stkclose YYYYmm \n", " 1 17.24 201301 \n", " 2 16.74 201301 \n", " 3 17.08 201301 \n", " 4 17.68 201301 \n", " 5 18.61 201301 \n", " ... ... ... \n", " 2322 2.21 202204 \n", " 2323 2.11 202204 \n", " 2324 1.96 202204 \n", " 2325 1.87 202204 \n", " 2326 1.99 202204 \n", " \n", " [2326 rows x 26 columns],\n", " 300299: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 1 3.075908e+07 7.8376 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 4.939443e+07 9.8879 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 1.730525e+07 3.7975 0.000107 0.003885 0.002622 0.004782 \n", " 4 2.486107e+07 3.7618 0.000107 -0.016251 -0.004473 0.000358 \n", " 5 2.816503e+07 7.9701 0.000107 0.030524 0.002484 -0.001369 \n", " ... ... ... ... ... ... ... \n", " 2314 8.033075e+08 10.3106 0.000067 -0.006374 0.002265 -0.003920 \n", " 2315 6.391576e+08 5.0122 0.000067 0.000790 -0.005440 0.003884 \n", " 2316 6.453211e+08 12.6394 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2317 4.058124e+08 5.1414 0.000067 0.005986 -0.012989 -0.000733 \n", " 2318 5.310409e+08 9.1384 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 1 -0.001519 0.002452 2276.0700 0.059760 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 0.040690 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 0.009449 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 0.006873 ... 0.004782 -0.003027 \n", " 5 -0.002640 0.000791 2311.7400 0.055115 ... 0.000358 -0.000219 \n", " ... ... ... ... ... ... ... ... \n", " 2314 -0.000093 -0.003669 3251.3971 0.016020 ... -0.007370 0.000867 \n", " 2315 0.000231 0.002473 3245.3760 -0.013539 ... -0.003920 -0.000093 \n", " 2316 -0.000682 -0.001761 3240.0568 -0.036597 ... 0.003884 0.000231 \n", " 2317 0.008088 -0.001436 3261.2485 -0.015544 ... -0.004080 -0.000682 \n", " 2318 -0.005996 -0.001176 3272.8602 0.059549 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 1 0.000641 2285.3640 0.016938 0.003670 300299 2013-01-08 \n", " 2 0.002452 2276.0700 0.059760 -0.004075 300299 2013-01-09 \n", " 3 -0.000336 2275.3400 0.040690 -0.000321 300299 2013-01-10 \n", " 4 0.000300 2283.6580 0.009449 0.003649 300299 2013-01-11 \n", " 5 -0.008375 2242.9970 0.006873 -0.017966 300299 2013-01-14 \n", " ... ... ... ... ... ... ... \n", " 2314 -0.004280 3265.6537 0.031548 -0.006409 300299 2023-03-27 \n", " 2315 -0.003669 3251.3971 0.016020 -0.004375 300299 2023-03-28 \n", " 2316 0.002473 3245.3760 -0.013539 -0.001854 300299 2023-03-29 \n", " 2317 -0.001761 3240.0568 -0.036597 -0.001640 300299 2023-03-30 \n", " 2318 -0.001436 3261.2485 -0.015544 0.006519 300299 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 1 15.17 201301 \n", " 2 15.80 201301 \n", " 3 15.95 201301 \n", " 4 16.06 201301 \n", " 5 16.97 201301 \n", " ... ... ... \n", " 2314 8.18 202303 \n", " 2315 8.07 202303 \n", " 2316 7.78 202303 \n", " 2317 7.66 202303 \n", " 2318 8.13 202303 \n", " \n", " [2318 rows x 26 columns],\n", " 300300: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 1 4.671037e+07 3.9007 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 5.546245e+07 5.9515 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 3.666283e+07 3.0345 0.000107 0.003885 0.002622 0.004782 \n", " 4 5.421230e+07 3.5515 0.000107 -0.016251 -0.004473 0.000358 \n", " 5 4.548812e+07 4.3281 0.000107 0.030524 0.002484 -0.001369 \n", " ... ... ... ... ... ... ... \n", " 2472 1.152933e+08 3.7475 0.000067 -0.006374 0.002265 -0.003920 \n", " 2473 7.082776e+07 2.7833 0.000067 0.000790 -0.005440 0.003884 \n", " 2474 6.733928e+07 2.6369 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2475 6.792075e+07 4.2770 0.000067 0.005986 -0.012989 -0.000733 \n", " 2476 6.117340e+07 4.1929 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 1 -0.001519 0.002452 2276.0700 -0.004977 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 0.032951 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 -0.009702 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 -0.002440 ... 0.004782 -0.003027 \n", " 5 -0.002640 0.000791 2311.7400 0.019700 ... 0.000358 -0.000219 \n", " ... ... ... ... ... ... ... ... \n", " 2472 -0.000093 -0.003669 3251.3971 -0.007921 ... -0.007370 0.000867 \n", " 2473 0.000231 0.002473 3245.3760 -0.020081 ... -0.003920 -0.000093 \n", " 2474 -0.000682 -0.001761 3240.0568 -0.004065 ... 0.003884 0.000231 \n", " 2475 0.008088 -0.001436 3261.2485 -0.028928 ... -0.004080 -0.000682 \n", " 2476 -0.005996 -0.001176 3272.8602 0.022799 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 1 0.000641 2285.3640 0.025500 0.003670 300300 2013-01-08 \n", " 2 0.002452 2276.0700 -0.004977 -0.004075 300300 2013-01-09 \n", " 3 -0.000336 2275.3400 0.032951 -0.000321 300300 2013-01-10 \n", " 4 0.000300 2283.6580 -0.009702 0.003649 300300 2013-01-11 \n", " 5 -0.008375 2242.9970 -0.002440 -0.017966 300300 2013-01-14 \n", " ... ... ... ... ... ... ... \n", " 2472 -0.004280 3265.6537 0.015905 -0.006409 300300 2023-03-27 \n", " 2473 -0.003669 3251.3971 -0.007921 -0.004375 300300 2023-03-28 \n", " 2474 0.002473 3245.3760 -0.020081 -0.001854 300300 2023-03-29 \n", " 2475 -0.001761 3240.0568 -0.004065 -0.001640 300300 2023-03-30 \n", " 2476 -0.001436 3261.2485 -0.028928 0.006519 300300 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 1 28.06 201301 \n", " 2 29.00 201301 \n", " 3 28.72 201301 \n", " 4 28.65 201301 \n", " 5 29.22 201301 \n", " ... ... ... \n", " 2472 5.03 202303 \n", " 2473 4.93 202303 \n", " 2474 4.91 202303 \n", " 2475 4.77 202303 \n", " 2476 4.88 202303 \n", " \n", " [2476 rows x 26 columns],\n", " 300302: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 1 2.932744e+07 4.5616 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 1.804498e+07 3.1236 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 3.447320e+07 7.9634 0.000107 0.003885 0.002622 0.004782 \n", " 4 3.118949e+07 4.7902 0.000107 -0.016251 -0.004473 0.000358 \n", " 5 2.814898e+07 3.4395 0.000107 0.030524 0.002484 -0.001369 \n", " ... ... ... ... ... ... ... \n", " 2645 2.114750e+08 4.5551 0.000067 -0.006374 0.002265 -0.003920 \n", " 2646 1.566115e+08 5.5135 0.000067 0.000790 -0.005440 0.003884 \n", " 2647 1.121244e+08 3.6184 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2648 1.090912e+09 19.7802 0.000067 0.005986 -0.012989 -0.000733 \n", " 2649 9.373490e+08 5.6777 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 1 -0.001519 0.002452 2276.0700 -0.007557 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 -0.025306 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 0.076622 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 -0.001697 ... 0.004782 -0.003027 \n", " 5 -0.002640 0.000791 2311.7400 0.025159 ... 0.000358 -0.000219 \n", " ... ... ... ... ... ... ... ... \n", " 2645 -0.000093 -0.003669 3251.3971 -0.020332 ... -0.007370 0.000867 \n", " 2646 0.000231 0.002473 3245.3760 -0.014154 ... -0.003920 -0.000093 \n", " 2647 -0.000682 -0.001761 3240.0568 -0.002195 ... 0.003884 0.000231 \n", " 2648 0.008088 -0.001436 3261.2485 0.182322 ... -0.004080 -0.000682 \n", " 2649 -0.005996 -0.001176 3272.8602 -0.067228 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 1 0.000641 2285.3640 0.063063 0.003670 300302 2013-01-08 \n", " 2 0.002452 2276.0700 -0.007557 -0.004075 300302 2013-01-09 \n", " 3 -0.000336 2275.3400 -0.025306 -0.000321 300302 2013-01-10 \n", " 4 0.000300 2283.6580 0.076622 0.003649 300302 2013-01-11 \n", " 5 -0.008375 2242.9970 -0.001697 -0.017966 300302 2013-01-14 \n", " ... ... ... ... ... ... ... \n", " 2645 -0.004280 3265.6537 0.024666 -0.006409 300302 2023-03-27 \n", " 2646 -0.003669 3251.3971 -0.020332 -0.004375 300302 2023-03-28 \n", " 2647 0.002473 3245.3760 -0.014154 -0.001854 300302 2023-03-29 \n", " 2648 -0.001761 3240.0568 -0.002195 -0.001640 300302 2023-03-30 \n", " 2649 -0.001436 3261.2485 0.182322 0.006519 300302 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 1 22.41 201301 \n", " 2 21.85 201301 \n", " 3 23.59 201301 \n", " 4 23.55 201301 \n", " 5 24.15 201301 \n", " ... ... ... \n", " 2645 9.25 202303 \n", " 2646 9.12 202303 \n", " 2647 9.10 202303 \n", " 2648 10.92 202303 \n", " 2649 10.21 202303 \n", " \n", " [2649 rows x 26 columns],\n", " 300310: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 1 7.241059e+07 8.9247 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 8.230897e+07 11.4637 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 9.337966e+07 8.3579 0.000107 0.003885 0.002622 0.004782 \n", " 4 7.188888e+07 5.9099 0.000107 -0.016251 -0.004473 0.000358 \n", " 5 7.530354e+07 9.0997 0.000107 0.030524 0.002484 -0.001369 \n", " ... ... ... ... ... ... ... \n", " 2494 1.030364e+08 3.1963 0.000067 -0.006374 0.002265 -0.003920 \n", " 2495 6.565968e+07 2.7335 0.000067 0.000790 -0.005440 0.003884 \n", " 2496 8.030984e+07 3.0233 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2497 6.931405e+07 3.2258 0.000067 0.005986 -0.012989 -0.000733 \n", " 2498 8.152167e+07 4.5238 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 1 -0.001519 0.002452 2276.0700 0.049302 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 0.040126 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 0.047056 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 -0.031446 ... 0.004782 -0.003027 \n", " 5 -0.002640 0.000791 2311.7400 0.055544 ... 0.000358 -0.000219 \n", " ... ... ... ... ... ... ... ... \n", " 2494 -0.000093 -0.003669 3251.3971 0.002281 ... -0.007370 0.000867 \n", " 2495 0.000231 0.002473 3245.3760 -0.020714 ... -0.003920 -0.000093 \n", " 2496 -0.000682 -0.001761 3240.0568 0.009259 ... 0.003884 0.000231 \n", " 2497 0.008088 -0.001436 3261.2485 -0.032790 ... -0.004080 -0.000682 \n", " 2498 -0.005996 -0.001176 3272.8602 0.032790 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 1 0.000641 2285.3640 0.016261 0.003670 300310 2013-01-08 \n", " 2 0.002452 2276.0700 0.049302 -0.004075 300310 2013-01-09 \n", " 3 -0.000336 2275.3400 0.040126 -0.000321 300310 2013-01-10 \n", " 4 0.000300 2283.6580 0.047056 0.003649 300310 2013-01-11 \n", " 5 -0.008375 2242.9970 -0.031446 -0.017966 300310 2013-01-14 \n", " ... ... ... ... ... ... ... \n", " 2494 -0.004280 3265.6537 0.011481 -0.006409 300310 2023-03-27 \n", " 2495 -0.003669 3251.3971 0.002281 -0.004375 300310 2023-03-28 \n", " 2496 0.002473 3245.3760 -0.020714 -0.001854 300310 2023-03-29 \n", " 2497 -0.001761 3240.0568 0.009259 -0.001640 300310 2023-03-30 \n", " 2498 -0.001436 3261.2485 -0.032790 0.006519 300310 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 1 9.77 201301 \n", " 2 10.17 201301 \n", " 3 10.66 201301 \n", " 4 10.33 201301 \n", " 5 10.92 201301 \n", " ... ... ... \n", " 2494 4.39 202303 \n", " 2495 4.30 202303 \n", " 2496 4.34 202303 \n", " 2497 4.20 202303 \n", " 2498 4.34 202303 \n", " \n", " [2498 rows x 26 columns],\n", " 300311: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 1 3.167741e+07 4.5812 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 2.236484e+07 3.0421 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 1.460788e+07 2.3133 0.000107 0.003885 0.002622 0.004782 \n", " 4 5.803877e+07 8.2563 0.000107 -0.016251 -0.004473 0.000358 \n", " 5 4.846222e+07 6.9471 0.000107 0.030524 0.002484 -0.001369 \n", " ... ... ... ... ... ... ... \n", " 2492 4.402649e+08 4.1457 0.000067 -0.006374 0.002265 -0.003920 \n", " 2493 8.445371e+08 10.1863 0.000067 0.000790 -0.005440 0.003884 \n", " 2494 5.685753e+08 5.2248 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2495 3.324612e+08 4.2714 0.000067 0.005986 -0.012989 -0.000733 \n", " 2496 2.698193e+08 3.8412 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 1 -0.001519 0.002452 2276.0700 0.011064 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 -0.020929 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 0.000661 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 0.035683 ... 0.004782 -0.003027 \n", " 5 -0.002640 0.000791 2311.7400 0.059387 ... 0.000358 -0.000219 \n", " ... ... ... ... ... ... ... ... \n", " 2492 -0.000093 -0.003669 3251.3971 0.011243 ... -0.007370 0.000867 \n", " 2493 0.000231 0.002473 3245.3760 0.022114 ... -0.003920 -0.000093 \n", " 2494 -0.000682 -0.001761 3240.0568 -0.033357 ... 0.003884 0.000231 \n", " 2495 0.008088 -0.001436 3261.2485 -0.019024 ... -0.004080 -0.000682 \n", " 2496 -0.005996 -0.001176 3272.8602 0.013986 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 1 0.000641 2285.3640 0.015167 0.003670 300311 2013-01-08 \n", " 2 0.002452 2276.0700 0.011064 -0.004075 300311 2013-01-09 \n", " 3 -0.000336 2275.3400 -0.020929 -0.000321 300311 2013-01-10 \n", " 4 0.000300 2283.6580 0.000661 0.003649 300311 2013-01-11 \n", " 5 -0.008375 2242.9970 0.035683 -0.017966 300311 2013-01-14 \n", " ... ... ... ... ... ... ... \n", " 2492 -0.004280 3265.6537 0.020305 -0.006409 300311 2023-03-27 \n", " 2493 -0.003669 3251.3971 0.011243 -0.004375 300311 2023-03-28 \n", " 2494 0.002473 3245.3760 0.022114 -0.001854 300311 2023-03-29 \n", " 2495 -0.001761 3240.0568 -0.033357 -0.001640 300311 2023-03-30 \n", " 2496 -0.001436 3261.2485 -0.019024 0.006519 300311 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 1 15.45 201301 \n", " 2 15.13 201301 \n", " 3 15.14 201301 \n", " 4 15.69 201301 \n", " 5 16.65 201301 \n", " ... ... ... \n", " 2492 8.05 202303 \n", " 2493 8.23 202303 \n", " 2494 7.96 202303 \n", " 2495 7.81 202303 \n", " 2496 7.92 202303 \n", " \n", " [2496 rows x 26 columns],\n", " 300312: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 1 52907581.60 5.6983 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 52444291.05 6.4498 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 29968715.23 4.4208 0.000107 0.003885 0.002622 0.004782 \n", " 4 70329139.89 5.0113 0.000107 -0.016251 -0.004473 0.000358 \n", " 5 56838163.65 9.2400 0.000107 0.030524 0.002484 -0.001369 \n", " ... ... ... ... ... ... ... \n", " 1835 2866704.24 5.7143 0.000055 0.008619 -0.001737 -0.005880 \n", " 1836 2320121.50 2.8571 0.000055 0.008683 0.002908 -0.002756 \n", " 1837 3429476.66 5.7143 0.000055 -0.011007 -0.008222 0.009942 \n", " 1838 5226429.28 9.0909 0.000055 0.010109 -0.005205 -0.010219 \n", " 1839 10876985.38 15.1515 0.000055 -0.002602 0.002861 0.000206 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 1 -0.001519 0.002452 2276.0700 0.013319 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 -0.014996 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 -0.006175 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 0.029406 ... 0.004782 -0.003027 \n", " 5 -0.002640 0.000791 2311.7400 0.058919 ... 0.000358 -0.000219 \n", " ... ... ... ... ... ... ... ... \n", " 1835 0.003050 0.000179 3379.1852 0.000000 ... -0.011691 -0.000314 \n", " 1836 -0.001768 0.004125 3409.2103 0.000000 ... -0.005880 0.003050 \n", " 1837 0.002752 -0.003304 3361.5177 -0.058841 ... -0.002756 -0.001768 \n", " 1838 0.001436 -0.003297 3398.6161 0.000000 ... 0.009942 0.002752 \n", " 1839 0.002798 0.001232 3387.6373 -0.095310 ... -0.010219 0.001436 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 1 0.000641 2285.3640 0.024888 0.003670 300312 2013-01-08 \n", " 2 0.002452 2276.0700 0.013319 -0.004075 300312 2013-01-09 \n", " 3 -0.000336 2275.3400 -0.014996 -0.000321 300312 2013-01-10 \n", " 4 0.000300 2283.6580 -0.006175 0.003649 300312 2013-01-11 \n", " 5 -0.008375 2242.9970 0.029406 -0.017966 300312 2013-01-14 \n", " ... ... ... ... ... ... ... \n", " 1835 -0.003636 3349.7470 -0.028171 0.008875 300312 2022-06-27 \n", " 1836 0.000179 3379.1852 0.000000 0.008750 300312 2022-06-28 \n", " 1837 0.004125 3409.2103 0.000000 0.008846 300312 2022-06-29 \n", " 1838 -0.003304 3361.5177 -0.058841 -0.014088 300312 2022-06-30 \n", " 1839 -0.003297 3398.6161 0.000000 0.010976 300312 2022-07-01 \n", " \n", " stkclose YYYYmm \n", " 1 18.14 201301 \n", " 2 17.87 201301 \n", " 3 17.76 201301 \n", " 4 18.29 201301 \n", " 5 19.40 201301 \n", " ... ... ... \n", " 1835 0.35 202206 \n", " 1836 0.35 202206 \n", " 1837 0.33 202206 \n", " 1838 0.33 202206 \n", " 1839 0.30 202207 \n", " \n", " [1839 rows x 26 columns],\n", " 300315: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 1 7.069294e+06 0.0000 0.000107 -0.008720 0.003589 -0.005819 \n", " 2 2.078527e+08 3.6794 0.000107 0.005547 0.003755 -0.001721 \n", " 3 1.155181e+08 3.8829 0.000106 -0.005368 0.014338 0.003640 \n", " 4 9.151941e+07 5.2711 0.000106 -0.015035 0.000480 -0.000049 \n", " 5 1.690382e+08 10.1251 0.000106 0.004728 0.006097 -0.005311 \n", " ... ... ... ... ... ... ... \n", " 2261 4.425687e+08 4.2755 0.000067 -0.006374 0.002265 -0.003920 \n", " 2262 3.440830e+08 4.0284 0.000067 0.000790 -0.005440 0.003884 \n", " 2263 3.124563e+08 2.3866 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2264 3.002037e+08 3.1175 0.000067 0.005986 -0.012989 -0.000733 \n", " 2265 4.774464e+08 6.8293 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 1 -0.001831 0.008038 2418.5300 0.095409 ... -0.002198 -0.003860 \n", " 2 0.003199 0.000454 2432.4020 0.095191 ... -0.005819 -0.001831 \n", " 3 -0.004135 0.001124 2421.5580 -0.008398 ... -0.001721 0.003199 \n", " 4 -0.006652 0.001720 2382.9140 0.011381 ... 0.003640 -0.004135 \n", " 5 -0.001336 0.005542 2397.1780 0.043701 ... -0.000049 -0.006652 \n", " ... ... ... ... ... ... ... ... \n", " 2261 -0.000093 -0.003669 3251.3971 0.002372 ... -0.007370 0.000867 \n", " 2262 0.000231 0.002473 3245.3760 -0.007134 ... -0.003920 -0.000093 \n", " 2263 -0.000682 -0.001761 3240.0568 -0.004785 ... 0.003884 0.000231 \n", " 2264 0.008088 -0.001436 3261.2485 -0.016929 ... -0.004080 -0.000682 \n", " 2265 -0.005996 -0.001176 3272.8602 0.052268 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 1 0.001619 2434.4770 0.095491 0.000553 300315 2013-02-07 \n", " 2 0.008038 2418.5300 0.095409 -0.006572 300315 2013-02-08 \n", " 3 0.000454 2432.4020 0.095191 0.005719 300315 2013-02-18 \n", " 4 0.001124 2421.5580 -0.008398 -0.004468 300315 2013-02-19 \n", " 5 0.001720 2382.9140 0.011381 -0.016087 300315 2013-02-20 \n", " ... ... ... ... ... ... ... \n", " 2261 -0.004280 3265.6537 0.019185 -0.006409 300315 2023-03-27 \n", " 2262 -0.003669 3251.3971 0.002372 -0.004375 300315 2023-03-28 \n", " 2263 0.002473 3245.3760 -0.007134 -0.001854 300315 2023-03-29 \n", " 2264 -0.001761 3240.0568 -0.004785 -0.001640 300315 2023-03-30 \n", " 2265 -0.001436 3261.2485 -0.016929 0.006519 300315 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 1 30.44 201302 \n", " 2 33.48 201302 \n", " 3 33.20 201302 \n", " 4 33.58 201302 \n", " 5 35.08 201302 \n", " ... ... ... \n", " 2261 4.22 202303 \n", " 2262 4.19 202303 \n", " 2263 4.17 202303 \n", " 2264 4.10 202303 \n", " 2265 4.32 202303 \n", " \n", " [2265 rows x 26 columns],\n", " 300324: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 1 4.084699e+07 4.2905 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 3.367304e+07 4.4325 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 3.618594e+07 5.5637 0.000107 0.003885 0.002622 0.004782 \n", " 4 6.959533e+07 7.2816 0.000107 -0.016251 -0.004473 0.000358 \n", " 5 5.182857e+07 4.3407 0.000107 0.030524 0.002484 -0.001369 \n", " ... ... ... ... ... ... ... \n", " 2277 1.869549e+08 3.4884 0.000067 -0.006374 0.002265 -0.003920 \n", " 2278 1.430807e+08 2.6087 0.000067 0.000790 -0.005440 0.003884 \n", " 2279 1.404552e+08 2.9762 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2280 1.156870e+08 2.9762 0.000067 0.005986 -0.012989 -0.000733 \n", " 2281 1.438218e+08 4.8632 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 1 -0.001519 0.002452 2276.0700 -0.006753 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 -0.041799 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 0.030442 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 0.038649 ... 0.004782 -0.003027 \n", " 5 -0.002640 0.000791 2311.7400 0.023888 ... 0.000358 -0.000219 \n", " ... ... ... ... ... ... ... ... \n", " 2277 -0.000093 -0.003669 3251.3971 0.002903 ... -0.007370 0.000867 \n", " 2278 0.000231 0.002473 3245.3760 -0.026433 ... -0.003920 -0.000093 \n", " 2279 -0.000682 -0.001761 3240.0568 0.000000 ... 0.003884 0.000231 \n", " 2280 0.008088 -0.001436 3261.2485 -0.021053 ... -0.004080 -0.000682 \n", " 2281 -0.005996 -0.001176 3272.8602 0.024025 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 1 0.000641 2285.3640 0.055642 0.003670 300324 2013-01-08 \n", " 2 0.002452 2276.0700 -0.006753 -0.004075 300324 2013-01-09 \n", " 3 -0.000336 2275.3400 -0.041799 -0.000321 300324 2013-01-10 \n", " 4 0.000300 2283.6580 0.030442 0.003649 300324 2013-01-11 \n", " 5 -0.008375 2242.9970 0.038649 -0.017966 300324 2013-01-14 \n", " ... ... ... ... ... ... ... \n", " 2277 -0.004280 3265.6537 0.020559 -0.006409 300324 2023-03-27 \n", " 2278 -0.003669 3251.3971 0.002903 -0.004375 300324 2023-03-28 \n", " 2279 0.002473 3245.3760 -0.026433 -0.001854 300324 2023-03-29 \n", " 2280 -0.001761 3240.0568 0.000000 -0.001640 300324 2023-03-30 \n", " 2281 -0.001436 3261.2485 -0.021053 0.006519 300324 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 1 35.42 201301 \n", " 2 33.97 201301 \n", " 3 35.02 201301 \n", " 4 36.40 201301 \n", " 5 37.28 201301 \n", " ... ... ... \n", " 2277 3.45 202303 \n", " 2278 3.36 202303 \n", " 2279 3.36 202303 \n", " 2280 3.29 202303 \n", " 2281 3.37 202303 \n", " \n", " [2281 rows x 26 columns],\n", " 300330: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 1 28381323.67 3.0877 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 24802555.23 4.6775 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 19202334.96 2.1076 0.000107 0.003885 0.002622 0.004782 \n", " 4 42068649.39 3.8434 0.000107 -0.016251 -0.004473 0.000358 \n", " 5 63741760.47 4.7278 0.000107 0.030524 0.002484 -0.001369 \n", " ... ... ... ... ... ... ... \n", " 2405 27361940.00 2.5614 0.000051 -0.008687 0.006223 0.002262 \n", " 2406 26893827.00 2.3429 0.000050 0.001369 -0.000292 -0.005239 \n", " 2407 29821153.00 6.1768 0.000049 -0.021983 -0.020929 -0.001080 \n", " 2408 30188837.65 4.4643 0.000048 -0.008300 0.000561 -0.003961 \n", " 2409 47239002.36 5.5310 0.000047 0.008242 0.008026 -0.000986 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 1 -0.001519 0.002452 2276.0700 -0.009873 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 -0.025118 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 0.002178 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 0.012252 ... 0.004782 -0.003027 \n", " 5 -0.002640 0.000791 2311.7400 0.095571 ... 0.000358 -0.000219 \n", " ... ... ... ... ... ... ... ... \n", " 2405 -0.000595 0.000949 3253.2382 0.002132 ... -0.000929 0.001469 \n", " 2406 0.000096 -0.003847 3259.9585 0.000000 ... 0.002262 -0.000595 \n", " 2407 0.000652 0.001227 3186.2664 -0.046875 ... -0.005239 0.000096 \n", " 2408 -0.001973 -0.000202 3163.6741 0.008889 ... -0.001080 0.000652 \n", " 2409 -0.003941 0.000403 3189.0391 0.046470 ... -0.003961 -0.001973 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 1 0.000641 2285.3640 0.016272 0.003670 300330 2013-01-08 \n", " 2 0.002452 2276.0700 -0.009873 -0.004075 300330 2013-01-09 \n", " 3 -0.000336 2275.3400 -0.025118 -0.000321 300330 2013-01-10 \n", " 4 0.000300 2283.6580 0.002178 0.003649 300330 2013-01-11 \n", " 5 -0.008375 2242.9970 0.012252 -0.017966 300330 2013-01-14 \n", " ... ... ... ... ... ... ... \n", " 2405 -0.000454 3282.5758 0.018310 0.002080 300330 2022-07-29 \n", " 2406 0.000949 3253.2382 0.002132 -0.008978 300330 2022-08-01 \n", " 2407 -0.003847 3259.9585 0.000000 0.002064 300330 2022-08-02 \n", " 2408 0.001227 3186.2664 -0.046875 -0.022865 300330 2022-08-03 \n", " 2409 -0.000202 3163.6741 0.008889 -0.007116 300330 2022-08-04 \n", " \n", " stkclose YYYYmm \n", " 1 14.11 201301 \n", " 2 13.76 201301 \n", " 3 13.79 201301 \n", " 4 13.96 201301 \n", " 5 15.36 201301 \n", " ... ... ... \n", " 2405 9.39 202207 \n", " 2406 9.39 202208 \n", " 2407 8.96 202208 \n", " 2408 9.04 202208 \n", " 2409 9.47 202208 \n", " \n", " [2409 rows x 26 columns],\n", " 300333: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 1 7.911023e+07 3.7149 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 7.155541e+07 5.1423 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 5.899602e+07 4.6524 0.000107 0.003885 0.002622 0.004782 \n", " 4 1.235574e+08 6.3796 0.000107 -0.016251 -0.004473 0.000358 \n", " 5 1.144379e+08 7.8760 0.000107 0.030524 0.002484 -0.001369 \n", " ... ... ... ... ... ... ... \n", " 2610 9.578119e+07 3.7190 0.000067 -0.006374 0.002265 -0.003920 \n", " 2611 5.520051e+07 2.4931 0.000067 0.000790 -0.005440 0.003884 \n", " 2612 6.242658e+07 3.1030 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2613 5.599630e+07 3.0899 0.000067 0.005986 -0.012989 -0.000733 \n", " 2614 7.434370e+07 4.2553 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 1 -0.001519 0.002452 2276.0700 0.005507 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 -0.045973 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 -0.016869 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 0.045214 ... 0.004782 -0.003027 \n", " 5 -0.002640 0.000791 2311.7400 0.064920 ... 0.000358 -0.000219 \n", " ... ... ... ... ... ... ... ... \n", " 2610 -0.000093 -0.003669 3251.3971 -0.005525 ... -0.007370 0.000867 \n", " 2611 0.000231 0.002473 3245.3760 -0.018170 ... -0.003920 -0.000093 \n", " 2612 -0.000682 -0.001761 3240.0568 0.004222 ... 0.003884 0.000231 \n", " 2613 0.008088 -0.001436 3261.2485 -0.009880 ... -0.004080 -0.000682 \n", " 2614 -0.005996 -0.001176 3272.8602 0.019664 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 1 0.000641 2285.3640 0.019773 0.003670 300333 2013-01-08 \n", " 2 0.002452 2276.0700 0.005507 -0.004075 300333 2013-01-09 \n", " 3 -0.000336 2275.3400 -0.045973 -0.000321 300333 2013-01-10 \n", " 4 0.000300 2283.6580 -0.016869 0.003649 300333 2013-01-11 \n", " 5 -0.008375 2242.9970 0.045214 -0.017966 300333 2013-01-14 \n", " ... ... ... ... ... ... ... \n", " 2610 -0.004280 3265.6537 0.008299 -0.006409 300333 2023-03-27 \n", " 2611 -0.003669 3251.3971 -0.005525 -0.004375 300333 2023-03-28 \n", " 2612 0.002473 3245.3760 -0.018170 -0.001854 300333 2023-03-29 \n", " 2613 -0.001761 3240.0568 0.004222 -0.001640 300333 2023-03-30 \n", " 2614 -0.001436 3261.2485 -0.009880 0.006519 300333 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 1 20.03 201301 \n", " 2 19.13 201301 \n", " 3 18.81 201301 \n", " 4 19.68 201301 \n", " 5 21.00 201301 \n", " ... ... ... \n", " 2610 7.22 202303 \n", " 2611 7.09 202303 \n", " 2612 7.12 202303 \n", " 2613 7.05 202303 \n", " 2614 7.19 202303 \n", " \n", " [2614 rows x 26 columns],\n", " 300339: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 1 3.958185e+07 7.0538 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 3.494349e+07 5.1934 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 1.739681e+07 3.0601 0.000107 0.003885 0.002622 0.004782 \n", " 4 4.213125e+07 0.0000 0.000107 -0.016251 -0.004473 0.000358 \n", " 5 2.307681e+08 7.4429 0.000107 0.030524 0.002484 -0.001369 \n", " ... ... ... ... ... ... ... \n", " 2445 4.517960e+09 7.4717 0.000067 -0.006374 0.002265 -0.003920 \n", " 2446 3.154005e+09 6.5838 0.000067 0.000790 -0.005440 0.003884 \n", " 2447 2.415518e+09 4.7438 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2448 1.347498e+09 3.4429 0.000067 0.005986 -0.012989 -0.000733 \n", " 2449 1.575980e+09 4.8169 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 1 -0.001519 0.002452 2276.0700 0.021847 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 -0.044182 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 0.001092 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 0.095376 ... 0.004782 -0.003027 \n", " 5 -0.002640 0.000791 2311.7400 0.053771 ... 0.000358 -0.000219 \n", " ... ... ... ... ... ... ... ... \n", " 2445 -0.000093 -0.003669 3251.3971 0.031206 ... -0.007370 0.000867 \n", " 2446 0.000231 0.002473 3245.3760 -0.036883 ... -0.003920 -0.000093 \n", " 2447 -0.000682 -0.001761 3240.0568 -0.030440 ... 0.003884 0.000231 \n", " 2448 0.008088 -0.001436 3261.2485 -0.017364 ... -0.004080 -0.000682 \n", " 2449 -0.005996 -0.001176 3272.8602 0.036353 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 1 0.000641 2285.3640 0.005358 0.003670 300339 2013-01-08 \n", " 2 0.002452 2276.0700 0.021847 -0.004075 300339 2013-01-09 \n", " 3 -0.000336 2275.3400 -0.044182 -0.000321 300339 2013-01-10 \n", " 4 0.000300 2283.6580 0.001092 0.003649 300339 2013-01-11 \n", " 5 -0.008375 2242.9970 0.095376 -0.017966 300339 2013-01-14 \n", " ... ... ... ... ... ... ... \n", " 2445 -0.004280 3265.6537 0.044761 -0.006409 300339 2023-03-27 \n", " 2446 -0.003669 3251.3971 0.031206 -0.004375 300339 2023-03-28 \n", " 2447 0.002473 3245.3760 -0.036883 -0.001854 300339 2023-03-29 \n", " 2448 -0.001761 3240.0568 -0.030440 -0.001640 300339 2023-03-30 \n", " 2449 -0.001436 3261.2485 -0.017364 0.006519 300339 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 1 28.69 201301 \n", " 2 27.45 201301 \n", " 3 27.48 201301 \n", " 4 30.23 201301 \n", " 5 31.90 201301 \n", " ... ... ... \n", " 2445 27.34 202303 \n", " 2446 26.35 202303 \n", " 2447 25.56 202303 \n", " 2448 25.12 202303 \n", " 2449 26.05 202303 \n", " \n", " [2449 rows x 26 columns],\n", " 300348: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 1 1.543223e+08 10.1289 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 1.190572e+08 4.4280 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 7.834729e+07 3.6129 0.000107 0.003885 0.002622 0.004782 \n", " 4 1.477559e+08 7.8728 0.000107 -0.016251 -0.004473 0.000358 \n", " 5 1.196182e+08 7.6972 0.000107 0.030524 0.002484 -0.001369 \n", " ... ... ... ... ... ... ... \n", " 2397 8.186350e+08 6.7849 0.000067 -0.006374 0.002265 -0.003920 \n", " 2398 4.570710e+08 3.4328 0.000067 0.000790 -0.005440 0.003884 \n", " 2399 4.472512e+08 2.4710 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2400 3.209319e+08 3.1104 0.000067 0.005986 -0.012989 -0.000733 \n", " 2401 4.361929e+08 6.2205 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 1 -0.001519 0.002452 2276.0700 -0.001843 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 -0.047868 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 0.003863 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 0.018466 ... 0.004782 -0.003027 \n", " 5 -0.002640 0.000791 2311.7400 0.014718 ... 0.000358 -0.000219 \n", " ... ... ... ... ... ... ... ... \n", " 2397 -0.000093 -0.003669 3251.3971 0.032616 ... -0.007370 0.000867 \n", " 2398 0.000231 0.002473 3245.3760 -0.034159 ... -0.003920 -0.000093 \n", " 2399 -0.000682 -0.001761 3240.0568 -0.006974 ... 0.003884 0.000231 \n", " 2400 0.008088 -0.001436 3261.2485 -0.012520 ... -0.004080 -0.000682 \n", " 2401 -0.005996 -0.001176 3272.8602 0.036340 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 1 0.000641 2285.3640 0.003690 0.003670 300348 2013-01-08 \n", " 2 0.002452 2276.0700 -0.001843 -0.004075 300348 2013-01-09 \n", " 3 -0.000336 2275.3400 -0.047868 -0.000321 300348 2013-01-10 \n", " 4 0.000300 2283.6580 0.003863 0.003649 300348 2013-01-11 \n", " 5 -0.008375 2242.9970 0.018466 -0.017966 300348 2013-01-14 \n", " ... ... ... ... ... ... ... \n", " 2397 -0.004280 3265.6537 0.036111 -0.006409 300348 2023-03-27 \n", " 2398 -0.003669 3251.3971 0.032616 -0.004375 300348 2023-03-28 \n", " 2399 0.002473 3245.3760 -0.034159 -0.001854 300348 2023-03-29 \n", " 2400 -0.001761 3240.0568 -0.006974 -0.001640 300348 2023-03-30 \n", " 2401 -0.001436 3261.2485 -0.012520 0.006519 300348 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 1 32.52 201301 \n", " 2 31.00 201301 \n", " 3 31.12 201301 \n", " 4 31.70 201301 \n", " 5 32.17 201301 \n", " ... ... ... \n", " 2397 13.40 202303 \n", " 2398 12.95 202303 \n", " 2399 12.86 202303 \n", " 2400 12.70 202303 \n", " 2401 13.17 202303 \n", " \n", " [2401 rows x 26 columns],\n", " 300349: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 1 37001977.10 2.6096 0.000107 -0.007164 -0.009074 0.003477 \n", " 2 29247882.92 5.0526 0.000105 -0.004707 -0.021352 0.004682 \n", " 3 33955088.34 3.8058 0.000102 0.005524 -0.001820 -0.001224 \n", " 4 44210019.54 3.7158 0.000101 0.028405 -0.006808 0.002783 \n", " 5 50463069.41 3.2597 0.000100 0.003431 0.004775 0.000398 \n", " ... ... ... ... ... ... ... \n", " 1237 76836392.24 3.6519 0.000067 -0.006374 0.002265 -0.003920 \n", " 1238 37964863.54 2.4721 0.000067 0.000790 -0.005440 0.003884 \n", " 1239 40765594.95 3.3415 0.000067 -0.002534 -0.005063 -0.004080 \n", " 1240 46691286.80 4.2605 0.000067 0.005986 -0.012989 -0.000733 \n", " 1241 27884603.38 1.6556 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 1 0.000163 0.003963 2759.1260 -0.008386 ... 0.002508 -0.005535 \n", " 2 0.002555 0.003773 2733.8819 -0.046871 ... 0.003477 0.000163 \n", " 3 0.000225 -0.001017 2747.2285 0.009333 ... 0.004682 0.002555 \n", " 4 0.005306 -0.002450 2815.1095 0.038590 ... -0.001224 0.000225 \n", " 5 0.003352 -0.000935 2827.6252 0.023384 ... 0.002783 0.005306 \n", " ... ... ... ... ... ... ... ... \n", " 1237 -0.000093 -0.003669 3251.3971 -0.025975 ... -0.007370 0.000867 \n", " 1238 0.000231 0.002473 3245.3760 -0.021766 ... -0.003920 -0.000093 \n", " 1239 -0.000682 -0.001761 3240.0568 0.013760 ... 0.003884 0.000231 \n", " 1240 0.008088 -0.001436 3261.2485 -0.029366 ... -0.004080 -0.000682 \n", " 1241 -0.005996 -0.001176 3272.8602 0.008244 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 1 0.001363 2786.8878 0.018436 0.004074 300349 2018-07-04 \n", " 2 0.003963 2759.1260 -0.008386 -0.010012 300349 2018-07-05 \n", " 3 0.003773 2733.8819 -0.046871 -0.009191 300349 2018-07-06 \n", " 4 -0.001017 2747.2285 0.009333 0.004870 300349 2018-07-09 \n", " 5 -0.002450 2815.1095 0.038590 0.024409 300349 2018-07-10 \n", " ... ... ... ... ... ... ... \n", " 1237 -0.004280 3265.6537 0.055925 -0.006409 300349 2023-03-27 \n", " 1238 -0.003669 3251.3971 -0.025975 -0.004375 300349 2023-03-28 \n", " 1239 0.002473 3245.3760 -0.021766 -0.001854 300349 2023-03-29 \n", " 1240 -0.001761 3240.0568 0.013760 -0.001640 300349 2023-03-30 \n", " 1241 -0.001436 3261.2485 -0.029366 0.006519 300349 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 1 19.00 201807 \n", " 2 18.13 201807 \n", " 3 18.30 201807 \n", " 4 19.02 201807 \n", " 5 19.47 201807 \n", " ... ... ... \n", " 1237 12.54 202303 \n", " 1238 12.27 202303 \n", " 1239 12.44 202303 \n", " 1240 12.08 202303 \n", " 1241 12.18 202303 \n", " \n", " [1241 rows x 26 columns],\n", " 300352: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 1 8.598522e+07 3.9165 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 5.688089e+07 6.8593 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 3.257606e+07 4.0233 0.000107 0.003885 0.002622 0.004782 \n", " 4 8.398017e+07 4.7885 0.000107 -0.016251 -0.004473 0.000358 \n", " 5 6.819520e+07 3.7907 0.000107 0.030524 0.002484 -0.001369 \n", " ... ... ... ... ... ... ... \n", " 2440 6.254913e+08 3.8801 0.000067 -0.006374 0.002265 -0.003920 \n", " 2441 5.637242e+08 5.0173 0.000067 0.000790 -0.005440 0.003884 \n", " 2442 4.660599e+08 5.8304 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2443 4.071872e+08 4.9296 0.000067 0.005986 -0.012989 -0.000733 \n", " 2444 3.125008e+08 5.1756 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 1 -0.001519 0.002452 2276.0700 -0.020798 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 0.001167 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 -0.007609 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 0.037762 ... 0.004782 -0.003027 \n", " 5 -0.002640 0.000791 2311.7400 0.010412 ... 0.000358 -0.000219 \n", " ... ... ... ... ... ... ... ... \n", " 2440 -0.000093 -0.003669 3251.3971 0.019215 ... -0.007370 0.000867 \n", " 2441 0.000231 0.002473 3245.3760 -0.020980 ... -0.003920 -0.000093 \n", " 2442 -0.000682 -0.001761 3240.0568 0.003527 ... 0.003884 0.000231 \n", " 2443 0.008088 -0.001436 3261.2485 -0.048702 ... -0.004080 -0.000682 \n", " 2444 -0.005996 -0.001176 3272.8602 0.029146 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 1 0.000641 2285.3640 0.095310 0.003670 300352 2013-01-08 \n", " 2 0.002452 2276.0700 -0.020798 -0.004075 300352 2013-01-09 \n", " 3 -0.000336 2275.3400 0.001167 -0.000321 300352 2013-01-10 \n", " 4 0.000300 2283.6580 -0.007609 0.003649 300352 2013-01-11 \n", " 5 -0.008375 2242.9970 0.037762 -0.017966 300352 2013-01-14 \n", " ... ... ... ... ... ... ... \n", " 2440 -0.004280 3265.6537 0.030441 -0.006409 300352 2023-03-27 \n", " 2441 -0.003669 3251.3971 0.019215 -0.004375 300352 2023-03-28 \n", " 2442 0.002473 3245.3760 -0.020980 -0.001854 300352 2023-03-29 \n", " 2443 -0.001761 3240.0568 0.003527 -0.001640 300352 2023-03-30 \n", " 2444 -0.001436 3261.2485 -0.048702 0.006519 300352 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 1 34.26 201301 \n", " 2 34.30 201301 \n", " 3 34.04 201301 \n", " 4 35.35 201301 \n", " 5 35.72 201301 \n", " ... ... ... \n", " 2440 5.78 202303 \n", " 2441 5.66 202303 \n", " 2442 5.68 202303 \n", " 2443 5.41 202303 \n", " 2444 5.57 202303 \n", " \n", " [2444 rows x 26 columns],\n", " 300359: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 1 1.713448e+08 7.2410 0.000153 0.004840 0.008616 -0.002447 \n", " 2 3.416279e+08 10.7403 0.000153 -0.010680 0.007270 0.000769 \n", " 3 2.858350e+08 9.4783 0.000153 0.002975 -0.001497 0.004196 \n", " 4 2.612705e+08 6.8522 0.000153 0.005586 0.002377 0.002465 \n", " 5 1.994817e+08 10.6977 0.000153 -0.008177 0.004555 0.000768 \n", " ... ... ... ... ... ... ... \n", " 2061 1.532094e+08 2.8340 0.000067 -0.006374 0.002265 -0.003920 \n", " 2062 1.243494e+08 2.7248 0.000067 0.000790 -0.005440 0.003884 \n", " 2063 1.033663e+08 2.6462 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2064 1.214975e+08 2.8011 0.000067 0.005986 -0.012989 -0.000733 \n", " 2065 2.099092e+08 5.8488 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 1 0.000514 0.002356 2054.3920 0.095403 ... -0.003409 -0.002933 \n", " 2 -0.000984 0.000858 2033.3000 0.014991 ... -0.002447 0.000514 \n", " 3 0.001061 -0.001204 2038.5130 0.054686 ... 0.000769 -0.000984 \n", " 4 -0.003735 0.001197 2049.9140 -0.067441 ... 0.004196 0.001061 \n", " 5 -0.002039 0.001219 2033.0830 0.026800 ... 0.002465 -0.003735 \n", " ... ... ... ... ... ... ... ... \n", " 2061 -0.000093 -0.003669 3251.3971 -0.009492 ... -0.007370 0.000867 \n", " 2062 0.000231 0.002473 3245.3760 -0.022039 ... -0.003920 -0.000093 \n", " 2063 -0.000682 -0.001761 3240.0568 -0.005587 ... 0.003884 0.000231 \n", " 2064 0.008088 -0.001436 3261.2485 -0.018375 ... -0.004080 -0.000682 \n", " 2065 -0.005996 -0.001176 3272.8602 0.048722 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 1 0.003065 2042.1800 0.000205 -0.004675 300359 2014-01-24 \n", " 2 0.002356 2054.3920 0.095403 0.005962 300359 2014-01-27 \n", " 3 0.000858 2033.3000 0.014991 -0.010320 300359 2014-01-28 \n", " 4 -0.001204 2038.5130 0.054686 0.002561 300359 2014-01-29 \n", " 5 0.001197 2049.9140 -0.067441 0.005577 300359 2014-01-30 \n", " ... ... ... ... ... ... ... \n", " 2061 -0.004280 3265.6537 0.017700 -0.006409 300359 2023-03-27 \n", " 2062 -0.003669 3251.3971 -0.009492 -0.004375 300359 2023-03-28 \n", " 2063 0.002473 3245.3760 -0.022039 -0.001854 300359 2023-03-29 \n", " 2064 -0.001761 3240.0568 -0.005587 -0.001640 300359 2023-03-30 \n", " 2065 -0.001436 3261.2485 -0.018375 0.006519 300359 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 1 53.63 201401 \n", " 2 54.44 201401 \n", " 3 57.50 201401 \n", " 4 53.75 201401 \n", " 5 55.21 201401 \n", " ... ... ... \n", " 2061 7.34 202303 \n", " 2062 7.18 202303 \n", " 2063 7.14 202303 \n", " 2064 7.01 202303 \n", " 2065 7.36 202303 \n", " \n", " [2065 rows x 26 columns],\n", " 300365: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 1 1.658819e+08 8.3899 0.000153 0.002975 -0.001497 0.004196 \n", " 2 1.071697e+08 2.4258 0.000153 0.005586 0.002377 0.002465 \n", " 3 1.132476e+08 6.3291 0.000153 -0.008177 0.004555 0.000768 \n", " 4 7.153026e+07 5.8790 0.000153 0.003443 0.009808 -0.003071 \n", " 5 1.450759e+08 6.9028 0.000154 0.018259 0.007916 -0.005285 \n", " ... ... ... ... ... ... ... \n", " 2166 1.932874e+08 4.0840 0.000067 -0.006374 0.002265 -0.003920 \n", " 2167 1.279830e+08 3.1963 0.000067 0.000790 -0.005440 0.003884 \n", " 2168 7.856029e+07 2.0024 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2169 1.345171e+08 4.5882 0.000067 0.005986 -0.012989 -0.000733 \n", " 2170 1.217015e+08 5.2381 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 1 0.001061 -0.001204 2038.5130 -0.027201 ... 0.000769 -0.000984 \n", " 2 -0.003735 0.001197 2049.9140 -0.021343 ... 0.004196 0.001061 \n", " 3 -0.002039 0.001219 2033.0830 -0.058554 ... 0.002465 -0.003735 \n", " 4 -0.006884 0.003933 2044.4970 0.034557 ... 0.000768 -0.002039 \n", " 5 -0.004176 0.003236 2086.0670 0.054029 ... -0.003071 -0.006884 \n", " ... ... ... ... ... ... ... ... \n", " 2166 -0.000093 -0.003669 3251.3971 0.021928 ... -0.007370 0.000867 \n", " 2167 0.000231 0.002473 3245.3760 -0.031307 ... -0.003920 -0.000093 \n", " 2168 -0.000682 -0.001761 3240.0568 0.001177 ... 0.003884 0.000231 \n", " 2169 0.008088 -0.001436 3261.2485 -0.011834 ... -0.004080 -0.000682 \n", " 2170 -0.005996 -0.001176 3272.8602 0.025853 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 1 0.000858 2033.3000 -0.102571 -0.010320 300365 2014-01-28 \n", " 2 -0.001204 2038.5130 -0.027201 0.002561 300365 2014-01-29 \n", " 3 0.001197 2049.9140 -0.021343 0.005577 300365 2014-01-30 \n", " 4 0.001219 2033.0830 -0.058554 -0.008244 300365 2014-02-07 \n", " 5 0.003933 2044.4970 0.034557 0.005598 300365 2014-02-10 \n", " ... ... ... ... ... ... ... \n", " 2166 -0.004280 3265.6537 0.011737 -0.006409 300365 2023-03-27 \n", " 2167 -0.003669 3251.3971 0.021928 -0.004375 300365 2023-03-28 \n", " 2168 0.002473 3245.3760 -0.031307 -0.001854 300365 2023-03-29 \n", " 2169 -0.001761 3240.0568 0.001177 -0.001640 300365 2023-03-30 \n", " 2170 -0.001436 3261.2485 -0.011834 0.006519 300365 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 1 57.30 201401 \n", " 2 56.09 201401 \n", " 3 52.90 201401 \n", " 4 54.76 201402 \n", " 5 57.80 201402 \n", " ... ... ... \n", " 2166 8.76 202303 \n", " 2167 8.49 202303 \n", " 2168 8.50 202303 \n", " 2169 8.40 202303 \n", " 2170 8.62 202303 \n", " \n", " [2170 rows x 26 columns],\n", " 300366: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 1 2.229942e+08 17.1103 0.000153 -0.008177 0.004555 0.000768 \n", " 2 3.122187e+07 0.0000 0.000153 0.009826 -0.003386 -0.000135 \n", " 3 2.297255e+08 6.7578 0.000153 0.001902 0.010043 -0.002638 \n", " 4 3.159399e+08 9.9707 0.000154 -0.003410 -0.005504 0.002523 \n", " 5 1.118742e+08 3.9342 0.000153 -0.009050 0.008418 0.002045 \n", " ... ... ... ... ... ... ... \n", " 2040 1.100333e+09 3.9544 0.000067 -0.006374 0.002265 -0.003920 \n", " 2041 6.622413e+08 4.4444 0.000067 0.000790 -0.005440 0.003884 \n", " 2042 5.445129e+08 4.8462 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2043 3.904727e+08 4.1667 0.000067 0.005986 -0.012989 -0.000733 \n", " 2044 4.110457e+08 2.9436 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 1 -0.002039 0.001219 2033.0830 0.071525 ... 