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In [1]:
#pip install PyPortfolioOpt
Investing in the S&P 500: Is Dollar-Cost Averaging or Buy-and-Hold a Better Approach for Long-Term Gains?
Table of Contents¶
In [2]:
import pandas as pd import numpy as np import yfinance as yf import matplotlib.pyplot as plt import cufflinks as cf from pandas_datareader import data from pandas.tseries.frequencies import to_offset import mplfinance as mpl from matplotlib import pyplot import random import matplotlib.pyplot as plt import seaborn as sns
In [3]:
import sp500_functions
In [4]:
start = "1949-12-01" end = "2023-01-01"
In [5]:
net = 1
1. ETL Data
1.1. Extracting S&P500 DATA ¶
In [6]:
df = pd.read_csv('sp500_data.csv')
In [7]:
df["Date"] = pd.to_datetime(df["Date"])
In [8]:
df = df[df["Date"]>=start]
In [9]:
df["returns-%-Monthly"] = 100*((df.SP500/df.SP500.shift(1))-1)
In [10]:
df_simul=df
In [11]:
df.index=range(len(df))
In [12]:
df.head(5)
Out[12]:
|
Date |
SP500 |
Dividend |
Earnings |
Consumer Price Index |
Long Interest Rate |
Real Price |
Real Dividend |
Real Earnings |
PE10 |
returns-%-Monthly |
0 |
1949-12-01 |
16.54 |
1.14 |
2.32 |
23.6 |
2.32 |
175.10 |
12.07 |
24.56 |
10.53 |
NaN |
1 |
1950-01-01 |
16.88 |
1.15 |
2.34 |
23.5 |
2.32 |
179.46 |
12.23 |
24.84 |
10.75 |
2.055623 |
2 |
1950-02-01 |
17.21 |
1.16 |
2.35 |
23.5 |
2.34 |
182.96 |
12.33 |
25.02 |
10.91 |
1.954976 |
3 |
1950-03-01 |
17.35 |
1.17 |
2.37 |
23.6 |
2.36 |
183.67 |
12.39 |
25.09 |
10.91 |
0.813481 |
4 |
1950-04-01 |
17.84 |
1.18 |
2.43 |
23.6 |
2.38 |
188.86 |
12.49 |
25.69 |
11.18 |
2.824207 |
In [13]:
df.tail(5)
Out[13]:
|
Date |
SP500 |
Dividend |
Earnings |
Consumer Price Index |
Long Interest Rate |
Real Price |
Real Dividend |
Real Earnings |
PE10 |
returns-%-Monthly |
816 |
2017-12-01 |
2664.34 |
48.93 |
109.88 |
246.52 |
2.40 |
2700.13 |
49.59 |
111.36 |
32.09 |
2.727087 |
817 |
2018-01-01 |
2789.80 |
49.29 |
NaN |
247.87 |
2.58 |
2811.96 |
49.68 |
NaN |
33.31 |
4.708858 |
818 |
2018-02-01 |
2705.16 |
49.64 |
NaN |
248.99 |
2.86 |
2714.34 |
49.81 |
NaN |
32.12 |
-3.033909 |
819 |
2018-03-01 |
2702.77 |
50.00 |
NaN |
249.55 |
2.84 |
2705.82 |
50.06 |
NaN |
31.99 |
-0.088350 |
820 |
2018-04-01 |
2642.19 |
NaN |
NaN |
249.84 |
2.80 |
2642.19 |
NaN |
NaN |
31.19 |
-2.241404 |
In [14]:
yearly_free_risk = df[["Date","Long Interest Rate"]]
In [15]:
