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example_embed_as.html
<!DOCTYPE html PUBLIC "-//W3C//DTD XHTML 1.0 Transitional//EN" "http://www.w3.org/TR/xhtml1/DTD/xhtml1-transitional.dtd">
<html xmlns="http://www.w3.org/1999/xhtml" xml:lang="en" lang="en"><head><meta http-equiv="Content-Type" content="text/html; charset=utf-8"/><title>file_1655850386693</title><style type="text/css"> * {margin:0; padding:0; text-indent:0; }
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p { color: black; font-family:"Segoe UI", sans-serif; font-style: normal; font-weight: normal; text-decoration: none; font-size: 10.5pt; margin:0pt; }
h2 { color: black; font-family:"Segoe UI Semibold", sans-serif; font-style: normal; font-weight: bold; text-decoration: none; font-size: 18pt; }
a { color: #1876D2; font-family:"Segoe UI", sans-serif; font-style: normal; font-weight: normal; text-decoration: none; font-size: 10.5pt; }
.s1 { color: #1876D2; font-family:"Segoe UI", sans-serif; font-style: normal; font-weight: normal; text-decoration: none; font-size: 10.5pt; }
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h3 { color: black; font-family:"Segoe UI Semibold", sans-serif; font-style: normal; font-weight: bold; text-decoration: none; font-size: 15pt; }
.s11 { color: #008700; font-family:"Courier New", monospace; font-style: normal; font-weight: normal; text-decoration: none; font-size: 9.5pt; }
table, tbody {vertical-align: top; overflow: visible; }
</style></head><body><h1 style="padding-top: 4pt;padding-left: 60pt;text-indent: 0pt;text-align: left;">Exploring Inflation Data with Python</h1><p style="padding-top: 15pt;padding-left: 60pt;text-indent: 0pt;line-height: 118%;text-align: left;">You&#39;ve probably heard a lot about inflation in the past few months. Let&#39;s take a closer look at the data and learn some Python along the way! In this blog post we&#39;ll be exploring data from the US Bureau of Labor Statistics, in particular the CPI (Consumer Price Index).</p><p style="text-indent: 0pt;text-align: left;"><br/></p><h2 style="padding-left: 60pt;text-indent: 0pt;text-align: left;">Libraries</h2><p style="padding-top: 11pt;padding-left: 60pt;text-indent: 0pt;line-height: 118%;text-align: left;"><a href="https://www.bls.gov/developers/api_python.htm" style=" color: black; font-family:&quot;Segoe UI&quot;, sans-serif; font-style: normal; font-weight: normal; text-decoration: none; font-size: 10.5pt;" target="_blank">We should always do a quick search to make sure we&#39;re not duplicating previous work. A cursory search reveals this that the BLS provides us with a wonderful Python API: </a><a href="https://www.bls.gov/developers/api_python.htm" target="_blank">https://www.bls.gov/developers/api_python.htm</a></p><p style="text-indent: 0pt;text-align: left;"><br/></p><p style="padding-left: 60pt;text-indent: 0pt;line-height: 118%;text-align: left;">Now we could use this API ourselves, but we already know the gist of what we want to do, download the data, analyze with pandas, and then visualize with Python. Surely this is a common enough task that others have explored it already, right?</p><p class="s1" style="padding-top: 10pt;padding-left: 60pt;text-indent: 0pt;line-height: 118%;text-align: left;"><a href="https://palewi.re/who-is-ben-welsh/" style=" color: black; font-family:&quot;Segoe UI&quot;, sans-serif; font-style: normal; font-weight: normal; text-decoration: none; font-size: 10.5pt;" target="_blank">Fortunately for us, the Python ecosystem is a supportive community of many open-source libraries, and thanks to data journalist </a>Ben Welsh <span style=" color: #000;">we have access to the CPI library with Python, which is a very nice wrapper around the BLS Python API that will save us a lot of work.