0.002465 -0.003735 \n", " 2 0.000008 0.002970 2103.6710 0.095310 ... 0.000768 -0.002039 \n", " 3 -0.002568 0.004625 2109.9550 0.095335 ... -0.000135 0.000008 \n", " 4 0.003192 0.002497 2098.4010 0.092380 ... -0.002638 -0.002568 \n", " 5 -0.005512 0.001225 2119.0660 0.095330 ... 0.002523 0.003192 \n", " ... ... ... ... ... ... ... ... \n", " 2040 -0.000093 -0.003669 3251.3971 0.026268 ... -0.007370 0.000867 \n", " 2041 0.000231 0.002473 3245.3760 -0.037740 ... -0.003920 -0.000093 \n", " 2042 -0.000682 -0.001761 3240.0568 -0.040822 ... 0.003884 0.000231 \n", " 2043 0.008088 -0.001436 3261.2485 -0.020235 ... -0.004080 -0.000682 \n", " 2044 -0.005996 -0.001176 3272.8602 0.011382 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 1 0.001197 2049.9140 0.095342 0.005577 300366 2014-01-30 \n", " 2 0.001219 2033.0830 0.071525 -0.008244 300366 2014-02-11 \n", " 3 0.002970 2103.6710 0.095310 0.034131 300366 2014-02-12 \n", " 4 0.004625 2109.9550 0.095335 0.002983 300366 2014-02-13 \n", " 5 0.002497 2098.4010 0.092380 -0.005491 300366 2014-02-18 \n", " ... ... ... ... ... ... ... \n", " 2040 -0.004280 3265.6537 0.052294 -0.006409 300366 2023-03-27 \n", " 2041 -0.003669 3251.3971 0.026268 -0.004375 300366 2023-03-28 \n", " 2042 0.002473 3245.3760 -0.037740 -0.001854 300366 2023-03-29 \n", " 2043 -0.001761 3240.0568 -0.040822 -0.001640 300366 2023-03-30 \n", " 2044 -0.001436 3261.2485 -0.020235 0.006519 300366 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 1 33.90 201401 \n", " 2 37.29 201402 \n", " 3 41.02 201402 \n", " 4 44.99 201402 \n", " 5 49.49 201402 \n", " ... ... ... \n", " 2040 13.50 202303 \n", " 2041 13.00 202303 \n", " 2042 12.48 202303 \n", " 2043 12.23 202303 \n", " 2044 12.37 202303 \n", " \n", " [2044 rows x 26 columns],\n", " 300369: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 1 1.031300e+08 0.0980 0.000154 0.018259 0.007916 -0.005285 \n", " 2 2.449876e+07 0.0000 0.000153 0.001902 0.010043 -0.002638 \n", " 3 8.244434e+08 5.7387 0.000154 -0.003410 -0.005504 0.002523 \n", " 4 6.489796e+08 7.1147 0.000153 -0.009050 0.008418 0.002045 \n", " 5 3.686972e+08 8.6680 0.000153 0.013401 -0.007193 0.004204 \n", " ... ... ... ... ... ... ... \n", " 2130 5.934476e+08 6.2319 0.000067 -0.006374 0.002265 -0.003920 \n", " 2131 6.934030e+08 7.6602 0.000067 0.000790 -0.005440 0.003884 \n", " 2132 5.065348e+08 5.3177 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2133 3.961523e+08 4.1096 0.000067 0.005986 -0.012989 -0.000733 \n", " 2134 4.162937e+08 4.6695 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 1 -0.004176 0.003236 2086.0670 0.095272 ... -0.003071 -0.006884 \n", " 2 -0.002568 0.004625 2109.9550 0.095345 ... -0.005285 -0.004176 \n", " 3 0.003192 0.002497 2098.4010 0.082789 ... -0.002638 -0.002568 \n", " 4 -0.005512 0.001225 2119.0660 0.038754 ... 0.002523 0.003192 \n", " 5 0.003135 0.002080 2142.5540 0.028982 ... 0.002045 -0.005512 \n", " ... ... ... ... ... ... ... ... \n", " 2130 -0.000093 -0.003669 3251.3971 0.039778 ... -0.007370 0.000867 \n", " 2131 0.000231 0.002473 3245.3760 0.008322 ... -0.003920 -0.000093 \n", " 2132 -0.000682 -0.001761 3240.0568 -0.043040 ... 0.003884 0.000231 \n", " 2133 0.008088 -0.001436 3261.2485 0.003598 ... -0.004080 -0.000682 \n", " 2134 -0.005996 -0.001176 3272.8602 -0.001438 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 1 0.003933 2044.4970 0.095254 0.005598 300369 2014-02-10 \n", " 2 0.003236 2086.0670 0.095272 0.020129 300369 2014-02-12 \n", " 3 0.004625 2109.9550 0.095345 0.011386 300369 2014-02-13 \n", " 4 0.002497 2098.4010 0.082789 -0.005491 300369 2014-02-18 \n", " 5 0.001225 2119.0660 0.038754 0.009800 300369 2014-02-19 \n", " ... ... ... ... ... ... ... \n", " 2130 -0.004280 3265.6537 0.033152 -0.006409 300369 2023-03-27 \n", " 2131 -0.003669 3251.3971 0.039778 -0.004375 300369 2023-03-28 \n", " 2132 0.002473 3245.3760 0.008322 -0.001854 300369 2023-03-29 \n", " 2133 -0.001761 3240.0568 -0.043040 -0.001640 300369 2023-03-30 \n", " 2134 -0.001436 3261.2485 0.003598 0.006519 300369 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 1 78.57 201402 \n", " 2 86.43 201402 \n", " 3 93.89 201402 \n", " 4 97.60 201402 \n", " 5 100.47 201402 \n", " ... ... ... \n", " 2130 14.36 202303 \n", " 2131 14.48 202303 \n", " 2132 13.87 202303 \n", " 2133 13.92 202303 \n", " 2134 13.90 202303 \n", " \n", " [2134 rows x 26 columns],\n", " 300377: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 1 2.382117e+08 10.8796 0.000153 -0.008177 0.004555 0.000768 \n", " 2 1.812589e+08 8.5615 0.000153 0.003443 0.009808 -0.003071 \n", " 3 2.676146e+08 11.3055 0.000154 0.018259 0.007916 -0.005285 \n", " 4 2.199238e+08 7.4591 0.000153 0.009826 -0.003386 -0.000135 \n", " 5 2.228386e+08 10.2090 0.000153 0.001902 0.010043 -0.002638 \n", " ... ... ... ... ... ... ... \n", " 2180 3.339376e+08 3.6204 0.000067 -0.006374 0.002265 -0.003920 \n", " 2181 2.344087e+08 2.5048 0.000067 0.000790 -0.005440 0.003884 \n", " 2182 2.081304e+08 3.3697 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2183 1.611340e+08 3.2673 0.000067 0.005986 -0.012989 -0.000733 \n", " 2184 1.912360e+08 4.6278 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 1 -0.002039 0.001219 2033.0830 0.008355 ... 0.002465 -0.003735 \n", " 2 -0.006884 0.003933 2044.4970 0.027530 ... 0.000768 -0.002039 \n", " 3 -0.004176 0.003236 2086.0670 0.081688 ... -0.003071 -0.006884 \n", " 4 0.000008 0.002970 2103.6710 -0.010157 ... -0.005285 -0.004176 \n", " 5 -0.002568 0.004625 2109.9550 0.071291 ... -0.000135 0.000008 \n", " ... ... ... ... ... ... ... ... \n", " 2180 -0.000093 -0.003669 3251.3971 0.015534 ... -0.007370 0.000867 \n", " 2181 0.000231 0.002473 3245.3760 -0.028336 ... -0.003920 -0.000093 \n", " 2182 -0.000682 -0.001761 3240.0568 0.000991 ... 0.003884 0.000231 \n", " 2183 0.008088 -0.001436 3261.2485 -0.015968 ... -0.004080 -0.000682 \n", " 2184 -0.005996 -0.001176 3272.8602 0.026801 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 1 0.001197 2049.9140 0.077632 0.005577 300377 2014-01-30 \n", " 2 0.001219 2033.0830 0.008355 -0.008244 300377 2014-02-07 \n", " 3 0.003933 2044.4970 0.027530 0.005598 300377 2014-02-10 \n", " 4 0.003236 2086.0670 0.081688 0.020129 300377 2014-02-11 \n", " 5 0.002970 2103.6710 -0.010157 0.008403 300377 2014-02-12 \n", " ... ... ... ... ... ... ... \n", " 2180 -0.004280 3265.6537 0.011811 -0.006409 300377 2023-03-27 \n", " 2181 -0.003669 3251.3971 0.015534 -0.004375 300377 2023-03-28 \n", " 2182 0.002473 3245.3760 -0.028336 -0.001854 300377 2023-03-29 \n", " 2183 -0.001761 3240.0568 0.000991 -0.001640 300377 2023-03-30 \n", " 2184 -0.001436 3261.2485 -0.015968 0.006519 300377 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 1 37.26 201401 \n", " 2 38.30 201402 \n", " 3 41.56 201402 \n", " 4 41.14 201402 \n", " 5 44.18 201402 \n", " ... ... ... \n", " 2180 10.38 202303 \n", " 2181 10.09 202303 \n", " 2182 10.10 202303 \n", " 2183 9.94 202303 \n", " 2184 10.21 202303 \n", " \n", " [2184 rows x 26 columns],\n", " 300378: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 1 2.881151e+08 6.4535 0.000153 -0.008177 0.004555 0.000768 \n", " 2 1.856875e+08 7.9923 0.000153 0.003443 0.009808 -0.003071 \n", " 3 3.195611e+08 10.1274 0.000154 0.018259 0.007916 -0.005285 \n", " 4 3.577919e+08 9.3741 0.000153 0.009826 -0.003386 -0.000135 \n", " 5 4.527019e+08 11.3993 0.000153 0.001902 0.010043 -0.002638 \n", " ... ... ... ... ... ... ... \n", " 2222 5.364997e+08 7.5664 0.000067 -0.006374 0.002265 -0.003920 \n", " 2223 3.116397e+08 4.0000 0.000067 0.000790 -0.005440 0.003884 \n", " 2224 3.695642e+08 5.5405 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2225 2.508387e+08 4.0280 0.000067 0.005986 -0.012989 -0.000733 \n", " 2226 2.272159e+08 5.2368 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 1 -0.002039 0.001219 2033.0830 -0.086025 ... 0.002465 -0.003735 \n", " 2 -0.006884 0.003933 2044.4970 0.028677 ... 0.000768 -0.002039 \n", " 3 -0.004176 0.003236 2086.0670 0.064946 ... -0.003071 -0.006884 \n", " 4 0.000008 0.002970 2103.6710 0.021314 ... -0.005285 -0.004176 \n", " 5 -0.002568 0.004625 2109.9550 0.095336 ... -0.000135 0.000008 \n", " ... ... ... ... ... ... ... ... \n", " 2222 -0.000093 -0.003669 3251.3971 0.039051 ... -0.007370 0.000867 \n", " 2223 0.000231 0.002473 3245.3760 -0.056908 ... -0.003920 -0.000093 \n", " 2224 -0.000682 -0.001761 3240.0568 0.028421 ... 0.003884 0.000231 \n", " 2225 0.008088 -0.001436 3261.2485 -0.039291 ... -0.004080 -0.000682 \n", " 2226 -0.005996 -0.001176 3272.8602 0.037538 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 1 0.001197 2049.9140 0.035531 0.005577 300378 2014-01-30 \n", " 2 0.001219 2033.0830 -0.086025 -0.008244 300378 2014-02-07 \n", " 3 0.003933 2044.4970 0.028677 0.005598 300378 2014-02-10 \n", " 4 0.003236 2086.0670 0.064946 0.020129 300378 2014-02-11 \n", " 5 0.002970 2103.6710 0.021314 0.008403 300378 2014-02-12 \n", " ... ... ... ... ... ... ... \n", " 2222 -0.004280 3265.6537 0.010676 -0.006409 300378 2023-03-27 \n", " 2223 -0.003669 3251.3971 0.039051 -0.004375 300378 2023-03-28 \n", " 2224 0.002473 3245.3760 -0.056908 -0.001854 300378 2023-03-29 \n", " 2225 -0.001761 3240.0568 0.028421 -0.001640 300378 2023-03-30 \n", " 2226 -0.001436 3261.2485 -0.039291 0.006519 300378 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 1 31.28 201401 \n", " 2 32.19 201402 \n", " 3 34.35 201402 \n", " 4 35.09 201402 \n", " 5 38.60 201402 \n", " ... ... ... \n", " 2222 23.50 202303 \n", " 2223 22.20 202303 \n", " 2224 22.84 202303 \n", " 2225 21.96 202303 \n", " 2226 22.80 202303 \n", " \n", " [2226 rows x 26 columns],\n", " 300379: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 1 5.098931e+07 0.0000 0.000154 0.018259 0.007916 -0.005285 \n", " 2 1.066232e+07 0.0000 0.000153 0.009826 -0.003386 -0.000135 \n", " 3 2.138199e+08 4.0095 0.000153 0.001902 0.010043 -0.002638 \n", " 4 7.656581e+06 0.0000 0.000153 0.008026 0.007470 -0.004358 \n", " 5 1.584026e+08 3.3137 0.000153 -0.009050 0.008418 0.002045 \n", " ... ... ... ... ... ... ... \n", " 2110 5.231582e+08 4.7112 0.000067 -0.006374 0.002265 -0.003920 \n", " 2111 1.056571e+09 8.7184 0.000067 0.000790 -0.005440 0.003884 \n", " 2112 5.625987e+08 4.8062 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2113 3.672182e+08 3.3600 0.000067 0.005986 -0.012989 -0.000733 \n", " 2114 2.966367e+08 3.3997 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 1 -0.004176 0.003236 2086.0670 0.095215 ... 0.000768 -0.002039 \n", " 2 0.000008 0.002970 2103.6710 0.095375 ... -0.005285 -0.004176 \n", " 3 -0.002568 0.004625 2109.9550 0.095330 ... -0.000135 0.000008 \n", " 4 -0.003142 -0.000027 2135.4150 0.095257 ... -0.002638 -0.002568 \n", " 5 -0.005512 0.001225 2119.0660 0.095262 ... -0.004358 -0.003142 \n", " ... ... ... ... ... ... ... ... \n", " 2110 -0.000093 -0.003669 3251.3971 0.019473 ... -0.007370 0.000867 \n", " 2111 0.000231 0.002473 3245.3760 0.035908 ... -0.003920 -0.000093 \n", " 2112 -0.000682 -0.001761 3240.0568 -0.031499 ... 0.003884 0.000231 \n", " 2113 0.008088 -0.001436 3261.2485 -0.035834 ... -0.004080 -0.000682 \n", " 2114 -0.005996 -0.001176 3272.8602 0.020518 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 1 0.001219 2033.0830 0.095441 -0.008244 300379 2014-02-10 \n", " 2 0.003236 2086.0670 0.095215 0.025727 300379 2014-02-11 \n", " 3 0.002970 2103.6710 0.095375 0.008403 300379 2014-02-12 \n", " 4 0.004625 2109.9550 0.095330 0.002983 300379 2014-02-17 \n", " 5 -0.000027 2135.4150 0.095257 0.011994 300379 2014-02-18 \n", " ... ... ... ... ... ... ... \n", " 2110 -0.004280 3265.6537 -0.008566 -0.006409 300379 2023-03-27 \n", " 2111 -0.003669 3251.3971 0.019473 -0.004375 300379 2023-03-28 \n", " 2112 0.002473 3245.3760 0.035908 -0.001854 300379 2023-03-29 \n", " 2113 -0.001761 3240.0568 -0.031499 -0.001640 300379 2023-03-30 \n", " 2114 -0.001436 3261.2485 -0.035834 0.006519 300379 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 1 42.17 201402 \n", " 2 46.39 201402 \n", " 3 51.03 201402 \n", " 4 56.13 201402 \n", " 5 61.74 201402 \n", " ... ... ... \n", " 2110 24.89 202303 \n", " 2111 25.80 202303 \n", " 2112 25.00 202303 \n", " 2113 24.12 202303 \n", " 2114 24.62 202303 \n", " \n", " [2114 rows x 26 columns],\n", " 300380: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 1 1.258654e+08 7.3837 0.000153 0.003443 0.009808 -0.003071 \n", " 2 1.641902e+08 11.3924 0.000154 0.018259 0.007916 -0.005285 \n", " 3 2.738476e+08 9.0743 0.000153 0.009826 -0.003386 -0.000135 \n", " 4 2.471483e+08 12.5525 0.000153 0.001902 0.010043 -0.002638 \n", " 5 1.679871e+08 6.6729 0.000154 -0.003410 -0.005504 0.002523 \n", " ... ... ... ... ... ... ... \n", " 2226 1.227630e+08 3.7298 0.000067 -0.006374 0.002265 -0.003920 \n", " 2227 7.863745e+07 2.9073 0.000067 0.000790 -0.005440 0.003884 \n", " 2228 7.207708e+07 2.9959 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2229 5.896988e+07 3.6534 0.000067 0.005986 -0.012989 -0.000733 \n", " 2230 8.234912e+07 5.2970 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 1 -0.006884 0.003933 2044.4970 0.010411 ... 0.000768 -0.002039 \n", " 2 -0.004176 0.003236 2086.0670 0.095415 ... -0.003071 -0.006884 \n", " 3 0.000008 0.002970 2103.6710 0.056679 ... -0.005285 -0.004176 \n", " 4 -0.002568 0.004625 2109.9550 0.057378 ... -0.000135 0.000008 \n", " 5 0.003192 0.002497 2098.4010 -0.076084 ... -0.002638 -0.002568 \n", " ... ... ... ... ... ... ... ... \n", " 2226 -0.000093 -0.003669 3251.3971 0.005529 ... -0.007370 0.000867 \n", " 2227 0.000231 0.002473 3245.3760 -0.030020 ... -0.003920 -0.000093 \n", " 2228 -0.000682 -0.001761 3240.0568 -0.010384 ... 0.003884 0.000231 \n", " 2229 0.008088 -0.001436 3261.2485 -0.024836 ... -0.004080 -0.000682 \n", " 2230 -0.005996 -0.001176 3272.8602 0.038315 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 1 0.001219 2033.0830 -0.074751 -0.008244 300380 2014-02-07 \n", " 2 0.003933 2044.4970 0.010411 0.005598 300380 2014-02-10 \n", " 3 0.003236 2086.0670 0.095415 0.020129 300380 2014-02-11 \n", " 4 0.002970 2103.6710 0.056679 0.008403 300380 2014-02-12 \n", " 5 0.004625 2109.9550 0.057378 0.002983 300380 2014-02-13 \n", " ... ... ... ... ... ... ... \n", " 2226 -0.004280 3265.6537 0.015748 -0.006409 300380 2023-03-27 \n", " 2227 -0.003669 3251.3971 0.005529 -0.004375 300380 2023-03-28 \n", " 2228 0.002473 3245.3760 -0.030020 -0.001854 300380 2023-03-29 \n", " 2229 -0.001761 3240.0568 -0.010384 -0.001640 300380 2023-03-30 \n", " 2230 -0.001436 3261.2485 -0.024836 0.006519 300380 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 1 34.76 201402 \n", " 2 38.24 201402 \n", " 3 40.47 201402 \n", " 4 42.86 201402 \n", " 5 39.72 201402 \n", " ... ... ... \n", " 2226 19.95 202303 \n", " 2227 19.36 202303 \n", " 2228 19.16 202303 \n", " 2229 18.69 202303 \n", " 2230 19.42 202303 \n", " \n", " [2230 rows x 26 columns],\n", " 300383: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 1 2.615757e+08 5.1386 0.000154 0.018259 0.007916 -0.005285 \n", " 2 4.347113e+08 2.4105 0.000154 -0.003410 -0.005504 0.002523 \n", " 3 4.625535e+08 12.2199 0.000153 0.006638 0.010065 -0.003780 \n", " 4 3.339841e+08 5.7931 0.000153 0.008026 0.007470 -0.004358 \n", " 5 3.053410e+08 6.0345 0.000153 -0.009050 0.008418 0.002045 \n", " ... ... ... ... ... ... ... \n", " 2035 1.595599e+09 5.4936 0.000067 -0.006374 0.002265 -0.003920 \n", " 2036 9.715296e+08 4.1801 0.000067 0.000790 -0.005440 0.003884 \n", " 2037 1.974526e+09 14.3099 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2038 1.245299e+09 5.5205 0.000067 0.005986 -0.012989 -0.000733 \n", " 2039 1.777794e+09 10.1357 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 1 -0.004176 0.003236 2086.0670 0.095378 ... -0.003071 -0.006884 \n", " 2 0.003192 0.002497 2098.4010 0.095273 ... -0.005285 -0.004176 \n", " 3 -0.003045 -0.000576 2115.8480 0.074303 ... 0.002523 0.003192 \n", " 4 -0.003142 -0.000027 2135.4150 0.013245 ... -0.003780 -0.003045 \n", " 5 -0.005512 0.001225 2119.0660 -0.038976 ... -0.004358 -0.003142 \n", " ... ... ... ... ... ... ... ... \n", " 2035 -0.000093 -0.003669 3251.3971 -0.009600 ... -0.007370 0.000867 \n", " 2036 0.000231 0.002473 3245.3760 -0.051970 ... -0.003920 -0.000093 \n", " 2037 -0.000682 -0.001761 3240.0568 0.071079 ... 0.003884 0.000231 \n", " 2038 0.008088 -0.001436 3261.2485 -0.011900 ... -0.004080 -0.000682 \n", " 2039 -0.005996 -0.001176 3272.8602 0.067875 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 1 0.003933 2044.4970 0.095340 0.005598 300383 2014-02-10 \n", " 2 0.003236 2086.0670 0.095378 0.020129 300383 2014-02-13 \n", " 3 0.002497 2098.4010 0.095273 0.005895 300383 2014-02-14 \n", " 4 -0.000576 2115.8480 0.074303 0.008280 300383 2014-02-17 \n", " 5 -0.000027 2135.4150 0.013245 0.009205 300383 2014-02-18 \n", " ... ... ... ... ... ... ... \n", " 2035 -0.004280 3265.6537 0.021731 -0.006409 300383 2023-03-27 \n", " 2036 -0.003669 3251.3971 -0.009600 -0.004375 300383 2023-03-28 \n", " 2037 0.002473 3245.3760 -0.051970 -0.001854 300383 2023-03-29 \n", " 2038 -0.001761 3240.0568 0.071079 -0.001640 300383 2023-03-30 \n", " 2039 -0.001436 3261.2485 -0.011900 0.006519 300383 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 1 73.43 201402 \n", " 2 80.77 201402 \n", " 3 87.00 201402 \n", " 4 88.16 201402 \n", " 5 84.79 201402 \n", " ... ... ... \n", " 2035 12.44 202303 \n", " 2036 11.81 202303 \n", " 2037 12.68 202303 \n", " 2038 12.53 202303 \n", " 2039 13.41 202303 \n", " \n", " [2039 rows x 26 columns],\n", " 300386: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 1 4.551807e+06 0.0000 0.000130 0.000170 0.007888 -0.002837 \n", " 2 7.753001e+06 0.0000 0.000130 0.004499 0.002535 -0.000576 \n", " 3 1.376335e+07 0.0000 0.000130 0.005727 -0.000758 -0.000810 \n", " 4 3.152393e+07 0.0000 0.000130 -0.001003 -0.001092 -0.000254 \n", " 5 5.737848e+07 0.0000 0.000130 0.000890 0.000817 0.000876 \n", " ... ... ... ... ... ... ... \n", " 2128 1.464390e+08 3.4797 0.000067 -0.006374 0.002265 -0.003920 \n", " 2129 4.451458e+08 14.7300 0.000067 0.000790 -0.005440 0.003884 \n", " 2130 2.887180e+08 3.4589 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2131 3.759198e+08 10.4769 0.000067 0.005986 -0.012989 -0.000733 \n", " 2132 2.030120e+08 4.0562 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 1 -0.003055 0.001167 2050.3810 0.095263 ... -0.002278 -0.002315 \n", " 2 -0.000976 -0.000140 2059.4180 0.095310 ... -0.002837 -0.003055 \n", " 3 -0.002137 -0.000256 2063.2290 0.095375 ... -0.000576 -0.000976 \n", " 4 0.001874 -0.001282 2059.3750 0.095263 ... -0.000810 -0.002137 \n", " 5 -0.001804 0.000205 2059.9270 0.095289 ... -0.000254 0.001874 \n", " ... ... ... ... ... ... ... ... \n", " 2128 -0.000093 -0.003669 3251.3971 0.012351 ... -0.007370 0.000867 \n", " 2129 0.000231 0.002473 3245.3760 0.062644 ... -0.003920 -0.000093 \n", " 2130 -0.000682 -0.001761 3240.0568 -0.017055 ... 0.003884 0.000231 \n", " 2131 0.008088 -0.001436 3261.2485 0.002343 ... -0.004080 -0.000682 \n", " 2132 -0.005996 -0.001176 3272.8602 -0.025278 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 1 0.002618 2048.3270 0.095345 0.005786 300386 2014-07-01 \n", " 2 0.001167 2050.3810 0.095263 0.001002 300386 2014-07-02 \n", " 3 -0.000140 2059.4180 0.095310 0.004398 300386 2014-07-03 \n", " 4 -0.000256 2063.2290 0.095375 0.001849 300386 2014-07-04 \n", " 5 -0.001282 2059.3750 0.095263 -0.001870 300386 2014-07-07 \n", " ... ... ... ... ... ... ... \n", " 2128 -0.004280 3265.6537 0.016709 -0.006409 300386 2023-03-27 \n", " 2129 -0.003669 3251.3971 0.012351 -0.004375 300386 2023-03-28 \n", " 2130 0.002473 3245.3760 0.062644 -0.001854 300386 2023-03-29 \n", " 2131 -0.001761 3240.0568 -0.017055 -0.001640 300386 2023-03-30 \n", " 2132 -0.001436 3261.2485 0.002343 0.006519 300386 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 1 63.50 201407 \n", " 2 69.85 201407 \n", " 3 76.84 201407 \n", " 4 84.52 201407 \n", " 5 92.97 201407 \n", " ... ... ... \n", " 2128 12.22 202303 \n", " 2129 13.01 202303 \n", " 2130 12.79 202303 \n", " 2131 12.82 202303 \n", " 2132 12.50 202303 \n", " \n", " [2132 rows x 26 columns],\n", " 300392: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 1 2103341.00 0.0000 0.000127 0.001763 0.014668 0.001273 \n", " 2 8580369.00 0.0000 0.000127 -0.016093 -0.013151 0.010581 \n", " 3 14384212.04 0.0000 0.000127 0.004293 0.008818 -0.002611 \n", " 4 16364503.68 0.0000 0.000127 0.003334 0.004395 -0.003781 \n", " 5 18098648.04 0.0000 0.000126 0.006136 0.004018 -0.004169 \n", " ... ... ... ... ... ... ... \n", " 1593 10132345.00 3.3962 0.000063 0.007378 -0.013330 0.011390 \n", " 1594 15808085.00 15.8301 0.000062 -0.046321 -0.021524 0.011949 \n", " 1595 11980896.47 7.8261 0.000062 -0.013891 -0.024200 0.001593 \n", " 1596 19424507.39 6.2212 0.000061 0.020818 -0.004447 -0.013508 \n", " 1597 25651499.02 10.0000 0.000061 0.008706 -0.021763 0.003162 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 1 -0.007132 0.000227 2339.1400 0.095370 ... -0.001970 -0.004344 \n", " 2 0.004927 0.001909 2296.5550 0.095274 ... 0.001273 -0.007132 \n", " 3 0.000688 0.000417 2307.8930 0.095277 ... 0.010581 0.004927 \n", " 4 -0.001573 -0.001230 2315.9280 0.095280 ... -0.002611 0.000688 \n", " 5 -0.003215 0.000731 2329.4510 0.095351 ... -0.003781 -0.001573 \n", " ... ... ... ... ... ... ... ... \n", " 1593 0.001052 0.001870 3086.9193 -0.022902 ... 0.002065 0.005562 \n", " 1594 0.004015 -0.003004 2928.5118 -0.118749 ... 0.011390 0.001052 \n", " 1595 0.010310 -0.009932 2886.4257 -0.058182 ... 0.011949 0.004015 \n", " 1596 0.006960 -0.004059 2958.2820 0.013730 ... 0.001593 0.010310 \n", " 1597 0.008648 0.000026 2975.4848 -0.077962 ... -0.013508 0.006960 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 1 0.001883 2331.9500 0.095222 0.008731 300392 2014-09-15 \n", " 2 0.000227 2339.1400 0.095370 0.003079 300392 2014-09-16 \n", " 3 0.001909 2296.5550 0.095274 -0.018373 300392 2014-09-17 \n", " 4 0.000417 2307.8930 0.095277 0.004925 300392 2014-09-18 \n", " 5 -0.001230 2315.9280 0.095280 0.003475 300392 2014-09-19 \n", " ... ... ... ... ... ... ... \n", " 1593 -0.008374 3079.8077 -0.037041 -0.022869 300392 2022-04-22 \n", " 1594 0.001870 3086.9193 -0.022902 0.002306 300392 2022-04-25 \n", " 1595 -0.003004 2928.5118 -0.118749 -0.052679 300392 2022-04-26 \n", " 1596 -0.009932 2886.4257 -0.058182 -0.014475 300392 2022-04-27 \n", " 1597 -0.004059 2958.2820 0.013730 0.024590 300392 2022-04-28 \n", " \n", " stkclose YYYYmm \n", " 1 50.02 201409 \n", " 2 55.02 201409 \n", " 3 60.52 201409 \n", " 4 66.57 201409 \n", " 5 73.23 201409 \n", " ... ... ... \n", " 1593 5.18 202204 \n", " 1594 4.60 202204 \n", " 1595 4.34 202204 \n", " 1596 4.40 202204 \n", " 1597 4.07 202204 \n", " \n", " [1597 rows x 26 columns],\n", " 300399: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 1 3.371440e+05 0.0000 0.000124 -0.002415 0.003469 0.000682 \n", " 2 6.638242e+05 0.0000 0.000124 0.005988 -0.000563 -0.001016 \n", " 3 1.088183e+06 0.0000 0.000124 -0.005447 -0.006240 0.006781 \n", " 4 3.090512e+06 0.0000 0.000124 -0.006122 -0.008679 -0.001030 \n", " 5 1.074282e+07 0.0000 0.000123 0.005850 0.009799 -0.001231 \n", " ... ... ... ... ... ... ... \n", " 2044 1.812176e+08 3.9483 0.000067 -0.006374 0.002265 -0.003920 \n", " 2045 1.240148e+08 3.5971 0.000067 0.000790 -0.005440 0.003884 \n", " 2046 1.167806e+08 4.0471 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2047 1.093825e+08 4.4248 0.000067 0.005986 -0.012989 -0.000733 \n", " 2048 1.204923e+08 4.3215 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 1 -0.000360 0.003311 2359.4750 0.095357 ... 0.002527 -0.000855 \n", " 2 -0.002743 0.000893 2373.6700 0.095141 ... 0.000682 -0.000360 \n", " 3 0.006108 -0.003275 2356.4990 0.095387 ... -0.001016 -0.002743 \n", " 4 0.005733 -0.002464 2341.1840 0.095170 ... 0.006781 0.006108 \n", " 5 -0.003771 -0.000758 2356.7280 0.095215 ... -0.001030 0.005733 \n", " ... ... ... ... ... ... ... ... \n", " 2044 -0.000093 -0.003669 3251.3971 -0.002156 ... -0.007370 0.000867 \n", " 2045 0.000231 0.002473 3245.3760 -0.022555 ... -0.003920 -0.000093 \n", " 2046 -0.000682 -0.001761 3240.0568 -0.002210 ... 0.003884 0.000231 \n", " 2047 0.008088 -0.001436 3261.2485 -0.027665 ... -0.004080 -0.000682 \n", " 2048 -0.005996 -0.001176 3272.8602 0.032814 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 1 -0.001536 2366.0090 0.095208 -0.003599 300399 2014-10-14 \n", " 2 0.003311 2359.4750 0.095357 -0.002765 300399 2014-10-15 \n", " 3 0.000893 2373.6700 0.095141 0.005998 300399 2014-10-16 \n", " 4 -0.003275 2356.4990 0.095387 -0.007260 300399 2014-10-17 \n", " 5 -0.002464 2341.1840 0.095170 -0.006520 300399 2014-10-20 \n", " ... ... ... ... ... ... ... \n", " 2044 -0.004280 3265.6537 -0.014255 -0.006409 300399 2023-03-27 \n", " 2045 -0.003669 3251.3971 -0.002156 -0.004375 300399 2023-03-28 \n", " 2046 0.002473 3245.3760 -0.022555 -0.001854 300399 2023-03-29 \n", " 2047 -0.001761 3240.0568 -0.002210 -0.001640 300399 2023-03-30 \n", " 2048 -0.001436 3261.2485 -0.027665 0.006519 300399 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 1 21.44 201410 \n", " 2 23.58 201410 \n", " 3 25.94 201410 \n", " 4 28.53 201410 \n", " 5 31.38 201410 \n", " ... ... ... \n", " 2044 13.90 202303 \n", " 2045 13.59 202303 \n", " 2046 13.56 202303 \n", " 2047 13.19 202303 \n", " 2048 13.63 202303 \n", " \n", " [2048 rows x 26 columns],\n", " 300418: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 1 1.031115e+06 0.0000 0.000134 0.007013 0.011092 -0.005977 \n", " 2 4.639092e+06 0.0000 0.000134 -0.011691 0.015454 -0.010699 \n", " 3 6.570014e+06 0.0000 0.000134 -0.015245 0.010954 -0.000101 \n", " 4 9.327068e+06 0.0000 0.000134 -0.014470 0.008469 -0.003103 \n", " 5 1.222348e+07 0.0000 0.000135 -0.016420 0.005724 0.000156 \n", " ... ... ... ... ... ... ... \n", " 1916 6.174201e+09 12.9470 0.000067 -0.006374 0.002265 -0.003920 \n", " 1917 5.022271e+09 7.3498 0.000067 0.000790 -0.005440 0.003884 \n", " 1918 5.024930e+09 7.2157 0.000067 -0.002534 -0.005063 -0.004080 \n", " 1919 4.951721e+09 8.5152 0.000067 0.005986 -0.012989 -0.000733 \n", " 1920 7.123108e+09 24.7949 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 1 -0.002151 0.003033 3383.1820 0.095387 ... 0.003843 0.002488 \n", " 2 -0.005375 -0.001541 3352.9600 0.095287 ... -0.005977 -0.002151 \n", " 3 -0.000719 -0.003733 3305.7380 0.095310 ... -0.010699 -0.005375 \n", " 4 -0.000916 0.000785 3262.3050 0.095349 ... -0.000101 -0.000719 \n", " 5 0.000734 -0.005251 3210.3630 0.095328 ... -0.003103 -0.000916 \n", " ... ... ... ... ... ... ... ... \n", " 1916 -0.000093 -0.003669 3251.3971 0.045791 ... -0.007370 0.000867 \n", " 1917 0.000231 0.002473 3245.3760 -0.104183 ... -0.003920 -0.000093 \n", " 1918 -0.000682 -0.001761 3240.0568 -0.017672 ... 0.003884 0.000231 \n", " 1919 0.008088 -0.001436 3261.2485 0.037090 ... -0.004080 -0.000682 \n", " 1920 -0.005996 -0.001176 3272.8602 0.181894 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 1 0.007594 3351.7640 0.095452 0.002515 300418 2015-01-26 \n", " 2 0.003033 3383.1820 0.095387 0.009330 300418 2015-01-27 \n", " 3 -0.001541 3352.9600 0.095287 -0.008973 300418 2015-01-28 \n", " 4 -0.003733 3305.7380 0.095310 -0.014184 300418 2015-01-29 \n", " 5 0.000785 3262.3050 0.095349 -0.013226 300418 2015-01-30 \n", " ... ... ... ... ... ... ... \n", " 1916 -0.004280 3265.6537 0.182371 -0.006409 300418 2023-03-27 \n", " 1917 -0.003669 3251.3971 0.045791 -0.004375 300418 2023-03-28 \n", " 1918 0.002473 3245.3760 -0.104183 -0.001854 300418 2023-03-29 \n", " 1919 -0.001761 3240.0568 -0.017672 -0.001640 300418 2023-03-30 \n", " 1920 -0.001436 3261.2485 0.037090 0.006519 300418 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 1 38.91 201501 \n", " 2 42.80 201501 \n", " 3 47.08 201501 \n", " 4 51.79 201501 \n", " 5 56.97 201501 \n", " ... ... ... \n", " 1916 42.45 202303 \n", " 1917 38.25 202303 \n", " 1918 37.58 202303 \n", " 1919 39.00 202303 \n", " 1920 46.78 202303 \n", " \n", " [1920 rows x 26 columns],\n", " 300419: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 1 8.338220e+05 0.0000 0.000134 -0.011691 0.015454 -0.010699 \n", " 2 9.718400e+05 0.0000 0.000134 -0.015245 0.010954 -0.000101 \n", " 3 2.431884e+06 0.0000 0.000134 -0.014470 0.008469 -0.003103 \n", " 4 5.633008e+06 0.0000 0.000135 -0.016420 0.005724 0.000156 \n", " 5 6.721846e+06 0.0000 0.000135 -0.029312 0.016489 -0.012828 \n", " ... ... ... ... ... ... ... \n", " 1875 9.515131e+07 3.7249 0.000067 -0.006374 0.002265 -0.003920 \n", " 1876 1.189924e+08 5.1355 0.000067 0.000790 -0.005440 0.003884 \n", " 1877 8.604619e+07 2.7221 0.000067 -0.002534 -0.005063 -0.004080 \n", " 1878 1.007115e+08 4.3290 0.000067 0.005986 -0.012989 -0.000733 \n", " 1879 1.190929e+08 5.3623 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 1 -0.005375 -0.001541 3352.9600 0.095310 ... -0.005977 -0.002151 \n", " 2 -0.000719 -0.003733 3305.7380 0.095277 ... -0.010699 -0.005375 \n", " 3 -0.000916 0.000785 3262.3050 0.095250 ... -0.000101 -0.000719 \n", " 4 0.000734 -0.005251 3210.3630 0.095297 ... -0.003103 -0.000916 \n", " 5 -0.007846 0.001791 3128.3000 0.095323 ... 0.000156 0.000734 \n", " ... ... ... ... ... ... ... ... \n", " 1875 -0.000093 -0.003669 3251.3971 0.004289 ... -0.007370 0.000867 \n", " 1876 0.000231 0.002473 3245.3760 -0.004289 ... -0.003920 -0.000093 \n", " 1877 -0.000682 -0.001761 3240.0568 -0.007189 ... 0.003884 0.000231 \n", " 1878 0.008088 -0.001436 3261.2485 -0.004338 ... -0.004080 -0.000682 \n", " 1879 -0.005996 -0.001176 3272.8602 0.027164 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 1 0.003033 3383.1820 0.095231 0.009330 300419 2015-01-27 \n", " 2 -0.001541 3352.9600 0.095310 -0.008973 300419 2015-01-28 \n", " 3 -0.003733 3305.7380 0.095277 -0.014184 300419 2015-01-29 \n", " 4 0.000785 3262.3050 0.095250 -0.013226 300419 2015-01-30 \n", " 5 -0.005251 3210.3630 0.095297 -0.016050 300419 2015-02-02 \n", " ... ... ... ... ... ... ... \n", " 1875 -0.004280 3265.6537 0.015885 -0.006409 300419 2023-03-27 \n", " 1876 -0.003669 3251.3971 0.004289 -0.004375 300419 2023-03-28 \n", " 1877 0.002473 3245.3760 -0.004289 -0.001854 300419 2023-03-29 \n", " 1878 -0.001761 3240.0568 -0.007189 -0.001640 300419 2023-03-30 \n", " 1879 -0.001436 3261.2485 -0.004338 0.006519 300419 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 1 55.22 201501 \n", " 2 60.74 201501 \n", " 3 66.81 201501 \n", " 4 73.49 201501 \n", " 5 80.84 201502 \n", " ... ... ... \n", " 1875 7.01 202303 \n", " 1876 6.98 202303 \n", " 1877 6.93 202303 \n", " 1878 6.90 202303 \n", " 1879 7.09 202303 \n", " \n", " [1879 rows x 26 columns],\n", " 300440: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 1 361920.00 0.0000 0.000112 -0.006720 -0.020509 0.017096 \n", " 2 793936.00 0.0000 0.000111 -0.004486 0.026794 -0.016897 \n", " 3 1152786.00 0.0000 0.000109 -0.009757 0.010913 -0.005322 \n", " 4 1032650.50 0.0000 0.000107 0.009113 -0.000266 0.001532 \n", " 5 7081396.60 0.0000 0.000106 -0.042359 0.001808 -0.011399 \n", " ... ... ... ... ... ... ... \n", " 1792 64072670.00 2.8607 0.000067 -0.006374 0.002265 -0.003920 \n", " 1793 87694141.49 2.9666 0.000067 0.000790 -0.005440 0.003884 \n", " 1794 71098775.00 2.6022 0.000067 -0.002534 -0.005063 -0.004080 \n", " 1795 69923703.10 3.8366 0.000067 0.005986 -0.012989 -0.000733 \n", " 1796 44396362.63 3.5714 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 1 0.000459 -0.003739 4476.2150 0.095262 ... 0.015944 0.008496 \n", " 2 -0.007739 -0.007718 4476.6200 0.095310 ... 0.017096 0.000459 \n", " 3 0.002328 0.001751 4441.6550 0.095390 ... -0.016897 -0.007739 \n", " 4 -0.003052 0.003936 4480.4640 0.095238 ... -0.005322 0.002328 \n", " 5 0.003672 0.000380 4298.7060 0.095359 ... 0.001532 -0.003052 \n", " ... ... ... ... ... ... ... ... \n", " 1792 -0.000093 -0.003669 3251.3971 0.006200 ... -0.007370 0.000867 \n", " 1793 0.000231 0.002473 3245.3760 -0.002475 ... -0.003920 -0.000093 \n", " 1794 -0.000682 -0.001761 3240.0568 0.001238 ... 0.003884 0.000231 \n", " 1795 0.008088 -0.001436 3261.2485 -0.030153 ... -0.004080 -0.000682 \n", " 1796 -0.005996 -0.001176 3272.8602 0.010152 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 1 0.008575 4527.3960 0.095363 0.029978 300440 2015-04-28 \n", " 2 -0.003739 4476.2150 0.095262 -0.011369 300440 2015-04-29 \n", " 3 -0.007718 4476.6200 0.095310 0.000090 300440 2015-04-30 \n", " 4 0.001751 4441.6550 0.095390 -0.007841 300440 2015-05-04 \n", " 5 0.003936 4480.4640 0.095238 0.008700 300440 2015-05-05 \n", " ... ... ... ... ... ... ... \n", " 1792 -0.004280 3265.6537 0.000000 -0.006409 300440 2023-03-27 \n", " 1793 -0.003669 3251.3971 0.006200 -0.004375 300440 2023-03-28 \n", " 1794 0.002473 3245.3760 -0.002475 -0.001854 300440 2023-03-29 \n", " 1795 -0.001761 3240.0568 0.001238 -0.001640 300440 2023-03-30 \n", " 1796 -0.001436 3261.2485 -0.030153 0.006519 300440 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 1 41.60 201504 \n", " 2 45.76 201504 \n", " 3 50.34 201504 \n", " 4 55.37 201505 \n", " 5 60.91 201505 \n", " ... ... ... \n", " 1792 8.09 202303 \n", " 1793 8.07 202303 \n", " 1794 8.08 202303 \n", " 1795 7.84 202303 \n", " 1796 7.92 202303 \n", " \n", " [1796 rows x 26 columns],\n", " 300448: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 1 1.089360e+05 0.0000 0.000111 -0.004486 0.026794 -0.016897 \n", " 2 2.396880e+05 0.0000 0.000109 -0.009757 0.010913 -0.005322 \n", " 3 2.563400e+05 0.0000 0.000107 0.009113 -0.000266 0.001532 \n", " 4 1.188260e+06 0.0000 0.000106 -0.042359 0.001808 -0.011399 \n", " 5 1.798986e+06 0.0000 0.000105 -0.015912 -0.005584 -0.010730 \n", " ... ... ... ... ... ... ... \n", " 1920 1.326949e+08 3.4314 0.000067 -0.006374 0.002265 -0.003920 \n", " 1921 9.975471e+07 3.8835 0.000067 0.000790 -0.005440 0.003884 \n", " 1922 8.555096e+07 3.2949 0.000067 -0.002534 -0.005063 -0.004080 \n", " 1923 8.277802e+07 3.1353 0.000067 0.005986 -0.012989 -0.000733 \n", " 1924 8.295117e+07 4.5455 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 1 -0.007739 -0.007718 4476.6200 0.095277 ... 0.017096 0.000459 \n", " 2 0.002328 0.001751 4441.6550 0.095430 ... -0.016897 -0.007739 \n", " 3 -0.003052 0.003936 4480.4640 0.095337 ... -0.005322 0.002328 \n", " 4 0.003672 0.000380 4298.7060 0.095261 ... 0.001532 -0.003052 \n", " 5 0.002100 -0.003546 4229.2660 0.095355 ... -0.011399 0.003672 \n", " ... ... ... ... ... ... ... ... \n", " 1920 -0.000093 -0.003669 3251.3971 0.009756 ... -0.007370 0.000867 \n", " 1921 0.000231 0.002473 3245.3760 -0.017960 ... -0.003920 -0.000093 \n", " 1922 -0.000682 -0.001761 3240.0568 -0.001649 ... 0.003884 0.000231 \n", " 1923 0.008088 -0.001436 3261.2485 -0.020001 ... -0.004080 -0.000682 \n", " 1924 -0.005996 -0.001176 3272.8602 0.018349 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 1 -0.003739 4476.2150 0.095274 -0.011369 300448 2015-04-29 \n", " 2 -0.007718 4476.6200 0.095277 0.000090 300448 2015-04-30 \n", " 3 0.001751 4441.6550 0.095430 -0.007841 300448 2015-05-04 \n", " 4 0.003936 4480.4640 0.095337 0.008700 300448 2015-05-05 \n", " 5 0.000380 4298.7060 0.095261 -0.041413 300448 2015-05-06 \n", " ... ... ... ... ... ... ... \n", " 1920 -0.004280 3265.6537 0.004914 -0.006409 300448 2023-03-27 \n", " 1921 -0.003669 3251.3971 0.009756 -0.004375 300448 2023-03-28 \n", " 1922 0.002473 3245.3760 -0.017960 -0.001854 300448 2023-03-29 \n", " 1923 -0.001761 3240.0568 -0.001649 -0.001640 300448 2023-03-30 \n", " 1924 -0.001436 3261.2485 -0.020001 0.006519 300448 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 1 30.26 201504 \n", " 2 33.29 201504 \n", " 3 36.62 201505 \n", " 4 40.28 201505 \n", " 5 44.31 201505 \n", " ... ... ... \n", " 1920 6.18 202303 \n", " 1921 6.07 202303 \n", " 1922 6.06 202303 \n", " 1923 5.94 202303 \n", " 1924 6.05 202303 \n", " \n", " [1924 rows x 26 columns],\n", " 300451: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 1 2.149600e+04 0.0000 0.000086 0.032820 -0.001137 0.002801 \n", " 2 1.478000e+04 0.0000 0.000084 0.005022 0.009859 -0.005948 \n", " 3 1.626000e+04 0.0000 0.000083 0.016356 0.016917 -0.008715 \n", " 4 2.146200e+04 0.0000 0.000081 0.028999 0.000322 0.001190 \n", " 5 5.902500e+04 0.0000 0.000080 0.033977 0.004917 -0.002507 \n", " ... ... ... ... ... ... ... \n", " 1838 5.390851e+08 7.6321 0.000067 -0.006374 0.002265 -0.003920 \n", " 1839 5.384136e+08 6.4607 0.000067 0.000790 -0.005440 0.003884 \n", " 1840 4.347025e+08 5.5072 0.000067 -0.002534 -0.005063 -0.004080 \n", " 1841 3.910876e+08 3.9554 0.000067 0.005986 -0.012989 -0.000733 \n", " 1842 8.008475e+08 16.4927 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 1 0.000847 -0.001746 4417.5520 0.095199 ... -0.010265 -0.003602 \n", " 2 -0.006880 0.001382 4446.2880 0.095412 ... 0.002801 0.000847 \n", " 3 -0.008348 0.000728 4529.4220 0.095433 ... -0.005948 -0.006880 \n", " 4 0.000673 -0.000706 4657.5960 0.095254 ... -0.008715 -0.008348 \n", " 5 -0.000753 -0.002746 4813.7980 0.095386 ... 0.001190 0.000673 \n", " ... ... ... ... ... ... ... ... \n", " 1838 -0.000093 -0.003669 3251.3971 0.044026 ... -0.007370 0.000867 \n", " 1839 0.000231 0.002473 3245.3760 -0.031386 ... -0.003920 -0.000093 \n", " 1840 -0.000682 -0.001761 3240.0568 -0.048500 ... 0.003884 0.000231 \n", " 1841 0.008088 -0.001436 3261.2485 -0.028809 ... -0.004080 -0.000682 \n", " 1842 -0.005996 -0.001176 3272.8602 0.136398 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 1 -0.002718 4283.4910 0.095269 -0.005866 300451 2015-05-19 \n", " 2 -0.001746 4417.5520 0.095199 0.030817 300451 2015-05-20 \n", " 3 0.001382 4446.2880 0.095412 0.006484 300451 2015-05-21 \n", " 4 0.000728 4529.4220 0.095433 0.018525 300451 2015-05-22 \n", " 5 -0.000706 4657.5960 0.095254 0.027905 300451 2015-05-25 \n", " ... ... ... ... ... ... ... \n", " 1838 -0.004280 3265.6537 0.011811 -0.006409 300451 2023-03-27 \n", " 1839 -0.003669 3251.3971 0.044026 -0.004375 300451 2023-03-28 \n", " 1840 0.002473 3245.3760 -0.031386 -0.001854 300451 2023-03-29 \n", " 1841 -0.001761 3240.0568 -0.048500 -0.001640 300451 2023-03-30 \n", " 1842 -0.001436 3261.2485 -0.028809 0.006519 300451 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 1 26.87 201505 \n", " 2 29.56 201505 \n", " 3 32.52 201505 \n", " 4 35.77 201505 \n", " 5 39.35 201505 \n", " ... ... ... \n", " 1838 10.68 202303 \n", " 1839 10.35 202303 \n", " 1840 9.86 202303 \n", " 1841 9.58 202303 \n", " 1842 10.98 202303 \n", " \n", " [1842 rows x 26 columns],\n", " 300465: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 1 2.157000e+04 0.0000 0.000078 0.015448 0.033228 -0.007595 \n", " 2 4.746000e+04 0.0000 0.000079 0.000583 0.012676 0.008341 \n", " 3 2.088000e+05 0.0000 0.000079 0.013310 -0.010739 0.010264 \n", " 4 5.742000e+04 0.0000 0.000079 0.014820 0.008353 -0.002825 \n", " 5 2.557980e+05 0.0000 0.000079 0.031095 -0.030879 0.018371 \n", " ... ... ... ... ... ... ... \n", " 1807 1.567101e+08 3.9640 0.000067 -0.006374 0.002265 -0.003920 \n", " 1808 1.510067e+08 3.0000 0.000067 0.000790 -0.005440 0.003884 \n", " 1809 1.391142e+08 3.6765 0.000067 -0.002534 -0.005063 -0.004080 \n", " 1810 1.248075e+08 4.4090 0.000067 0.005986 -0.012989 -0.000733 \n", " 1811 1.412624e+08 5.0048 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 1 -0.008258 -0.000110 4910.5270 0.095264 ... 0.000261 -0.000397 \n", " 2 -0.000996 0.000409 4909.9780 0.095437 ... -0.007595 -0.008258 \n", " 3 -0.000891 -0.003567 4947.1020 0.095195 ... 0.008341 -0.000996 \n", " 4 -0.004730 0.002318 5023.0960 0.095310 ... 0.010264 -0.000891 \n", " 5 0.006051 -0.000980 5131.8809 0.095279 ... -0.002825 -0.004730 \n", " ... ... ... ... ... ... ... ... \n", " 1807 -0.000093 -0.003669 3251.3971 -0.009050 ... -0.007370 0.000867 \n", " 1808 0.000231 0.002473 3245.3760 -0.010969 ... -0.003920 -0.000093 \n", " 1809 -0.000682 -0.001761 3240.0568 -0.020428 ... 0.003884 0.000231 \n", " 1810 0.008088 -0.001436 3261.2485 -0.025655 ... -0.004080 -0.000682 \n", " 1811 -0.005996 -0.001176 3272.8602 0.036849 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 1 -0.004752 4828.7380 0.095157 0.045979 300465 2015-06-02 \n", " 2 -0.000110 4910.5270 0.095264 0.016796 300465 2015-06-03 \n", " 3 0.000409 4909.9780 0.095437 -0.000112 300465 2015-06-04 \n", " 4 -0.003567 4947.1020 0.095195 0.007532 300465 2015-06-05 \n", " 5 0.002318 5023.0960 0.095310 0.015245 300465 2015-06-08 \n", " ... ... ... ... ... ... ... \n", " 1807 -0.004280 3265.6537 0.009959 -0.006409 300465 2023-03-27 \n", " 1808 -0.003669 3251.3971 -0.009050 -0.004375 300465 2023-03-28 \n", " 1809 0.002473 3245.3760 -0.010969 -0.001854 300465 2023-03-29 \n", " 1810 -0.001761 3240.0568 -0.020428 -0.001640 300465 2023-03-30 \n", " 1811 -0.001436 3261.2485 -0.025655 0.006519 300465 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 1 21.57 201506 \n", " 2 23.73 201506 \n", " 3 26.10 201506 \n", " 4 28.71 201506 \n", " 5 31.58 201506 \n", " ... ... ... \n", " 1807 11.00 202303 \n", " 1808 10.88 202303 \n", " 1809 10.66 202303 \n", " 1810 10.39 202303 \n", " 1811 10.78 202303 \n", " \n", " [1811 rows x 26 columns],\n", " 300467: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 1 3.234500e+04 0.0000 0.000078 0.050922 0.009016 0.000261 \n", " 2 4.981200e+04 0.0000 0.000078 0.015448 0.033228 -0.007595 \n", " 3 2.348400e+04 0.0000 0.000079 0.000583 0.012676 0.008341 \n", " 4 9.472100e+04 0.0000 0.000079 0.013310 -0.010739 0.010264 \n", " 5 1.420800e+05 0.0000 0.000079 0.014820 0.008353 -0.002825 \n", " ... ... ... ... ... ... ... \n", " 1702 1.214467e+08 3.5357 0.000067 -0.006374 0.002265 -0.003920 \n", " 1703 7.776418e+07 2.4949 0.000067 0.000790 -0.005440 0.003884 \n", " 1704 7.817436e+07 3.2414 0.000067 -0.002534 -0.005063 -0.004080 \n", " 1705 9.009108e+07 5.1617 0.000067 0.005986 -0.012989 -0.000733 \n", " 1706 1.205390e+08 5.0787 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 1 -0.000397 -0.004752 4828.7380 0.095295 ... -0.010714 -0.003542 \n", " 2 -0.008258 -0.000110 4910.5270 0.095324 ... 