From c4d5f4356e369686bef425aae81108455a1d1f1f Mon Sep 17 00:00:00 2001 From: ImGabreuw Date: Sun, 6 Aug 2023 18:39:46 -0300 Subject: [PATCH] feat: add daily and cumulative return of investment wallet --- .../daily-and-cumulative-return.ipynb | 792 ++++++++++++++++++ 1 file changed, 792 insertions(+) create mode 100644 daily-and-cumulative-return/daily-and-cumulative-return.ipynb diff --git a/daily-and-cumulative-return/daily-and-cumulative-return.ipynb b/daily-and-cumulative-return/daily-and-cumulative-return.ipynb new file mode 100644 index 0000000..21cd6d4 --- /dev/null +++ b/daily-and-cumulative-return/daily-and-cumulative-return.ipynb @@ -0,0 +1,792 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Libraries installation" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [], + "source": [ + "!pip install pandas -q\n", + "!pip install numpy -q\n", + "!pip install yfinance -q\n", + "!pip install matplotlib -q" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import numpy as np\n", + "import yfinance as yf\n", + "from datetime import datetime" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Building investment wallet" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [], + "source": [ + "# Period\n", + "start = \"2018-01-01\"\n", + "end = f\"{datetime.now():%Y-%m-%d}\"\n", + "\n", + "# Selection of wallet assets\n", + "assets = [\"BBAS3.SA\", \"B3SA3.SA\", \"ITSA4.SA\", \"PETR4.SA\", \"VALE3.SA\",\n", + " \"TRPL4.SA\", \"EGIE3.SA\", \"TAEE11.SA\", \"WEGE3.SA\", \"KLBN4.SA\"]\n", + "\n", + "# Assignment of 10% weight for each asset\n", + "weights = np.array([.1] * 10)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Downloading financial data" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[*********************100%***********************] 10 of 10 completed\n" + ] + } + ], + "source": [ + "wallet = yf.download(assets, start, end)[\"Adj Close\"]" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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B3SA3.SABBAS3.SAEGIE3.SAITSA4.SAKLBN4.SAPETR4.SATAEE11.SATRPL4.SAVALE3.SAWEGE3.SA
Date
2018-01-026.22111323.47460618.8849896.2523372.5341166.09188312.48604010.11316628.4553398.858922
2018-01-036.32701523.77400218.7581016.3260302.5108676.14709612.5034979.90757028.2848288.724374
2018-01-046.36774724.00211718.5149006.4450672.5418666.15813912.3056759.63594728.4007748.639398
2018-01-056.46007324.00211718.6100656.4564052.4953696.19494712.3638559.79051728.8441128.674805
2018-01-086.48994424.05914918.7158056.4507312.5031186.26856512.3056759.73949329.4852398.745622
\n", + "
" + ], + "text/plain": [ + " B3SA3.SA BBAS3.SA EGIE3.SA ITSA4.SA KLBN4.SA PETR4.SA \\\n", + "Date \n", + "2018-01-02 6.221113 23.474606 18.884989 6.252337 2.534116 6.091883 \n", + "2018-01-03 6.327015 23.774002 18.758101 6.326030 2.510867 6.147096 \n", + "2018-01-04 6.367747 24.002117 18.514900 6.445067 2.541866 6.158139 \n", + "2018-01-05 6.460073 24.002117 18.610065 6.456405 2.495369 6.194947 \n", + "2018-01-08 6.489944 24.059149 18.715805 6.450731 2.503118 6.268565 \n", + "\n", + " TAEE11.SA TRPL4.SA VALE3.SA WEGE3.SA \n", + "Date \n", + "2018-01-02 12.486040 10.113166 28.455339 8.858922 \n", + "2018-01-03 12.503497 9.907570 28.284828 8.724374 \n", + "2018-01-04 12.305675 9.635947 28.400774 8.639398 \n", + "2018-01-05 12.363855 9.790517 28.844112 8.674805 \n", + "2018-01-08 12.305675 9.739493 29.485239 8.745622 " + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "wallet.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Transform date into base 1 relative scale\n", + "(wallet / wallet.iloc[0]).plot();" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Daily and cumulative return" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [], + "source": [ + "returns = wallet.pct_change()" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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B3SA3.SABBAS3.SAEGIE3.SAITSA4.SAKLBN4.SAPETR4.SATAEE11.SATRPL4.SAVALE3.SAWEGE3.SA
Date
2018-01-02NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
2018-01-030.0017020.001275-0.0006720.001179-0.0009170.0009060.000140-0.002033-0.000599-0.001519
2018-01-040.0006440.000960-0.0012970.0018820.0012350.000180-0.001582-0.0027420.000410-0.000974
2018-01-050.0014500.0000000.0005140.000176-0.0018290.0005980.0004730.0016040.0015610.000410
2018-01-080.0004620.0002380.000568-0.0000880.0003110.001188-0.000471-0.0005210.0022230.000816
.................................
2023-07-310.0012230.001925-0.0009890.0001020.0015350.004536-0.0005250.0001200.002262-0.000992
2023-08-01-0.001074-0.0017220.000613-0.000204-0.001944-0.0016390.0003610.001394-0.001388-0.000150
2023-08-020.0002040.0004430.0000680.0005100.000881-0.0002290.0001940.000747-0.0016280.000426
2023-08-030.0006770.000168-0.001376-0.0001020.0017470.0012770.0006080.0000780.0006260.000999
2023-08-04-0.001076-0.000525-0.000617-0.0008130.001931-0.0029750.000220-0.0004290.0000740.001039
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1388 rows × 10 columns

\n", + "
