Day 4.docx Day 4: Assignment Submit Assignment · File Types pdf, doc, and docx Instructions Select three of the ten stocks from the prices10.csv file used in class. Download their 01/01/...

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Day 4.docx Day 4: Assignment Submit Assignment · File Types pdf, doc, and docx Instructions Select three of the ten stocks from the prices10.csv file used in class. Download their 01/01/2016 - 04/01/2020 stock closing prices from https://finance.yahoo.com (Links to an external site.)(if you prefer, feel free to choose other stocks, instead). Then replicate the exercise solved in class and submit the jupyter notebook and a pdf file with the same content. Submission Click on the blue button in the top right corner to submit your assignment.    Click Next (below) to progress through the course. Rubric Assignment Rubric Assignment Rubric Criteria Ratings Pts This criterion is linked to a Learning OutcomeCoding 60.0 to >30.0 pts Full Marks No coding errors 30.0 to >20.0 pts No Marks More than three coding errors 20.0 to >0 pts Partial Marks One to three coding errors 60.0 pts This criterion is linked to a Learning OutcomeFormat & Editing 40.0 to >20.0 pts Full Marks Code is clear and easy to follow. Plots display effective visualization. 20.0 to >0.0 pts Partial Marks Code is not easy to follow. Plots are incomplete (may miss legend, tick marks, or other attributes). 0.0 pts No Marks Code and plots are unclear and difficult to understand. 40.0 pts Total Points: 100 Day 4: Content Overview During this session we will focus on creating different visualizations using the pandas library. We will review  comparison plots (useful for comparing multiple variables), relation plots (to show the relation between two or more variables), composition plots, and distribution plots. Readings · Dataset for this session is prices10.csv Readings · Pandas plotting functions - slides __MACOSX/._Day 4.docx prices10.csv Date,AAPL,CVX,IBM,XOM,GS,BA,MON,TEVA,CME 1/3/2007,80.1,55.48,85.07,62.22,185.03,74.52,46.73,27.2,83.93 1/4/2007,81.88,54.94,85.98,61.06,183.3,74.82,45.92,27.53,84.54 1/5/2007,81.29,55.15,85.2,61.49,183.49,74.5,46.31,28.02,84.94 1/8/2007,81.69,55.86,86.5,61,187.8,74.32,45.7,28.61,85.84 1/9/2007,88.48,55.21,87.52,60.53,188.12,73.54,45.39,28.55,86.34 1/10/2007,92.71,54.26,86.49,59.6,191.84,74.6,45.07,28.62,88.81 1/11/2007,91.57,53.7,86.28,59.6,195.31,74.24,45.21,28.39,89.34 1/12/2007,90.44,55,86.88,61.01,197.26,73.65,46.25,28.48,92.12 1/16/2007,92.81,54.46,88.18,60.14,196.89,73.54,48.53,28.62,91.44 1/17/2007,90.75,55.36,87.48,60.84,196.56,74.23,49.02,28.61,93.4 1/18/2007,85.13,55.44,86.98,60.42,193.29,73.54,48.83,29.52,92.68 1/19/2007,84.59,56.54,84.11,61.74,194.17,74.07,49.1,29.73,92.65 1/22/2007,82.96,55.68,84.93,61.21,196.65,71.53,48.2,30.18,91.48 1/23/2007,81.91,56.72,84.91,62.54,196.34,73,49.71,30.42,93.78 1/24/2007,82.87,56.94,85.19,62.89,203.23,73.2,50.67,30.22,94.93 1/25/2007,82.44,55.91,85.28,61.73,196.74,72,49.58,29.93,92.92 1/26/2007,81.61,55.89,85.23,61.8,197.14,71.39,50.31,30.11,94.5 1/29/2007,82.14,55.92,86.18,61.46,194.86,71.45,49.89,30.24,92.42 1/30/2007,81.77,57.12,86.91,62.46,192.78,71.87,49.74,30.24,91.2 1/31/2007,81.94,56.97,86.72,62.22,195.9,74.84,49.81,30.54,90.4 2/1/2007,81,58.22,86.58,63.04,195.75,76.09,49.58,30.83,92.73 2/2/2007,81.01,57.88,86.73,63.43,197.07,75.25,50.22,30.73,92.9 2/5/2007,80.23,57.68,87.79,63.53,196.26,75.81,49.09,30.49,92.7 