0.000261 -0.000397 \n", " 3 -0.000996 0.000409 4909.9780 0.095361 ... -0.007595 -0.008258 \n", " 4 -0.000891 -0.003567 4947.1020 0.095333 ... 0.008341 -0.000996 \n", " 5 -0.004730 0.002318 5023.0960 0.095300 ... 0.010264 -0.000891 \n", " ... ... ... ... ... ... ... ... \n", " 1702 -0.000093 -0.003669 3251.3971 -0.010731 ... -0.007370 0.000867 \n", " 1703 0.000231 0.002473 3245.3760 -0.022504 ... -0.003920 -0.000093 \n", " 1704 -0.000682 -0.001761 3240.0568 0.002067 ... 0.003884 0.000231 \n", " 1705 0.008088 -0.001436 3261.2485 -0.038588 ... -0.004080 -0.000682 \n", " 1706 -0.005996 -0.001176 3272.8602 0.032374 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 1 -0.004765 4611.7440 0.095378 -0.001846 300467 2015-06-01 \n", " 2 -0.004752 4828.7380 0.095295 0.045979 300467 2015-06-02 \n", " 3 -0.000110 4910.5270 0.095324 0.016796 300467 2015-06-03 \n", " 4 0.000409 4909.9780 0.095361 -0.000112 300467 2015-06-04 \n", " 5 -0.003567 4947.1020 0.095333 0.007532 300467 2015-06-05 \n", " ... ... ... ... ... ... ... \n", " 1702 -0.004280 3265.6537 0.022261 -0.006409 300467 2023-03-27 \n", " 1703 -0.003669 3251.3971 -0.010731 -0.004375 300467 2023-03-28 \n", " 1704 0.002473 3245.3760 -0.022504 -0.001854 300467 2023-03-29 \n", " 1705 -0.001761 3240.0568 0.002067 -0.001640 300467 2023-03-30 \n", " 1706 -0.001436 3261.2485 -0.038588 0.006519 300467 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 1 64.69 201506 \n", " 2 71.16 201506 \n", " 3 78.28 201506 \n", " 4 86.11 201506 \n", " 5 94.72 201506 \n", " ... ... ... \n", " 1702 14.83 202303 \n", " 1703 14.50 202303 \n", " 1704 14.53 202303 \n", " 1705 13.98 202303 \n", " 1706 14.44 202303 \n", " \n", " [1706 rows x 26 columns],\n", " 300468: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 1 3.954500e+04 0.0000 0.000078 0.050922 0.009016 0.000261 \n", " 2 2.373000e+04 0.0000 0.000078 0.015448 0.033228 -0.007595 \n", " 3 2.088480e+05 0.0000 0.000079 0.000583 0.012676 0.008341 \n", " 4 2.584440e+05 0.0000 0.000079 0.013310 -0.010739 0.010264 \n", " 5 2.632500e+05 0.0000 0.000079 0.014820 0.008353 -0.002825 \n", " ... ... ... ... ... ... ... \n", " 1871 4.392657e+08 3.6765 0.000067 -0.006374 0.002265 -0.003920 \n", " 1872 5.448768e+08 5.3140 0.000067 0.000790 -0.005440 0.003884 \n", " 1873 4.115660e+08 3.7157 0.000067 -0.002534 -0.005063 -0.004080 \n", " 1874 5.548330e+08 8.9141 0.000067 0.005986 -0.012989 -0.000733 \n", " 1875 3.335368e+08 2.8158 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 1 -0.000397 -0.004752 4828.7380 0.095366 ... -0.010714 -0.003542 \n", " 2 -0.008258 -0.000110 4910.5270 0.095437 ... 0.000261 -0.000397 \n", " 3 -0.000996 0.000409 4909.9780 0.095425 ... -0.007595 -0.008258 \n", " 4 -0.000891 -0.003567 4947.1020 0.095289 ... 0.008341 -0.000996 \n", " 5 -0.004730 0.002318 5023.0960 0.095386 ... 0.010264 -0.000891 \n", " ... ... ... ... ... ... ... ... \n", " 1871 -0.000093 -0.003669 3251.3971 0.014599 ... -0.007370 0.000867 \n", " 1872 0.000231 0.002473 3245.3760 -0.003226 ... -0.003920 -0.000093 \n", " 1873 -0.000682 -0.001761 3240.0568 -0.003236 ... 0.003884 0.000231 \n", " 1874 0.008088 -0.001436 3261.2485 0.007267 ... -0.004080 -0.000682 \n", " 1875 -0.005996 -0.001176 3272.8602 -0.004839 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 1 -0.004765 4611.7440 0.095280 -0.001846 300468 2015-06-01 \n", " 2 -0.004752 4828.7380 0.095366 0.045979 300468 2015-06-02 \n", " 3 -0.000110 4910.5270 0.095437 0.016796 300468 2015-06-03 \n", " 4 0.000409 4909.9780 0.095425 -0.000112 300468 2015-06-04 \n", " 5 -0.003567 4947.1020 0.095289 0.007532 300468 2015-06-05 \n", " ... ... ... ... ... ... ... \n", " 1871 -0.004280 3265.6537 0.012331 -0.006409 300468 2023-03-27 \n", " 1872 -0.003669 3251.3971 0.014599 -0.004375 300468 2023-03-28 \n", " 1873 0.002473 3245.3760 -0.003226 -0.001854 300468 2023-03-29 \n", " 1874 -0.001761 3240.0568 -0.003236 -0.001640 300468 2023-03-30 \n", " 1875 -0.001436 3261.2485 0.007267 0.006519 300468 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 1 35.95 201506 \n", " 2 39.55 201506 \n", " 3 43.51 201506 \n", " 4 47.86 201506 \n", " 5 52.65 201506 \n", " ... ... ... \n", " 1871 12.42 202303 \n", " 1872 12.38 202303 \n", " 1873 12.34 202303 \n", " 1874 12.43 202303 \n", " 1875 12.37 202303 \n", " \n", " [1875 rows x 26 columns],\n", " 300469: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 1 6.415200e+04 0.0000 0.000082 -0.034149 -0.013908 0.005013 \n", " 2 1.346940e+05 0.0000 0.000082 0.018102 0.000115 0.002845 \n", " 3 2.352000e+04 0.0000 0.000084 -0.039298 0.006894 0.001093 \n", " 4 3.258585e+05 0.0000 0.000085 -0.064812 -0.017500 0.003852 \n", " 5 7.968800e+04 0.0000 0.000087 0.027358 -0.034448 0.001219 \n", " ... ... ... ... ... ... ... \n", " 1785 1.550773e+08 5.1111 0.000067 -0.006374 0.002265 -0.003920 \n", " 1786 1.133613e+08 5.0775 0.000067 0.000790 -0.005440 0.003884 \n", " 1787 2.986617e+08 15.5830 0.000067 -0.002534 -0.005063 -0.004080 \n", " 1788 1.565627e+08 4.5430 0.000067 0.005986 -0.012989 -0.000733 \n", " 1789 1.445414e+08 3.0899 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 1 0.003524 -0.006724 4887.4320 0.095465 ... 0.011125 -0.004561 \n", " 2 -0.004054 -0.000946 4967.8983 0.095123 ... 0.005013 0.003524 \n", " 3 -0.005086 0.002838 4785.3560 0.095395 ... 0.002845 -0.004054 \n", " 4 0.009846 -0.000609 4478.3643 0.095233 ... 0.001093 -0.005086 \n", " 5 0.005012 -0.004967 4576.4922 0.095416 ... 0.003852 0.009846 \n", " ... ... ... ... ... ... ... ... \n", " 1785 -0.000093 -0.003669 3251.3971 0.038686 ... -0.007370 0.000867 \n", " 1786 0.000231 0.002473 3245.3760 -0.047615 ... -0.003920 -0.000093 \n", " 1787 -0.000682 -0.001761 3240.0568 0.035787 ... 0.003884 0.000231 \n", " 1788 0.008088 -0.001436 3261.2485 -0.038032 ... -0.004080 -0.000682 \n", " 1789 -0.005996 -0.001176 3272.8602 -0.022154 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 1 0.003904 5062.9929 0.095537 -0.020209 300469 2015-06-16 \n", " 2 -0.006724 4887.4320 0.095465 -0.035291 300469 2015-06-17 \n", " 3 -0.000946 4967.8983 0.095123 0.016330 300469 2015-06-18 \n", " 4 0.002838 4785.3560 0.095395 -0.037436 300469 2015-06-19 \n", " 5 -0.000609 4478.3643 0.095233 -0.066303 300469 2015-06-23 \n", " ... ... ... ... ... ... ... \n", " 1785 -0.004280 3265.6537 0.011735 -0.006409 300469 2023-03-27 \n", " 1786 -0.003669 3251.3971 0.038686 -0.004375 300469 2023-03-28 \n", " 1787 0.002473 3245.3760 -0.047615 -0.001854 300469 2023-03-29 \n", " 1788 -0.001761 3240.0568 0.035787 -0.001640 300469 2023-03-30 \n", " 1789 -0.001436 3261.2485 -0.038032 0.006519 300469 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 1 19.44 201506 \n", " 2 21.38 201506 \n", " 3 23.52 201506 \n", " 4 25.87 201506 \n", " 5 28.46 201506 \n", " ... ... ... \n", " 1785 18.71 202303 \n", " 1786 17.84 202303 \n", " 1787 18.49 202303 \n", " 1788 17.80 202303 \n", " 1789 17.41 202303 \n", " \n", " [1789 rows x 26 columns],\n", " 300493: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 1 3.819300e+04 0.0000 0.000084 -0.005608 0.019652 -0.003509 \n", " 2 5.607630e+04 0.0000 0.000083 0.000777 0.007581 -0.000009 \n", " 3 4.622600e+04 0.0000 0.000084 0.016579 0.012617 -0.001318 \n", " 4 2.191250e+05 0.0000 0.000084 0.001070 0.003414 0.004174 \n", " 5 1.713992e+05 0.0000 0.000084 0.019417 -0.004673 -0.003625 \n", " ... ... ... ... ... ... ... \n", " 1762 1.124622e+08 3.0600 0.000067 -0.006374 0.002265 -0.003920 \n", " 1763 9.565012e+07 2.2333 0.000067 0.000790 -0.005440 0.003884 \n", " 1764 1.444995e+08 5.4638 0.000067 -0.002534 -0.005063 -0.004080 \n", " 1765 2.401656e+08 4.4280 0.000067 0.005986 -0.012989 -0.000733 \n", " 1766 1.503261e+08 3.2491 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 1 -0.002788 0.002015 3510.3537 0.095538 ... -0.002774 -0.001408 \n", " 2 0.000053 0.002335 3516.1867 0.095517 ... -0.003509 -0.002788 \n", " 3 -0.003651 -0.001216 3579.9989 0.095373 ... -0.000009 0.000053 \n", " 4 0.001525 -0.002178 3578.9640 0.095082 ... -0.001318 -0.003651 \n", " 5 0.001086 -0.003643 3642.4717 0.095155 ... 0.004174 0.001525 \n", " ... ... ... ... ... ... ... ... \n", " 1762 -0.000093 -0.003669 3251.3971 -0.013555 ... -0.007370 0.000867 \n", " 1763 0.000231 0.002473 3245.3760 -0.023855 ... -0.003920 -0.000093 \n", " 1764 -0.000682 -0.001761 3240.0568 0.032503 ... 0.003884 0.000231 \n", " 1765 0.008088 -0.001436 3261.2485 0.021899 ... -0.004080 -0.000682 \n", " 1766 -0.005996 -0.001176 3272.8602 -0.010889 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 1 -0.004073 3520.6682 0.095477 0.024756 300493 2015-12-15 \n", " 2 0.002015 3510.3537 0.095538 -0.002934 300493 2015-12-16 \n", " 3 0.002335 3516.1867 0.095517 0.001660 300493 2015-12-17 \n", " 4 -0.001216 3579.9989 0.095373 0.017985 300493 2015-12-18 \n", " 5 -0.002178 3578.9640 0.095082 -0.000289 300493 2015-12-21 \n", " ... ... ... ... ... ... ... \n", " 1762 -0.004280 3265.6537 0.007371 -0.006409 300493 2023-03-27 \n", " 1763 -0.003669 3251.3971 -0.013555 -0.004375 300493 2023-03-28 \n", " 1764 0.002473 3245.3760 -0.023855 -0.001854 300493 2023-03-29 \n", " 1765 -0.001761 3240.0568 0.032503 -0.001640 300493 2023-03-30 \n", " 1766 -0.001436 3261.2485 0.021899 0.006519 300493 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 1 13.17 201512 \n", " 2 14.49 201512 \n", " 3 15.94 201512 \n", " 4 17.53 201512 \n", " 5 19.28 201512 \n", " ... ... ... \n", " 1762 8.06 202303 \n", " 1763 7.87 202303 \n", " 1764 8.13 202303 \n", " 1765 8.31 202303 \n", " 1766 8.22 202303 \n", " \n", " [1766 rows x 26 columns],\n", " 300496: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 1 8.475900e+04 0.0000 0.000084 -0.005608 0.019652 -0.003509 \n", " 2 1.570240e+05 0.0000 0.000083 0.000777 0.007581 -0.000009 \n", " 3 2.429100e+05 0.0000 0.000084 0.016579 0.012617 -0.001318 \n", " 4 3.028380e+05 0.0000 0.000084 0.001070 0.003414 0.004174 \n", " 5 4.311120e+05 0.0000 0.000084 0.019417 -0.004673 -0.003625 \n", " ... ... ... ... ... ... ... \n", " 1709 1.915716e+09 8.5108 0.000067 -0.006374 0.002265 -0.003920 \n", " 1710 1.368957e+09 4.7085 0.000067 0.000790 -0.005440 0.003884 \n", " 1711 8.697157e+08 3.5870 0.000067 -0.002534 -0.005063 -0.004080 \n", " 1712 7.835547e+08 3.7322 0.000067 0.005986 -0.012989 -0.000733 \n", " 1713 9.247887e+08 4.7504 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 1 -0.002788 0.002015 3510.3537 0.095422 ... -0.002774 -0.001408 \n", " 2 0.000053 0.002335 3516.1867 0.095290 ... -0.003509 -0.002788 \n", " 3 -0.003651 -0.001216 3579.9989 0.095366 ... -0.000009 0.000053 \n", " 4 0.001525 -0.002178 3578.9640 0.095344 ... -0.001318 -0.003651 \n", " 5 0.001086 -0.003643 3642.4717 0.095341 ... 0.004174 0.001525 \n", " ... ... ... ... ... ... ... ... \n", " 1709 -0.000093 -0.003669 3251.3971 -0.027652 ... -0.007370 0.000867 \n", " 1710 0.000231 0.002473 3245.3760 -0.043105 ... -0.003920 -0.000093 \n", " 1711 -0.000682 -0.001761 3240.0568 0.006576 ... 0.003884 0.000231 \n", " 1712 0.008088 -0.001436 3261.2485 -0.004998 ... -0.004080 -0.000682 \n", " 1713 -0.005996 -0.001176 3272.8602 0.005275 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 1 -0.004073 3520.6682 0.095409 0.024756 300496 2015-12-15 \n", " 2 0.002015 3510.3537 0.095422 -0.002934 300496 2015-12-16 \n", " 3 0.002335 3516.1867 0.095290 0.001660 300496 2015-12-17 \n", " 4 -0.001216 3579.9989 0.095366 0.017985 300496 2015-12-18 \n", " 5 -0.002178 3578.9640 0.095344 -0.000289 300496 2015-12-21 \n", " ... ... ... ... ... ... ... \n", " 1709 -0.004280 3265.6537 0.002601 -0.006409 300496 2023-03-27 \n", " 1710 -0.003669 3251.3971 -0.027652 -0.004375 300496 2023-03-28 \n", " 1711 0.002473 3245.3760 -0.043105 -0.001854 300496 2023-03-29 \n", " 1712 -0.001761 3240.0568 0.006576 -0.001640 300496 2023-03-30 \n", " 1713 -0.001436 3261.2485 -0.004998 0.006519 300496 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 1 44.61 201512 \n", " 2 49.07 201512 \n", " 3 53.98 201512 \n", " 4 59.38 201512 \n", " 5 65.32 201512 \n", " ... ... ... \n", " 1709 112.35 202303 \n", " 1710 107.61 202303 \n", " 1711 108.32 202303 \n", " 1712 107.78 202303 \n", " 1713 108.35 202303 \n", " \n", " [1713 rows x 26 columns],\n", " 430425: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 1 770000.00 0.0000 0.000079 0.014820 0.008353 -0.002825 \n", " 2 286000.00 0.0000 0.000080 -0.005805 0.001764 -0.000477 \n", " 3 2400000.00 0.0000 0.000080 -0.004657 0.024150 -0.013865 \n", " 4 2200000.00 0.0000 0.000080 0.000084 0.029901 -0.010352 \n", " 5 385000.00 0.0000 0.000082 0.018102 0.000115 0.002845 \n", " .. ... ... ... ... ... ... \n", " 539 3348159.56 2.4444 0.000067 -0.006374 0.002265 -0.003920 \n", " 540 7360753.34 6.9413 0.000067 0.000790 -0.005440 0.003884 \n", " 541 5019531.98 2.9851 0.000067 -0.002534 -0.005063 -0.004080 \n", " 542 2105301.33 1.5933 0.000067 0.005986 -0.012989 -0.000733 \n", " 543 2078886.10 1.8968 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 1 -0.004730 0.002318 5023.0960 0.000000 ... 0.010264 -0.000891 \n", " 2 -0.006147 0.000820 5113.5337 0.000000 ... -0.002825 -0.004730 \n", " 3 -0.007193 -0.001169 5106.0359 0.597837 ... -0.000477 -0.006147 \n", " 4 -0.007684 0.006717 5121.5925 -0.597837 ... -0.013865 -0.007193 \n", " 5 -0.004054 -0.000946 4967.8983 0.000000 ... -0.010352 -0.007684 \n", " .. ... ... ... ... ... ... ... \n", " 539 -0.000093 -0.003669 3251.3971 -0.029314 ... -0.007370 0.000867 \n", " 540 0.000231 0.002473 3245.3760 0.021879 ... -0.003920 -0.000093 \n", " 541 -0.000682 -0.001761 3240.0568 -0.016554 ... 0.003884 0.000231 \n", " 542 0.008088 -0.001436 3261.2485 0.000000 ... -0.004080 -0.000682 \n", " 543 -0.005996 -0.001176 3272.8602 -0.006088 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 1 -0.003567 4947.1020 -0.241162 0.088655 430425 2015-06-05 \n", " 2 0.002318 5023.0960 0.000000 0.015245 430425 2015-06-09 \n", " 3 0.000820 5113.5337 0.000000 0.017844 430425 2015-06-10 \n", " 4 -0.001169 5106.0359 0.597837 -0.001467 430425 2015-06-11 \n", " 5 0.006717 5121.5925 -0.597837 0.003042 430425 2015-06-17 \n", " .. ... ... ... ... ... ... \n", " 539 -0.004280 3265.6537 0.022473 -0.006409 430425 2023-03-27 \n", " 540 -0.003669 3251.3971 -0.029314 -0.004375 430425 2023-03-28 \n", " 541 0.002473 3245.3760 0.021879 -0.001854 430425 2023-03-29 \n", " 542 -0.001761 3240.0568 -0.016554 -0.001640 430425 2023-03-30 \n", " 543 -0.001436 3261.2485 0.000000 0.006519 430425 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 1 1.10 201506 \n", " 2 1.10 201506 \n", " 3 2.00 201506 \n", " 4 1.10 201506 \n", " 5 1.10 201506 \n", " .. ... ... \n", " 539 13.11 202303 \n", " 540 13.40 202303 \n", " 541 13.18 202303 \n", " 542 13.18 202303 \n", " 543 13.10 202303 \n", " \n", " [543 rows x 26 columns],\n", " 600037: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 1 56825567 2.2590 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 51796099 1.1923 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 101724304 2.5373 0.000107 0.003885 0.002622 0.004782 \n", " 4 86334504 4.0996 0.000107 -0.016251 -0.004473 0.000358 \n", " 5 65641911 4.2360 0.000107 0.030524 0.002484 -0.001369 \n", " ... ... ... ... ... ... ... \n", " 2936 347308662 3.4304 0.000067 -0.006374 0.002265 -0.003920 \n", " 2937 449395747 4.7319 0.000067 0.000790 -0.005440 0.003884 \n", " 2938 295396800 2.9319 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2939 228851043 3.3543 0.000067 0.005986 -0.012989 -0.000733 \n", " 2940 235536655 3.6559 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 1 -0.001519 0.002452 2276.0700 0.010487 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 -0.001491 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 0.019217 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 -0.032741 ... 0.004782 -0.003027 \n", " 5 -0.002640 0.000791 2311.7400 0.028339 ... 0.000358 -0.000219 \n", " ... ... ... ... ... ... ... ... \n", " 2936 -0.000093 -0.003669 3251.3971 -0.011500 ... -0.007370 0.000867 \n", " 2937 0.000231 0.002473 3245.3760 0.004197 ... -0.003920 -0.000093 \n", " 2938 -0.000682 -0.001761 3240.0568 -0.001048 ... 0.003884 0.000231 \n", " 2939 0.008088 -0.001436 3261.2485 -0.025479 ... -0.004080 -0.000682 \n", " 2940 -0.005996 -0.001176 3272.8602 0.030706 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 1 0.000641 2285.3640 0.007559 0.003670 600037 2013-01-08 \n", " 2 0.002452 2276.0700 0.010487 -0.004075 600037 2013-01-09 \n", " 3 -0.000336 2275.3400 -0.001491 -0.000321 600037 2013-01-10 \n", " 4 0.000300 2283.6580 0.019217 0.003649 600037 2013-01-11 \n", " 5 -0.008375 2242.9970 -0.032741 -0.017966 600037 2013-01-14 \n", " ... ... ... ... ... ... ... \n", " 2936 -0.004280 3265.6537 -0.005184 -0.006409 600037 2023-03-27 \n", " 2937 -0.003669 3251.3971 -0.011500 -0.004375 600037 2023-03-28 \n", " 2938 0.002473 3245.3760 0.004197 -0.001854 600037 2023-03-29 \n", " 2939 -0.001761 3240.0568 -0.001048 -0.001640 600037 2023-03-30 \n", " 2940 -0.001436 3261.2485 -0.025479 0.006519 600037 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 1 6.71 201301 \n", " 2 6.70 201301 \n", " 3 6.83 201301 \n", " 4 6.61 201301 \n", " 5 6.80 201301 \n", " ... ... ... \n", " 2936 9.51 202303 \n", " 2937 9.55 202303 \n", " 2938 9.54 202303 \n", " 2939 9.30 202303 \n", " 2940 9.59 202303 \n", " \n", " [2940 rows x 26 columns],\n", " 600050: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 1 261739622 1.1396 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 578106756 4.2857 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 363984989 2.2409 0.000107 0.003885 0.002622 0.004782 \n", " 4 387794535 3.3803 0.000107 -0.016251 -0.004473 0.000358 \n", " 5 372380141 2.8818 0.000107 0.030524 0.002484 -0.001369 \n", " ... ... ... ... ... ... ... \n", " 2873 2842841298 4.5455 0.000067 -0.006374 0.002265 -0.003920 \n", " 2874 2978198397 3.7037 0.000067 0.000790 -0.005440 0.003884 \n", " 2875 2579099224 3.7975 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2876 2717174220 5.4945 0.000067 0.005986 -0.012989 -0.000733 \n", " 2877 2240375782 3.5917 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 1 -0.001519 0.002452 2276.0700 -0.002853 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 0.019803 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 -0.005618 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 -0.022793 ... 0.004782 -0.003027 \n", " 5 -0.002640 0.000791 2311.7400 0.017143 ... 0.000358 -0.000219 \n", " ... ... ... ... ... ... ... ... \n", " 2873 -0.000093 -0.003669 3251.3971 -0.018349 ... -0.007370 0.000867 \n", " 2874 0.000231 0.002473 3245.3760 0.023789 ... -0.003920 -0.000093 \n", " 2875 -0.000682 -0.001761 3240.0568 -0.012739 ... 0.003884 0.000231 \n", " 2876 0.008088 -0.001436 3261.2485 -0.031631 ... -0.004080 -0.000682 \n", " 2877 -0.005996 -0.001176 3272.8602 0.024278 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 1 0.000641 2285.3640 0.005714 0.003670 600050 2013-01-08 \n", " 2 0.002452 2276.0700 -0.002853 -0.004075 600050 2013-01-09 \n", " 3 -0.000336 2275.3400 0.019803 -0.000321 600050 2013-01-10 \n", " 4 0.000300 2283.6580 -0.005618 0.003649 600050 2013-01-11 \n", " 5 -0.008375 2242.9970 -0.022793 -0.017966 600050 2013-01-14 \n", " ... ... ... ... ... ... ... \n", " 2873 -0.004280 3265.6537 -0.047924 -0.006409 600050 2023-03-27 \n", " 2874 -0.003669 3251.3971 -0.018349 -0.004375 600050 2023-03-28 \n", " 2875 0.002473 3245.3760 0.023789 -0.001854 600050 2023-03-29 \n", " 2876 -0.001761 3240.0568 -0.012739 -0.001640 600050 2023-03-30 \n", " 2877 -0.001436 3261.2485 -0.031631 0.006519 600050 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 1 3.50 201301 \n", " 2 3.57 201301 \n", " 3 3.55 201301 \n", " 4 3.47 201301 \n", " 5 3.53 201301 \n", " ... ... ... \n", " 2873 5.40 202303 \n", " 2874 5.53 202303 \n", " 2875 5.46 202303 \n", " 2876 5.29 202303 \n", " 2877 5.42 202303 \n", " \n", " [2877 rows x 26 columns],\n", " 600406: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 1 530147425 6.7532 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 575620300 6.9385 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 217537508 2.1893 0.000107 0.003885 0.002622 0.004782 \n", " 4 250997135 3.3848 0.000107 -0.016251 -0.004473 0.000358 \n", " 5 299432947 4.2118 0.000107 0.030524 0.002484 -0.001369 \n", " ... ... ... ... ... ... ... \n", " 2824 701751929 3.0094 0.000067 -0.006374 0.002265 -0.003920 \n", " 2825 815654648 2.7516 0.000067 0.000790 -0.005440 0.003884 \n", " 2826 374361577 2.3861 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2827 344477889 1.5705 0.000067 0.005986 -0.012989 -0.000733 \n", " 2828 422097223 2.2868 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 1 -0.001519 0.002452 2276.0700 0.064741 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 0.028205 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 -0.003557 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 -0.013150 ... 0.004782 -0.003027 \n", " 5 -0.002640 0.000791 2311.7400 0.031391 ... 0.000358 -0.000219 \n", " ... ... ... ... ... ... ... ... \n", " 2824 -0.000093 -0.003669 3251.3971 0.001449 ... -0.007370 0.000867 \n", " 2825 0.000231 0.002473 3245.3760 0.001447 ... -0.003920 -0.000093 \n", " 2826 -0.000682 -0.001761 3240.0568 -0.010175 ... 0.003884 0.000231 \n", " 2827 0.008088 -0.001436 3261.2485 0.006190 ... -0.004080 -0.000682 \n", " 2828 -0.005996 -0.001176 3272.8602 -0.016100 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 1 0.000641 2285.3640 -0.014825 0.003670 600406 2013-01-08 \n", " 2 0.002452 2276.0700 0.064741 -0.004075 600406 2013-01-09 \n", " 3 -0.000336 2275.3400 0.028205 -0.000321 600406 2013-01-10 \n", " 4 0.000300 2283.6580 -0.003557 0.003649 600406 2013-01-11 \n", " 5 -0.008375 2242.9970 -0.013150 -0.017966 600406 2013-01-14 \n", " ... ... ... ... ... ... ... \n", " 2824 -0.004280 3265.6537 0.022366 -0.006409 600406 2023-03-27 \n", " 2825 -0.003669 3251.3971 0.001449 -0.004375 600406 2023-03-28 \n", " 2826 0.002473 3245.3760 0.001447 -0.001854 600406 2023-03-29 \n", " 2827 -0.001761 3240.0568 -0.010175 -0.001640 600406 2023-03-30 \n", " 2828 -0.001436 3261.2485 0.006190 0.006519 600406 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 1 16.43 201301 \n", " 2 16.90 201301 \n", " 3 16.84 201301 \n", " 4 16.62 201301 \n", " 5 17.15 201301 \n", " ... ... ... \n", " 2824 27.62 202303 \n", " 2825 27.66 202303 \n", " 2826 27.38 202303 \n", " 2827 27.55 202303 \n", " 2828 27.11 202303 \n", " \n", " [2828 rows x 26 columns],\n", " 600410: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 1 76151720 4.3269 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 101807697 2.6730 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 103619238 3.2407 0.000107 0.003885 0.002622 0.004782 \n", " 4 74857078 3.5168 0.000107 -0.016251 -0.004473 0.000358 \n", " 5 92220426 5.3628 0.000107 0.030524 0.002484 -0.001369 \n", " ... ... ... ... ... ... ... \n", " 2908 743295834 4.6283 0.000067 -0.006374 0.002265 -0.003920 \n", " 2909 600457904 6.0309 0.000067 0.000790 -0.005440 0.003884 \n", " 2910 396874896 3.7604 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2911 328284912 4.4223 0.000067 0.005986 -0.012989 -0.000733 \n", " 2912 282247187 3.9359 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 1 -0.001519 0.002452 2276.0700 0.019048 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 0.018692 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 0.009217 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 -0.031058 ... 0.004782 -0.003027 \n", " 5 -0.002640 0.000791 2311.7400 0.034112 ... 0.000358 -0.000219 \n", " ... ... ... ... ... ... ... ... \n", " 2908 -0.000093 -0.003669 3251.3971 0.000000 ... -0.007370 0.000867 \n", " 2909 0.000231 0.002473 3245.3760 0.006988 ... -0.003920 -0.000093 \n", " 2910 -0.000682 -0.001761 3240.0568 -0.023962 ... 0.003884 0.000231 \n", " 2911 0.008088 -0.001436 3261.2485 -0.021630 ... -0.004080 -0.000682 \n", " 2912 -0.005996 -0.001176 3272.8602 0.004364 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 1 0.000641 2285.3640 0.009662 0.003670 600410 2013-01-08 \n", " 2 0.002452 2276.0700 0.019048 -0.004075 600410 2013-01-09 \n", " 3 -0.000336 2275.3400 0.018692 -0.000321 600410 2013-01-10 \n", " 4 0.000300 2283.6580 0.009217 0.003649 600410 2013-01-11 \n", " 5 -0.008375 2242.9970 -0.031058 -0.017966 600410 2013-01-14 \n", " ... ... ... ... ... ... ... \n", " 2908 -0.004280 3265.6537 0.057736 -0.006409 600410 2023-03-27 \n", " 2909 -0.003669 3251.3971 0.000000 -0.004375 600410 2023-03-28 \n", " 2910 0.002473 3245.3760 0.006988 -0.001854 600410 2023-03-29 \n", " 2911 -0.001761 3240.0568 -0.023962 -0.001640 600410 2023-03-30 \n", " 2912 -0.001436 3261.2485 -0.021630 0.006519 600410 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 1 6.36 201301 \n", " 2 6.48 201301 \n", " 3 6.54 201301 \n", " 4 6.34 201301 \n", " 5 6.56 201301 \n", " ... ... ... \n", " 2908 7.13 202303 \n", " 2909 7.18 202303 \n", " 2910 7.01 202303 \n", " 2911 6.86 202303 \n", " 2912 6.89 202303 \n", " \n", " [2912 rows x 26 columns],\n", " 600446: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 1 25993926 5.9701 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 14961471 2.3774 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 20190948 3.2836 0.000107 0.003885 0.002622 0.004782 \n", " 4 19151175 2.3845 0.000107 -0.016251 -0.004473 0.000358 \n", " 5 24696947 5.1437 0.000107 0.030524 0.002484 -0.001369 \n", " ... ... ... ... ... ... ... \n", " 2845 719648442 5.4961 0.000067 -0.006374 0.002265 -0.003920 \n", " 2846 463375155 3.1293 0.000067 0.000790 -0.005440 0.003884 \n", " 2847 274658016 1.9704 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2848 271599448 3.0605 0.000067 0.005986 -0.012989 -0.000733 \n", " 2849 268023085 4.7273 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 1 -0.001519 0.002452 2276.0700 0.004468 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 -0.004468 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 0.001491 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 -0.015015 ... 0.004782 -0.003027 \n", " 5 -0.002640 0.000791 2311.7400 0.031276 ... 0.000358 -0.000219 \n", " ... ... ... ... ... ... ... ... \n", " 2845 -0.000093 -0.003669 3251.3971 0.048076 ... -0.007370 0.000867 \n", " 2846 0.000231 0.002473 3245.3760 -0.033902 ... -0.003920 -0.000093 \n", " 2847 -0.000682 -0.001761 3240.0568 -0.011324 ... 0.003884 0.000231 \n", " 2848 0.008088 -0.001436 3261.2485 -0.021584 ... -0.004080 -0.000682 \n", " 2849 -0.005996 -0.001176 3272.8602 0.023006 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 1 0.000641 2285.3640 0.004488 0.003670 600446 2013-01-08 \n", " 2 0.002452 2276.0700 0.004468 -0.004075 600446 2013-01-09 \n", " 3 -0.000336 2275.3400 -0.004468 -0.000321 600446 2013-01-10 \n", " 4 0.000300 2283.6580 0.001491 0.003649 600446 2013-01-11 \n", " 5 -0.008375 2242.9970 -0.015015 -0.017966 600446 2013-01-14 \n", " ... ... ... ... ... ... ... \n", " 2845 -0.004280 3265.6537 0.007163 -0.006409 600446 2023-03-27 \n", " 2846 -0.003669 3251.3971 0.048076 -0.004375 600446 2023-03-28 \n", " 2847 0.002473 3245.3760 -0.033902 -0.001854 600446 2023-03-29 \n", " 2848 -0.001761 3240.0568 -0.011324 -0.001640 600446 2023-03-30 \n", " 2849 -0.001436 3261.2485 -0.021584 0.006519 600446 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 1 6.73 201301 \n", " 2 6.70 201301 \n", " 3 6.71 201301 \n", " 4 6.61 201301 \n", " 5 6.82 201301 \n", " ... ... ... \n", " 2845 14.70 202303 \n", " 2846 14.21 202303 \n", " 2847 14.05 202303 \n", " 2848 13.75 202303 \n", " 2849 14.07 202303 \n", " \n", " [2849 rows x 26 columns],\n", " 600476: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 1 9295868 2.0115 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 9802923 3.0129 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 10457373 2.2631 0.000107 0.003885 0.002622 0.004782 \n", " 4 12219753 4.5519 0.000107 -0.016251 -0.004473 0.000358 \n", " 5 16881896 4.0404 0.000107 0.030524 0.002484 -0.001369 \n", " ... ... ... ... ... ... ... \n", " 2957 176266145 3.5567 0.000067 -0.006374 0.002265 -0.003920 \n", " 2958 209623181 5.4745 0.000067 0.000790 -0.005440 0.003884 \n", " 2959 259344772 3.5752 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2960 243086155 6.2241 0.000067 0.005986 -0.012989 -0.000733 \n", " 2961 150659433 4.4022 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 1 -0.001519 0.002452 2276.0700 0.001436 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 0.014245 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 -0.005674 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 -0.014327 ... 0.004782 -0.003027 \n", " 5 -0.002640 0.000791 2311.7400 0.031253 ... 0.000358 -0.000219 \n", " ... ... ... ... ... ... ... ... \n", " 2957 -0.000093 -0.003669 3251.3971 -0.011405 ... -0.007370 0.000867 \n", " 2958 0.000231 0.002473 3245.3760 -0.008377 ... -0.003920 -0.000093 \n", " 2959 -0.000682 -0.001761 3240.0568 0.013577 ... 0.003884 0.000231 \n", " 2960 0.008088 -0.001436 3261.2485 -0.046718 ... -0.004080 -0.000682 \n", " 2961 -0.005996 -0.001176 3272.8602 0.017242 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 1 0.000641 2285.3640 -0.010007 0.003670 600476 2013-01-08 \n", " 2 0.002452 2276.0700 0.001436 -0.004075 600476 2013-01-09 \n", " 3 -0.000336 2275.3400 0.014245 -0.000321 600476 2013-01-10 \n", " 4 0.000300 2283.6580 -0.005674 0.003649 600476 2013-01-11 \n", " 5 -0.008375 2242.9970 -0.014327 -0.017966 600476 2013-01-14 \n", " ... ... ... ... ... ... ... \n", " 2957 -0.004280 3265.6537 -0.013313 -0.006409 600476 2023-03-27 \n", " 2958 -0.003669 3251.3971 -0.011405 -0.004375 600476 2023-03-28 \n", " 2959 0.002473 3245.3760 -0.008377 -0.001854 600476 2023-03-29 \n", " 2960 -0.001761 3240.0568 0.013577 -0.001640 600476 2023-03-30 \n", " 2961 -0.001436 3261.2485 -0.046718 0.006519 600476 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 1 6.97 201301 \n", " 2 7.07 201301 \n", " 3 7.03 201301 \n", " 4 6.93 201301 \n", " 5 7.15 201301 \n", " ... ... ... \n", " 2957 19.18 202303 \n", " 2958 19.02 202303 \n", " 2959 19.28 202303 \n", " 2960 18.40 202303 \n", " 2961 18.72 202303 \n", " \n", " [2961 rows x 26 columns],\n", " 600536: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 1 37203767 4.4321 0.000107 -0.001212 0.002407 -0.003288 \n", " 2 46825297 6.1706 0.000107 0.003885 0.002622 0.004782 \n", " 3 31492741 4.1012 0.000107 -0.016251 -0.004473 0.000358 \n", " 4 31088401 5.1818 0.000107 0.030524 0.002484 -0.001369 \n", " 5 62304904 7.6585 0.000107 0.004124 0.012393 -0.006268 \n", " ... ... ... ... ... ... ... \n", " 2957 1959766453 5.5007 0.000067 -0.006374 0.002265 -0.003920 \n", " 2958 1861671574 4.9116 0.000067 0.000790 -0.005440 0.003884 \n", " 2959 2147280743 4.7113 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2960 1290349482 2.7515 0.000067 0.005986 -0.012989 -0.000733 \n", " 2961 1677463707 4.6631 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 1 0.001126 -0.000336 2275.3400 0.017392 ... -0.007672 -0.001519 \n", " 2 -0.003027 0.000300 2283.6580 0.039151 ... -0.003288 0.001126 \n", " 3 -0.000219 -0.008375 2242.9970 -0.040967 ... 0.004782 -0.003027 \n", " 4 -0.002640 0.000791 2311.7400 0.032203 ... 0.000358 -0.000219 \n", " 5 -0.005762 0.005730 2325.6820 0.047280 ... -0.001369 -0.002640 \n", " ... ... ... ... ... ... ... ... \n", " 2957 -0.000093 -0.003669 3251.3971 -0.026874 ... -0.007370 0.000867 \n", " 2958 0.000231 0.002473 3245.3760 0.008656 ... -0.003920 -0.000093 \n", " 2959 -0.000682 -0.001761 3240.0568 -0.029444 ... 0.003884 0.000231 \n", " 2960 0.008088 -0.001436 3261.2485 -0.016707 ... -0.004080 -0.000682 \n", " 2961 -0.005996 -0.001176 3272.8602 0.034739 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 1 0.002452 2276.0700 0.021466 -0.000405 600536 2013-01-09 \n", " 2 -0.000336 2275.3400 0.017392 -0.000321 600536 2013-01-10 \n", " 3 0.000300 2283.6580 0.039151 0.003649 600536 2013-01-11 \n", " 4 -0.008375 2242.9970 -0.040967 -0.017966 600536 2013-01-14 \n", " 5 0.000791 2311.7400 0.032203 0.030188 600536 2013-01-15 \n", " ... ... ... ... ... ... ... \n", " 2957 -0.004280 3265.6537 0.003532 -0.006409 600536 2023-03-27 \n", " 2958 -0.003669 3251.3971 -0.026874 -0.004375 600536 2023-03-28 \n", " 2959 0.002473 3245.3760 0.008656 -0.001854 600536 2023-03-29 \n", " 2960 -0.001761 3240.0568 -0.029444 -0.001640 600536 2023-03-30 \n", " 2961 -0.001436 3261.2485 -0.016707 0.006519 600536 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 1 11.02 201301 \n", " 2 11.46 201301 \n", " 3 11.00 201301 \n", " 4 11.36 201301 \n", " 5 11.91 201301 \n", " ... ... ... \n", " 2957 69.02 202303 \n", " 2958 69.62 202303 \n", " 2959 67.60 202303 \n", " 2960 66.48 202303 \n", " 2961 68.83 202303 \n", " \n", " [2961 rows x 26 columns],\n", " 600570: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 1 108659199 5.0655 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 72093513 3.8200 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 61019446 3.1933 0.000107 0.003885 0.002622 0.004782 \n", " 4 43580538 4.1631 0.000107 -0.016251 -0.004473 0.000358 \n", " 5 75603240 5.2951 0.000107 0.030524 0.002484 -0.001369 \n", " ... ... ... ... ... ... ... \n", " 2906 3367184240 10.4219 0.000067 -0.006374 0.002265 -0.003920 \n", " 2907 1415658928 3.3992 0.000067 0.000790 -0.005440 0.003884 \n", " 2908 1096811625 3.8571 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2909 756591411 2.8408 0.000067 0.005986 -0.012989 -0.000733 \n", " 2910 2694879339 11.8231 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 1 -0.001519 0.002452 2276.0700 0.028413 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 0.010135 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 -0.010984 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 -0.021469 ... 0.004782 -0.003027 \n", " 5 -0.002640 0.000791 2311.7400 0.037483 ... 0.000358 -0.000219 \n", " ... ... ... ... ... ... ... ... \n", " 2906 -0.000093 -0.003669 3251.3971 0.065329 ... -0.007370 0.000867 \n", " 2907 0.000231 0.002473 3245.3760 -0.032131 ... -0.003920 -0.000093 \n", " 2908 -0.000682 -0.001761 3240.0568 -0.001430 ... 0.003884 0.000231 \n", " 2909 0.008088 -0.001436 3261.2485 -0.011304 ... -0.004080 -0.000682 \n", " 2910 -0.005996 -0.001176 3272.8602 0.095348 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 1 0.000641 2285.3640 0.022969 0.003670 600570 2013-01-08 \n", " 2 0.002452 2276.0700 0.028413 -0.004075 600570 2013-01-09 \n", " 3 -0.000336 2275.3400 0.010135 -0.000321 600570 2013-01-10 \n", " 4 0.000300 2283.6580 -0.010984 0.003649 600570 2013-01-11 \n", " 5 -0.008375 2242.9970 -0.021469 -0.017966 600570 2013-01-14 \n", " ... ... ... ... ... ... ... \n", " 2906 -0.004280 3265.6537 0.031504 -0.006409 600570 2023-03-27 \n", " 2907 -0.003669 3251.3971 0.065329 -0.004375 600570 2023-03-28 \n", " 2908 0.002473 3245.3760 -0.032131 -0.001854 600570 2023-03-29 \n", " 2909 -0.001761 3240.0568 -0.001430 -0.001640 600570 2023-03-30 \n", " 2910 -0.001436 3261.2485 -0.011304 0.006519 600570 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 1 11.78 201301 \n", " 2 11.90 201301 \n", " 3 11.77 201301 \n", " 4 11.52 201301 \n", " 5 11.96 201301 \n", " ... ... ... \n", " 2906 50.60 202303 \n", " 2907 49.00 202303 \n", " 2908 48.93 202303 \n", " 2909 48.38 202303 \n", " 2910 53.22 202303 \n", " \n", " [2910 rows x 26 columns],\n", " 600571: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 1 12718905 2.4221 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 12792159 2.2857 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 9439236 1.7182 0.000107 0.003885 0.002622 0.004782 \n", " 4 12140651 2.8769 0.000107 -0.016251 -0.004473 0.000358 \n", " 5 22586890 3.2825 0.000107 0.030524 0.002484 -0.001369 \n", " ... ... ... ... ... ... ... \n", " 2800 506157574 4.4815 0.000067 -0.006374 0.002265 -0.003920 \n", " 2801 306513088 4.4482 0.000067 0.000790 -0.005440 0.003884 \n", " 2802 216827349 2.8571 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2803 176538717 3.1789 0.000067 0.005986 -0.012989 -0.000733 \n", " 2804 325713498 7.0968 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 1 -0.001519 0.002452 2276.0700 0.009185 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 -0.002288 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 -0.004592 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 -0.018584 ... 0.004782 -0.003027 \n", " 5 -0.002640 0.000791 2311.7400 0.033433 ... 0.000358 -0.000219 \n", " ... ... ... ... ... ... ... ... \n", " 2800 -0.000093 -0.003669 3251.3971 0.026876 ... -0.007370 0.000867 \n", " 2801 0.000231 0.002473 3245.3760 -0.042820 ... -0.003920 -0.000093 \n", " 2802 -0.000682 -0.001761 3240.0568 -0.017110 ... 0.003884 0.000231 \n", " 2803 0.008088 -0.001436 3261.2485 -0.014639 ... -0.004080 -0.000682 \n", " 2804 -0.005996 -0.001176 3272.8602 0.053825 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 1 0.000641 2285.3640 0.006944 0.003670 600571 2013-01-08 \n", " 2 0.002452 2276.0700 0.009185 -0.004075 600571 2013-01-09 \n", " 3 -0.000336 2275.3400 -0.002288 -0.000321 600571 2013-01-10 \n", " 4 0.000300 2283.6580 -0.004592 0.003649 600571 2013-01-11 \n", " 5 -0.008375 2242.9970 -0.018584 -0.017966 600571 2013-01-14 \n", " ... ... ... ... ... ... ... \n", " 2800 -0.004280 3265.6537 0.023112 -0.006409 600571 2023-03-27 \n", " 2801 -0.003669 3251.3971 0.026876 -0.004375 600571 2023-03-28 \n", " 2802 0.002473 3245.3760 -0.042820 -0.001854 600571 2023-03-29 \n", " 2803 -0.001761 3240.0568 -0.017110 -0.001640 600571 2023-03-30 \n", " 2804 -0.001436 3261.2485 -0.014639 0.006519 600571 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 1 8.75 201301 \n", " 2 8.73 201301 \n", " 3 8.69 201301 \n", " 4 8.53 201301 \n", " 5 8.82 201301 \n", " ... ... ... \n", " 2800 11.69 202303 \n", " 2801 11.20 202303 \n", " 2802 11.01 202303 \n", " 2803 10.85 202303 \n", " 2804 11.45 202303 \n", " \n", " [2804 rows x 26 columns],\n", " 600588: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 1 221745269 4.0658 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 125475055 2.4248 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 123174811 2.8543 0.000107 0.003885 0.002622 0.004782 \n", " 4 147994682 3.8160 0.000107 -0.016251 -0.004473 0.000358 \n", " 5 139933864 3.5503 0.000107 0.030524 0.002484 -0.001369 \n", " ... ... ... ... ... ... ... \n", " 2947 2228155470 6.9257 0.000067 -0.006374 0.002265 -0.003920 \n", " 2948 1562892285 5.0297 0.000067 0.000790 -0.005440 0.003884 \n", " 2949 1617212030 4.1270 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2950 1320641342 3.6125 0.000067 0.005986 -0.012989 -0.000733 \n", " 2951 2084065583 8.7616 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 1 -0.001519 0.002452 2276.0700 -0.001938 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 -0.014656 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 0.005888 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 -0.007859 ... 0.004782 -0.003027 \n", " 5 -0.002640 0.000791 2311.7400 0.021464 ... 0.000358 -0.000219 \n", " ... ... ... ... ... ... ... ... \n", " 2947 -0.000093 -0.003669 3251.3971 -0.028886 ... -0.007370 0.000867 \n", " 2948 0.000231 0.002473 3245.3760 -0.001982 ... -0.003920 -0.000093 \n", " 2949 -0.000682 -0.001761 3240.0568 -0.033902 ... 0.003884 0.000231 \n", " 2950 0.008088 -0.001436 3261.2485 -0.025781 ... -0.004080 -0.000682 \n", " 2951 -0.005996 -0.001176 3272.8602 0.057697 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 1 0.000641 2285.3640 0.055736 0.003670 600588 2013-01-08 \n", " 2 0.002452 2276.0700 -0.001938 -0.004075 600588 2013-01-09 \n", " 3 -0.000336 2275.3400 -0.014656 -0.000321 600588 2013-01-10 \n", " 4 0.000300 2283.6580 0.005888 0.003649 600588 2013-01-11 \n", " 5 -0.008375 2242.9970 -0.007859 -0.017966 600588 2013-01-14 \n", " ... ... ... ... ... ... ... \n", " 2947 -0.004280 3265.6537 0.042844 -0.006409 600588 2023-03-27 \n", " 2948 -0.003669 3251.3971 -0.028886 -0.004375 600588 2023-03-28 \n", " 2949 0.002473 3245.3760 -0.001982 -0.001854 600588 2023-03-29 \n", " 2950 -0.001761 3240.0568 -0.033902 -0.001640 600588 2023-03-30 \n", " 2951 -0.001436 3261.2485 -0.025781 0.006519 600588 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 1 10.31 201301 \n", " 2 10.16 201301 \n", " 3 10.22 201301 \n", " 4 10.14 201301 \n", " 5 10.36 201301 \n", " ... ... ... \n", " 2947 25.25 202303 \n", " 2948 25.20 202303 \n", " 2949 24.36 202303 \n", " 2950 23.74 202303 \n", " 2951 25.15 202303 \n", " \n", " [2951 rows x 26 columns],\n", " 600637: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 1 144303561 4.3777 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 93743760 1.6069 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 146129784 2.6071 0.000107 0.003885 0.002622 0.004782 \n", " 4 150317678 2.4668 0.000107 -0.016251 -0.004473 0.000358 \n", " 5 196370045 3.7821 0.000107 0.030524 0.002484 -0.001369 \n", " ... ... ... ... ... ... ... \n", " 2540 505074107 3.9663 0.000067 -0.006374 0.002265 -0.003920 \n", " 2541 332945500 2.3342 0.000067 0.000790 -0.005440 0.003884 \n", " 2542 437302428 2.8395 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2543 584708866 5.0184 0.000067 0.005986 -0.012989 -0.000733 \n", " 2544 448462525 5.8824 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 1 -0.001519 0.002452 2276.0700 0.011812 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 -0.004336 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 -0.018798 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 -0.013372 ... 0.004782 -0.003027 \n", " 5 -0.002640 0.000791 2311.7400 0.025943 ... 0.000358 -0.000219 \n", " ... ... ... ... ... ... ... ... \n", " 2540 -0.000093 -0.003669 3251.3971 -0.021872 ... -0.007370 0.000867 \n", " 2541 0.000231 0.002473 3245.3760 -0.004926 ... -0.003920 -0.000093 \n", " 2542 -0.000682 -0.001761 3240.0568 0.008605 ... 0.003884 0.000231 \n", " 2543 0.008088 -0.001436 3261.2485 -0.043784 ... -0.004080 -0.000682 \n", " 2544 -0.005996 -0.001176 3272.8602 0.040106 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 1 0.000641 2285.3640 -0.002498 0.003670 600637 2013-01-08 \n", " 2 0.002452 2276.0700 0.011812 -0.004075 600637 2013-01-09 \n", " 3 -0.000336 2275.3400 -0.004336 -0.000321 600637 2013-01-10 \n", " 4 0.000300 2283.6580 -0.018798 0.003649 600637 2013-01-11 \n", " 5 -0.008375 2242.9970 -0.013372 -0.017966 600637 2013-01-14 \n", " ... ... ... ... ... ... ... \n", " 2540 -0.004280 3265.6537 0.028034 -0.006409 600637 2023-03-27 \n", " 2541 -0.003669 3251.3971 -0.021872 -0.004375 600637 2023-03-28 \n", " 2542 0.002473 3245.3760 -0.004926 -0.001854 600637 2023-03-29 \n", " 2543 -0.001761 3240.0568 0.008605 -0.001640 600637 2023-03-30 \n", " 2544 -0.001436 3261.2485 -0.043784 0.006519 600637 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 1 16.18 201301 \n", " 2 16.11 201301 \n", " 3 15.81 201301 \n", " 4 15.60 201301 \n", " 5 16.01 201301 \n", " ... ... ... \n", " 2540 8.14 202303 \n", " 2541 8.10 202303 \n", " 2542 8.17 202303 \n", " 2543 7.82 202303 \n", " 2544 8.14 202303 \n", " \n", " [2544 rows x 26 columns],\n", " 600640: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 1 19924095 4.9853 0.000107 -0.007164 -0.009074 0.003477 \n", " 2 21458809 4.5908 0.000105 -0.004707 -0.021352 0.004682 \n", " 3 17774960 4.3033 0.000102 0.005524 -0.001820 -0.001224 \n", " 4 16766970 2.3638 0.000101 0.028405 -0.006808 0.002783 \n", " 5 15122036 2.1363 0.000100 0.003431 0.004775 0.000398 \n", " ... ... ... ... ... ... ... \n", " 1611 213588674 3.8117 0.000067 -0.006374 0.002265 -0.003920 \n", " 1612 201685638 4.6840 0.000067 0.000790 -0.005440 0.003884 \n", " 1613 181315341 5.4264 0.000067 -0.002534 -0.005063 -0.004080 \n", " 1614 116866528 4.1953 0.000067 0.005986 -0.012989 -0.000733 \n", " 1615 154079921 6.5098 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 1 0.000163 0.003963 2759.1260 -0.020741 ... 0.002508 -0.005535 \n", " 2 0.002555 0.003773 2733.8819 -0.026291 ... 0.003477 0.000163 \n", " 3 0.000225 -0.001017 2747.2285 -0.003079 ... 0.004682 0.002555 \n", " 4 0.005306 -0.002450 2815.1095 0.010225 ... -0.001224 0.000225 \n", " 5 0.003352 -0.000935 2827.6252 0.000000 ... 0.002783 0.005306 \n", " ... ... ... ... ... ... ... ... \n", " 1611 -0.000093 -0.003669 3251.3971 0.005218 ... -0.007370 0.000867 \n", " 1612 0.000231 0.002473 3245.3760 -0.041752 ... -0.003920 -0.000093 \n", " 1613 -0.000682 -0.001761 3240.0568 0.016148 ... 0.003884 0.000231 \n", " 1614 0.008088 -0.001436 3261.2485 -0.027844 ... -0.004080 -0.000682 \n", " 1615 -0.005996 -0.001176 3272.8602 0.045985 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 1 0.001363 2786.8878 0.027752 0.004074 600640 2018-07-04 \n", " 2 0.003963 2759.1260 -0.020741 -0.010012 600640 2018-07-05 \n", " 3 0.003773 2733.8819 -0.026291 -0.009191 600640 2018-07-06 \n", " 4 -0.001017 2747.2285 -0.003079 0.004870 600640 2018-07-09 \n", " 5 -0.002450 2815.1095 0.010225 0.024409 600640 2018-07-10 \n", " ... ... ... ... ... ... ... \n", " 1611 -0.004280 3265.6537 -0.017044 -0.006409 600640 2023-03-27 \n", " 1612 -0.003669 3251.3971 0.005218 -0.004375 600640 2023-03-28 \n", " 1613 0.002473 3245.3760 -0.041752 -0.001854 600640 2023-03-29 \n", " 1614 -0.001761 3240.0568 0.016148 -0.001640 600640 2023-03-30 \n", " 1615 -0.001436 3261.2485 -0.027844 0.006519 600640 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 1 10.02 201807 \n", " 2 9.76 201807 \n", " 3 9.73 201807 \n", " 4 9.83 201807 \n", " 5 9.83 201807 \n", " ... ... ... \n", " 1611 13.45 202303 \n", " 1612 12.90 202303 \n", " 1613 13.11 202303 \n", " 1614 12.75 202303 \n", " 1615 13.35 202303 \n", " \n", " [1615 rows x 26 columns],\n", " 600718: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 1 82734241 5.6653 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 71771401 2.5674 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 62737167 2.5773 0.000107 0.003885 0.002622 0.004782 \n", " 4 48320591 3.8168 0.000107 -0.016251 -0.004473 0.000358 \n", " 5 58758363 5.3735 0.000107 0.030524 0.002484 -0.001369 \n", " ... ... ... ... ... ... ... \n", " 2951 810383779 4.3902 0.000067 -0.006374 0.002265 -0.003920 \n", " 2952 624911414 4.0161 0.000067 0.000790 -0.005440 0.003884 \n", " 2953 466615619 3.4884 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2954 364810229 3.6104 0.000067 0.005986 -0.012989 -0.000733 \n", " 2955 453679837 5.8120 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 1 -0.001519 0.002452 2276.0700 0.026009 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 -0.003859 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 0.012804 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 -0.029699 ... 0.004782 -0.003027 \n", " 5 -0.002640 0.000791 2311.7400 0.023317 ... 0.000358 -0.000219 \n", " ... ... ... ... ... ... ... ... \n", " 2951 -0.000093 -0.003669 3251.3971 0.012121 ... -0.007370 0.000867 \n", " 2952 0.000231 0.002473 3245.3760 -0.033486 ... -0.003920 -0.000093 \n", " 2953 -0.000682 -0.001761 3240.0568 -0.010856 ... 0.003884 0.000231 \n", " 2954 0.008088 -0.001436 3261.2485 -0.017790 ... -0.004080 -0.000682 \n", " 2955 -0.005996 -0.001176 3272.8602 0.032790 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 1 0.000641 2285.3640 0.011929 0.003670 600718 2013-01-08 \n", " 2 0.002452 2276.0700 0.026009 -0.004075 600718 2013-01-09 \n", " 3 -0.000336 2275.3400 -0.003859 -0.000321 600718 2013-01-10 \n", " 4 0.000300 2283.6580 0.012804 0.003649 600718 2013-01-11 \n", " 5 -0.008375 2242.9970 -0.029699 -0.017966 600718 2013-01-14 \n", " ... ... ... ... ... ... ... \n", " 2951 -0.004280 3265.6537 0.050865 -0.006409 600718 2023-03-27 \n", " 2952 -0.003669 3251.3971 0.012121 -0.004375 600718 2023-03-28 \n", " 2953 0.002473 3245.3760 -0.033486 -0.001854 600718 2023-03-29 \n", " 2954 -0.001761 3240.0568 -0.010856 -0.001640 600718 2023-03-30 \n", " 2955 -0.001436 3261.2485 -0.017790 0.006519 600718 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 1 7.79 201301 \n", " 2 7.76 201301 \n", " 3 7.86 201301 \n", " 4 7.63 201301 \n", " 5 7.81 201301 \n", " ... ... ... \n", " 2951 12.45 202303 \n", " 2952 12.04 202303 \n", " 2953 11.91 202303 \n", " 2954 11.70 202303 \n", " 2955 12.09 202303 \n", " \n", " [2955 rows x 26 columns],\n", " 600728: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 1 11169761 0.0000 0.000106 0.000137 0.001730 -0.001508 \n", " 2 445365367 6.1029 0.000106 -0.013304 0.005551 -0.002064 \n", " 3 260066175 7.1837 0.000106 0.001909 0.000997 -0.001826 \n", " 4 182087265 6.8994 0.000106 -0.027676 -0.009156 -0.002676 \n", " 5 149194370 6.7367 0.000106 0.000675 0.003358 0.002195 \n", " ... ... ... ... ... ... ... \n", " 2695 459740457 3.4833 0.000067 -0.006374 0.002265 -0.003920 \n", " 2696 714943941 4.9645 0.000067 0.000790 -0.005440 0.003884 \n", " 2697 357108455 2.6536 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2698 378021647 3.9271 0.000067 0.005986 -0.012989 -0.000733 \n", " 2699 514990897 7.9137 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 1 0.000962 0.000143 2326.7150 0.095049 ... 0.000798 -0.001559 \n", " 2 -0.001941 0.002448 2297.6690 0.065791 ... -0.001508 0.000962 \n", " 3 -0.000828 -0.001160 2301.2590 -0.018122 ... -0.002064 -0.001941 \n", " 4 0.005501 -0.002790 2236.3020 -0.051162 ... -0.001826 -0.000828 \n", " 5 -0.000997 -0.001556 2236.6210 -0.038346 ... -0.002676 0.005501 \n", " ... ... ... ... ... ... ... ... \n", " 2695 -0.000093 -0.003669 3251.3971 0.022957 ... -0.007370 0.000867 \n", " 2696 0.000231 0.002473 3245.3760 0.015482 ... -0.003920 -0.000093 \n", " 2697 -0.000682 -0.001761 3240.0568 -0.004199 ... 0.003884 0.000231 \n", " 2698 0.008088 -0.001436 3261.2485 -0.025570 ... -0.004080 -0.000682 \n", " 2699 -0.005996 -0.001176 3272.8602 0.049133 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 1 0.001963 2328.2780 0.095502 0.001735 600728 2013-03-25 \n", " 2 0.000143 2326.7150 0.095049 -0.000672 600728 2013-03-26 \n", " 3 0.002448 2297.6690 0.065791 -0.012562 600728 2013-03-27 \n", " 4 -0.001160 2301.2590 -0.018122 0.001561 600728 2013-03-28 \n", " 5 -0.002790 2236.3020 -0.051162 -0.028633 600728 2013-03-29 \n", " ... ... ... ... ... ... ... \n", " 2695 -0.004280 3265.6537 0.000000 -0.006409 600728 2023-03-27 \n", " 2696 -0.003669 3251.3971 0.022957 -0.004375 600728 2023-03-28 \n", " 2697 0.002473 3245.3760 0.015482 -0.001854 600728 2023-03-29 \n", " 2698 -0.001761 3240.0568 -0.004199 -0.001640 600728 2023-03-30 \n", " 2699 -0.001436 3261.2485 -0.025570 0.006519 600728 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 1 11.47 201303 \n", " 2 12.25 201303 \n", " 3 12.03 201303 \n", " 4 11.43 201303 \n", " 5 11.00 201303 \n", " ... ... ... \n", " 2695 7.05 202303 \n", " 2696 7.16 202303 \n", " 2697 7.13 202303 \n", " 2698 6.95 202303 \n", " 2699 7.30 202303 \n", " \n", " [2699 rows x 26 columns],\n", " 600756: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 1 94019258 3.4118 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 89864694 3.3604 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 125925744 4.8951 0.000107 0.003885 0.002622 0.004782 \n", " 4 86379452 4.9255 0.000107 -0.016251 -0.004473 0.000358 \n", " 5 70890630 3.7960 0.000107 0.030524 0.002484 -0.001369 \n", " ... ... ... ... ... ... ... \n", " 2855 446113910 2.8146 0.000067 -0.006374 0.002265 -0.003920 \n", " 2856 393578292 4.9355 0.000067 0.000790 -0.005440 0.003884 \n", " 2857 310480377 3.8462 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2858 265787711 3.8373 0.000067 0.005986 -0.012989 -0.000733 \n", " 2859 271660946 3.8283 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 1 -0.001519 0.002452 2276.0700 0.015178 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 -0.005811 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 0.017331 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 -0.034969 ... 0.004782 -0.003027 \n", " 5 -0.002640 0.000791 2311.7400 0.025763 ... 0.000358 -0.000219 \n", " ... ... ... ... ... ... ... ... \n", " 2855 -0.000093 -0.003669 3251.3971 -0.016134 ... -0.007370 0.000867 \n", " 2856 0.000231 0.002473 3245.3760 -0.008448 ... -0.003920 -0.000093 \n", " 2857 -0.000682 -0.001761 3240.0568 -0.012522 ... 0.003884 0.000231 \n", " 2858 0.008088 -0.001436 3261.2485 -0.012680 ... -0.004080 -0.000682 \n", " 2859 -0.005996 -0.001176 3272.8602 0.028026 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 1 0.000641 2285.3640 0.014218 0.003670 600756 2013-01-08 \n", " 2 0.002452 2276.0700 0.015178 -0.004075 600756 2013-01-09 \n", " 3 -0.000336 2275.3400 -0.005811 -0.000321 600756 2013-01-10 \n", " 4 0.000300 2283.6580 0.017331 0.003649 600756 2013-01-11 \n", " 5 -0.008375 2242.9970 -0.034969 -0.017966 600756 2013-01-14 \n", " ... ... ... ... ... ... ... \n", " 2855 -0.004280 3265.6537 0.011657 -0.006409 600756 2023-03-27 \n", " 2856 -0.003669 3251.3971 -0.016134 -0.004375 600756 2023-03-28 \n", " 2857 0.002473 3245.3760 -0.008448 -0.001854 600756 2023-03-29 \n", " 2858 -0.001761 3240.0568 -0.012522 -0.001640 600756 2023-03-30 \n", " 2859 -0.001436 3261.2485 -0.012680 0.006519 600756 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 1 8.63 201301 \n", " 2 8.58 201301 \n", " 3 8.73 201301 \n", " 4 8.43 201301 \n", " 5 8.65 201301 \n", " ... ... ... \n", " 2855 17.83 202303 \n", " 2856 17.68 202303 \n", " 2857 17.46 202303 \n", " 2858 17.24 202303 \n", " 2859 17.73 202303 \n", " \n", " [2859 rows x 26 columns],\n", " 600797: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 1 41216104 3.0374 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 123861344 6.8966 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 57577908 3.2895 0.000107 0.003885 0.002622 0.004782 \n", " 4 60885752 4.6875 0.000107 -0.016251 -0.004473 0.000358 \n", " 5 60350603 3.6364 0.000107 0.030524 0.002484 -0.001369 \n", " ... ... ... ... ... ... ... \n", " 2825 1301353061 9.9143 0.000067 -0.006374 0.002265 -0.003920 \n", " 2826 842899222 4.3578 0.000067 0.000790 -0.005440 0.003884 \n", " 2827 648796276 4.8251 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2828 523195211 5.3988 0.000067 0.005986 -0.012989 -0.000733 \n", " 2829 449638633 4.8040 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 1 -0.001519 0.002452 2276.0700 0.016223 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 0.047147 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 -0.017700 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 -0.018019 ... 0.004782 -0.003027 \n", " 5 -0.002640 0.000791 2311.7400 0.020248 ... 0.000358 -0.000219 \n", " ... ... ... ... ... ... ... ... \n", " 2825 -0.000093 -0.003669 3251.3971 0.065150 ... -0.007370 0.000867 \n", " 2826 0.000231 0.002473 3245.3760 -0.050569 ... -0.003920 -0.000093 \n", " 2827 -0.000682 -0.001761 3240.0568 -0.017032 ... 0.003884 0.000231 \n", " 2828 0.008088 -0.001436 3261.2485 -0.029890 ... -0.004080 -0.000682 \n", " 2829 -0.005996 -0.001176 3272.8602 0.028662 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 1 0.000641 2285.3640 0.007034 0.003670 600797 2013-01-08 \n", " 2 0.002452 2276.0700 0.016223 -0.004075 600797 2013-01-09 \n", " 3 -0.000336 2275.3400 0.047147 -0.000321 600797 2013-01-10 \n", " 4 0.000300 2283.6580 -0.017700 0.003649 600797 2013-01-11 \n", " 5 -0.008375 2242.9970 -0.018019 -0.017966 600797 2013-01-14 \n", " ... ... ... ... ... ... ... \n", " 2825 -0.004280 3265.6537 0.036141 -0.006409 600797 2023-03-27 \n", " 2826 -0.003669 3251.3971 0.065150 -0.004375 600797 2023-03-28 \n", " 2827 0.002473 3245.3760 -0.050569 -0.001854 600797 2023-03-29 \n", " 2828 -0.001761 3240.0568 -0.017032 -0.001640 600797 2023-03-30 \n", " 2829 -0.001436 3261.2485 -0.029890 0.006519 600797 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 1 4.35 201301 \n", " 2 4.56 201301 \n", " 3 4.48 201301 \n", " 4 4.40 201301 \n", " 5 4.49 201301 \n", " ... ... ... \n", " 2825 8.72 202303 \n", " 2826 8.29 202303 \n", " 2827 8.15 202303 \n", " 2828 7.91 202303 \n", " 2829 8.14 202303 \n", " \n", " [2829 rows x 26 columns],\n", " 600804: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 1 129321513 2.7732 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 319671978 8.6319 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 165442404 3.4109 0.000107 0.003885 0.002622 0.004782 \n", " 4 155896030 5.6338 0.000107 -0.016251 -0.004473 0.000358 \n", " 5 229351554 8.0386 0.000107 0.030524 0.002484 -0.001369 \n", " ... ... ... ... ... ... ... \n", " 2672 210343352 6.6202 0.000063 -0.016462 -0.017199 0.002065 \n", " 2673 132001358 2.7881 0.000063 0.007378 -0.013330 0.011390 \n", " 2674 214017840 8.6304 0.000062 -0.046321 -0.021524 0.011949 \n", " 2675 176509331 6.8607 0.000062 -0.013891 -0.024200 0.001593 \n", " 2676 220837704 8.5526 0.000061 0.020818 -0.004447 -0.013508 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 1 -0.001519 0.002452 2276.0700 0.001630 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 0.049255 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 -0.009346 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 -0.026964 ... 0.004782 -0.003027 \n", " 5 -0.002640 0.000791 2311.7400 0.056265 ... 0.000358 -0.000219 \n", " ... ... ... ... ... ... ... ... \n", " 2672 0.005562 -0.008374 3079.8077 -0.064771 ... -0.007565 -0.000818 \n", " 2673 0.001052 0.001870 3086.9193 -0.009337 ... 0.002065 0.005562 \n", " 2674 0.004015 -0.003004 2928.5118 -0.102654 ... 0.011390 0.001052 \n", " 2675 0.010310 -0.009932 2886.4257 -0.053374 ... 0.011949 0.004015 \n", " 2676 0.006960 -0.004059 2958.2820 0.032365 ... 0.001593 0.010310 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 1 0.000641 2285.3640 0.029804 0.003670 600804 2013-01-08 \n", " 2 0.002452 2276.0700 0.001630 -0.004075 600804 2013-01-09 \n", " 3 -0.000336 2275.3400 0.049255 -0.000321 600804 2013-01-10 \n", " 4 0.000300 2283.6580 -0.009346 0.003649 600804 2013-01-11 \n", " 5 -0.008375 2242.9970 -0.026964 -0.017966 600804 2013-01-14 \n", " ... ... ... ... ... ... ... \n", " 2672 -0.000305 3151.0498 -0.020690 -0.013547 600804 2022-04-21 \n", " 2673 -0.008374 3079.8077 -0.064771 -0.022869 600804 2022-04-22 \n", " 2674 0.001870 3086.9193 -0.009337 0.002306 600804 2022-04-25 \n", " 2675 -0.003004 2928.5118 -0.102654 -0.052679 600804 2022-04-26 \n", " 2676 -0.009932 2886.4257 -0.053374 -0.014475 600804 2022-04-27 \n", " \n", " stkclose YYYYmm \n", " 1 6.14 201301 \n", " 2 6.45 201301 \n", " 3 6.39 201301 \n", " 4 6.22 201301 \n", " 5 6.58 201301 \n", " ... ... ... \n", " 2672 5.38 202204 \n", " 2673 5.33 202204 \n", " 2674 4.81 202204 \n", " 2675 4.56 202204 \n", " 2676 4.71 202204 \n", " \n", " [2676 rows x 26 columns],\n", " 600831: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 1 64189778 3.7994 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 57086890 2.5449 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 88076155 3.5768 0.000107 0.003885 0.002622 0.004782 \n", " 4 105395567 5.3701 0.000107 -0.016251 -0.004473 0.000358 \n", " 5 82060255 4.5249 0.000107 0.030524 0.002484 -0.001369 \n", " ... ... ... ... ... ... ... \n", " 2470 334214555 7.3574 0.000067 -0.006374 0.002265 -0.003920 \n", " 2471 260011593 3.5765 0.000067 0.000790 -0.005440 0.003884 \n", " 2472 138118289 3.1437 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2473 157695699 5.2239 0.000067 0.005986 -0.012989 -0.000733 \n", " 2474 123184478 3.7152 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 1 -0.001519 0.002452 2276.0700 0.015083 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 0.004481 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 0.026472 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 -0.038466 ... 0.004782 -0.003027 \n", " 5 -0.002640 0.000791 2311.7400 0.026787 ... 0.000358 -0.000219 \n", " ... ... ... ... ... ... ... ... \n", " 2470 -0.000093 -0.003669 3251.3971 0.048361 ... -0.007370 0.000867 \n", " 2471 0.000231 0.002473 3245.3760 -0.045363 ... -0.003920 -0.000093 \n", " 2472 -0.000682 -0.001761 3240.0568 0.002990 ... 0.003884 0.000231 \n", " 2473 0.008088 -0.001436 3261.2485 -0.036478 ... -0.004080 -0.000682 \n", " 2474 -0.005996 -0.001176 3272.8602 0.022954 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 1 0.000641 2285.3640 0.013772 0.003670 600831 2013-01-08 \n", " 2 0.002452 2276.0700 0.015083 -0.004075 600831 2013-01-09 \n", " 3 -0.000336 2275.3400 0.004481 -0.000321 600831 2013-01-10 \n", " 4 0.000300 2283.6580 0.026472 0.003649 600831 2013-01-11 \n", " 5 -0.008375 2242.9970 -0.038466 -0.017966 600831 2013-01-14 \n", " ... ... ... ... ... ... ... \n", " 2470 -0.004280 3265.6537 0.022780 -0.006409 600831 2023-03-27 \n", " 2471 -0.003669 3251.3971 0.048361 -0.004375 600831 2023-03-28 \n", " 2472 0.002473 3245.3760 -0.045363 -0.001854 600831 2023-03-29 \n", " 2473 -0.001761 3240.0568 0.002990 -0.001640 600831 2023-03-30 \n", " 2474 -0.001436 3261.2485 -0.036478 0.006519 600831 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 1 6.68 201301 \n", " 2 6.71 201301 \n", " 3 6.89 201301 \n", " 4 6.63 201301 \n", " 5 6.81 201301 \n", " ... ... ... \n", " 2470 6.99 202303 \n", " 2471 6.68 202303 \n", " 2472 6.70 202303 \n", " 2473 6.46 202303 \n", " 2474 6.61 202303 \n", " \n", " [2474 rows x 26 columns],\n", " 600845: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 1 53553796 3.5559 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 43452463 3.6749 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 34854780 3.1960 0.000107 0.003885 0.002622 0.004782 \n", " 4 35864200 3.6985 0.000107 -0.016251 -0.004473 0.000358 \n", " 5 33040978 4.3540 0.000107 0.030524 0.002484 -0.001369 \n", " ... ... ... ... ... ... ... \n", " 2901 373332059 3.0645 0.000067 -0.006374 0.002265 -0.003920 \n", " 2902 274214529 2.8091 0.000067 0.000790 -0.005440 0.003884 \n", " 2903 286833707 2.9676 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2904 248526445 1.6877 0.000067 0.005986 -0.012989 -0.000733 \n", " 2905 382632871 5.0417 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 1 -0.001519 0.002452 2276.0700 0.026496 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 -0.004959 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 0.017600 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 -0.022584 ... 0.004782 -0.003027 \n", " 5 -0.002640 0.000791 2311.7400 0.034377 ... 0.000358 -0.000219 \n", " ... ... ... ... ... ... ... ... \n", " 2901 -0.000093 -0.003669 3251.3971 0.001612 ... -0.007370 0.000867 \n", " 2902 0.000231 0.002473 3245.3760 -0.005202 ... -0.003920 -0.000093 \n", " 2903 -0.000682 -0.001761 3240.0568 0.012334 ... 0.003884 0.000231 \n", " 2904 0.008088 -0.001436 3261.2485 0.000710 ... -0.004080 -0.000682 \n", " 2905 -0.005996 -0.001176 3272.8602 0.032658 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 1 0.000641 2285.3640 0.008015 0.003670 600845 2013-01-08 \n", " 2 0.002452 2276.0700 0.026496 -0.004075 600845 2013-01-09 \n", " 3 -0.000336 2275.3400 -0.004959 -0.000321 600845 2013-01-10 \n", " 4 0.000300 2283.6580 0.017600 0.003649 600845 2013-01-11 \n", " 5 -0.008375 2242.9970 -0.022584 -0.017966 600845 2013-01-14 \n", " ... ... ... ... ... ... ... \n", " 2901 -0.004280 3265.6537 0.015532 -0.006409 600845 2023-03-27 \n", " 2902 -0.003669 3251.3971 0.001612 -0.004375 600845 2023-03-28 \n", " 2903 0.002473 3245.3760 -0.005202 -0.001854 600845 2023-03-29 \n", " 2904 -0.001761 3240.0568 0.012334 -0.001640 600845 2023-03-30 \n", " 2905 -0.001436 3261.2485 0.000710 0.006519 600845 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 1 14.15 201301 \n", " 2 14.08 201301 \n", " 3 14.33 201301 \n", " 4 14.01 201301 \n", " 5 14.50 201301 \n", " ... ... ... \n", " 2901 55.89 202303 \n", " 2902 55.60 202303 \n", " 2903 56.29 202303 \n", " 2904 56.33 202303 \n", " 2905 58.20 202303 \n", " \n", " [2905 rows x 26 columns],\n", " 600850: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 1 69471873 3.0318 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 45942088 2.1603 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 39437709 1.6082 0.000107 0.003885 0.002622 0.004782 \n", " 4 92867636 5.1866 0.000107 -0.016251 -0.004473 0.000358 \n", " 5 93411776 5.9104 0.000107 0.030524 0.002484 -0.001369 \n", " ... ... ... ... ... ... ... \n", " 2328 353165550 4.0147 0.000067 -0.006374 0.002265 -0.003920 \n", " 2329 465626533 6.3383 0.000067 0.000790 -0.005440 0.003884 \n", " 2330 325659700 3.2303 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2331 283466340 3.6481 0.000067 0.005986 -0.012989 -0.000733 \n", " 2332 333401762 4.9632 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 1 -0.001519 0.002452 2276.0700 0.018411 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 -0.014994 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 0.005346 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 0.016823 ... 0.004782 -0.003027 \n", " 5 -0.002640 0.000791 2311.7400 0.033743 ... 0.000358 -0.000219 \n", " ... ... ... ... ... ... ... ... \n", " 2328 -0.000093 -0.003669 3251.3971 0.016801 ... -0.007370 0.000867 \n", " 2329 0.000231 0.002473 3245.3760 0.031024 ... -0.003920 -0.000093 \n", " 2330 -0.000682 -0.001761 3240.0568 -0.018427 ... 0.003884 0.000231 \n", " 2331 0.008088 -0.001436 3261.2485 -0.027558 ... -0.004080 -0.000682 \n", " 2332 -0.005996 -0.001176 3272.8602 0.010969 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 1 0.000641 2285.3640 0.020253 0.003670 600850 2013-01-08 \n", " 2 0.002452 2276.0700 0.018411 -0.004075 600850 2013-01-09 \n", " 3 -0.000336 2275.3400 -0.014994 -0.000321 600850 2013-01-10 \n", " 4 0.000300 2283.6580 0.005346 0.003649 600850 2013-01-11 \n", " 5 -0.008375 2242.9970 0.016823 -0.017966 600850 2013-01-14 \n", " ... ... ... ... ... ... ... \n", " 2328 -0.004280 3265.6537 -0.009896 -0.006409 600850 2023-03-27 \n", " 2329 -0.003669 3251.3971 0.016801 -0.004375 600850 2023-03-28 \n", " 2330 0.002473 3245.3760 0.031024 -0.001854 600850 2023-03-29 \n", " 2331 -0.001761 3240.0568 -0.018427 -0.001640 600850 2023-03-30 \n", " 2332 -0.001436 3261.2485 -0.027558 0.006519 600850 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 1 20.83 201301 \n", " 2 20.52 201301 \n", " 3 20.63 201301 \n", " 4 20.98 201301 \n", " 5 21.70 201301 \n", " ... ... ... \n", " 2328 27.61 202303 \n", " 2329 28.48 202303 \n", " 2330 27.96 202303 \n", " 2331 27.20 202303 \n", " 2332 27.50 202303 \n", " \n", " [2332 rows x 26 columns],\n", " 600959: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 1 1458635 0.0000 0.000107 0.009113 -0.000266 0.001532 \n", " 2 4790254 0.0000 0.000106 -0.042359 0.001808 -0.011399 \n", " 3 7861455 0.0000 0.000105 -0.015912 -0.005584 -0.010730 \n", " 4 21126561 0.0000 0.000105 -0.028994 -0.001168 -0.005867 \n", " 5 17323576 0.0000 0.000104 0.021904 0.017774 -0.004397 \n", " ... ... ... ... ... ... ... \n", " 1822 170969544 2.3810 0.000067 -0.006374 0.002265 -0.003920 \n", " 1823 134741769 2.3669 0.000067 0.000790 -0.005440 0.003884 \n", " 1824 177617779 2.6786 0.000067 -0.002534 -0.005063 -0.004080 \n", " 1825 157048738 2.6786 0.000067 0.005986 -0.012989 -0.000733 \n", " 1826 153489504 2.7273 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 1 -0.003052 0.003936 4480.4640 0.094929 ... -0.005322 0.002328 \n", " 2 0.003672 0.000380 4298.7060 0.095397 ... 0.001532 -0.003052 \n", " 3 0.002100 -0.003546 4229.2660 0.094995 ... -0.011399 0.003672 \n", " 4 0.007413 -0.006755 4112.2140 0.095382 ... -0.010730 0.002100 \n", " 5 -0.006245 -0.000674 4205.9170 0.095571 ... -0.005867 0.007413 \n", " ... ... ... ... ... ... ... ... \n", " 1822 -0.000093 -0.003669 3251.3971 0.005935 ... -0.007370 0.000867 \n", " 1823 0.000231 0.002473 3245.3760 -0.005935 ... -0.003920 -0.000093 \n", " 1824 -0.000682 -0.001761 3240.0568 0.000000 ... 0.003884 0.000231 \n", " 1825 0.008088 -0.001436 3261.2485 -0.018019 ... -0.004080 -0.000682 \n", " 1826 -0.005996 -0.001176 3272.8602 0.020990 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 1 0.001751 4441.6550 0.095625 -0.007841 600959 2015-05-04 \n", " 2 0.003936 4480.4640 0.094929 0.008700 600959 2015-05-05 \n", " 3 0.000380 4298.7060 0.095397 -0.041413 600959 2015-05-06 \n", " 4 -0.003546 4229.2660 0.094995 -0.016286 600959 2015-05-07 \n", " 5 -0.006755 4112.2140 0.095382 -0.028067 600959 2015-05-08 \n", " ... ... ... ... ... ... ... \n", " 1822 -0.004280 3265.6537 0.002981 -0.006409 600959 2023-03-27 \n", " 1823 -0.003669 3251.3971 0.005935 -0.004375 600959 2023-03-28 \n", " 1824 0.002473 3245.3760 -0.005935 -0.001854 600959 2023-03-29 \n", " 1825 -0.001761 3240.0568 0.000000 -0.001640 600959 2023-03-30 \n", " 1826 -0.001436 3261.2485 -0.018019 0.006519 600959 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 1 10.49 201505 \n", " 2 11.54 201505 \n", " 3 12.69 201505 \n", " 4 13.96 201505 \n", " 5 15.36 201505 \n", " ... ... ... \n", " 1822 3.38 202303 \n", " 1823 3.36 202303 \n", " 1824 3.36 202303 \n", " 1825 3.30 202303 \n", " 1826 3.37 202303 \n", " \n", " [1826 rows x 26 columns],\n", " 601929: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 1 229596876 7.5209 0.000107 -0.001212 0.002407 -0.003288 \n", " 2 141042472 3.0429 0.000107 0.003885 0.002622 0.004782 \n", " 3 152870480 4.6448 0.000107 -0.016251 -0.004473 0.000358 \n", " 4 146837491 4.5070 0.000107 0.030524 0.002484 -0.001369 \n", " 5 287607691 6.9863 0.000107 0.004124 0.012393 -0.006268 \n", " ... ... ... ... ... ... ... \n", " 2474 141254219 2.2936 0.000067 -0.006374 0.002265 -0.003920 \n", " 2475 130017710 3.1818 0.000067 0.000790 -0.005440 0.003884 \n", " 2476 138666167 2.7650 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2477 119354955 3.7037 0.000067 0.005986 -0.012989 -0.000733 \n", " 2478 167573543 5.2133 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 1 0.001126 -0.000336 2275.3400 0.006940 ... -0.002014 -0.004582 \n", " 2 -0.003027 0.000300 2283.6580 0.012371 ... -0.003288 0.001126 \n", " 3 -0.000219 -0.008375 2242.9970 -0.030516 ... 0.004782 -0.003027 \n", " 4 -0.002640 0.000791 2311.7400 0.027780 ... 0.000358 -0.000219 \n", " 5 -0.005762 0.005730 2325.6820 0.041589 ... -0.001369 -0.002640 \n", " ... ... ... ... ... ... ... ... \n", " 2474 -0.000093 -0.003669 3251.3971 0.009132 ... -0.007370 0.000867 \n", " 2475 0.000231 0.002473 3245.3760 -0.013730 ... -0.003920 -0.000093 \n", " 2476 -0.000682 -0.001761 3240.0568 -0.004619 ... 0.003884 0.000231 \n", " 2477 0.008088 -0.001436 3261.2485 -0.023420 ... -0.004080 -0.000682 \n", " 2478 -0.005996 -0.001176 3272.8602 0.032637 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 1 0.000641 2285.3640 0.009797 0.003670 601929 2013-01-09 \n", " 2 -0.000336 2275.3400 0.006940 -0.004396 601929 2013-01-10 \n", " 3 0.000300 2283.6580 0.012371 0.003649 601929 2013-01-11 \n", " 4 -0.008375 2242.9970 -0.030516 -0.017966 601929 2013-01-14 \n", " 5 0.000791 2311.7400 0.027780 0.030188 601929 2013-01-15 \n", " ... ... ... ... ... ... ... \n", " 2474 -0.004280 3265.6537 0.018519 -0.006409 601929 2023-03-27 \n", " 2475 -0.003669 3251.3971 0.009132 -0.004375 601929 2023-03-28 \n", " 2476 0.002473 3245.3760 -0.013730 -0.001854 601929 2023-03-29 \n", " 2477 -0.001761 3240.0568 -0.004619 -0.001640 601929 2023-03-30 \n", " 2478 -0.001436 3261.2485 -0.023420 0.006519 601929 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 1 7.23 201301 \n", " 2 7.32 201301 \n", " 3 7.10 201301 \n", " 4 7.30 201301 \n", " 5 7.61 201301 \n", " ... ... ... \n", " 2474 2.20 202303 \n", " 2475 2.17 202303 \n", " 2476 2.16 202303 \n", " 2477 2.11 202303 \n", " 2478 2.18 202303 \n", " \n", " [2478 rows x 26 columns],\n", " 603000: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 1 178173382 4.1929 0.000107 -0.006667 0.012550 -0.007672 \n", " 2 157988655 4.0933 0.000107 -0.001212 0.002407 -0.003288 \n", " 3 131581794 2.5078 0.000107 0.003885 0.002622 0.004782 \n", " 4 209629419 2.2051 0.000107 -0.016251 -0.004473 0.000358 \n", " 5 163454862 3.6043 0.000107 0.030524 0.002484 -0.001369 \n", " ... ... ... ... ... ... ... \n", " 2483 2015051243 7.1698 0.000067 -0.006374 0.002265 -0.003920 \n", " 2484 2200893113 8.4852 0.000067 0.000790 -0.005440 0.003884 \n", " 2485 2631668566 11.9513 0.000067 -0.002534 -0.005063 -0.004080 \n", " 2486 1925006193 6.8317 0.000067 0.005986 -0.012989 -0.000733 \n", " 2487 1239454282 5.7895 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 1 -0.001519 0.002452 2276.0700 0.011464 ... -0.002014 -0.004582 \n", " 2 0.001126 -0.000336 2275.3400 0.002070 ... -0.007672 -0.001519 \n", " 3 -0.003027 0.000300 2283.6580 0.008239 ... -0.003288 0.001126 \n", " 4 -0.000219 -0.008375 2242.9970 0.003072 ... 0.004782 -0.003027 \n", " 5 -0.002640 0.000791 2311.7400 0.019993 ... 0.000358 -0.000219 \n", " ... ... ... ... ... ... ... ... \n", " 2483 -0.000093 -0.003669 3251.3971 0.034961 ... -0.007370 0.000867 \n", " 2484 0.000231 0.002473 3245.3760 -0.015740 ... -0.003920 -0.000093 \n", " 2485 -0.000682 -0.001761 3240.0568 0.065992 ... 0.003884 0.000231 \n", " 2486 0.008088 -0.001436 3261.2485 -0.061244 ... -0.004080 -0.000682 \n", " 2487 -0.005996 -0.001176 3272.8602 -0.005806 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 1 0.000641 2285.3640 0.025748 0.003670 603000 2013-01-08 \n", " 2 0.002452 2276.0700 0.011464 -0.004075 603000 2013-01-09 \n", " 3 -0.000336 2275.3400 0.002070 -0.000321 603000 2013-01-10 \n", " 4 0.000300 2283.6580 0.008239 0.003649 603000 2013-01-11 \n", " 5 -0.008375 2242.9970 0.003072 -0.017966 603000 2013-01-14 \n", " ... ... ... ... ... ... ... \n", " 2483 -0.004280 3265.6537 0.044648 -0.006409 603000 2023-03-27 \n", " 2484 -0.003669 3251.3971 0.034961 -0.004375 603000 2023-03-28 \n", " 2485 0.002473 3245.3760 -0.015740 -0.001854 603000 2023-03-29 \n", " 2486 -0.001761 3240.0568 0.065992 -0.001640 603000 2023-03-30 \n", " 2487 -0.001436 3261.2485 -0.061244 0.006519 603000 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 1 38.60 201301 \n", " 2 38.68 201301 \n", " 3 39.00 201301 \n", " 4 39.12 201301 \n", " 5 39.91 201301 \n", " ... ... ... \n", " 2483 19.21 202303 \n", " 2484 18.91 202303 \n", " 2485 20.20 202303 \n", " 2486 19.00 202303 \n", " 2487 18.89 202303 \n", " \n", " [2487 rows x 26 columns],\n", " 603636: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 1 699304 0.0000 0.000139 -0.001800 0.005747 -0.006832 \n", " 2 2244936 0.0000 0.000138 0.004623 -0.000960 0.001838 \n", " 3 10046796 0.0000 0.000136 -0.027421 0.014263 -0.015462 \n", " 4 52442135 0.0000 0.000135 -0.000124 -0.006551 0.001380 \n", " 5 701099731 12.2412 0.000134 -0.017149 -0.005606 -0.012446 \n", " ... ... ... ... ... ... ... \n", " 1922 784364404 5.7740 0.000067 -0.006374 0.002265 -0.003920 \n", " 1923 732088388 5.8507 0.000067 0.000790 -0.005440 0.003884 \n", " 1924 942724865 6.7744 0.000067 -0.002534 -0.005063 -0.004080 \n", " 1925 781530101 6.9739 0.000067 0.005986 -0.012989 -0.000733 \n", " 1926 515813984 3.6949 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 1 -0.008563 -0.003258 3351.4460 0.095485 ... 0.016542 0.015283 \n", " 2 0.010447 0.009023 3373.9540 0.095437 ... -0.006832 -0.008563 \n", " 3 -0.002818 0.003768 3293.4560 0.095224 ... 0.001838 0.010447 \n", " 4 0.001702 -0.000695 3285.4120 0.095363 ... -0.015462 -0.002818 \n", " 5 0.000856 -0.001807 3229.3160 0.095429 ... 0.001380 0.001702 \n", " ... ... ... ... ... ... ... ... \n", " 1922 -0.000093 -0.003669 3251.3971 0.028461 ... -0.007370 0.000867 \n", " 1923 0.000231 0.002473 3245.3760 -0.040200 ... -0.003920 -0.000093 \n", " 1924 -0.000682 -0.001761 3240.0568 0.024556 ... 0.003884 0.000231 \n", " 1925 0.008088 -0.001436 3261.2485 0.017434 ... -0.004080 -0.000682 \n", " 1926 -0.005996 -0.001176 3272.8602 -0.004180 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 1 0.003094 3350.5190 0.095387 0.035186 603636 2015-01-06 \n", " 2 -0.003258 3351.4460 0.095485 0.000277 603636 2015-01-07 \n", " 3 0.009023 3373.9540 0.095437 0.006693 603636 2015-01-08 \n", " 4 0.003768 3293.4560 0.095224 -0.024148 603636 2015-01-09 \n", " 5 -0.000695 3285.4120 0.095363 -0.002445 603636 2015-01-12 \n", " ... ... ... ... ... ... ... \n", " 1922 -0.004280 3265.6537 -0.023073 -0.006409 603636 2023-03-27 \n", " 1923 -0.003669 3251.3971 0.028461 -0.004375 603636 2023-03-28 \n", " 1924 0.002473 3245.3760 -0.040200 -0.001854 603636 2023-03-29 \n", " 1925 -0.001761 3240.0568 0.024556 -0.001640 603636 2023-03-30 \n", " 1926 -0.001436 3261.2485 0.017434 0.006519 603636 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 1 28.66 201501 \n", " 2 31.53 201501 \n", " 3 34.68 201501 \n", " 4 38.15 201501 \n", " 5 41.97 201501 \n", " ... ... ... \n", " 1922 16.75 202303 \n", " 1923 16.09 202303 \n", " 1924 16.49 202303 \n", " 1925 16.78 202303 \n", " 1926 16.71 202303 \n", " \n", " [1926 rows x 26 columns],\n", " 603918: trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", " 1 40084 0.0000 0.000078 0.015448 0.033228 -0.007595 \n", " 2 76152 0.0000 0.000079 0.000583 0.012676 0.008341 \n", " 3 116812 0.0000 0.000079 0.013310 -0.010739 0.010264 \n", " 4 53328 0.0000 0.000079 0.014820 0.008353 -0.002825 \n", " 5 130634 0.0000 0.000079 0.031095 -0.030879 0.018371 \n", " ... ... ... ... ... ... ... \n", " 1807 1089724414 12.4715 0.000067 -0.006374 0.002265 -0.003920 \n", " 1808 756147598 5.8451 0.000067 0.000790 -0.005440 0.003884 \n", " 1809 906966551 7.9087 0.000067 -0.002534 -0.005063 -0.004080 \n", " 1810 1242887924 15.7971 0.000067 0.005986 -0.012989 -0.000733 \n", " 1811 1323221574 10.9396 0.000067 0.003611 0.009281 -0.002449 \n", " \n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", " 1 -0.008258 -0.000110 4910.5270 0.095530 ... 0.000261 -0.000397 \n", " 2 -0.000996 0.000409 4909.9780 0.095210 ... -0.007595 -0.008258 \n", " 3 -0.000891 -0.003567 4947.1020 0.095129 ... 0.008341 -0.000996 \n", " 4 -0.004730 0.002318 5023.0960 0.095145 ... 0.010264 -0.000891 \n", " 5 0.006051 -0.000980 5131.8809 0.095160 ... -0.002825 -0.004730 \n", " ... ... ... ... ... ... ... ... \n", " 1807 -0.000093 -0.003669 3251.3971 0.076820 ... -0.007370 0.000867 \n", " 1808 0.000231 0.002473 3245.3760 -0.076820 ... -0.003920 -0.000093 \n", " 1809 -0.000682 -0.001761 3240.0568 0.048247 ... 0.003884 0.000231 \n", " 1810 0.008088 -0.001436 3261.2485 0.076693 ... -0.004080 -0.000682 \n", " 1811 -0.005996 -0.001176 3272.8602 0.068098 ... -0.000733 0.008088 \n", " \n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", " 1 -0.004752 4828.7380 0.095612 0.045979 603918 2015-06-02 \n", " 2 -0.000110 4910.5270 0.095530 0.016796 603918 2015-06-03 \n", " 3 0.000409 4909.9780 0.095210 -0.000112 603918 2015-06-04 \n", " 4 -0.003567 4947.1020 0.095129 0.007532 603918 2015-06-05 \n", " 5 0.002318 5023.0960 0.095145 0.015245 603918 2015-06-08 \n", " ... ... ... ... ... ... ... \n", " 1807 -0.004280 3265.6537 0.021523 -0.006409 603918 2023-03-27 \n", " 1808 -0.003669 3251.3971 0.076820 -0.004375 603918 2023-03-28 \n", " 1809 0.002473 3245.3760 -0.076820 -0.001854 603918 2023-03-29 \n", " 1810 -0.001761 3240.0568 0.048247 -0.001640 603918 2023-03-30 \n", " 1811 -0.001436 3261.2485 0.076693 0.006519 603918 2023-03-31 \n", " \n", " stkclose YYYYmm \n", " 1 18.22 201506 \n", " 2 20.04 201506 \n", " 3 22.04 201506 \n", " 4 24.24 201506 \n", " 5 26.66 201506 \n", " ... ... ... \n", " 1807 14.20 202303 \n", " 1808 13.15 202303 \n", " 1809 13.80 202303 \n", " 1810 14.90 202303 \n", " 1811 15.95 202303 \n", " \n", " [1811 rows x 26 columns],\n", " 900926: trdsum dampltd rf RiskPremium1 SMB1 HML1 RMW1 \\\n", " 1 3115377 9.5238 0.000107 -0.006667 0.012550 -0.007672 -0.001519 \n", " 2 1489875 5.7767 0.000107 -0.001212 0.002407 -0.003288 0.001126 \n", " 3 956601 4.6863 0.000107 0.003885 0.002622 0.004782 -0.003027 \n", " 4 1214008 4.3614 0.000107 -0.016251 -0.004473 0.000358 -0.000219 \n", " 5 1853695 6.2802 0.000107 0.030524 0.002484 -0.001369 -0.002640 \n", " ... ... ... ... ... ... ... ... \n", " 2901 4462151 0.9777 0.000067 -0.006374 0.002265 -0.003920 -0.000093 \n", " 2902 2678273 0.7903 0.000067 0.000790 -0.005440 0.003884 0.000231 \n", " 2903 3832355 0.8524 0.000067 -0.002534 -0.005063 -0.004080 -0.000682 \n", " 2904 4901690 1.5786 0.000067 0.005986 -0.012989 -0.000733 0.008088 \n", " 2905 5223951 1.6248 0.000067 0.003611 0.009281 -0.002449 -0.005996 \n", " \n", " CMA1 indexclose stkdret ... HML1L1 RMW1L1 CMA1L1 \\\n", " 1 0.002452 2276.0700 0.067823 ... -0.002014 -0.004582 0.000641 \n", " 2 -0.000336 2275.3400 -0.017323 ... -0.007672 -0.001519 0.002452 \n", " 3 0.000300 2283.6580 0.019662 ... -0.003288 0.001126 -0.000336 \n", " 4 -0.008375 2242.9970 -0.033257 ... 0.004782 -0.003027 0.000300 \n", " 5 0.000791 2311.7400 0.049480 ... 0.000358 -0.000219 -0.008375 \n", " ... ... ... ... ... ... ... ... \n", " 2901 -0.003669 3251.3971 0.005181 ... -0.007370 0.000867 -0.004280 \n", " 2902 0.002473 3245.3760 -0.001521 ... -0.003920 -0.000093 -0.003669 \n", " 2903 -0.001761 3240.0568 0.002736 ... 0.003884 0.000231 0.002473 \n", " 2904 -0.001436 3261.2485 -0.009762 ... -0.004080 -0.000682 -0.001761 \n", " 2905 -0.001176 3272.8602 0.012188 ... -0.000733 0.008088 -0.001436 \n", " \n", " indexcloseL1 stkdretL1 indexdretL1 stkcode date stkclose \\\n", " 1 2285.3640 0.040926 0.003670 900926 2013-01-08 1.281 \n", " 2 2276.0700 0.067823 -0.004075 900926 2013-01-09 1.259 \n", " 3 2275.3400 -0.017323 -0.000321 900926 2013-01-10 1.284 \n", " 4 2283.6580 0.019662 0.003649 900926 2013-01-11 1.242 \n", " 5 2242.9970 -0.033257 -0.017966 900926 2013-01-14 1.305 \n", " ... ... ... ... ... ... ... \n", " 2901 3265.6537 0.009825 -0.006409 900926 2023-03-27 3.290 \n", " 2902 3251.3971 0.005181 -0.004375 900926 2023-03-28 3.285 \n", " 2903 3245.3760 -0.001521 -0.001854 900926 2023-03-29 3.294 \n", " 2904 3240.0568 0.002736 -0.001640 900926 2023-03-30 3.262 \n", " 2905 3261.2485 -0.009762 0.006519 900926 2023-03-31 3.302 \n", " \n", " YYYYmm \n", " 1 201301 \n", " 2 201301 \n", " 3 201301 \n", " 4 201301 \n", " 5 201301 \n", " ... ... \n", " 2901 202303 \n", " 2902 202303 \n", " 2903 202303 \n", " 2904 202303 \n", " 2905 202303 \n", " \n", " [2905 rows x 26 columns]}" ] }, "execution_count": 48, "metadata": {}, "output_type": "execute_result" } ], "source": [ "for i in dataL1:\n", " dataL1[i].dropna(inplace=True)\n", "dataL1" ] }, { "cell_type": "code", "execution_count": 49, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import pandas as pd\n", "import math\n", "import matplotlib.pyplot as plt\n", "import datetime as dt\n", "# import sklearn.model_selection as sm\n", "from sklearn.ensemble import RandomForestRegressor\n", "from sklearn.tree import export_graphviz\n", "import pydot\n", "from sklearn.preprocessing import MinMaxScaler" ] }, { "cell_type": "code", "execution_count": 50, "metadata": {}, "outputs": [], "source": [ "# for i in dataL1:\n", "# dataL1[i].to_excel(f'dataL1\\{i}.xlsx',index=False)\n", "#还是可以用的" ] }, { "cell_type": "code", "execution_count": 56, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
trdsumdampltdrfRiskPremium1SMB1HML1RMW1CMA1indexclosestkdret...HML1L1RMW1L1CMA1L1indexcloseL1stkdretL1indexdretL1stkcodedatestkcloseYYYYmm
12.163447e+082.85090.000107-0.0066670.012550-0.007672-0.0015190.0024522276.07000.008734...-0.002014-0.0045820.0006412285.3640-0.0184690.0036705032013-01-089.20201301
22.739355e+085.76090.000107-0.0012120.002407-0.0032880.001126-0.0003362275.34000.034191...-0.007672-0.0015190.0024522276.07000.008734-0.0040755032013-01-099.52201301
33.213901e+086.93280.0001070.0038850.0026220.004782-0.0030270.0003002283.6580-0.052842...-0.0032880.001126-0.0003362275.34000.034191-0.0003215032013-01-109.03201301
41.956859e+083.10080.000107-0.016251-0.0044730.000358-0.000219-0.0083752242.9970-0.022397...0.004782-0.0030270.0003002283.6580-0.0528420.0036495032013-01-118.83201301
51.594411e+084.98300.0001070.0305240.002484-0.001369-0.0026400.0007912311.74000.038872...0.000358-0.000219-0.0083752242.9970-0.022397-0.0179665032013-01-149.18201301
..................................................................
22532.408894e+082.96500.000067-0.0063740.002265-0.003920-0.000093-0.0036693251.3971-0.014480...-0.0073700.000867-0.0042803265.6537-0.006270-0.0064095032023-03-2710.97202303
22541.290118e+082.37010.0000670.000790-0.0054400.0038840.0002310.0024733245.3760-0.017472...-0.003920-0.000093-0.0036693251.3971-0.014480-0.0043755032023-03-2810.78202303
22551.674875e+083.71060.000067-0.002534-0.005063-0.004080-0.000682-0.0017613240.0568-0.006515...0.0038840.0002310.0024733245.3760-0.017472-0.0018545032023-03-2910.71202303
22561.583287e+083.36130.0000670.005986-0.012989-0.0007330.008088-0.0014363261.2485-0.029372...-0.004080-0.000682-0.0017613240.0568-0.006515-0.0016405032023-03-3010.40202303
22572.685735e+086.25000.0000670.0036110.009281-0.002449-0.005996-0.0011763272.86020.046957...-0.0007330.008088-0.0014363261.2485-0.0293720.0065195032023-03-3110.90202303
\n", "