yearly_free_risk["Long Interest Rate"] = yearly_free_risk["Long Interest Rate"]/100
In [16]:
amount = net/len(df) print("DCA monthly amount: ",amount)
DCA monthly amount: 0.001218026796589525
1.2. B&H - Feature Selection ¶
In [17]:
spy = df[["Date","SP500","returns-%-Monthly"]]
1.2.1. B&H - Data Transformation ¶
In [18]:
spy["total"]=0 spy["returns-%-Monthly"] = 1+(df["returns-%-Monthly"]/100)
In [19]:
spy.loc[0,"total"]=1
In [20]:
#spy["returns-%-Monthly"] = 1+(spy["returns-%-Monthly"]/100)
In [21]:
spy
Out[21]:
|
Date |
SP500 |
returns-%-Monthly |
total |
0 |
1949-12-01 |
16.54 |
NaN |
1 |
1 |
1950-01-01 |
16.88 |
1.020556 |
0 |
2 |
1950-02-01 |
17.21 |
1.019550 |
0 |
3 |
1950-03-01 |
17.35 |
1.008135 |
0 |
4 |
1950-04-01 |
17.84 |
1.028242 |
0 |
… |
… |
… |
… |
… |
816 |
2017-12-01 |
2664.34 |
1.027271 |
0 |
817 |
2018-01-01 |
2789.80 |
1.047089 |
0 |
818 |
2018-02-01 |
2705.16 |
0.969661 |
0 |
819 |
2018-03-01 |
2702.77 |
0.999117 |
0 |
820 |
2018-04-01 |
2642.19 |
0.977586 |
0 |
821 rows × 4 columns
1.3. DCA - Feature Selection ¶
In [22]:
DCA = df[["Date","Long Interest Rate"]] DCA["SP500_returns-%-Montlhy"] = 1+(df["returns-%-Monthly"]/100)
1.3.1. DCA - Monthly Yield Interest ¶
In [23]:
amount = net/len(df)
In [24]:
amount
Out[24]:
0.001218026796589525
In [25]:
`DCA[“monthly_rate”] = 1 + ((DCA[“Long Interest Rate”]/12)/100)
#DCA.drop(“Long Interest Rate”,axis=1,inplace=True)
DCA[“SP500_returns-%-Montlhy”] = 1+(df[“returns-%-Monthly”]/100)`
In [26]:
DCA["Invested_spy"] = 0 DCA["Invested_yield"] = 0
1.3.2 DCA - Data Transformation ¶
In [27]:
DCA.loc[0,"Invested_yield"]=net DCA.loc[0,"monthly_rate"]=1 DCA.loc[0,"SP500_returns-%-Montlhy"]=1
In [28]:
DCA
Out[28]:
|
Date |
Long Interest Rate |
SP500_returns-%-Montlhy |
monthly_rate |
Invested_spy |
Invested_yield |
0 |
1949-12-01 |
2.32 |
1.000000 |
1.000000 |
0 |
1 |
1 |
1950-01-01 |
2.32 |
1.020556 |
1.001933 |
0 |
0 |
2 |
1950-02-01 |
2.34 |
1.019550 |
1.001950 |
0 |
0 |
3 |
1950-03-01 |
2.36 |
1.008135 |
1.001967 |
0 |
0 |
4 |
1950-04-01 |
2.38 |
1.028242 |
1.001983 |
0 |
0 |
… |
… |
… |
… |
… |
… |
… |
816 |
2017-12-01 |
2.40 |
1.027271 |
1.002000 |
0 |
0 |
817 |
2018-01-01 |
2.58 |
1.047089 |
1.002150 |
0 |
0 |
818 |
2018-02-01 |
2.86 |
0.969661 |
1.002383 |
0 |
0 |
819 |
2018-03-01 |
2.84 |
0.999117 |
1.002367 |
0 |
0 |
820 |
2018-04-01 |
2.80 |
0.977586 |
1.002333 |