</span></p><p style="padding-top: 10pt;padding-left: 60pt;text-indent: 0pt;text-align: left;">We can install it with <b>pip install cpi</b>.</p><p style="text-indent: 0pt;text-align: left;"><br/></p><p style="padding-left: 60pt;text-indent: 0pt;text-align: left;">Let&#39;s explore how to use it, first we&#39;ll import a few more data and visualization libraries:</p><p style="text-indent: 0pt;text-align: left;"><br/></p><p class="s2" style="padding-top: 4pt;padding-left: 3pt;text-indent: 0pt;text-align: left;"># IMPORTS</p><p class="s3" style="padding-top: 1pt;padding-left: 3pt;text-indent: 0pt;text-align: left;">import <span class="s4">pandas </span>as <span class="s4">pd</span></p><p class="s3" style="padding-top: 1pt;padding-left: 3pt;text-indent: 0pt;text-align: left;">import <span class="s4">cpi</span></p><p class="s3" style="padding-top: 1pt;padding-left: 3pt;text-indent: 0pt;text-align: left;">import <span class="s4">seaborn </span>as <span class="s4">sns</span></p><p class="s3" style="padding-top: 1pt;padding-left: 3pt;text-indent: 0pt;text-align: left;">import <span class="s4">matplotlib.pyplot </span>as <span class="s4">plt</span></p><p style="text-indent: 0pt;text-align: left;"/><p class="s5" style="padding-top: 3pt;padding-left: 9pt;text-indent: 0pt;text-align: left;">In [104…</p><p style="text-indent: 0pt;text-align: left;"><br/></p><p style="padding-top: 5pt;padding-left: 60pt;text-indent: 0pt;line-height: 118%;text-align: left;">Often when working with the <b>cpi </b>library, you may get a warnings that the data is stale, which makes sense as the BLS is constantly updating with the latest inflation information, let&#39;s update our data:</p><p style="text-indent: 0pt;text-align: left;"><br/></p><p class="s2" style="padding-top: 4pt;padding-left: 3pt;text-indent: 0pt;text-align: left;"># This sometimes take awhile!</p><p class="s4" style="padding-top: 1pt;padding-left: 3pt;text-indent: 0pt;text-align: left;">cpi<span class="s6">.</span>update<span style=" color: #0054AA;">()</span></p><p style="text-indent: 0pt;text-align: left;"/><p class="s5" style="padding-top: 3pt;padding-left: 9pt;text-indent: 0pt;text-align: left;">In [105…</p><p style="text-indent: 0pt;text-align: left;"><br/></p><p style="text-indent: 0pt;text-align: left;"><br/></p><p style="padding-left: 60pt;text-indent: 0pt;line-height: 118%;text-align: left;">We can get a pandas dataframe for the &quot;All Items&quot; tracked, which contains within it an average inflation of many items, such as food, energy, shelter, new vehicles, etc...</p><p style="text-indent: 0pt;text-align: left;"><br/></p><p class="s4" style="padding-top: 4pt;padding-left: 3pt;text-indent: 0pt;text-align: left;">cpi_items_df <span class="s6">= </span>cpi<span class="s6">.</span>series<span class="s6">.</span>get<span style=" color: #0054AA;">(</span>seasonally_adjusted<span class="s6">=</span><span class="s3">False</span><span style=" color: #0054AA;">)</span><span class="s6">.</span>to_dataframe<span style=" color: #0054AA;">()</span></p><p style="text-indent: 0pt;text-align: left;"/><p class="s5" style="padding-top: 3pt;padding-left: 9pt;text-indent: 0pt;text-align: left;">In [145…</p><p style="text-indent: 0pt;text-align: left;"><br/></p><p class="s5" style="padding-top: 3pt;padding-left: 9pt;text-indent: 0pt;text-align: left;">In [146…</p><p style="text-indent: 0pt;text-align: left;"><br/></p><p class="s4" style="padding-top: 4pt;padding-left: 3pt;text-indent: 0pt;text-align: left;">cpi_items_df<span class="s6">.