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Global Macro Dashboard

An overview of some important indicators of the global economy's health.

Import libraries

import pandas as pd
import numpy as np
import matplotlib.pyplot as plt

import quandl

import pandas_datareader.data as web
import datetime
import missingno as msno

from IPython.core.display import HTML

%matplotlib inline
plt.close('all')

US Treasury bond yields

Load data US treasury bond yields

# load from Quandl API
US_treasury_yields = quandl.get("USTREASURY/YIELD", authtoken="e4FyZJfz6ukboUWG4Pm_")
# save a copy locally as a CSV
US_treasury_yields.to_csv("data/US_treasury_yields.csv")

Load US data on GDP, inflation etc from FRED

US_GDP = web.DataReader('GDP', 'fred')
US_GDP.to_csv("data/US_GDP.csv")
US_inflation = web.DataReader(['CPIAUCSL', 'CPILFESL'], 'fred')
US_inflation.to_csv("data/US_inflation.csv")

# FRED also has Treasury yield data available, but there seem to be more missing
# values compared to quandl, so using Quandl as above
# UST_3m_FRED = web.DataReader(['T10Y3MM'], 'fred', start, end)
# UST_2y_FRED = web.DataReader(['T10Y2Y'], 'fred', start, end)
display(HTML(US_treasury_yields.tail(10).to_html()))
[
 {
  "data": {
   "text/html": "<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>1 MO</th>\n      <th>2 MO</th>\n      <th>3 MO</th>\n      <th>6 MO</th>\n      <th>1 YR</th>\n      <th>2 YR</th>\n      <th>3 YR</th>\n      <th>5 YR</th>\n      <th>7 YR</th>\n      <th>10 YR</th>\n      <th>20 YR</th>\n      <th>30 YR</th>\n    </tr>\n    <tr>\n      <th>Date</th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>2019-02-20</th>\n      <td>2.41</td>\n      <td>2.42</td>\n      <td>2.45</td>\n      <td>2.51</td>\n      <td>2.54</td>\n      <td>2.50</td>\n      <td>2.47</td>\n      <td>2.47</td>\n      <td>2.55</td>\n      <td>2.65</td>\n      <td>2.84</td>\n      <td>3.00</td>\n    </tr>\n    <tr>\n      <th>2019-02-21</th>\n      <td>2.43</td>\n      <td>2.44</td>\n      <td>2.45</td>\n      <td>2.51</td>\n      <td>2.55</td>\n      <td>2.53</td>\n      <td>2.49</td>\n      <td>2.51</td>\n      <td>2.59</td>\n      <td>2.69</td>\n      <td>2.89</td>\n      <td>3.05</td>\n    </tr>\n    <tr>\n      <th>2019-02-22</th>\n      <td>2.43</td>\n      <td>2.45</td>\n      <td>2.46</td>\n      <td>2.51</td>\n      <td>2.55</td>\n      <td>2.48</td>\n      <td>2.46</td>\n      <td>2.47</td>\n      <td>2.55</td>\n      <td>2.65</td>\n      <td>2.86</td>\n      <td>3.02</td>\n    </tr>\n    <tr>\n      <th>2019-02-25</th>\n      <td>2.44</td>\n      <td>2.46</td>\n      <td>2.47</td>\n      <td>2.52</td>\n      <td>2.56</td>\n      <td>2.51</td>\n      <td>2.48</td>\n      <td>2.48</td>\n      <td>2.57</td>\n      <td>2.67</td>\n      <td>2.87</td>\n      <td>3.03</td>\n    </tr>\n    <tr>\n      <th>2019-02-26</th>\n      <td>2.43</td>\n      <td>2.44</td>\n      <td>2.45</td>\n      <td>2.52</td>\n      <td>2.56</td>\n      <td>2.48</td>\n      <td>2.44</td>\n      <td>2.45</td>\n      <td>2.54</td>\n      <td>2.64</td>\n      <td>2.84</td>\n      <td>3.01</td>\n    </tr>\n    <tr>\n      <th>2019-02-27</th>\n      <td>2.43</td>\n      <td>2.44</td>\n      <td>2.45</td>\n      <td>2.53</td>\n      <td>2.55</td>\n      <td>2.50</td>\n      <td>2.48</td>\n      <td>2.49</td>\n      <td>2.59</td>\n      <td>2.69</td>\n      <td>2.91</td>\n      <td>3.07</td>\n    </tr>\n    <tr>\n      <th>2019-02-28</th>\n      <td>2.44</td>\n      <td>2.47</td>\n      <td>2.45</td>\n      <td>2.50</td>\n      <td>2.54</td>\n      <td>2.52</td>\n      <td>2.50</td>\n      <td>2.52</td>\n      <td>2.63</td>\n      <td>2.73</td>\n      <td>2.94</td>\n      <td>3.09</td>\n    </tr>\n    <tr>\n      <th>2019-03-01</th>\n      <td>2.44</td>\n      <td>2.46</td>\n      <td>2.44</td>\n      <td>2.52</td>\n      <td>2.55</td>\n      <td>2.55</td>\n      <td>2.54</td>\n      <td>2.56</td>\n      <td>2.67</td>\n      <td>2.76</td>\n      <td>2.97</td>\n      <td>3.13</td>\n    </tr>\n    <tr>\n      <th>2019-03-04</th>\n      <td>2.45</td>\n      <td>2.46</td>\n      <td>2.46</td>\n      <td>2.54</td>\n      <td>2.54</td>\n      <td>2.55</td>\n      <td>2.52</td>\n      <td>2.53</td>\n      <td>2.63</td>\n      <td>2.72</td>\n      <td>2.93</td>\n      <td>3.09</td>\n    </tr>\n    <tr>\n      <th>2019-03-05</th>\n      <td>2.44</td>\n      <td>2.45</td>\n      <td>2.46</td>\n      <td>2.53</td>\n      <td>2.54</td>\n      <td>2.55</td>\n      <td>2.52</td>\n      <td>2.53</td>\n      <td>2.63</td>\n      <td>2.72</td>\n      <td>2.93</td>\n      <td>3.08</td>\n    </tr>\n  </tbody>\n</table>",
   "text/plain": "<IPython.core.display.HTML object>"
  },
  "metadata": {},
  "output_type": "display_data"
 }
]

Checking for missing values

#msno.bar(US_treasury_yields.sample(7295), figsize=(8, 4))
#plt.show()

Visualising US Treasury yields for different tenors

# set now to current time and date
now = datetime.datetime.now()
# set a start date in the past
start = datetime.datetime(2008, 1, 1)
# other start/end options: 
# start = '20080101'
# end = ''
today = datetime.datetime(now.year, now.month, now.day)
US_treasury_yields.loc[start:].plot(subplots=True, layout=(4,3), figsize=(16, 10))
plt.show();
[
 {
  "data": {
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\n",
   "text/plain": "<Figure size 1152x720 with 12 Axes>"
  },
  "metadata": {
   "needs_background": "light"
  },
  "output_type": "display_data"
 }
]

US Treasury yield curves

TSY3m2y =  US_treasury_yields['2 YR'] - US_treasury_yields['3 MO']
TSY2y10y = US_treasury_yields['10 YR'] - US_treasury_yields['2 YR']
TSY3m2y.loc[start:].plot(figsize=(14, 6))
plt.show();
[
 {
  "data": {
   "image/png": 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