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\ No newline at end of file diff --git a/.ipynb_checkpoints/README-checkpoint.md b/.ipynb_checkpoints/README-checkpoint.md new file mode 100644 index 0000000..a057d38 --- /dev/null +++ b/.ipynb_checkpoints/README-checkpoint.md @@ -0,0 +1,2 @@ +# CollaborativeProject1 +Project 1 Repository- Team 4 diff --git a/.ipynb_checkpoints/ffm_regression-checkpoint.ipynb b/.ipynb_checkpoints/ffm_regression-checkpoint.ipynb new file mode 100644 index 0000000..8af4822 --- /dev/null +++ b/.ipynb_checkpoints/ffm_regression-checkpoint.ipynb @@ -0,0 +1,658 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 48, + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import numpy as np\n", + "from sklearn import linear_model\n", + "from pathlib import Path\n" + ] + }, + { + "cell_type": "code", + "execution_count": 79, + "metadata": {}, + "outputs": [], + "source": [ + "stock_csv_path = Path('monthly_data.csv')\n", + "monthly_df = pd.read_csv(stock_csv_path, index_col = 'Date')\n", + "#monthly_df_daily_returns = monthly_df.pct_change()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "monthly_df_daily_returns" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "monthly_df_daily_returns" + ] + }, + { + "cell_type": "code", + "execution_count": 76, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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Mkt-RFSMBHMLRF
Date
3/31/15-1.123.03-0.460.00
4/30/150.59-2.981.850.00
5/31/151.360.87-1.370.00
6/30/15-1.532.83-0.790.00
7/31/151.54-4.15-4.120.00
8/31/15-6.040.492.660.00
9/30/15-3.08-2.640.530.00
10/31/157.75-1.97-0.070.00
11/30/150.563.64-0.510.00
12/31/15-2.17-2.83-2.590.01
1/31/16-5.77-3.352.080.01
2/29/16-0.070.79-0.500.02
3/31/166.960.871.160.02
4/30/160.920.693.260.01
5/31/161.78-0.27-1.810.01
6/30/16-0.050.65-1.470.02
7/31/163.952.64-1.110.02
8/31/160.501.163.340.02
9/30/160.252.02-1.490.02
10/31/16-2.02-4.394.160.02
11/30/164.865.478.290.01
12/31/161.820.103.580.03
1/31/171.94-1.04-2.780.04
2/28/173.57-2.02-1.790.04
3/31/170.171.20-3.170.03
4/30/171.090.71-1.870.05
5/31/171.06-2.54-3.780.06
6/30/170.782.171.350.06
7/31/171.87-1.41-0.290.07
8/31/170.16-1.67-2.240.09
9/30/172.514.553.030.09
10/31/172.25-1.94-0.050.09
11/30/173.12-0.65-0.040.08
12/31/171.06-1.280.140.09
1/31/185.58-3.03-1.370.11
2/28/18-3.650.26-1.190.11
3/31/18-2.353.95-0.120.12
4/30/180.291.120.540.14
5/31/182.655.23-3.160.14
6/30/180.481.18-2.380.14
7/31/183.19-2.180.400.16
8/31/183.441.15-4.080.16
9/30/180.06-2.37-1.300.15
10/31/18-7.68-4.763.440.19
11/30/181.69-0.790.250.18
12/31/18-9.55-2.63-1.470.19
1/31/198.413.01-0.620.21
2/28/193.402.06-2.840.18
3/31/191.10-3.13-4.070.19
4/30/193.96-1.681.930.21
5/31/19-6.94-1.20-2.390.21
6/30/196.930.33-1.080.18
7/31/191.19-2.070.140.19
8/31/19-2.58-2.41-4.990.16
9/30/191.44-0.906.710.18
10/31/192.060.25-2.070.15
11/30/193.870.87-1.860.12
12/31/192.770.691.820.14
\n", + "
" + ], + "text/plain": [ + " Mkt-RF SMB HML RF\n", + "Date \n", + "3/31/15 -1.12 3.03 -0.46 0.00\n", + "4/30/15 0.59 -2.98 1.85 0.00\n", + "5/31/15 1.36 0.87 -1.37 0.00\n", + "6/30/15 -1.53 2.83 -0.79 0.00\n", + "7/31/15 1.54 -4.15 -4.12 0.00\n", + "8/31/15 -6.04 0.49 2.66 0.00\n", + "9/30/15 -3.08 -2.64 0.53 0.00\n", + "10/31/15 7.75 -1.97 -0.07 0.00\n", + "11/30/15 0.56 3.64 -0.51 0.00\n", + "12/31/15 -2.17 -2.83 -2.59 0.01\n", + "1/31/16 -5.77 -3.35 2.08 0.01\n", + "2/29/16 -0.07 0.79 -0.50 0.02\n", + "3/31/16 6.96 0.87 1.16 0.02\n", + "4/30/16 0.92 0.69 3.26 0.01\n", + "5/31/16 1.78 -0.27 -1.81 0.01\n", + "6/30/16 -0.05 0.65 -1.47 0.02\n", + "7/31/16 3.95 2.64 -1.11 0.02\n", + "8/31/16 0.50 1.16 3.34 0.02\n", + "9/30/16 0.25 2.02 -1.49 0.02\n", + "10/31/16 -2.02 -4.39 4.16 0.02\n", + "11/30/16 4.86 5.47 8.29 0.01\n", + "12/31/16 1.82 0.10 3.58 0.03\n", + "1/31/17 1.94 -1.04 -2.78 0.04\n", + "2/28/17 3.57 -2.02 -1.79 0.04\n", + "3/31/17 0.17 1.20 -3.17 0.03\n", + "4/30/17 1.09 0.71 -1.87 0.05\n", + "5/31/17 1.06 -2.54 -3.78 0.06\n", + "6/30/17 0.78 2.17 1.35 0.06\n", + "7/31/17 1.87 -1.41 -0.29 0.07\n", + "8/31/17 0.16 -1.67 -2.24 0.09\n", + "9/30/17 2.51 4.55 3.03 0.09\n", + "10/31/17 2.25 -1.94 -0.05 0.09\n", + "11/30/17 3.12 -0.65 -0.04 0.08\n", + "12/31/17 1.06 -1.28 0.14 0.09\n", + "1/31/18 5.58 -3.03 -1.37 0.11\n", + "2/28/18 -3.65 0.26 -1.19 0.11\n", + "3/31/18 -2.35 3.95 -0.12 0.12\n", + "4/30/18 0.29 1.12 0.54 0.14\n", + "5/31/18 2.65 5.23 -3.16 0.14\n", + "6/30/18 0.48 1.18 -2.38 0.14\n", + "7/31/18 3.19 -2.18 0.40 0.16\n", + "8/31/18 3.44 1.15 -4.08 0.16\n", + "9/30/18 0.06 -2.37 -1.30 0.15\n", + "10/31/18 -7.68 -4.76 3.44 0.19\n", + "11/30/18 1.69 -0.79 0.25 0.18\n", + "12/31/18 -9.55 -2.63 -1.47 0.19\n", + "1/31/19 8.41 3.01 -0.62 0.21\n", + "2/28/19 3.40 2.06 -2.84 0.18\n", + "3/31/19 1.10 -3.13 -4.07 0.19\n", + "4/30/19 3.96 -1.68 1.93 0.21\n", + "5/31/19 -6.94 -1.20 -2.39 0.21\n", + "6/30/19 6.93 0.33 -1.08 0.18\n", + "7/31/19 1.19 -2.07 0.14 0.19\n", + "8/31/19 -2.58 -2.41 -4.99 0.16\n", + "9/30/19 1.44 -0.90 6.71 0.18\n", + "10/31/19 2.06 0.25 -2.07 0.15\n", + "11/30/19 3.87 0.87 -1.86 0.12\n", + "12/31/19 2.77 0.69 1.82 0.14" + ] + }, + "execution_count": 76, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ffm_csv_path = Path('F-F_Research_Data_Factors.csv')\n", + "ffm_data = pd.read_csv(ffm_csv_path, index_col='Date')\n", + "ffm_data" + ] + }, + { + "cell_type": "code", + "execution_count": 85, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "LinearRegression(copy_X=True, fit_intercept=True, n_jobs=None, normalize=False)" + ] + }, + "execution_count": 85, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "reg = linear_model.LinearRegression()\n", + "reg.fit(ffm_data[['SMB','HML','RF']],monthly_df.AAPL)" + ] + }, + { + "cell_type": "code", + "execution_count": 86, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([ 2.32782370e-01, -2.62080002e-02, 5.28665463e+02])" + ] + }, + "execution_count": 86, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "reg.coef_" + ] + }, + { + "cell_type": "code", + "execution_count": 87, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "105.87697212512981" + ] + }, + "execution_count": 87, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "reg.intercept_" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.5" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/.ipynb_checkpoints/monthly_data-checkpoint.csv b/.ipynb_checkpoints/monthly_data-checkpoint.csv new file mode 100644 index 0000000..651a31d --- /dev/null +++ b/.ipynb_checkpoints/monthly_data-checkpoint.csv @@ -0,0 +1,59 @@ +Date,DXC,BBY,AMG,CNP,WMT,MRK,NEM,VFC,MDT,HST,MTD,CCI,KMI,RMD,LUV,NWS,AMGN,APD,TGT,MYL,GPC,FCX,KO,DISCK,FISV,ACN,SRCL,IT,PHM,ALB,AAPL,EFX,FE,COST,GWW,M,CRM,LKQ,AON,PEP,RJF,ORCL,MHK,PPL,FMC,OKE,EQR,RCL,IRM,BA,ABC,GIS,SYF,BMY,ADBE,SNPS,BWA,MSI,COF,LYB,RTN,FFIV,HLT,CVS,NEE,KMX,INCY,MGM,AES,GM,FDX,ADP,HOLX,NRG,NBL,MSFT,COG,OXY,GOOGL,GS,HRB,AJG,CINF,TXN,ETN,EXPE,TMO,BSX,CTAS,WBA,UNH,HSY,FB,EIX,SBUX,MCO,HII,RL,LNT,AXP 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\ No newline at end of file diff --git a/.ipynb_checkpoints/sharpe_ratio-checkpoint.ipynb b/.ipynb_checkpoints/sharpe_ratio-checkpoint.ipynb index eae383d..c6f3f0d 100644 --- a/.ipynb_checkpoints/sharpe_ratio-checkpoint.ipynb +++ b/.ipynb_checkpoints/sharpe_ratio-checkpoint.ipynb @@ -2,7 +2,11 @@ "cells": [ { "cell_type": "code", - "execution_count": 1, +<<<<<<< HEAD + "execution_count": 3, +======= + "execution_count": 4, +>>>>>>> b8d2a4ad05688a2dd92d6f03a6941390ef588d46 "metadata": {}, "outputs": [], "source": [ @@ -10,7 +14,7 @@ "from pathlib import Path\n", "import numpy as np\n", "import seaborn as sns\n", - "from pandas_datareader import data as wb\n", + "# from pandas_datareader import data as wb\n", "from datetime import datetime, timedelta\n", "import json\n", "import requests\n", @@ -20,7 +24,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 5, "metadata": {}, "outputs": [ { @@ -1737,7 +1741,7 @@ "[58 rows x 100 columns]" ] }, - "execution_count": 4, + "execution_count": 5, "metadata": {}, "output_type": "execute_result" } @@ -1750,7 +1754,11 @@ }, { "cell_type": "code", - "execution_count": 7, +<<<<<<< HEAD + "execution_count": 5, +======= + "execution_count": 6, +>>>>>>> b8d2a4ad05688a2dd92d6f03a6941390ef588d46 "metadata": {}, "outputs": [], "source": [ @@ -1759,7 +1767,52 @@ }, { "cell_type": "code", - "execution_count": 8, +<<<<<<< HEAD + "execution_count": 16, + "metadata": {}, + "outputs": [], + "source": [ + "sharpe_ratio = (monthly_df.mean()) / (monthly_df.std() * np.sqrt(12))" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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AIwJmAAAAAABGBMwAAAAAAIwImAEAAAAAGBEwAwAAAAAwImAGAAAAAGBEwAwAAAAAwMiuAXNVvaSq3l1Vf7Jk/LFV9YGqumPx9fz9LxMAAAAAgFWztoc5L01yS5KX7zDndd39tftSEQAAAAAAx8KuAXN3v7aq1g++FAC4fKyfObd07MLZ04dYCQAAAMztpYN5L764qv4oyTuTPKe779yn4wIAAACb+EM1AKtkPwLm25M8uLs/VFWPT/KLSa7fbmJV3Zzk5iS57rrr9uHUAAAAAAAclV0/5G833f3B7v7Q4vKrk1xZVVctmXtrd9/Q3TecOnXqUk8NAAAAAMARuuSAuaoeWFW1uPzIxTHfe6nHBQAAAABgte26RUZVvSLJY5NcVVX3JPmeJFcmSXe/KMkTkzy9qu5L8ldJburuPrCKAQAAAABYCbsGzN395F3Gb0lyy75VBAAAAADAsXDJW2QAAAAAAHB52rWDGQAAAABgO+tnzi0du3D29CFWwlHRwQwAAAAAwIiAGQAAAACAEQEzAAAAAAAjAmYAAAAAAEYEzAAAAAAAjAiYAQAAAAAYETADAAAAADAiYAYAAAAAYETADAAAAADAiIAZAAAAAICRtaMuAAAAAADgIK2fObd07MLZ04dYycmjgxkAAAAAgBEBMwAAAAAAIwJmAAAAAABG7MEMAAAAAHCMHeUe0wLmi2RDcAAAAACADQLmFSbMBgAAAABWmYAZAIBjxx/iAQBgNfiQPwAAAAAARnQwA3CgdBmuBj8HAAAADoIOZgAAAAAARgTMAAAAAACM2CIDOFT+mT4AAADAyaGDGQAAAACAEQEzAAAAAAAjAmYAAAAAAEbswcxH2RsXAAAAALgYOpgBAAAAABgRMAMAAAAAMCJgBgAAAABgxB7MXDbsMQ3AfvGaAgAHx+sswPGigxkAAAAAgBEBMwAAAAAAIwJmAAAAAABGBMwAAAAAAIz4kL9D4AMKAAAADo/fwQDg8OhgBgAAAABgRAfzCeSv9QAAAADAYRAwAwCsOH88BgAAVpUtMgAAAAAAGBEwAwAAAAAwYosMAAAAgENi6yvgpBEwAyPeFAEAAABgiwwAAAAAAEZ0MAMAAAAAXIb241+o62AGAAAAAGBEwAwAAAAAwIiAGQAAAACAEQEzAAAAAAAjAmYAAAAAAEbWjroAAAAA9udT3DkafnYAXM50MAMAAAAAMKKDGQAAAABgH11O/7pFBzMAAAAAACMCZgAAAAAARgTMAAAAAACMCJgBAAAAABjxIX8AAAAA7IvL6YPNuDTuKyeHgBngMuNFHAAAANgvtsgAAAAAAGBEBzMAK0mnNQAAAKw+HcwAAAAAAIzoYAYAjj0d7wAAAEfjsg2Y/SIKAAAAAHBpbJEBAAAAAMCIgBkAAAAAgBEBMwAAAAAAI5ftHsywV/brBgAAAIDt6WAGAAAAAGBEwAwAAAAAwIgtMgDgGLFtDwAAAKtEwAywDSEeAHDSeb8DAOwHW2QAAAAAADAiYAYAAAAAYETADAAAAADAiIAZAAAAAIARATMAAAAAACMCZgAAAAAARnYNmKvqJVX17qr6kyXjVVUvrKq7q+pNVfWF+18mAAAAAACrZi8dzC9N8rgdxr8myfWLr5uT/PillwUAAAAAwKpb221Cd7+2qtZ3mHJjkpd3dyf5/aq6f1U9qLvftU81AgAAAJdo/cy5pWMXzp4+xEoAOEl2DZj34Ook79h0/Z7FbR8XMFfVzdnocs511123D6cGgI/lFycAAAA4PPvxIX+1zW293cTuvrW7b+juG06dOrUPpwYAAAAA4KjsR8B8T5JrN12/Jsk79+G4AAAAAACssP0ImG9L8s214dFJPmD/ZQAAAACAk2/XPZir6hVJHpvkqqq6J8n3JLkySbr7RUleneTxSe5O8pdJvvWgioXE/qoAAAAAsCp2DZi7+8m7jHeSZ+xbRQAAAAAcKc1dwF7txxYZAAAAAABchnbtYAZgNekoAAAAODx+B4Pt6WAGAAAAAGBEwAwAAAAAwIgtMgAAAADggNhag5NOBzMAAAAAACM6mAEAADhQuvcAOK68hu1OBzMAAAAAACMCZgAAAAAARmyRAQDxz57gUnkMAQDA5UkHMwAAAAAAIzqYAQAAAOAy51+kMaWDGQAAAACAER3MwLHgL6kAAAAnl9/54PgSMAMA+84vCAAAAJcHATMAAB/ljwMAAMDFsAczAAAAAAAjAmYAAAAAAEYEzAAAAAAAjAiYAQAAAAAYETADAAAAADAiYAYAAAAAYETADAAAAADAyNpRFwAn1fqZc0vHLpw9fYiVAMx5LgMAAGAnOpgBAAAAABg59h3MOqsAAAAAAI6GDmYAAAAAAEYEzAAAAAAAjBz7LTIAAIDjxTZ3AAAnhw5mAAAAAABGBMwAAAAAAIwImAEAAAAAGLEHMwAAcKLZ8xkA4ODoYAYAAAAAYETADAAAAADAiIAZAAAAAIARATMAAAAAACMCZgAAAAAARtaOugAAjof1M+eWjl04e/oQKwEAAABWhQ5mAAAAAABGBMwAAAAAAIwImAEAAAAAGBEwAwAAAAAwImAGAAAAAGBEwAwAAAAAwIiAGQAAAACAkbWjLgAAAAAA+FjrZ84tHbtw9vQhVgI708EMAAAAAMCIDmYAAADg2NPtCXA0dDADAAAAADCigxkAAADYdzqKAS4POpgBAAAAABhZmQ5mf9kEAAAAADhedDADAAAAADAiYAYAAAAAYETADAAAAADAiIAZAAAAAIARATMAAAAAACMCZgAAAAAARtaOugAAAFh162fOLR27cPb0IVYCAACrRQczAAAAAAAjOpgBAIARnd0AAOhgBgAAAABgRMAMAAAAAMCIgBkAAAAAgBEBMwAAAAAAIwJmAAAAAABGBMwAAAAAAIwImAEAAAAAGBEwAwAAAAAwImAGAAAAAGBEwAwAAAAAwIiAGQAAAACAEQEzAAAAAAAjAmYAAAAAAEYEzAAAAAAAjAiYAQAAAAAYETADAAAAADAiYAYAAAAAYETADAAAAADAyJ4C5qp6XFW9parurqoz24x/S1XdW1V3LL6etv+lAgAAAACwStZ2m1BVVyT5sST/NMk9Sd5QVbd195u3TH1ldz/zAGoEAAAAAGAF7aWD+ZFJ7u7ut3X3Xyf52SQ3HmxZAAAAAACsur0EzFcnecem6/csbtvqG6rqTVX181V17XYHqqqbq+p8VZ2/9957B+UCAAAAALAq9hIw1za39Zbrv5xkvbs/P8lvJnnZdgfq7lu7+4buvuHUqVMXVykAAAAAACtlLwHzPUk2dyRfk+Sdmyd093u7+8OLqz+Z5Iv2pzwAAAAAAFbVXgLmNyS5vqoeUlWfmOSmJLdtnlBVD9p09QlJ7tq/EgEAAAAAWEVru03o7vuq6plJXpPkiiQv6e47q+oFSc53921J/lVVPSHJfUnel+RbDrBmAAAAAABWwK4Bc5J096uTvHrLbc/fdPm5SZ67v6UBAAAAALDK9rJFBgAAAAAAfBwBMwAAAAAAIwJmAAAAAABGBMwAAAAAAIwImAEAAAAAGBEwAwAAAAAwImAGAAAAAGBEwAwAAAAAwIiAGQAAAACAEQEzAAAAAAAjAmYAAAAAAEYEzAAAAAAAjAiYAQAAAAAYETADAAAAADAiYAYAAAAAYETADAAAAADAiIAZAAAAAIARATMAAAAAACMCZgAAAAAARgTMAAAAAACMCJgBAAAAABgRMAMAAAAAMCJgBgAAAABgRMAMAAAAAMCIgBkAAAAAgBEBMwAAAAAAIwJmAAAAAABGBMwAAAAAAIwImAEAAAAAGBEwAwAAAAAwImAGAAAAAGBEwAwAAAAAwIiAGQAAAACAEQEzAAAAAAAjAmYAAAAAAEYEzAAAAAAAjAiYAQAAAAAYETADAAAAADAiYAYAAAAAYETADAAAAADAiIAZAAAAAIARATMAAAAAACMCZgAAAAAARgTMAAAAAACMCJgBAAAAABgRMAMAAAAAMCJgBgAAAABgRMAMAAAAAMCIgBkAAAAAgBEBMwAAAAAAIwJmAAAAAABGBMwAAAAAAIwImAEAAAAAGBEwAwAAAAAwImAGAAAAAGBEwAwAAAAAwIiAGQAAAACAEQEzAAAAAAAjAmYAAAAAAEYEzAAAAAAAjAiYAQAAAAAYETADAAAAADAiYAYAAAAAYETADAAAAADAiIAZAAAAAIARATMAAAAAACMCZgAAAAAARgTMAAAAAACMCJgBAAAAABgRMAMAAAAAMCJgBgAAAABgRMAMAAAAAMCIgBkAAAAAgBEBMwAAAAAAIwJmAAAAAABGBMwAAAAAAIwImAEAAAAAGBEwAwAAAAAwImAGAAAAAGBEwAwAAAAAwMieAuaqelxVvaWq7q6qM9uMf1JVvXIx/vqqWt/vQgEAAAAAWC27BsxVdUWSH0vyNUk+N8mTq+pzt0z7tiTv7+7PTvLDSX5gvwsFAAAAAGC17KWD+ZFJ7u7ut3X3Xyf52SQ3bplzY5KXLS7/fJKvqKravzIBAAAAAFg11d07T6h6YpLHdffTFtefkuRR3f3MTXP+ZDHnnsX1ty7mvGfLsW5OcvPi6kOTvGXJaa9K8p4lYzuxzrqTtu441GidddYdv3XHoUbrrLPu+K07DjVaZ511x2/dcajROuusO37rjkONq7buwd19atuR7t7xK8mTkvyXTdefkuRHt8y5M8k1m66/NckDdjv2Duc8b5111h2PGq2zzrrjt+441GidddYdv3XHoUbrrLPu+K07DjVaZ511x2/dcajxOK3byxYZ9yS5dtP1a5K8c9mcqlpLcr8k79vDsQEAAAAAOKb2EjC/Icn1VfWQqvrEJDcluW3LnNuSPHVx+YlJfqsXsTcAAAAAACfT2m4Tuvu+qnpmktckuSLJS7r7zqp6QTbapm9L8uIkP1VVd2ejc/mmS6zrVuuss+7Qz2WdddZdPuuOQ43WWWfd8Vt3HGq0zjrrjt+641CjddZZd/zWHYcaj826XT/kDwAAAAAAtrOXLTIAAAAAAODjCJgBAAAAABgRMAMAAAAAMCJgPkCLD0c8iON+4kEcd6Kqvv6oa+DjVdVnVFUddR0fUVUvPaDj/sMdxj65qk5tc/tnVtUnD8+36wejDo555Q5jD9nv8x2Eqnr2UddwUKrqUUddw6Wqqs846hqYq6qH7zD29OExT+xjNlmdx+1BvA4dlKp69FHXMLX4//yko67jqOz0PmKXdSvzPvEgVNWnH3UNq6iqTlXVDVV1/4tctzQ3uNhjHZSq+r5DPt83HsAxT/Tr8zJV9c07fR11fZtV1cOq6uVVdb6q3lBVL6uqzz/quvbicn+9PAmq6ht2GNv3rOJiHfmH/FXVv0/ytu5+0Zbb/3WSB3b3dy1Z92+S/Mfu/tuLONenJ/kH3f0/FteflORTFsOv6e7/vcPaR2XjkxQ/K8kfJ/m27n7zLue7vbu/cK/1bVn7b7v7321z+/2S/FJ3P3bJuu/Y6bjd/UPbrBn9DBZzRt9jVb20u7/lYtct1j40yc1JPmdx011JfrK737Jk/i8nWXpH7+4n7HCuv79TLd39vh3WPiDJN22p8xXd/d4l85+T5JXd/Y6dzrnNuucn+bnu/tOq+qQkv5bk4UnuS/JN3f2bF3O8PZzvqUmeleShi5vuSvLC7n75DmvGj4Vdavmz7r5uyditSX6tu1+15fZ/luRLunvbYGZxf3lmd799y+1fmeRHuvthO9TzmUmekeTzsnGfe3OS/7zLc8uvJrmxu/96y+0Pz8ZjfX3Juou+v1TVl+003t2v3euxthx3p5/Dr3f3Vw2OueP9pbtvX7LuwUn+T3e/ZxGYfEmSt3b3f73YGhbHW/q9LcavXfYzqKov7e7XLRn78u7+rcXlh3T3/9w09vVb77eL26f/L9+d5N4kv5fkd5P8Xnf/9z2su22n8WXPnZPXoS3r/16Sz15cfUt3f3iHuUt/Notz/dkOa69P8h/y/1/Xn9Pd/2un4y3WffTnUFXP7e7v323NHo6502PobUme1N1v3HL79yb5uuFr8E7n++fZeH/4U1tu//ZsPLZ+Zps1P9fd37i4/AOb3zdcwv32iiQ3dfdPD9bu9P1d0v1zm+Ndm6PHgO8AACAASURBVI06f3CbsdHr0DbHeUCSL0vyZ1vvB1vmffS5o6o+o7vffxHfxx8m+YMk39Xdf77HNZ/e3R9cMnbdssff4jH+N939N4vrD03y+CRv3+65b8kxrkjyVUmenOSrk7yuu5+4l7V7tfm9alU9tbtfdhFrH5Pkz7v7ztpoxviyJG9N8hNbX+83rdkxRFn2PmvxHP9LSV6R5Ld7j7/cXcJ7+NHPb/K6txj7x939hiVjT9n6XLVp7K1Jvru7f3av39ti3UW/96+qr0vypo+8d1y8N/+GJG9P8qzN3+uWdePno6r60STP6+6/2HL75yS5pbu/cps1T0vyfdm4Lz4kyc3dveNr/aa1tyd5ene/fptjPq+7/9GSdVck+ZTu/tDi+qOTfKRZ6g+31r+HOn63ux+zrMbhffqaJOvd/TuL69+R5FMXwz/T3XcvWfcrSdaS/MvuftvFnnfJMXd6/Ro/d17s++Oq+rwkn/WR+0dV/XCS+y2Gb1n2Pnwx96Jfixb354+7OcnXJbm6uw+iyedHuvvZi8vP6u7/tGls26yiqm7MxnvH709yflHjFyV5bjbeR/7SDue76Oeyo3i9nD4vTfK5xbqrsvH78/uTvCTJDyb50mw8T33nDo+/yf/Pi37e3DRn8nv+js2Ye/0ZbjnmTs8R0+fAR2Tj96E7u/uui13/Mcfa43uQA1NVb07ysO7+uy23f0I2Xqi3DXOq6seSPCbJM7r7d/d4rluz8Yv1SxfX707yq9kIme/r7n+xw9rz2XjieG2SJyR5Wnd/9S7nu5SA+deTvKG7v3vTbQ9M8pokv9DdL1iy7u+S3JGN7+vD2XjS+6ju/t5t1ox+Bos50zvxdN0XJ3lVkp9I8ofZ+P4ekeTbk3x9d//+Nmv+yU7H7P5/7Z153G5T2ce/l4PMRUgRElJUhsgUhUqqt0FepEgZKuQYGkyVSpN0MqW59L6GRKmIV5kyz45ZpkQqKkqR8Xr/+K19nv3sZ691773uZzgn6/f53J/n2cO119p7r73WNV9+fqK9u9AE0ubl4Qlm6qXAOeh91fv5emATd7+lhWYG8C7gLiQk/Njd/5Lqe6C7Eb0/N7Nd0OKxGbAycKy7r9NCcy5xpbu7+6aRtrYH9gL2Bq4O97UmWggOTwg/t4R+tXrLpJiUFMzsHnd/YeTYTe7+ssixG9191cix7YDPAt8FvgwsAXwNWBbNN63CfRAmjwd+AFzFyLPZAdguNk+Z2eeA9ZCi6JGw77XA/wDvd/dfReh6jxeT8rwJRwaJZdx9Woo+cd3Ue7jG3dfIuObTwI1IMQqjx467+yYtNAcB70P3dCL6Ds4DXg3MrJjInv2I3ls4fifwDeCr7v5k2Pc84DDgJe6+doRu1hzYnA9j82Puswy0KwPr135LAJcCF7n7lyM0DwD3oPF1GWPXk9a5M2cdCnTzoLlkezSu5wKWBI509y+a2Rrufk2D5nrGztEe7m/J1Jg2swuAHzKyrq/n7gOjcurvYZh1vnHN1De0FvBjNI9cYmYGHIPm+Ld7RME3RHvXABu1MN8LA+e5+1ptNLFnMmjcmoz/uwFLAz8HfgXsDuwLXOvubxvn+8san41rLA5shda1pYGfuvu+LeflrkOnAZ9w9xvM7Plovb0SMf/fcvevReii80qHe5oL+AjwYeCzMaVdor2z67xDqn0z+w1y1LjNzFZEiu3jgJcBl7v7fok2N0LG+zcHug2AFar1M0JTzRNjDqH1pNXzLPdbDwLsq5AS7XpgcWT8Xx/JG62K5FwFi8kA8S5gG2Al4GTk0HBZ2/k1utz1Oev95ax74dh1yDi6nwfjh5mtBnwd+Ju7vz1Ctxzi3xZCitFWJUUL3dPAvchRA8byH2N4/9DHdd39ETN7C/BVND+sgQyErTLjMPORmR0AvB84yN2PD4qoTwNvR4aiMYpDM7sBeJ27P2BmKwDHuft6sTYatBsCRxMMUcBy6B3cC+zl7vdG6L4C3F/xGkG2ugGYD7jaE45Mkeul5veZwGuJyxutjkFmdgJ6FqeF7VuRY9kCwCruvl2iP29Hysbj0do8S56OtZfCgPvL/fZ688dBZviCu18ctm8CDkLPZMvYdxfOzV6LAo0B26FxdhNwiLtflzg/V67N4cVnIseg3zX2L48cg1JRZ73nssleLwPdp2qbuyK9yywk+Pje+rlAdxbicRYGNgW+D/wCKZm387hjZc7z7D1vBrpcOf/7iVt3d39/4ngrxlvuNhlE34Pu69Xou/92337NgrtP6Q9pyXsfC8fXRIPqu4iRW7P6Rc6/BqRUr7Zr/184oK2rU9sRmieBf7T8Hgb+MYB2PuA0pLQAMYy3A7sOoFsd+CJiVr6LFhAbQDPMO3gEuK7ldz1STsfobkFM15ptvwTdGcBrW/ZvDJwRoVkCeFnL/lWBJSZoXJ8M/HfL/i2RgSBGZ+FejgHuC/e7PbBwgqY+jk+pj5HYOEWW1uZvN+RpcUWirUuRhb+5f3ng0gTdw0jhfm7L75whnvPvE8duzjkWjj8bLaa3h2eyS4fv6FJgjZb9qwOXDaA9ALgACUFbAr8HXtXh/nuPlwb9hoHmUqTgnoj3cCfwztgvQbcXcCFwOvBeYKEO/bgJCfTPQXPtAmH/3MAN431v4fiiYaxcD2yCvPvvDt/TXAm6a9r+b9se9lm2XOfFwB5hfD+aOG8asDlwLFo/Pwes2uH6vdehQHcE8J36+AUWQULeMcBdHa6xfDj3NmCPAede29geuK43z+tKMw7j7BXIk2NzNM+fAsw7Ee2RXrtbj6WeyaBnhDwvf4CEmJOQgvl8YPUJur/c8bkwml/PDN/iYcC9A2iy1iFqvBewP/DDWh9S7yc6r/R4di8D/k7gVUnwrDnzWDh2fe3/zwJHh//nrR9robsXRWK8t5onOs4Ly6V+Cbqsbx0ZRw05sPwVmDvst9T9Na5hSOC7HvgR8IqOdC9A69AlYc44ZMDz/EjsNwHvL3e8zI2cfO5CioEZwK3AWzo+k82BPyO56ufVL3H+4cBMpKR4Dd3mh5m1/7+HFBUDxw6Z81GN/kWIT/oNWtM/T+B9Bo3pvuM6nD8N8QIPIgP0GzrQXFN9A/V3HcZ4Uv6OXC81vz+G5ue7Wn539ngu9bF6QYc+vRLNm7/r0t4Q95f77fXmj4ErG9uX1v4fpDfJWotCf3ZC0bE/QI4aXehy5drUnBSToW9KPecO99drLhvinWetl6ln1PH8Xvq5QDMz/LXm+KfBqw/7PANdr3kz0GTL+eP9GzBH3IscAVt/EZoba3PCc1PfTJfflOfoAB4xs5U8pK2oYApdfTRF6O5XByvEKUhg9uoQEvSbmNvDkwt4b+3/QbmjnmOjXdxHbXu7e/v1nult5u7/NrN3ACea2YnIw3G6DwjzdvdrEZPyCTNbH1nPjzSzj3s8BCr7HaAP+q0dbqmJpZFw1uoZTPv7A4XqnDeGwP18k4d6G45ECocmlkGKvXfHOmmZYfrAy70l9MTdT7FEfrAwPs8Hzjfl8N4MMZ7fQBbjNjwWrHV/Bl6HvL4qtNJ4zQvX5OF9EPAs4IPufkasf8Ai3rDYhuv9ztK57m73Fo/TLggePd52iPR3e7+ZrePulzeutzYjXrExvAxYB1l7XwU8Dy1iTyRoFvGGdyXomwyef1G4+yFm9igjFtFNvIOnTeZ4wcw2Re/cgc97xEu6QfMw8fcwf8v+Cs8G3kL8W28NDXL3GcAMUx7qbYGzzezu0N9rI2392xV6/LiZ3eHBQu/uT5pZa0gyzPLSiN3bc2N04doPArua2Z7Ar5Gif12PePLUSSP/t21XyHqWYS1YH60jL0TC16VIeRGNHnCFuJ0JnGlKv7MtcJ6Zfcbd2zztKrqcdQgU8rdSfZ1293+Y8gz/BXhTjDCsVwcgy/thSDmS+l4B5jOFhFXPc/76dmJ+X8GUPsRq/8+C908dYoyE4rbRLYYYxh2AU9E42x1YyMzwuEdW9c1W91c910Hf7DxmtqC7/6txvYUZCWtuYoHw7OZi9HMc1BbIm+bloY3voHe9rA8Im879bocYn/ejNeFAJFx74NNSyF2H6mN3U+Dboe8PB4/HGOavvYfm+E6N6apfHwA+gb6loxs8cxty5rHmsU1Q5ALu/viA+zsFeRltDTxlZj8b0A7hus2UV51SjgDLmNkR6BlW/9ev+5EI3WPh2T1qZnd7iG4JYyY5L5nyJ74P2AdFjrzLIyng2uDu95nZd5ECcG+krDkgcvo05F3dNxdz7vvLGi/h+X3BzJ5ERsj7gHXc/b5BHTWFk38MGfGPpuZdmmhvz+BB+VokKx4ZPOyO8UiqCzVlCyHHm02RcrpCNN/6EPPRrEuEv3Oj7/5mT3snNsfxqO3EmK5QRW4cg3jOrc3sytg6FDBX9Q0EfDy05eGZjYHFw8oHrSk3ZcrezXdU93iNrieBNzoQRRBs58EDehCG4Klzv70c/niU7OLu9Tz9Sybagoy1yMx2Q8axs4HNm/N2CkPItXOZ6pTMVfu/6mcsAu4Ja0kBZYqYeDJCU/UzZy6b1PVyQPuDT+6vnwN4KtC6mTWjcaP