0 |
0 |
821 rows × 6 columns
2. Analyzing Simple Returns
2.1. Simple Returns
In [29]:
`for i in range(0,len(df)-1):
#Transfering amount from yield to SP500
DCA.loc[i+1,"Invested_yield"] = DCA.loc[i,"Invested_yield"]-amount
DCA.loc[i+1,"Invested_spy"] = DCA.loc[i,"Invested_spy"]+amount
#Returns for next month
DCA.loc[i+1,"Invested_yield"] = DCA.loc[i+1,"Invested_yield"] * DCA.loc[i+1,"monthly_rate"]
DCA.loc[i+1,"Invested_spy"] = DCA.loc[i+1,"Invested_spy"] * DCA.loc[i+1,"SP500_returns-%-Montlhy"]
spy.loc[i+1,"total"]=spy.loc[i,"total"]*(spy.loc[i+1,"returns-%-Monthly"])`
In [30]:
DCA["total"] = DCA["Invested_spy"]+DCA["Invested_yield"] DCA["DCA_returns"] = 1 + DCA["total"].pct_change() DCA["DCA_creturns"]=DCA["DCA_returns"].cumprod()
In [31]:
spy["returns"] = spy["returns-%-Monthly"] spy["creturns"] = spy["total"]
In [32]:
DCA
Out[32]:
|
Date |
Long Interest Rate |
SP500_returns-%-Montlhy |
monthly_rate |
Invested_spy |
Invested_yield |
total |
DCA_returns |
DCA_creturns |
0 |
1949-12-01 |
2.32 |
1.000000 |
1.000000 |
0.000000 |
1.000000 |
1.000000 |
NaN |
NaN |
1 |
1950-01-01 |
2.32 |
1.020556 |
1.001933 |
0.001243 |
1.000713 |
1.001956 |
1.001956 |
1.001956 |
2 |
1950-02-01 |
2.34 |
1.019550 |
1.001950 |
0.002509 |
1.001444 |
1.003953 |
1.001993 |
1.003953 |
3 |
1950-03-01 |
2.36 |
1.008135 |
1.001967 |
0.003758 |
1.002193 |
1.005951 |
1.001990 |
1.005951 |
4 |
1950-04-01 |
2.38 |
1.028242 |
1.001983 |
0.005116 |
1.002960 |
1.008076 |
1.002113 |
1.008076 |
… |
… |
… |
… |
… |
… |
… |
… |
… |
… |
816 |
2017-12-01 |
2.40 |
1.027271 |
1.002000 |
25.409313 |
33.615601 |
59.024914 |
1.012725 |
59.024914 |
817 |
2018-01-01 |
2.58 |
1.047089 |
1.002150 |
26.607077 |
33.686653 |
60.293731 |
1.021496 |
60.293731 |
818 |
2018-02-01 |
2.86 |
0.969661 |
1.002383 |
25.801024 |
33.765719 |
59.566743 |
0.987943 |
59.566743 |
819 |
2018-03-01 |
2.84 |
0.999117 |
1.002367 |
25.779446 |
33.844410 |
59.623856 |
1.000959 |
59.623856 |
820 |
2018-04-01 |
2.80 |
0.977586 |
1.002333 |
25.202815 |
33.922160 |
59.124974 |
0.991633 |
59.124974 |
821 rows × 9 columns
In [33]:
spy
Out[33]:
|
Date |
SP500 |
returns-%-Monthly |
total |
returns |
creturns |
0 |
1949-12-01 |
16.54 |
NaN |
1.000000 |
NaN |
1.000000 |
1 |
1950-01-01 |
16.88 |
1.020556 |
1.020556 |
1.020556 |
1.020556 |
2 |
1950-02-01 |
17.21 |
1.019550 |
1.040508 |
1.019550 |
1.040508 |
3 |