2/6/2007,80.43,57.36,87.33,63.36,198.2,76.03,49.37,30.35,92.93 2/7/2007,82.34,56.79,87.32,63.06,197.18,75.79,49.38,30.29,94.26 2/8/2007,82.37,57.65,87.39,63.63,197.5,75.1,49.02,30.37,93.75 2/9/2007,79.59,57.32,86.45,63.43,196.93,75.5,49.02,30.45,92 2/12/2007,81.13,56.54,86.48,62.9,194.95,74.83,48.61,30.76,90.51 2/13/2007,80.96,56.93,86.22,63.62,196.24,74.9,49.23,32.15,91.8 2/14/2007,81.53,56.84,87.02,63.75,200.74,75.45,50.4,33.03,91.96 2/15/2007,81.45,56.19,86.78,63.53,200.2,76.94,50.28,32.54,91.89 2/16/2007,81.08,55.75,86.84,63.48,200.29,76.29,50.31,32.89,92.24 2/20/2007,82.1,55.21,87.15,63.13,204.01,76.36,50.48,33.25,92.6 2/21/2007,85.26,55.07,86.92,63.05,203.28,76.31,50.88,33.44,91.04 2/22/2007,85.56,55.64,86.41,63.31,202.19,75.99,51.06,32.92,88.27 2/23/2007,85.13,55.96,85.73,63.43,199.91,75.74,50.4,32.82,87.44 2/26/2007,84.6,56.23,85.01,63.58,197.6,74.6,49.54,32.72,86.11 2/27/2007,80.22,54,82.42,60.57,180.98,73.15,47.42,30.97,82.01 2/28/2007,80.87,53.95,81.53,60.44,186.29,73.2,47.66,31.02,86.53 3/1/2007,83.21,53.23,80.94,59.86,184.36,73.7,47.35,30.36,87.5 3/2/2007,81.64,52.59,79.74,59.03,180.67,73.01,46.04,30.27,86.7 3/5/2007,82.51,52.3,80.54,59.01,175.44,73,45.93,30.29,88.97 3/6/2007,84.29,53.28,82.28,59.87,182.24,73.67,47.61,31.43,90.6 3/7/2007,83.84,53.8,82.41,60.41,180.6,74.42,47.91,31.57,90.17 3/8/2007,84.11,53.9,81.58,60.58,184.61,74.57,48.83,31.91,91.24 3/9/2007,84.08,53.91,81.83,59.97,186.24,75.09,48.85,31.89,91.29 3/12/2007,85.9,54.19,82.56,59.76,187.07,76.51,49.42,31.92,91.21 3/13/2007,84.49,53.41,81.33,58.95,183.77,75.04,47.45,31.23,88.47 3/14/2007,86.02,53.79,82.25,59.88,184.81,75.48,47.84,31.71,90.65 3/15/2007,85.61,54.23,81.98,59.61,185.49,76.37,47.71,31.64,85.65 3/16/2007,85.63,53.6,81.8,58.91,183.75,75.5,46.61,31.88,84.7 3/19/2007,87.1,54.63,82.45,59.95,186.92,75.77,48.12,31.87,85.23 3/20/2007,87.44,55.15,82.9,60.71,188.36,75.63,48.15,31.91,85.58 3/21/2007,89.72,56.17,83.65,61.75,194.78,76.17,49.73,32.55,86.87 3/22/2007,89.81,57.42,83.5,62.7,193.98,75.98,49.28,32.25,87.46 3/23/2007,89.39,58.03,83.36,63.26,195.65,76.32,49.57,32.48,86.93 3/26/2007,91.61,58.58,83.34,63.64,195.5,76.2,50.28,32.48,86.5 3/27/2007,91.24,58.4,83.1,63.84,193.78,75.94,49.23,32.11,86.38 3/28/2007,89.12,58.33,82.69,63.71,190.91,75.04,49.08,32,85.07 3/29/2007,89.61,59.01,82.96,64.29,191.32,75.3,49.61,32.14,85.37 3/30/2007,88.8,58.23,82.69,63.62,190.79,74.59,49.69,32.65,85.58 4/2/2007,89.51,58.92,83.52,64.22,189.89,74.52,49.74,32.63,87.42 4/3/2007,90.32,59.32,84.3,64.76,193.67,75.42,50.75,33.1,88.55 4/4/2007,90.1,59.49,84.4,65.02,192.79,75.73,52.37,33.13,89.54 4/5/2007,90.5,59.53,84.67,65.11,191.99,75.92,52.15,33.06,88.96 4/9/2007,89.51,59.44,84.76,64.76,192.92,75.53,52.82,32.98,88.48 4/10/2007,90.09,60.66,84.62,65.41,193.03,76.21,52.14,33.14,88.48 4/11/2007,88.5,60.28,83.48,64.73,191.07,75.48,51.82,32.8,88.48 4/12/2007,88.12,60.76,83.92,65.26,191.18,76.21,52.71,32.36,88.94 4/13/2007,86.25,60.64,83.28,65.27,190.67,76.36,52.9,32.39,88.64 4/16/2007,87.39,61.31,84.37,65.91,198.08,75.76,53.34,32.22,89.81 4/17/2007,86.36,61.38,85.2,66.11,198.43,75.88,53.25,32.46,89.72 4/18/2007,86.41,61.23,83.16,65.94,200.14,78.76,52.84,32.53,89.78 4/19/2007,86.28,60.48,82.71,65.31,202.48,78.01,52.74,32.4,89.02 4/20/2007,86.95,61.77,82.97,67.25,203.46,78.26,53.66,32.11,89.35 4/23/2007,89.38,61.07,83.52,66.78,205.7,78.55,53.46,31.54,87.98 4/24/2007,89.12,60.71,86.4,66.28,204.13,78.58,53.41,32.19,85.4 