</span>info<span style=" color: #0054AA;">()</span></p><p style="text-indent: 0pt;text-align: left;"/><p class="s8" style="padding-left: 6pt;text-indent: 0pt;line-height: 112%;text-align: left;">&lt;class &#39;pandas.core.frame.DataFrame&#39;&gt; RangeIndex: 1420 entries, 0 to 1419 Data columns (total 22 columns):</p><p class="s8" style="padding-left: 12pt;text-indent: 0pt;line-height: 11pt;text-align: left;"># Column Non-Null Count Dtype</p><p style="text-indent: 0pt;text-align: left;"><br/></p><table style="border-collapse:collapse;margin-left:61pt" cellspacing="0"><tr style="height:18pt"><td style="width:18pt;border-top-style:dashed;border-top-width:1pt"><p class="s9" style="padding-top: 6pt;text-indent: 0pt;line-height: 10pt;text-align: center;">0</p></td><td style="width:11pt"><p style="text-indent: 0pt;text-align: left;"><br/></p></td><td style="width:164pt"><p style="text-indent: 0pt;line-height: 1pt;text-align: left;"/><p class="s9" style="padding-top: 5pt;text-indent: 0pt;line-height: 10pt;text-align: left;">year</p></td><td style="width:26pt;border-top-style:dashed;border-top-width:1pt"><p class="s9" style="padding-top: 6pt;padding-right: 2pt;text-indent: 0pt;line-height: 10pt;text-align: center;">1420</p></td><td style="width:56pt;border-top-style:dashed;border-top-width:1pt"><p class="s9" style="padding-top: 6pt;padding-left: 3pt;padding-right: 5pt;text-indent: 0pt;line-height: 10pt;text-align: center;">non-null</p></td><td style="width:12pt"><p style="text-indent: 0pt;text-align: left;"><br/></p></td><td style="width:43pt"><p style="text-indent: 0pt;line-height: 1pt;text-align: left;"/><p class="s9" style="padding-top: 5pt;text-indent: 0pt;line-height: 10pt;text-align: left;">int64</p></td></tr><tr style="height:12pt"><td style="width:18pt"><p class="s9" style="text-indent: 0pt;line-height: 10pt;text-align: center;">1</p></td><td style="width:11pt"><p style="text-indent: 0pt;text-align: left;"><br/></p></td><td style="width:164pt"><p class="s9" style="text-indent: 0pt;line-height: 10pt;text-align: left;">date</p></td><td style="width:26pt"><p class="s9" style="padding-right: 2pt;text-indent: 0pt;line-height: 10pt;text-align: center;">1420</p></td><td style="width:56pt"><p class="s9" style="padding-left: 3pt;padding-right: 5pt;text-indent: 0pt;line-height: 10pt;text-align: center;">non-null</p></td><td style="width:12pt"><p style="text-indent: 0pt;text-align: left;"><br/></p></td><td style="width:43pt"><p class="s9" style="text-indent: 0pt;line-height: 10pt;text-align: left;">object</p></td></tr><tr style="height:12pt"><td style="width:18pt"><p class="s9" style="text-indent: 0pt;line-height: 10pt;text-align: center;">2</p></td><td style="width:11pt"><p style="text-indent: 0pt;text-align: left;"><br/></p></td><td style="width:164pt"><p class="s9" style="text-indent: 0pt;line-height: 10pt;text-align: left;">value</p></td><td style="width:26pt"><p class="s9" style="padding-right: 2pt;text-indent: 0pt;line-height: 10pt;text-align: center;">1420</p></td><td style="width:56pt"><p class="s9" style="padding-left: 3pt;padding-right: 5pt;text-indent: 0pt;line-height: 10pt;text-align: center;">non-null</p></td><td style="width:12pt"><p style="text-indent: 0pt;text-align: left;"><br/></p></td><td style="width:43pt"><p class="s9" style="text-indent: 0pt;line-height: 10pt;text-align: left;">float64</p></td></tr><tr style="height:12pt"><td style="width:18pt"><p class="s9" style="text-indent: 0pt;line-height: 10pt;text-align: center;">3</p></td><td style="width:11pt"><p style="text-indent: 0pt;text-align: left;"><br/></p></td><td style="width:164pt"><p class="s9" style="text-indent: 0pt;line-height: 10pt;text-align: left;">series_id</p></td><td style="width:26pt"><p class="s9" style="padding-right: 2pt;text-indent: 0pt;line-height: 