1950-03-01 |
17.35 |
1.008135 |
1.048972 |
1.008135 |
1.048972 |
4 |
1950-04-01 |
17.84 |
1.028242 |
1.078597 |
1.028242 |
1.078597 |
… |
… |
… |
… |
… |
… |
… |
816 |
2017-12-01 |
2664.34 |
1.027271 |
161.084643 |
1.027271 |
161.084643 |
817 |
2018-01-01 |
2789.80 |
1.047089 |
168.669891 |
1.047089 |
168.669891 |
818 |
2018-02-01 |
2705.16 |
0.969661 |
163.552600 |
0.969661 |
163.552600 |
819 |
2018-03-01 |
2702.77 |
0.999117 |
163.408102 |
0.999117 |
163.408102 |
820 |
2018-04-01 |
2642.19 |
0.977586 |
159.745466 |
0.977586 |
159.745466 |
821 rows × 6 columns
2.1.1. Ploting Simple returns ¶
In [34]:
`plt.figure(figsize=(15,10))
plt.hist(1-spy[“returns”], bins=30,color=“b”,alpha=0.5)
plt.hist(1-DCA[“DCA_returns”], bins=15,color=“r”,alpha=0.5)
plt.xlabel(“Simple Monthly Returns”, fontsize=16)
plt.ylabel(“Frequency”, fontsize=16)
plt.title(“DCA vs B&H For SP500 from “+ start + " to " + end, fontsize = 20)
labels = [“Returns SP500 mean”,“Returns DCA mean”,“SP500 returns”,“DCA returns”]
plt.axvline((1-spy[“returns”]).mean(), color=‘b’, linestyle=‘dashed’, linewidth=2)
plt.axvline((1-DCA[“DCA_returns”]).mean(), color=‘r’, linestyle=‘dashed’, linewidth=2)
plt.legend(labels)
plt.show()`
data:image/png;base64,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%0A
2.1.2. Accumulation returns
In [35]:
`acc = pd.DataFrame(index=spy.index)
acc[“creturns”] = spy[“creturns”]
acc[“DCA_creturns”] = DCA[“DCA_creturns”]
acc.index = spy.Date`
In [36]:
xticks = acc.index.year[range(0,len(acc),20)].values
In [37]:
`acc[[“creturns”, “DCA_creturns”]].plot(figsize = (15,10), fontsize = 16, title = “Returns DCA vs B&H For SP500 from “+ start + " to " + end)
pyplot.yscale(’log’)
plt.legend(fontsize = 20, loc = “upper left”)
#plt.xticks(xticks,rotation = 90)
plt.show()`
data:image/png;base64,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%0A
2.1.3. Drawdowns
In [38]:
spy["cummax_BH"] = spy.creturns.cummax() DCA["cummax_DCA"] = DCA.DCA_creturns.cummax()
In [39]:
spy["drawndown_BH"] = (spy["cummax_BH"] - spy["creturns"])/spy["cummax_BH"] DCA["drawndown_DCA"] = (DCA["cummax_DCA"] - DCA["DCA_creturns"])/DCA["cummax_DCA"]
In [40]:
`DD = pd.DataFrame(index=spy.index)
DD[“drawndown_BH”] = spy[“drawndown_BH”]
DD[“drawndown_DCA”] = DCA[“drawndown_DCA”]
DD.index = spy.Date`
In [41]:
DD[["drawndown_BH","drawndown_DCA"]].dropna().plot(figsize = (15, 10), title = "DrawDowns DCA vs B&H For SP500 from "+ start + " to " + end, fontsize = 12) plt.rc('legend',fontsize=20) # using a size in points plt.show()
data:image/png;base64,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%0A
2.2.1. Examples
In [42]:
#First Example start = "1989-01-01" end = "2002-01-01" sp500_functions.range_performance(df,start,end,net)
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%0A
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%0A
In [43]:
#Second Example start = "1989-01-01" end = "1995-01-01" sp500_functions.range_performance(df,start,end,net)
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%0A
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%0A
In [65]:
#Third Example start = "1998-01-01" end = "2004-01-01" sp500_functions.range_performance(df,start,end,net)
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%0A
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%0A
2.3. Simulations for different Time Frames
There are different approachs for this experiment. In this case, It is going to be selected a random date and the range will be from that date to the next 5 years
In [45]:
#Constanst n=100 #Number of simulations net=1 #Net amount years = 1 #Years to run the simulation
In [46]:
perf = sp500_functions.simulations(df_simul,n,net,years)
2.3.1 Profit Factor ¶
In [47]:
import matplotlib.pyplot as plt import seaborn as sns
In [48]:
PF = perf[["BH_PF","DCA_PF"]] for column in PF: plt.figure(figsize=(20,3)) plt.title("Profit Factor of BH vs (DCA+Yield) simulating "+ str(years) + " years for " + str(n) +" simulations.") sns.boxplot(data=PF, x=column) sns.set(font_scale=2) plt.xlim(0, PF.max().max())
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%0A
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138gQEBODv78+FCxeoqqqqdmtXVVUVFy5cwM/Pj8DAQKft2NaqOluTevbsWYfjRJwxKiavtm7dOuLj47l8+TKPPfYYc+fO1SRbXGZETKanp5OVlUV4eDhLly51qNu/fz8A//rXv9i1axfDhg1j2LBhDTMY8QhGXSdtT9QKDQ2tsd5WbnuqkYgzRsWkLaHo7M6x/v378/XXX3P48GF9Wy0NTvMbuZFpftN01Xknj8lkomPHjly+fJn8/Pxq9Xl5eVgsFiIiImptx7brvLNHCB49ehSgznZEjIpJm2XLlhEXF4fVauWll17ixRdf1AVQrokRMWlbr3/ixAlSU1Mdfmyb32ZlZZGamkpOTk6DjEM8h1HXSVu9s0et2iYwrVq1cq/D4vGMismSkhIAp5vS28r15De5HjS/kRuV5jdNW90LpLlymzbA559/Xq3OVjZgwACX2vjiiy+wWCwOdadOneLw4cOEhobSsWNHV7okTZwRMQmwevVq/vnPf2I2m1myZAlTp041tJ/SdLgbk9HR0eTk5NT4M2HCBODKMq6cnBxmzpzZACMQT2PEdbJ///4A7Ny