3OMTa0HfehEw5P8H7V/SxdCOpyKvnJS45DckUfdb1f9fmhL9aIt9+F8wOCuZPAmeYwsSryeFVyBoRDWc25UA5DFgBKWNmdmjraTNbyt3/BODuN4RrLc1ghuN8RitS69tRwT4XtcF4OSOM0Yuq/bHBWKNfAnkIvxwJpvcnTs96BwGP91kAashVOKYEzn9F9r/cW0K53f3/zOywAe1dSSJMn/hEGevLoGNqxOzlKNRxa+T9sn/i9OnIY3oJYEbF/JrZFshrINbGG9EC/G/k4XLuoH6RNjgMMkbk4srMYx8FTjIVGKyP6+3Rs21FUHCsifKpXWJmCwIHAzPNbLq7nxUnHZtnLCiHUoVRKiWJoXd4O/BVC7V3YsqqxjU6jRczezMSNP+O8hJ2Dl9y96SSPIG7PSP8p9buXYEpmh8JeisjYawNleHPgEVqAooxkjeuDV/JPIapsM2XkGJzc6QkPcOUy+2cBGlMSWnIst6G3Gd5IVIkfxU4tQMTNQtBeHozEiiXR17GXXO+9VmHAJ5uU2i5+1Nm9oC3p0BaDY3pVVFKmw9499xvf0LPpG07Nb/XUzYkx0cDqW/o8MSxqxiZIx5GY+3ysO2IDxqDIb7Z7wInm9mHKoOiKfTz6HCsDfVn1/ZcU5ilcAvv+q5ByuWA7O8Wssbn/miePQY43sx+1KGPWesQcI+Z7RH6tSYy9GBm8wOpgm6p95Aa05jZxcj77jUVn9wBSwa+1Gr/w8h6FsN1prD5+1C+9bNCH5LOHkHxNx0Z07dFgvYipkJbv/SQ47Xl3qIpR8wsmnIEvb8KKX6jiSXN7COMPJdKaZd8LsMoWExFI9+KnssGaMzsR3i2EfzR3T/ZtY0aqvf3B3q8P/LWPczsxUhh+xTwUmRs/I2ZHeLu30/QfRGlP9pngJJpDMJadK4pZdA2yHPwNoKxpwVfQ7zJP5Cy4srQhzWAPw5qL2M+wswORMaIA9z9R0GePdyUE/lD3l4r6KON7ZSBpdnerxGvv1ngzQ5Axs4rTLn3Y44+85rZwtW8XvHRprpCMeV7ynmpkxK3Jx42s5U91KeoFOamvKyt80rAdUiRtqa7d5aDhlifc7+9HP74PjN7tY/Nub0umrtTyFmLjkTjfkPgFzZSgzSZyqjWrxy59tmMOPfAaKeLmGL1U8CvTQ5jFX+2NjLOJtO9ZM5lWe88d70cBpn6OZjEtSFz3gyk/eV80rx/Cm/JpPujR1LpJvDixjOvb3fSRdQx5TmYYZaA+FGgyvV7A/AVd78+QXMn8tT7dgcPi4rmPYhx24cRxduaSBA5wjvkm+sDM9vf3bOq2dro3Ddj4PHcNzsiJdN8SOl4krt3YVJ6v4NAd5S77z7o+i10uXnf7ke5o8YcQikpxlh0zOy37r5y5Hq3uvtL2o6F43uhlAV/D+3+tMuEbGb3MnoxrfdzurfkzTF54G2DFoGnQnsn+DgVjWi0dQUScg5FYZSj0GZZDnSPIAXomEPIC23BCN0bEorZQX39b3c/KZO2SsZfjesbUQL/6DcR3vkRTSVVUOJ+3d1fE6HbBeUC35cRBmUtpHz8vjeKaNboNk7dQ5txJND1Hi82kldwJi2MU2oBMXncLd4U0kyFbe7zeG7q3G99BXR/b0NhmCcCp7n7vxM0UUETwN13TNBmFTcIa9HXUQHIKgfz6mHf3e6+bYSu93sf4lkuxUju5XWQcflq9O1fEhszZnYs+nbOAE6sjLId2stdh04FfuKNXO5h7d7KW3LxmtlTaHycTvCAqMMHe2P9xyIonD6IBJLrgO/5aC+yFO0HkXKq8i77J/BFd2+LBsLM5vGIx7g1inm1HH8KGV5neZIjL8BKqGyNjgkKmSWawoCpMNH97t7qIZw7Pmv0K6B5t8p3+ynEG7QWzjTlZP8w/dahJYHPAM9HnsSVQPk6YC13b1WgW6LoXof7er13iGZp0OTyqvMjfnwptD7ODPvXR5FqnfhxU972zdH7eIO7Lx45b1a+azPbH+VU3d7kdXTRIMVFoFtIt+RdnATGFOmuw90PitA9jRQsDzB6jR6UK/p45E36GzqslTW63DWlen/PR/NKp/c3BL9zOzIQnFzb9wLEZ7/Q4wXfDkH5xAc+iwbdgoj32Brxyj+hQ1HloKhYEoV7Px32PR+Yx+MFL7PnIzM7HDiwaZAzszehFIsv7XKdrjCzd3h7XuelkMz4ngjd3mh8frB6DiZvz2OAs919kLNPnz7uklB0p+g2Rwb0QxjNw++PijS2GijM7BUeyQ1sZs/x7gVTl2bEY/a+2Fqd+PbWA1ZMfHu9+WMzWwel5/kBo5/JDsDW3ojMGRZhTKT6GDW45cq1uTAVYt8HOTcYWte/MkihmjOX5c63LdeZBylgtyGxXoZz696zKzIi+w9ai3rr5wLdpK0NufPmADn/e+7+zTa68YYNKICds67nPv/o9aZawWxmc3mjuFztWHRiNrMlYsLDgPY2R4tFVVjlBiQ0JS3blq7s7G0ftzVC6VqIsgRfawldrR17GuVrqxiZUS+4TYFkZnN3FTojbb4E5ahdJey6GU0s0ZC+psIxTHqrAX8YIHTtkOqLt1T4NrPTkYD2y8b+N6Ew6mjYde3cKkz/bSifUypMP0voCpPyCUiRk1TsN+j+isLdL0Y5jy73wcn7z2N0yEqzgEmrl1Pu4m+quLuMux8dti9jxIvnY/WFoYU2u0JzjtIwKGUWbs4vQeD/Z+rZmgq7fIzR1WUPdfe24noVTa6SpPd4GWYBCWPmfT62qMWKqOhUbMys6u43dulfg+5ppBT7GfIIas5lySiOlutt6e6nRI5lFzcws2U8Xthm59h1rCW8rkNbq9WVvNY9zLt5nQVQrrLpwIs8UggvvINqrWlTdsQUf73XoUC3NBLkq3QxlVfI/MA73P0PLTS914Qa7cd8pOjQVu7+49qxz7t7LBIgFrYGyv94BxpDowQNM/syysn4jcb+vYClPFLoyDJTNZk8bJ9AEVBvQgaPPVPXarnGQohXHJSu4gxU9Obxxv5XoFyny/dpt2PfTkQh6+c39r8R2MHdW9Nf5Y7PyLVejtJs/be7v7hH9ycEZnYH8sppM8QPop0QnjXRXs76/HZUrHsMn2hm83vEg9DMrnX31cP/ZyMe9cTmsQjth5CxpTKg/xP4krt/PUETrWyfwhA81g7IONfF879OF5WlLF2lfl86KFxb6KIGkNSaaGYLedw7fTN3/3Xk2HsBmjKame0M/Mvdj4/Q/Qt5K5+AFCvNOWJMFI+Zvcfd/zf8v4HXIsTMbHd3PyrS1rjNR43rPsvdH4sc2wEprCoHm5uRY0Vroe6O7f3I3bdOHP8gkr8XRPf4LxJGy0CzMfCgu19n8rrcCK2vX0/cW71o25HuvkePe1iNER4epDT8sieM62Z2NfJ6bHr57gTs7/Fi8Pshw8NnwvbvkTPTPKhA+xcidCl56uN1PmY8YDKQ7sboZ3K0u/95AN1GicPu7he00LwwNqeY2WvaaGrHzyNPrl0SjcvKEP/F2Bw1HsidyyLnvxApGg/N6Ed0vQzHc9eiUWtKD/1Ob5ko0I3b8ww00XkzHM+R87N4K8ssgG0tXtaDMOA5vtjd7+h1PZ96BXPuxLwSmhAeRFaKb6OF53ZgpxzGbkA/e1d2NuU0ugEVrbmP0ZNdUvAN9Esja9V1rjw7SyKFwPvc/QURmhyvuGEW4/WQQuCbhCKKKMRrZ1R0akxIc6D7BnCku99oCpG6BHmfLQbs6+4nROiiQn+ijysh77aLGR2iuh5KAt/qddRynVWR1e+9SCma5VU73ggT0LqMeCiuhXKsXow8c8a1n0HAWxHlGP+/jjQXoUXwnrB9LcpvtiDyXmqt7ttos1eF5lyloSmX95lNAcLMtgM2dPcPRehSisa3xhafXCVJy3UGKhtzldnhnOs95EltOTbTI1WTLZ1nLqWk/HSEDoh7xsUwQFi+EVjbVf39uej9r93xuu+sxkqfRb0x757i7lt2oImGeSMlf2uYd5hj12NkjlgDrZXVHBE18OQgZx1q0G9CzSvE3c82s3mbyssWus4ehuH83tXDw7EU4z03YqY/7Q0PAlMF9tW8YVQ35Tq7zt1XowWm6ugV1mJ0SHNKcJr1zZryul4eu6cGXe98caYUW+uhYqGPhH2vBf4X2NG75XnfDOW/BxUYGeOF1Dh/lldqy7EbEs9z3Dw1zGxx4K8eYaZtJDf43xjhVV+DlCRRXtXi+aWrPsaMNMuhUP2FEG89MJd/jbY3z2oyyG6NePFfoEi4Sgn0WXdv5lKs6HLX55PROHsEGdSrOSxpxAzP8ywUwfM94EXu/pDJM+zKxDg6EM2Zu3swcJs82A9HRX0+F6GbiQw7+3kPpa+ZneXub+h6fo1uH9LjpZdBNlwzVaV+Bso5exdSwv449q4bdPU59+w67zdgzs01sl0DbNR8BybP9fPcfa0I3Q+IP0/3llRVQ6wnbfPRrHz5HdbL16GivXVl8VHeUq8mnL89KqK8N+IhDEXzHgoc7plK5hSP1Tivq9HyaFTcdj5UtGshlPZlfWCau28XoZvlvZd67h362ImXMLMNUfqoy1F6hOVQBNu9wF4JueBqlI7oX/V+m7wTz3f3DSN02fJUuPai1bdqZvOiVAF7+fh7u7fJPI6KIS7jLY4NJseZbyAv0ioi8Hko5cJLUny5ma0b0zkM6OeZaB36DUpJsLC7v28ATTI3emx9DrTLAQ+5+9/D9utQnuS70Xc7iM9dnJE86Euj6Kl9I+em+I8PeEjjM54YQr/TWyYK5/ZeG2yswtdR7Y9z3f3CLu32gY12hDkYRb3V+9iqDzSlh3wQPcNNUVH5eVFERcrJsS5312uwzI2Kg7fpLO9A/MpJtX3zofzyW7v7Sql7HAOfxIqHbT+UZ2cmGvSLIcH3EuDHaAKK0V2IvGb3RTlptkKL0OuJVHJEoS/RX48+Gx0qO6OiAB8EzkVWh53QxN6ljekoRO4SxADsgHKrzgCen6BbJHFs2cj+egXVvtWEzwBe27J/Y+CMBF29Qvp0lBcUFC6ZqiTdq3+BZsUwznZEi9RhyHtvIxRakqJdARkyLkOha+8C5uvQZu+xxkjF9ur3d7QIfAd4bo/7XRBZuG4HnoqNE1RMq9reCuWE3B54XuLaX0f5x7+AmKmDOvbpisb2UbX/L+14jV4VmsmsiEq6OvCNiWO3Asu37H8/cEfmNVsrO4djpyFlFcgQ9Uck4N+E0rC00ZwIbNyy/43A8QOey+05x2aXH3BP4thVqe0B17267f8OdL0rbDN63twf+GH4f2GkoIzRPRDGxn5obp5/Ct/DBoljrfNJmK/OS9B9CHl//TX87kYRD9nvoOs7adBMQ0V+AA5Ovb8+x3L71RyPXccnMuBdjUKFP4mY4Vm/BN0BSKm2EEot9XvgVR3ae2Fo73wkBM0I/5+JivTsFKH7beKat07A+FwXOA8Z1ddAytg/oZQGm0doevOqgW7jlt9G4bdxh/vYHBX+PQ15vvwceZKnaHrzrEgZfRwqPnk+UrRsDnwOpWmIjneGqFiO8sG/GzgKKQceQDklY+cviRQXP0OhwdX+1yGhNzqOaOH5UFRFavxNC+/8t8C2Pe6r97wT6D6V+mVeM1qlPhy3MC6PQQaJMxAPuXCX+2vea+re0Zx0PXBO+J1b+52ToEuti9Fjmc8r997eBuxW276cwN+i1FCpNt8czt0R8cirI57zTmCLCM2ltPOqy9ORH88cL9NQmrVqe140N94cOf+m8Hc+tK5Pq4276xPtZPFk4fwPk8dLTENz3oMoZdcbOtA01+f31f6P8qBkylPIQerv4Vs9H8199wI/Rfmj22iuR169bb8rkEzxyo7PdsMwR1yKDNFt5yyKHNauRzma9wzvYDdUKLLz8+zxzq/tex203lzNiEF11Fo9gPYy4AXh/9WRYnMf4FjgOxGahdHcemb4tg8D7u3Qzyz+I9BWc1D1q293kmnpp9/pLROFc89N/FrXBqRTa/72Qjq3Vvk50H0Zpflp7t8LRTV16W+fe7u+9v80NL9E19fEdRZGxq87gcMi57w4fJ+/Qnqzt6EonkOBhXq32ZdgIn7kTczX1v6/PXassf/xMCF8InyoowZXhzbnRgz3zSgf0Ut63OPS4QO/D3hvh/NvAhYL/y8b+r5uB7r6wnp27FiCpu9inCXgNSaS0xm9sKYmoJloAVqs7RehOY0WIwDyYv7FgPt7GhXtOBgtAHvXfwm6ocZa7TqLhonrx4lzXoAU319Fwv0FyINpG2C5CM23Gs/8dlRc4TvANxJt3cAIk7cAHRVxzW+0cSy6UIXjz0LFVW5GHuddn12W0pAIs9vh2BZoMq4r7vdDjFLKWJb7DfVWNpKpzA7H8mCI6AAAIABJREFUv4EUTtbYfzDynu30Xnq8v3ExCNauFxV+gIcYUcL8orE9SCmTyxT1nncZve6djbxYxhxroVuz+d4m8ofW9G3RmlcZQd6CvA1T8/tZqDBLfd9SaN7/ZITmQOCXKAd8tW+F8B4PzH0HqXeCFN77IeXWG5DAuwcShH6WoLuiPj/U9q+EvCh7jZsO5z6FjJUPh9+Tte1/JOhWRzn0rkVF/TbrOn7Q2ngrUqyt2JHm59TWo9r+7dE6GuNdTqdFiYLSgaQM3Lnj88rwvrdC/Oq6Yf8qMToyeNVwbBil00uQEu5kpETYmA6Cb+ManXhWwrqB+OM/NY7NTNBlG/VqNKsAHwhj9EbkfdTrGh3aSK3Bt3SgfxlS6jyEvMgeBP6WOP9O4J2x3wTc396R3z6pfrZcZxoyVF8DPJI4L3fO3QspS05HUYSdBF7ENy7Ysn/h1PsDlkERa/Xn9Mnwa53Xhri3i1Cu0Gr7WmR0WZaGHNdCex4tCj7k+Xt+hCblRBE9Fo6vGfmthQpLxehylJu5z/MRpAC9vvZ/tZ0yOAzDS2yDHII+j+bq7xKRSWs0v0UpMpr7nwXclqDLkqeQ/LZi7T0+hlKPpfq4XMtveaQs/iUqoJnke5Hn5XlI4ff61Lk1mj2R/H0vCfmpQZNrnGvqFUZtR2imIUPqsWjO+xywasf2rqv9/xWUggVUJC4muz0avpvXwKzsA1EHqxpdFv8Rjj+38VsCKfrvAk7p8h7op9/J1kWN1w8ZjlN9vIkWQ0d4d0kZOufemuf2fS7Ac4BPI77ic3RwVkRGkyfDt9dpTLf9xrhITxEqV/9jkCCztZld6ZHQ94B6iGkzV05rTmfk5bcVCud7Enkfn+IdQpptuMrOa6L7ez2yDnTJlfnv6v7d/femQnVdQj/qIY2LJY7VsYqZXReOvzj8X53vni5+kgpxSoUWPWTKY/MHVO36AzArjHf+BN0qjK72WocjZqCJ5b2lAIO7X2lmyyfaAhXZ8fD/Qo1jThzZY63RxweBGRbyyEVwLxLCZ6Dw+WR4TcDawK617Yc9pEYxs1R4yOMeit+50gnExlQTl1lLPloz2xUxYylcR0aFZuIVUatxHQthut/M1vFG8QpTkbtoCgl3/6WZPQacYUrpsRN6zhsNeO+3mdkW3p4jPJVzul5Qa1NCZXN3f9iU068N8ySulzoGEji/A9weQvJAHjNXopQ44436PDkmpKgNFs+Na8CYAqA1NPNYtRbQimB+Uy7RuYD5wv+zvguPFxZ5pZn9I5w7f/i/6qt7e+qQe8xsD/TNr4m8GQhh3qn39y3gRSEksworv9QnLs/cd5FX6uXAEWZ2Nwpr/4S7n5qg+y/gZDP7qrvvHcL7zkD5zWLFM96LBOxZRZzc/U5TvsaZiKmKIfUOYpXtAf6HkbC1nRBDNi/KQRwNW0PKiTNCOol6uqb9kKfHuMIjubU70F2LlByfMBWR2RY40sw+7u6toaG1lA6GBJHbga9WS0RivgUVXPtBSz9+aKrSHguB3As4LbzrMemvEu3ljs+5faTY3mcqnszdb0kshTm8KijH3za17XnRvS0IfB9F+Y2BmX0RfUf7+IDaIjH05FkfB3D3J83svsaxMUU3a8iqWG4q0LceGmO3Im+4o4BdvFGYt0GXG9J8r5lt6u5nN663KYoaiiKExR6I1q6jSb/vCs9GYzfG447J/RvampVaw8z280j+1hakqtsf3uUCpjzk2yB+96/I4B3DkqYUPFb7H0bmjVa4+wzEC1f1UM4O322yHgr61k82sw95qB8R+P6jw7EYDkWe+RV2RevoAogfaUvPkJKlWtM9Bszro/POXujufwX+aio2mMJS3lJUzJWzOMbzpPjoQTx2qhjfLYljB6LipLeH+eUSZCAfUzCwhqyxAuSmesjiJczs1+i5bebud5nZASiK9Eoz+6LHCw6eDHzTlJ+7Siu1IJrPUmnLcuWpxz2kTHL3q83srgHPn7quw1S8+t3AfzOiZPy5mcXSzLwZRTX9HdUFuKjtvAbNc1DBtFcjBe4WiGfa093PGUD+otQ8n5jjn81YvULFt7fqFcJacyZwppk9C81J5wW+oC2lah31djZB/B/u/nSCj9gfzbHHAMeb6mt0QS7/QZiDqhRu70V87rXAm72RZrGBXP1OjkyEZdZSaYO7PzpAreHeUjcuvLuu+pA+eGXjOcxfe0apZ7I4ktm3RinB1vCQkiWG8H4+it7Xh9G3d4SZfdgTNdWi1wva6ilDbWL+SJiYDU3M05G7eevEbGaPIAHGkFt3vbrlCu6eXJRN+Y23RVbpj/uACpwWr+wMQJsS1swORozizSiM5EzvXsH9/kBTYZv6tscTgvfOAWYqgvd5NBm03Vuqamuzn7MOoaI3rQyOma2MPBGXAr5WCZemvLNvcPd9InQ5lTFvd/cV+x4Lx7Py6jbO6zXWWujnQd49sYqt6zGSX/VFKIXEJeF3pbckq7dGPl2rFQ+zdO7K6ruD0d+eAU97PA/vkiiE9jFGV159FvB2TxSLMLOXDVjMYnQbt+yuxnc0r52pavJJKEqhrrTYHjHEl7XR1eg3RPd6MfoGktXLw7dwGj1zhFtGTkkbn4KXK1Ar9uE9Cy/moOt3b+25cQ15I+3v7lv0bHdgAQ0bXVikCfdIftwchO/oM8iAdXRN2fU6JLxFFeOmwn7rMJKHeW0U3n+Ru394vPoY2roBRY08bcrh9RfkOfOnDrTzoDXlCfQNTE8JQWZ2q7u/JHLsFndfpe3YMLDRuY2noftb1jvkWjUVEfooytMM8ir6iicKdZpqQFRjbBQvAEl+YD6U8qAqXvO9rjxIoF8CCZNbofdxkMfrKlTz7fzII/tp5NH1aOhjqoBo6zocBJtbPZH7LQh372bked6I0v1E593c8ZnJX2XxqmZ2hdfyTZrZUe6+e/j/UndfN0J3OrCzu98XtrdH6UruRnnBo44bOTxrjQc0JMxUY3MQD9i2Ps9CYn2+BRXZq9bMywYJToHuARQheQIKUW7ml461typKq3EhowuPboAMSq25n83sN2h+nV69iy6IjaMOdEPnne3Z3kpoLtoWGRJOBE4YxA9YRgHslmv0qodiKi63HyNOIv9kcHG55vddf74XuPtrWmiy+I8BMsodnigeamZXeTyPdOuxBh/f7OtA+TkHLc9z4No8HmMlXKdTMeRcXsLM3uHuPw1ryYpojrgDKS6/6vFc0dNQVOBOaH42ZPj8LvKYbp17c+UpM7sXRbpW2Lu+7e21FVZm5Dv/K3KW2tfd28Z6k7byQJ5Ju25hjMLXlAf2GKQXqHIwr47SM97t7tsm2rsNPctWpHiQHATe483o2SyPIrG+5y3FqBt0hzOS1vC/gJXd/QlTXZVfuPurErQrhPa2QXzWp1AO5picmK0rC7z4+xmJHvmCdyj0lqvfyUUOXxa5ztxoTXmnu781cs4VwLvd/bbG/pXQ+tf67mx0TuQFUGQFkFYU58JUpPYB5IwwRi6JfOvXIy/5A3wkP/hbkMPVT919v1598KlXML+jTXg0s6VQnpDYxJyc3AYoReveGVeFdpIKrDB4nocY1DqWA+7zlkIqYXK9kxGL8CzlFgM8g210QvAx8HhC8GoBMTQpVIPIEKM7pmCHme2JJqvno8XjBE97BAzdz1xkKphPQHl4mtbeD6DJLlX1+FbgjR48H2r7d0QMQLJqfJ+xZmbvbNm9KBLaLvRQaXgQTN4Zb0Ue98u4+xhPPFMBmjc2BeqgDD8jNjaHYKCvdvc1TV4/VRGnG32wRRrL9DyysZWWL0deD86ASsuBgduN0UqLozxdAbdaQAwxek8gwWvgApKpJOmtbMxVZqdgZi9BDOdEeDFXbfQWmK3d26K1inuDrnMBjamE9SxoV6NbEOWS3QAZTebySDHdIfqWxeTZiIfSPMiD8wJUeAWIMkVnIy+2Ng/DA939dYn2shSwwzCxiWsuF+NbhuAHfoTmoQtQ2oi73X3PDn3ZEa078yFPqpNSc1+gmQcJy+9HOSyrdeEHaG14IkE7Ayl/pvtIwaMFUVTOo1363LjeNGQYOi5yPHd8PoUiswwp0utCwnzuPiaKYLKVTqYohc3c/W9mthFS/O2B0p681N3flbi/3jzrZPOAoc3FGDGUrYvGzkzgYnf/foRmGuLDtkXpA05HvO6g4oArIkF5ZWqFR1E6rD/EBG4z29zdz4wcm+7xgqy9edxAFxWyB9AdkTrucePV0yjkfbrXjGNm9hokE/WqON+hnysgOeVtSA47EeX4ThrwG9foVFwunHuTu7+str2YB+NM81iEvjP/YWbHoRoDbR6prx2gVHuI2hpZP4RSfCzaQjOUIb7GH6+K5oibEA+a4o97KzdzYfnFkLN4ibD2fQ55/t2NotmWQcqdA1JrX6CfH/EgoDQGnSI1baQYMnSQp3IU9uE7vwAVhLs97LuzC89oGUbEAeveGK/txvHcuXNLdz+lZf+8SFb8bMuxY5G8dgZwogcHrY7tVcbY5yPe6g9h/xrAku7+fx2v83K0nm2d4Acq5fCDjI56BQbqyu5FEdhfQzxdk7Y1mmayYaONf6PGQGxMWHvx+SoNSdQobHLGOhJ972OiEL3hvDVVMLNPk3Z8GqNPMrO1vMUAZ3Ka29bdd+vVh6lWMNdh8pbB3aNh6APoB1XzHsaj+DS08F7X2P8qVEBjjLVjmA87FzkLSI12OcTAbYMEyxPQxNlb6TQINtojq62fMab2fd4SSjugreehPF+PM3pCmBfln4p6LZnZFihMcAsPFisz2w8xjm/yuHdzjidQUzByZDE+z91PH0C7CiMC1wZIMX0J8k5sUzS+Bymg90H5o0BhyF9B+W0Heln3ZKCzFv5Am+t5lFVp2cyWdfcxi+lkwTp6Wwxx/boy2xkRlpMLiJm9Ao2PFyDviSORV8GrkeFkxnj3tdZ2VwVQlreFqaL8O9BzWRnNF1u7+zId2hy38KwuMLMPIWZmQfQtPIyifb6eoHk3mhtWR14vV6Bv6ZLU/DdEH2ORDkB7xE+gS61fMaYoy8Mw0OYqYCtFI4xWNnYxJq2HDBe/cff7w3f1CVRNfowBeBjYaE/ruYHLO35HVUGtah4ctVZ7u+dRpSTeu1LgmNkiaM54xN2jKUCCgP4FVM3+7tDecii/4f4eSfsUrr8bep4/A34dtj+K8gs2U99UdKlInFZF6nhgMpROZnatu68e/j8aeMDdP908FqHNdtzoCzM7l7QA1Lo+N64xN/Lc2wilMHiRd0gLYyMhzYcCyZDmHN6/Q/u/d/dlI8dmRZM19g8ymlSKRkN5OkcpHdu+2UBXNxCMSUXlcePV6ajifK/nYmafbNs/0txYZU6gexoZAX+GQr2bc1KrgtLkwZ9q8IcRustQ7vHfNvavgupdrNNCk8t/DBPhlxUJUKPvZYg3sw2A4xmJ8DMkO+yACty2pkHIVG7mjpUbPUTwmVLqrOLu2wc+76IE/5EbrTADpZrZK2Pt662sn0yY2TvQmF4fpYQ4ERWie9EEtZdtrDezn7h7m6PWILr/QxFXu3mIwAiKxBlIdh/z/sJ8VPGA9bkoyyO1g/5qVgqkntf9Cnp3q6D582KUJu8ST6ehreskmvcHusf3R+iy9Du5sHHyYO7RXjMK8UaUxi8ahTg7wRIG7to5WQ5ao64xOyiYg6Z9dzRw50IWkyPbhMkazbqoCM3fUAGw/wEWD/Tbe4vngKW9M6Lh/YE2lTZgVLqB2v5hPuzcfHHjgmBJ+x4KI40y7Ln9HIKpzX4uJs/OWROCd/CeDXSboqq29by6b/FEXt0BY623AJuaEMzsLyjU5uLwu8hbPOpb6DZHeZ0qC/gNKGwwmrdxCAa66b0wCjHhINDmeh7lhhjXF6tT3H3LVDvDwvK9Laqcp60YNEeEb3xbugsWl6HQtUtQbrSPIUHjIO/hRdQVNtojvOkt2MrAWaa3hZk9inLXHYiiBbwLXaCdNObGzA5Ea8ruNUZ4BWQEu8zdYzkC/4nyI34DKTbH3WjYaK93xE+Ha6bmwPkQM1TNZTeh/KyDjCZZCthcmNmhyPB4LfJYOg3lOvs88M3YdzTEOpvrqZvjeXQbCvX0xv5pqJhWNM1F7dzKk8uQJ9cjA87/GSO5sDdFhtV5gT09EYU1yYrUSVU6mdJ/rO7KiXwLyk38m+pYjI9N9CMp+IZzdkAG6yq8/GZkqG5V3gWatrD+ddG6cn997W7Q/RcjhvRVkXBX8T4Xe8JBxTJCmnN4/0Ews3s8YkxqGE1+jiq6744KLqaMJkMpGsM1OjsC5D4XM2sLj14QeX8+192btU4quk/T0yMr0LUZDwxF+S3t7q21iAJ/fASKyqh/f/uj+WUMn5zLf9Toe3mkBpreDhG5c1KgvRT4kLtf09i/OlrDXt2nLwPayh0rdSPb2cC33f3E5rEWutxohay1L1dZnwvLjFYItAsiGXhblDf4WBTdd1aCJlYTpWqvLSJmGFkx29nDzLZFXqnHIz3BEkjhPCa/eTh/GKepHP1VdnuBvqrhsD6KWF0PeMgTkRjh+6tkMML/DyAZ6a4EXZZ+JxeWEVkW6OYGngry3guRs9QdzbntPw0WMXAPsy60tjPVCmaTl+8WiAm+K+xbASkyzvSIV5yZXYkW+mejwgtvcvdLTdblE9o+xIhQ0SksyIbL45vzYed6bWZZfAPtPEhxtA0S1s5HzzJa9Ca3n41r9GFqh24vB9Y/r+64CrCxCSEce7Z3yEE4HhhCgfdH9E23JsH37rnU+nge5YYYR8NtJgKW722RowQaRrAYxZib2T2ogGaqkNOkwjK9LcI6tA0SXo5Hz+VXHRXMvcOzcmFK2fPK5vwTFHMz3X3lCN00VJCxinJ4CTJKXYIMnp2MbT36Oalef7Vz+hpNJtzbodHeTahY6b/NbFHgPmTEvW0AXS4/kOVpnam0+G1i/EWPheNZgqENkQt7sjDZSidTgaktCM8CjTcPypNj3X2DBG2O4Ls9Sse2N1LEVUqSQ4HDU0rm2jU2Bg5CyvPPtynvauf+hBFnjau8W1FjLDOkeRjeP3HNFD+XazQZOvKqz/w3Hs8l8Dh7IoXhSSgSqtVz08anHoqh4nwfR0bIQ5prVOP81ZDBY9b3B3w5NnZy+Y9hYBkOEcPMSZZIDzLgWLZsGuj7jJXe9UkCXRbfkrv2TaayPlx3XBR/phRFW6Eov2iNEctLLZotK9oQzh6BfzgY1f96CNjEE44Yw/CKmfqrO5GRsRU+IF2FmT0b6Z42CH+fA1zv7jsmaNqiDhYD3ojqObTV32peY8Jl6ByY2c6omOQ/Ea/zUcS/rIGMzl+K0E2p8+d4wCIG7mF51SZaLbeTjO2B17v7X6odrqqt70ELRCzsunc1bx9QDXVAP6+w9qqtHyBdYRsk1C2CJpNnI6FykCv9Uox4bb6bjl6bjAiTdcyy+KIPaRTMrGrnzciL70Sk8O+S2zO3n3X0sXKMR3udYWPz6m4K3B8Y1aiAHlMgh0VsGxQG3KsriWN7xsY8EcbN8i3ZW6L+n2tmFQOd6luFP3rHHNJtsLGeR0cQqaZeQ26lZY/8P1Gop8/ZFPg2gLs/HCb8GO7KEChvQQvIW2sLyF4daecLCrzqff8TeEX4FnD3q6OUGbCM/LiufP4/tRFvi72A55nZMSS8LXykQn1VQONU4AVm9nESBTQq8sj/bdtDo6lcDvseTY2VYAS4OvyOMqUNehd6Pp8BBoaV98TybYK7u19pyhGfg9Z5JmI0MU/kXq4hq0LzEHi0en/u/qCpqFBSuRyQte55h3QBEZyKlISdlRbATWa2fVOhGHi5WwbQbgN8Ofy/H1DPj19F2rRh1tzp7k+Z2V1dlMvWnn8PJua9566ZoM6cA3Q2ALn7ISavvecDZ7nP8iKZC+ViTuEoRgTfc2gIvkhp1sSHUaqx39X2nWNmW6J7TXkxvxEplv+NlH3ndri/MSHQ1sHLGhXv+RfyTvxIjWca9M6zeP8BY2z+RD9XqBlNvkN3o0nONzsMsmWioKDaGyl7j0VGkGhEYMDZZhathwJEFcwmT7X3oZRwlwHvcvdbB7RHUCQnU2w0zs/iP4ZEfS7pqggYZk4yM1u0+b7CO50rQddbNq1dt+9Y+QDiazZDStCHwv51UV7kGHL5lty1b5Gmcjm0d21QqI8r6gpkU0RYliepKwL7m+GXwgyksB8l75rSoc5AUQRNDCMrWuT/tu16fzZE6f4uQkUWNwZ+YUqhdoi7P9ZCtqSN1AwZA0/nFO+tv0Jr8lsi9+FE5GEz+xYykD2M5r6LUeHJQd9QVJkfvslf0yg2HbtMh3OmAtNRlPDCKOJqOXf/i6kY+hVI+dyG9Ug4e8whiL2ToXjVJmYHBfM8deVyBXd/wORRG0NdmG4mxI/lsBlGEJ2OGIftaMnjG2lvmA/7KcTMn2kjXpvnhcko6rXp7ofV2q8svjuigXJYhGx/5LW3rw9I3TFe/czFFLSXtcjbgDBHoDWPXqoriWNtjNsCKJ1HjHH7IEqJcRIyeHSaRIZgoLMnKRvteXSwdy+msBdwqin/7JgQ4wRdpXSqK5xg4pRO95jZHsjbYk2CEB+8LVJzYI5AOcwC8kc0h1Tn/4nRc0rUkyETxzKSH3cLNJd2KvYVjGPHAcfVvC0+gYyWKbo7UUjsIabcuF8DdkGMSAyp8TKmwOaQuNfMNvX2IjR/jBGFe1m/9psXuBTl0R7XMMyA1H2nlCspxObAbKPJEArYXLy44QGxfNiu5pZW74fJXvfIU1rsBvzEzN7P6PyV8xPhkSLtdRYMyTQQ5K7rOZgKpVMlsDb2dUmLkyP4LtJU+gWa3wU+qBWmauxLIE/nS8K+WR5hMYOlJbysg5KntbCeu6eUXyn05v1De7ljLMtoQt4321SEL9CD38l6LqY0Qe9Ennsvd/d/duzqXsCvzKytHko0msvMdkN8w9nA5k1lV4Iu21Mtl//IRG+HiCHnpBnAWWa2L6P56i8RdwjLkk1zx4rLs/mDLfvPRYUpY8jlW3LXvlxl/XhgMhR/OQr7YRR2uc4eXwN2cvfK8ehUMzsLeXjPRGlOm5iGak7k9Le3/grVB2nNeTwAyyKZ9zbgD0jOfChJMQCuAsJzomK1jsfDd/egKeLmLwDu/oiZpaKiJtXJMRc5Bu7x5lVnhxQZ0TCDAcdyqnkP7f5tPfL4BgXO4kiRdzFiom8Y4GVRp++dLy7QNS2+h3dRaucip59NppYO+VWHaW+yYRlhjoMmBI/kimtco1MYmamQ3Faoku2TyNhySs44sQ7hUlarwJ1x/aGKKVhGXrvJhCnX5meQx9nRNQH/dcBa3lKkMRzPTuVhefnU1gHucfc/hu0dkML6dyhcKuv9Jtqb1Py4tXZXJ1RmRvd2ygQp8XrD8ovQXI0UyVWe0nHLMRtp7wTgHG/3bnuDu28does9B9oUhCXnwkbS2swPrIQEjTsIQoYnUjxN5rpniVDTDrTVfGtovj17AMlQoa1zIrqsmVOBnPdgZle5e1s+5UHHziOhEEjwEr3Di8cDfXj/IdvJTWuT/c0O2d9ezyXwc48hvrMXP2f59VDuR7lD29qLpSCbknR8fTFAFu7sENFnTjKztzA2dcihPiBNSV/ZNHes5BoHcvmW2nm91j4z2wXYGTkeNZX133P3QR7C2ZiMOcIy0ugMKSvm5uKdy91bIwDN7KXufnPL/mFSZOTor/6FxuBFjf2vQelGWvODh3MMjcvKwWQ1ZKC9xN2TxTcj19sEODCxRmfrdyYLpvoU2yJDzv+iOQnUx/9195d2uEbnlJ1zKobhVWcHBXOdmRp1iMSEkNnWVOTHyvqwLT9fXN3ie3QP74As5PZzTmkvFzbJuSGHMSqY2dJoktwb+Li7/89E9LFgfDFeAmXXBSQoKTcL1uuN0Py5B7A68FJ3f1dO+6n2JkvRZONc3GCiYPlFaN4OLOMhH7GpYOMS4fDH3P3kce7n84CfAo/T4t3m7n8az/ZCm72NJpMNU1TWIcD7gd/DrBoQP0ChpE9E6CZ7nR0XpcU4tTeufGBBHJmC7yNAW9FOQ+keFoy0lWWwtNEFvG6uC4J9Da3/SZjsb3aqYJNUD8Uyi0sXtGMyZdNc48AU8S1ZyvrMtiZV8Teswn6yYBk1ICZ7rTGzc4DpPkRdEzNbBjmjrI/SbTzX3Z+TOL+tSONiKOp5e3cflPpstoWZnctI+lNoGLA8kdlgMp095mRMuYJ5KjAVgmjGh53ltTmMd0AOcvs5p7SXi0lWjmUzbqaQ1G0RI30V8ni+aSL6WdAOU0GSVKXlmLfFZCuBZrr7K8P/RwMPuPunw3a0MvcQ7WV5cmW2Na7FDSYKll+E5iJgG3e/J2xfiyIrFgS+7+6bTlB/J8Xrr6Xd2dVDdAYKq9y7Mjaa0gh8BXjE3adH6OaIda/gmYeIAq8ynESLZ+caLFOG1cn03C2YXNjYeihPAE8xCXPgM8FTrSvM7EjS/Gpr/ZbJlE2HNQ5MFd/yn4apUNjnIGdNGcbTOrOPN7j7apFjsxzaWo59BOmdNkBz5kUosvoiVOQvWrulZW13VOugS32u2RpDGLjnCCfH2QHPSAVzHRMpiA7zYRfM2ZgC5Vgvxs3MDkaGjpuRYHemDyigVjAxsJGw+VbEvC0mG2Z2A7C6uz8Zwot2cfffVMdizM+cgKmIbsnBEEzmFe6+dm37KHffPfx/qbuvOzE9LqjDzG4DVvYG4xUE4lvcfaWp6VlBwfCwluLZVdREy7lZBsvi7V7QBzZEQc/iqTYWQRFT4WCUp3YWPLNw3ERhdjcOmNmbUH7uVdE4vQn4krv/cko7No6Y3RX2lkg3OLtExVhGupFw7Kso2uOiSplaMJSBuzh7dMTsUORvSuHdq6HmYHngZGCv8mE/s+CTWDzK84rXHATcCbwy/D5vytlvwNOV4Fcw8agrkE3VlXH3B6auR1G5H05KAAAEqElEQVScAJxvZn9BOWMvAKq0DX+fyo4NC5+a6u85yC1Cs2h9o1IuByxBwWTBm8rlsPMpM3tmW/sL5khYfvHsaWY2dzBsb4qKqVaIyiaTyVsVzPnw/ELducWl/6NRVyCb2fTZTaFcocU4cATwk6nsUxNmtjOwK0qRcWXY/Srgi2a2jLt/a8o6N47wwcUVpxq5xQEnE1eY2c7enm7kqggN7r73hPdszsS0mpfy1sC33P0U4JQQ4dmKTH3LMxLPeA/mgoJnInLDWgsmBmb2KWQ9NVR04EngSHf/zJR2rAEzWxcVIzyrCpMKCoaF3P3qJPEchtkxzUJuTjszOw44r4VuV+C17r7tRPW5YARmdirwE3f/YWP/e1A+0dZ0OAUFsyty0wuZ2QHAFoT6FMCa7u7BYHmsu28wwV0vKIiieKoNxuyakmZOCWM3s5uADZvh+KYi7Bd6h0JjBcNjToiKmVPSjcwp+E+OyJ1dUBTMBQXPcPQJay0Yf5jZXkjQ3sXd7wr7VgCOQalLZkxl/wpmH+QymWa2JCqM9Bijq5U/C3i7u/95IvtdIJgKqv4ERQBchRQXayOh5h3P5NDrgjkTw6QXeiYZLAsK/tMwGyuY5wjjgDWKlHY9VvDMxeyebmROQTFwTzyKgrmg4BmISFjrvu6erLhdMP4ws2uA17v7Xxr7l0CC95Tn/yqYvZDLZJrZJtSqlRfmdGpQew+G3sPZU9ylgoKhYFNQPLugoGBy0chpvQATXFz6PxlmdhlyLJnZ2P9K4Nvuvs7U9Kyg4D8fxcA9sSgK5oKCZyByw1oLxh8DCreVUJ2CgoKCgjkGs2N6oYKCgoLZCWa2IXAc8H1GRzTtALzH3S+cwu4VFBQUZKMkqy4oeGZiS+BPwLlm9m0z2xR5IBRMPh7PPFZQUFBQUDBbwd3/5u7fLMrlgoKCgnYEBfI6SBfzPmBHJIe9uiiXCwoK5mQUD+aCgmcwSljr1KNWYGLMIWaTAhMFBQUFBQUFBQUFBcPDzN4GLOPuR4fty4ElkCfzx9z95KnsX0FBQUEuioK5oKAAKGGtBQUFBQUFBQUFBQUFEwkzuwjYxt3vCdvXIkefhYDvu/umU9m/goKCglyUFBkFBQVACWstKCgoKCgoKCgoKCiYYMxbKZcDLgxy2O+BBaeqUwUFBQXDoiiYCwoKCgoKCgoKCgoKCgoKCiYei9Y33H332uYSk9yXgoKCgnFDUTAXFBQUFBQUFBQUFBQUFBQUTDwuM7OdmzvNbFfg8inoT0FBQcG4oORgLigoKCgoKCgoKCgoKCgoKJhgmNmSwKnAY8DVYfdawLOAt7v7n6eqbwUFBQXDoCiYCwoKCgoKCgoKCgoKCgoKCiYJZrYJsGrYvNHdz5nK/hQUFBQMi6JgLigoKCgoKCgoKCgoKCgoKCgoKCgoyELJwVxQUFBQUFBQUFBQUFBQUFBQUFBQUJCFomAuKCgoKCgoKCgoKCgoKCgoKCgoKCjIQlEwFxQUFBQUFBQUFBQUFBQUFBQUFBQUZKEomAsKCgoKCgoKCgoKCgoKCgoKCgoKCrJQFMwFBQUFBQUFBQUFBQUFBQUFBQUFBQVZ+H8RfdtWRXlV9wAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "sharpe_ratio.plot(kind='bar', figsize=(25,10))" + ] + }, + { + "cell_type": "code", + "execution_count": 19, +======= + "execution_count": 7, +>>>>>>> b8d2a4ad05688a2dd92d6f03a6941390ef588d46 "metadata": {}, "outputs": [ { @@ -1779,46 +1832,104 @@ "Length: 100, dtype: float64" ] }, - "execution_count": 8, +<<<<<<< HEAD + "execution_count": 19, +======= + "execution_count": 