4/25/2007,91.14,61.67,89,67.39,208.64,79.43,54.45,32.9,85.3 4/26/2007,94.47,61.56,88.51,67.92,207.91,79.07,54.34,34.1,83.38 4/27/2007,95.51,61.48,88.75,67.76,207.42,78.87,54.64,34.03,83.9 4/30/2007,95.39,61.25,89.66,66.93,202.18,78.02,53.46,33.41,83.06 5/1/2007,95.08,61.69,90.5,67.17,202.15,78.21,52.32,33.97,82.39 5/2/2007,95.95,61.92,89.67,67.3,202.99,78.71,53.13,34.52,82.82 5/3/2007,95.96,62.64,90.18,68.03,204.9,78.73,53.92,34.22,83.74 5/4/2007,96.36,62.44,90.32,67.92,210.25,78.53,53.89,34.15,82.76 5/7/2007,99.33,62.66,90.49,68.16,210.14,79.33,54.11,33.93,81.64 5/8/2007,100.42,63.03,90.96,68.62,208.04,79.03,53.37,33.72,81.77 5/9/2007,102.16,62.79,91.92,68.65,209.54,79.22,53.55,33.5,81.48 5/10/2007,102.6,61.56,92.19,67.23,206.33,78.14,52.44,33.62,80.04 5/11/2007,103.94,63.02,93.33,68.79,210.4,78.65,53
Answered Same DayMay 22, 2021

Answer To: Day 4.docx Day 4: Assignment Submit Assignment · File Types pdf, doc, and docx Instructions Select...

Kshitij answered on May 23 2021
151 Votes
day4archive-clkg02oo/.ipynb_checkpoints/term-checkpoint.ipynb
{
"cells": [
{
"cell_type": "code",
"execution_count": 32,
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"import pandas as pd \n",
"import matplotlib.pyplot as plt\n",
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [],
"source": [
"# loading the data for three companies\n",
"Appl= pd.read_csv(\"AAPL.csv\",index_col=\"Date\" ,parse_dates=True)\n",
"IBM= pd.read_csv(\"IBM.csv\",index_col=\"Date\" ,parse_dates=True)\n",
"CVX= pd.read_csv(\"CVX.csv\",index_col=\"Date\" ,parse_dates=True)"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [
{
"data": {
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OpenHighLowCloseAdj CloseVolume
Date
2016-01-04102.610001105.370003102.000000105.34999897.94844167649400
2016-01-05105.750000105.849998102.410004102.70999995.49391955791000
2016-01-06100.559998102.37000399.870003100.69999793.62514568457400
2016-01-0798.680000100.12999796.43000096.44999789.67371481094400
2016-01-0898.55000399.11000196.76000296.95999990.14787370798000
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" Open High Low Close Adj Close \\\n",
"Date \n",
"2016-01-04 102.610001 105.370003 102.000000 105.349998 97.948441 \n",
"2016-01-05 105.750000 105.849998 102.410004 102.709999 95.493919 \n",
"2016-01-06 100.559998 102.370003 99.870003 100.699997 93.625145 \n",
"2016-01-07 98.680000 100.129997 96.430000 96.449997 89.673714 \n",
"2016-01-08 98.550003 99.110001 96.760002 96.959999 90.147873 \n",
"\n",
" Volume \n",
"Date \n",
"2016-01-04 67649400 \n",
"2016-01-05 55791000 \n",
"2016-01-06 68457400 \n",
"2016-01-07 81094400 \n",
"2016-01-08 70798000 "
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"Text(0, 0.5, 'Apple Closing Price')"
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\n",
"text/plain": [
"
"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# plotting the closing price of apple\n",
"Appl.Close.plot()\n",
"plt.grid()\n",
"plt.ylabel(\"Apple Closing Price\")"
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0, 0.5, 'IBM Closing Price')"
]
},
"execution_count": 34,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
"
"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# plotting the closing price of IBM\n",
"IBM.Close.plot()\n",
"plt.grid()\n",
"plt.ylabel(\"IBM Closing Price\")"
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0, 0.5, 'CVX Closing Price')"