2257 rows × 26 columns

\n", "
" ], "text/plain": [ " trdsum dampltd rf RiskPremium1 SMB1 HML1 \\\n", "1 2.163447e+08 2.8509 0.000107 -0.006667 0.012550 -0.007672 \n", "2 2.739355e+08 5.7609 0.000107 -0.001212 0.002407 -0.003288 \n", "3 3.213901e+08 6.9328 0.000107 0.003885 0.002622 0.004782 \n", "4 1.956859e+08 3.1008 0.000107 -0.016251 -0.004473 0.000358 \n", "5 1.594411e+08 4.9830 0.000107 0.030524 0.002484 -0.001369 \n", "... ... ... ... ... ... ... \n", "2253 2.408894e+08 2.9650 0.000067 -0.006374 0.002265 -0.003920 \n", "2254 1.290118e+08 2.3701 0.000067 0.000790 -0.005440 0.003884 \n", "2255 1.674875e+08 3.7106 0.000067 -0.002534 -0.005063 -0.004080 \n", "2256 1.583287e+08 3.3613 0.000067 0.005986 -0.012989 -0.000733 \n", "2257 2.685735e+08 6.2500 0.000067 0.003611 0.009281 -0.002449 \n", "\n", " RMW1 CMA1 indexclose stkdret ... HML1L1 RMW1L1 \\\n", "1 -0.001519 0.002452 2276.0700 0.008734 ... -0.002014 -0.004582 \n", "2 0.001126 -0.000336 2275.3400 0.034191 ... -0.007672 -0.001519 \n", "3 -0.003027 0.000300 2283.6580 -0.052842 ... -0.003288 0.001126 \n", "4 -0.000219 -0.008375 2242.9970 -0.022397 ... 0.004782 -0.003027 \n", "5 -0.002640 0.000791 2311.7400 0.038872 ... 0.000358 -0.000219 \n", "... ... ... ... ... ... ... ... \n", "2253 -0.000093 -0.003669 3251.3971 -0.014480 ... -0.007370 0.000867 \n", "2254 0.000231 0.002473 3245.3760 -0.017472 ... -0.003920 -0.000093 \n", "2255 -0.000682 -0.001761 3240.0568 -0.006515 ... 0.003884 0.000231 \n", "2256 0.008088 -0.001436 3261.2485 -0.029372 ... -0.004080 -0.000682 \n", "2257 -0.005996 -0.001176 3272.8602 0.046957 ... -0.000733 0.008088 \n", "\n", " CMA1L1 indexcloseL1 stkdretL1 indexdretL1 stkcode date \\\n", "1 0.000641 2285.3640 -0.018469 0.003670 503 2013-01-08 \n", "2 0.002452 2276.0700 0.008734 -0.004075 503 2013-01-09 \n", "3 -0.000336 2275.3400 0.034191 -0.000321 503 2013-01-10 \n", "4 0.000300 2283.6580 -0.052842 0.003649 503 2013-01-11 \n", "5 -0.008375 2242.9970 -0.022397 -0.017966 503 2013-01-14 \n", "... ... ... ... ... ... ... \n", "2253 -0.004280 3265.6537 -0.006270 -0.006409 503 2023-03-27 \n", "2254 -0.003669 3251.3971 -0.014480 -0.004375 503 2023-03-28 \n", "2255 0.002473 3245.3760 -0.017472 -0.001854 503 2023-03-29 \n", "2256 -0.001761 3240.0568 -0.006515 -0.001640 503 2023-03-30 \n", "2257 -0.001436 3261.2485 -0.029372 0.006519 503 2023-03-31 \n", "\n", " stkclose YYYYmm \n", "1 9.20 201301 \n", "2 9.52 201301 \n", "3 9.03 201301 \n", "4 8.83 201301 \n", "5 9.18 201301 \n", "... ... ... \n", "2253 10.97 202303 \n", "2254 10.78 202303 \n", "2255 10.71 202303 \n", "2256 10.40 202303 \n", "2257 10.90 202303 \n", "\n", "[2257 rows x 26 columns]" ] }, "execution_count": 56, "metadata": {}, "output_type": "execute_result" } ], "source": [ "dataL1[503]" ] }, { "cell_type": "code", "execution_count": 60, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import pandas as pd\n", "import math\n", "import matplotlib.pyplot as plt\n", "# import sklearn.model_selection as sm\n", "from sklearn.ensemble import RandomForestRegressor\n", "from sklearn.tree import export_graphviz\n", "import pydot\n", "from sklearn.preprocessing import MinMaxScaler" ] }, { "cell_type": "code", "execution_count": 61, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[ date close\n", " 0 2010-01-04 3243.7600\n", " 1 2010-01-05 3282.1790\n", " 2 2010-01-06 3254.2150\n", " 3 2010-01-07 3192.7760\n", " 4 2010-01-08 3195.9970\n", " ... ... ...\n", " 3233 2023-04-25 3264.8717\n", " 3234 2023-04-26 3264.1006\n", " 3235 2023-04-27 3285.8844\n", " 3236 2023-04-28 3323.2746\n", " 3237 2023-05-04 3350.4587\n", " \n", " [3238 rows x 2 columns]]" ] }, "execution_count": 61, "metadata": {}, "output_type": "execute_result" } ], "source": [ "dataL1=pd.read_excel('index.xlsx')\n", "list1=list()\n", "list1.append(dataL1)\n", "dataL1=list1\n", "dataL1" ] }, { "cell_type": "code", "execution_count": 62, "metadata": {}, "outputs": [], "source": [ "# from sklearn.ensemble import RandomForestRegressor\n", "#\n", "# # 准备数据,'SMB1L1','HML1L1','RMW1L1','CMA1L1'\n", "# X_train = dataL1[503][dataL1[503]['YYYYmm']<=201901][['RiskPremium1L1','SMB1L1','HML1L1','RMW1L1','CMA1L1']] # 训练集特征\n", "# y_train = dataL1[503][dataL1[503]['YYYYmm']<=201901]['stkdret'] # 训练集目标变量\n", "# X_test=dataL1[503][dataL1[503]['YYYYmm']>201901][['RiskPremium1L1','SMB1L1','HML1L1','RMW1L1','CMA1L1']]\n", "# # 创建随机森林模型\n", "# model = RandomForestRegressor(n_estimators=100, max_depth=10)\n", "#\n", "# # 训练模型\n", "# model.fit(X_train, y_train)\n", "#\n", "# # 获取特征重要性\n", "# importances = model.feature_importances_\n", "#\n", "# # 打印特征重要性\n", "# for i, importance in enumerate(importances):\n", "# print(f\"Feature {i+1}: {importance}\")\n", "#\n", "# predictions = model.predict(X_test)" ] }, { "cell_type": "code", "execution_count": 63, "metadata": {}, "outputs": [], "source": [ "# predictions" ] }, { "cell_type": "code", "execution_count": 64, "metadata": {}, "outputs": [], "source": [ "# plt.plot(dataL1[503][dataL1[503]['YYYYmm']>201901][['stkdret']].values)\n", "# plt.plot(predictions)\n", "# plt.show()" ] }, { "cell_type": "code", "execution_count": 65, "metadata": {}, "outputs": [], "source": [ "def myfun_econ_gains(rout, rmean, rreal, rfree, volt2, gmm = 5):\n", " omg_out = rout/volt2/gmm\n", " rp_out = rfree + omg_out*rreal\n", " Uout = np.mean(rp_out) - 0.5*gmm*np.var(rp_out)\n", " omg_mean = rmean/volt2/gmm\n", " rp_mean = rfree + omg_mean*rreal\n", " Umean = np.mean(rp_mean) - 0.5*gmm*np.var(rp_mean)\n", " DeltaU = Uout - Umean\n", "\n", " if DeltaU < 10**-6:\n", " jud = '没有经济意义'\n", " else:\n", " jud = '有经济意义'\n", " print('Econ Gains: Delta U = {:f}, Upred = {:f}, Umean = {:f}'.format(DeltaU, Uout, Umean))\n", " print('Inference: {:s}'.format(jud))\n", "\n", " return Uout, Umean, DeltaU" ] }, { "cell_type": "code", "execution_count": 65, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 66, "metadata": {}, "outputs": [], "source": [ "def myfun_econ_gains(rout, rmean, rreal, rfree, volt2, gmm = 5):\n", " omg_out = rout/volt2/gmm\n", " rp_out = rfree + omg_out*rreal\n", " Uout = np.mean(rp_out) - 0.5*gmm*np.var(rp_out)\n", " omg_mean = rmean/volt2/gmm\n", " rp_mean = rfree + omg_mean*rreal\n", " Umean = np.mean(rp_mean) - 0.5*gmm*np.var(rp_mean)\n", " DeltaU = Uout - Umean\n", "\n", " if DeltaU < 10**-6:\n", " jud = '没有经济意义'\n", " else:\n", " jud = '有经济意义'\n", " print('Econ Gains: Delta U = {:f}, Upred = {:f}, Umean = {:f}'.format(DeltaU, Uout, Umean))\n", " print('Inference: {:s}'.format(jud))\n", "\n", " return Uout, Umean, DeltaU" ] }, { "cell_type": "code", "execution_count": 67, "metadata": {}, "outputs": [], "source": [ "# type(predictions)" ] }, { "cell_type": "code", "execution_count": 68, "metadata": {}, "outputs": [], "source": [ "def myfun_stat_gains(rout, rmean, rreal):\n", " R2os = 1 - np.sum((rreal-rout)**2)/np.sum((rreal-rmean)**2)\n", " d = (rreal - rmean)**2 - ((rreal-rout)**2 - (rmean-rout)**2)\n", " x = sm.add_constant(np.arange(len(d))+1)\n", " model = sm.OLS(d, x)\n", " fitres = model.fit()\n", " MFSEadj = fitres.tvalues[0]\n", " pvalue_MFSEadj = fitres.pvalues[0]\n", "\n", " if (R2os > 0) & (pvalue_MFSEadj <= 0.01):\n", " jud = '在1%的显著性水平下有样本外预测能力'\n", " elif (R2os > 0) & (pvalue_MFSEadj > 0.01) & (pvalue_MFSEadj <= 0.05):\n", " jud = '在5%的显著性水平下有样本外预测能力'\n", " elif (R2os > 0) & (pvalue_MFSEadj > 0.05) & (pvalue_MFSEadj <= 0.1):\n", " jud = '在10%的显著性水平下有样本外预测能力'\n", " else:\n", " jud = '无样本外预测能力'\n", " print('Stat gains: R2os = {:f}, MFSEadj = {:f}, MFSEpvalue = {:f}'.format(R2os, MFSEadj, pvalue_MFSEadj))\n", " print('Inference: {:s}'.format(jud))\n", "\n", " return R2os, MFSEadj, pvalue_MFSEadj\n", "# import statsmodels.api as sm\n", "# rreal=dataL1[503][dataL1[503]['YYYYmm']>201901][['stkdret']].values.reshape(-1)\n", "# rmean = np.mean(rreal)\n", "# R2os, MFSEadj, pvalue_MFSEadj = myfun_stat_gains(predictions, rmean, rreal)\n" ] }, { "cell_type": "code", "execution_count": 69, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[ date close\n", " 0 2010-01-04 3243.7600\n", " 1 2010-01-05 3282.1790\n", " 2 2010-01-06 3254.2150\n", " 3 2010-01-07 3192.7760\n", " 4 2010-01-08 3195.9970\n", " ... ... ...\n", " 3233 2023-04-25 3264.8717\n", " 3234 2023-04-26 3264.1006\n", " 3235 2023-04-27 3285.8844\n", " 3236 2023-04-28 3323.2746\n", " 3237 2023-05-04 3350.4587\n", " \n", " [3238 rows x 2 columns]]" ] }, "execution_count": 69, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# dataL1[0]['YYYYmm']=dataL1[0]['date'].strftime('%Y%m')\n", "dataL1[0]['date']=pd.to_datetime(dataL1[0]['date'])\n", "dataL1" ] }, { "cell_type": "code", "execution_count": 70, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[ date close YYYYmm\n", " 0 2010-01-04 3243.7600 201001\n", " 1 2010-01-05 3282.1790 201001\n", " 2 2010-01-06 3254.2150 201001\n", " 3 2010-01-07 3192.7760 201001\n", " 4 2010-01-08 3195.9970 201001\n", " ... ... ... ...\n", " 3233 2023-04-25 3264.8717 202304\n", " 3234 2023-04-26 3264.1006 202304\n", " 3235 2023-04-27 3285.8844 202304\n", " 3236 2023-04-28 3323.2746 202304\n", " 3237 2023-05-04 3350.4587 202305\n", " \n", " [3238 rows x 3 columns]]" ] }, "execution_count": 70, "metadata": {}, "output_type": "execute_result" } ], "source": [ "dataL1[0]['YYYYmm']=dataL1[0]['date'].dt.strftime('%Y%m')\n", "dataL1" ] }, { "cell_type": "code", "execution_count": 71, "metadata": {}, "outputs": [], "source": [ "# dataL1={'index':dataL1[0]}\n", "# dataL1" ] }, { "cell_type": "code", "execution_count": 72, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
dateRiskPremium1SMB1HML1RMW1CMA1
01994-01-030.079834-0.000496-0.011651-0.000681-0.007612
11994-01-04-0.0112400.003000-0.007622-0.008411-0.004108
21994-01-050.0140630.017202-0.001536-0.007849-0.011222
31994-01-060.0410600.007946-0.002556-0.003290-0.002598
41994-01-070.0072510.0035940.0226260.005095-0.006327
.....................
71522023-06-050.0016410.0085870.006197-0.0036540.009869
71532023-06-06-0.007453-0.0076130.0054810.0000950.002262
71542023-06-070.0014630.0079930.007309-0.0079850.005857
71552023-06-080.008709-0.0104720.0093340.0030870.002810
71562023-06-090.004999-0.000813-0.004312-0.0084480.000680
\n", "

7157 rows × 6 columns

\n", "
" ], "text/plain": [ " date RiskPremium1 SMB1 HML1 RMW1 CMA1\n", "0 1994-01-03 0.079834 -0.000496 -0.011651 -0.000681 -0.007612\n", "1 1994-01-04 -0.011240 0.003000 -0.007622 -0.008411 -0.004108\n", "2 1994-01-05 0.014063 0.017202 -0.001536 -0.007849 -0.011222\n", "3 1994-01-06 0.041060 0.007946 -0.002556 -0.003290 -0.002598\n", "4 1994-01-07 0.007251 0.003594 0.022626 0.005095 -0.006327\n", "... ... ... ... ... ... ...\n", "7152 2023-06-05 0.001641 0.008587 0.006197 -0.003654 0.009869\n", "7153 2023-06-06 -0.007453 -0.007613 0.005481 0.000095 0.002262\n", "7154 2023-06-07 0.001463 0.007993 0.007309 -0.007985 0.005857\n", "7155 2023-06-08 0.008709 -0.010472 0.009334 0.003087 0.002810\n", "7156 2023-06-09 0.004999 -0.000813 -0.004312 -0.008448 0.000680\n", "\n", "[7157 rows x 6 columns]" ] }, "execution_count": 72, "metadata": {}, "output_type": "execute_result" } ], "source": [ "factors=pd.read_excel('5factors.xlsx',usecols=[0,1,2,3,4,5])\n", "factors" ] }, { "cell_type": "code", "execution_count": 73, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
dateRiskPremium1SMB1HML1RMW1CMA1
01994-01-030.079834-0.000496-0.011651-0.000681-0.007612
11994-01-04-0.0112400.003000-0.007622-0.008411-0.004108
21994-01-050.0140630.017202-0.001536-0.007849-0.011222
31994-01-060.0410600.007946-0.002556-0.003290-0.002598
41994-01-070.0072510.0035940.0226260.005095-0.006327
.....................
71522023-06-050.0016410.0085870.006197-0.0036540.009869
71532023-06-06-0.007453-0.0076130.0054810.0000950.002262
71542023-06-070.0014630.0079930.007309-0.0079850.005857
71552023-06-080.008709-0.0104720.0093340.0030870.002810
71562023-06-090.004999-0.000813-0.004312-0.0084480.000680
\n", "

7157 rows × 6 columns

\n", "
" ], "text/plain": [ " date RiskPremium1 SMB1 HML1 RMW1 CMA1\n", "0 1994-01-03 0.079834 -0.000496 -0.011651 -0.000681 -0.007612\n", "1 1994-01-04 -0.011240 0.003000 -0.007622 -0.008411 -0.004108\n", "2 1994-01-05 0.014063 0.017202 -0.001536 -0.007849 -0.011222\n", "3 1994-01-06 0.041060 0.007946 -0.002556 -0.003290 -0.002598\n", "4 1994-01-07 0.007251 0.003594 0.022626 0.005095 -0.006327\n", "... ... ... ... ... ... ...\n", "7152 2023-06-05 0.001641 0.008587 0.006197 -0.003654 0.009869\n", "7153 2023-06-06 -0.007453 -0.007613 0.005481 0.000095 0.002262\n", "7154 2023-06-07 0.001463 0.007993 0.007309 -0.007985 0.005857\n", "7155 2023-06-08 0.008709 -0.010472 0.009334 0.003087 0.002810\n", "7156 2023-06-09 0.004999 -0.000813 -0.004312 -0.008448 0.000680\n", "\n", "[7157 rows x 6 columns]" ] }, "execution_count": 73, "metadata": {}, "output_type": "execute_result" } ], "source": [ "factors['date']=pd.to_datetime(factors['date'],format='%Y-%m-%d')\n", "factors" ] }, { "cell_type": "code", "execution_count": 75, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
datecloseYYYYmmRiskPremium1SMB1HML1RMW1CMA1
02010-01-043243.7600201001-0.0103030.014994-0.000349-0.0034090.001845
12010-01-053282.17902010010.010271-0.0016250.0003510.000545-0.000310
22010-01-063254.2150201001-0.0090790.0043600.0027450.0012320.000577
32010-01-073192.7760201001-0.021232-0.000972-0.0003360.000516-0.002008
42010-01-083195.99702010010.0021740.007235-0.000839-0.005403-0.000048
...........................
32332023-04-253264.87172023040.001357-0.0163980.011823-0.0020270.006327
32342023-04-263264.1006202304-0.0035370.010406-0.0054130.002255-0.003764
32352023-04-273285.88442023040.007924-0.0045650.004481-0.0003750.001709
32362023-04-283323.27462023040.0123350.0095790.005641-0.0033760.004343
32372023-05-043350.45872023050.0136340.0029260.020215-0.0083720.017873
\n", "

3238 rows × 8 columns

\n", "
" ], "text/plain": [ " date close YYYYmm RiskPremium1 SMB1 HML1 \\\n", "0 2010-01-04 3243.7600 201001 -0.010303 0.014994 -0.000349 \n", "1 2010-01-05 3282.1790 201001 0.010271 -0.001625 0.000351 \n", "2 2010-01-06 3254.2150 201001 -0.009079 0.004360 0.002745 \n", "3 2010-01-07 3192.7760 201001 -0.021232 -0.000972 -0.000336 \n", "4 2010-01-08 3195.9970 201001 0.002174 0.007235 -0.000839 \n", "... ... ... ... ... ... ... \n", "3233 2023-04-25 3264.8717 202304 0.001357 -0.016398 0.011823 \n", "3234 2023-04-26 3264.1006 202304 -0.003537 0.010406 -0.005413 \n", "3235 2023-04-27 3285.8844 202304 0.007924 -0.004565 0.004481 \n", "3236 2023-04-28 3323.2746 202304 0.012335 0.009579 0.005641 \n", "3237 2023-05-04 3350.4587 202305 0.013634 0.002926 0.020215 \n", "\n", " RMW1 CMA1 \n", "0 -0.003409 0.001845 \n", "1 0.000545 -0.000310 \n", "2 0.001232 0.000577 \n", "3 0.000516 -0.002008 \n", "4 -0.005403 -0.000048 \n", "... ... ... \n", "3233 -0.002027 0.006327 \n", "3234 0.002255 -0.003764 \n", "3235 -0.000375 0.001709 \n", "3236 -0.003376 0.004343 \n", "3237 -0.008372 0.017873 \n", "\n", "[3238 rows x 8 columns]" ] }, "execution_count": 75, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data=pd.merge(left=dataL1[0],right=factors,how='inner',on='date')\n", "data" ] }, { "cell_type": "code", "execution_count": 76, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
datecloseYYYYmmRiskPremium1SMB1HML1RMW1CMA1RiskPremium1L1SMB1L1HML1L1RMW1L1CMA1L1
02010-01-043243.7600201001-0.0103030.014994-0.000349-0.0034090.001845NaNNaNNaNNaNNaN
12010-01-053282.17902010010.010271-0.0016250.0003510.000545-0.000310-0.0103030.014994-0.000349-0.0034090.001845
22010-01-063254.2150201001-0.0090790.0043600.0027450.0012320.0005770.010271-0.0016250.0003510.000545-0.000310
32010-01-073192.7760201001-0.021232-0.000972-0.0003360.000516-0.002008-0.0090790.0043600.0027450.0012320.000577
42010-01-083195.99702010010.0021740.007235-0.000839-0.005403-0.000048-0.021232-0.000972-0.0003360.000516-0.002008
..........................................
32332023-04-253264.87172023040.001357-0.0163980.011823-0.0020270.006327-0.0059630.0066040.008560-0.0031780.007627
32342023-04-263264.1006202304-0.0035370.010406-0.0054130.002255-0.0037640.001357-0.0163980.011823-0.0020270.006327
32352023-04-273285.88442023040.007924-0.0045650.004481-0.0003750.001709-0.0035370.010406-0.0054130.002255-0.003764
32362023-04-283323.27462023040.0123350.0095790.005641-0.0033760.0043430.007924-0.0045650.004481-0.0003750.001709
32372023-05-043350.45872023050.0136340.0029260.020215-0.0083720.0178730.0123350.0095790.005641-0.0033760.004343
\n", "

3238 rows × 13 columns

\n", "
" ], "text/plain": [ " date close YYYYmm RiskPremium1 SMB1 HML1 \\\n", "0 2010-01-04 3243.7600 201001 -0.010303 0.014994 -0.000349 \n", "1 2010-01-05 3282.1790 201001 0.010271 -0.001625 0.000351 \n", "2 2010-01-06 3254.2150 201001 -0.009079 0.004360 0.002745 \n", "3 2010-01-07 3192.7760 201001 -0.021232 -0.000972 -0.000336 \n", "4 2010-01-08 3195.9970 201001 0.002174 0.007235 -0.000839 \n", "... ... ... ... ... ... ... \n", "3233 2023-04-25 3264.8717 202304 0.001357 -0.016398 0.011823 \n", "3234 2023-04-26 3264.1006 202304 -0.003537 0.010406 -0.005413 \n", "3235 2023-04-27 3285.8844 202304 0.007924 -0.004565 0.004481 \n", "3236 2023-04-28 3323.2746 202304 0.012335 0.009579 0.005641 \n", "3237 2023-05-04 3350.4587 202305 0.013634 0.002926 0.020215 \n", "\n", " RMW1 CMA1 RiskPremium1L1 SMB1L1 HML1L1 RMW1L1 \\\n", "0 -0.003409 0.001845 NaN NaN NaN NaN \n", "1 0.000545 -0.000310 -0.010303 0.014994 -0.000349 -0.003409 \n", "2 0.001232 0.000577 0.010271 -0.001625 0.000351 0.000545 \n", "3 0.000516 -0.002008 -0.009079 0.004360 0.002745 0.001232 \n", "4 -0.005403 -0.000048 -0.021232 -0.000972 -0.000336 0.000516 \n", "... ... ... ... ... ... ... \n", "3233 -0.002027 0.006327 -0.005963 0.006604 0.008560 -0.003178 \n", "3234 0.002255 -0.003764 0.001357 -0.016398 0.011823 -0.002027 \n", "3235 -0.000375 0.001709 -0.003537 0.010406 -0.005413 0.002255 \n", "3236 -0.003376 0.004343 0.007924 -0.004565 0.004481 -0.000375 \n", "3237 -0.008372 0.017873 0.012335 0.009579 0.005641 -0.003376 \n", "\n", " CMA1L1 \n", "0 NaN \n", "1 0.001845 \n", "2 -0.000310 \n", "3 0.000577 \n", "4 -0.002008 \n", "... ... \n", "3233 0.007627 \n", "3234 0.006327 \n", "3235 -0.003764 \n", "3236 0.001709 \n", "3237 0.004343 \n", "\n", "[3238 rows x 13 columns]" ] }, "execution_count": 76, "metadata": {}, "output_type": "execute_result" } ], "source": [ "for i in data.columns.values[3:]:\n", " data[i+'L1']=data[i].shift(periods=1)\n", "data" ] }, { "cell_type": "code", "execution_count": 77, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
datecloseYYYYmmRiskPremium1SMB1HML1RMW1CMA1RiskPremium1L1SMB1L1HML1L1RMW1L1CMA1L1
12010-01-053282.17902010010.010271-0.0016250.0003510.000545-0.000310-0.0103030.014994-0.000349-0.0034090.001845
22010-01-063254.2150201001-0.0090790.0043600.0027450.0012320.0005770.010271-0.0016250.0003510.000545-0.000310
32010-01-073192.7760201001-0.021232-0.000972-0.0003360.000516-0.002008-0.0090790.0043600.0027450.0012320.000577
42010-01-083195.99702010010.0021740.007235-0.000839-0.005403-0.000048-0.021232-0.000972-0.0003360.000516-0.002008
52010-01-113212.75002010010.0045220.001596-0.001665-0.0017320.0023780.0021740.007235-0.000839-0.005403-0.000048
..........................................
32332023-04-253264.87172023040.001357-0.0163980.011823-0.0020270.006327-0.0059630.0066040.008560-0.0031780.007627
32342023-04-263264.1006202304-0.0035370.010406-0.0054130.002255-0.0037640.001357-0.0163980.011823-0.0020270.006327
32352023-04-273285.88442023040.007924-0.0045650.004481-0.0003750.001709-0.0035370.010406-0.0054130.002255-0.003764
32362023-04-283323.27462023040.0123350.0095790.005641-0.0033760.0043430.007924-0.0045650.004481-0.0003750.001709
32372023-05-043350.45872023050.0136340.0029260.020215-0.0083720.0178730.0123350.0095790.005641-0.0033760.004343
\n", "

3237 rows × 13 columns

\n", "
" ], "text/plain": [ " date close YYYYmm RiskPremium1 SMB1 HML1 \\\n", "1 2010-01-05 3282.1790 201001 0.010271 -0.001625 0.000351 \n", "2 2010-01-06 3254.2150 201001 -0.009079 0.004360 0.002745 \n", "3 2010-01-07 3192.7760 201001 -0.021232 -0.000972 -0.000336 \n", "4 2010-01-08 3195.9970 201001 0.002174 0.007235 -0.000839 \n", "5 2010-01-11 3212.7500 201001 0.004522 0.001596 -0.001665 \n", "... ... ... ... ... ... ... \n", "3233 2023-04-25 3264.8717 202304 0.001357 -0.016398 0.011823 \n", "3234 2023-04-26 3264.1006 202304 -0.003537 0.010406 -0.005413 \n", "3235 2023-04-27 3285.8844 202304 0.007924 -0.004565 0.004481 \n", "3236 2023-04-28 3323.2746 202304 0.012335 0.009579 0.005641 \n", "3237 2023-05-04 3350.4587 202305 0.013634 0.002926 0.020215 \n", "\n", " RMW1 CMA1 RiskPremium1L1 SMB1L1 HML1L1 RMW1L1 \\\n", "1 0.000545 -0.000310 -0.010303 0.014994 -0.000349 -0.003409 \n", "2 0.001232 0.000577 0.010271 -0.001625 0.000351 0.000545 \n", "3 0.000516 -0.002008 -0.009079 0.004360 0.002745 0.001232 \n", "4 -0.005403 -0.000048 -0.021232 -0.000972 -0.000336 0.000516 \n", "5 -0.001732 0.002378 0.002174 0.007235 -0.000839 -0.005403 \n", "... ... ... ... ... ... ... \n", "3233 -0.002027 0.006327 -0.005963 0.006604 0.008560 -0.003178 \n", "3234 0.002255 -0.003764 0.001357 -0.016398 0.011823 -0.002027 \n", "3235 -0.000375 0.001709 -0.003537 0.010406 -0.005413 0.002255 \n", "3236 -0.003376 0.004343 0.007924 -0.004565 0.004481 -0.000375 \n", "3237 -0.008372 0.017873 0.012335 0.009579 0.005641 -0.003376 \n", "\n", " CMA1L1 \n", "1 0.001845 \n", "2 -0.000310 \n", "3 0.000577 \n", "4 -0.002008 \n", "5 -0.000048 \n", "... ... \n", "3233 0.007627 \n", "3234 0.006327 \n", "3235 -0.003764 \n", "3236 0.001709 \n", "3237 0.004343 \n", "\n", "[3237 rows x 13 columns]" ] }, "execution_count": 77, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data.dropna(inplace=True)\n", "data" ] }, { "cell_type": "code", "execution_count": 78, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
datecloseYYYYmmRiskPremium1SMB1HML1RMW1CMA1RiskPremium1L1SMB1L1HML1L1RMW1L1CMA1L1
12010-01-053282.17902010010.010271-0.0016250.0003510.000545-0.000310-0.0103030.014994-0.000349-0.0034090.001845
22010-01-063254.2150201001-0.0090790.0043600.0027450.0012320.0005770.010271-0.0016250.0003510.000545-0.000310
32010-01-073192.7760201001-0.021232-0.000972-0.0003360.000516-0.002008-0.0090790.0043600.0027450.0012320.000577
42010-01-083195.99702010010.0021740.007235-0.000839-0.005403-0.000048-0.021232-0.000972-0.0003360.000516-0.002008
52010-01-113212.75002010010.0045220.001596-0.001665-0.0017320.0023780.0021740.007235-0.000839-0.005403-0.000048
..........................................
32332023-04-253264.87172023040.001357-0.0163980.011823-0.0020270.006327-0.0059630.0066040.008560-0.0031780.007627
32342023-04-263264.1006202304-0.0035370.010406-0.0054130.002255-0.0037640.001357-0.0163980.011823-0.0020270.006327
32352023-04-273285.88442023040.007924-0.0045650.004481-0.0003750.001709-0.0035370.010406-0.0054130.002255-0.003764
32362023-04-283323.27462023040.0123350.0095790.005641-0.0033760.0043430.007924-0.0045650.004481-0.0003750.001709
32372023-05-043350.45872023050.0136340.0029260.020215-0.0083720.0178730.0123350.0095790.005641-0.0033760.004343
\n", "

3237 rows × 13 columns

\n", "
" ], "text/plain": [ " date close YYYYmm RiskPremium1 SMB1 HML1 \\\n", "1 2010-01-05 3282.1790 201001 0.010271 -0.001625 0.000351 \n", "2 2010-01-06 3254.2150 201001 -0.009079 0.004360 0.002745 \n", "3 2010-01-07 3192.7760 201001 -0.021232 -0.000972 -0.000336 \n", "4 2010-01-08 3195.9970 201001 0.002174 0.007235 -0.000839 \n", "5 2010-01-11 3212.7500 201001 0.004522 0.001596 -0.001665 \n", "... ... ... ... ... ... ... \n", "3233 2023-04-25 3264.8717 202304 0.001357 -0.016398 0.011823 \n", "3234 2023-04-26 3264.1006 202304 -0.003537 0.010406 -0.005413 \n", "3235 2023-04-27 3285.8844 202304 0.007924 -0.004565 0.004481 \n", "3236 2023-04-28 3323.2746 202304 0.012335 0.009579 0.005641 \n", "3237 2023-05-04 3350.4587 202305 0.013634 0.002926 0.020215 \n", "\n", " RMW1 CMA1 RiskPremium1L1 SMB1L1 HML1L1 RMW1L1 \\\n", "1 0.000545 -0.000310 -0.010303 0.014994 -0.000349 -0.003409 \n", "2 0.001232 0.000577 0.010271 -0.001625 0.000351 0.000545 \n", "3 0.000516 -0.002008 -0.009079 0.004360 0.002745 0.001232 \n", "4 -0.005403 -0.000048 -0.021232 -0.000972 -0.000336 0.000516 \n", "5 -0.001732 0.002378 0.002174 0.007235 -0.000839 -0.005403 \n", "... ... ... ... ... ... ... \n", "3233 -0.002027 0.006327 -0.005963 0.006604 0.008560 -0.003178 \n", "3234 0.002255 -0.003764 0.001357 -0.016398 0.011823 -0.002027 \n", "3235 -0.000375 0.001709 -0.003537 0.010406 -0.005413 0.002255 \n", "3236 -0.003376 0.004343 0.007924 -0.004565 0.004481 -0.000375 \n", "3237 -0.008372 0.017873 0.012335 0.009579 0.005641 -0.003376 \n", "\n", " CMA1L1 \n", "1 0.001845 \n", "2 -0.000310 \n", "3 0.000577 \n", "4 -0.002008 \n", "5 -0.000048 \n", "... ... \n", "3233 0.007627 \n", "3234 0.006327 \n", "3235 -0.003764 \n", "3236 0.001709 \n", "3237 0.004343 \n", "\n", "[3237 rows x 13 columns]" ] }, "execution_count": 78, "metadata": {}, "output_type": "execute_result" } ], "source": [ "dataL1[0]=data\n", "dataL1[0]" ] }, { "cell_type": "code", "execution_count": 79, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'index': date close YYYYmm RiskPremium1 SMB1 HML1 \\\n", " 1 2010-01-05 3282.1790 201001 0.010271 -0.001625 0.000351 \n", " 2 2010-01-06 3254.2150 201001 -0.009079 0.004360 0.002745 \n", " 3 2010-01-07 3192.7760 201001 -0.021232 -0.000972 -0.000336 \n", " 4 2010-01-08 3195.9970 201001 0.002174 0.007235 -0.000839 \n", " 5 2010-01-11 3212.7500 201001 0.004522 0.001596 -0.001665 \n", " ... ... ... ... ... ... ... \n", " 3233 2023-04-25 3264.8717 202304 0.001357 -0.016398 0.011823 \n", " 3234 2023-04-26 3264.1006 202304 -0.003537 0.010406 -0.005413 \n", " 3235 2023-04-27 3285.8844 202304 0.007924 -0.004565 0.004481 \n", " 3236 2023-04-28 3323.2746 202304 0.012335 0.009579 0.005641 \n", " 3237 2023-05-04 3350.4587 202305 0.013634 0.002926 0.020215 \n", " \n", " RMW1 CMA1 RiskPremium1L1 SMB1L1 HML1L1 RMW1L1 \\\n", " 1 0.000545 -0.000310 -0.010303 0.014994 -0.000349 -0.003409 \n", " 2 0.001232 0.000577 0.010271 -0.001625 0.000351 0.000545 \n", " 3 0.000516 -0.002008 -0.009079 0.004360 0.002745 0.001232 \n", " 4 -0.005403 -0.000048 -0.021232 -0.000972 -0.000336 0.000516 \n", " 5 -0.001732 0.002378 0.002174 0.007235 -0.000839 -0.005403 \n", " ... ... ... ... ... ... ... \n", " 3233 -0.002027 0.006327 -0.005963 0.006604 0.008560 -0.003178 \n", " 3234 0.002255 -0.003764 0.001357 -0.016398 0.011823 -0.002027 \n", " 3235 -0.000375 0.001709 -0.003537 0.010406 -0.005413 0.002255 \n", " 3236 -0.003376 0.004343 0.007924 -0.004565 0.004481 -0.000375 \n", " 3237 -0.008372 0.017873 0.012335 0.009579 0.005641 -0.003376 \n", " \n", " CMA1L1 \n", " 1 0.001845 \n", " 2 -0.000310 \n", " 3 0.000577 \n", " 4 -0.002008 \n", " 5 -0.000048 \n", " ... ... \n", " 3233 0.007627 \n", " 3234 0.006327 \n", " 3235 -0.003764 \n", " 3236 0.001709 \n", " 3237 0.004343 \n", " \n", " [3237 rows x 13 columns]}" ] }, "execution_count": 79, "metadata": {}, "output_type": "execute_result" } ], "source": [ "dataL1={'index':dataL1[0]}\n", "dataL1" ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'index': date close YYYYmm stkret\n", " 1 2010-01-05 3282.1790 201001 0.011774\n", " 2 2010-01-06 3254.2150 201001 -0.008556\n", " 3 2010-01-07 3192.7760 201001 -0.019060\n", " 4 2010-01-08 3195.9970 201001 0.001008\n", " 5 2010-01-11 3212.7500 201001 0.005228\n", " ... ... ... ... ...\n", " 3233 2023-04-25 3264.8717 202304 -0.003224\n", " 3234 2023-04-26 3264.1006 202304 -0.000236\n", " 3235 2023-04-27 3285.8844 202304 0.006652\n", " 3236 2023-04-28 3323.2746 202304 0.011315\n", " 3237 2023-05-04 3350.4587 202305 0.008147\n", " \n", " [3237 rows x 4 columns]}" ] }, "execution_count": 41, "metadata": {}, "output_type": "execute_result" } ], "source": [] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'index': date close YYYYmm stkdret\n", " 1 2010-01-05 3282.1790 201001 0.011774\n", " 2 2010-01-06 3254.2150 201001 -0.008556\n", " 3 2010-01-07 3192.7760 201001 -0.019060\n", " 4 2010-01-08 3195.9970 201001 0.001008\n", " 5 2010-01-11 3212.7500 201001 0.005228\n", " ... ... ... ... ...\n", " 3233 2023-04-25 3264.8717 202304 -0.003224\n", " 3234 2023-04-26 3264.1006 202304 -0.000236\n", " 3235 2023-04-27 3285.8844 202304 0.006652\n", " 3236 2023-04-28 3323.2746 202304 0.011315\n", " 3237 2023-05-04 3350.4587 202305 0.008147\n", " \n", " [3237 rows x 4 columns]}" ] }, "execution_count": 43, "metadata": {}, "output_type": "execute_result" } ], "source": [] }, { "cell_type": "code", "execution_count": 51, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
dateRiskPremium1SMB1HML1RMW1CMA1
01994-01-030.079834-0.000496-0.011651-0.000681-0.007612
11994-01-04-0.0112400.003000-0.007622-0.008411-0.004108
21994-01-050.0140630.017202-0.001536-0.007849-0.011222
31994-01-060.0410600.007946-0.002556-0.003290-0.002598
41994-01-070.0072510.0035940.0226260.005095-0.006327
.....................
71522023-06-050.0016410.0085870.006197-0.0036540.009869
71532023-06-06-0.007453-0.0076130.0054810.0000950.002262
71542023-06-070.0014630.0079930.007309-0.0079850.005857
71552023-06-080.008709-0.0104720.0093340.0030870.002810
71562023-06-090.004999-0.000813-0.004312-0.0084480.000680
\n", "

7157 rows × 6 columns

\n", "
" ], "text/plain": [ " date RiskPremium1 SMB1 HML1 RMW1 CMA1\n", "0 1994-01-03 0.079834 -0.000496 -0.011651 -0.000681 -0.007612\n", "1 1994-01-04 -0.011240 0.003000 -0.007622 -0.008411 -0.004108\n", "2 1994-01-05 0.014063 0.017202 -0.001536 -0.007849 -0.011222\n", "3 1994-01-06 0.041060 0.007946 -0.002556 -0.003290 -0.002598\n", "4 1994-01-07 0.007251 0.003594 0.022626 0.005095 -0.006327\n", "... ... ... ... ... ... ...\n", "7152 2023-06-05 0.001641 0.008587 0.006197 -0.003654 0.009869\n", "7153 2023-06-06 -0.007453 -0.007613 0.005481 0.000095 0.002262\n", "7154 2023-06-07 0.001463 0.007993 0.007309 -0.007985 0.005857\n", "7155 2023-06-08 0.008709 -0.010472 0.009334 0.003087 0.002810\n", "7156 2023-06-09 0.004999 -0.000813 -0.004312 -0.008448 0.000680\n", "\n", "[7157 rows x 6 columns]" ] }, "execution_count": 51, "metadata": {}, "output_type": "execute_result" } ], "source": [] }, { "cell_type": "code", "execution_count": 52, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
dateRiskPremium1SMB1HML1RMW1CMA1
01994-01-030.079834-0.000496-0.011651-0.000681-0.007612
11994-01-04-0.0112400.003000-0.007622-0.008411-0.004108
21994-01-050.0140630.017202-0.001536-0.007849-0.011222
31994-01-060.0410600.007946-0.002556-0.003290-0.002598
41994-01-070.0072510.0035940.0226260.005095-0.006327
.....................
71522023-06-050.0016410.0085870.006197-0.0036540.009869
71532023-06-06-0.007453-0.0076130.0054810.0000950.002262
71542023-06-070.0014630.0079930.007309-0.0079850.005857
71552023-06-080.008709-0.0104720.0093340.0030870.002810
71562023-06-090.004999-0.000813-0.004312-0.0084480.000680
\n", "

7157 rows × 6 columns

\n", "
" ], "text/plain": [ " date RiskPremium1 SMB1 HML1 RMW1 CMA1\n", "0 1994-01-03 0.079834 -0.000496 -0.011651 -0.000681 -0.007612\n", "1 1994-01-04 -0.011240 0.003000 -0.007622 -0.008411 -0.004108\n", "2 1994-01-05 0.014063 0.017202 -0.001536 -0.007849 -0.011222\n", "3 1994-01-06 0.041060 0.007946 -0.002556 -0.003290 -0.002598\n", "4 1994-01-07 0.007251 0.003594 0.022626 0.005095 -0.006327\n", "... ... ... ... ... ... ...\n", "7152 2023-06-05 0.001641 0.008587 0.006197 -0.003654 0.009869\n", "7153 2023-06-06 -0.007453 -0.007613 0.005481 0.000095 0.002262\n", "7154 2023-06-07 0.001463 0.007993 0.007309 -0.007985 0.005857\n", "7155 2023-06-08 0.008709 -0.010472 0.009334 0.003087 0.002810\n", "7156 2023-06-09 0.004999 -0.000813 -0.004312 -0.008448 0.000680\n", "\n", "[7157 rows x 6 columns]" ] }, "execution_count": 52, "metadata": {}, "output_type": "execute_result" } ], "source": [] }, { "cell_type": "code", "execution_count": 83, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
datecloseYYYYmmRiskPremium1SMB1HML1RMW1CMA1RiskPremium1L1SMB1L1HML1L1RMW1L1CMA1L1
12010-01-053282.17902010010.010271-0.0016250.0003510.000545-0.000310-0.0103030.014994-0.000349-0.0034090.001845
22010-01-063254.2150201001-0.0090790.0043600.0027450.0012320.0005770.010271-0.0016250.0003510.000545-0.000310
32010-01-073192.7760201001-0.021232-0.000972-0.0003360.000516-0.002008-0.0090790.0043600.0027450.0012320.000577
42010-01-083195.99702010010.0021740.007235-0.000839-0.005403-0.000048-0.021232-0.000972-0.0003360.000516-0.002008
52010-01-113212.75002010010.0045220.001596-0.001665-0.0017320.0023780.0021740.007235-0.000839-0.005403-0.000048
..........................................
32332023-04-253264.87172023040.001357-0.0163980.011823-0.0020270.006327-0.0059630.0066040.008560-0.0031780.007627
32342023-04-263264.1006202304-0.0035370.010406-0.0054130.002255-0.0037640.001357-0.0163980.011823-0.0020270.006327
32352023-04-273285.88442023040.007924-0.0045650.004481-0.0003750.001709-0.0035370.010406-0.0054130.002255-0.003764
32362023-04-283323.27462023040.0123350.0095790.005641-0.0033760.0043430.007924-0.0045650.004481-0.0003750.001709
32372023-05-043350.45872023050.0136340.0029260.020215-0.0083720.0178730.0123350.0095790.005641-0.0033760.004343
\n", "