7, +>>>>>>> b8d2a4ad05688a2dd92d6f03a6941390ef588d46 "metadata": {}, "output_type": "execute_result" } ], "source": [ - "sharpe_ratio = (monthly_df.mean()) / (monthly_df.std() * np.sqrt(12))\n", "sharpe_ratio" ] }, { "cell_type": "code", - "execution_count": 9, +<<<<<<< HEAD + "execution_count": 81, + "metadata": {}, + "outputs": [], + "source": [ + "sharpe_dict = sharpe_ratio.to_dict()" +======= + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "sharpe_ratio.plot(kind='bar', figsize=(25,10))" +>>>>>>> b8d2a4ad05688a2dd92d6f03a6941390ef588d46 + ] + }, + { + "cell_type": "code", +<<<<<<< HEAD + "execution_count": 82, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "HST: 2.2879261649957336\n", + "NWS: 2.749487791255499\n", + "GPC: 2.910715558694882\n", + "KO: 2.1985162228863695\n", + "DISCK: 2.330279779505558\n", + "EFX: 2.1495082721017527\n", + "LKQ: 2.26141977743357\n", + "PPL: 2.7897274256302156\n", + "EQR: 2.1487088186756083\n", + "IRM: 2.2239541312474267\n", + "ABC: 2.8274815738465655\n", + "GIS: 2.639886105232399\n", + "SYF: 2.474124522517467\n", + "BMY: 2.6663191052051807\n", + "COF: 2.0339859292139444\n", + "LYB: 2.0787783131124526\n", + "HOLX: 2.477265507478208\n", + "OXY: 2.0373081601729752\n", + "HRB: 2.218496319817362\n", + "EXPE: 2.50153382729987\n", + "WBA: 2.2073105338957375\n", + "EIX: 2.2744155677596747\n" + ] + } + ], + "source": [ + "for key,value in sharpe_dict.items():\n", + " if value > 2:\n", + " print (f\"{key}: {value}\")\n" +======= + "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "GPC 2.910716\n", + "ABC 2.827482\n", + "PPL 2.789727\n", + "NWS 2.749488\n", + "BMY 2.666319\n", + "GIS 2.639886\n", + "EXPE 2.501534\n", + "HOLX 2.477266\n", + "SYF 2.474125\n", + "DISCK 2.330280\n", + "dtype: float64" ] }, - "execution_count": 9, + "execution_count": 14, "metadata": {}, "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" } ], "source": [ - "sharpe_ratio.plot(kind='bar', figsize=(25,10))" + "sharpe_ratio.sort_values(ascending=False, inplace=True)\n", + "sharpe_ratio.head(10)" +>>>>>>> b8d2a4ad05688a2dd92d6f03a6941390ef588d46 ] }, { @@ -1845,7 +1956,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.5" + "version": "3.7.4" } }, "nbformat": 4, diff --git a/F-F_Research_Data_Factors.csv b/F-F_Research_Data_Factors.csv index e7a68b1..e4d4bfe 100644 --- a/F-F_Research_Data_Factors.csv +++ b/F-F_Research_Data_Factors.csv @@ -1,61 +1,59 @@ -Date,DXC,BBY,AMG,CNP,WMT,MRK,NEM,VFC,MDT,HST,MTD,CCI,KMI,RMD,LUV,NWS,AMGN,APD,TGT,MYL,GPC,FCX,KO,DISCK,FISV,ACN,SRCL,IT,PHM,ALB,AAPL,EFX,FE,COST,GWW,M,CRM,LKQ,AON,PEP,RJF,ORCL,MHK,PPL,FMC,OKE,EQR,RCL,IRM,BA,ABC,GIS,SYF,BMY,ADBE,SNPS,BWA,MSI,COF,LYB,RTN,FFIV,HLT,CVS,NEE,KMX,INCY,MGM,AES,GM,FDX,ADP,HOLX,NRG,NBL,MSFT,COG,OXY,GOOGL,GS,HRB,AJG,CINF,TXN,ETN,EXPE,TMO,BSX,CTAS,WBA,UNH,HSY,FB,EIX,SBUX,MCO,HII,RL,LNT,AXP -1/31/15,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -2/28/15,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 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2015-01-0221.28651033.869621204.85533118.98650275.80033149.13211117.92313460.86370864.68503618.943111...93.16188891.81659778.44999755.42339337.13259989.816803104.540627164.70637528.11504285.741974
2015-01-0520.85573832.996471197.42747518.38388175.57972749.86233918.03434660.35210864.41507018.791948...91.62737391.17032677.19000255.28802536.42130388.055870102.971252160.01077327.77259483.474472
2015-01-0620.90958632.699589193.17320317.97410476.16210951.82109518.78500959.99730764.09108718.712391...91.44247491.47132176.15000255.49952336.12494387.128571106.754547156.88938927.68380481.695465
2015-01-0721.06103133.642605197.91421518.20711178.18285452.92934018.61819560.76469465.69290918.815811...92.37613793.08260376.15000256.43017237.01405388.458626106.567703160.82038928.14040883.479713
2015-01-0821.29997634.149033199.92935218.64100379.83300853.99462918.51625162.13445767.26775419.014713...96.78557694.87981478.18000056.74319537.61134089.320381109.986694160.63148528.58433084.663033
..................................................................
2020-01-0635.33000287.91000483.33000226.750000117.65000291.63999943.25999899.209999114.88999917.570000...291.549988144.570007212.60000675.12999787.721161241.869995265.000000119.80999853.404282124.059998
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2020-01-0836.45999988.65000282.52999926.639999116.16000488.59999842.08000297.040001116.50000017.639999...295.899994146.039993215.22000175.73999888.467682245.619995268.959991120.00000053.573189125.540001
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DXCBBYAMGCNPWMTMRKNEMVFCMDTHST...UNHHSYFBEIXSBUXMCOHIIRLLNTAXP
Date
2015-01-31NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
2015-02-28NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
2015-03-3122.12888033.179913209.09005716.58027373.01541149.78084620.14197062.42157770.46037316.215014...109.71411189.78566782.22000153.20843943.33609897.564026131.290314118.73391026.84617672.461044
2015-04-3021.84752330.422970220.13938917.03519169.28697251.58223724.57673160.03445467.26213816.182875...103.32363981.78668278.76999751.90526245.377064101.060547123.271454120.45845825.99754971.839569
2015-05-3121.84752330.422970220.13938917.03519169.28697251.58223724.57673160.03445467.26213816.182875...103.32363981.78668278.76999751.90526245.377064101.060547123.271454120.45845825.99754971.839569
2015-06-3022.40707028.825178212.80888415.65253463.36373149.67954321.69378158.08469467.28563716.092331...113.63442279.48459685.76999747.69550349.230713101.788795105.818542119.94010224.81525072.359734
2015-07-3122.33538128.542316202.39234915.90751264.30175051.45100815.94530764.20632971.18110715.727145...113.07555483.11744794.01000251.49707053.187904104.117599110.348679114.07720226.68710970.814240
2015-08-3121.16109132.475834181.50088515.51362558.21995946.99181015.85243560.32513065.64209014.388148...107.76640380.61513589.43000050.18411350.36998796.757385106.214287100.75657724.58720471.428711
2015-09-3021.11546133.015205166.46015915.03038858.31890143.47086714.94756657.08144861.11518512.989917...108.52256082.74037289.90000254.48795752.33102092.870461101.091324107.55992125.37684169.017326
2015-10-3121.11546133.015205166.46015915.03038858.31890143.47086714.94756657.08144861.11518512.989917...108.52256082.74037289.90000254.48795752.33102092.870461101.091324107.55992125.37684169.017326
2015-11-3025.58247628.265713172.53485114.32482752.92233346.65702817.12412354.14410068.78424813.639001...105.43553278.263832104.23999851.28278056.70307997.852180123.981049113.06716926.35447766.951530
2015-12-3126.81584727.285814155.52767915.51644755.59673746.89155216.75507552.41654670.57651512.765546...110.52269080.947891104.66000451.56275655.44691195.214180120.126740101.93999527.34402164.998291
2016-01-3126.81584727.285814155.52767915.51644755.59673746.89155216.75507552.41654670.57651512.765546...110.52269080.947891104.66000451.56275655.44691195.214180120.126740101.93999527.34402164.998291
2016-02-2923.64028929.024221135.01588415.96675460.16782444.57450124.05690254.82475371.00775912.740582...111.89434882.952133106.91999859.35683853.94156384.637756124.11360982.99313430.03297252.169907
2016-03-3128.21900429.314409158.09771717.92938462.57766347.38238924.77876954.85501169.16433714.069514...121.60122784.047325114.09999863.02928555.32231192.034012130.17204388.48091132.83075357.632820
2016-04-3028.21900429.314409158.09771717.92938462.57766347.38238924.77876954.85501169.16433714.069514...121.60122784.047325114.09999863.02928555.32231192.034012130.17204388.48091132.83075357.632820
2016-05-3140.56236329.070423168.92314119.53780665.14345650.38240830.21368252.78820074.21792612.974280...126.10113585.288765118.80999862.80130851.04299594.389252146.31071586.70687933.03248262.024155
2016-06-3041.05993727.911333137.04077120.81257667.20507052.01252436.49472052.41284280.01849413.843898...133.811340104.247917114.27999968.52713853.11670389.671700160.25412082.84885435.39513857.596676
2016-07-3141.05993727.911333137.04077120.81257667.20507052.01252436.49472052.41284280.01849413.843898...133.811340104.247917114.27999968.52713853.11670389.671700160.25412082.84885435.39513857.596676
2016-08-3139.03852835.098957138.28685019.70934566.20101256.68923635.67377152.89017180.65667715.218894...128.93083292.256035126.12000364.15982852.471176104.376976157.99845995.79106934.08485862.165730
2016-09-3043.32911335.084381140.86662320.37597566.83114656.75933836.67602948.09201080.47258813.468453...133.28678988.293922128.27000464.15998150.520889103.983253146.75862193.97860034.40819260.705921
2016-10-3145.18808435.755188129.14561519.99880864.88513953.40343534.57572646.51324876.39307413.390602...134.55300994.629646130.99000565.25225149.52241596.531174154.35386791.15385434.44485963.278843
2016-11-3050.31686441.994656144.17655921.16637265.26509155.64979630.28176146.77066468.00120515.432062...151.32847689.817619118.41999861.06963754.34543696.875198171.58265797.20290432.51667868.633064
2016-12-3150.31686441.994656144.17655921.16637265.26509155.64979630.28176146.77066468.00120515.432062...151.32847689.817619118.41999861.06963754.34543696.875198171.58265797.20290432.51667868.633064
2017-01-3151.76005641.156464148.32370023.25107262.28830756.80997833.91693544.52139771.22750115.839879...154.94155998.024269130.32000765.21118951.76738799.930870186.17234882.62709034.37582073.078163
2017-02-2857.05255940.795933163.68885824.48131066.19883060.36575732.00981145.36028375.80923515.769750...158.076721101.277916135.53999371.34933553.554459108.101776209.72703674.12424536.04667376.599075
2017-03-3157.56435445.776936159.79965224.70533067.76677758.65066530.85992247.94607975.88351416.539112...157.351578102.119156142.05000371.71392854.985832108.752106192.72946276.73387136.16537575.690155