]
},
"execution_count": 35,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"
"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# plotting the closing price of CVX \n",
"CVX.Close.plot()\n",
"plt.grid()\n",
"plt.ylabel(\"CVX Closing Price\")"
]
},
{
"cell_type": "code",
"execution_count": 39,
"metadata": {},
"outputs": [],
"source": [
"close_px=pd.DataFrame(index=Appl.index)"
]
},
{
"cell_type": "code",
"execution_count": 42,
"metadata": {},
"outputs": [],
"source": [
"close_px['AAPL']=Appl.Close"
]
},
{
"cell_type": "code",
"execution_count": 43,
"metadata": {},
"outputs": [],
"source": [
"close_px['IBM']=IBM.Close\n",
"close_px['CVX']=CVX.Close"
]
},
{
"cell_type": "code",
"execution_count": 45,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
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"
AAPLIBMCVX
Date
2016-01-04105.349998135.94999788.849998
2016-01-05102.709999135.85000689.610001
2016-01-06100.699997135.16999886.070000
2016-01-0796.449997132.86000183.019997
2016-01-0896.959999131.63000582.129997
\n",
"
"
],
"text/plain": [
" AAPL IBM CVX\n",
"Date \n",
"2016-01-04 105.349998 135.949997 88.849998\n",
"2016-01-05 102.709999 135.850006 89.610001\n",
"2016-01-06 100.699997 135.169998 86.070000\n",
"2016-01-07 96.449997 132.860001 83.019997\n",
"2016-01-08 96.959999 131.630005 82.129997"
]
},
"execution_count": 45,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"close_px.head()"
]
},
{
"cell_type": "code",
"execution_count": 47,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"
"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# ploting the clossing price of all 3 companies in a single plot. \n",
"close_px.plot()\n",
"plt.grid()"
]
},
{
"cell_type": "code",
"execution_count": 49,
"metadata": {},
"outputs": [],
"source": [
"aapl_close=close_px.AAPL"
]
},
{
"cell_type": "code",
"execution_count": 52,
"metadata": {},
"outputs": [],
"source": [
"# calcualtion of moving average with window size 30 and size 90.\n",
"MA_30=aapl_close.rolling(window=30).mean()\n",
"MA_90=aapl_close.rolling(window=90).mean()"
]
},
{
"cell_type": "code",
"execution_count": 53,
"metadata": {},
"outputs": [],
"source": [
"df_aapl=pd.DataFrame(index=Appl.index)\n",
"df_aapl[\"Price\"]=aapl_close\n",
"df_aapl[\"30 day m.a\"]=MA_30\n",
"df_aapl[\"90 day m.a\"]=MA_90"
]
},
{
"cell_type": "code",
"execution_count": 55,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0, 0.5, 'Apple Closing Price')"
]
},
"execution_count": 55,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"
"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# plotting the moving average with price for Apple\n",
"df_aapl.plot()\n",
"plt.grid()\n",
"plt.ylabel(\"Apple Closing Price\")"
]
},
{
"cell_type": "code",
"execution_count": 57,
"metadata": {},
"outputs": [],
"source": [
"IBM_close=close_px.IBM\n",
"IBM_MA_30=IBM_close.rolling(window=30).mean()\n",
"IBM_MA_90=IBM_close.rolling(window=90).mean()\n",
"df_IBM=pd.DataFrame(index=IBM.index)\n",
"df_IBM[\"Price\"]=IBM_close\n",
"df_IBM[\"30 day m.a\"]=IBM_MA_30\n",
"df_IBM[\"90 day m.a\"]=IBM_MA_90"
]
},
{
"cell_type": "code",
"execution_count": 58,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0, 0.5, 'IBM Closing Price')"
]
},
"execution_count": 58,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"
"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# plotting the moving average with price for IBM\n",
"df_IBM.plot()\n",
"plt.grid()\n",