5074J89V27NgBwB//+Ee3+ipNgxExaduQPiMjo8b6Xbt2AdC5c+d691PEVZrfyI1I8xtxKckTHR2Nn58fy5cv58CBA/by7777jhUrVtCsWTNiYmLs5adOneLo0aOcP3/eXhYeHk6/fv3Iy8tzWIpQVlbG/Pnz7beRibjCiJjMyclh4cKFACxcuNBhbb/ItTIiJkWMZERMdujQgYEDB1JSUsKLL77osO/EihUryMzM5K677qJv377XZ1ByUzMiJidMmICXlxfJycmkp6c7tL9q1SoyMjIIDg7We7oYTvMbudFofiPOmKwubve+Zs0a4uPjMZvN9O7dG6vVyp49e6iqqmLhwoVERUXZj3300Uf55ptvmDFjhsM3zidOnODhhx/m7NmzREREcOedd5KZmcnZs2fp378/b7/9th7nJi5zNyafeeYZtm7dSmBgYK3fHE6aNEnfUotLjLhO1mTevHmkpKSwYMECoqOjG3oY4kGMiMmioiImT55MXl4ebdq0oWfPnhw/fpzc3FwCAwN577336NatW2MMT25CRsTkmjVr+Nvf/obFYqFLly6EhYWRm5tLfn4+/v7+vPvuu9x///2NMTy5ydlibs2aNdU++2l+I43hWmNS8xsBFzZetnnkkUe44447WLFiBfv27cPX15d7772X6dOn06dPH5faCA8PJzk5mTfeeIPt27dz/PhxwsPDmTx5MlOmTNEFUK6JuzFp27yxpKSE1NRUp8f17dtXF0FxiRHXSREjGRGTISEhpKSksHz5cj799FO2b99OUFAQUVFRPP3007Rr166BRyGexIiYfOSRR+jcuTMrV64kMzOT3NxcgoODGT9+PNOmTaN9+/YNOwiRq2h+IzcSzW8EruFOHhERERERERERuXG5tCePiIiIiIiIiIjc2JTkERERERERERHxAEryiIiIiIiIiIh4ACV5REREREREREQ8gJI8IiIiIiIiIiIeQEkeEREREREREREPoCSPiIiIiIiIiIgH8GnsDoiIiIhnOXnyJEOGDKmxzmw24+/vT1hYGP369WPSpEncfvvttbZXWVnJ1q1b+eSTTzhw4ADFxcX4+vrSrl07+vfvT0xMDLfeemud/bJarQwdOpSTJ0/SsmVLvvrqK3x9fes1xtpERkbWWG4ymTCbzQQGBhIZGckDDzxAVFQUXl6O37kNHjyYwsJCl15ryJAhvPXWW273WURERDyDkjwiIiLSYLp16+aQSKmsrOT8+fMcOnSIgwcPsnr1ahITExkxYkSN5x89epTZs2eTm5sLQGBgIJ06daK4uJjvv/+eQ4cOsXr1ahISEhg5cmStfdm3bx8nT54EoLi4mLS0NMaMGWPQSKuLiIggICDAoayiooLTp0+zc+dOdu7cSVpaGsuWLcPb27va+e3btyc4OLjW1+jYsaOhfRYREZGbm5I8IiIi0mCWLl1KWFhYtfLTp0/z97//nS1btvDcc88RFBREnz59HI7Jzs5mypQplJWV0atXL+bMmUOPHj3s9YWFhSxZsoQtW7bw7LPP0rx5cwYOHOi0Lxs3bgTgz3/+Mzt27CA5OblBkzzz58+nV69e1cqtVisffvgh8fHxfPHFF6xdu5ZHH3202nGxsbFER0c3WP9ERETE82hPHhEREbnubrvtNpYsWcLw4cOprKxk3rx5VFZW2uvLysp4/vnnKSsrY/jw4SQlJTkkeABCQ0N5/fXXGTNmDBaLhZdffplff/21xterqKjg008/BWDWrFl4e3uzZ88eTpw40XCDdMJkMhETE8OoUaMAWLt27XXvg4iIiHgmJXlERESkUZhMJuLi4vDz86OwsJDNmzfb65KSksjPzycoKIjExER8fJzffDx37lzMZjNFRUV89tlnNR6zbds2fv75Z8LDw+nRowf33XcfVquVlJQUw8flqsGDBwNw7NgxSktLG60fIiIi4jmU5BEREZFG07p1awYNGgTAf/7zH3v5Rx99BMDEiROr7WvzWyEhISxevLjW5VebNm0CsL+WbQ+gDRs2cPnyZfcGUU8tWrSw/64kj4iIiBhBSR4RERFpVPfccw8A//3vfwEoKCjg1KlTANX26XFmxIgRdO/evcY7fs6dO8eOHTsA7JszDx8+HB8fH4qKisjIyHB7DPVx/PhxAPz8/OrcYFlERETEFUryiIiISKMKDQ0FriRjKisrOXbsmL2uU6dObrefmppKVVUVoaGh9oRScHCwPYGUnJzs9mtcq8rKStatWwdA3759a12OJiIiIuIqJXlERESkUd1yyy323y9evEhJSYn971atWrndvm2p1siRIzGZTPZy29Ku7du3U1RU5PbruOKXX35h7969TJs2jaNHj2I2m5kxY0aNx7700