2017-04-3057.56435445.776936159.79965224.70533067.76677758.65066530.85992247.94607975.88351416.539112...157.351578102.119156142.05000371.71392854.985832108.752106192.72946276.73387136.16537575.690155
2017-05-3164.66293355.314182150.15945425.88984574.39112960.09985431.97410846.92557979.38758915.945264...168.068069108.339951151.46000773.47953060.148254115.362129189.04425063.74119638.16408973.916206
2017-06-3064.17096753.715290161.88134824.77678771.62749559.59332330.37112050.66065683.59810616.367468...178.626968100.914902150.97999670.92141755.136703118.507919179.72764669.86129836.96771680.929298
2017-07-3165.55944154.661610181.37231425.50977775.70670359.39806034.85318054.69767479.50740116.716854...184.78288398.978752169.25000071.36586851.042339128.198517198.98832771.61256437.58872682.189453
2017-08-3171.09661150.838856172.64273127.05493574.35429459.37945935.95025655.29575776.33544216.233086...191.61314499.216187171.97000173.21833052.108620130.917969207.16548283.19931039.63835183.028412
2017-09-3071.09661150.838856172.64273127.05493574.35429459.37945935.95025655.29575776.33544216.233086...191.61314499.216187171.97000173.21833052.108620130.917969207.16548283.19931039.63835183.028412
2017-10-3176.73799952.756458182.22802727.01839483.15450351.59529133.97257662.12649276.69397017.714226...203.286987100.407692180.05999873.51911252.089626139.103470225.43621885.13434640.41156892.467964
2017-11-3080.61180156.177425194.32872027.65818892.60238651.76387834.75236565.07894978.22747017.922523...221.389969105.528229177.17999374.73292555.211117148.679840234.70964190.57959042.13976794.587990
2017-12-3180.61180156.177425194.32872027.65818892.60238651.76387834.75236565.07894978.22747017.922523...221.389969105.528229177.17999374.73292555.211117148.679840234.70964190.57959042.13976794.587990
2018-01-3183.65775369.232704195.26773125.971605102.06147855.96341338.13926372.87200982.27169018.989470...229.744095104.957458186.88999958.04561654.246693158.443604230.698532109.34848037.45037196.563484
2018-02-2886.17044168.645195185.51400825.19129486.17780351.21242135.96444766.97148176.52446016.977100...219.43969794.105843178.32000756.24474054.819340163.860092255.141953101.24610136.41400994.727425
2018-03-3186.17044168.645195185.51400825.19129486.17780351.21242135.96444766.97148176.52446016.977100...219.43969794.105843178.32000756.24474054.819340163.860092255.141953101.24610136.41400994.727425
2018-04-3086.78114372.989883161.51159723.58947985.19873856.09073637.12444373.11548677.19800618.089184...230.13485788.053032172.00000061.40950455.270565159.264771236.834793105.56369040.78401296.292183
2018-05-3177.56075365.092903156.31251524.59642479.99781856.71957836.78428373.37767083.16151420.003532...235.10943686.851974191.77999958.26030354.691010167.914017215.974136129.32873539.33117795.853394
2018-06-3077.56075365.092903156.31251524.59642479.99781856.71957836.78428373.37767083.16151420.003532...235.10943686.851974191.77999958.26030354.691010167.914017215.974136129.32873539.33117795.853394
2018-07-3182.67260771.996803157.04864526.80850286.48177363.24529634.78462283.72770787.43692819.551176...247.38107394.732704172.58000263.05078150.560478168.455444227.677994130.35580441.12384097.391411
2018-08-3188.86766876.343651143.66337626.41962893.44718965.85691129.42657783.78228093.42561320.102041...262.26965397.664635175.72999662.19913551.942581175.698608239.533401128.26013240.999428103.713257
2018-09-3088.86766876.343651143.66337626.41962893.44718965.85691129.42657783.78228093.42561320.102041...262.26965397.664635175.72999662.19913551.942581175.698608239.533401128.26013240.999428103.713257
2018-10-3171.20167567.712379111.77207925.67808997.75592871.15911929.46146675.77589487.48067518.013945...256.185089104.106316151.78999366.26256656.626644143.582916214.068207125.74157041.451687100.895607
2018-11-3061.63056662.336689109.55844126.89323095.19213176.69832630.81448474.32219794.98987617.910254...276.680908105.929520140.61000152.82670265.186462157.463242212.000534108.07508143.775990110.265244
2018-12-3152.13723851.49493496.07069427.10446091.30091974.38368233.29081365.66993789.09342215.902760...244.977097104.834038131.08999654.80021362.919781138.625458187.219574100.99131040.74763993.617920
2019-01-3162.87455457.601208103.47514329.68720893.92773472.45620032.77198877.48021786.57616417.228785...265.706543103.777664166.69000254.99327566.573822156.908905203.097473113.36875243.245396101.278946
2019-02-2864.58074266.935638108.39637029.20735997.02499479.13427032.78159380.41667288.64286818.707445...238.191849108.968254161.44999757.81195469.003349171.875061206.814835122.18327344.606846106.249207
2019-03-3164.58074266.935638108.39637029.20735997.02499479.13427032.78159380.41667288.64286818.707445...238.191849108.968254161.44999757.81195469.003349171.875061206.814835122.18327344.606846106.249207
2019-04-3064.65377872.870277109.69185630.040749101.34094277.14263930.71038887.46104487.46434018.549736...230.068802122.919106193.39999462.15393476.290642195.206070219.821609129.08400046.279095116.017159
2019-05-3146.75449861.37320383.18335027.828625100.49236377.63269032.71753780.55620691.17723117.460276...238.686386130.636734177.47000157.86543775.046150182.045792203.410919103.13573546.504463113.523232
2019-06-3046.75449861.37320383.18335027.828625100.49236377.63269032.71753780.55620691.17723117.460276...238.686386130.636734177.47000157.86543775.046150182.045792203.410919103.13573546.504463113.523232
2019-07-3155.09658875.52273685.13838228.386372109.34884681.88065336.25666086.499443100.94708316.956413...246.892044150.218384194.22999673.31494193.427818213.362274226.397797102.86630248.888660123.468193
2019-08-3155.09658875.52273685.13838228.386372109.34884681.88065336.25666086.499443100.94708316.956413...246.892044150.218384194.22999673.31494193.427818213.362274226.397797102.86630248.888660123.468193
2019-09-3029.32919768.58316883.04402229.837587118.15004783.60671237.78518788.517586108.10444617.060812...216.487717154.186569178.08000274.78030487.572060204.372528210.91532994.91496353.220940117.422356
2019-10-3127.50979271.40642579.58676128.740181116.73638986.06982439.58875781.853157108.38311816.172741...251.732208146.108658191.64999462.36649783.749084220.197098224.72805895.50152652.996922116.874901
2019-11-3027.50979271.40642579.58676128.740181116.73638986.06982439.58875781.853157108.38311816.172741...251.732208146.108658191.64999462.36649783.749084220.197098224.72805895.50152652.996922116.874901
2019-12-3137.59000087.80000384.73999827.270000118.83999690.94999743.45000199.660004113.44999718.549999...293.980011146.979996205.25000075.41000487.512138237.410004250.880005117.22000154.368046124.059998
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60 rows × 100 columns

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28.219004 29.314409 158.097717 17.929384 62.577663 \n", - "2016-04-30 28.219004 29.314409 158.097717 17.929384 62.577663 \n", - "2016-05-31 40.562363 29.070423 168.923141 19.537806 65.143456 \n", - "2016-06-30 41.059937 27.911333 137.040771 20.812576 67.205070 \n", - "2016-07-31 41.059937 27.911333 137.040771 20.812576 67.205070 \n", - "2016-08-31 39.038528 35.098957 138.286850 19.709345 66.201012 \n", - "2016-09-30 43.329113 35.084381 140.866623 20.375975 66.831146 \n", - "2016-10-31 45.188084 35.755188 129.145615 19.998808 64.885139 \n", - "2016-11-30 50.316864 41.994656 144.176559 21.166372 65.265091 \n", - "2016-12-31 50.316864 41.994656 144.176559 21.166372 65.265091 \n", - "2017-01-31 51.760056 41.156464 148.323700 23.251072 62.288307 \n", - "2017-02-28 57.052559 40.795933 163.688858 24.481310 66.198830 \n", - "2017-03-31 57.564354 45.776936 159.799652 24.705330 67.766777 \n", - "2017-04-30 57.564354 45.776936 159.799652 24.705330 67.766777 \n", - "2017-05-31 64.662933 55.314182 150.159454 25.889845 74.391129 \n", - "2017-06-30 64.170967 53.715290 161.881348 24.776787 71.627495 \n", - "2017-07-31 65.559441 54.661610 181.372314 25.509777 75.706703 \n", - "2017-08-31 71.096611 50.838856 172.642731 27.054935 74.354294 \n", - "2017-09-30 71.096611 50.838856 172.642731 27.054935 74.354294 \n", - "2017-10-31 76.737999 52.756458 182.228027 27.018394 83.154503 \n", - "2017-11-30 80.611801 56.177425 194.328720 27.658188 92.602386 \n", - "2017-12-31 80.611801 56.177425 194.328720 27.658188 92.602386 \n", - "2018-01-31 83.657753 69.232704 195.267731 25.971605 102.061478 \n", - "2018-02-28 86.170441 68.645195 185.514008 25.191294 86.177803 \n", - "2018-03-31 86.170441 68.645195 185.514008 25.191294 86.177803 \n", - "2018-04-30 86.781143 72.989883 161.511597 23.589479 85.198738 \n", - "2018-05-31 77.560753 65.092903 156.312515 24.596424 79.997818 \n", - "2018-06-30 77.560753 65.092903 156.312515 24.596424 79.997818 \n", - "2018-07-31 82.672607 71.996803 157.048645 26.808502 86.481773 \n", - "2018-08-31 88.867668 76.343651 143.663376 26.419628 93.447189 \n", - "2018-09-30 88.867668 76.343651 143.663376 26.419628 93.447189 \n", - "2018-10-31 71.201675 67.712379 111.772079 25.678089 97.755928 \n", - "2018-11-30 61.630566 62.336689 109.558441 26.893230 95.192131 \n", - "2018-12-31 52.137238 51.494934 96.070694 27.104460 91.300919 \n", - "2019-01-31 62.874554 57.601208 103.475143 29.687208 93.927734 \n", - "2019-02-28 64.580742 66.935638 108.396370 29.207359 97.024994 \n", - "2019-03-31 64.580742 66.935638 108.396370 29.207359 97.024994 \n", - "2019-04-30 64.653778 72.870277 109.691856 30.040749 101.340942 \n", - "2019-05-31 46.754498 61.373203 83.183350 27.828625 100.492363 \n", - "2019-06-30 46.754498 61.373203 83.183350 27.828625 100.492363 \n", - "2019-07-31 55.096588 75.522736 