3237 rows × 13 columns

\n", "
" ], "text/plain": [ " date close YYYYmm RiskPremium1 SMB1 HML1 \\\n", "1 2010-01-05 3282.1790 201001 0.010271 -0.001625 0.000351 \n", "2 2010-01-06 3254.2150 201001 -0.009079 0.004360 0.002745 \n", "3 2010-01-07 3192.7760 201001 -0.021232 -0.000972 -0.000336 \n", "4 2010-01-08 3195.9970 201001 0.002174 0.007235 -0.000839 \n", "5 2010-01-11 3212.7500 201001 0.004522 0.001596 -0.001665 \n", "... ... ... ... ... ... ... \n", "3233 2023-04-25 3264.8717 202304 0.001357 -0.016398 0.011823 \n", "3234 2023-04-26 3264.1006 202304 -0.003537 0.010406 -0.005413 \n", "3235 2023-04-27 3285.8844 202304 0.007924 -0.004565 0.004481 \n", "3236 2023-04-28 3323.2746 202304 0.012335 0.009579 0.005641 \n", "3237 2023-05-04 3350.4587 202305 0.013634 0.002926 0.020215 \n", "\n", " RMW1 CMA1 RiskPremium1L1 SMB1L1 HML1L1 RMW1L1 \\\n", "1 0.000545 -0.000310 -0.010303 0.014994 -0.000349 -0.003409 \n", "2 0.001232 0.000577 0.010271 -0.001625 0.000351 0.000545 \n", "3 0.000516 -0.002008 -0.009079 0.004360 0.002745 0.001232 \n", "4 -0.005403 -0.000048 -0.021232 -0.000972 -0.000336 0.000516 \n", "5 -0.001732 0.002378 0.002174 0.007235 -0.000839 -0.005403 \n", "... ... ... ... ... ... ... \n", "3233 -0.002027 0.006327 -0.005963 0.006604 0.008560 -0.003178 \n", "3234 0.002255 -0.003764 0.001357 -0.016398 0.011823 -0.002027 \n", "3235 -0.000375 0.001709 -0.003537 0.010406 -0.005413 0.002255 \n", "3236 -0.003376 0.004343 0.007924 -0.004565 0.004481 -0.000375 \n", "3237 -0.008372 0.017873 0.012335 0.009579 0.005641 -0.003376 \n", "\n", " CMA1L1 \n", "1 0.001845 \n", "2 -0.000310 \n", "3 0.000577 \n", "4 -0.002008 \n", "5 -0.000048 \n", "... ... \n", "3233 0.007627 \n", "3234 0.006327 \n", "3235 -0.003764 \n", "3236 0.001709 \n", "3237 0.004343 \n", "\n", "[3237 rows x 13 columns]" ] }, "execution_count": 83, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# data=pd.merge(left=dataL1['index'],right=dataL1['index'],how='inner',on='date')\n", "# data\n", "# dataL1['index'].reset_index(inplace=True)\n", "# dataL1['index']\n", "dataL1['index']['YYYYmm']=dataL1['index']['YYYYmm'].astype(int)\n", "dataL1['index']" ] }, { "cell_type": "code", "execution_count": 85, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'index': date close YYYYmm RiskPremium1 SMB1 HML1 \\\n", " 1 2010-01-05 3282.1790 201001 0.010271 -0.001625 0.000351 \n", " 2 2010-01-06 3254.2150 201001 -0.009079 0.004360 0.002745 \n", " 3 2010-01-07 3192.7760 201001 -0.021232 -0.000972 -0.000336 \n", " 4 2010-01-08 3195.9970 201001 0.002174 0.007235 -0.000839 \n", " 5 2010-01-11 3212.7500 201001 0.004522 0.001596 -0.001665 \n", " ... ... ... ... ... ... ... \n", " 3233 2023-04-25 3264.8717 202304 0.001357 -0.016398 0.011823 \n", " 3234 2023-04-26 3264.1006 202304 -0.003537 0.010406 -0.005413 \n", " 3235 2023-04-27 3285.8844 202304 0.007924 -0.004565 0.004481 \n", " 3236 2023-04-28 3323.2746 202304 0.012335 0.009579 0.005641 \n", " 3237 2023-05-04 3350.4587 202305 0.013634 0.002926 0.020215 \n", " \n", " RMW1 CMA1 RiskPremium1L1 SMB1L1 HML1L1 RMW1L1 \\\n", " 1 0.000545 -0.000310 -0.010303 0.014994 -0.000349 -0.003409 \n", " 2 0.001232 0.000577 0.010271 -0.001625 0.000351 0.000545 \n", " 3 0.000516 -0.002008 -0.009079 0.004360 0.002745 0.001232 \n", " 4 -0.005403 -0.000048 -0.021232 -0.000972 -0.000336 0.000516 \n", " 5 -0.001732 0.002378 0.002174 0.007235 -0.000839 -0.005403 \n", " ... ... ... ... ... ... ... \n", " 3233 -0.002027 0.006327 -0.005963 0.006604 0.008560 -0.003178 \n", " 3234 0.002255 -0.003764 0.001357 -0.016398 0.011823 -0.002027 \n", " 3235 -0.000375 0.001709 -0.003537 0.010406 -0.005413 0.002255 \n", " 3236 -0.003376 0.004343 0.007924 -0.004565 0.004481 -0.000375 \n", " 3237 -0.008372 0.017873 0.012335 0.009579 0.005641 -0.003376 \n", " \n", " CMA1L1 stkdret \n", " 1 0.001845 NaN \n", " 2 -0.000310 -0.008556 \n", " 3 0.000577 -0.019060 \n", " 4 -0.002008 0.001008 \n", " 5 -0.000048 0.005228 \n", " ... ... ... \n", " 3233 0.007627 -0.003224 \n", " 3234 0.006327 -0.000236 \n", " 3235 -0.003764 0.006652 \n", " 3236 0.001709 0.011315 \n", " 3237 0.004343 0.008147 \n", " \n", " [3237 rows x 14 columns]}" ] }, "execution_count": 85, "metadata": {}, "output_type": "execute_result" } ], "source": [ "dataL1['index']['stkdret']=np.log(dataL1['index']['close'])-np.log(dataL1['index']['close'].shift(periods=1))\n", "dataL1" ] }, { "cell_type": "code", "execution_count": 86, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'index': date close YYYYmm RiskPremium1 SMB1 HML1 \\\n", " 2 2010-01-06 3254.2150 201001 -0.009079 0.004360 0.002745 \n", " 3 2010-01-07 3192.7760 201001 -0.021232 -0.000972 -0.000336 \n", " 4 2010-01-08 3195.9970 201001 0.002174 0.007235 -0.000839 \n", " 5 2010-01-11 3212.7500 201001 0.004522 0.001596 -0.001665 \n", " 6 2010-01-12 3273.9660 201001 0.016451 0.002324 0.002328 \n", " ... ... ... ... ... ... ... \n", " 3233 2023-04-25 3264.8717 202304 0.001357 -0.016398 0.011823 \n", " 3234 2023-04-26 3264.1006 202304 -0.003537 0.010406 -0.005413 \n", " 3235 2023-04-27 3285.8844 202304 0.007924 -0.004565 0.004481 \n", " 3236 2023-04-28 3323.2746 202304 0.012335 0.009579 0.005641 \n", " 3237 2023-05-04 3350.4587 202305 0.013634 0.002926 0.020215 \n", " \n", " RMW1 CMA1 RiskPremium1L1 SMB1L1 HML1L1 RMW1L1 \\\n", " 2 0.001232 0.000577 0.010271 -0.001625 0.000351 0.000545 \n", " 3 0.000516 -0.002008 -0.009079 0.004360 0.002745 0.001232 \n", " 4 -0.005403 -0.000048 -0.021232 -0.000972 -0.000336 0.000516 \n", " 5 -0.001732 0.002378 0.002174 0.007235 -0.000839 -0.005403 \n", " 6 0.000958 0.001547 0.004522 0.001596 -0.001665 -0.001732 \n", " ... ... ... ... ... ... ... \n", " 3233 -0.002027 0.006327 -0.005963 0.006604 0.008560 -0.003178 \n", " 3234 0.002255 -0.003764 0.001357 -0.016398 0.011823 -0.002027 \n", " 3235 -0.000375 0.001709 -0.003537 0.010406 -0.005413 0.002255 \n", " 3236 -0.003376 0.004343 0.007924 -0.004565 0.004481 -0.000375 \n", " 3237 -0.008372 0.017873 0.012335 0.009579 0.005641 -0.003376 \n", " \n", " CMA1L1 stkdret \n", " 2 -0.000310 -0.008556 \n", " 3 0.000577 -0.019060 \n", " 4 -0.002008 0.001008 \n", " 5 -0.000048 0.005228 \n", " 6 0.002378 0.018875 \n", " ... ... ... \n", " 3233 0.007627 -0.003224 \n", " 3234 0.006327 -0.000236 \n", " 3235 -0.003764 0.006652 \n", " 3236 0.001709 0.011315 \n", " 3237 0.004343 0.008147 \n", " \n", " [3236 rows x 14 columns]}" ] }, "execution_count": 86, "metadata": {}, "output_type": "execute_result" } ], "source": [ "dataL1['index'].dropna(inplace=True)\n", "dataL1" ] }, { "cell_type": "code", "execution_count": 88, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
daterf
02010-01-010.000050
12010-01-020.000050
22010-01-030.000050
32010-01-040.000050
42010-01-050.000050
.........
48672023-04-300.000067
48682023-05-010.000067
48692023-05-020.000067
48702023-05-030.000067
48712023-05-040.000067
\n", "

4872 rows × 2 columns

\n", "
" ], "text/plain": [ " date rf\n", "0 2010-01-01 0.000050\n", "1 2010-01-02 0.000050\n", "2 2010-01-03 0.000050\n", "3 2010-01-04 0.000050\n", "4 2010-01-05 0.000050\n", "... ... ...\n", "4867 2023-04-30 0.000067\n", "4868 2023-05-01 0.000067\n", "4869 2023-05-02 0.000067\n", "4870 2023-05-03 0.000067\n", "4871 2023-05-04 0.000067\n", "\n", "[4872 rows x 2 columns]" ] }, "execution_count": 88, "metadata": {}, "output_type": "execute_result" } ], "source": [ "rf=pd.read_excel('rf.xlsx')\n", "rf" ] }, { "cell_type": "code", "execution_count": 90, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
daterfrfL1
22010-01-030.0000500.000050
32010-01-040.0000500.000050
42010-01-050.0000500.000050
52010-01-060.0000500.000050
62010-01-070.0000500.000050
............
48672023-04-300.0000670.000067
48682023-05-010.0000670.000067
48692023-05-020.0000670.000067
48702023-05-030.0000670.000067
48712023-05-040.0000670.000067
\n", "

4870 rows × 3 columns

\n", "
" ], "text/plain": [ " date rf rfL1\n", "2 2010-01-03 0.000050 0.000050\n", "3 2010-01-04 0.000050 0.000050\n", "4 2010-01-05 0.000050 0.000050\n", "5 2010-01-06 0.000050 0.000050\n", "6 2010-01-07 0.000050 0.000050\n", "... ... ... ...\n", "4867 2023-04-30 0.000067 0.000067\n", "4868 2023-05-01 0.000067 0.000067\n", "4869 2023-05-02 0.000067 0.000067\n", "4870 2023-05-03 0.000067 0.000067\n", "4871 2023-05-04 0.000067 0.000067\n", "\n", "[4870 rows x 3 columns]" ] }, "execution_count": 90, "metadata": {}, "output_type": "execute_result" } ], "source": [ "rf['rfL1']=rf['rf'].shift(periods=1)\n", "rf.dropna(inplace=True)\n", "rf" ] }, { "cell_type": "code", "execution_count": 92, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
datecloseYYYYmmRiskPremium1SMB1HML1RMW1CMA1RiskPremium1L1SMB1L1HML1L1RMW1L1CMA1L1stkdretrfrfL1
02010-01-063254.2150201001-0.0090790.0043600.0027450.0012320.0005770.010271-0.0016250.0003510.000545-0.000310-0.0085560.0000500.000050
12010-01-073192.7760201001-0.021232-0.000972-0.0003360.000516-0.002008-0.0090790.0043600.0027450.0012320.000577-0.0190600.0000500.000050
22010-01-083195.99702010010.0021740.007235-0.000839-0.005403-0.000048-0.021232-0.000972-0.0003360.000516-0.0020080.0010080.0000500.000050
32010-01-113212.75002010010.0045220.001596-0.001665-0.0017320.0023780.0021740.007235-0.000839-0.005403-0.0000480.0052280.0000500.000050
42010-01-123273.96602010010.0164510.0023240.0023280.0009580.0015470.0045220.001596-0.001665-0.0017320.0023780.0188750.0000510.000050
...................................................
32312023-04-253264.87172023040.001357-0.0163980.011823-0.0020270.006327-0.0059630.0066040.008560-0.0031780.007627-0.0032240.0000670.000067
32322023-04-263264.1006202304-0.0035370.010406-0.0054130.002255-0.0037640.001357-0.0163980.011823-0.0020270.006327-0.0002360.0000670.000067
32332023-04-273285.88442023040.007924-0.0045650.004481-0.0003750.001709-0.0035370.010406-0.0054130.002255-0.0037640.0066520.0000670.000067
32342023-04-283323.27462023040.0123350.0095790.005641-0.0033760.0043430.007924-0.0045650.004481-0.0003750.0017090.0113150.0000670.000067
32352023-05-043350.45872023050.0136340.0029260.020215-0.0083720.0178730.0123350.0095790.005641-0.0033760.0043430.0081470.0000670.000067
\n", "