ktERkY6/Vm1atV16bOIiIjcPPS1kYiIiDSqq5+qZTKZaN68uf3vqqoqfH196912bm4uhw4dAqi2X8/QoUPx8/OjoqKCjz/+mNjY2Hq/Tk0mT55ca72/vz8JCQl069atxvr27dvXuozr1ltvdat/IiIi4nmU5BEREZFG9csvv9h/b9GiBW3atLH/feHCBfz9/evd9saNGwG488476dKli0NdQEAAAwcO5LPPPiMlJYWnnnrK4U4fd0VERDhsGm1LYLVt25a7776b0aNH07JlS6fnx8bGEh0dbVh/RERExPMpySMiIiKNyrYHT1hYGL6+vrRr1w6TyYTVauXIkSP2PXtqU1hYiL+/v8PyLovFQmpqKgB5eXlERkY6Pb+goIA9e/bQu3dvN0fzf/Pnz6dXr16GtSciIiJSF+3JIyIiIo0qKysLgJ49ewJXNkXu3r07ALt373apjddff50+ffowb948e9nu3bs5c+YMcGVpk7Mfs9kMNM4GzCIiIiJG0p08IiIi0mh+/PFHeyLH9nhzgGHDhrF//342bNjA9OnTCQoKctrG+fPn+fzzz7FarXTu3NlebttwuXv37rUmcBITE3n//fdJT0/n4sWLtb6WiIiIyI1Md/KIiIhIo3n11VexWCx07NiRQYMG2csnTZpE69atuXjxIq+88gpVVVU1nm+xWIiLi6O8vJw2bdrw4IMPAlBWVkZ6ejoA48aNq7UPEydOBKCiooJ///vfRgxLREREpFEoySMiIiLXXX5+PrNmzWLbtm2YzWZeffVVvL297fUBAQEsWLAAb29vtmzZwhNPPEF2drZDG3l5eUyfPp20tDS8vb1JTEy0b9KclpZGWVkZZrOZUaNG1dqXTp062ZeKacmWiIiI3My0XEtEREQazOzZsx0egV5RUUFRURFnz54FriRzFi1axL333lvt3AEDBvDGG28wd+5cdu/ezcSJE2ndujW33347JSUlFBQUAFeeyJWYmMiAAQPs59qeqjVo0CCHzZidmTBhAt9++y05OTlkZ2fb9wQSERERuZkoySMiIiIN5sCBAw5/+/j40KJFC/7whz/Qr18/HnroIYKDg52eP3ToUNLT01m/fj3bt2/n2LFjHD58mGbNmvH73/+eAQMGEBMTQ9u2be3nnDlzhj179gAQFRXlUj9Hjx7NggULKC0tJSUlRUkeERERuSmZrFartbE7ISIiIiIiIiIi7tGePCIiIiIiIiIiHkBJHhERERERERERD6A9eURERESu8s4775CRkXHN502bNs1h82cRERGR601JHhEREZGr5Ofnk5mZec3nnTt3rgF6IyIiIuI6bbwsIiIiIiIiIuIBtCePiIiIiIiIiIgHUJJHRERERERERMQDKMkjIiIiIiIiIuIBlOQREREREREREfEASvKIiIiIiIiIiHiA/wGG4fZM97KYqgAAAABJRU5ErkJggg==%0A
2.3.2 Drawdown ¶
In [49]:
DD = perf[["BH_Average_DD","DCA_Average_DD"]] for column in DD: plt.figure(figsize=(20,3)) plt.title("Drawdown of BH vs DCA simulating "+ str(years) + " years for " + str(n) +" simulations.") sns.boxplot(data=DD, x=column) sns.set(font_scale=2) plt.xlim(0, DD.max().max())
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%0A
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%0A
2.3.3 Maximun Drawdown ¶
In [50]:
MDD = perf[["BH_MDD","DCA_MDD"]] for column in MDD: plt.figure(figsize=(20,3)) plt.title("Maximun Drawdown of BH_MDD vs DCA_MDD simulating "+ str(years) + " years for " + str(n) +" simulations.") sns.boxplot(data=MDD, x=column) sns.set(font_scale=2) plt.xlim(0, MDD.max().max())
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%0A
3. The Best of Both Worlds: A study of Efficient Portfolios that mix DCA and buy and hold on S&P500 with treasuries yield.