85.138382 28.386372 109.348846 \n", - "2019-08-31 55.096588 75.522736 85.138382 28.386372 109.348846 \n", - "2019-09-30 29.329197 68.583168 83.044022 29.837587 118.150047 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13.639001 ... \n", - "2015-12-31 46.891552 16.755075 52.416546 70.576515 12.765546 ... \n", - "2016-01-31 46.891552 16.755075 52.416546 70.576515 12.765546 ... \n", - "2016-02-29 44.574501 24.056902 54.824753 71.007759 12.740582 ... \n", - "2016-03-31 47.382389 24.778769 54.855011 69.164337 14.069514 ... \n", - "2016-04-30 47.382389 24.778769 54.855011 69.164337 14.069514 ... \n", - "2016-05-31 50.382408 30.213682 52.788200 74.217926 12.974280 ... \n", - "2016-06-30 52.012524 36.494720 52.412842 80.018494 13.843898 ... \n", - "2016-07-31 52.012524 36.494720 52.412842 80.018494 13.843898 ... \n", - "2016-08-31 56.689236 35.673771 52.890171 80.656677 15.218894 ... \n", - "2016-09-30 56.759338 36.676029 48.092010 80.472588 13.468453 ... \n", - "2016-10-31 53.403435 34.575726 46.513248 76.393074 13.390602 ... \n", - "2016-11-30 55.649796 30.281761 46.770664 68.001205 15.432062 ... \n", - "2016-12-31 55.649796 30.281761 46.770664 68.001205 15.432062 ... \n", - "2017-01-31 56.809978 33.916935 44.521397 71.227501 15.839879 ... \n", - "2017-02-28 60.365757 32.009811 45.360283 75.809235 15.769750 ... \n", - "2017-03-31 58.650665 30.859922 47.946079 75.883514 16.539112 ... \n", - "2017-04-30 58.650665 30.859922 47.946079 75.883514 16.539112 ... \n", - "2017-05-31 60.099854 31.974108 46.925579 79.387589 15.945264 ... \n", - "2017-06-30 59.593323 30.371120 50.660656 83.598106 16.367468 ... \n", - "2017-07-31 59.398060 34.853180 54.697674 79.507401 16.716854 ... \n", - "2017-08-31 59.379459 35.950256 55.295757 76.335442 16.233086 ... \n", - "2017-09-30 59.379459 35.950256 55.295757 76.335442 16.233086 ... \n", - "2017-10-31 51.595291 33.972576 62.126492 76.693970 17.714226 ... \n", - "2017-11-30 51.763878 34.752365 65.078949 78.227470 17.922523 ... \n", - "2017-12-31 51.763878 34.752365 65.078949 78.227470 17.922523 ... \n", - "2018-01-31 55.963413 38.139263 72.872009 82.271690 18.989470 ... \n", - "2018-02-28 51.212421 35.964447 66.971481 76.524460 16.977100 ... \n", - "2018-03-31 51.212421 35.964447 66.971481 76.524460 16.977100 ... \n", - "2018-04-30 56.090736 37.124443 73.115486 77.198006 18.089184 ... \n", - "2018-05-31 56.719578 36.784283 73.377670 83.161514 20.003532 ... \n", - "2018-06-30 56.719578 36.784283 73.377670 83.161514 20.003532 ... \n", - "2018-07-31 63.245296 34.784622 83.727707 87.436928 19.551176 ... \n", - "2018-08-31 65.856911 29.426577 83.782280 93.425613 20.102041 ... \n", - "2018-09-30 65.856911 29.426577 83.782280 93.425613 20.102041 ... \n", - "2018-10-31 71.159119 29.461466 75.775894 87.480675 18.013945 ... \n", - "2018-11-30 76.698326 30.814484 74.322197 94.989876 17.910254 ... \n", - "2018-12-31 74.383682 33.290813 65.669937 89.093422 15.902760 ... \n", - "2019-01-31 72.456200 32.771988 77.480217 86.576164 17.228785 ... \n", - "2019-02-28 79.134270 32.781593 80.416672 88.642868 18.707445 ... \n", - "2019-03-31 79.134270 32.781593 80.416672 88.642868 18.707445 ... \n", - "2019-04-30 77.142639 30.710388 87.461044 87.464340 18.549736 ... \n", - "2019-05-31 77.632690 32.717537 80.556206 91.177231 17.460276 ... \n", - "2019-06-30 77.632690 32.717537 80.556206 91.177231 17.460276 ... \n", - "2019-07-31 81.880653 36.256660 86.499443 100.947083 16.956413 ... \n", - "2019-08-31 81.880653 36.256660 86.499443 100.947083 16.956413 ... \n", - "2019-09-30 83.606712 37.785187 88.517586 108.104446 17.060812 ... \n", - "2019-10-31 86.069824 39.588757 81.853157 108.383118 16.172741 ... \n", - "2019-11-30 86.069824 39.588757 81.853157 108.383118 16.172741 ... \n", - "2019-12-31 90.949997 43.450001 99.660004 113.449997 18.549999 ... \n", - "\n", - " UNH HSY FB EIX SBUX \\\n", - "Date \n", - "2015-01-31 NaN NaN NaN NaN NaN \n", - "2015-02-28 NaN NaN NaN NaN NaN \n", - "2015-03-31 109.714111 89.785667 82.220001 53.208439 43.336098 \n", - "2015-04-30 103.323639 81.786682 78.769997 51.905262 45.377064 \n", - "2015-05-31 103.323639 81.786682 78.769997 51.905262 45.377064 \n", - "2015-06-30 113.634422 79.484596 85.769997 47.695503 49.230713 \n", - "2015-07-31 113.075554 83.117447 94.010002 51.497070 53.187904 \n", - "2015-08-31 107.766403 80.615135 89.430000 50.184113 50.369987 \n", - "2015-09-30 108.522560 82.740372 89.900002 54.487957 52.331020 \n", - "2015-10-31 108.522560 82.740372 89.900002 54.487957 52.331020 \n", - "2015-11-30 105.435532 78.263832 104.239998 51.282780 56.703079 \n", - "2015-12-31 110.522690 80.947891 104.660004 51.562756 55.446911 \n", - "2016-01-31 110.522690 80.947891 104.660004 51.562756 55.446911 \n", - "2016-02-29 111.894348 82.952133 106.919998 59.356838 53.941563 \n", - "2016-03-31 121.601227 84.047325 114.099998 63.029285 55.322311 \n", - "2016-04-30 121.601227 84.047325 114.099998 63.029285 55.322311 \n", - "2016-05-31 126.101135 85.288765 118.809998 62.801308 51.042995 \n", - "2016-06-30 133.811340 104.247917 114.279999 68.527138 53.116703 \n", - "2016-07-31 133.811340 104.247917 114.279999 68.527138 53.116703 \n", - "2016-08-31 128.930832 92.256035 126.120003 64.159828 52.471176 \n", - "2016-09-30 133.286789 88.293922 128.270004 64.159981 50.520889 \n", - "2016-10-31 134.553009 94.629646 130.990005 65.252251 49.522415 \n", - "2016-11-30 151.328476 89.817619 118.419998 61.069637 54.345436 \n", - "2016-12-31 151.328476 89.817619 118.419998 61.069637 54.345436 \n", - "2017-01-31 154.941559 98.024269 130.320007 65.211189 51.767387 \n", - "2017-02-28 158.076721 101.277916 135.539993 71.349335 53.554459 \n", - "2017-03-31 157.351578 102.119156 142.050003 71.713928 54.985832 \n", - "2017-04-30 157.351578 102.119156 142.050003 71.713928 54.985832 \n", - "2017-05-31 168.068069 108.339951 151.460007 73.479530 60.148254 \n", - "2017-06-30 178.626968 100.914902 150.979996 70.921417 55.136703 \n", - "2017-07-31 184.782883 98.978752 169.250000 71.365868 51.042339 \n", - "2017-08-31 191.613144 99.216187 171.970001 73.218330 52.108620 \n", - "2017-09-30 191.613144 99.216187 171.970001 73.218330 52.108620 \n", - "2017-10-31 203.286987 100.407692 180.059998 73.519112 52.089626 \n", - "2017-11-30 221.389969 105.528229 177.179993 74.732925 55.211117 \n", - "2017-12-31 221.389969 105.528229 177.179993 74.732925 55.211117 \n", - "2018-01-31 229.744095 104.957458 186.889999 58.045616 54.246693 \n", - "2018-02-28 219.439697 94.105843 178.320007 56.244740 54.819340 \n", - "2018-03-31 219.439697 94.105843 178.320007 56.244740 54.819340 \n", - "2018-04-30 230.134857 88.053032 172.000000 61.409504 55.270565 \n", - "2018-05-31 235.109436 86.851974 191.779999 58.260303 54.691010 \n", - "2018-06-30 235.109436 86.851974 191.779999 58.260303 54.691010 \n", - "2018-07-31 247.381073 94.732704 172.580002 63.050781 50.560478 \n", - "2018-08-31 262.269653 97.664635 175.729996 62.199135 51.942581 \n", - "2018-09-30 262.269653 97.664635 175.729996 62.199135 51.942581 \n", - "2018-10-31 256.185089 104.106316 151.789993 66.262566 56.626644 \n", - "2018-11-30 276.680908 105.929520 140.610001 52.826702 65.186462 \n", - "2018-12-31 244.977097 104.834038 131.089996 54.800213 62.919781 \n", - "2019-01-31 265.706543 103.777664 166.690002 54.993275 66.573822 \n", - "2019-02-28 238.191849 108.968254 161.449997 57.811954 69.003349 \n", - "2019-03-31 238.191849 108.968254 161.449997 57.811954 69.003349 \n", - "2019-04-30 230.068802 122.919106 193.399994 62.153934 76.290642 \n", - "2019-05-31 238.686386 130.636734 177.470001 57.865437 75.046150 \n", - "2019-06-30 238.686386 130.636734 177.470001 57.865437 75.046150 \n", - "2019-07-31 246.892044 150.218384 194.229996 73.314941 93.427818 \n", - "2019-08-31 246.892044 150.218384 194.229996 73.314941 93.427818 \n", - "2019-09-30 216.487717 154.186569 178.080002 74.780304 87.572060 \n", - "2019-10-31 251.732208 146.108658 191.649994 62.366497 83.749084 \n", - "2019-11-30 251.732208 146.108658 191.649994 62.366497 83.749084 \n", - "2019-12-31 293.980011 146.979996 205.250000 75.410004 87.512138 \n", - "\n", - " MCO HII RL LNT AXP \n", - "Date \n", - "2015-01-31 NaN NaN NaN NaN NaN \n", - "2015-02-28 NaN NaN NaN NaN NaN \n", - "2015-03-31 97.564026 131.290314 118.733910 26.846176 72.461044 \n", - "2015-04-30 101.060547 123.271454 120.458458 25.997549 71.839569 \n", - "2015-05-31 101.060547 123.271454 120.458458 25.997549 71.839569 \n", - "2015-06-30 101.788795 105.818542 119.940102 24.815250 72.359734 \n", - "2015-07-31 104.117599 110.348679 114.077202 26.687109 70.814240 \n", - "2015-08-31 96.757385 106.214287 100.756577 24.587204 71.428711 \n", - "2015-09-30 92.870461 101.091324 107.559921 25.376841 69.017326 \n", - "2015-10-31 92.870461 101.091324 107.559921 25.376841 69.017326 \n", - "2015-11-30 97.852180 123.981049 113.067169 26.354477 66.951530 \n", - "2015-12-31 95.214180 120.126740 101.939995 27.344021 64.998291 \n", - "2016-01-31 95.214180 120.126740 101.939995 27.344021 64.998291 \n", - "2016-02-29 84.637756 124.113609 82.993134 30.032972 52.169907 \n", - "2016-03-31 92.034012 130.172043 88.480911 32.830753 57.632820 \n", - "2016-04-30 92.034012 130.172043 88.480911 32.830753 57.632820 \n", - "2016-05-31 94.389252 146.310715 86.706879 33.032482 62.024155 \n", - "2016-06-30 89.671700 160.254120 82.848854 35.395138 57.596676 \n", - "2016-07-31 89.671700 160.254120 82.848854 35.395138 57.596676 \n", - "2016-08-31 104.376976 157.998459 95.791069 34.084858 62.165730 \n", - "2016-09-30 103.983253 146.758621 93.978600 34.408192 60.705921 \n", - "2016-10-31 96.531174 154.353867 91.153854 34.444859 63.278843 \n", - "2016-11-30 96.875198 171.582657 