3236 rows × 16 columns

\n", "
" ], "text/plain": [ " date close YYYYmm RiskPremium1 SMB1 HML1 \\\n", "0 2010-01-06 3254.2150 201001 -0.009079 0.004360 0.002745 \n", "1 2010-01-07 3192.7760 201001 -0.021232 -0.000972 -0.000336 \n", "2 2010-01-08 3195.9970 201001 0.002174 0.007235 -0.000839 \n", "3 2010-01-11 3212.7500 201001 0.004522 0.001596 -0.001665 \n", "4 2010-01-12 3273.9660 201001 0.016451 0.002324 0.002328 \n", "... ... ... ... ... ... ... \n", "3231 2023-04-25 3264.8717 202304 0.001357 -0.016398 0.011823 \n", "3232 2023-04-26 3264.1006 202304 -0.003537 0.010406 -0.005413 \n", "3233 2023-04-27 3285.8844 202304 0.007924 -0.004565 0.004481 \n", "3234 2023-04-28 3323.2746 202304 0.012335 0.009579 0.005641 \n", "3235 2023-05-04 3350.4587 202305 0.013634 0.002926 0.020215 \n", "\n", " RMW1 CMA1 RiskPremium1L1 SMB1L1 HML1L1 RMW1L1 \\\n", "0 0.001232 0.000577 0.010271 -0.001625 0.000351 0.000545 \n", "1 0.000516 -0.002008 -0.009079 0.004360 0.002745 0.001232 \n", "2 -0.005403 -0.000048 -0.021232 -0.000972 -0.000336 0.000516 \n", "3 -0.001732 0.002378 0.002174 0.007235 -0.000839 -0.005403 \n", "4 0.000958 0.001547 0.004522 0.001596 -0.001665 -0.001732 \n", "... ... ... ... ... ... ... \n", "3231 -0.002027 0.006327 -0.005963 0.006604 0.008560 -0.003178 \n", "3232 0.002255 -0.003764 0.001357 -0.016398 0.011823 -0.002027 \n", "3233 -0.000375 0.001709 -0.003537 0.010406 -0.005413 0.002255 \n", "3234 -0.003376 0.004343 0.007924 -0.004565 0.004481 -0.000375 \n", "3235 -0.008372 0.017873 0.012335 0.009579 0.005641 -0.003376 \n", "\n", " CMA1L1 stkdret rf rfL1 \n", "0 -0.000310 -0.008556 0.000050 0.000050 \n", "1 0.000577 -0.019060 0.000050 0.000050 \n", "2 -0.002008 0.001008 0.000050 0.000050 \n", "3 -0.000048 0.005228 0.000050 0.000050 \n", "4 0.002378 0.018875 0.000051 0.000050 \n", "... ... ... ... ... \n", "3231 0.007627 -0.003224 0.000067 0.000067 \n", "3232 0.006327 -0.000236 0.000067 0.000067 \n", "3233 -0.003764 0.006652 0.000067 0.000067 \n", "3234 0.001709 0.011315 0.000067 0.000067 \n", "3235 0.004343 0.008147 0.000067 0.000067 \n", "\n", "[3236 rows x 16 columns]" ] }, "execution_count": 92, "metadata": {}, "output_type": "execute_result" } ], "source": [ "rf['date']=pd.to_datetime(rf['date'])\n", "data=pd.merge(left=data,right=rf,on='date',how='inner')\n", "data" ] }, { "cell_type": "code", "execution_count": 93, "metadata": {}, "outputs": [], "source": [ "dataL1['index']=data" ] }, { "cell_type": "code", "execution_count": 133, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Stat gains: R2os = -0.069727, MFSEadj = -0.023642, MFSEpvalue = 0.981142\n", "Inference: 无样本外预测能力\n", "Econ Gains: Delta U = 0.000000, Upred = 0.000068, Umean = 0.000067\n", "Inference: 没有经济意义\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import statsmodels.api as sm\n", "for i in dataL1:\n", " rreal=dataL1[i][dataL1[i]['YYYYmm']>201901][['stkdret']].values.reshape(-1)\n", " from sklearn.ensemble import RandomForestRegressor\n", " # 准备数据,'SMB1L1','HML1L1','RMW1L1','CMA1L1'\n", " X_train = dataL1[i][dataL1[i]['YYYYmm']<=201901][['RiskPremium1L1','SMB1L1','HML1L1','RMW1L1','CMA1L1']] # 训练集特征\n", " y_train = dataL1[i][dataL1[i]['YYYYmm']<=201901]['stkdret'] # 训练集目标变量\n", " X_test=dataL1[i][dataL1[i]['YYYYmm']>201901][['RiskPremium1L1','SMB1L1','HML1L1','RMW1L1','CMA1L1']]\n", " # 创建随机森林模型\n", " model = RandomForestRegressor(n_estimators=100, max_depth=10)\n", " # 训练模型\n", " model.fit(X_train, y_train)\n", " # 获取特征重要性\n", " importances = model.feature_importances_\n", " # 打印特征重要性\n", " # for i, importance in enumerate(importances):\n", " # print(f\"Feature {i+1}: {importance}\")\n", " rout = model.predict(X_test)\n", " rmean = np.mean(rreal)\n", " rfree=dataL1[i][dataL1[i]['YYYYmm']>201901]['rfL1'].values.reshape(-1)\n", " volt2 = np.sum(dataL1[i][dataL1[i]['YYYYmm']>201901]['stkdret'].values.reshape(-1)**2)\n", " R2os, MFSEadj, pvalue_MFSEadj = myfun_stat_gains(rout, rmean, rreal)\n", " Uout, Umean, DeltaU = myfun_econ_gains(rout, rmean, rreal, rfree, volt2, gmm=5)\n", " plt.figure()\n", " plt.title('RandomForestRegressor')\n", " plt.plot(rreal,label='rreal')\n", " plt.plot(rout,label='rout')\n", " plt.legend()\n", " plt.show()\n", "\n" ] }, { "cell_type": "code", "execution_count": 131, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Stat gains: R2os = -2.252521, MFSEadj = -0.738107, MFSEpvalue = 0.460618\n", "Inference: 无样本外预测能力\n", "Econ Gains: Delta U = -0.000007, Upred = 0.000060, Umean = 0.000067\n", "Inference: 没有经济意义\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAjgAAAGzCAYAAAAi6m1wAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/bCgiHAAAACXBIWXMAAA9hAAAPYQGoP6dpAACaTElEQVR4nO2dd3wU1drHf7PpIQ1IIxA6EpBqaEEEkWgQLCg2LipyebGBDeUK9o69o6jXroCiiB0vhqJAaCF0CEgLEBJqEkJIsmXeP5LdTN+Z2Zmtz/fzQbMzZ2bOzJw55zlPOwzLsiwIgiAIgiCCCIuvK0AQBEEQBGE0JOAQBEEQBBF0kIBDEARBEETQQQIOQRAEQRBBBwk4BEEQBEEEHSTgEARBEAQRdJCAQxAEQRBE0EECDkEQBEEQQQcJOARBEARBBB0k4BAEQRAEEXSQgEMQhF+ydetWXHfddWjXrh2io6PRunVrXHrppXjnnXewceNGMAyDxx57TPb4PXv2gGEYTJs2DQDw1FNPgWEY17+IiAi0b98e9957LyoqKrx0VwRBeItwX1eAIAhCyOrVqzF8+HC0bdsWkydPRnp6Og4dOoQ1a9bgrbfewj333IOsrCzMmzcPzz33nOQ55s6dCwC4+eabedvff/99xMXF4ezZs8jPz3cJTCtXrjT9vgiC8B4k4BAE4Xc8//zzSExMxPr165GUlMTbd+zYMQDA+PHj8fjjj2PNmjUYNGiQ6Bzz5s1DVlYWLrjgAt726667DsnJyQCAO+64AzfddBO++eYbrFu3DgMGDDDnhgiC8DpkoiIIwu/Yu3cvzj//fJFwAwCpqakAGgQcoElTw6WwsBDFxcWuMkpcdNFFrmsSBBE8kIBDEITf0a5dOxQWFmLbtm2yZTp06IDBgwfj22+/hd1u5+1zCj3/+te/3F7rwIEDAIDmzZvrrzBBEH4HCTgEQfgdDz30EGpqatCnTx8MHjwYDz/8MP73v//BarXyyo0fPx7l5eXIz893bXM4HPjmm2+Qk5ODjh07is596tQpnDhxAgcPHsSnn36K2bNnIyUlBUOHDjX9vgiC8B4k4BAE4XdceumlKCgowFVXXYXNmzfj5ZdfRl5eHlq3bo2ffvrJVe7GG29EREQEz0y1YsUKHDlyRNY81bVrV6SkpKB9+/b497//jc6dO+P3339HbGys6fdFEIT3IAGHIAi/pH///li4cCFOnz6NdevWYebMmThz5gyuu+467NixAwDQsmVL5OXl4YcffkBtbS2ABvNUeHg4brjhBsnzfv/991iyZAnmzp2LQYMG4dixY4iJifHafREE4R1IwCEIwq+JjIxE//798cILL+D999+H1WrFggULXPtvvvlmVFVV4ZdffkF9fT2+//57XHbZZUhJSZE839ChQ5Gbm4tx48ZhyZIliImJwfjx4+FwOLx1SwRBeAEScAiCCBj69esHADh69Khr21VXXYX4+HjMnTsXv//+O06fPq0qegoA4uLi8OSTT2LTpk349ttvTakzQRC+gQQcgiD8jmXLloFlWdH23377DUCDH42TmJgYXHPNNfjtt9/w/vvvo1mzZrj66qtVX2v8+PFo06YNXnrpJc8rThCE30CJ/giC8Dvuuece1NTU4JprrkFWVhbq6+uxevVqfPPNN2jfvj0mTpzIK3/zzTfjiy++wB9//IHx48ejWbNmqq8VERGB++67D9OnT8fixYsxcuRIo2+HIAgfQBocgiD8jldffRXDhw/Hb7/9hmnTpmHatGlYt24d7r77bqxdu1aUAPCSSy5Bq1atAEC1eYrL7bffjsTERLz44otGVJ8gCD+AYaX0wARBEARBEAEMaXAIgiAIggg6SMAhCIIgCCLoIAGHIAiCIIiggwQcgiAIgiCCDhJwCIIgCIIIOkjAIQiCIAgi6AjJRH8OhwOlpaWIj48HwzC+rg5BEARBECpgWRZnzpxBRkYGLBZlHU1ICjilpaXIzMz0dTUIgiAIgtDBoUOH0KZNG8UyISngxMfHA2h4QAkJCT6uDUEQBEEQaqiqqkJmZqZrHFfCKwLO7Nmz8corr6CsrAy9e/fGO++8gwEDBsiWX7BgAR5//HEcOHAAXbp0wUsvvYRRo0bxyuzcuRMPP/wwVqxYAZvNhu7du+P7779H27Zt3dbHaZZKSEggAYcgCIIgAgw17iWmOxl/8803mDZtGp588kls3LgRvXv3Rl5eHo4dOyZZfvXq1Rg3bhwmTZqEoqIijBkzBmPGjMG2bdtcZfbu3YshQ4YgKysLy5cvx5YtW/D4448jOjra7NshCIIgCCIAMH0tqoEDB6J///549913ATQ4+GZmZuKee+7BjBkzROVvvPFGnD17Fr/88otr26BBg9CnTx/MmTMHAHDTTTchIiICX375pao61NXVoa6uzvXbqeKqrKwkDQ5BEARBBAhVVVVITExUNX6bqsGpr69HYWEhcnNzmy5osSA3NxcFBQWSxxQUFPDKA0BeXp6rvMPhwK+//orzzjsPeXl5SE1NxcCBA7Fo0SLZesyaNQuJiYmuf+RgTBAEQRDBjak+OCdOnIDdbkdaWhpve1paGnbt2iV5TFlZmWT5srIyAMCxY8dQXV2NF198Ec899xxeeuklLF68GNdeey2WLVuGYcOGic45c+ZMTJs2zfXbqcEhCIIgCKNhWRY2mw12u93XVQk4wsLCEB4ebkgKl4CLonI4HACAq6++Gg888AAAoE+fPli9ejXmzJkjKeBERUUhKirKq/UkCIIgQo/6+nocPXoUNTU1vq5KwBIbG4tWrVohMjLSo/OYKuAkJycjLCwM5eXlvO3l5eVIT0+XPCY9PV2xfHJyMsLDw9G9e3demW7dumHlypUG1p4gCIIg1ONwOLB//36EhYUhIyMDkZGRlExWAyzLor6+HsePH8f+/fvRpUsXt8n8lDBVwImMjER2djby8/MxZswYAA0NID8/H1OnTpU8JicnB/n5+bj//vtd25YsWYKcnBzXOfv374/i4mLecbt370a7du1MuQ+CIAiCcEd9fb0rkCY2NtbX1QlIYmJiEBERgYMHD6K+vt6j6GjTTVTTpk3DhAkT0K9fPwwYMABvvvkmzp49i4kTJwIAbr31VrRu3RqzZs0CANx3330YNmwYXnvtNYwePRrz58/Hhg0b8OGHH7rOOX36dNx4440YOnQohg8fjsWLF+Pnn3/G8uXLzb4dgiAIglDEE60DYdzzM13AufHGG3H8+HE88cQTKCsrQ58+fbB48WKXI3FJSQnvZgYPHoy5c+fisccewyOPPIIuXbpg0aJF6NGjh6vMNddcgzlz5mDWrFm499570bVrV3z//fcYMmSI2bdDEARBEEQAYHoeHH9ESxw9QRAEQaihtrYW+/fvR4cOHSjxrAcoPUe/yYNDEARBEATB5bbbbnP55ZoJCTgEQRAEQQQdJOAQhJ9zrt6OD//ai33Hq31dFYIgQoT6+nreb2fywkCCBByC8HPe+HM3XvhtFy55bYWvq0IQhEZYlkVNvc3r/7S611588cWYOnUq7r//fiQnJyMqKgoMw+D3339HdnY2oqKisHLlSjgcDsyaNQsdOnRATEwMevfuje+++851HrvdjkmTJrn2d+3aFW+99ZbRj1UVAZfJmCBCjfUHTvm6CgRB6OSc1Y7uT/zh9evueCYPsZHahvjPP/8cd911F1atWoXly5fjzjvvxIwZM/Dqq6+iY8eOaN68OWbNmoWvvvoKc+bMQZcuXfDXX3/h5ptvRkpKCoYNGwaHw4E2bdpgwYIFaNmyJVavXo3bb78drVq1wg033GDS3UpDAo7JLN1VjscXbcfrN/TGwI4tfV0dIgAJvThHgiB8QZcuXfDyyy8DAI4ePQoAeOaZZ3DppZcCAOrq6vDCCy/gzz//dCXf7dixI1auXIkPPvgAw4YNQ0REBJ5++mnXOTt06ICCggJ8++23JOAEG//+bAMA4OaP12LP86N8XBuCIAjCm8REhGHHM3k+ua5WsrOzRdv69evn+vuff/5BTU2NS+BxUl9fj759+7p+z549G5988glKSkpw7tw51NfXo0+fPprr4ykk4HgJq52m4YQ+qOUQRODCMIxmU5GvaNasmeK26uqGQIdff/0VrVu35pVzLmg9f/58PPTQQ3jttdeQk5OD+Ph4vPLKK1i7dq2JNZcmMJ46QYQyZKMiCMIP6N69O6KiolBSUoJhw4ZJllm1ahUGDx6Mu+++27Vt79693qoiDxJwCIIgCIJwS3x8PB566CE88MADcDgcGDJkCCorK7Fq1SokJCRgwoQJ6NKlC7744gv88ccf6NChA7788kusX78eHTp08Hp9ScAhCIIgCEIVzz77LFJSUjBr1izs27cPSUlJuOCCC/DII48AAO644w4UFRXhxhtvBMMwGDduHO6++278/vvvXq8rrUVl8lpU7Wf86vr7wIujTb0WEZxc/e5KbD5cCYDaEEH4M7QWlTHQWlQEESKE3AyEIAjCAEjAIQiCIAgi6CABx0swjK9rQBAEQRChAwk4BOHnhJ6XHEEQhOeQgEMQfg5LXjgEQRCaIQHHS5CFiiAIgiC8Bwk4XoIhJxyCIAiC8Bok4BCEn0M+OARBENohAYcgCIIgiKCDBBwvQQYqgiAIgvAeJOB4CXLBIfRCJiqCIAIVhmGwaNEin1ybBByC8HNIviEIwtvU19f7ugoeQwIOQRAEQZgFywL1Z73/T6Pq9+KLL8bUqVNx//33Izk5GXl5eVixYgUGDBiAqKgotGrVCjNmzIDNZnMd0759e7z55pu88/Tp0wdPPfWUaz8AXHPNNWAYxvXbW4R79WohDENeOARBEKGHtQZ4IcP7132kFIhspumQzz//HHfddRdWrVqFsrIyjBo1Crfddhu++OIL7Nq1C5MnT0Z0dLRLgHHH+vXrkZqaik8//RQjR45EWFiYjhvRDwk43oLkG0InLDnhEAThBbp06YKXX34ZAPDFF18gMzMT7777LhiGQVZWFkpLS/Hwww/jiSeegMXi3gCUkpICAEhKSkJ6erqpdZeCBByCIAiCMIuI2AZtii+uq5Hs7GzX3zt37kROTg4vSe2FF16I6upqHD58GG3btjWkmmZCAg5BEARBmAXDaDYV+YpmzbTV02KxiDTMVqvVyCp5BDkZewmyUBEEQRCBQrdu3VBQUMATYFatWoX4+Hi0adMGQIMJ6ujRo679VVVV2L9/P+88ERERsNvt3qm0ABJwvATlwSEIgiAChbvvvhuHDh3CPffcg127duHHH3/Ek08+iWnTprn8by655BJ8+eWX+Pvvv7F161ZMmDBB5Ejcvn175Ofno6ysDKdPn/bqPZCAQxB+DvkYEwThbVq3bo3ffvsN69atQ+/evXHnnXdi0qRJeOyxx1xlZs6ciWHDhuGKK67A6NGjMWbMGHTq1Il3ntdeew1LlixBZmYm+vbt69V7IB8cgiAIgghxli9fLto2bNgwrFu3TvaYhIQEzJ8/n7dtwoQJvN9XXnklrrzySkPqqBXS4HgJyoND6IWlXMYEQRCaIQHHS5APDkEQBEF4DxJwCIIgCIIIOkjA8RKkwCH0Qk7GBEEQ2iEBhyAIgiAMhJZX8Qyjnp9XBJzZs2ejffv2iI6OxsCBAxW9sgFgwYIFyMrKQnR0NHr27InffvtNtuydd94JhmFEK5r6Gww54RAEQQQ1ERERAICamhof1ySwcT4/5/PUi+lh4t988w2mTZuGOXPmYODAgXjzzTeRl5eH4uJipKamisqvXr0a48aNw6xZs3DFFVdg7ty5GDNmDDZu3IgePXrwyv7www9Ys2YNMjJ8sFIrQXgJmgsSRGAQFhaGpKQkHDt2DAAQGxtLk1sNsCyLmpoaHDt2DElJSR6vPm66gPP6669j8uTJmDhxIgBgzpw5+PXXX/HJJ59gxowZovJvvfUWRo4cienTpwMAnn32WSxZsgTvvvsu5syZ4yp35MgR3HPPPfjjjz8wevRos2/DY6iJE3ohdTdBBA7OVbOdQg6hHaNWHzdVwKmvr0dhYSFmzpzp2maxWJCbm4uCggLJYwoKCjBt2jTetry8PCxatMj12+Fw4JZbbsH06dNx/vnnu61HXV0d6urqXL+rqqo03glBEARBuIdhGLRq1Qqpqal+tfBkoBAREeGx5saJqQLOiRMnYLfbkZaWxtuelpaGXbt2SR5TVlYmWb6srMz1+6WXXkJ4eDjuvfdeVfWYNWsWnn76aY21NxhS4RAEQYQMYWFhhg3UhD4CLoqqsLAQb731Fj777DPVts2ZM2eisrLS9e/QoUMm15IgjIMMVARBENoxVcBJTk5GWFgYysvLedvLy8tl7Wvp6emK5f/++28cO3YMbdu2RXh4OMLDw3Hw4EE8+OCDaN++veQ5o6KikJCQwPvnbUiBQxAEQRDew1QBJzIyEtnZ2cjPz3dtczgcyM/PR05OjuQxOTk5vPIAsGTJElf5W265BVu2bMGmTZtc/zIyMjB9+nT88ccf5t0MQRAEQRABg+lRVNOmTcOECRPQr18/DBgwAG+++SbOnj3riqq69dZb0bp1a8yaNQsAcN9992HYsGF47bXXMHr0aMyfPx8bNmzAhx9+CABo2bIlWrZsybtGREQE0tPT0bVrV7NvRzcUKkgQBEEQ3sN0AefGG2/E8ePH8cQTT6CsrAx9+vTB4sWLXY7EJSUlsFiaFEmDBw/G3Llz8dhjj+GRRx5Bly5dsGjRIlEOnECD5BtCN+SEQxAEoRmGDcEkG1VVVUhMTERlZaXp/jjtZ/wKAEiKjcCmJy4z9VpEcDL81eXYf+IsAODAi/6f84kgCMIstIzfARdFRRAEQRAE4Q4ScLwEWagIvYSgkpUgCMJjSMDxEuRkTBAEQRDegwQcgiAIgiCCDhJwCIIgCIIIOkjA8RJkoCL0Qh44BEEQ2iEBx0uQCw6hF/IxJoKNnzeXYuSbf2Hf8WpfV4UIYkjAIQiCILzKPfOKsKvsDKZ/t8XXVSGCGBJwvAapcAh9sGSkIoKU6lqbr6tABDEk4HgJMlERBEHwcZD9lTAREnAIgiAIn0ACDmEmJOAQBEEQPoHEG8JMSMDxEmosVFa7Aza7w/S6EIEFTXKJYIXaNmEmJOB4CXc+OHYHi6EvL8NFLy+Dw0FfPUEQwQ+ZqAgzIQHHTzhdU4+jlbU4WlmL0zX1vq5OyFJrtWPip+vw2ar9vq6KC6kxgGVZWoSTCHhIwCHMhAQcPyHC0vQqrHb3H/0/x87gpcW7cPosCUNG8u2GQ1hWfBxP/bzD11VRZOJn63HNe6tJ20cENCTfEGYS7usKhAqMOy8czu56m3s/nEvf+AssCxw8eRbvjc/2sHaEk+o6/8/LYXewWF58HACw70Q1OqfG+7hGBKEPEnAIMyENjpdwmweH86HXq3A0dnYMmw9V6q8UIcISAAmLyDRFBAtkoiLMhAQcP4GbrVaNBocwB/8XbwCyShHBAgk4hJmQgOMnsBo1OIQ5+KMCR6ixoaUbiGCB5BvCTEjA8RIaLFSwkoDjMwLDROXrGhCEMZA2kjATEnC8BONm4OTO0slERShBAg4RLJA/GWEmJOD4CdzPXIuAQx2EsbgTRH2B8A1z/Rbo9ROBDPngEGZCAo6fwP3Q60iD4zMs/iffiIQYGhKIYIHaMmEmJOD4C5wvvc5m9109Qhw/lG9E0KyXCBYoUSVhJpTozyRW7D6OxduOun67s3zoNVERoQfJN0SwQE2ZMBMScExiwifrNJVneRocEnB8hcUPbVTCsHCz/a5qrXa8+PsuXHZ+GgZ3Sjb1WkRoQ8I6YLM7YGdZRIWH+boqQQeZqLyEew2OOVFUJSdrYCc1sGr8T7wRY/ag8P7yvfhs9QH866O15l6ICHlC3dzKsiyGvbIc/Z79kzT3JkACjpdwtxaVGRqcbzccwtBXluHBbzcZcr6QwA+jqIRwBwUzqrvvxFnjT0oQEoS4fAMHCxypOIczdTYcPEnfndGQgOMncL9zu8MYAeedpXsAAIs2lRpyvlDADy1UIrgKOTMGCHL8JLyFFg1OMLZLrrk5CG/P55CA40N+3XIU36wvAWBOQw/12ZEe3K767gPEYeLmdopk0iS8hdo+antpJXo9/T/89+995lbIy3BvP9TNdWZAAo6XEJoSWJbFlLkb8fD3W3G08hzvQzeqodP3oh1/tFAJXyP3vZqxLpWdGg7hJdT2dY/8sA3VdTY89+tOk2vkXbj3/8A3m3Cyus6HtQk+SMDxEsJxkztJPlNrEwg4Df9nWRZfrz2IopLTHl+fZVlsO1KJc/WUY0eJQDBR8dqKCX6JwWgK0IPDweKmDwtw11eFvq5K0KK2pXE/y8Xbysyoik/gfsu7ys7gyZ+2+64yQQgJOD7CxhmZGAhm4o2tfnnxcTz6wzZc895qXdfgmr1+3nIUV7yzEjd8UKDrXKGCOxPV4m1HUVx2xku1aUA4yeUt1SAzRLAsix+KDmNHaZXm69kCUMApKjmNWz5ea+i72XeiGmv2ncLv28poSRSTUKvB4U487gxigfPgyRpfVyGoIAHHR3Bn3gwDSQ3O3uPVHl2D23Us2HAIALD1SKVH5wxGeKu3K8g3RSWncedXG5H35l/mV0oB7nuVGx9W7D6OB77ZjFFv/635/IHoC3DNe6vx954TuPUT40LbHRLfJGEsapuaP64RZwRqvrV6mwP3zS/Ct419OKEeEnC8hPAD5fo5MAxjirMZK1YKEQI+X30AXR79HSt2HwcAWDjvSThrLzlVI7vPm3BNSHJtZcdR7Zobd+cMBMqrzPFhCORnEgwEgulYD2qa1cKNh/HjplL857st5lcoyCABx0sIv09upIqFYcyJooK0KYNlWfyypRQlpA512bzvm18EgP+ehJ1Pany06+9TZ+s9vrbN7sDafSdRa9XvFyXXQXoyHlMUlRgScHyLP0Y3GoGaVnW6xmp6PYIVEnB8BHcW3uCD04RR2gE5Dc7PW45i6twiDH1lmSHXCSa4ijbhoBYZ3rTzaGWtx9d648/duPHDNbh3XpGbkvx6OFj3GhxP2pAZjsvu2Hu8Gj9uOuK3vi6+eCZE8KNGcA5S65xX8IqAM3v2bLRv3x7R0dEYOHAg1q1TXqdpwYIFyMrKQnR0NHr27InffvvNtc9qteLhhx9Gz5490axZM2RkZODWW29FaWlgJbMTOnLqDRNXKinnq7F+/ynV5w81uCYqoSKD+wyPn/HcFPLxyv0AgP/tKJctw7IsTlTXC7Zx/pY5zhMljM0Ho/mI11bgvvmb8OvWo+4L+wDS4PiWYB3klXJcEZ5juoDzzTffYNq0aXjyySexceNG9O7dG3l5eTh27Jhk+dWrV2PcuHGYNGkSioqKMGbMGIwZMwbbtm0DANTU1GDjxo14/PHHsXHjRixcuBDFxcW46qqrzL4VzxB8oPxImKb/NuxrPMTDr9qsPnnJjnJ8umq/OSf3Ec4nraTB4f6qt3tHCHD6BnHhtR1ZDY7+a/rSQrWppMJ3F1eABBzfEqwCjlCekWpmwXrr3sB0Aef111/H5MmTMXHiRHTv3h1z5sxBbGwsPvnkE8nyb731FkaOHInp06ejW7duePbZZ3HBBRfg3XffBQAkJiZiyZIluOGGG9C1a1cMGjQI7777LgoLC1FSUmL27ehGyQeHZVlBxAYreYx2pH1wPO0sJn+xAU//vAPbgjwiSzS74pn8WDgcDXmKtpfqew5q/Ar2HRevTyPUzH299iCe/nm7wI9L/YD88+ZSXPPeKhypOKf5WKPxVzGC3JJ8iyVIJRx/EJwXbyvDt+uDM0LLVAGnvr4ehYWFyM3NbbqgxYLc3FwUFEjnYykoKOCVB4C8vDzZ8gBQWVkJhmGQlJQkub+urg5VVVW8f77G7uBrbMyIeDI7iup4EGXddGrLuFozoamG5WlOgF+2HsWjP2zD6LdXmlav1IQo0TahQ/qjP2zDp6sOYP2BpoSQWl73PfOKUFRSgSd/bHC49qWTsVI7Xf3PCazcc8J7leHgr75B/sKWwxUYM3sV1h8wx/wdpPKNqu/U7Hu/86tC/Of7LTh0KviCTkwVcE6cOAG73Y60tDTe9rS0NJSVSWejLCsr01S+trYWDz/8MMaNG4eEhATJMrNmzUJiYqLrX2Zmpo678QxRmLhAg8NfX8ggJ2OZv4O0rzAE7rO5+JXlshFODha6NTdakBI2pLR9AHCmlhNtoaMNVTUe749RVLVWO/7137W4+eO1qK6zeeWa3Edo5DNZ/c8J/L1HbHoMZMb/dy02HarA9XP0JxKtrrPJCpLBGkUlMoP78NMzIjLU3wjoKCqr1YobbrgBLMvi/fffly03c+ZMVFZWuv4dOuRbddzGktM4fPqc67dQg+MyUan4ppU+CNnOwqApQTB1Oc574arCT56tR/7OJl8xYa4ib3S69Taxr4+cZk7JQVoLPtXgyMxpuT5PVecaBLFaqx1Xz16FV/8oNr0uRj0Sp6B2y8fr+AJpgHOm1jOhc0/5GfR48g/c/qV0luKg1eCoaFdm9jM8rbRpV/Ed4WaePDk5GWFhYSgv50eJlJeXIz09XfKY9PR0VeWdws3BgwexdOlSWe0NAERFRSEqSqzq9ybOJrq7/AyuFSy9wIKVzGSsplmXVdXinfw9uGdEF9E+VvaHMQRjdlHhLYVxpgBqopeMRujM3OCvJeNkzKm7nmgM5+G+XGxTNq8P5zE4BbAfio5g86EKbD5UYUpduBZKo0xUddamk56tsyM+OsKQ8wY6XxQcBNAQwBBK+DpqSuhXGGyYqsGJjIxEdnY28vPzXdscDgfy8/ORk5MjeUxOTg6vPAAsWbKEV94p3OzZswd//vknWrZsac4N6GR3ufx6OFKOuQ6HOBGfFl5bsltyu9mrTgcTJ8/Wo6KmXiRUcoU4T96RFGreiVCDwwr9tTj7PNXgOA9Rs9jm9tJK/Puz9brWutID1x/KmWLBanIkGz/fkKmXItwQDE7GLMti8bYyHDx5lrPN/XFm3jpfK23edXyF6SaqadOm4aOPPsLnn3+OnTt34q677sLZs2cxceJEAMCtt96KmTNnusrfd999WLx4MV577TXs2rULTz31FDZs2ICpU6cCaBBurrvuOmzYsAFff/017HY7ysrKUFZWhvp639sQK89Zcdkb4rWKDp6swa9bjiJMIue4gxVocAzqt4VOsUafM/C7HD4jXlsh6kymfL0RB040dkgCM6I3+lypQZw78Nod0u/Do0zGKg6+8YM1WLrrGG760DuLt3Lv0yn0mT3h1JubitCOO2E/COQb5O88hju/KsSwV5a7tonz4HgXfrsOvjZuuoBz44034tVXX8UTTzyBPn36YNOmTVi8eLHLkbikpARHjzYl9xo8eDDmzp2LDz/8EL1798Z3332HRYsWoUePHgCAI0eO4KeffsLhw4fRp08ftGrVyvVv9Wp9q24bydHKc5Lb6+0OTJm7EcuL3TsXNvngeJgHR+ZvT/AnKX/u2hKMeG05Dp82xvv/pISTnc3BulYvFoZne4oa27pQgzPr9534ZUvT98LVbJyuaaq/Hg2TszZqBGyno2+VhO/F3uPVuHdekaImUytWTsOrs+lf2sIdLMvi2V92YO7aEp6g54+O16FEEMg32HDwtGibVs36vHUlOGFg9Gqwr1doqg+Ok6lTp7o0MEKWL18u2nb99dfj+uuvlyzfvn17v7YVuqvaJgl/AaHDqmF9qQn2Va7E7+tZ1SM/bAUAPPPzDnx4az/Vx1XWWLHpcAWGdE4W7ZN6TAdOinPReGu8Ewo4H/29n/fbam+qyH3zN8HuYHHtBW08Emg9Hcxv+e9alFbWYnnxMWx5Kk+23LGqWpRX1aFnm0T3dbJzBRynBsf4l7D+wGlXhumFdw92bTdMAxqEs2SgYTFMM7+JYPT3A7Q/s5kLt+Lz1Qew+P6hBl0/uM2wAR1F5Y+4U2VLfaYOVpjZWH0UlRKyYeIenNcfZ7LnNC5WOXbOakz4ZB2+KDigqrzz1QhNFl+sVne8J9S58TMRvo+nf94BgO9Ho1UQ8NTJuLRxnS4p7Q6XAS/k48p3V2JXWZMfj1xduZoqrqOu0XAjm/QmTlTCDz8fQzBbAAkG8UbqEQnb++mz9Zi97B+UVjRZAoTPdleZcZpRcjImNKGnjThYVtL8wfep0H5iMxosP2gnMLudf45VAwB+3SJe90jqibGu/zft3X6kEmfrzTOVOJEKE+ci9NFx9oWeOA+qcTI2Em6CQjnsEiYqd7V0OFic1pjbw2KR1qQaJ+AE3yACNGhwzMQIAcrXA7jUMxJWqayqFq/8UYzBLy5FpRdWETcjFYI/QQKOwej5hhoiY5Rni55ExQjr5Ylg4ssQYjn0DhoRYeLmr3SqV//XFK0mXE38+Jk6zYOpGtwJODY7v8LOaBOhI7LdweKjv/Zhy+EKt9f09hvmdvxy17ZKmKjcMWXuRvR9dgk2lrgXoJyEcSPRHMrfpB6kNLXBgOkaHJnTsyyLLwsOuG3XtVY7LnvjLzy0YLOu6xux2r1Uv6t0upk/bGk8zjyCUajhQgKOwbjrCPedkFhbSKDBkWp0ekxDZuRt8ccZqN4qRYarbP4ssO94NS/fivB19H/+T/R9dommDlDNAOcuFFq4nIRTwBGa0xZsOITnf9uJq95dpbp+3kJNCLCUBscdv29ryH7+scBvSQlulKNwORUjkMp3FQyYrcGRO//v28rw+I/b3bbrFbuPY8+xanxXeFhyf63Vju2llbLfr3O1e2eb0oOkiUqhD/DGsiTBKnA7IQHHYPQ0EblMxuDlNdEh4PC9jHXUTIy3zRdqMFSDI/EGWbA4WyccVKWvabSPkjsNTr1AgyPViTpYFjuOqs9X421Vvpqx0RMfHC3tgytscf2fzNDgqPmWztXbsXbfSb/0feNidp4aOa3zLpXt2l39/vXRGox+eyUWbTqiWK5IgzaQi93B4p2l/4i2+zwPjvFDhF9BAo7B6OkIG45Rdgr1tPGZ4WTsL4ENep9NlIQGR+255MYbLVVRFSbuToNjF2pwGv4vNFGpaZdS/jtmwR3cuYOPXDX5GhxtAo4o1wjL4qmftuOb9SWislwNDle4NCo31dv5TYOcmrZ251eFuPHDNXh/uXhw9CeMFnBsdocqQVttWw13o2LaWFIBAJi/zpxlfFbvldbGKH2XrgWATalRA2bkSvMnSMAxGH3OwAINTmNnym3YujQ4BjZYh4PFlK834hXOuj/+8kGYbaJiWbFmR+49a3lPUtqirYcrMXPhVleuC70+OEJTiBYFgLtbMGLVYZ7gpqIH5/vgNDoZq7wn4XNesfs4Plt9AA9/v1VUlqvUs5qgwZm3rkmoEp5z59EqXPbGCvyxvckMsmJ3Q96suWvFwpg/YeQgfPpsPS54dgnum7/Jtc0i86kqvRaHg3V9p+Fh0r5VWs6nZr8cct+x0umcMqOZ/k18Nwb9bdxmd7gW6/UnSMAxGD3Z48U+OA2/uO1ajXOvw8Gi8hwnzJV3De314rLh4Gn8uvUo5q9vmuH4iz+O3npESpqoxLAQPz9ZDY6Hj+TKd1di3roSzFzYMPi601bYHNICjtAUYpTZqfDgKVz08jKPz8O9L54GR4XpT7uJiv/7ZLW8Mzi3LjwNjgltXXjOB77ZhN3l1bhDYsHJqIgww69vJEaOwd9vPIyqWht+2lzadH4ZEUquvdjsDlz+1t/4v883AADCORKSklbUaD+UbUcq8eFfe3kCOu96PjZRGZUHZ8x7q9Drqf+hTBB84WtIwDGYz3XkRhH74IjLsCr69AmfrkPvp/+HfcerGw/iHM/5oed7kXLstLMs/t5zHMfO+LZRa/kuuQN9RLhUVINMRyT4LTfgCX0llAQLJRNVcWOuC/caHDVh4qwmE4tSnb8rVPZRUIu7+xLC9cFxalbUvnfh7aj1Z+ELOCovpgHhOZWeiZQ51Z+wGOhlLKWxkI+ikt6++XAFisvPIH/XMQB8DY6S47679yy3+5ctpXhjyW7Rt3PFOyvxwm+78NWag9Ln8/Ek0ahUCNuONPhC/bnTvxZL9e+vJsA4dbYev24V51Zxh4NVWCGaU8Ydfzd63X+zoUHLwl8cUnO1eEgNxr9uOYpbPl6HAc/nY966Ep72yJto+TAXcKIoIsPUzYq1dELcury0eBdyZi3F8TPaU6s7z+MuikouDw5XDW9n1fngOFGjNvcU7iyaK6Sp8cGxapY2+OWFWi8u3F31JpioeLUSnDMmUr49Rvu5BkerD06Mwv1InUnOTKPHB0dJkNT7nqfOLcJb+Xuwdv8pyf3bS8WLLAPq6m+qDw43D44BUry/+GU6IQHHQJY1zha0IjSBuExUvOUbNAxQLP//wr/1IKW6Xcq535kLt+L++UWeXUQnRSUVqoWQ/3y3xfW3lAZHigYNGyvYJueD0/T3+8v3oqyqFv/9e59kWSV1uPP07pyMhYO9c6DhDuKsRh8cb3gZW21ijYzSpbkqfqdApPadC+/drqjOairMHQhNSZop+N0sUn7lnOgI/+6qtSpwEmKa7pVl+YsNezpI/ry5FE/9tEN2v5y5CPBcU3dKYy4spWblDVmBe31/j9TTg39/NQEGVw2qhYZMxk2Na1nxcZw+W68py6Rz/RygqaHycxw0YZSULez0l6lYSNQsluxQpxptpjBLBuQ7HJGJSmaM1Kt9kzuPVhOVU8DhdlZ2A31wjIIruCkNOE54GhwV5bkI712PBkePb507hO1CSYMTFe7fGhwtjrCHTtUgLqpJwKkRZATnBVc0vhA5AUqqWd8zrwhbj/A1JtxiSlpRd9+Ju89I7inIHaYmispMtYhkehIPMDtdgFZIwDGQq/u01nUc2xCmw+OF33Zqso8++0vTjMU5GJg9pPnTkCm1IKYUl/ds5fpbi0pWFGosc/eS/lMyl1HywXGex62AI7igs3/hbnewrCondWd9uCWFHb5R3Rf3voTJCqXglrE5GkKIn/t1p6priTU4CgIOZ5/pTsaC21Yy25itwTlbZ8PWw/KJ7tyhVoOzcONhXPTyMuw93vS9CqNvuMLS5C8anITlBYem+v629Sj+3iOeZDVoiDjvVVHA4f8+fqZOVgMrhVpfIWd9fDXvKC47gz3lZwTpJPhlKmuseP7XHbLmNSn8S7whAccvkJBvcPBkDa/1azNRiT8e7gfuy5V5/7e9THINKE8Ja4ySeGPJbrSf8St+l/GF4mpwpPo5tVEUcmOk1HuSO6PStZzn0RsmzjXDOBxaw8T55i0u7pqOUKMkR53NAw2OjcVepyO9BCzLYnd504KEwneiVoNTp1LAqbXa8UPRYVdov1qE54wVaHC478FTH5zPVx+QzeILAP/671pc+e5K/LFdn5Oo2uVf3s7fI9om9N3jtjGnk7CsZoDzCO/+eiNu+XidqIgwTYIWH5yJn63jCdKSiUBV9K1CwVFKyy6H0b11Tb0NeW/+hUvf+IvXxoWToOd+3YGP/t6P0W+vVDwf//4b/l9dZ0N5le8jqkjA8QOEUVRAwwrZfA2O+vO5m63rcSbTuo6KFOfq7bj9y0JMmbuRt2qzETitg281dqB3fb1R0umZW2UpXwz5e+Lv0JIHR88szXmI20R/gntwviWu4CN0YteCmuNm/b4TRSWnwbIsPpSZ7Vaes+KKd/7G+8v3AuAPMlYVTsZcocTqcCgKKW/n/4PL3vhLdj9XWBK+R+4AZrW5rxcAvPa/YjzwzWbc8EGBfCEJuOfcergSC4uaItTsDpY3+ER7YKIqq6zFkz9tx0MLNmPr4UoMfXkZftlSyivjXIbk67XS0T7uUKvBCZMoKFxUUvJU7uUbWRwCH58dpVWy65MJ37MzOkgJXvJTFfUBfLumXwXnedfU21x/C8eF7aXqskTbePff8ARyZuVj4Av5Po+wJQHHDxD64AANDU9rWncnkpoJGWHJE98MrYPm6ZomBzyh5sFTpMJUz7lZ7VtLJyNWMUuX0xKOrTTrVeuDI9R+SPrgsNp8cLglhc1Oqs4frNiHa95bjRGvrcDLi4tF+wHg01X7se1IFV5avAuA0AeHe48sjlScw4+bjvC0QTaekzGr+Oze+HM377dIg8MT/vjHcouqjaJyrk+077g6M6kTO8uiuq5hgLnyXf4suabehlprU/tV6xAvxVnOIDZl7kaUnKrB1LlFkmUrdK5grVYrHC6RsU/ogyOlJhS+79KKcwDU9V9CAf/BBZtx7XurJTUM7vo0qd3cAV6tD4rLjUDhcmbp2blVVHIyVqvol+rLz9Q2tLmNB6UFSW9BAo4fIIwiABoGZ71RUFLCEN9hWb6D14TGY52NXsehbpGaGUoubsf7oJX387YLfstHUSk/eyfHztQqamdcPjg6w8R5PjgObXlw+PVQ3+lJLSTrpFaQnI/ngyPoIC9+ZRnum78JczlZf+0CHxwtVlbhK+GeS9ipc+/Xapcvx0Vppes/d5TLDsb3zS/CwOf/xE6J9ZTO1tkNi2rhDroiYUKA3lQPcpmGxeXED8tdKgRA/IwHv7gUa/edVNUv7imvliwnlZFbz3yPW38VljQA6kxUepdOqbPZcbSyoc3V2xw8QVmIcCIkdX131Avun9vOlTSt3oAEHD9AygenxmrnO4Bp+PLcmUlYnoDjPQ0O1ywl7Ly/KzyMxxZt1Z2LIUzia3RXPalrqX3OWnxwhOw7Xo0Bz+crO7t67IPDF2I90VYZAVfI23yoAvfOa9IgcLVQLNv0e/U/J13buR1lvU1bBYX3I3TAlitbp9JEJcfv28rwf19swOAXl0qe4+DJGpytt+PBbzeLjq2us/HemSfjBPfLcGdKqqjRFubcdF61GhxxOZHmQOI4qW2fqUyqesU7KyU1PVKPVEsmY+c5ud+g7GMQnNYpY6u6morGZ7M7ULD3JM7V23HF2yuRM2spNhw4hYteXope3OSvwuME5to5K/Zi6tyNmoRrod9dncLkxduQgOMHNDjBCU1UfA2OFmFCMpJHZr/ahnxKZcf37lKxE6ET7uxQeD8PLdiMr9aUuNT9WpHS4EgN6twOTGp2Ifc8xFFU0ki9JuE2NfdYUWPFR3/tczuwCWe/zpm0TaCl0GaiMkYAFpzUxdWzV+EcZ1YpN4MP46Rd4L4Xm8OhSX0vvAdhCL1cWbVOxnLmslX/8BdYlBMynbNtLmfrbDytmydJ2LiDrtR3svVwU5RMFUfLqgU5AUdYb6nrC79Drl+I0vl/31aGvySipqSYzsl/5UTqdah9zFsPVyL7uT8xb10JrA73grBIg+MKBHF/QTV1emfpPxj30RrcM68Ie441CDNvL/0H5VV1qLc5sENm1XX+twC8+Psu/LKlIRpNreO4VeDvx3UNUKOdMxMScPwAh4QKp97mEGQi9lSDwzmXxgzHDgfLm3E3nUfMq//bLbG1ASUBx4lez3upjvPXLaV45Ietsh+ZVB3kBRzhTF+6nENFx6X2XT7/m/swaPHsV0qDw6rqJF0qcZ5gLSjj/jSSKF1eLkw8gvNOrQIfHE+urVaDYzV4qQa5Ni+19axAgyPVLtcfOIXCg9KZc3nn5xwqFBTO1FpF/j96kGoXJ6vrMOCFfDz103bXtgiJXGHC9//Cb7vE55dpeLvL5aPpuBypEAuRklodtz44Dfvv/6YIp87WY+bCrbz2qLb/cN6zmnalpr/4qNG5n7tUgkMgyFees2LF7uOw2rjfknQUlYNlVZuouP2rzcHyJi/nFMxj3oAEHD/AwbKS6fz1RlFJdaRy51IzQ5ezo2qd3XMFnCYnO5bnac8LW3Sw2He8WtUHHmZhcLaOP/N74bddmLu2hLdAKPdUizaJ11WS7aBUlnNu5ptd5AdRTxFnMm74v3AQNyqKSm+KAaV3KDRROQnjOHbYJdaiUn9x/k+e8OcQFm3aV6/SB0cO4aOSd0wX76ius4mW2+BSa7Xj+jkFGPt+gaTGgwv3WGGdTp+V9rmZt64E4/+7RnW0o1Sz+HTVAZyoruOZkqQ0MWoEVjNSW2jJWSUqx/lblYAjvLZDbg+XhntW0/SkBAle7ig7ixs/KMCET9bh45VNkY7c/qOG039qidrj9jU2O8vz+TmjUyNoFCTg+An/+V6sQnW4mcHJIVVWbq0rOW2PVUUEiVxn8L1Mvo3Dp5tmUc5v78mftmPA8/mu7Vyfk5kLt+CS11bwBBQ5WBYY+ZZ0aHC5zAq37iIilMrKCzhs43ma7uPzgoP451hDXpY6m93QEFGrTWiikvbB0ZQHh/u3gcKYHFyVtnMdNaBptl9eVYuznDI2h/rZJSCVB0c+9wdX4OGHryuYqFTWRe3gBzSYqB9dtI1TL34prvB1rEo8Ofp7z3EsLz7W4Mwus3I7IP9tz1y4Fav+OYkPVvDD/s/W2TDyzb/w4u98LYtqHxxJDY4aAUfV6TUh55fz6h/FeG/5P9LHNP6fe79cE9Xv28oknXqF99hkopKvnxYnY6nzCE2xuxoX8F24kZuOoKnu3AloZLhFtbZWSYNTXedbAUd+8RPCa6gRILT54CibXni2fe41HCymf7cF3288jMSYCCyZNhSp8dHyg77M9R9csBljs9uItnOjRZx1/KKAn3eDu2r5txsaBKV3l/6DcQPaylytAZuDxaFTYjU0wB/E3D1FOV8HofOhO1W0VeAIO2b2anx4azb+9dFaRGpcGToy3CLrbKwmD46cD85Pm0uls5Ryihq1xIPSaUokolmAhsFw7/FqjHhtBW+7Vg2OyESlMOPmfjtqVhP/ZOX+hqScEgh9GGS/YYnNZ+ps+Gt3k3+JUMnBPVWFIPKpzmbnJbzjZkgWmnLdvV1hVNV3hYexq+wMdpWdwYrdxzE97zxckpXGG/BLK84hIymG981U19kQFxXO08o58VWkjdRV9584i3eXNQg3t1/UUfZY7mPktqefNpciKTYCz1zdg1de2K84HCxKTtYoJl901VPnN8jTrAjySLn+5tRdSsOuBn60oUOgwfHNAsxOSIPjB6hZ10hLG5c6H69Tl9HmrNl/Et9vbPjgKs9ZMXdtQ5iuHvX8gg1irQs3+6ycFqNOYiCPjw53DTZ1Njs+WblflMlWyQnz/eV7VXcSsp2tUIMjcz7nt24VvITqOhsebtTSuYuMEhIZJv+ZCvPglFfV4fYvNvCcClmWFb3DepsD984rEs3QAaGTMX+f3pm0UhOSy0ocbrFIagMb7ll9RZTWohL54HD+5oa2ywknz/wiv6gj91ltO1Ipa4qR2nrkNF9YF7Vvzk9ufqm3/tyDfs/9ySvKnVGLzWbiqz/HuSfhfXMHs51Hq/DvzzaIzvt8Y+Zf7qE9nvwDH6/cD6nl+ux2h1tBy4ycMO66BKkUDc5jeBocQbn568R9n7C/sDtYDH1lmaJ22nkFvXMM7jf/yA9bXX/LCfhcB3Obg+W91MKDp2X7WG4fZLWzOFff9Dy6t0rUV3mDIAHHD5Brv3K+Mu4GSKnBl/sRcqM2uNc4W8dXrTr3yQo4Ch/e9O+2iNST1dw8OLICjli9u6vsDHo+9QdOVtfhv3/vxzO/7BDN6t2ZfTY1Zmp111nIrTQtPMytiUpiMLPrDJmUcqB2ItTgHKk4h/8JFh61O/g+OCer69DjyT9kz6lXc6iEUvitXG6WMAsjufyBza4tD87Gkgq88keTSUUpiorbLrmCgafP4Yp3VsqunSX1LRwUrK2mpGmqqKlv/Db24Y0/dyv6PXAHZlbG+fy/nIV7lZyw5c7rfGfCos/+ssPPNDjK162zyvezXJ8gURuSXM6B/1vLPette3ICNffa077d5Pqbq8GxOVieUDn2/dX4L8d359U/inHxK8tw6mw931HZ0eSD0zszCf8aqKx5NxsScPwANUnjuN/D0JeXKZ9P4uPhCjirOPlFFD8eCX8SufpJUccdIBwsaji/5awMcp1Knc2BHzeVugQVIcsa16yRY1tpFb4sOCArwLirlxC5zuOb9Ydgd7CSZhShQ7BapHKHuM6pIieM0Adn0aZSydmplM3fCAGnus6GP3SE/4eHMThRLU5PYHOIE2O6Y/ayvS4/KOUw8aa/uU6XWp7D4m1HccvHa0XmV6d2VIhUsygTRBOKfIV4Ao4VU+ZuVLX4KDdfVJ3N4fa+lJywnRSXneFpDFs3j5F951JtWc1gb4YI5O6yUtpkJzwTleAhqfnMNa0tqLokHzWad66Wkm+iEt/7Z6sOwOFgUVFTj3eX/YMDJ2vw2ar9vL6E64MTY/ICsWogHxyDefdffWXToMshp83gbr7l47XY+PiliAiziDo/IVIfj55IKOchsiY0xVrwO+VaGz+vj9zH5/xYpJ6J3cHKLjoo1FoIeZzjsKmErAZHUB255/bZ6gPokNwMQ89LEe1TWohyefExrD8gHfIrlf3VyVk3ETQAGtfi4QjLbjo+3rsRmqh0GAvunVeEUhlHbyXCZTQ4DcKj9m7/aGUtOqfGC9ai4pc5dbZJoOI6NmvJBH3nVxs11Usy07XAcVj4zri/qmttWLPPfbg4wDcl1VrtbiOY7CyL0opzKCqpwKie6ZJl8t7kO/e3bBaJ++cXSWa2DpNyMlYxqzDD2d3tBE1Cm8yCbRzkm4QBoZlYjTlcjfDhfFe6NTga05dz/WWsdrEjf2llLTo+8hsyW8Q0HVNnEyyj0uSD4+kCsUbgexEryLiiVwbOS4vTdIysBYjTsM/U2rDUjZbCiVSfJWv/V1LgQFmD4+5D5n7EQjOE3Efr1OBIed/bWRbRGh10tSLvUM2qKgc0RIZ9tmq/aLvSYHLbp+sxe9leyX1SWZqduEu9DzhNVE2/lTpM4Ts1wgdHbbsVEm6xSN7f4dPn8OFf0ot6KnHqbD0KD57Gr5yV5rlCuNXuwGMcQfisTg2OVqSakjBvi5IGx91yHrzzcC52zmp3OwgWlZzGQws2Y8rcjXjlj2JRf9EsUjyI1Vod+HOn9DuXasuqNDhmPH+dGpwpczfy3o/wu1ajwdHi16j31vdqXBuNqz23C0xUXLjBHHU2hyipqLM9KvkOegvf1yAI0Sq5yubHEGxXGz0iDB0G5DtBufBxAC5nMb3rGHHNJzUi/x7pm97TaEaQ9GFR0OAYhdpMxu46qM8F5glAv6+Bkg+OMPePFKJMvgo9ppKvhxlc3FWs6XKiFHrsjLDTwqmz9bjt03W8bdz7LRNomWwymp6CvSfxxpLdqjQPqtAxIOZzBAgtAg637Ll6u9s2uff4Waze22DSfm/5XlFV46MjRMd8uUZ+RXJJE5UK3zQzmuEZN9+OlLmcZcWZyIUBBWpQpcFpFDFMEe4k4Ap0f6vMEF1vc/CWTrE5WNf4E2HyZFQNZKIyAa1JqeQznPK3hzEMnlWI2nAipVqVv7b8vuq6BpWlvA+O8rm5nWmNld+ZVNRYedEaTvYeP4uqWqtkx+twsIiRmDEaidqQeD2RZVpVxk6UBBwlPwEn7yz9hxeVo9RfCm9LaZkDI2gWKd8FSS1h4AmnztZLahLnryvBm3/uwQOXdpE9lisUjvtoDQCgfXKsqJwz8lALaoTIzYcqwLKsq2+ZubApKkZLVB530D6nwkTlDndrWwlRs1SDFFrWiFLLvfOKcFXvDNn90iYqMXqeoZpcWFKZxc2Ee7/z1h1Ct1YJbo+pF2hwbHaHq9+PIg1OcKL1o5dP+8//zTAMPuZEOMghXLlZCadt3+EQdyHOaAy9g9pnq/djV1mD86EwQuvZX3bwojW41FqlV1K2Ocw3UalNta7nmQht9WpREnDUUHjwNM9vS80in04K9p7ElLkbcfxMHX7aXIpfthyVOVIfUQrvc/76QzigsEK5Vs5JmLvsDhYzFm5FWVUtnvhxu8RRDUgJIVIJ9rjhuGpR0yqqam2yfmZaBBxuO6hVYaJyh9bPQCrRnzvHf8C8QV7pW5CaPAi1fIA6HyIhWtYW81aQmVBjdU6Ff99Pm0txkhMIYHOwrn4uwg8EHNLgmIDW4UiuAQs7VbXjnFQmTTlYFjhw4ixGv/030hOjefucXvV6M+9+taYEX60pwYEXR4sGF+eCcFLY7NLzNQfLIlwizNRI1JqoPB0YtOChfCPi9SXy64UJ25xzkcLTZ+tdpgojcdcJGhlCLGXi5TkcKxz76A/bcEXPDMRHN3WZCTFi84we1Jog5q0rwWXd03iO0ADwtQ6tEdAwEdJqghQW16pZkTI7qhH8zRrj620OWa2wVD8q5U+mJzpSywTJ3VIcRiE0daqt4ZOctcbsDtYlGGpNaGoGvq9BEKLVRCXX2IUhwGpn8loWOHOwLP7YXoaz9XaRU9rqvSfxTv4eQ5a8VxPt48TuYCVzxtgdrKrZnieojTbzonxjulDnhAEj2xa3HZHIeGwAShFiRiM1Iz/KmZFLOcxyuWr2SlRxIk3iooyZH6r9umrq7Hj1f8Xo9/yf7gur4Fy9XTJKTYmXFvOXaNA695HqGtUM9mZpcJTM+WrMv4C0z6M71AruNfU2fODGod6TleaV0NPvW+2sS6NIAk6QorXLlsuGWm/nf3xq13vRKuAomQleW7LbkCXvj0ksJiqH1e6Q1JDYWVZ3Lhm1yAlQwst6VYPjRSFA7vGataaMN7XYUgNWFSf3x+ka5bTyB0/W8LQnhiVBVHmadQdO4ZOVBwwb7M9Z7Xjgm80enUNrVaTq/uWag9hRWiXewTvOnO9eyZyv1pdRj4ZFjVmRAX95Gzn0ODmrQa2Ax8XucLjGC38wUfm+BkGIWkHEHUINjtqBTsrXQA4Hy8/3IYXWpQWEVNZYsUvFh+rE5pBe/fpMrQ3vL5cOpTYK+cU2tYeCGkWYBfh0Yn/Tr+PM8SGFWfcbxjCmLKQohdSApXWtHK6Ao+U7Mwotkxe35zKg/lrlDrnicgk83R3nKYoaHJW+jO76TynUuBEwDCObePTJH7e52q4RGnYp9EzibA7S4AQ/BnXYQs2J2ol8nc2hWm3JsqzbUGM9kjyX3s/8T5OJw2ZnJQUNPREqWpHrLHyUTR5Ag2lieNdUr1zL7LBwIRYLo5ip2UikBqynfnYflcjl0OmmhTXV5CDyZyrOibNEa0d9e+mU0ky3JsYsDc6I11bImunU9ns1OrSbajWiPxRJp0P4vOAg3s7fA8BEAUfHeW32pizukVILj3kZEnBMwKj+Wuj0pUUzVKtSvWpzmC/gAMDmwxoEHIfD8HBkIQ+PzELrpBjRdrkZnbdyUUjhLaGDAcPzSfEGYQyjqV17ou0xoh1PX7DF9ffGktMen8+XHNdgNpZDy2fKMIwu37W5a0uwaFOp9gNVYHOweOvPPZL7Pl99QNU5pDQ4Czcexgcr5LXNavJX1dsdmCexcKcT5yr2ZpmotORXcuJvGhyKojIBPenspRBqcLScVa36+fK3/kZCtHIz0JJXxwhKK85hV9kZU6/BMNJCi5xN3pcaHG9de+3+k7jinZXeuVgjYY0aHLVDbUSYRbfJ1Ih2zNUsGh0y722MEHC0CP42u/aoLUBf6L0WqmTMlFJLTUgh5YMz7Vtl3yY1Ghx378eZ9NSsyaAe30u7w4E6P/LBIQHHBIzyKRB25FqasRZbfZXC6sOAelv0NX1b44eiI6qvK4fWtXz0IvU85RwGvW268cW19ebp8QSLhdHkRB3lkYDjxdC3AGCHBr84ObS0GKtdevVyX+NpEIU7B2kpVuxWlylYiejGxSyNCAKRQk+3w81k7A8aHK/UYPbs2Wjfvj2io6MxcOBArFu3TrH8ggULkJWVhejoaPTs2RO//fYbbz/LsnjiiSfQqlUrxMTEIDc3F3v2SKsZfYGnAk58Y/ipUEX46v+KVZ/DSAdItarKW3LaGXZNs2EgLTisPyBtdvBlv+xD2cp0whhtPjiepH/fcrjSdNNnILG7XD4XlVq0tE2bw+FTU68cWzSYz6XQYn53ItfPaCGmUYNjlg+OHmz2EFuL6ptvvsG0adPw5JNPYuPGjejduzfy8vJw7Jj0YmyrV6/GuHHjMGnSJBQVFWHMmDEYM2YMtm1rWgTv5Zdfxttvv405c+Zg7dq1aNasGfLy8lBb613/ATk8NVE5s32u+oefWK2opEL1OfR49suhNnGgUri5Ey9GPLtFS1/ry47ZHwcFtXCXFJDCwgBhGvL8+EOnSTShJQrNZpeOjvQ1h08buySIt3CaqLyZssIddgfHyTgUNDivv/46Jk+ejIkTJ6J79+6YM2cOYmNj8cknn0iWf+uttzBy5EhMnz4d3bp1w7PPPosLLrgA7777LoCGzv7NN9/EY489hquvvhq9evXCF198gdLSUixatMjs21GFpxocI7oAPZ79cqhV7asRcPyh0QONPjgayvvWROWzS3vMvHXKkW8WC6MpF05EuB9JyISmtmm1OwK6Lfsb+buO4UR1nci03LaFeI00b2F1OJqcjP1gMmJqDerr61FYWIjc3NymC1osyM3NRUFBgeQxBQUFvPIAkJeX5yq/f/9+lJWV8cokJiZi4MCBsuesq6tDVVUV75+ZaM1kLKTajU+MGrZIhGUP6thC17nU+jyomYn7g+OZEy0yiy8nSf446zWKBhMVaXBCAan8VrcNbu+bygQB/xyrRr/n/sR+gTN0h+RmuLZva5/Uye5gUe9Ha1GZWoMTJ07AbrcjLS2Ntz0tLQ1lZWWSx5SVlSmWd/5fyzlnzZqFxMRE17/MzExd96MWT+eYRqy/8+Lvu0TbnCpNrag1UYWpEOzUaHnUYIwjt/rn7FMfHB9e22waNDgafHD8oNMUcu8I+VXIiSbqbQ7RpCLCD3KlBDp3f80PyogIY7zyneR2SxNts9pZ1DWOF1ERvv9WfV8DLzBz5kxUVla6/h06JJ9bwAj8yc+Ei97Zr1oTlZqJuFEfnhphSgkGjCZ1uS+1KIHsg+OOMI2J/owSkI1k2qXn+boKAYHNwWLtfr5fYbgfCqyBTrjF4hVT7h3DOoq27Txa5UrxER9tzGK0nmBq60pOTkZYWBjKy8t528vLy5Geni55THp6umJ55/+1nDMqKgoJCQm8f2aiZUYqhVmdeJRODY56E5X7+zZKwJELLW7XMhZz/2+gKtW3FsHB20LGpCEdXH8Hs99CGBPYGpzkuEivXKdfu+ZeuY7ZnKjmZ0+O8NfZYADTMGkw9zuJDLO4/Rbj3eRX8wamPoXIyEhkZ2cjPz/ftc3hcCA/Px85OTmSx+Tk5PDKA8CSJUtc5Tt06ID09HRemaqqKqxdu1b2nN7GUx+ci7okG1QTPloEJ+5KycIEac1jI/DS2J6iY9QMVEY5Gctdata1PTG4s/vnxzDaBAezhIwBHaT9om4e1BRyH8waHDvLBrSA4+lkRi3eXHDVmxitwZkQQKkqTIPh97PPX9MDj43upvpwNWbDiDD3mteEYNfgAMC0adPw0Ucf4fPPP8fOnTtx11134ezZs5g4cSIA4NZbb8XMmTNd5e+77z4sXrwYr732Gnbt2oWnnnoKGzZswNSpUwE0CA/3338/nnvuOfz000/YunUrbr31VmRkZGDMmDFm344qPO2LZl3by5iKCIjWYBPtlBqHjinNAIhNVM2iwnF9ttiPKSUuyu15DdPgyAiRWtL+a9PgqC6qiczmsVj20MW4VdAxc9tQMGtwrDaHJiEhIcb3s0IunppK1eLuEV3dJ8Mr9TCacIN9cJ6+ugd2PjPS0HNyyWwhXt7F32DAF7wv656O1IRo1cer8dXM6ZTsdrIa9BocALjxxhvx6quv4oknnkCfPn2wadMmLF682OUkXFJSgqNHm1KeDx48GHPnzsWHH36I3r1747vvvsOiRYvQo0cPV5n//Oc/uOeee3D77bejf//+qK6uxuLFixEdrf4lmomWQVbK2z0l3r2goIeocG0mqohGNacwk7FFYgXo/xvSQZXmyqgF2AZ3aun6u2taPK9uavGHMPEwS0PUQ7JAOOTmUgqUKKqerRM1H2N1aNPgNI/1jklILWFecpJ11wQiwix4IDfwfIEiTDClxETqM8WrQfidGkXzWOO0HQzDICu9qU+Mjw7X5OcWq+L5DT0vWfGckWEW3UEtRuIVfe/UqVNx8OBB1NXVYe3atRg4cKBr3/Lly/HZZ5/xyl9//fUoLi5GXV0dtm3bhlGjRvH2MwyDZ555BmVlZaitrcWff/6J887zn49byyDbvJn3Omwt5iHuLEBoogqzMCJhRq1QZoSJ6v7cLriyd9OMtUNyM07dGv6v6hWYnOgvIzEai6ZciDk3Z8uWcYbWCwd5Xv1VXPqiLslYcKcxJto7hnV0ayZ1avecPHVld55ZUy02uzYNjpGzwkdGZakq9+6/+iIjUXry5C0NjrsmwCAwcwQZrcExG7Nq2yczCS0MGgusNgeu7JWB/xvSAQ9ddh6iI8I0fWNqBJMWzSIVtfH+oL0BQiSKyttosZdrkaw9RavzsrPzEZqopPr0cQPbqjqnEcqIq3pn4MJGP5u2LWJ5Mw6n4OXuOgzDaNLgPP7jdq3VhINt6LhG9pB2fgeaBDKh3ZvbhtRocKZdeh7aqUjwpUbADGMYt+vb3DGUH0HRIPQqn1dqv9Xu0PQNaMl67I62LZq5L4SGzrxfe2lfKU99cGZcnqXOb0RFY/VmX2IUek3W3vJ9EuKpf6UcFoYxLGT+dE09LBYGj13RHVMvaUhhoKVtJMa41ya1iI3kCaf3CVIlkIATxGj59oz+UId0Tka7ltIDnRYTFcNwNThiExWXcQPaqnYoM2JhuIgwC5LjorD5icvw57RhPJW0Fu0ZV3CIMUGdqkYwuap3g4lSOHBr9cFhVEYjqdGyhFkYt+vbCKM01HT8z48RO6Zb7aymd2bk56JW4I8Is8gKb55+v3cM7ajq2bFuJBwWwOU9Wqm+rq8EBCF6B3XugG2U5kMNcrVlGGBEVqrb4zsmSwvVDON+8nFh55aK+52cOlsv2qbFmTtJhRk4KTaS1y/lnc+fxMVGkoATtHDV1u/+q69iWaNnXVHhFgzvKv2haXEyBjg+OAITlbjKTS093s0AWm/AwnDOjiAxNgKR4RaeBsdZN7faBPAFkA9ukTcj6cWdYDLz8ixXFJWwHXAHfTWCkoURCx1SNItyL8hZVGhwhItesiqioaTMETaHQ5OZwsiBWa25NNwi/zw80SgxjHrB1F0TcLAsMlvESkY3SuEt05o79IYzMwyw8fFLse6REaZMTpSuK0VUuAUf39Yfzdz4r/RsI+enxrjNU+ZwqDO9n66REHA0fDdJajQ4zSKRkRiN4V1TcGXvDJHGxkw/KC2QgGMGnLbUzo0a3EiVe8P5GNmZqVYnY5cGR8LJmAu38/180gDFc1adU784nxxCtTZ3oNIWRdX0d5wJKlV3fjvncZyjhe+MextqREIGjCqH17gofufVSsK3JMzCuBVEhRFzNgfrVhMhNVu3adTg6DUR9JIYWNQKOBFhFtlcUJ4EBTrvRG7sGdk4K76iVyvV5lSlaJm3burj+luq2/GFUkfv6vAMGLRoFonUhGiDspqrvK7MxZzCiTtNiZwQY2EgWlNKiINl8dOUIW7rmBIvbgN9MpNUPyc1Jqqk2AgwDINPJw7AO+P6iiYp3hQ6lSABxwS4HbadM8h9NWmgqKya2evFXVNUXzvMwsh23EoqeaFTKQMlHxx5AeeCts0VozmOn6nj/eaqddWmvBcOlFwhUe1HLFxs053mSQ/uNC/cusYKrs+NolLj4Mww6mblcQINTmxkGD65rR9vW0Nnq6zBEc7Q7A7WrQOmlDBvtbOqZ5fPX9ND8yDct20SPpvYH1/9n/jb0yJYyQl8nkxQrunbRrEej47uhnmTB+HV63u7bwONu6NkBtBbc9rh6j5NEZvnZ4gFPjOjXuQetRGJ/rwp4MhpaJyvx51PkVzfzDDuxwIHy6Jnm0TcnyvdT751Ux+MyErFO+P6iPY1iwrHjqfVhc8nqYjoErYVoSbOHyKoABJwTIE70Ng5qzRKLXappnO3a0iEYrHIr0OitDbINYJwda7qXBxF5aYOCrdULxg4R/dq8hvo3ioBl3YXr28iRHh/3E7SWWdGTbyDyRocd6+Na5oQCh568uCoMXU0EwpSDCN6VhYLA5sbAUcoTNkcLK/OUnlZpFIEWO0OVULC7/ddhPED22kSSgAgOjwMF3dNRUJ0hOj5qDXZWu0O1Nuk12PTY2Lu3ioBb9zYG8+OOR+AglYg3IKcTi0RHRHmVoPj3C83gDq/mcX3X4QPbsnmZUa+PrtB0Jqe11X9TWhELhycq/HQMpHzlYUtPVE6D45z/UB3aTBkBRwwyOCce8rwTqIyzn5Aqj+4qEsyru7TGh/f1h+dU+PFBSCelAgdg53ocRAWfgdkogpiuN8y11lTagBSMyhpyYMSrqjBkW90UgOHUyoXqudFJipB96sURSZ0gOYKK2rzNQjVvFzTjNR9pEqEsDPg11tPiLM73L03bl2bCZzyuPvUanDUPDvhfVoY8WARxjDISFJOaGaxAE9fdb7rt12Qz+bNG/uIjpHyt7h7eCdVZh6nOU+rDw53Vsw99p5LOqt2jLc7WHkTlY6RtkWzSFzTt43LEVPulvhtQPmczjYi9407z5SVnoC889PRlvMdvji2F/IfHIbbBrfnTTiMRM6ZONzNt+sP9GydiIgwBtf0bS2bLsDZl+g2UVmAJ6/sjuS4SDw2uhuqa22iMs6JrlR/oCZ3jZCrZJJDyk2QWyo4cwvN49F+smacf9QiyJAzUUnN1NQMSlpCqy2MfAptJROVVN8S7tLgqDdRAcqD0McT+vN+cz+m2MgwVSH2wjLc2aHU4cseuhhXSHTc3HoLBQwjcB+qzrm+SPBo2tm6ufvsqQwYVc9OODuzMIxoYAmzMHhpbC9FH5UwC4MJnPW+bHa+D45UW+d2ggnR4dj5zEhkpSeocjRV6zwuPo47gDZtn3hhB8V2Gh8d7vpezkuP52keZ1zelD9Hj9Oz8D2pidDyVIMjvMaN/TJx2+D2+O+t/RBmYdApJQ4Mw2D2vy4wJcRXbuA3ItGfKm2tB7RKjMb2p0fi9Rt6yy6t4uzH3EWFKWlwuqTFY/2jufi/izriisY8X9yEfU7BRqpf0bPkhZywJXeuM3ViocuJ8D2SBieI4UXAuImKDlPRMLVocJRm+0oCjtTsKUzGB2ekICRQqDJV6vM7p8Zh4oXtXb8jOcnJ4qLCFWfEvdok4nKJnDLcgUBqYG0WFS4SYBiG4T1XvWv9XNeo3gcaoqK4aNLgCE1HFuCHuwfj4q4p+EQgFEqhduBPkHAgFL57C8Mgs0UsPrtN/rrC92RnWbf+MdxO8Llrero6QTVCgvO9ap3lc4V9bjuNCrcoTy5YoOiJS7Hx8UuREB0Bq63pYG6+IV0CjuAQuQGaV85NW3Lulhdw+NcID7PgqavOR64Kk7ARyGkFuBocLf0c927MVvw4/RoZhsHAji1x98Vi85Gzb3XrgyOz33kPzvfUv30L/DltKBbePdhVxjlZlnpOenyZuC4LfdsmIczC4JKsVNlz9choWKRajSXCX5yM/SNYPcjgvutOqcpRVGoaptZFIeUGAe5q4i2aRfLyJQiPYdD00Qp9gCZf1EGxDloGIZ4GJyqc96G0SozG0cpaAMCK6RejbYtYSQEmQoWaWyqPiBFrPD02uhu+KzwMQDzz0WaiEvrgMOjbtjk+m6gcleZE7SNPiuGrmaUSjLlegcI5hQKh3eFw+965h3D/1uLHojVRJLc9OTgvPDLcglqr/HVZNOTycKYE4WpwuMKoPgFHnQbHIiOcSaFVg+Nt5DQb3EmXFl9DLu5u7by0OOwur9Z1bkDc1sdmt8F7y/fytjVpcJQFHLmoMal+TehL45ws2yU+Aj0anKiwpj6nZbMobH3qMsREhOH7jUckyz83pid+KDqMG/uL1yEUfsPkZBzEWHiDdAx+uWcI/v7PcMmy6nJgaNDgQF6DEqUQTi2aVTLgOb05GT+wrehjEvnguOlNuTNW7t/NIsN4HfHdwzu7/m7XspmsMybXSVVOAyR8hAwDXHtBg2O1nNpZDdx3LezE3TsZN/0t0uBorIeUFkDKLi+MkLBYxIOis022bykvnAs7tAYnY+Vacx8Ht6wWIcFdwjshXA0Bd2AItyjnnxF+c1wfHK5Dutq6c8PxxRocabht2W2iP9bp5CpvAvElchFCXIFASxJQLekCPL13YZ8i1c5Vm6hk3497HAomKrUJE7nfLfe7t9odiI0MB6OQUTklPgqPju4u6cRssTA8/yQyUQUxwg+gR+tEZMqk0VcTJq5Ng8PKmlu4Ao5wgJLqL4Qr5w5o3wJPXNldXFCDD44QboRWbGQ4rzOyq+zwuPfSpOp1f9xzY3rgzRv74KNb+rkvrOLaQl8Sd4Ipt5MWqnS1mmKkiksKOAITFQOxU7qz/WQkxeDbO3IwpLN4XSph/ex2VpOWgNtENAk4mjU4TffGPdZdgj3hN9etVVOnHqdRgxMfHc4TotW+W01Oxo3/N1qDw82d4wlqlmTQrcGRuDk5Z2A9CN+x1CTKKRS4dTLW8X6c0bfjG5fDkepX1CZMHDeg4RwtmkWKBBwncu3TXVPnTkj9xcmYTFQmoG2pBvcNQZMGh5VPuMZt0OLFHcXHZDbnC2XDs1IlozSEtdPiz3LO2iTgNNi5m/YN6dIQNiqVjI4LLxJD5bUZNAhUYyRWc9cCtzMQCo3u+mueA6ylIZOp0xSidUCSKi71rhKFGhxG7JvF7cAHdGiB81snYOU/J/hlhCYqFZmM+e1JpwZHo4SjNH9QGhSEGpMXru2JVvn/YPygtnwTlYoXldOxJa+caACRG1A41XN72848OLJOrPowau0ld1l6AfeJ7rQwd/IgXPzqcgCem+eUTIqdU+NQcqoGL1/XG4D7+5QTcJTa0WcTB2BX2Rn0at2Qu0iqX1G7ptejo7shOS4KeT3SeN+dmmVL3H2n3OcUqTGprFn4h5gVZGiZfavxP9CkwXHId2ZKocdSdRYOhnLfkPhc7uvp5Fw9P78I99D0xGgUPpaL5dMvVjwH98NzRdsI66iiLgN1mKq41xZq49z74PB/c5PRGaHBkcp7JMpSyjCIDBNojwQVk0oeJxJwJBL9PXRZU8LHt27qwxuwfaHBEe9rum5yXBQv7F14ndT4aDw7pgey0hMQx3FYl/KHAPgrlbPgCwrCKqkzUSnjFMjkM+V6x0Ql51yqRlNtcxeRwYGR+dtJe5k1n/QgfKTcdnP70I7Y9lQeshvzCrnzPZEPE5d/PtERYeiTmeQqI+lkrNJEFR0RhvtyuyArPYG3nRt8INdU3Am73Fvzl1XiScAxAS2zHqPz4DhYeV+I5pxF1ISZc6UiO4QaALnBQlg7LblBemcm8a/LHfgYBi3jotwuMcGdvajuyCXK6VmPinuvwlmUu9cmFZ7dtE9bPaTaXLSUBidGrMERmagE57JKSNjOMncM64jmsRG46+JOouPuHMaPNuEN8go+ODf1z0Tn1DjRNQF1gioXpYkt97of3ZrNC3tXenfc9bxqrdIJAG8Z1J73O4wn3Lk3DwvLudNcOXfLDZR65Ruth8mtdSanLePWS7jAa7PIMF2TDiGe+oMI2yf3vTDgfz/ChJ1C5DQtWvrMwZ3EJmNPBQpuTig5nyV3YxX3+/aXle1JwDEBLQ7tQsk7OU6clE6bgCM/OMZEhuGv6cPx93+Gu3eckzBdyDVaYfXcOhlzdp+XFo9FUy7EmpkjGi/LSJZTgi8YqKujFGpW0eVy+9COIifjmyQiDORQcvTWrMGR2CaVqVc4w7QwYh8cYfs9K5H/wvnMZ17eDYWPXYpWiTEiIYuXx0XQLrnjnbBd3Tmsk+xAoOVbAJQdTLmXFeV2UhCluH4WTg2k0F+NezqWVW6jsmHiBmq29A43XdKkBU05hM7yTtRoGIROxp1S4+QHbncqHDRoDbukxuGVRvORFm4e1Nb1t+g7VRBW5e7fiZyJSsu7zu2Wik8n9scTVzT5Q+pdtNSJmvWn3FUxTGHS4itIwDEBLYOTUCvy/V05ojIaNLcAWKQpLLjXtmUsMlvE4oFL+Wm6JU0cMs6n7pAr96lMXpU+mUlIb/SzYXQM8uE6NB+efH7npcVh/aO5orw34RYLXhzbS/FYrvOjsE/i5/PRVicpDY6U5ksoOAhnoID4uUtlVeX5lDTWWyiTcOvEghXMfMXHA8CCO3MUzQtaTVRWzscjdqxv+t26MXNzclyDkNuvnTrNwcnGVAtfTxrE2y6VW6jpb1Wn5iEVBcjb7063pVOFk5WegE8nSn+3DNPgrMolViZhpqwGh9MObAqaQiXkSlzdpzWWTBsmqw1U4q6LmxxmFTU4govrFXC0TIoZhsHwrqm8bONqTVRyZHGc6NVoFCX38yYt/iFa+Ectggy9PjgZidFoJxGaq6VPd7Dq1nQZ2aMVz09AOg+OcEE1Ge2I4LdUsZbNIjG8cWFNpafDF3AUCnKvp0KDYzQp8VFijYVCJ7PkgaF4/IrumDy0o2ub0iCo1bnTWZq7oKuUal7oA2BhGPHSF4IHL5XBVOpelZ49y/LfLfdvbrvq375FY3npVu/uW7ihXxveb26SSqlFBP+cNhSLplyIlMblPL6/azDuurgT3h7X182VGihrzNPUtmUs7hjW9G75j4IVCDjqTFT8M3jmgNtGRTZsOYZ3TcV5EpqchOgI5AmSfv7fkA4AGhyrF99/kWu7nCZGyUQFyPc5PAWOwd98h+RmitpUpXbuLiO6nA+OniU/eLmkdC5r/+WkAXjosvMwumdTpne5mrjPc+V/GhyKojIBbRoc7ixXGi2RI47GKKoxfTKwaFMpgIaFCqXWWuIuHGdhGCREh6OKM1uXy4+ipX4L7x6MBRsO4w7OwK4Eo+MjURo8XHUUPF0z5KBMhUGkS1o8uqTFY/66Etc24e11TY9H66QYtIzTZioDmu6Hu6CrVGSEOHpOYnV2wcNpJ5HiQKpDVhpoWFagteG+Zy0vQ6GtdU2Lx4zLu+HbDYdd2+qsTQJOYkwETlTX844R5vRo17IZHh7J18wpwY0ClLs/kYlK+A5UXMf9WlTy++4c1gljL2gjX0AF947ogqlzi3BN39b4oaghEVxSbIToOxp6Xgr+/s9wpCdG87SFar5loYlK+Ny8wQe3ZGNA+xY8wVhNmLgTOR8kJ9zM7Vz0ZFLn1kttFJWQi7qk4KIu/AmxvAZH+Vwk4IQI2sLE+R2hFFp9cAD+YNOtVYJkWf4sCPhhyoUY8doK1zaRgKPDv6VTShxmXdtTudKydVIr4HCOsTiPFRQyLgJVdL9z/28gjlfXuQbL98dfgP98v0VSC8DtyIT3FxFmwYrpF+vSQjkHV257koroEM6ILQwjqoews703twusdgcYhsFnqw80lhHXQandCxNQci/ZRiZHlBRKEYUWCyOqAzfPUnpiNPYeP6v6WkpckpWKpbuO4cLOLaXrwgA9Widg25EqXJfdBusPnObt46JOgyM4RrBNqXnPuFy9wAYAZyRMklf0ysAFbZsjPSGaI+CIBfGIMAYp8eL3KauJ4WyWyoPj7YFyRFYqwsMsOFZV69omel8K4fvuTFRGOBk31Ysr4Jj/nLSEifuLkzEJOCagRRpXU1RLmLhTm6LmexHakjulxPF+h1kaFu502sbVeurrMTN5QpgObYCRmV0HCxLhXd6zFfLOT5dsB+7qqlfV7DwVV1iRcjJWs9CjUMBKiI7A01f3wI+bjuCz1Q3bpOquJJilxkfJ7h97QRvsKT+DnE7SwgIXJVONhRELjdyZ+HNjeuLm/67lmZL08saNfbCo6Ijs6tsMw2DBHYOx/8RZdGsVj8KDXAFHue2lxkeJZtVCLanwKchNMqTWbtOLcIX55hImP9k1p1T4ZIg0OJDPrcRb2NXtmdXjfDf8sH55DY7wsbtb1Vvu3Xu6aKuRPi9SmYoBbWHipMEJYrQI49V10mGmXLSGiQPqJGg1Dr1R4RbYGiNF5BptQox8M9KqjdClvVBhovI2ckJuuIp1s4yiTXP3mhGpOqjpm6TagtRxH9ySjZ1Hq3BRl2RUnrPKnuvR0fwM2XJNXulTCJPS4HBMSB2Sm2HVjEvkT6CBxJgIXlg5IP7uYyLD0F1igULhQMH9vf7RXJc/EBf3PYB0iffGX+D2SCHx0eE4U2tD3vnKC3GmxUeLhAu5SZCsoMI5Q2JsBM9E3nCc+4HbyM/IeS5eniYFHxyh4Ml1BYiJCOOZMIXH8rbrEXA4hxiZd6Zzahy+mjQQN3+8FgDQv31zXpZiOShMPETQom5UldJaY6I/ALg/9zykxkfhgdzzZMsqOdI5Ox5e9mNBmbdu6oOcji3x0GVdZa8h1bEpPR49nZVU9JE47Nfz6xiBUgSGJ3DPtfDuwfhy0gCkK0TTKdVBTb2kZnNDz0sRHZ93fjruzz0PjIQpTA9KnwLDMKJ2zNXg+BLuAKakpJMSbgCIblxkgZV5MHqe+bzJg3Db4Pau7LxCHh3VDZ1T4/BgnrhviZARSJRm9F9OGoBebRLxwc3iJVNko8Q13lanFHWJ/6RWrRdei5dhWnA8V4Ml5dgt9xz8zUQ1pEuTVnpkj1YY3jVVU31IgxPEqJ2ZPzqqm6qFHvVocDKSYrD2kRGKHRxf8yFdpiGSqmHmLWy0V/dpjav7KC914A1BQkpQu6FfG3z41z7kdHRv9vAmSs6mnsB9lxe0bQ4A+HGT9KrAcse5tulU+l+SlYovJw3AeWnSKm4ttytnilL6FsIY8bfnTQFH6fYUJxMqnou7PoDrmD5+YFt8vbZE9yKyPVonokfjsgBSTB7akRcNyEVWc6nggyPl6Ao4nYxVaHBUtNd5kwfh921l+GDFXpRW1rotL5fSQLhP2Ey593ll7wy8vmS34FhgzcwRGDQrn79dlwaHK+CYp6tQG+RCJqoQQU1j7ZoWL+ok5Dt1+fN0a5WAnUerms4hWFBQCe5eZ9nYyDDU1Ntds3GuBke1D45MNIkaPDdRNfy/c2o8Nj9xGeIbV37WuoaREp6cyZNsxUpIner8DPlBypQ6MIzkQNV0LQMupuRkzDAiYaFOJtOwGSjdntJaVGoGaKU2l9stlRf59fgV3TGgQwsMO899ughPUftK9ZpQ1IzbauqQmhCNCYPb4+u1B4FKFRfmnFN4fiVti3Dplmv7tsbCoqaJhsXCuHJ+qT2nHDwTlYl5Z9ROsPVEwJoNmahMQM271ZLXQqmBCS+lRdsjlXzsz2nD8PoNvfF/F3UAwA811jNASR0jF9WlF569nPMjMTbCJWxKRaH4Aj0O0WqQOlXn1Dhc2LmlS0g9P0P83J3v5/lrehhWFzm03K6sD47CMQ1RVPyLPHCpvInWm/Cj57QfL07013SS/07oj5acDOjREWG4uk9rzZm5zUTeB8fdccYuHirF/bldRNt4EX/Ca/MUOPwXwxXkwhhGIkeYjIlKx0gszKJuFnaVSlBuf+Yvif5Ig2MCctkq9aJF+TCwo3q1tJSTcUZSDK7l5MzgaXB0NFqpfm1Mn9aoPGeVzBbruQ+Of8wc5DCrrnJagK8mDYTVzsLuYCXbpbM61/Ztg0d/2OY8mSkYocFR0sRZGH57e3lsL1zfT/3SGZ6ipIlREmy1Ppb7c7vgnaX/aDvIx+id0ZtoeXHRRSJqiNdWFZzChc2RK5BZGEY04ZSb1HhqotIbfakGtZNmf/TB8Q8xK8i4tm8b9GydKFpsUC9qG9hTV3bHPZeIZyNyqHF45WlwVLYWft8gPrHFwmDihR3Qs43YhKLH/8Nd7gmpMj5zMjbJRCV3LoZpWGsqJjJMptNhGuvl/hqeWvk0aXBktrtLmcBt0609yN5rNLz3rifRH+eJ3DdC/TduNmq/VzWLbQphWaXj9H08vdskqaqD2qU1lBYaZhj3S2xIHacWbr0iTBQomqvUBJoV1eUJJOCYQExkGH6+Z4higi0tg4WSgMPdc9uFHSSTu8mhJkw8gbMImzfUjnr6rU4pcbjr4k54dFQ32TLT/MRUwb09Q8PEdZ6qKSyW0zEbUB0ptNyvnKZGKfyUAcMTHgx0u/IYpcmEmsfy6KiGMPr/G9KhISLNyMp5AbUzeqHwpi7dhfqn8fiV3TFleCe8NLYp+aik2M8zUcmfX6zB4WsxhH23nKZGj8aD7+9jfN/8xo29ce0FrXFdtros2BbBvfsDZKLyI+QzGZtzPUaFBqdlsybbvjcard4ruEuvnxwXxXP489UQoUao1HVenfdjkRBw5NCzaCEXI+528tCO+OCvfarKerp+k1YUnYwVVqBWw8ge6dj0xKWuVZ/9RXZTeyvyfQd/+/25XfBW/h4ADfcot74bI/O3OxKiIzA9r6GvyGzesPDw9tIqUTkFCxUPJR8ci4QPjpymRo9GyuxMxtf0bYNr+qpf4kP38ismQhqcAEBuNvv6DdJ5KtSiFLrqhBt+6hUBx8xL+ME3x19F28Dz6rw353tX82p7tE7Eh7dk45d7hnh0LTVc2l06A29yXBQ6yuQ0EZ7eXzU4Ih8clQ0zKTbS733M5GCgL7+SmQPl4M7JyGwR69ZEpVQDJQ2OhRH33XK3o+cuuecyM0xcLf4YJu77p0K4iJJIrQ/Id9TXXtDGo/BnNYtUcldgllsJ10jM7MD5joOmXUYR8zQ4+pBKTa/0Di47P10xR4oSWm5XKrLFdR5dVzcfpXop+XToaQb++gxkkfURkz+EZVlV34inn5F0Nm/32m1ArEnjmtQYhhH13fIJGd3VUowwJN3X8DIZ+0F9AIBhjUwQEiBUVVUhMTERlZWVSEgwMGR563dA/jOKRUpO1QBokLhbNeZDkNp2pOIc7A7WZdd0SNip2raIxdGqWlgbk5m11bBoIQDU2hyuReVaJcZIqjkrzllR1ZhiP7NFrKqO9Wy9HSer63TV6fQ5K840Xk/rse44ebYeZ+saUsG3iItCnMS6Mc53oQT3PWmF+8zbtIjVNMNQqlvr5rGyWV+VzhMbFY7kZpG87Snx0YiREbY9xXWNhGjEuIk25NaT2xaOVtaK1i0CGsKjU+OjvHIfUnC/FWHbPVNnw+mzDSuZJ8ZEuExNAFBVa0NFTb3kcXKUnD7nGi2N/k60cKrGiurapiU4hHVxvov4mAicqbWKJIJWSTEiB1lXfxhuQUxEmOuZcrFYGLRpXBurrKoW9Tr7QACosdpx4gy/v2IBHGqsR2JsJBKj+d4czjo2bxaJeE4Ag83BorTiHACgRbNIRIaHoazynGt/RlIMwi2M6FsWnkcN9XbWdW6p5+ht6uwOlDcmUWzdPKZB+9bzemDE44ZeR8v4TQKOkQLOhk+BX+437nwEQRAEEahkTwSufNPQU2oZv8nJ2EiyRgNpygnTrnlvFYCGdUreGXcBb9t56fF46dpeomPGf7wGNRKLcv5w94W4d/5GHDp1zvVbC9tKK/H4oobcJ+/+qy9aJ8nPfliwqn0F/v7nOF7/325ddfqi4AB+aHQE1nqsO2Yv/wd/7igHAEy9pDNGZIkXE3S+CyW4704r3Gf+7R05mmznSnX7YtIAxEeJV3d2d56LzkvGtNyuvO1PXNkdfTObq66XFpzXePKq7ujTRvka3Hpy28K98zbi0OlzovK92iTh6avOdx337Jge6KEim7NRzFtfgm/XHwIgbruLtx/FBysanKP/NbAtrs9uys/z05ZSfLpyv+Rxclz/wWrY7KymY8zgo7/34retZa7fwro438WYvq2xaNMRkQZn9vgLkJEYI3lMu5axuLBzMuauLRFdNzE2Ep/d1h8A8OCCTdh3/Kzk9dXy584ytIyL4rV7Zz1uGdSOlxuMu2/y0I4Y1aNpRfnTNfX492frAQBTLumM3Kw0OFgWY99fDQD45o5BiAwLE33L/zekA0b3ytBU5yMVNZg6twgA8MGt/ZAaJ7OOmZfYfewMHv5uCwDgy0kDGxYebZbs5ihzIQHHSOJSG/4pUMQeAwBUhTUDMvvztkVGt3Bt4zJ4WHO88kex+GSZ/bEzrAZ72GrXby3U2E6hiG1Qzda36gckyy9Ip0X5WXGqFEVOxaDGOh3dHo8iNlbXse443CwaRWyDxH+6RW8gUxwh4HwXSpwJj9Ndt2rrSdczt7QdoCkZjlLdHBn9gVh1Ag73PO1iMoDMvrztjtb9gEx96xipvfaZ5L5ApvJSArz75TzvXRE12O1s8xziopOBzP4YNiIR/xyrRvf+fY1NNuSGsl2JKGIbTZeC9lFxtARFbINJNDexK5DZtDrziYP7UcSGSx4nxyb2OKw6vzEjORIXiyKWkyhPUJcOfSLww6YjeOfS4XiqaJnIB6UuPVvU7zjf+7nweHRNao0iVjxwJzNRrmvtjqjDVrZS8vpqyZXIB+msR15SFpDZSXLf8cTzgcz2TTvO1qOIrQAAnGreC8jMhAXAF0/2hYMFIhtNk8Jv+XhSdyCzg6Y6W2POosj5HbTpB8TrM5sbxVn2NIrYxolHZn9Ao8nNDHxfA8JFlEwOm7saEwZKCTme2Bf5UVQenEjAsK4piAy3oLdEIj8tdTIao3x6jXPsNqI2jXgYRQUAj43uhgMnz7oW6/RX3GkS78/1j5xHXJQc+gM0MEoVr93QGy+O7SWb3d3drRu1FpVZCPsCblg7d198tPLkw9PgCrlV3L0J90moyV/kDUjA8SPkopQsFkYyA6enmBXRkxAdga1PXabrozMzP43e3BmG1oGXX8OzWnAzpeo9FbcO/3eR9ArRhDqU3gE/CZrgOD3XAgP/yYbTwP8NEWsgGjJpN0bqQXuN5folbwZEKoaJC35zB3az8pc5sXMEKH+IWuLKeiERJn7q1CmMHz8eCQkJSEpKwqRJk1BdLVYtc6mtrcWUKVPQsmVLxMXFYezYsSgvL3ft37x5M8aNG4fMzEzExMSgW7dueOutt8y8Da8hFyYOyM/2PdEmqEn0p5eo8DBd66v072COaQQwOHOwTsxS2ugPEzeiJt5FNt29H9+Mp4n+hFzVp8Ffo2/bJI/PZRSPXdFd8zHulmrwh3fqro5cwngCjvq+WU+T4Pb9/pAHh1sff0n0Z6oGZ/z48Th69CiWLFkCq9WKiRMn4vbbb8fcuXNlj3nggQfw66+/YsGCBUhMTMTUqVNx7bXXYtWqBqeswsJCpKam4quvvkJmZiZWr16N22+/HWFhYZg6daqZt2MoUk0/SilsVk7A8aAO3FP6w+APAMPOS8Ent/WTXADPU9RmJzUTI1OqMxwVjhZtUOukGBxpDGW9src2x0ajMOP9eiNPkxJK2kd+XhWhiUp7Y3zm6vNxYeeWGN5V2ecv0JHV4Pi4DvFR4ThTZ8NFXfhOtNzlbLTMPfXcDzdTgj+YhLgaKz2TWzMwTcDZuXMnFi9ejPXr16Nfv34AgHfeeQejRo3Cq6++iowMccdaWVmJjz/+GHPnzsUll1wCAPj000/RrVs3rFmzBoMGDcK///1v3jEdO3ZEQUEBFi5cGFACjhRKAo6sAOKBhKMm0Z8vuEQiuskI/OEee7VOxLDzUpCR5PlCkHwBVf1xP9w9GL9tPYq+bZujd2aSx/XQQsHMS3Cm1oZ0FXmERvdqhV+3HMXoXq142+UEAjk/D3/A6ER/sZHhmtLo+yuK6zyBVafB8cF3XfDICJw4U4f2AgdpbnXNzsDSLKrJZ9MfNF3+mHHGNAGnoKAASUlJLuEGAHJzc2GxWLB27Vpcc801omMKCwthtVqRm5vr2paVlYW2bduioKAAgwYNkrxWZWUlWrSQN23U1dWhrq7O9buqSrz2iD/QLFL+dcgNzp45GZvk8BoA+HI18c//PUDXsZ1SmmFvYzgsoH5BQCGpCdG47UJtERtG0SoxBq1U+p6/cl0vXNU7QzRLlsPXAs75GfI5OYSLMHIJsU9PE3IDt1d9cCQ6i7io8IYwaIWyZg/3bZrH4vEruiMhOtwvlvBIifdtmLoUpgk4ZWVlSE3lq0/Dw8PRokULlJWVyR4TGRmJpKQk3va0tDTZY1avXo1vvvkGv/76q2xdZs2ahaefflrbDZgNp/X/Z2RX/LDxCO4e3lm2uKwCxyMfHO7fvv9AzMYoDY6v5inf3JGDF3/fhe8KDwPgO5oG4+uLjQxH3vniNalG9UjHzqPiSYqiidcLjOiWiteu741urcSCjpKJqnmzSGHxgMHTdufueH/w5dBbA01ds877nCTh2O0rOqbE4dXreyM5zn/as+YeYcaMGWAYRvHfrl27zKiriG3btuHqq6/Gk08+icsuu0y23MyZM1FZWen6d+jQIa/UTy13X9wZS6YNQwsdHZ1Rnvp+0I+Yjl6Nh7+QHBeFsdyEY4F3C4Zw58WdJLdHhUunWfAWDMNgbHYbdJfQ5CilZLi8RyuMG5CJV64TJ/kMddT4cpjdd+k9v5KT8fXZgW9elOK67Da42I/8wjRrcB588EHcdtttimU6duyI9PR0HDvGT2Zks9lw6tQppKdLrxScnp6O+vp6VFRU8LQ45eXlomN27NiBESNG4Pbbb8djjz2mWJ+oqChERfmf+kwLUmtReYpZYeL+SjCY4RiZgTIEXp8LuYgRX5uolOCvMs2I9s2SyGAe6jREUUnv405QfBkmroRSl/3S2F6455IuGPrKMp1nJ9SgWcBJSUlBSopyBlIAyMnJQUVFBQoLC5GdnQ0AWLp0KRwOBwYOHCh5THZ2NiIiIpCfn4+xY8cCAIqLi1FSUoKcnBxXue3bt+OSSy7BhAkT8Pzzz2u9hYBE7mNhDTKYBMPg7w4zw+K9Bc/UAem/QwFnJFhiTAQqGxdj9HUUlRK8PDiB2vgkMLvd+cPES29EkJL7gMXCoG3LpqVxfH+XwYlpPUK3bt0wcuRITJ48GevWrcOqVaswdepU3HTTTa4IqiNHjiArKwvr1q0DACQmJmLSpEmYNm0ali1bhsLCQkycOBE5OTkuB+Nt27Zh+PDhuOyyyzBt2jSUlZWhrKwMx48fN+tWTEGrWCL3sRjluB4KPjhabtFfH4dcqLu/1tcsvpw0AFf3ycCCO5smPv6swbEEgXBtBm59cGSEi86pcSbURhqv+OAQpmBqHpyvv/4aU6dOxYgRI2CxWDB27Fi8/fbbrv1WqxXFxcWoqWlaOv6NN95wla2rq0NeXh7ee+891/7vvvsOx48fx1dffYWvvvrKtb1du3Y4cOCAmbfjU2Q1OB58RNxjQ0KDo6GrsjAML1Oov8AzS0H671CgY0oc3rqpL2+bPws4XK2NP2gljELLrcREhOFsPX/RYKWJFQuxtuv1G3pj1T8n8Z+RXVWdwxB0nl9Loj/CHEwVcFq0aKGY1K99+/YizUR0dDRmz56N2bNnSx7z1FNP4amnnjKymgGB2R9LMHW6cmgR4iwMIF6/vRGf9lvSA2UoaODc4d8mqqa//SFniS9oEReJs6fEq8ArITQP9WqTJFrZOxB9cIT4c9sNZOip+git4d1yAo5RyZVCQcDREhbvrwKDRUZt45+19S6BosHx06ZlOi1ixVGi7h5Fj9b8pElSsqHZz3OgzuVj1PhH3n1xJ/TJTHItvUEYCy22GSDIyTFGKRNCodPVIsT56ySb5yjN2+79uvgbegcib2BRiKIKFfSkwWidFIOR56dj8faGPGjenHgUPpaL49V16JKmbVmR1PgoHDtThxEqMrL/Z2SW3uoRKiABJ0CQmw0Y52RszHn8GS0+K/46CFlktFD+qnHyBuseGYFjZ7QPRN4kJqIpR4+/ti2z6de+BZYV84NBlBeybOjczkuPbxJwJMqZFcnVMi4KLeO0pxdZPv1inKyuR2aLWPeFCVMhAcdHaJVLuAur8c9DJiq1aBECFJ+HDx8VLzQ8+F+ZKlITopGa4H5tK1/SirP2lj86r+tFSxOcfFFH1NTbsGbfKRQePK3rGoHQ5mMjwxHbgoZWf8B/jdYEj3SZDtyovjI0BBzpv92VFeHD8cmba/AQxsE1zxyrqvVhTYxFS7cRGW7B9Lws9GvfvOl4xcU2xdeQKn/PiIYlbq7p21p9ZYiQgAScAKFnm0Q8c/X5ou1REca8Qn/1OTESbT44/vlAQm39sGCB+65Onq33YU18j9Zvy53W8qIuKdj4+KV4/YbenlaNCDJIwAkgbs1pL1qx+L1/ZaNN8xi8M66vzFHycLU/oTBYarlDfxX4LDJOxoT/8+8LOyA+Ohz/GtDW11XxKaqXGJHQlMqVb9EsMiT6MEIbZCj0EUaZlnq2ScTKhy8x5mRBDjeSxZ1jImlwCKN54srueGRUFsKDKOeJnjao1SmY2jyhl+D50gjNpCf6t2OmL/HXjpRS/gc2wSTcAECvNonuCwmQy8YtRyhn7CY8gzQ4IUxKfBS+uzMHsZGh0QyCYe0m6uwJf2J0z1aovd6B3hoEHXeTh6evOh+zft+JV67v3Viee6yuahIhSmiMbH6IUeHdntKvvf8mRzMaLWYnxfwcBtRFL8GwIjoRPDAMg+uy27gvyDuG+0O8f8Lg9rh5UDvXkhb85JbU6An1BJe+lCAU0Jboz8ya6MddyCxB+DtqJhpy63WRUE9ogQQcImTQpMHxU+GBfHCIQMfigZBObZ7QAgk4RMgQDLZ88sEhAh2tZlbSWhJ6IQHHRwRRtvagxF8FIL4Gx08rSRAGQsuTEHohAYcIUZR7Sn/tR6mDJwIdrckqaXkSQi8k4PgIGqi8jxaNh1JZ1ofqt2AwsxGhjSftlrSWhBZIwPERZKLyPlpWJfbXfpTCxIlAh/8dum/E3L7SX6MbCf+EBBwiZNAiEPir8OBJBApB+ANavy1uzjBq84QWSMAhQgYtEUiJMRFmVkU35HBJBDq8Nqz9YIJQDQk4RMigxX4fZrFg4+OXovCxXBNrpB2uBsdfFwQlCCU888Exrh5E8ENLNfgI8sHxPppWJWZZtGgWKbkrOiLMwFpphCJKiCBCq8BCbZ7QAgk4RMjgaed4fkYCaurtePOmPkZURxcWipklAhytkVDcySBFURFaIAGHCEn0dJNX9s7AncM6GV4XLVAmYyLQ8cRRnqKoCC2QDw4ROmiY/UlZEP3BrEh+N0Sg40kLpigqQgsk4BAhg5Y8OP5KoNabIJwwHphZqf0TWiABhwgZtHSOUtoaVlKv4124g4Pva0MQ2iEhhfAWJOD4CF+m+w9VtOSQ8QdhRgoaHIhAxxNNKrV/Qgsk4BAhg6edoz/IpOSDQwQ8Ghfb5E4Gqf0TWiABhwgZ+BFI6jvK6IiGz2TYeSkG10g7vFr7gcBFEFrRKqLwwsQNrQkR7FCYOBEy6PXBWTszF2VVteiaHm98pTRiIR8cIsDRlHBTdCyJOIR6SMDxETQ4+RgN/WRibAQSY/1jbSrq34lAx5NQb2r+hBbIREWEDFo6Vn/wt5GCBBwi0OEn+tMGtX9CCyTgEKGDho7VT+UbSnRGBDyeLbZJ7Z9QDwk4PsJfNQTBTDB0jdzZL6UaIAIRLekaAP+dbBD+Dwk4RMjAnf0F6kwwUOtNEC40NmGS4wm9kIBDhAxa+lV/1Y7wNDi+qwZB6EZvugaC0AoJOETIoEb5cVGXZADArTntza2MTkiDQwQ61IYJb0Fh4j7CX5cCCBXkutj/TuiHf45Vo3urBK/WhyBCBV4UFck6hImYqsE5deoUxo8fj4SEBCQlJWHSpEmorq5WPKa2thZTpkxBy5YtERcXh7Fjx6K8vFyy7MmTJ9GmTRswDIOKigoT7oAIJtR0plHhYTg/I5FmmQRhElo/LZoMEnoxVcAZP348tm/fjiVLluCXX37BX3/9hdtvv13xmAceeAA///wzFixYgBUrVqC0tBTXXnutZNlJkyahV69eZlSdCEK0Rm/4O37qJkQQimj1u6F2TujFNAFn586dWLx4Mf773/9i4MCBGDJkCN555x3Mnz8fpaWlksdUVlbi448/xuuvv45LLrkE2dnZ+PTTT7F69WqsWbOGV/b9999HRUUFHnroIbNuwVToo/U+wSDUcLmxfyYAYHTPVj6uCUGoJ9i+Q8J/MU3AKSgoQFJSEvr16+falpubC4vFgrVr10oeU1hYCKvVitzcXNe2rKwstG3bFgUFBa5tO3bswDPPPIMvvvgCFov7W6irq0NVVRXvX6BCnYMxBEP0Rmp8FIqfG4l3/9XX11UhCF1Qf0aYiWkCTllZGVJTU3nbwsPD0aJFC5SVlckeExkZiaSkJN72tLQ01zF1dXUYN24cXnnlFbRt21ZVXWbNmoXExETXv8zMTO035CeQ5kc/wehXExUeFpT3RQQvvHxUQTDRIPwXzQLOjBkzwDCM4r9du3aZUVcAwMyZM9GtWzfcfPPNmo6prKx0/Tt06JBp9SP8F17+jSDoV0nWJQKRIPj0iABBc5j4gw8+iNtuu02xTMeOHZGeno5jx47xtttsNpw6dQrp6emSx6Wnp6O+vh4VFRU8LU55ebnrmKVLl2Lr1q347rvvADQlZEtOTsajjz6Kp59+WnTeqKgoREVFqb1Fr0CDk/cJBqGGIAIdRmOYOPWVhF40CzgpKSlISUlxWy4nJwcVFRUoLCxEdnY2gAbhxOFwYODAgZLHZGdnIyIiAvn5+Rg7diwAoLi4GCUlJcjJyQEAfP/99zh37pzrmPXr1+Pf//43/v77b3Tq1Enr7RAhSlDIOtTzEwGIZrMU2eUJnZiW6K9bt24YOXIkJk+ejDlz5sBqtWLq1Km46aabkJGRAQA4cuQIRowYgS+++AIDBgxAYmIiJk2ahGnTpqFFixZISEjAPffcg5ycHAwaNAgARELMiRMnXNcT+u4QBBey9xOE7+FpcHxXDSIEMDWT8ddff42pU6dixIgRsFgsGDt2LN5++23XfqvViuLiYtTU1Li2vfHGG66ydXV1yMvLw3vvvWdmNX0CTUq8D08dHgQ9KyVAIwKRIPj0iADBVAGnRYsWmDt3ruz+9u3bixY1jI6OxuzZszF79mxV17j44ov9dmFEMyA/Ev3QoyMI38OLoqIOjTARWmwzwAghWc5w+KrxwO9YqS0QgQjJNIS3IAHHZ9Do5H2oZyUIX6PVUkw9JaEXEnACDJr96EdreKq/Qx0/EYhoNUuRppLQCwk4RMgQBDINQQQ8wZZwk/BfSMDxEc2i9Pl302zGGIKhX6W2QAQiJNQQ3oIEHC/z0a39kJUejzk3Z/u6KiEHRWwQhO+xUBQV4SVMDRMnxFzaPQ2Xdk/TfTz1B/rhq8YD/0FSHhwiINGayJjaOaET0uAEGGSW0E8QyDQ82raI9XUVCMJ0qM8j9EIaHCJkCJYoqm9uH4Ti8jMY0jnZ11UhCM1YAvnjIwIKEnACDOob9BMMyf0AYGDHlhjYsaWvq0EQugiOr5AIBMhERYQOtMgfQfgcmqQR3oIEnACD7NH6oX6VIHxPsGhSCf+HBBwiJKFZJEH4Bq3fHs3pCL2QgBNg0MCsn2AIDSeIQEfrV0haa0IvJOAEGPSx64dR+EUQhJegT4/wEiTgECEDKXAIwveQDw7hLUjACTBokNYPdawE4Xss9BkSXoIEHCJkCJZEfwQRyJAvHOEtSMAJMMgHRz/UrRKE79EeRUWdHqEPEnCIkISEHYLwDZ1T4rQdQPINoRNaqiHAIO2uB9CzIwif07xZJP7+z3DERIb5uipEkEMCDhEycJ2MyQ+AIHxHZotYX1eBCAHIREWEDCTTEARBhA4k4BAhAyPzN0EQfgx9rIROSMAhQgYySxFE4DH5oo5olRiNuy/u5OuqEAEG+eAEGBQmrh/Kg0MQgUdyXBRWz7iEJiiEZkiDQ4QM1D0SRGBCwg2hBxJwAgz6zo2Blm0gCIIIbkjAIUIGEg4JgiBCBxJwiBCCmwfHh9UgCIIgTIcEHCJkIKGGIAgidCABhwgZSL4hCIIIHUjACTAoTFw/FIlBEAQROpCAQ4QMvEzGJOsQBEEENSTgBBg0MOuHnh1BEEToQAJOgJEWH+3rKgQFlAeHIAgiuKGlGgKM56/pCfvCLbhtcHtfVyXgIKGGIAgidCABJ8BIT4zGZxMH+LoaAQmtRUUQBBE6mGaiOnXqFMaPH4+EhAQkJSVh0qRJqK6uVjymtrYWU6ZMQcuWLREXF4exY8eivLxcVO6zzz5Dr169EB0djdTUVEyZMsWs2yAIgiAIIgAxTcAZP348tm/fjiVLluCXX37BX3/9hdtvv13xmAceeAA///wzFixYgBUrVqC0tBTXXnstr8zrr7+ORx99FDNmzMD27dvx559/Ii8vz6zbIIII0uAQBEGEDgzLGp9ZZefOnejevTvWr1+Pfv36AQAWL16MUaNG4fDhw8jIyBAdU1lZiZSUFMydOxfXXXcdAGDXrl3o1q0bCgoKMGjQIJw+fRqtW7fGzz//jBEjRuiuX1VVFRITE1FZWYmEhATd5yECix2lVRj19t8AgMX3X4SsdHr3BEEQgYSW8dsUDU5BQQGSkpJcwg0A5ObmwmKxYO3atZLHFBYWwmq1Ijc317UtKysLbdu2RUFBAQBgyZIlcDgcOHLkCLp164Y2bdrghhtuwKFDhxTrU1dXh6qqKt4/IvTgaXDI4ZggCCKoMUXAKSsrQ2pqKm9beHg4WrRogbKyMtljIiMjkZSUxNuelpbmOmbfvn1wOBx44YUX8Oabb+K7777DqVOncOmll6K+vl62PrNmzUJiYqLrX2Zmpmc3SAQkZJYiCIIIHTQJODNmzADDMIr/du3aZVZd4XA4YLVa8fbbbyMvLw+DBg3CvHnzsGfPHixbtkz2uJkzZ6KystL1z53Ghwh+SNghCIIIbjSFiT/44IO47bbbFMt07NgR6enpOHbsGG+7zWbDqVOnkJ6eLnlceno66uvrUVFRwdPilJeXu45p1aoVAKB79+6u/SkpKUhOTkZJSYlsnaKiohAVFaVYbyL4IbMUQRBE6KBJwElJSUFKSorbcjk5OaioqEBhYSGys7MBAEuXLoXD4cDAgQMlj8nOzkZERATy8/MxduxYAEBxcTFKSkqQk5MDALjwwgtd29u0aQOgIRz9xIkTaNeunZZbIUIQvg8OQRAEEcyY4oPTrVs3jBw5EpMnT8a6deuwatUqTJ06FTfddJMrgurIkSPIysrCunXrAACJiYmYNGkSpk2bhmXLlqGwsBATJ05ETk4OBg0aBAA477zzcPXVV+O+++7D6tWrsW3bNkyYMAFZWVkYPny4GbdCBBEk1BAEQYQOpuXB+frrr5GVlYURI0Zg1KhRGDJkCD788EPXfqvViuLiYtTU1Li2vfHGG7jiiiswduxYDB06FOnp6Vi4cCHvvF988QUGDhyI0aNHY9iwYYiIiMDixYsRERFh1q0QQQL53RAEQYQOpuTB8XcoD05o8s+xauS+vgIA8Oe0oeicGu/jGhEEQRBa8HkeHILwR0iDQxAEETqQgEOEDIzCL4IgCCK4IAGHIAiCIIiggwQcImRgODYqMlcRBEEENyTgECEDyTQEQRChAwk4RMhAif4IgiBCBxJwiJCBlmogCIIIHUjAIUIGngaHnHAIgiCCGhJwCIIgCIIIOkjAIUIS0t8QBEEENyTgECEDWaUIgiBCBxJwiJCB8uAQBEGEDiTgECEDyTQEQRChAwk4RMjAz4ND4g5BEEQwQwIOETKQUEMQBBE6kIBDhAz8PDi+qwdBEARhPiTgECEDyTQEQRChAwk4BEEQBEEEHSTgEKEDqXAIgiBCBhJwiJCB62RMPjgEQRDBDQk4RMhAQg1BEEToQAIOETKQfEMQBBE6kIBDhAwMqXAIgiBCBhJwiJCBK96wrM+qQRAEQXgBEnCIkIEUOARBEKEDCTgEQRAEQQQdJOAQIQOtRUUQBBE6kIBDhA4k3xAEQYQMJOAQIQPXB4ecjAmCIIIbEnCIkIEUOARBEKEDCThEyMDNg8OCVDgEQRDBDAk4RMhAGhyCIIjQgQQcImSgPDgEQRChAwk4BEEQBEEEHSTgECEDNw8ORVERBEEENyTgECEDmagIgiBCBxJwiJCEFDgEQRDBDQk4RMhAGhyCIIjQgQQcImTg++CQDocgCCKYMU3AOXXqFMaPH4+EhAQkJSVh0qRJqK6uVjymtrYWU6ZMQcuWLREXF4exY8eivLycV2b9+vUYMWIEkpKS0Lx5c+Tl5WHz5s1m3QYRRJAGhyAIInQwTcAZP348tm/fjiVLluCXX37BX3/9hdtvv13xmAceeAA///wzFixYgBUrVqC0tBTXXnuta391dTVGjhyJtm3bYu3atVi5ciXi4+ORl5cHq9Vq1q0QBEEQBBFgMKwJuvqdO3eie/fuWL9+Pfr16wcAWLx4MUaNGoXDhw8jIyNDdExlZSVSUlIwd+5cXHfddQCAXbt2oVu3bigoKMCgQYOwYcMG9O/fHyUlJcjMzAQAbN26Fb169cKePXvQuXNnVfWrqqpCYmIiKisrkZCQYNBdE/6Oze5A50d/BwAsfXAYOqbE+bhGBEEQhBa0jN+maHAKCgqQlJTkEm4AIDc3FxaLBWvXrpU8prCwEFarFbm5ua5tWVlZaNu2LQoKCgAAXbt2RcuWLfHxxx+jvr4e586dw8cff4xu3bqhffv2svWpq6tDVVUV7x8R2pAHDkEQRHBjioBTVlaG1NRU3rbw8HC0aNECZWVlssdERkYiKSmJtz0tLc11THx8PJYvX46vvvoKMTExiIuLw+LFi/H7778jPDxctj6zZs1CYmKi659T+0OEFhaOE05STIQPa0IQBEGYjSYBZ8aMGWAYRvHfrl27zKorzp07h0mTJuHCCy/EmjVrsGrVKvTo0QOjR4/GuXPnZI+bOXMmKisrXf8OHTpkWh0J/8ViYfD1/w3Ef2/th5ZxUb6uDkEQBGEi8moPCR588EHcdtttimU6duyI9PR0HDt2jLfdZrPh1KlTSE9PlzwuPT0d9fX1qKio4GlxysvLXcfMnTsXBw4cQEFBASwWi2tb8+bN8eOPP+Kmm26SPHdUVBSiomhAI4ALOyf7ugoEQRCEF9Ak4KSkpCAlJcVtuZycHFRUVKCwsBDZ2dkAgKVLl8LhcGDgwIGSx2RnZyMiIgL5+fkYO3YsAKC4uBglJSXIyckBANTU1MBisYDhmBqcvx0Oh5ZbIQiCIAgiiDHFB6dbt24YOXIkJk+ejHXr1mHVqlWYOnUqbrrpJlcE1ZEjR5CVlYV169YBABITEzFp0iRMmzYNy5YtQ2FhISZOnIicnBwMGjQIAHDppZfi9OnTmDJlCnbu3Int27dj4sSJCA8Px/Dhw824FYIgCIIgAhDT8uB8/fXXyMrKwogRIzBq1CgMGTIEH374oWu/1WpFcXExampqXNveeOMNXHHFFRg7diyGDh2K9PR0LFy40LU/KysLP//8M7Zs2YKcnBxcdNFFKC0txeLFi9GqVSuzboUgCIIgiADDlDw4/g7lwSEIgiCIwMPneXAIgiAIgiB8CQk4BEEQBEEEHSTgEARBEAQRdJCAQxAEQRBE0EECDkEQBEEQQQcJOARBEARBBB0k4BAEQRAEEXSQgEMQBEEQRNBBAg5BEARBEEGHpsU2gwVn8uaqqiof14QgCIIgCLU4x201izCEpIBz5swZAEBmZqaPa0IQBEEQhFbOnDmDxMRExTIhuRaVw+FAaWkp4uPjwTCMoeeuqqpCZmYmDh06ROtcGQw9W3Oh52su9HzNhZ6vefjTs2VZFmfOnEFGRgYsFmUvm5DU4FgsFrRp08bUayQkJPi8IQQr9GzNhZ6vudDzNRd6vubhL8/WnebGCTkZEwRBEAQRdJCAQxAEQRBE0EECjsFERUXhySefRFRUlK+rEnTQszUXer7mQs/XXOj5mkegPtuQdDImCIIgCCK4IQ0OQRAEQRBBBwk4BEEQBEEEHSTgEARBEAQRdJCAQxAEQRBE0EECDkEQBEEQQQcJOAYye/ZstG/fHtHR0Rg4cCDWrVvn6yr5PbNmzUL//v0RHx+P1NRUjBkzBsXFxbwytbW1mDJlClq2bIm4uDiMHTsW5eXlvDIlJSUYPXo0YmNjkZqaiunTp8Nms3nzVgKCF198EQzD4P7773dto+frGUeOHMHNN9+Mli1bIiYmBj179sSGDRtc+1mWxRNPPIFWrVohJiYGubm52LNnD+8cp06dwvjx45GQkICkpCRMmjQJ1dXV3r4Vv8Jut+Pxxx9Hhw4dEBMTg06dOuHZZ5/lLbJIz1Y9f/31F6688kpkZGSAYRgsWrSIt9+oZ7llyxZcdNFFiI6ORmZmJl5++WWzb00eljCE+fPns5GRkewnn3zCbt++nZ08eTKblJTElpeX+7pqfk1eXh776aefstu2bWM3bdrEjho1im3bti1bXV3tKnPnnXeymZmZbH5+PrthwwZ20KBB7ODBg137bTYb26NHDzY3N5ctKipif/vtNzY5OZmdOXOmL27Jb1m3bh3bvn17tlevXux9993n2k7PVz+nTp1i27Vrx952223s2rVr2X379rF//PEH+88//7jKvPjii2xiYiK7aNEidvPmzexVV13FdujQgT137pyrzMiRI9nevXuza9asYf/++2+2c+fO7Lhx43xxS37D888/z7Zs2ZL95Zdf2P3797MLFixg4+Li2LfeestVhp6ten777Tf20UcfZRcuXMgCYH/44QfefiOeZWVlJZuWlsaOHz+e3bZtGztv3jw2JiaG/eCDD7x1mzxIwDGIAQMGsFOmTHH9ttvtbEZGBjtr1iwf1irwOHbsGAuAXbFiBcuyLFtRUcFGRESwCxYscJXZuXMnC4AtKChgWbbhw7VYLGxZWZmrzPvvv88mJCSwdXV13r0BP+XMmTNsly5d2CVLlrDDhg1zCTj0fD3j4YcfZocMGSK73+FwsOnp6ewrr7zi2lZRUcFGRUWx8+bNY1mWZXfs2MECYNevX+8q8/vvv7MMw7BHjhwxr/J+zujRo9l///vfvG3XXnstO378eJZl6dl6glDAMepZvvfee2zz5s15/cLDDz/Mdu3a1eQ7koZMVAZQX1+PwsJC5ObmurZZLBbk5uaioKDAhzULPCorKwEALVq0AAAUFhbCarXynm1WVhbatm3rerYFBQXo2bMn0tLSXGXy8vJQVVWF7du3e7H2/suUKVMwevRo3nME6Pl6yk8//YR+/frh+uuvR2pqKvr27YuPPvrItX///v0oKyvjPd/ExEQMHDiQ93yTkpLQr18/V5nc3FxYLBasXbvWezfjZwwePBj5+fnYvXs3AGDz5s1YuXIlLr/8cgD0bI3EqGdZUFCAoUOHIjIy0lUmLy8PxcXFOH36tJfupomQXE3caE6cOAG73c4bAAAgLS0Nu3bt8lGtAg+Hw4H7778fF154IXr06AEAKCsrQ2RkJJKSknhl09LSUFZW5ioj9eyd+0Kd+fPnY+PGjVi/fr1oHz1fz9i3bx/ef/99TJs2DY888gjWr1+Pe++9F5GRkZgwYYLr+Ug9P+7zTU1N5e0PDw9HixYtQvr5zpgxA1VVVcjKykJYWBjsdjuef/55jB8/HgDo2RqIUc+yrKwMHTp0EJ3Dua958+am1F8OEnAIv2HKlCnYtm0bVq5c6euqBA2HDh3CfffdhyVLliA6OtrX1Qk6HA4H+vXrhxdeeAEA0LdvX2zbtg1z5szBhAkTfFy7wObbb7/F119/jblz5+L888/Hpk2bcP/99yMjI4OeLaEKMlEZQHJyMsLCwkSRJ+Xl5UhPT/dRrQKLqVOn4pdffsGyZcvQpk0b1/b09HTU19ejoqKCV577bNPT0yWfvXNfKFNYWIhjx47hggsuQHh4OMLDw7FixQq8/fbbCA8PR1paGj1fD2jVqhW6d+/O29atWzeUlJQAaHo+Sn1Deno6jh07xttvs9lw6tSpkH6+06dPx4wZM3DTTTehZ8+euOWWW/DAAw9g1qxZAOjZGolRz9Lf+goScAwgMjIS2dnZyM/Pd21zOBzIz89HTk6OD2vm/7Asi6lTp+KHH37A0qVLRerN7OxsRERE8J5tcXExSkpKXM82JycHW7du5X18S5YsQUJCgmjwCTVGjBiBrVu3YtOmTa5//fr1w/jx411/0/PVz4UXXihKa7B79260a9cOANChQwekp6fznm9VVRXWrl3Le74VFRUoLCx0lVm6dCkcDgcGDhzohbvwT2pqamCx8IeosLAwOBwOAPRsjcSoZ5mTk4O//voLVqvVVWbJkiXo2rWr181TAChM3Cjmz5/PRkVFsZ999hm7Y8cO9vbbb2eTkpJ4kSeEmLvuuotNTExkly9fzh49etT1r6amxlXmzjvvZNu2bcsuXbqU3bBhA5uTk8Pm5OS49jvDmC+77DJ206ZN7OLFi9mUlBQKY5aBG0XFsvR8PWHdunVseHg4+/zzz7N79uxhv/76azY2Npb96quvXGVefPFFNikpif3xxx/ZLVu2sFdffbVk+G3fvn3ZtWvXsitXrmS7dOkSkqHMXCZMmMC2bt3aFSa+cOFCNjk5mf3Pf/7jKkPPVj1nzpxhi4qK2KKiIhYA+/rrr7NFRUXswYMHWZY15llWVFSwaWlp7C233MJu27aNnT9/PhsbG0th4sHAO++8w7Zt25aNjIxkBwwYwK5Zs8bXVfJ7AEj++/TTT11lzp07x959991s8+bN2djYWPaaa65hjx49yjvPgQMH2Msvv5yNiYlhk5OT2QcffJC1Wq1evpvAQCjg0PP1jJ9//pnt0aMHGxUVxWZlZbEffvghb7/D4WAff/xxNi0tjY2KimJHjBjBFhcX88qcPHmSHTduHBsXF8cmJCSwEydOZM+cOePN2/A7qqqq2Pvuu49t27YtGx0dzXbs2JF99NFHeSHI9GzVs2zZMsm+dsKECSzLGvcsN2/ezA4ZMoSNiopiW7duzb744oveukURDMty0kISBEEQBEEEAeSDQxAEQRBE0EECDkEQBEEQQQcJOARBEARBBB0k4BAEQRAEEXSQgEMQBEEQRNBBAg5BEARBEEEHCTgEQRAEQQQdJOAQBEEQBBF0kIBDEARBEETQQQIOQRAEQRBBBwk4BEEQBEEEHf8P4yJ/xxxRg00AAAAASUVORK5CYII=", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from sklearn import svm\n", "from sklearn.model_selection import train_test_split\n", "from sklearn.metrics import accuracy_score\n", "import pandas as pd\n", "from sklearn.svm import SVR\n", "from sklearn.model_selection import train_test_split\n", "from sklearn.preprocessing import StandardScaler\n", "from sklearn.metrics import mean_squared_error\n", "\n", "for i in dataL1:\n", " rreal=dataL1[i][dataL1[i]['YYYYmm']>201901][['stkdret']].values.reshape(-1)\n", " from sklearn.ensemble import RandomForestRegressor\n", " # 准备数据,'SMB1L1','HML1L1','RMW1L1','CMA1L1'\n", " X_train = dataL1[i][dataL1[i]['YYYYmm']<=201901][['RiskPremium1L1','SMB1L1','HML1L1','RMW1L1','CMA1L1']] # 训练集特征\n", " y_train = dataL1[i][dataL1[i]['YYYYmm']<=201901]['stkdret'] # 训练集目标变量\n", " X_test=dataL1[i][dataL1[i]['YYYYmm']>201901][['RiskPremium1L1','SMB1L1','HML1L1','RMW1L1','CMA1L1']]\n", " # 创建SVM模型\n", " model = svm.SVR(kernel='rbf')\n", " # X_train, X_test, y_train, y_test = train_test_split(dataL1[i][['RiskPremium1L1','SMB1L1','HML1L1','RMW1L1','CMA1L1']], dataL1[i]['stkdret'], test_size=0.7, random_state=42)\n", " # 训练模型\n", " # 划分数据集为训练集和测试集\n", "\n", " model.fit(X_train, y_train)\n", " # print(X_train)\n", " # print(y_train)\n", " # 预测\n", " y_pred = model.predict(X_test)\n", " # 模型评估\n", " # rout = model.predict(X_test)\n", " rout=y_pred\n", " rmean = np.mean(rreal)\n", " rfree=dataL1[i][dataL1[i]['YYYYmm']>201901]['rfL1'].values.reshape(-1)\n", " volt2 = np.sum(dataL1[i][dataL1[i]['YYYYmm']>201901]['stkdret'].values.reshape(-1)**2)\n", " R2os, MFSEadj, pvalue_MFSEadj = myfun_stat_gains(rout, rmean, rreal)\n", " Uout, Umean, DeltaU = myfun_econ_gains(rout, rmean, rreal, rfree, volt2, gmm=5)\n", " plt.figure()\n", " plt.title('SVR')\n", " plt.plot(rreal,label='rreal')\n", " plt.plot(rout,label='rout')\n", " plt.legend()\n", " plt.show()" ] }, { "cell_type": "code", "execution_count": 132, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "69/69 [==============================] - 2s 3ms/step - loss: 1.9345e-04\n", "33/33 [==============================] - 0s 2ms/step\n", "Stat gains: R2os = -0.000781, MFSEadj = -0.838280, MFSEpvalue = 0.402069\n", "Inference: 无样本外预测能力\n", "Econ Gains: Delta U = -0.000000, Upred = 0.000067, Umean = 0.000067\n", "Inference: 没有经济意义\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ " from keras.layers import LSTM, Dense\n", "from sklearn.model_selection import train_test_split\n", "from keras.models import Sequential\n", "from sklearn.metrics import mean_squared_error\n", "for i in dataL1:\n", " rreal=dataL1[i][dataL1[i]['YYYYmm']>201901][['stkdret']].values.reshape(-1)\n", " from sklearn.ensemble import RandomForestRegressor\n", " # 准备数据,'SMB1L1','HML1L1','RMW1L1','CMA1L1'\n", " X_train = dataL1[i][dataL1[i]['YYYYmm']<=201901][['RiskPremium1L1','SMB1L1','HML1L1','RMW1L1','CMA1L1']].values # 训练集特征\n", " y_train = dataL1[i][dataL1[i]['YYYYmm']<=201901]['stkdret'].values # 训练集目标变量\n", " X_test=dataL1[i][dataL1[i]['YYYYmm']>201901][['RiskPremium1L1','SMB1L1','HML1L1','RMW1L1','CMA1L1']].values\n", " # 创建SVM模型\n", " X_train=X_train.reshape(len(X_train),5,1)\n", " model = Sequential()\n", " model.add(LSTM(50, activation='relu', input_shape=(5, 1)))\n", " model.add(Dense(1)) # 输出层\n", " # X_train, X_test, y_train, y_test = train_test_split(dataL1[i][['RiskPremium1L1','SMB1L1','HML1L1','RMW1L1','CMA1L1']], dataL1[i]['stkdret'], test_size=0.7, random_state=42)\n", " # 训练模型\n", " model.compile(optimizer='adam', loss='mse')\n", " model.fit(X_train, y_train)\n", " # 模型评估\n", " rout = model.predict(X_test)\n", " rout=rout.reshape(-1)\n", " rmean = np.mean(rreal)\n", " rfree=dataL1[i][dataL1[i]['YYYYmm']>201901]['rfL1'].values.reshape(-1)\n", " volt2 = np.sum(dataL1[i][dataL1[i]['YYYYmm']>201901]['stkdret'].values.reshape(-1)**2)\n", " R2os, MFSEadj, pvalue_MFSEadj = myfun_stat_gains(rout, rmean, rreal)\n", " Uout, Umean, DeltaU = myfun_econ_gains(rout, rmean, rreal, rfree, volt2, gmm=5)\n", " plt.figure()\n", " plt.title('LSTM')\n", " plt.plot(rreal,label='rreal')\n", " plt.plot(rout,label='rout')\n", " plt.legend()\n", " plt.show()" ] }, { "cell_type": "code", "execution_count": 136, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Stat gains: R2os = 0.002565, MFSEadj = 1.107871, MFSEpvalue = 0.268177\n", "Inference: 无样本外预测能力\n", "Econ Gains: Delta U = 0.000002, Upred = 0.000069, Umean = 0.000067\n", "Inference: 有经济意义\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "F:\\anaconda\\lib\\site-packages\\sklearn\\base.py:420: UserWarning: X does not have valid feature names, but PLSRegression was fitted with feature names\n", " warnings.warn(\n", "F:\\anaconda\\lib\\site-packages\\sklearn\\base.py:420: UserWarning: X does not have valid feature names, but PLSRegression was fitted with feature names\n", " warnings.warn(\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from sklearn.cross_decomposition import PLSRegression\n", "from sklearn.metrics import mean_squared_error, r2_score\n", "from sklearn.model_selection import train_test_split\n", "from sklearn.preprocessing import StandardScaler\n", "\n", "for i in dataL1:\n", " rreal=dataL1[i][dataL1[i]['YYYYmm']>201901][['stkdret']].values.reshape(-1)\n", " from sklearn.ensemble import RandomForestRegressor\n", " # 准备数据,'SMB1L1','HML1L1','RMW1L1','CMA1L1'\n", " X_train = dataL1[i][dataL1[i]['YYYYmm']<=201901][['RiskPremium1L1','SMB1L1','HML1L1','RMW1L1','CMA1L1']] # 训练集特征\n", " y_train = dataL1[i][dataL1[i]['YYYYmm']<=201901]['stkdret'].values # 训练集目标变量\n", " X_test=dataL1[i][dataL1[i]['YYYYmm']>201901][['RiskPremium1L1','SMB1L1','HML1L1','RMW1L1','CMA1L1']].values\n", " # 准备数据集，假设X是输入变量，y是输出变量\n", " # X和y应该是数值型的特征矩阵和目标向量\n", " # 这里只是示例数据，你需要根据实际情况替换为你自己的数据\n", " # 数据预处理 - 标准化\n", " X=dataL1[i][['RiskPremium1L1','SMB1L1','HML1L1','RMW1L1','CMA1L1']].values\n", " scaler = StandardScaler()\n", " X_scaled = scaler.fit_transform(X)\n", " # 应用PLSR算法\n", " n_components = 2 # 设置偏最小二乘回归因子的数量\n", " pls = PLSRegression(n_components=n_components)\n", " pls.fit(X_train, y_train)\n", " # 模型评估 - 在测试集上进行预测并计算评估指标\n", " y_pred = pls.predict(X_test)\n", " mse = mean_squared_error(rreal, y_pred)\n", " r2 = r2_score(rreal, y_pred)\n", " # 使用训练好的模型进行预测\n", " new_data_scaled = scaler.transform(X_test)\n", " rout = pls.predict(X_test)\n", " rout=rout.reshape(-1)\n", " rmean = np.mean(rreal)\n", " rfree=dataL1[i][dataL1[i]['YYYYmm']>201901]['rfL1'].values.reshape(-1)\n", " volt2 = np.sum(dataL1[i][dataL1[i]['YYYYmm']>201901]['stkdret'].values.reshape(-1)**2)\n", " R2os, MFSEadj, pvalue_MFSEadj = myfun_stat_gains(rout, rmean, rreal)\n", " Uout, Umean, DeltaU = myfun_econ_gains(rout, rmean, rreal, rfree, volt2, gmm=5)\n", " plt.figure()\n", " plt.title('PLSRegression')\n", " plt.plot(rreal,label='rreal')\n", " plt.plot(rout,label='rout')\n", " plt.legend()\n", " plt.show()\n", "\n" ] }, { "cell_type": "code", "execution_count": 137, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "F:\\anaconda\\lib\\site-packages\\sklearn\\base.py:420: UserWarning: X does not have valid feature names, but AdaBoostRegressor was fitted with feature names\n", " warnings.warn(\n", "F:\\anaconda\\lib\\site-packages\\sklearn\\base.py:420: UserWarning: X does not have valid feature names, but AdaBoostRegressor was fitted with feature names\n", " warnings.warn(\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "均方根误差 (RMSE): 0.00015136361144181852\n", "决定系数 (R-squared): -0.23725090129064097\n", "Stat gains: R2os = -5.331139, MFSEadj = -0.042760, MFSEpvalue = 0.965901\n", "Inference: 无样本外预测能力\n", "Econ Gains: Delta U = 0.000012, Upred = 0.000079, Umean = 0.000067\n", "Inference: 有经济意义\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from sklearn.ensemble import AdaBoostRegressor\n", "from sklearn.metrics import mean_squared_error, r2_score\n", "from sklearn.model_selection import train_test_split\n", "from sklearn.preprocessing import StandardScaler\n", "for i in dataL1:\n", " rreal=dataL1[i][dataL1[i]['YYYYmm']>201901][['stkdret']].values.reshape(-1)\n", " from sklearn.ensemble import RandomForestRegressor\n", " # 准备数据,'SMB1L1','HML1L1','RMW1L1','CMA1L1'\n", " X_train = dataL1[i][dataL1[i]['YYYYmm']<=201901][['RiskPremium1L1','SMB1L1','HML1L1','RMW1L1','CMA1L1']] # 训练集特征\n", " y_train = dataL1[i][dataL1[i]['YYYYmm']<=201901]['stkdret'].values # 训练集目标变量\n", " X_test=dataL1[i][dataL1[i]['YYYYmm']>201901][['RiskPremium1L1','SMB1L1','HML1L1','RMW1L1','CMA1L1']].values\n", " # 准备数据集，假设X是输入变量，y是输出变量\n", " # X和y应该是数值型的特征矩阵和目标向量\n", " # 这里只是示例数据，你需要根据实际情况替换为你自己的数据\n", " X=dataL1[i][['RiskPremium1L1','SMB1L1','HML1L1','RMW1L1','CMA1L1']].values\n", " # 数据预处理 - 标准化\n", " scaler = StandardScaler()\n", " X_scaled = scaler.fit_transform(X)\n", " # 应用AdaBoost算法\n", " n_estimators = 50 # 设置弱分类器的数量\n", " ada_boost = AdaBoostRegressor(n_estimators=n_estimators)\n", " ada_boost.fit(X_train, y_train)\n", " # 模型评估 - 在测试集上进行预测并计算评估指标\n", " y_pred = ada_boost.predict(X_test)\n", " mse = mean_squared_error(rreal, y_pred)\n", " r2 = r2_score(rreal, y_pred)\n", " print(\"均方根误差 (RMSE):\", mse)\n", " print(\"决定系数 (R-squared):\", r2)\n", " # 使用训练好的模型进行预测\n", " new_data_scaled = scaler.transform(X_test)\n", " rout = ada_boost.predict(new_data_scaled)\n", " rout=rout.reshape(-1)\n", " rmean = np.mean(rreal)\n", " rfree=dataL1[i][dataL1[i]['YYYYmm']>201901]['rfL1'].values.reshape(-1)\n", " volt2 = np.sum(dataL1[i][dataL1[i]['YYYYmm']>201901]['stkdret'].values.reshape(-1)**2)\n", " R2os, MFSEadj, pvalue_MFSEadj = myfun_stat_gains(rout, rmean, rreal)\n", " Uout, Umean, DeltaU = myfun_econ_gains(rout, rmean, rreal, rfree, volt2, gmm=5)\n", " plt.figure()\n", " plt.title('AdaBoostRegressor')\n", " plt.plot(rreal,label='rreal')\n", " plt.plot(rout,label='rout')\n", " plt.legend()\n", " plt.show()\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "base", "language": "python", "name": "base" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.10.9" } }, "nbformat": 4, "nbformat_minor": 1 }