" + ], + "text/plain": [ + " B3SA3.SA BBAS3.SA EGIE3.SA ITSA4.SA KLBN4.SA PETR4.SA \\\n", + "Date \n", + "2018-01-02 NaN NaN NaN NaN NaN NaN \n", + "2018-01-03 0.001702 0.001275 -0.000672 0.001179 -0.000917 0.000906 \n", + "2018-01-04 0.000644 0.000960 -0.001297 0.001882 0.001235 0.000180 \n", + "2018-01-05 0.001450 0.000000 0.000514 0.000176 -0.001829 0.000598 \n", + "2018-01-08 0.000462 0.000238 0.000568 -0.000088 0.000311 0.001188 \n", + "... ... ... ... ... ... ... \n", + "2023-07-31 0.001223 0.001925 -0.000989 0.000102 0.001535 0.004536 \n", + "2023-08-01 -0.001074 -0.001722 0.000613 -0.000204 -0.001944 -0.001639 \n", + "2023-08-02 0.000204 0.000443 0.000068 0.000510 0.000881 -0.000229 \n", + "2023-08-03 0.000677 0.000168 -0.001376 -0.000102 0.001747 0.001277 \n", + "2023-08-04 -0.001076 -0.000525 -0.000617 -0.000813 0.001931 -0.002975 \n", + "\n", + " TAEE11.SA TRPL4.SA VALE3.SA WEGE3.SA \n", + "Date \n", + "2018-01-02 NaN NaN NaN NaN \n", + "2018-01-03 0.000140 -0.002033 -0.000599 -0.001519 \n", + "2018-01-04 -0.001582 -0.002742 0.000410 -0.000974 \n", + "2018-01-05 0.000473 0.001604 0.001561 0.000410 \n", + "2018-01-08 -0.000471 -0.000521 0.002223 0.000816 \n", + "... ... ... ... ... \n", + "2023-07-31 -0.000525 0.000120 0.002262 -0.000992 \n", + "2023-08-01 0.000361 0.001394 -0.001388 -0.000150 \n", + "2023-08-02 0.000194 0.000747 -0.001628 0.000426 \n", + "2023-08-03 0.000608 0.000078 0.000626 0.000999 \n", + "2023-08-04 0.000220 -0.000429 0.000074 0.001039 \n", + "\n", + "[1388 rows x 10 columns]" + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Weighted return, that means, how much each asset acted in the return of the wallet\n", + "returns * weights" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [], + "source": [ + "wallet_return = (returns * weights).sum(axis = 1)" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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m5xd5/X6hSk+rjK+mAwh22flFeHfFIQDAAz2TK8yszHqE9tnLPV1dVCE479P2k5loWD3G6GL4FVtwAkx8IJhtPR+5eE3psJfL5RC34PjyOnr6kvtkwejwMN+9YYgRz+HhTgWJbyQBeH6RtvoJ9jt3XzP7x9XVRSWZByc0aqYi7K9swQmgrLwi/HXonOP3MJX1fEKB8wEil1Ok1BIjG+CIhs37cmkLLQdypcjyAKeguARRFSjg0VPXJY5RVBWH1gAwVC5spI2eLqqiEJwHpyIMGGALTgANm7sej36zzfG72Vpw5D6Ocg6O62MXcsUtOL47+LS8VnRE+aGQWxD6kzCqKSqxYfz8LfisbJZtPdPM++ukWFhsw6u/7sVaDZOqBYI4MNfawFUBrhcS5jp7udIzCEQuCF607TRm/nEgaJPPg7RYPsUAJ4D2p0kz10M9vtHSggOU3vXf9p+1eEwU3MkdWxclOTi+KKHye7lsI9rIjAujii3ZnYbfdqVh6s+l66MV68gfyLpShOz8Ivyy86xPy/T5uqP4eM1RDNcwqVogiHcB7S04oWHVgQx8uPrfoL3wBgs9OTiSmYzL/n9i4XbMXnkYW0RruQUT8bdfWGzD1hOXTHfuYxeVgXyxLwmCoOtA1CPjcj6iI8IQGy0/6Z5zk7xsCw4E7DiVia0nSv/ZybUE+KsFR8tLSUdBSJ+wbG86Vh3IwJSbWpui6yrfaZkQPTk4kxftRvPaVTRvv/t0FqpGhyMzrwhxlSKQXEM+qfHIOfURHcUlNny/5RRSG1dHI4XXUJKWlY+8wmI0rqm93OL9T2sCaajEC/ZJGa+qG4urm9c0uDTBS08Ggdr5I1hnrBeX86nvduDnHWfwWL9mmHhdcwNL5VsMcAzk7UW8uMSG2z9ch7rxlfDhvZ19VKpSWXlFSHl1BQDg2Os3ym6jLQdHvkVEtotKlGTsy9XJtdyplthc78Dsxny5GQDQpGYVjO7VyGflEssvKsG3m07g2pa10aB6Zb+8h12k0xB8PXdtR8/n4uh5bcNL07PzMfi9vyWPKe1L7rrJvtpw3NHiJPcaJy/m4WD6ZVzbspYk4C8usaHb9NL9ePfUAagSpe2UJw1wzDlL7ZlM7TP1VkR6uqjUzh/BSnxa/HnHGQDAh6sPmyrAYReVgbxtIt51Ogs7TmVhye40H5Wo3AEPJoJSGkUlN7RYLiFTfKcT6C4q8QlKKfBM0zF1u16zVxzCSz/vRb+Zq/32HnYRTitl6umi0uNQeo7mbd1Ndf/PsYuqf+/95iqM/mIzuryyHJfzi7Bg4wlcyCnAoYzyMohH6bkjbtQq1BzghMqlrVRolTbw9LSMq92syr1OcYkNK/alIzPPuNYduXNwKA53V8MAx0Ce3hjmFhSjxCZoSg612QR8suYItp3wfT+w87sv2n4Gz/+0yyVwkyumXK/IlaIS0d/VP9vhjBxk5flu7hppgCO/jZ6gS2/wuvFo6QU8ECcYcQtOcYnNb/3uerq+3O3LFo0prRdyC/HMdzvx/E+78MAXm5F9pXwf0dOTK75gFRabc5h4qJU30MJ0XB0ldamhXj/66whGf7EZd360Xne5fKUifP8McAzkSRfVucsFuGrK77hjzjrZIGDZ3nTcPXeDo/l58Y7TeOXXfbj1P+u8Lq8zuYv4go0nsEe0yKYgyG8n95i4PtS6qA6kXUb/mX+i66vLNZbT/TZqfejl5dP0dth+MhMdpy3Dt5tOaHsCAjurtTjAKSyx6RpFpYdcy1DP11di3t9HNW3rqaV7Sls0d5zMRG5h+eSTeo438bZayxZq1wt3w9q3HL+IKYt343IFnQRTSxfViQt5OJxxWbK/KNXr+ZwCXDNjNd5bccixJMxBja2c6dn5mLJ4Nw75cImFUNtfPcEAx0CezAr7x97Sk/e2E5mSIODTv4+iuMSGMV9uxvojF/DCot0ASls6vDVLYbp6pdIXlkgnvZL7mHLPla5OrlyeNWVzCcl1HcjdbWu5sEkm6lJqwdFwSnj2+x0Y8sFaZOYV4bkfd+Hc5QK3zwFcu438KUKUPfnO8kM4ck77PtK2XpzmbV/9bZ/LY6czr+DlX/a6rEUmbu3559hF18RMD+O/HNGQfz2Hm2RUneiXtYfPo+ury7F8b7rMc6TbTftlLwqKQ3fKgds/XI8v1h/XtVyFEn+OzknPzserv+71+dID7gIcQRBw9Vur0H/mX8jOLxY9Lt3O/irz/j6Ko+dz8fayg7pbTx77Zhu+WH8cNzrltHmDLTjkV54c8+KmevEOOu2XvfhG1GJgH5EUbvX+K353xSFkZLsupKl0gOwqW1DTvo1ca4xc0CG5C/Lg6Ht3+SG0fel37DyVKS2nhueKYyWlgEhLkf67WXrh7vrqcvy2y/2Qal+uLL/6QAb+PHhO8e/iE/fcv45g7FdbNL923xbaR92oJSM//d0O5BQUQxAEHDufiwJRYDp0znr0fWuVZHtPaye3oPzCs/7fCypbSokvyOLgd/gnG3HucgEeLEs8FxPvHsM/2YhP/z6KL9cd11dgP7iYW4ipP+/BXlHLKqD9AndM4XvUmqMy9ec96PLKMtlziC889NUWfLzmKIbO8W13j7uldMQtn+lZ0s8md/MqPsbVqv7ztUfx/spDksd2nS49p2rtLtXCfsOmNdl875lsfPzXkZBKumeAYyBPuqjE5xTnu6K9Z8tPYPZjyVddH/JdRvLln/K/PZLfi2QOSrmXU0r03XMmS1NL1KzlB1FQbMPsFdKTg7ZRVO5bcMSW7DqLT9Yccb8hgBl/HHC7TYSPZrXOLSjGyM/+wf3zNuFKoXzrgTej93x519dmyu+4ftZf6DtjNdYckk7wJ74jVrPu8HmcVUn+Fl8Qnv9pl2Sizd2ns5CenY+nv9vhsiirpLvUi/P5yUt5nj/ZR15YvBufrT2GQbPXSB4XBAGr9mdgqZtBCmEKN0ni40rtO/hs7TFcyivCp2tduyblHM7Iwar9Gdh+MhNZV9x3j20/mQkAyChrLc3MK8SdH63X1UXszGYTHCOLlEi6LkWHr9JNnXi2dKVz0pXCErz0817M+OMgTon2HbnWpGV703Ht26slN5R6CAKQkZ2PHq+v1LT9oNlr8Opv+/DFumMevZ8ROEzcQN4OE3d9fvlBYD8gfLUchDctQXIRv7suKvtTsvOLcOPs0mbZI68NcrmrkltWoVZstO4yFmsYRSU+KT08fysAoGfTGmhVR30hzyPncjFl8W4M7ZKE1nViZe8MfdHSBgCXRYHBxbxC7DmUhT4takrryIvdztfLERzS2IUq11qw7t/zuMfNxIDO+UU/7ziD9+7uiD1nsiRD2L/fcgq3dqzv+N0m2Rc9TzLWc/R9uPpfpGVdwUs3X+XTua2cW27sikoEjPq8dE6crS9ch4QY+QVFtdwk3fafdVg/qZ/L4wdFOSMlGnOZ+s/80/FzcvXKWP3MNZqeZ/fm7wew6ehFbDp6EXelNFDcrrDYhv9uPoleTWu4zM+0cPNJt++jNLpOgHyXXExkuGQbOffP2+T4OU90gyL3Ddinrxj71WbZupctmyRXCNjhQXC0R2F/CkZswTGQRy04Ks8XnxPtAY7WFhxBELD28Hmcz5HPGcnMK8TpsqbMguISrNyfLslvUHtduROBuyRj+9/FQ3vlXqf79NK7D3EiZL34Soqvq0R8Qlp14BxyClxbEOReJVPjSK4v1h/H4Pf+xlsKrTlKgeih9NKEand3k3biO8cxX2zG2K+2oMXkpeg+fYWj686bdIhg6rffcER96DggH5xsPHLBbXeG4EELjtw+rSdQeWPpfnyx/jh2n/bsApKRnY+xX27GX07dk0pFEN94ZKu0lCh1n4o/29ks+e6nRdtOO34utgn4bddZfPyXtpZPADh2QX8LmNa8w0/+PoLJi3aj74zVjsdKbAIKikuw6aj7fUs8tYG4hgRBkJxz7NUkbsFRyknaJJoOQbI7qexGuTLnKiXitxUEQdeCouLnhQoGOAZSO3EKgoADaZdd+lylXVTS51hktpNrGRAEAdN/2+fI5AeA33alYfgnG9Hv7T8d24hdN+sv9Hx9JXaczMT03/bjgc83Y8gHa5U/gOO9lBJ/XbcVnxTsP0eIRvwUyLyOPRn1uOhEWClCfrbhrzccx3Uz/3QEamLiE860X/ZirFyOheC6rd6upQ9X/yv7eITCmeaJhdtxOCNH0rUi53BGDgqLbZK+f3GX5dmsfDz4Reln8qYVRnzBCiRx9Ww7cQnFJTZNrSNXCl33mWFzN0jujsVKbALe+n2/JIfJF0s17D6dhUcWbFVMhBUfb5lX3M+N8tGf/+LXnWchCIJjf5zyvz34Y286RohaAQDlZNn0bNebmSuFJZi94hAOiJaV8SY/THyc2wQB4+dvxau/7cPu0551q2iRrjHXRy5AHjFvIzpPW46fNOznxZI8Lem3L3d+qywKcLQEJeLzoZ5JBwVBwMH0y7It59KbSH2v63ie7mcYh11UBlJrWVi8/QyeWLgdvZvVwFejU5FfVII75qzD8fPlF3Lng0q8r9pPSuEyF+DtJzPxUdld1OB2dRFmtWDF/tJRIVlXijB50S58vUG+//qHracwf6O+vm3tLTjlP9svQOIFSQuKSoBKEbJ3xScvlteLc73af51cNrLsjSX7MfvujpJtnLsy1v17Afd9uhGPXNO0/HXKDm1xwCYe/eTNnU24wigqLSfCpbvTMO7rLejWOAHTb2unuJ09n8GbFpwzCnfq/ib+xm/9zzo82KsRYjTMSiyeW0mLhf+cxAerpEGo5pbWss3EybT2XdXeHXbkXC6WPN7b5aniYzm/SD2g2n06C9OX7Hf8npRQCcue7KP43SjFJ/OccmJ2ny7vthOPnJJrBf5t11lNQYA4mBYfY0otn5dkljU4nHEZTWpW0dQa9vnaozh1ST1p9u9D5zH15z1Ic6qvK4UlWHtYeyK6OIAocprJWPx92ostPlfItRA7E4TSFtwq0eG65nD6ZtNJPP/TLlzXujY+HtHF5TXLfxbcvm5psJQj6WpUM+P3A9iflo0593ZWPKcFkvElqMBKbAI+/usINh29iBKbIBka+8X6YwDgSL5ctT8Du09n43KB8rwe4l/Lu6jKv+K7527A1xuOS6J2e+vAqv0ZjseUghtAfxa/APkkY9mh46IPMH/jCexPy5acIKf+vBenLuXhjz2uSZHiC5m7u6n/7TiDG95dI7nTk2syXnPoPO6au8Hxu71exHUgDiC9ablV6kpUesmdpzLR8/WV+GXnGXxZtq9sOHJRNV/E3gIWKk3MatMofCIzl44cdzMkO9sl07JgTyZ1l4x7uaAYTZ7/DSmvrXA85jxB4dHz8t0nxZIARz0oc068PXnxikuS9rKyYez5RSWa5lopEQQ8PF9+NJ1cC874shw0dyR5daIcHLmUs6W709Bx2jKXx/vP/AuzVxzW9H4v/bzX7ZD0ez/diEMZOZJzKQC8rTIYQO6YEU/KKZ6fRhAgOz2A+CXcBbFAaeL2dbP+QvfpK3Xlcn30V2mAvkxmKgPpfD3uu1C/23wKA975y20LMlAa2L+/6jCW78vQnFvnbwxwDDTpx1149bd9uPOj9RgxbyM6TVvmaBoOc9rxxP23ds4Bjrhlxd4NI75wrj9yAZMX7ZZcNAe88xd+3nEGlzTmkuSUzaKs1cxlB/GvzEKKcnfFzq878J01kuDk111n0euNVY5Zf5We6zyCYc2hcy5Tou87m43XRXfBeia7E5+8xMGiN2GDOFDSUr/j52/F6cwrmLBgm1NTufrz/rfjTFDl0ai5UlSC+RuPIy0rX/ZEvFXD7Nx6vte0rHzZFgT7vvqe09BdOc7f3b6z2fhc1FISIXNl//dcDh4SDdWX64oVkwuGnVtq7QmozvkuSkOCi0psyFEYueZVF5WoPsQtHnJdI49+oxw0zVru/Vw87mw4qtx647wbfbX+GNb9Wx5USrs8BdwpyvF64PPNuuaastsn6mJWC0Sc/6Z2fDvPNebuq5WbA0np9X8X3Xj6af1n3RjgBAl706h9LhvnkTaxlVxX9Fa7EB49n4vP1h6V7aLyZtKtX3a6n9PF2VcbXOcCkTtI5Jd00FZW8evlFZRI7twXbz+D2z90nclZPIxa6/uU2AR8sKr8btK5yddT4pY2cQuRbD3ZBMkJVZwQ6S5f5LFvtvl8JJS/vL5kP/7fT7tx8/vyk5s5t1rI0b6OFNBt+grZNdjsQZInh836IxfwUtkioYB8Mnm/t/+U5Py4a8GRa/pXagF0Hqb+1u/yrRTFJYLLIqx23gQ44irLF90Y2F9z0bbTuPOj9TifU+DzZUoqy9wUqlFrVREfV7tPZ+GFxXvw/37arbi9c3J0acCp7/OJd13xOfvnHWdUWybVjm/ngRzON9LOsnXMYr1PlLflz4kd9WCAE2TsJzfxjrfl+EW89qvrrLDucgNe+22f7J2St8PTfcHdKCq9ryV+7vurDuOztcck28i1IgGluTvr/j2v+U5/wcbj+GJ9ecDm3OTrKXGysiTAcXrVrScuofMry1xn+i1jH1KvJgi+fk1WlnWbZlwu8HiiP7nuUTVykxPag1/nfdaTCc+0TAfgLsCRS2wPs8iv1uV8/Cu99sT/bpdNOi59P2mZ3ZVPTHx8FBS5tuA8sXA7Nh29iLeWup8rSi+9q4Grjb4SX7CVEtTt5I6vkxev6D7uxK1W4m7JR7/Z5nJ+08q5CO66qJQCFZtNwPaTmY7WbEEQJF2QwXKOYZKxH81QuFtSYz95iFtebv9Qfkiru/NrpYgw2Wg+GKJruRLIt+q4L6vcxFq/y+TpyOn95ioAQEqjBE3bbzom7RaRtuBoeglZ4hPN4wu3ITOvCJUiwnDyYnmXQkZ2Pm7zwZpiJy4aP/mcFuK8qh89HL2lpwVHyQuL92B4akOfnLS1TNuw6kAG0rLy8UCvRnj2+524o3N9DOlYz/F3uRaVMKvFpVtAEASXVhGloEwtT+fzdcdQJy4aD/VpAkB5JN2VwhKXrnRxnYm73pw/g9qs157SExQ/5GY272Nlgzta141121Ir99fCEhu2HJfvUt1xMhPtk+K1FNNh1YEM9xuJnM8pwOLtZ3Bdq9qOxwTB/YjKyHCrS5epAODjNUcwfcl+9G9VC5NvbI1hc9dLAuRguMYAbMHxmxMX8vD+Km2JcWL2ZlItdx/uEiiVRpkEw87nbqmG8sfcv5Ygs53eBSS3Kpx8nDnPF6JlkT1nb/2+3+VCI+4iW33gHLafzMT6I9KcAF9dBKaKukyCmVIrlR6Lt2ubP8idDUcvuHy/nrQ4ynUZO1t7+AI++fsoery+En8fPo8nFm6HzSbgoz//xYYj8nkickFP3xmr8cNW6QzNhR52A4lHbSkFSc/9uNPlMXEw8Pdh5S5F8fwvPiNT1eK8GbHl+1wTcsUGzV6DQbPX4NzlArfnT6XdQikx/pYP1qKguERXF7f4+pB1pQjTfik/pp1f5r+bT6LLK8sx7Ze9eHxhebKwTRAg16MtLkeUQrelfQTe8n0ZmPbLXpfWP7XFkgOJAY6faBkGaCfu+75SVIKtJy7JztXirMjNgSaXmAxAcjAYRWtrjX3RUDU2QXA5OegN4rQekM4jWJznldDig1X/ukwjf0RD8OLrHAXSLvtKkUsQ7ck5XNyCY7MJ2HNG23wwy/alY/qS/bhr7gbZ991w5IJLF8txmUny9I4qk5MQEyX7uFwwqVRFvhjJJwgCHlEZzeUc35zNuoJ7Plaf+dqd4xdy3d48KbXUqGkxeamuCR6dczQ//fuoo/XfuWqf/b488Nx2IlPyN7nz3rivt2Ddv+dxOb9IMjO6mLhDVK6VdOGmk5KlJozCLio/0XN3FxVmdeRd7E/L1twN4e5klZVXhDUHXe9Y9qdpm9PAn+STZ10fU7vrE7+Wc5Kw3hYcrV+XawuOrrdxcJ6rY+V+903OhSWhuzJ1qBv3teuF1LMWnPKbmVnLD+K9ldpaedXmeQKAGX9oG2W0TseCo84u5BQgOiJM19250qa+yAM8l1OAX1UWsnXOL3E3P44WBcU2l4kUnTnPL6TVm7/vd79RGbmeTr1VKkB+cMXve9Lx+550hFstsudR5xmQ5Vr0Fm4+iT/2pmHbi9frK5SPsQXHT/RMny1uwVFK9JNT7OaO/kJuoce5C/5mP8GJ7+Q8PenZBAHOVaF1/SC9nFtaPC3/sQu5uu9iCzTMnUGB40lwK27B0RrcANLEVqN6mHu9sQrXz/pLVyuQ0jERiM/g3MuvdaSkGqWZyJ0pde2ocZe8LCY3+skeeGpp/QfKzpsqdaJ2kygOHpWWTNE69Yg/sQXHD/45dhHDRBPEuePpYeeLBEqjCChNqL75/b9RrXIkKkWG6W51kbye04lUy2v5Yri0dG0X7c/7fU86Fm8/gyEd62kelRLK37cZeRKQ70+7jOTnfsXUm6/S9Txxy6FROXRXikpwOvOK4lw6cpRK6ovP4G6IswXAwn9OIDY6Aje0reOTyRG0tCgD+luQAX0Bjtzop+ISm64gzmYTPMqV+WXnWY8COCMwwPGDKYv36Nre02RKvbMKBxObIOCvg+c0zbLqjiC4XmzctW75ijfDxD/9+yiua10bV5eN5HInlL9vMxK8+Dqm/E/fOUKcoHpFx4XQH9xNRCjZVqHV0RddVO4GYlzKK8L//bALAHDs9RsDOj2GJwHclULtrf7OC6oCpUHVMYW1zuSU2DzPhdKzDxiJAY4fREcEJroN5Tt6QQDGuhmaqVVpU6v0sUDd5R5Mv4x9Z7OR2qg6khIquX+CSH5RCfaezcYFjQHujrLVwCk4lM4B4joBp78ZvR9oDbS/33LKZRSXnS96kPUc4ULpmOigpqcFR+7c/8W6Y7pakUtkzptmExrtTCHkP6sPY6tTprq/8I6+1C87z7jcnQUq+Htx8R5M/XkvBs1eg9wCfXfWBcU2xEZrv0CqrRFGgTdDZe0if1KajThQ1I6t53/a5fj56e92KG63YNNx3PuJvhFNY7/cjOtn/YmVZQsD62mRsQV/fON1y9x7Kw/rmprk/ZWHcCFXe86nJ/TMhOwPDHB8bMkubRPM+YInM6ma0f/9sMulqfXcZfcHrq9brLtNX+F+I5H8opKQWTaBXP13s3zrhNmpzaK7QLQeXqTKatK/7UrTnM9i98fedBxMz8EDn5eus6WrtcImBM3sukpydXRR+YJNAF75xXWGfF+aJbOWVSAxwPExuVVk/UXPlOlm50mPlDdJzb6QcbkA936iPuSUgluorMxuBH+3ouqpe5vTci7ByIjTkb+/I7m5mAIpIAHOBx98gOTkZERHRyM1NRWbNqmf1L/77ju0bNkS0dHRaNu2LX777TfJ3wVBwIsvvog6deqgUqVK6N+/Pw4dcr/Sr9lkXwlsxB/MPMm5CYYWsPM5/m0iJv+a8M029xtVMPM3Hkfyc7/69T3eWX5QV9tniY1tpUYwerSV39994cKFmDhxIqZMmYKtW7eiffv2GDBgADIy5Cc2W7duHe6++26MHj0a27Ztw5AhQzBkyBDs3l0+o+2bb76J2bNnY86cOdi4cSNiYmIwYMAA5Ofn+/vjuBXIKNx5Vt2KzJM7aW8mPSMCgF93Kk80V1GprbLtK+8sP6SrRabYJni0NmCoywtwt5ez6Ah9K7r7mt8DnJkzZ2LMmDEYNWoUWrdujTlz5qBy5cqYN2+e7PbvvvsuBg4ciGeeeQatWrXCtGnT0KlTJ7z//vsASi9k77zzDiZPnoxbbrkF7dq1w5dffokzZ85g0aJF/v44bgUy8Zd3/+V2ndY25b1YMKzJRUSe+XzdMc3b/rDllEfniFDX+sXfDX1/uZXvA8mvAU5hYSG2bNmC/v37l7+h1Yr+/ftj/Xr5FbLXr18v2R4ABgwY4Nj+6NGjSEtLk2wTFxeH1NRUxdcsKChAdna25J8/bDp6MaArNXv6XltfuA53dqnv49IYa9UB13khyHiVDL6DI/P66M8jmrdla602revE+vT1LLrWdPc9vwY458+fR0lJCWrXri15vHbt2khLkx9tlJaWprq9/X89rzl9+nTExcU5/iUlJXn0edzZd1Z74PTJiC5YPvFqr97P08mWEmIi8eYd7b16byIt3MzFRm7EVQr8PDtmxAEZ2jx5XXOfvp7Rx3+FGEU1adIkZGVlOf6dPHnSL+/Tq1kNzdtGR4ShVmy0X8pBFUPV6OCfp9PdbLOkzugkTaP5avcxegRVQkykoe+vlVIuY5OaMQEuiW/49eipUaMGwsLCkJ6eLnk8PT0diYmJss9JTExU3d7+v57XjIqKQmxsrOSfPzSuEYNWGpv4IsIsPPmTV6pGSQOcNvX8s197g3u4dyJU5pKpCMLlls32gNH5dno+x4juDf1YEnVK1fREf9+27ASKX4+eyMhIdO7cGStWlE+AZrPZsGLFCnTv3l32Od27d5dsDwDLli1zbN+oUSMkJiZKtsnOzsbGjRsVXzNQLBYLfp7QU9O2EeFWt4vFkX6VI8NQq2qU0cXwWpUo960zlZ22CbcG18VwfN8mhjdReyK5emWji0BlwnwU4Bg9BY6eQFVtgkRfUV5WRr6itCYLO7dUGX38+70mJ06ciI8//hhffPEF9u3bh4cffhi5ubkYNWoUAGDEiBGYNGmSY/vHH38cS5cuxdtvv439+/fjpZdewubNmzFhwgQApUHEE088gVdeeQX/+9//sGvXLowYMQJ169bFkCFD/P1x3ArXuHNGWK2Gf/nBplODePz6WC+vXiO/qMRnJ0Uj7ZhyvdttKkdKE3iNHrEgNjy1AZ6+voXsqsfB7ub2dY0uApXJV1isUy8tq2bf1qmepuPOE3qOzYgAdEuO7d1Y9nGlatLa21A9yLri/F6Tw4YNw4wZM/Diiy+iQ4cO2L59O5YuXepIEj5x4gTOni2fS6JHjx5YsGAB5s6di/bt2+P777/HokWL0KZNG8c2zz77LB599FGMHTsWXbt2RU5ODpYuXYro6ODKaXG+AIlFhBvfRTWqZ7JHz6sb5596HtKxHq6qG+fVa7x081WG16svaAnSnPevYPrcLevEwmq1IBRjzcS4Sj7rGglFN/khwKtRxbNW1RpVfHPB3HL8ktttUhslIFaU1zb9trY+eW9A+40vEJjE8rjK8vWqFAZaLRaM6d0IKckJqq/r/D33aKI9L9UfAtKmPWHCBBw/fhwFBQXYuHEjUlNTHX9bvXo1Pv/8c8n2Q4cOxYEDB1BQUIDdu3dj0KBBkr9bLBa8/PLLSEtLQ35+PpYvX47mzYOvj7B+NeXVpSPCrIa3NEy56Sqserqv4/fURuo7r12inwKcy/neTUo1+cZWGNE9GVp6au5X6ecOlYvbfd2SJb97OqrOHyqXDQ83ogUn0s0d8C0d1C/gFguw4fl+6JAU7/a9PBkGr+e4N2IpiJE9kn36elWjwz0eMTrgqkR8cE8nLHpEW9e/N6wWi2R/zS8qwdPX++a6ouec0tUpiPDHVAvRCseIYguOFfh/N7bG+/d0VH3dGk7pAf4IlvUIrk57k1Fb6yjCag2Ku1vx6AKt/cT+yvUoKBvK+cPDPXBd69putnbVrXF1ANCU2/TcDa0U//bt2G6639uXmteuomm7QW0T8dP4Ho7fg2korP3EZsQ+3qyWev29e5f6SdpqKb0THeImEAKAeio3MUoa1QjuESm+/s7uSWmAeIUWA7E6cdEuF/NwqwU3tqujerPoK86B55WiEjyo0JWjl7ugW6xlYlXJqKUaVX3f7aPU2qu0oIV9Phurm53DVy1uvsIAx49sagFOuPRuIUalO0usdZ1YPOXDuQrEEXu4xn5if+Wy9mpWEwDQuWE1fDyii+7nVyqrQ+eDUC6hrlJkGBokuCaT/m9CT3Rx0wzrTw/3bYIvHyht4ezXspbqthaLBR0bVHP8HkwBTvkJPfARztirG+Oe1Aaat69WOQLt65d3jdqPS3cncwDo0rCa222cxevogjAiN9bbVrcqUeGSlmE19eLLj811z13rckzayxKIARnOp+s2deN81u2rpwUnzGrBze3rOX4Xd/u0qF3VJ+VRotSCY68Gd99DTGR5F99DV/smOPQGAxw/KipRPj05t4Lc1z1ZU9N1japRSC1rqfCN8jJqPQg9mZ1SrUvILkWhi6xtPW15OfbRB84H4S2ikwVQOskiIN/XbXS34SPXNHV0AX5yfxd8PTrVzTPKBXKZEK2MSHzukBSPKTe1ljym9r1ufeE6DO9Wvn/at3R3oR/VMxnVdCZVVo0Kx8u3tMHQzsE7k7i3h4AgCJpaqWKjwyXHtsViURx4ERaA/ci++O6qp/tizr2d0btZDZ91V5/J1L5OosUCREeUXx+qx5QHOL5aIFipnsVXrBVP9XH8bNUQ9D9yTRPJ75MGKbeSBwoDHD9Sm3vB0xO/BUBMVHlrTx0v82HEEbvWi7sn6/JqaaJWonWyM3urgfPnEJe3Xnwl9C/r/pILcPw91No+d82gtvJzNomLbrFYUGQrP6E90b+Z6ms/2LsxrmlRE3cE0cUz0BPV/Ti+BxpWj3H5HtWON4vFIukacZzM3RwONatG6W5Z2D7lerSuG4u3hrbHDw8bO62FEm+n1y/UeBGOjghzOVadf9949GLp435owXnzjnaS3+03CI1qxGBgm0RYLBZNrXhapDbW3ipstVgkx414ZNKlvEKvyzL5RuXAQ5xkLT4mHC04KvUxuF3wjT5kgOMH9gun2k7tfOAIEDSdVqwWoGpU+YX5Zg15AmJfjU5xet9y/my9cA4mxvVporClq1qx2kZg2Ftw1JqVxUmbcvPl2OtgwZhU3NiujuYyavXkdc2x9+UBuKVDPdm/O5e9SNQq89i1zTDhmqYuz/nl0V6YclNr3N8jGZ+NSsGMocYuw/H9uPILd1R4YNei6lTWZee8K7ubW0TuZO6ue8IC7RfA1nVi8fmorpJjrHPDBL9N6nZjW8/3XW9jCaWW6/6tSm8sWiZWRZ24aHx0X2eXc45zndsXFPbHuenOLtIle7xtAa1RJQpLn+gt+7emNbXl1QGlwVyUaH8U5+9cyivyvIBlHuzdWPE7vrpZTQxPbYDXbm0rOSbs9+riQNP5s+rJMwqU4CuRCfw8oReeuq45Xr65jeI2nt6RWCwWVFGIst156OrG6F2W5yLHn8OMY50CHC0tWDPvbI/bOtbDXV215VNEKLXgKDQ4PTuwpctj9uf2aFIDH9zTSdP7atEysSoeurox7u3WEJUjwxWDWZcAR3SxsFotsongberFYVTPRpLP/VAfY/q/Nz7fT5LDJG5qDyTn7qVIN4FWpUj9LThVo8M1d+f89nhv9G3hmlPVTCan4qvRKagTF40vH0jRNUFdy8Ty19IyUaQSvaeBWDdLhtg/wnt3d8S3Y7vhl0d7Yf2kfujYoJpLF5BzfeYXluaVeRLg/PlMX7d5bGJaW56UqM1Or2eYuMUibfkM5EBEq9WCV29ti3tSG0iOCXvwp/Y9BOPEtQxw/KBB9cp4tF8zxFVWTiZ02VEEbTvylcISSReVt6NIm9asgpTkBNzQJtGvLTiuoyPc73q3daqPmcM6SA40NeUtONLHBYWfE+OiMW+kNJlZa597jyaleVBjejfStH3PpjUwaVArx12OUn6H83fg3OeuNRH8uYEt8eqtygE24FmCrDvOc/OIW3CMzG+KdFNv4n3M/tWoddW0TKyKoV3qe31Sl3t272Y1sX5SP1zdXPlmRM7ANuXdnt7cTeu90Vn9zDWaRh5WigxDt8bVJRd75/3ZuUXsSlnivCf13LB6DD66r7Pm7b2dZiEizIrcgvKpLu5OaSD6m/byWywWyXGj9/v4ZoxvRoGKgyz7AAa1Y7huvP9HuunFAMcg7k72tapGoY/MCe7I+RzJzq/rRCbzllarBf8d1x0f3ttZc8+7J0GVAEEyUkxPubUOX7efRFy6/wT5nwEgMkx6QdZyEf5pfA/MfzAVq57uqzrcXEzrtd15O+e7ym4aE8wtFgva1YtX3UZr4KiH88k4StSC87xC0mF3nybNy5s2pDTYc06EtJN2UVnK/ld+vXkjuyIqPMzrHA1ftJrWi6+EV29tI2np9GYNK71lSoiJ1LxfOptwTTNER1jxQM9Gsu9tn2rD03rW03LibQJveJhFMuJJHCDoDe6dW3Bal61xKDfJ6itDpDcyURFWtxPyacmzcp4TCJCen8RpB2/e0Q6R4VaP8jP9iQGOQZzvSJx3i8ISG2YN6yBpdgaA9OwCye++TOLUczKwe7BXIzx3g2tXjzObIL1DqhKl/eKqeXSXhiGlzqsKOwdaWt6rY4NqsFgsaFQjRvOJy/nErbQwpnPLjvOQ4s4Nq+GbMd3w9/9d4/Y929aPw+y7Oyr+PVrnBGJa5rhwrnpxMC6u282T++OdYR1w6NUbcFeKNBdCzDkR1FPXtKiFPVMH4JkBpfuq8x21NMnY/r9Kc3zZRt62SumJJdZPutbxc0JMJKbefBVSGyXg9yevxvDUhpLpG7xpwfE05lKqCrXJChtUr4xdLw3Ai2Wj3pxf426VfcPXbu8knxenVYTViqSEyvhsVFf8PEG65IzuAEd0Y2C1WLDwoW7470PdcbNT7t7c+zrj3m7SPK6ocCu+HdtNdT6o6jrnq7Gfuy0WC+bc2wlv3dEOdeLKW2z0nksChQGOQeTuSMSReFS4FQkxkYqruNYsS5C9Rkcfs7uoXesig+LTVUxUuEvQIPscQZBMfBijI0dAy8n6WlE9yCVwl/8s5Xyh89WoCWfOgUuduEpY8VQfx/eopH+r2hjVMxnv3tXB8Vj3JtVRv5q270ptXSW9M6RqOUmrteCIn189JhJDOtZDRJgVzWqVB/HXtJC2Wt7cvi6+G6dttNHzg5QDbavVItnnnD+LpIvKMamZ8nu5mxdksChBXW3Kf3dVKt53xReUyDAr7u+RjIUPdXfk24jrvqqbvBg1nh4ClSM9e09xa5P4M3w2sium3HSV7tfr07wmvnggxf2GTprW8m6OGXt32zUtaqGtaF4lQH+rmDhgsACoGh2BlEYJLsezXJd1VLgVVqvFZaLZmlWj8H9leYft6sfjmQEtcFtHbUGdOEgd2KYOhjolaBsx47YWnh8F5FOCIGBYWRPznD+PYNawDgBcuxHsuR/LJ/bBhZwCNNaRne+u+XBkz0aY8cdBHaUuDRiKRYmw/xneCePnb3Xdzumt9SRByrWqdG5YzbG+zGu3tpXc6V3MlQ6lVO2i8qAFxxNyjWNNalZBjSpROHe5wPWPZaxWi0cneS30JgBryYNwbcER5VuI6lYc8LWuG4vPRnZFnfhotEyMRfJzvwIAPrqvM6Ijwlymrlcy9mrtI/MirFbko7xFUXycFZcNzVdtwXEzL0hqowS8f08nFJfYVFtGPR2SHRHu+jxxeRtWr4yH+jTGR38e8eDVPStTdEQYcgpcl1vRM3Gg+DPouXkT8yS40aJvi5qIrxSBRdvPyP7d+XsWf2xvuqjE+1jrurFYPvFq9J/5V+l7yHxX9m73e7s1xLRf9joe3/R8P8l38UjZiMyIMCsWbj4pW45HrmmClfvP4bZO6lNP2M+rLRLlW6aNwhacIDOsawOserqvYx0ccdLmMwNa4D/DS0f2xFWK0BXcaOHJyIvIMOmdwoCrEtFUpmnUObjS815y+QQPi4aZh1uls0IfzsiRbCudUVpaDucuPn8lwlaN9v8Ceko+G9lV9nG9LThaLlTOJ1zxnaha3V7TshZalp0cfxzfA9OGtMH1HizXoZXzna+4LgqKypvjlTi6qJQ2KXuuu25fd1U6a1gHWCzAi4OlExfKDXuXzKEECybd0ArfjeuOB3tpS4QHgBlD26u24NyT2gCJsfJzb1WKVFrfSPvdvZZpqJISKuFtA6ZCSK4eg3dUlvmI8OEII3HXrvNTG1ZXn0TR3mo6qkeyY6LQ6jGRivuzWp0/M6Alljze222Lu/38flO7Oph2y1UuXXRGYYDjZ/ZE4Z5N1ZPwlM4B4hPvgKsSvZowz9sJvMT+b2BLtK0Xh/t7JKNYlJwXZrVg5p2uJx/RfHWIjrDq6qKSC3CsVqB3sxqICLPg+qvUL4SS8MZNkrGeCeL0iFUIcAIxsEjpTriSzi4FLV2FavPPaA0eOzWohvu6NXQbUD07sIXHaxQ5Bx7ifSy/2DWhEpBOkGa/q1ZqwdH6tbr7jD2a1MDBV27AA05BitwxIX4t+49dkxMweXBrR5K1mvZJ8bijc33FMn1wTye8dmtbrHvuWtm/V47wvkNAS1fOswNaKi74K5dcq2c2cDUxbvIGnYNm8fnWqxYcpzpx18rsGE1qtaBXsxrYPXUA1k2S/87kXt8T9vOqxWLBfd2TXbrojMIAx88+G9kVmyf3xzUyc2BoIZ2fw1el8pJQumbSz4/2QtXoCJcZm+UOGJsg4L8PdUf7pHgsHNtdMpdPs1pVMP9B5ZOQXJBhsVjw5QMp2D11gNugT5wj5BxHOl+0ne9m/niyD/7foFaqKyzPG9kFberFon8r5e9YKSfCyKkj9HZRVY0Od3SRKnG+OIpP7Ekya395Y3zfpkh2czer/NzSFkC5GaUdLThOYUpz0Zw1ji4qPwwTdyYOZuyz2tonzROTtuBI3detoeyabHLkzjOPXtvUMfGl1eoaSAG+GZWnpT47JMUr3hDKDVfv1awGjk4fJHlMS8DnLMlN3puWpHStxLlrzs90FxQ7n9OqRIWrTrjpTat1fNlUKN3dnBeMwgDHz6zW0qGDSnfwdkqNuJUjXYevekrP0zs1iMert7ZBYw1ryjgns9m7qMTDCAWUrjW1+JGeaJ8UL+mieur6FujZtIbi60fItBxY4DpfhF3X5GqS31MblR98zs3lzsGTcwtOoxoxGHN1Y9WT97Uta+OXR3s7hnLKcZ7oMBh40kX15QMp+FIlx8H5XCn+vU3dOLx1Rzuf3VEDwMu3XIXE2Gi85LT2lDsjeyRjyeO9ZVcWlxsSC0gDZXejqLR2y9zQNlGy4KQ7vzzWC2/e3g6P9nOd0TpMIfDQS66lV+niLe560bs/yVG71m574TqserovkhIqo0ShfhVb1ETlvL1TfdznNPJIzbt3dcDdKUlul0Bxzv0TV5lal/wfT17t8pj4vKa2JyXLnJ/1ThHgTZC+/rl+2PR8P0kCfDBhgBMgnl7gxM2+amtb+VpUeBiGpzaUPYCcOZcrOiIMe18egE3/r5/jMecTvviALyhWXwU7QqaTWC3Yc54xdoCoC8ttC47Cy9qndVfragxT6cxWmu3Vl92GWogvQv115rhYUNq1o9ZU7/y9iE+eEWEWDO2ShF7NlINZvRrXrIINz/fDyJ7a80yA0nK2qhMrezGwd1E5L/4q3oXtn0spt0LroVo5Mhxrnr0GzWtry6erE1cJd3ZNkg3spRcq13LNVskfEdNzvRMHFHK5d4C+ebPULrbVYiIdi3javDgXirt4tDRe3NKhHqbf1s5tPtWZzCuKf1NLmG5YvTJudRrNJO6ikjvv//ZYb3z5QIqjPl4Q5WjpnSLAmxacSpFhqKWQkxUMOIoqQGIruUnSUjheo0WJe/Y7Sz0qR4Yhr1D/8+zXai13ouP6NMEvO89Ihg46Dxl1fhlxy5S78sl2UbktlWhbiwXXta6NZXvTHROK2TmfDJQCp0Y1YrDzpetRRSVvRW2WYaUAN9BdVBFhFvz9f/0REW5FbHQE2tePw45TWZqeW15W10J3aVhNdm4NcX16Ms+SEeyjAqtXicLYqxtj7l+lI5HkWnCUWgy0TJ1g56upCcT7ktxLdmxQDe8M64AnFm7XXR6l/VQcLDwzsAVyC4pxi8ahx1rfW46vbvbCw6xer0Fll50vHUEm/iRqQURkmNUlr0Yc4Midg1vXlbYWj+7VCDe1q+NRsGHkDOP+xgAnQNx1USkRJ2l6EuBMvfkqPPP9Tt3PU12w0qkdJDEuGpue7696cnI+RMUXPncBjtwBqBYYyJ0Q3ru7I3afzkLHBtLuK3H9ys0SKubuO1Q7USg9N9CnlhKbgOqi2VaTEiprD3Ds/zsVOirciu8f7iH7nBCJaQAAE65piu+3nMJo0fIb4m5Wm6QFp/R/pc+nd1oQX7TkiY9ZpUBd7bhpXtYCI7eJUvnE+3xsdARmlk1vofU9nWm91ip1Uel1Q5tELN5+RnMLmj9YLBaXQRfimwGtH9XTlpQHejbCV+uPY4gXgWmwYoATIM6raTtTmqPGYrGgd7MaOHXpCtrVj9f9vuKWFD2nUPuJa3hqQ6w6cA5dGlbD5rJ5Z+S4u/NSS9DLk5k7Q0zuZK12QZA7IURHhEkWgZR77eE6+uXlqI1uUJx4LcBNOEVOd7567t7sF1DnZyh1TYifEwqeHtACT13fXLJPiFsKxK0y9m2UPp+eFhxfEZdF6WtVKu/93Rti4nUtFF+7ocIkoFr2H191UYl1a+R5UmuHBvGOn18Z0gadG1bDwKtck821uqNzfXy/5RTaJ8VLHtez66stWOrvPSkxLho7X7req+U9ghUDnADxJsn0ywdSYBMC25Rozy3o37o2Vj3dF/XiK6H55CUA9J2w/vtQd+xPy1bNXcnV0IX2y6O9cOrSFYz7egsA9ZOHp63XXq9Fo/L9