In [53]:
DCA_log = DCA[["Date"]] DCA_log["DCA_log_returns"] = np.log(DCA.DCA_creturns/DCA.DCA_creturns.shift(1)) DCA_log
Out[53]:
|
Date |
DCA_log_returns |
0 |
1949-12-01 |
NaN |
1 |
1950-01-01 |
NaN |
2 |
1950-02-01 |
0.001991 |
3 |
1950-03-01 |
0.001988 |
4 |
1950-04-01 |
0.002111 |
… |
… |
… |
816 |
2017-12-01 |
0.012644 |
817 |
2018-01-01 |
0.021269 |
818 |
2018-02-01 |
-0.012131 |
819 |
2018-03-01 |
0.000958 |
820 |
2018-04-01 |
-0.008402 |
821 rows × 2 columns
In [54]:
spy_log = spy[["Date"]] spy_log["BH_log_returns"] = np.log(spy.creturns/spy.creturns.shift(1)) spy_log
Out[54]:
|
Date |
BH_log_returns |
0 |
1949-12-01 |
NaN |
1 |
1950-01-01 |
0.020348 |
2 |
1950-02-01 |
0.019361 |
3 |
1950-03-01 |
0.008102 |
4 |
1950-04-01 |
0.027851 |
… |
… |
… |
816 |
2017-12-01 |
0.026906 |
817 |
2018-01-01 |
0.046014 |
818 |
2018-02-01 |
-0.030809 |
819 |
2018-03-01 |
-0.000884 |
820 |
2018-04-01 |
-0.022669 |
821 rows × 2 columns
In [55]:
df_pivot = pd.DataFrame(index=spy.index) df_pivot["Date"] = spy["Date"] df_pivot["BH"] = spy["creturns"] df_pivot["DCA"] = DCA["DCA_creturns"] df_pivot
Out[55]:
|
Date |
BH |
DCA |
0 |
1949-12-01 |
1.000000 |
NaN |
1 |
1950-01-01 |
1.020556 |
1.001956 |
2 |
1950-02-01 |
1.040508 |
1.003953 |
3 |
1950-03-01 |
1.048972 |
1.005951 |
4 |
1950-04-01 |
1.078597 |
1.008076 |
… |
… |
… |
… |
816 |
2017-12-01 |
161.084643 |
59.024914 |
817 |
2018-01-01 |
168.669891 |
60.293731 |
818 |
2018-02-01 |
163.552600 |
59.566743 |
819 |
2018-03-01 |
163.408102 |
59.623856 |
820 |
2018-04-01 |
159.745466 |
59.124974 |
821 rows × 3 columns
3.1. Historical Data
In [56]:
`# ef = EfficientFrontier(mu, S)
ef.max_sharpe()
weight_arr = ef.weights
In [57]:
summary = spy_log.describe().T.loc[:, ["mean", "std"]].T summary["DCA_log_returns"] = DCA_log.describe().T.loc[:, ["mean", "std"]].T
In [58]:
summary
Out[58]:
|
BH_log_returns |
DCA_log_returns |
mean |
0.006187 |
0.004979 |
std |
0.034555 |
0.009155 |
In [59]:
summary = summary.T summary
Out[59]:
|
mean |
std |
BH_log_returns |
0.006187 |
0.034555 |
DCA_log_returns |
0.004979 |
0.009155 |
In [60]:
summary["mean"] = summary["mean"] summary["std"] = summary["std"]
In [61]:
summary
Out[61]:
|
mean |
std |
BH_log_returns |
0.006187 |
0.034555 |
DCA_log_returns |
0.004979 |
0.009155 |
In [62]:
summary["std"].min()
Out[62]:
0.009155015836231933
In [63]:
# function_risk_return(summary)
In [64]:
# markowitz_border(summary)
3.2. Last 40 years
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3.3. Last 20 years
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3.4. Last 10 years
In [ ]:
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3.5. Last 5 years
In [ ]:
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4. Conclusion
In [ ]:
In [ ]:
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