"plt.ylabel(\"IBM Closing Price\")"
]
},
{
"cell_type": "code",
"execution_count": 59,
"metadata": {},
"outputs": [],
"source": [
"CVX_close=close_px.CVX\n",
"CVX_MA_30=CVX_close.rolling(window=30).mean()\n",
"CVX_MA_90=CVX_close.rolling(window=90).mean()\n",
"df_CVX=pd.DataFrame(index=CVX.index)\n",
"df_CVX[\"Price\"]=CVX_close\n",
"df_CVX[\"30 day m.a\"]=CVX_MA_30\n",
"df_CVX[\"90 day m.a\"]=CVX_MA_90"
]
},
{
"cell_type": "code",
"execution_count": 60,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0, 0.5, 'CVX Closing Price')"
]
},
"execution_count": 60,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# plotting the moving average with price for CVX\n",
"df_CVX.plot()\n",
"plt.grid()\n",
"plt.ylabel(\"CVX Closing Price\")"
]
},
{
"cell_type": "code",
"execution_count": 62,
"metadata": {},
"outputs": [],
"source": [
"# calculating of net return for all three companies\n",
"apple = aapl_close.pct_change(1)\n",
"ibm = IBM_close.pct_change(1)\n",
"cvx = CVX_close.pct_change(1)"
]
},
{
"cell_type": "code",
"execution_count": 66,
"metadata": {},
"outputs": [],
"source": [
"# data frame of net return . \n",
"net_return=pd.DataFrame()\n",
"net_return[\"AAPL\"]=apple\n",
"net_return[\"IBM\"]=ibm\n",
"net_return[\"CVX\"]=cvx"
]
},
{
"cell_type": "code",
"execution_count": 67,
"metadata": {},
"outputs": [
{
"data": {
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AAPLIBMCVX
Date
2016-01-04NaNNaNNaN
2016-01-05-0.025059-0.0007350.008554
2016-01-06-0.019570-0.005006-0.039505
2016-01-07-0.042205-0.017090-0.035436
2016-01-080.005288-0.009258-0.010720
\n",
"
"
],
"text/plain": [
" AAPL IBM CVX\n",
"Date \n",
"2016-01-04 NaN NaN NaN\n",
"2016-01-05 -0.025059 -0.000735 0.008554\n",
"2016-01-06 -0.019570 -0.005006 -0.039505\n",
"2016-01-07 -0.042205 -0.017090 -0.035436\n",
"2016-01-08 0.005288 -0.009258 -0.010720"
]
},
"execution_count": 67,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"net_return.head()"
]
},
{
"cell_type": "code",
"execution_count": 69,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"
"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# scatter plot between the retun of IBM and apple \n",
"plt.scatter(net_return[\"IBM\"], net_return[\"AAPL\"],s=3)\n",
"plt.xlabel('IBM')\n",
"plt.ylabel('AAPL')\n",
"plt.grid()"
]
},
{
"cell_type": "code",
"execution_count": 70,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"
"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# scatter plot between the retun of IBM and CVX \n",
"plt.scatter(net_return[\"IBM\"], net_return[\"CVX\"],s=3)\n",
"plt.xlabel('IBM')\n",
"plt.ylabel('CVX')\n",
"plt.grid()"
]
},
{
"cell_type": "code",
"execution_count": 71,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"
"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# scatter plot between the retun of CVX and apple \n",
"plt.scatter(net_return[\"AAPL\"], net_return[\"CVX\"],s=3)\n",
"plt.xlabel('AAPL')\n",
"plt.ylabel('CVX')\n",
"plt.grid()"
]
},
{
"cell_type": "code",
"execution_count": 72,
"metadata": {},
"outputs": [],
"source": [
"from pandas.plotting import scatter_matrix"
]
},
{
"cell_type": "code",
"execution_count": 78,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([[,\n",
",\n",
"],\n",
" [,\n",
",\n",
"],\n",
" [,\n",
",\n",
"]],\n",
" dtype=object)"
]
},
"execution_count": 78,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png":...
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