KE1lbkQLjphHAY5T5SutMSW3bbBzLq9kBJ7Mjh9MAZxkFJWGAKdrcjX8c+wSasdGYeot8qOKHu/XDBaL8ozYWuZ3qeFmtm5J+TTuj3GVI/D5qK4Y+dk/ml972ZNXY9Oxi458OqB0fqoR3ZM1v4acl2+5Cu2T4r2at0mtjgIRLJsxuAEY4ARMVVET5Gu3uk7drnaisFgsyhOK+Yn4RN9IQ6KxkpRGCS7JmnZ3pyThf9vP4P4e7ltO2tSLkwwzVqsOTxd8E8/I7IlqMfrnKAr09dElwNFTAIvkPwClc6OojYAL9e59m6QFx/XvSgGiES04knlwFI4Q8dc9++6O+HTNUdW1wEb1TFadhkEtQP5weCcs25uuOsWCs+a1quJXnNW0bd8WtfDHk1fj47+O4Lstp9xu36x2VTSr7d1yDHIqR4bLjsrSE9zf2SUJv+06i14yx1KQroIQEhjgBIj4zkQ84+dT1zXHD1tP4eG+2qeZD4RABPTTb2uHqTe30Zz172aQiIOnJ4Qim3ctODe2rYOV+zNwNjMfm45ddDxeS8cdbKDpacFpVDbnjPh7qBOv3u8fTC0cnhAHNXJBi3IXlb736duiJg6kX0aCB0GyLMUWnPKfq8dEYfJg1+H14o/kLjdIbf+5oW0d3NC2juLf5TzUpzHyiopxncw8P3Ka166K4d0a4rstp1QXl/SH+tUq4T2VxWzd+X5cd9Quy5uJjgjDt2Pl11wL1nWeQgEDnACqGhWOywXF6NKwvEXj0X7N8Gi/ZgaWSl6gLkx6hjRK4xvtCc1aFRV7dyIJD7Pi3bs6YvH2044AZ91z16Kayh2w0Zd/PSN47F1R4rp39+wOTnkJRrixnb6LrFiJpIvK9e/K8+Doe58nr2uORjVi0MdpsVFPKX0vcrMde6Jm1dI11JynZPBWdEQYJt2g3OUpp0NSPNY8ew1qxQbmRuLVW9tg09GLeHtoe69GBsrlBMpheOM5BjgBtP75fsjMK9S8ErSveTq/hTOjDjjNJ2cP73hKvGzBkXv7um4mcTM6R0Xr4qK7XrresZ6W5A7fTfl7N6uB9+/piBZedg1YLaWtIpFhVtzZtT4Gt1NeJd2Z3nWAxMStNnItOErXN71dVNERYbgrpYGu56hRHEWl8LN0G/f1tfiRnvhjT5rLqtJG8fUs2WqGpzbE8FT33eq+OrI7ipKiSR8GOAFUJSrcowUtvVU7Ngrp2QW4vrX2kQLeXBT8RWMPlectOD6aW0NPDpDRtay1pU6ppc1dfGSxWHQFI0oWPdITby49gEmDWuKquvrWufHmWxXn4MjFLMHaBad3FJUSpX25bnwl3ZMrkj4rnuqDrccv4Zb25hu+HSgMcEzOYgFWPtUX6dn5ulYfV+tbN+qUrvXc7GmCZ5GPJvzS0xB0Z5ck1eH3/qY1B0fpwhiomZjb1Y/H1yrrlanxJofhpvZ18fGao2hSM0Z2gUfFJOMAzjouR2nZBC2tb+KHmf7hBS8PjSY1q6CJjnM2uWKAUwHERIXrCm4A+WHNU25qjfdXHsZrt7mOAgsESe6H2kSEOk/KjWvE4Mj5XAxWGAqrl54Aa2iX+vjmnxPYdiLTJ++tl9YAJ0yhezBIGzAkvLlGt6tfmt9Rs2oUosKtmHxjK8m8P75KMvaVp69vjiPnc9G5YTXZv0sTiOWFwFdKpAkDHJJ4YXBrfLvpBJ68zjXxeVTPRhjZI9mwvBGtF1a915afH+2FExfz0EplsUw99ARYFosFnRpU83uAE185Apl5RS4BjeYWHPFCjpAPdsxKnN/xYO/Gkr8F00R/ADDhWvUBC1ry2HyViFzRBXqdOXJlztl9yGOjezXCsol9UKuq/PBfo5Ni7dRKMUxn4mNMVLjPghtA/zw896SWJpf29dEIGjnfjOmG3s1q4EenJRU8ybWSrnkUHPuDKj/GGoqjqPz3ll7R8n3VqBKJG9ok4sZ2dVTnwCEKdmzBMYHRvRrh07+PGl0Mv9PagpNcIwZv3tEOz3qwBpcv6O2eaFKzituFPL3Vqk4svhrtmsPiyUKPoddF5b9wQ3ktquAMcSSJ+oo5OBZ8eG/nwBTIxELh2DA7tuCYwP8b1ArLnrwaD/Vp7H7jEGbRPI5KOnN0oHlybYuNjvDZqtJ6aB0mLib+HkKhBcefsYbS5w/S+IYX3QC6q2tpS/K1LX07VxBpxxYcE7BaLWhWu6pHF6tQoqflwMgTuVH5F57wZH0zLYmqwcSfX0cwLdWgRSgEpGbRsHoM9kwdgMqRpQM2butUDz9uPW1wqSoWBjgmEoxz1/iS9vYbYwVr94QcTy540m4O35XFX/zZRRVso6jcCYXvy0xiRC3Jrw5pi/6taqPYJng98SVpwwDHRIzo4gikYElwdidIr22yPJlpXs9Mxman3EUVnHsBR/YYp1JkGAbpXJuLvMMcHBOpUC04QfxZa1YJ3sU1nYVZPTkFaF+LKhgEqovqtVvL54cKzvAm9Fd3J9KDLTgmYv4WHNHPbrbt1KB0ojNPcky8NeCqRDx0deOQWEMmzIPqCbVh4v4MNsQtYMnVy+fLCdYWHLOfI4jEGOCYiNzF3EynMz0TkNWKjcbG5/tJ+sADxWq1YNIgfSsiG8WjJGPxzyGwgxkxiipoc3CMLgBRALGLykTM3kUlpiWXoHZstCGLm4YSz+bBCY1h4rVjS7sKB1xV22/vIQkQRT8G6yiqmlVDp/uUyFs8+5uI+FqT0igBO05molezGsYVyI+C+LoaUjybByc0LH38auw5k40eTar77T1CbR6chtVjMGNoeyTERBhdFCK/Y4BjIuKL1cKx3VBYYkNUuPyqwqGuFu9EfcKjYeLiHJwgzumoFhPp9wBfaY2uYM3BAYA7Otc3ughEAcEAx0TEzeUWi8WUwc0PD3dHTkEJasXKr5VF+niWgxNao6j8SalbOFhzcIgqEgY4JhLMQ6d9pXPDBKOLYCpez2Rs/l1OlXiUvbgu/Dm5IBFpwyRjEzFiSDSFNm/3mWBOMg4EcQuOuFeKLThExmOAYyIVaRQV+Ya3+0xF3+PEAaJ45FQw5+AQVRQMcEwkmBM+KThp2WdmDG0v+Z1LNZSzOgU40RGlp9Q+zWsaVSQiKsMcHBPxZF0hqti0tOA4j7rRM+Gi2YnrzyYAa569FgfSLqNnU/8NTScibRjgmEhFz4cg/cI8WatBpKLvc1aLtAWnZtUoTqZHFCR4z28iTDImvZiD4x3xKCobM4uJggoDHBNhkjHp5UlQLE6gregtOM5dVEQUPBjgmEhFT/gk/bxu9avgu5y4/koY4RAFFQY4JuLJukJUsbkLcDZM6ufymHgEdEWPqS2SeXAY4BAFEwY4JsIcHNLLXRdTYpz6khgVvYtKrIQBDlFQYYBjIrzWkF7eBsXc5cqxh4oouDDAMZEIToRDOnnbrckWnHLsoiIKLn69Il68eBHDhw9HbGws4uPjMXr0aOTk5Kg+Jz8/H4888giqV6+OKlWq4Pbbb0d6erpkG4vF4vLv22+/9edHCQkpjRLQvn4cbu1Yz+iiUIjwNkBhfFPOxgCHKKj4daK/4cOH4+zZs1i2bBmKioowatQojB07FgsWLFB8zpNPPolff/0V3333HeLi4jBhwgTcdtttWLt2rWS7zz77DAMHDnT8Hh8f76+PETIiwqxYPKGX0cWgEOLZMHE/FMQESmxGl4CIxPwW4Ozbtw9Lly7FP//8gy5dugAA3nvvPQwaNAgzZsxA3bp1XZ6TlZWFTz/9FAsWLMC1114LoDSQadWqFTZs2IBu3bo5to2Pj0diYqK/ik9UIbBX03fYgkMUXPx2elu/fj3i4+MdwQ0A9O/fH1arFRs3bpR9zpYtW1BUVIT+/fs7HmvZsiUaNGiA9evXS7Z95JFHUKNGDaSkpGDevHmq/d8FBQXIzs6W/CMiIMyq/xTAbil5nMmYKLj4rQUnLS0NtWrVkr5ZeDgSEhKQlpam+JzIyEiX7qbatWtLnvPyyy/j2muvReXKlfHHH39g/PjxyMnJwWOPPSb7utOnT8fUqVO9+0BEJuTJ7Nf1q1XCNS1qIiYqHNERYX4oVWhifEMUXHQHOM899xzeeOMN1W327dvncYG0eOGFFxw/d+zYEbm5uXjrrbcUA5xJkyZh4sSJjt+zs7ORlJTk1zIShQIPGnBgsVjw2agU3xcmxLGLiii46A5wnnrqKYwcOVJ1m8aNGyMxMREZGRmSx4uLi3Hx4kXF3JnExEQUFhYiMzNT0oqTnp6umm+TmpqKadOmoaCgAFFRriv5RkVFyT5OVNFxckjfia0UYXQRiEhEd4BTs2ZN1KxZ0+123bt3R2ZmJrZs2YLOnTsDAFauXAmbzYbU1FTZ53Tu3BkRERFYsWIFbr/9dgDAgQMHcOLECXTv3l3xvbZv345q1aoxiCHSiQGO9966ox22HL+EG9vWMbooRCTitxycVq1aYeDAgRgzZgzmzJmDoqIiTJgwAXfddZdjBNXp06fRr18/fPnll0hJSUFcXBxGjx6NiRMnIiEhAbGxsXj00UfRvXt3xwiqn3/+Genp6ejWrRuio6OxbNkyvPbaa3j66af99VGITIsr0HtvaJckDO3CLm+iYOPXeXDmz5+PCRMmoF+/frBarbj99tsxe/Zsx9+Liopw4MAB5OXlOR6bNWuWY9uCggIMGDAA//nPfxx/j4iIwAcffIAnn3wSgiCgadOmmDlzJsaMGePPj0JkSmzBISKzsggVcH7x7OxsxMXFISsrC7GxsUYXh8gw2flFaPfSH4p/P/b6jQEsDRGROj3Xb07zRVSBebsWFRFRsGKAQ1SBcbFMIjIrBjhEFRhzcIjIrBjgEFVgHEVFRGbFAIeoArOyBYeITIoBDhEREZkOAxwiIiIyHQY4REREZDoMcIiIiMh0GOAQERGR6TDAISIiItNhgENERESmwwCHiIiITCfc6AIQkbHmP5iK/WmX8cvOM9h2ItPo4hAR+QRbcIgquJ5Na2B0r0ZctoGITIUBDhEBABjfEJGZMMAhIgCAhREOEZkIAxwiAgBw3U0iMhMGOEQEALCAEQ4RmQcDHCICwBwcIjIXBjhEBACwMsIhIhNhgENEANiCQ0TmwgCHiACwBYeIzIUBDhEBYAsOEZkLAxwiAgCOoSIiU2GAQ0QA2EVFRObCAIeIAHAmYyIyFwY4RASAOThEZC4McIgIAJdqICJzYYBDRACYg0NE5sIAh4gAsIuKiMyFAQ4RAeBim0RkLgxwiAgAW3CIyFwY4BARAObgEJG5MMAhIgAcRUVE5sIAh4gAcKI/IjIXBjhEBIBrURGRuTDAISIAbMEhInNhgENEADiKiojMhQEOEQFgkjERmQsDHCICwGHiRGQuDHCICABzcIjIXBjgEBEA1xycnk2rG1MQIiIfYIBDRAA4TJyIzIUBDhEBYA4OEZkLAxwiAuA6ikoQjCkHEZEvMMAhIgBMMiYic2GAQ0QAXJOM2YJDRKGMAQ4RAWAODhGZCwMcIgLAUVREZC4McIgIANeiIiJzYYBDRADYRUVE5sIAh4gAcBQVEZkLAxwiAiAzDw44jIqIQpffApyLFy9i+PDhiI2NRXx8PEaPHo2cnBzV58ydOxd9+/ZFbGwsLBYLMjMzffK6ROQeh4kTkZn4LcAZPnw49uzZg2XLluGXX37BX3/9hbFjx6o+Jy8vDwMHDsTzzz/v09clIvcsHEdFRCYS7o8X3bdvH5YuXYp//vkHXbp0AQC89957GDRoEGbMmIG6devKPu+JJ54AAKxevdqnr0tE7jl3URERhTK/tOCsX78e8fHxjiAEAPr37w+r1YqNGzcG/HULCgqQnZ0t+UdEUkwyJiIz8UuAk5aWhlq1akkeCw8PR0JCAtLS0gL+utOnT0dcXJzjX1JSksdlIDIrlxwcY4pBROQTugKc5557DhaLRfXf/v37/VVWj02aNAlZWVmOfydPnjS6SERBh/PgEJGZ6MrBeeqppzBy5EjVbRo3bozExERkZGRIHi8uLsbFixeRmJiou5B2nr5uVFQUoqKiPH5fooqAOThEZCa6ApyaNWuiZs2abrfr3r07MjMzsWXLFnTu3BkAsHLlSthsNqSmpnpWUj++LhHJ5OCwj4qIQphfcnBatWqFgQMHYsyYMdi0aRPWrl2LCRMm4K677nKMdDp9+jRatmyJTZs2OZ6XlpaG7du34/DhwwCAXbt2Yfv27bh48aLm1yUiz9yd0sDoIhAR+Yzf5sGZP38+WrZsiX79+mHQoEHo1asX5s6d6/h7UVERDhw4gLy8PMdjc+bMQceOHTFmzBgAwNVXX42OHTvif//7n+bXJSLPJMREGl0EIiKfsQhCxZuvNDs7G3FxccjKykJsbKzRxSEKGsnP/er4OSU5Af8d193A0hARSem5fnMtKiKSxbWoiCiUMcAhIiIi02GAQ0RERKbDAIeIZFW87DwiMhMGOERERGQ6DHCIiIjIdBjgEBERkekwwCEiWUzBIaJQxgCHiIiITIcBDhEREZkOAxwiklUBV3EhIhNhgENERESmwwCHiIiITIcBDhE51KgSZXQRiIh8ggEOETl8N66742dm4BBRKGOAQ0QOjWrEGF0EIiKfYIBDREREpsMAh4hkcZQ4EYUyBjhERERkOgxwiIiIyHQY4BAREZHpMMAhIllMwSGiUMYAh4iIiEyHAQ4RSdzZpT4A4Il+zQwuCRGR5yxCBVwyODs7G3FxccjKykJsbKzRxSEKKoIg4FJeERJiIo0uChGRhJ7rN1twiEjCYrEwuCGikMcAh4iIiEyHAQ4RERGZDgMcIiIiMh0GOERERGQ6DHCIiIjIdBjgEBERkekwwCEiIiLTYYBDREREpsMAh4iIiEyHAQ4RERGZDgMcIiIiMp1wowtgBPv6otnZ2QaXhIiIiLSyX7e1rBNeIQOcy5cvAwCSkpIMLgkRERHpdfnyZcTFxaluYxG0hEEmY7PZcObMGVStWhUWi8Vnr5udnY2kpCScPHnS7TLuJI916D3WofdYh95h/XmPdShPEARcvnwZdevWhdWqnmVTIVtwrFYr6tev77fXj42N5Q7pJdah91iH3mMdeof15z3WoSt3LTd2TDImIiIi02GAQ0RERKbDAMeHoqKiMGXKFERFRRldlJDFOvQe69B7rEPvsP68xzr0XoVMMiYiIiJzYwsOERERmQ4DHCIiIjIdBjhERERkOgxwiIiIyHQY4FBAMaediIgCgQGORmlpaThz5gyuXLkCoHS5B9LHvgaYHYMd/ez7H3mP+5/niouLjS5CSMvJyTG6CBUCh4m7UVRUhAkTJuCPP/5AQkICqlatiqVLlyI6OtroooWMoqIiPProo9izZw9q1aqFW265BSNGjDC6WCGlqKgIjz32GI4dO4aaNWti/PjxSE1N9elaamZXVFSEd999F02aNMGtt95qdHFCUmFhISZPnozz588jPj4eEyZMQOPGjY0uVsgoLCzEU089hX379iE2NhbDhg3DnXfeyePYT9iCo+L06dO4+uqrcejQISxYsACPP/44Tp48ieeee87oooWMI0eOoGvXrti/fz+effZZxMXF4fXXX8e4ceOMLlrISEtLQ2pqKnbu3ImbbroJO3fuxLhx4/DWW28BYGuiFkuWLEH79u3x7LPP4ocffsCZM2cAsBVHj++++w6NGjXC5s2bUb9+fSxcuBDjxo3DunXrjC5aSPjqq6+QnJyM3bt34/7778fly5fx7rvv4vfffze6aOYlkKJvvvlGaN++vXD27FnHYyNGjBAmT55sYKlCy/vvvy/07dtXyM3NFQRBEGw2m/Dhhx8KFotF+OGHH4SSkhKDSxj8vv/+e+Gqq64STp06JQiCIGRmZgovvfSSEB0dLezevVsQhNJ6JXk5OTnCmDFjhMcee0yYPn260KVLF+E///mP0cUKKdu2bRNuuOEGYfr06Y7HTp48KTRq1EiYP3++gSULDQcOHBDuuOMOYdasWY7Hjh8/LtSuXVtYtmyZcQUzObbgqMjMzMShQ4eQmJgIADh79ix27tyJhIQE/P333waXLjQcPnwYxcXFqFy5MgRBgMVicdw1v/baa7hw4YLBJQxe9paZc+fO4dKlS6hXrx6A0pV0H3roIfTq1QsPPfQQALCJW0XlypUxcuRIjB8/Hs899xwaNGiAJUuWYOfOnQDYAqZFYWEhWrdu7ehaLioqQv369VGtWjXs27fP4NIFv5o1a+KZZ57ByJEjHY9duHAB7du3R5UqVVBQUGBc4UyMAU6ZTZs2AZCe7Lp37464uDikpqbijjvuQIMGDRAXF4dff/0VgwYNwssvv4yioiKjihx05OqwatWqiI6Oxm+//ea4CK9duxZTp07F7t27sXTpUpfnVGTff/89li9fjrNnz8JqLT08w8LCkJiYiDVr1ji2S0xMxHPPPYd//vkHy5YtA8DuFjtxHQKlwV+PHj3QokULAMC4ceNw6tQp/PTTTxAEwVHPVM5eh/auvJSUFMyYMQN169YFAERERCArKwu5ubno2bOnkUUNSs77YLVq1ZCSkoL4+HgAwIQJE5CSkoKMjAzcdNNNuO222yTHN/mIsQ1Ixvvpp5+EunXrCtWrVxeOHj0qCIIgFBUVOf5+9OhRYcmSJULr1q2FL7/80vH4119/LcTExAgnT54MdJGDjlwdFhQUCIIgCHv37hWGDBkixMXFCcOGDROqVKkipKSkCKdPnxaGDRsm3HTTTQaWPHh8+eWXQq1atYSUlBShZs2aQs+ePYUffvhBEARB2Lp1q9C6dWvh9ddfd9SrIAhCWlqacPPNNwv33XefUcUOKnJ1+NNPPwmCIAglJSWSbrzx48cLffr0EZYvXy4IArv47NTq0GazSbqUjx07JjRr1kw4fPiwQaUNPu72Qbu77rpLWLp0qZCTkyOsXbtWGDp0qNC9e3eDSm1eFfrWZf78+Xjttddw9dVXo1WrVnj99dcBAOHh4Y5tkpOTcenSJYSFheHee+91tDT06tULhYWFjmbuikqpDiMjIyEIAlq1aoXZs2dj1qxZqFGjBr7++mts3LgRdevWRWFhIRo0aGDwJzBWcXEx3n33XUyfPh2vvfYa1qxZg0WLFqFJkyb45JNPcOXKFXTs2BG9evXCjz/+KEnorF27NiIiIip8C4RaHc6dOxcFBQWwWq2wWCyO4/fRRx9Ffn4+Fi9ejNzcXAiCgIMHDxr8SYyjpQ4tFgusVqujpXD16tUA4GjVAYCLFy8aUXzDad0H7cPrFyxYgAEDBiAmJsbRupifn+9oMSPfqJBnxpKSEgBA06ZN0a9fP7zxxhu4+eabsXr1asdBa98GgKMZOyMjw3Ex+fXXX9GpUyekpKQEvPzBQE8dJiUlYdSoUXj//fdxyy23ACgdGXTixAk0bdrUkPIHi9zcXJw7dw73338/Ro0ahcjISPTo0QOtW7dGdnY2CgsLAQBTp05FUVER5s6di9OnTzuef+XKFSQkJBhV/KDgrg7Fc7bYL9AtW7bErbfeis2bN+OVV15B165dMXz4cMlxX5HoqUN7V/OiRYtw4403olKlSti+fTuuv/56TJs2rUJ2lWqtv/DwcEcuol1JSQn+/fdfdOnSRRIskg8Y2HoUcAcPHnRpirZ3R+3evVu4+eabhUGDBjn+Zm9SXLZsmdCnTx+hTZs2wpw5c4RRo0YJCQkJkoz4ikJvHTpve+zYMeHUqVPC8OHDhY4dOwrHjx/3f6GDjHMdbtu2TSguLhYEoXyfmz9/vtChQwdJl9R3330n9O7dW2jYsKHw9ttvC/fdd59Qq1YtYc2aNYH9AEHA0zoU//2ff/4RIiIiBIvFIowdO9ZlO7Pzpg5zcnKEa6+9Vvjmm2+Ehx9+WAgLCxOGDx8uFBYWBu4DGMyb+hMEQcjLyxNOnTolPPjgg0KLFi2EVatWCYLA7lJfqhABzsKFC4Xk5GShRYsWQkpKivDpp586/ibemebNmye0bt1amDdvniAI0lyctWvXCjfddJMwYMAA4ZZbbhH2798fuA8QBDytQ3G/c15enjB58mQhISFB6N27d4Xru3euw08++UTyd3Fd3XPPPcLIkSMFQRAkJ8dTp04JY8eOFYYMGSIMGjSowu+HWutQfCwLguCYquD6668X/v33X/8XPIj4og63b98uWCwWwWKxCN26dRP27t0bmMIHAU/rzx78CIIg/PDDD8Jjjz0m1K5dW+jbt69w6NChwBS+gjF9gPPHH38IycnJwgcffCAsXbpUmDhxohARESHMnTtXyMvLEwSh/MA9deqUMHr0aKFr167C5cuXBUEQhPz8fMdrlZSUCJmZmYH/EAbztg7Fd3Xbt28X/vzzz8B/CIOp1eGVK1cEQSgNFG02m3DlyhWhXbt2wldffaX4evbnVCS+rMMdO3YICxcuDGTxg4Kv6vCvv/4S+vbtW+HmcPFV/e3Zs0eYMWOGI8md/MO0AY69VWHq1KlC586dJRfZ8ePHC126dBF+/PFHl+f98ssvQpcuXYQpU6YIO3bsEAYPHiycOHEiYOUOJqxD73lSh6dPnxaSk5OFgwcPCoJQ2hT+5JNPBq7QQYZ16D1f1eETTzwRuEIHEdZfaDJtkrE9iWvv3r1o0qQJIiIiHHPWvPLKK4iOjsbixYuRlpYGoDwh9pprrkFKSgpefvlldO7cGUVFRahVq5YxH8JgrEPv6a1DAFi+fDmSkpJQp04dPP7442jdujWOHz+OoqKiCpnAyTr0nq/q8MSJEygqKqpw81b5uv4q4j5oCIMDLJ/5448/hEcffVSYNWuWsHHjRsfjc+fOFapWrero/7RH3nPnzhWaN28urF692rFtTk6OMGvWLCEsLEzo27evsHPnzsB+CIOxDr3naR2KEwyHDh0qVKtWTahevbpw1VVXCf/880/AP4eRWIfeYx16h/VnDiEf4Jw5c0YYPHiwUKtWLWH48OFC27Zthbi4OMdOeeDAAaFevXrCCy+8IAiCNGEzMTFRMhJqz549QmpqqmRCv4qAdeg9X9Vhbm6uMHjwYKF+/frCt99+G/DPYSTWofdYh95h/ZlLSAc4ubm5wv333y8MGzZMOHLkiOPxlJQUR+Z6dna28MorrwiVKlVy5IHY+1P79OkjPPjgg4EveBBhHXrP13W4efPmAJY+OLAOvcc69A7rz3xCOgencuXKiIqKwsiRI9GoUSPHZEqDBg3Cvn37IAgCqlatinvuuQedOnXCnXfeiePHj8NiseDEiRPIyMjAkCFDjP0QBmMdes/Xddi5c2eDPolxWIfeYx16h/VnPhZBCO1sp6KiIkRERAAoXbDRarVi+PDhiImJwdy5cx3bnT59Gn379kVxcTG6dOmCdevWoWXLlliwYAFq165tVPGDAuvQe6xD77EOvcc69A7rz1xCPsCR06tXL4wZMwb333+/I9vfarXi8OHD2LJlCzZu3Ij27dvj/vvvN7ikwYt16D3WofdYh95jHXqH9Re6TBfgHDlyBD169MCvv/7qaCIsLCxEZGSkwSULHaxD77EOvcc69B7r0Dusv9AW0jk4YvY47e+//0aVKlUcO+PUqVPx+OOPIyMjw8jihQTWofdYh95jHXqPdegd1p85hBtdAF+xT8S0adMm3H777Vi2bBnGjh2LvLw8fPXVVxV2ojk9WIfeYx16j3XoPdahd1h/JhHoYVv+dOXKFaFp06aCxWIRoqKihNdff93oIoUc1qH3WIfeYx16j3XoHdZf6DNdDs51112HZs2aYebMmYiOjja6OCGJdeg91qH3WIfeYx16h/UX2kwX4JSUlCAsLMzoYoQ01qH3WIfeYx16j3XoHdZfaDNdgENERERkmlFURERERHYMcIiIiMh0GOAQERGR6TDAISIiItNhgENERESmwwCHiIiITIcBDhEREZkOAxwiCkojR46ExWKBxWJBREQEateujeuuuw7z5s2DzWbT/Dqff/454uPj/VdQIgpKDHCIKGgNHDgQZ8+exbFjx7BkyRJcc801ePzxxzF48GAUFxcbXTwiCmIMcIgoaEVFRSExMRH16tVDp06d8Pzzz2Px4sVYsmQJPv/8cwDAzJkz0bZtW8TExCApKQnjx49HTk4OAGD16tUYNWoUsrKyHK1BL730EgCgoKAATz/9NOrVq4eYmBikpqZi9erVxnxQIvI5BjhEFFKuvfZatG/fHj/++CMAwGq1Yvbs2dizZw+++OILrFy5Es8++ywAoEePHnjnnXcQGxuLs2fP4uzZs3j66acBABMmTMD69evx7bffYufOnRg6dCgGDhyIQ4cOGfbZiMh3uBYVEQWlkSNHIjMzE4sWLXL521133YWdO3di7969Ln/7/vvvMW7cOJw/fx5AaQ7OE088gczMTMc2J06cQOPGjXHixAnUrVvX8Xj//v2RkpKC1157zeefh4gCK9zoAhAR6SUIAiwWCwBg+fLlmD59Ovbv34/s7GwUFxcjPz8feXl5qFy5suzzd+3ahZKSEjRv3lzyeEFBAapXr+738hOR/zHAIaKQs2/fPjRq1AjHjh3D4MGD8fDDD+PVV19FQkIC/v77b4wePRqFhYWKAU5OTg7CwsKwZcsWhIWFSf5WpUqVQHwEIvIzBjhEFFJWrlyJXbt24cknn8SWLVtgs9nw9ttvw2otTSn873//K9k+MjISJSUlksc6duyIkpISZGRkoHfv3gErOxEFDgMcIgpaBQUFSEtLQ0lJCdLT07F06VJMnz4dgwcPxogRI7B7924UFRXhvffew0033YS1a9dizpw5ktdITk5GTk4OVqxYgfbt26Ny5cpo3rw5hg8fjhEjRuDtt99Gx44dce7cOaxYsQLt2rXDjTfeaNAnJiJf4SgqIgpaS5cuRZ06dZCcnIyBAwdi1apVmD17NhYvXoywsDC0b98eM2fOxBtvvIE2bdpg/vz5mD59uuQ1evTogXHjxmHYsGGoWbMm3nzzTQDAZ599hhEjRuCpp55CixYtMGTIEPzzzz9o0KCBER+ViHyMo6iIiIjIdNiCQ0RERKbDAIeIiIhMhwEOERERmQ4DHCIiIjIdBjhERERkOgxwiIiIyHQY4BAREZHpMMAhIiIi02GAQ0RERKbDAIeIiIhMhwEOERERmQ4DHCIiIjKd/w9cVeyAE+f2ZwAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "wallet_return.plot();" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [], + "source": [ + "# Cumulative product on base 0\n", + "cumulative_return_wallet = (1 + wallet_return).cumprod() - 1" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "cumulative_return_wallet.plot();" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[*********************100%***********************] 1 of 1 completed\n" + ] + } + ], + "source": [ + "ibov = yf.download(\"^BVSP\", start, end)[\"Adj Close\"]\n", + "ibov_return = ibov.pct_change()\n", + "cumulative_return_ibov = (1 + ibov_return).cumprod() - 1" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "cumulative_return_ibov.plot();" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Comparing performance of IBOV x Wallet " + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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Wallet ReturnIBOV Return
Date
2018-01-03-0.0005380.001335
2018-01-04-0.0018220.009706
2018-01-050.0031250.015149
2018-01-080.0078660.019104
2018-01-090.0042470.012492
.........
2023-07-312.1197210.565560
2023-08-012.1017730.556637
2023-08-022.1067870.551643
2023-08-032.1213990.548138
2023-08-042.1115000.534298
\n", + "

1386 rows × 2 columns

\n", + "
" + ], + "text/plain": [ + " Wallet Return IBOV Return\n", + "Date \n", + "2018-01-03 -0.000538 0.001335\n", + "2018-01-04 -0.001822 0.009706\n", + "2018-01-05 0.003125 0.015149\n", + "2018-01-08 0.007866 0.019104\n", + "2018-01-09 0.004247 0.012492\n", + "... ... ...\n", + "2023-07-31 2.119721 0.565560\n", + "2023-08-01 2.101773 0.556637\n", + "2023-08-02 2.106787 0.551643\n", + "2023-08-03 2.121399 0.548138\n", + "2023-08-04 2.111500 0.534298\n", + "\n", + "[1386 rows x 2 columns]" + ] + }, + "execution_count": 47, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "portifolio_return = pd.DataFrame()\n", + "portifolio_return[\"Wallet Return\"] = cumulative_return_wallet\n", + "portifolio_return[\"IBOV Return\"] = cumulative_return_ibov\n", + "portifolio_return = portifolio_return.dropna()\n", + "portifolio_return" + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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