97.202904 32.516678 68.633064 \n", - "2016-12-31 96.875198 171.582657 97.202904 32.516678 68.633064 \n", - "2017-01-31 99.930870 186.172348 82.627090 34.375820 73.078163 \n", - "2017-02-28 108.101776 209.727036 74.124245 36.046673 76.599075 \n", - "2017-03-31 108.752106 192.729462 76.733871 36.165375 75.690155 \n", - "2017-04-30 108.752106 192.729462 76.733871 36.165375 75.690155 \n", - "2017-05-31 115.362129 189.044250 63.741196 38.164089 73.916206 \n", - "2017-06-30 118.507919 179.727646 69.861298 36.967716 80.929298 \n", - "2017-07-31 128.198517 198.988327 71.612564 37.588726 82.189453 \n", - "2017-08-31 130.917969 207.165482 83.199310 39.638351 83.028412 \n", - "2017-09-30 130.917969 207.165482 83.199310 39.638351 83.028412 \n", - "2017-10-31 139.103470 225.436218 85.134346 40.411568 92.467964 \n", - "2017-11-30 148.679840 234.709641 90.579590 42.139767 94.587990 \n", - "2017-12-31 148.679840 234.709641 90.579590 42.139767 94.587990 \n", - "2018-01-31 158.443604 230.698532 109.348480 37.450371 96.563484 \n", - "2018-02-28 163.860092 255.141953 101.246101 36.414009 94.727425 \n", - "2018-03-31 163.860092 255.141953 101.246101 36.414009 94.727425 \n", - "2018-04-30 159.264771 236.834793 105.563690 40.784012 96.292183 \n", - "2018-05-31 167.914017 215.974136 129.328735 39.331177 95.853394 \n", - "2018-06-30 167.914017 215.974136 129.328735 39.331177 95.853394 \n", - "2018-07-31 168.455444 227.677994 130.355804 41.123840 97.391411 \n", - "2018-08-31 175.698608 239.533401 128.260132 40.999428 103.713257 \n", - "2018-09-30 175.698608 239.533401 128.260132 40.999428 103.713257 \n", - "2018-10-31 143.582916 214.068207 125.741570 41.451687 100.895607 \n", - "2018-11-30 157.463242 212.000534 108.075081 43.775990 110.265244 \n", - "2018-12-31 138.625458 187.219574 100.991310 40.747639 93.617920 \n", - "2019-01-31 156.908905 203.097473 113.368752 43.245396 101.278946 \n", - "2019-02-28 171.875061 206.814835 122.183273 44.606846 106.249207 \n", - "2019-03-31 171.875061 206.814835 122.183273 44.606846 106.249207 \n", - "2019-04-30 195.206070 219.821609 129.084000 46.279095 116.017159 \n", - "2019-05-31 182.045792 203.410919 103.135735 46.504463 113.523232 \n", - "2019-06-30 182.045792 203.410919 103.135735 46.504463 113.523232 \n", - "2019-07-31 213.362274 226.397797 102.866302 48.888660 123.468193 \n", - "2019-08-31 213.362274 226.397797 102.866302 48.888660 123.468193 \n", - "2019-09-30 204.372528 210.915329 94.914963 53.220940 117.422356 \n", - "2019-10-31 220.197098 224.728058 95.501526 52.996922 116.874901 \n", - "2019-11-30 220.197098 224.728058 95.501526 52.996922 116.874901 \n", - "2019-12-31 237.410004 250.880005 117.220001 54.368046 124.059998 \n", - "\n", - "[60 rows x 100 columns]" - ] - }, - "execution_count": 28, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "combined_monthly" - ] + "source": [] }, { "cell_type": "code", diff --git a/ffm_regression.ipynb b/ffm_regression.ipynb new file mode 100644 index 0000000..39a9a3b --- /dev/null +++ b/ffm_regression.ipynb @@ -0,0 +1,156 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 48, + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import numpy as np\n", + "from sklearn import linear_model\n", + "from pathlib import Path\n" + ] + }, + { + "cell_type": "code", + "execution_count": 79, + "metadata": {}, + "outputs": [], + "source": [ + "stock_csv_path = Path('monthly_data.csv')\n", + "monthly_df = pd.read_csv(stock_csv_path, index_col = 'Date')\n", + "#monthly_df_daily_returns = monthly_df.pct_change()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "monthly_df_daily_returns" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "monthly_df_daily_returns" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "ename": "NameError", + "evalue": "name 'Path' is not defined", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mffm_csv_path\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mPath\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'F-F_Research_Data_Factors.csv'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 2\u001b[0m \u001b[0mffm_data\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mpd\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mread_csv\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mffm_csv_path\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mindex_col\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'Date'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mNameError\u001b[0m: name 'Path' is not defined" + ] + } + ], + "source": [ + "ffm_csv_path = Path('F-F_Research_Data_Factors.csv')\n", + "ffm_data = pd.read_csv(ffm_csv_path, index_col='Date')\n" + ] + }, + { + "cell_type": "code", + "execution_count": 85, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "LinearRegression(copy_X=True, fit_intercept=True, n_jobs=None, normalize=False)" + ] + }, + "execution_count": 85, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "reg = linear_model.LinearRegression()\n", + "reg.fit(ffm_data[['SMB','HML','RF']],monthly_df.AAPL)" + ] + }, + { + "cell_type": "code", + "execution_count": 86, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([ 2.32782370e-01, -2.62080002e-02, 5.28665463e+02])" + ] + }, + "execution_count": 86, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "reg.coef_" + ] + }, + { + "cell_type": "code", + "execution_count": 87, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "105.87697212512981" + ] + }, + "execution_count": 87, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "reg.intercept_" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.5" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/sharpe_ratio.ipynb b/sharpe_ratio.ipynb index e280f7b..c6f3f0d 100644 --- a/sharpe_ratio.ipynb +++ b/sharpe_ratio.ipynb @@ -2,7 +2,11 @@ "cells": [ { "cell_type": "code", - "execution_count": 1, +<<<<<<< HEAD + "execution_count": 3, +======= + "execution_count": 4, +>>>>>>> b8d2a4ad05688a2dd92d6f03a6941390ef588d46 "metadata": {}, "outputs": [], "source": [ @@ -10,7 +14,7 @@ "from pathlib import Path\n", "import numpy as np\n", "import seaborn as sns\n", - "from pandas_datareader import data as wb\n", + "# from pandas_datareader import data as wb\n", "from datetime import datetime, timedelta\n", "import json\n", "import requests\n", @@ -20,7 +24,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 5, "metadata": {}, "outputs": [ { @@ -1737,7 +1741,7 @@ "[58 rows x 100 columns]" ] }, - "execution_count": 4, + "execution_count": 5, "metadata": {}, "output_type": "execute_result" } @@ -1750,7 +1754,11 @@ }, { "cell_type": "code", - "execution_count": 7, +<<<<<<< HEAD + "execution_count": 5, +======= + "execution_count": 6, +>>>>>>> b8d2a4ad05688a2dd92d6f03a6941390ef588d46 "metadata": {}, "outputs": [], "source": [ @@ -1759,7 +1767,52 @@ }, { "cell_type": "code", - "execution_count": 13, +<<<<<<< HEAD + "execution_count": 16, + "metadata": {}, + "outputs": [], + "source": [ + "sharpe_ratio = (monthly_df.mean()) / (monthly_df.std() * np.sqrt(12))" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "sharpe_ratio.plot(kind='bar', figsize=(25,10))" + ] + }, + { + "cell_type": "code", + "execution_count": 19, +======= + "execution_count": 7, +>>>>>>> b8d2a4ad05688a2dd92d6f03a6941390ef588d46 "metadata": {}, "outputs": [ { @@ -1779,46 +1832,104 @@ "Length: 100, dtype: float64" ] }, - "execution_count": 13, +<<<<<<< HEAD + "execution_count": 19, +======= + "execution_count": 7, +>>>>>>> b8d2a4ad05688a2dd92d6f03a6941390ef588d46 "metadata": {}, "output_type": "execute_result" } ], "source": [ - "sharpe_ratio = (monthly_df.mean()) / (monthly_df.std() * np.sqrt(12))\n", "sharpe_ratio" ] }, { "cell_type": "code", - "execution_count": 9, +<<<<<<< HEAD + "execution_count": 81, + "metadata": {}, + "outputs": [], + "source": [ + "sharpe_dict = sharpe_ratio.to_dict()" +======= + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "sharpe_ratio.plot(kind='bar', figsize=(25,10))" +>>>>>>> b8d2a4ad05688a2dd92d6f03a6941390ef588d46 + ] + }, + { + "cell_type": "code", +<<<<<<< HEAD + "execution_count": 82, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "HST: 2.2879261649957336\n", + "NWS: 2.749487791255499\n", + "GPC: 2.910715558694882\n", + "KO: 2.1985162228863695\n", + "DISCK: 2.330279779505558\n", + "EFX: 2.1495082721017527\n", + "LKQ: 2.26141977743357\n", + "PPL: 2.7897274256302156\n", + "EQR: 2.1487088186756083\n", + "IRM: 2.2239541312474267\n", + "ABC: 2.8274815738465655\n", + "GIS: 2.639886105232399\n", + "SYF: 2.474124522517467\n", + "BMY: 2.6663191052051807\n", + "COF: 2.0339859292139444\n", + "LYB: 2.0787783131124526\n", + "HOLX: 2.477265507478208\n", + "OXY: 2.0373081601729752\n", + "HRB: 2.218496319817362\n", + "EXPE: 2.50153382729987\n", + "WBA: 2.2073105338957375\n", + "EIX: 2.2744155677596747\n" + ] + } + ], + "source": [ + "for key,value in sharpe_dict.items():\n", + " if value > 2:\n", + " print (f\"{key}: {value}\")\n" +======= + "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "GPC 2.910716\n", + "ABC 2.827482\n", + "PPL 2.789727\n", + "NWS 2.749488\n", + "BMY 2.666319\n", + "GIS 2.639886\n", + "EXPE 2.501534\n", + "HOLX 2.477266\n", + "SYF 2.474125\n", + "DISCK 2.330280\n", + "dtype: float64" ] }, - "execution_count": 9, + "execution_count": 14, "metadata": {}, "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" } ], "source": [ - "sharpe_ratio.plot(kind='bar', figsize=(25,10))" + "sharpe_ratio.sort_values(ascending=False, inplace=True)\n", + "sharpe_ratio.head(10)" +>>>>>>> b8d2a4ad05688a2dd92d6f03a6941390ef588d46 ] }, { @@ -1845,7 +1956,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.5" + "version": "3.7.4" } }, "nbformat": 4,