10pt;text-align: center;">1420</p></td><td style="width:56pt"><p class="s9" style="padding-left: 3pt;padding-right: 5pt;text-indent: 0pt;line-height: 10pt;text-align: center;">non-null</p></td><td style="width:12pt"><p style="text-indent: 0pt;text-align: left;"><br/></p></td><td style="width:43pt"><p class="s9" style="text-indent: 0pt;line-height: 10pt;text-align: left;">object</p></td></tr></table><table style="border-collapse:collapse;margin-left:64.351pt" cellspacing="0"><tr style="height:12pt"><td style="width:184pt"><p class="s9" style="padding-left: 2pt;text-indent: 0pt;line-height: 10pt;text-align: left;">4 series_title</p></td><td style="width:32pt"><p class="s9" style="padding-right: 2pt;text-indent: 0pt;line-height: 10pt;text-align: right;">1420</p></td><td style="width:59pt"><p class="s9" style="padding-left: 2pt;text-indent: 0pt;line-height: 10pt;text-align: left;">non-null</p></td><td style="width:46pt"><p class="s9" style="padding-left: 8pt;text-indent: 0pt;line-height: 10pt;text-align: left;">object</p></td></tr><tr style="height:12pt"><td style="width:184pt"><p class="s9" style="padding-left: 2pt;text-indent: 0pt;line-height: 10pt;text-align: left;">5 series_survey</p></td><td style="width:32pt"><p class="s9" style="padding-right: 2pt;text-indent: 0pt;line-height: 10pt;text-align: right;">1420</p></td><td style="width:59pt"><p class="s9" style="padding-left: 2pt;text-indent: 0pt;line-height: 10pt;text-align: left;">non-null</p></td><td style="width:46pt"><p class="s9" style="padding-left: 8pt;text-indent: 0pt;line-height: 10pt;text-align: left;">object</p></td></tr><tr style="height:12pt"><td style="width:184pt"><p class="s9" style="padding-left: 2pt;text-indent: 0pt;line-height: 10pt;text-align: left;">6 series_seasonally_adjusted</p></td><td style="width:32pt"><p class="s9" style="padding-right: 2pt;text-indent: 0pt;line-height: 10pt;text-align: right;">1420</p></td><td style="width:59pt"><p class="s9" style="padding-left: 2pt;text-indent: 0pt;line-height: 10pt;text-align: left;">non-null</p></td><td style="width:46pt"><p class="s9" style="padding-left: 8pt;text-indent: 0pt;line-height: 10pt;text-align: left;">bool</p></td></tr><tr style="height:12pt"><td style="width:184pt"><p class="s9" style="padding-left: 2pt;text-indent: 0pt;line-height: 10pt;text-align: left;">7 series_periodicity_id</p></td><td style="width:32pt"><p class="s9" style="padding-right: 2pt;text-indent: 0pt;line-height: 10pt;text-align: right;">1420</p></td><td style="width:59pt"><p class="s9" style="padding-left: 2pt;text-indent: 0pt;line-height: 10pt;text-align: left;">non-null</p></td><td style="width:46pt"><p class="s9" style="padding-left: 8pt;text-indent: 0pt;line-height: 10pt;text-align: left;">object</p></td></tr><tr style="height:12pt"><td style="width:184pt"><p class="s9" style="padding-left: 2pt;text-indent: 0pt;line-height: 10pt;text-align: left;">8 series_periodicity_code</p></td><td style="width:32pt"><p class="s9" style="padding-right: 2pt;text-indent: 0pt;line-height: 10pt;text-align: right;">1420</p></td><td style="width:59pt"><p class="s9" style="padding-left: 2pt;text-indent: 0pt;line-height: 10pt;text-align: left;">non-null</p></td><td style="width:46pt"><p class="s9" style="padding-left: 8pt;text-indent: 0pt;line-height: 10pt;text-align: left;">object</p></td></tr><tr style="height:12pt"><td style="width:184pt"><p class="s9" style="padding-left: 2pt;text-indent: 0pt;line-height: 10pt;text-align: left;">9 series_periodicity_name</p></td><td style="width:32pt"><p class="s9" style="padding-right: 2pt;text-indent: 0pt;line-height: 10pt;text-align: right;">1420</p></td><td style="width:59pt"><p class="s9" style="padding-left: 2pt;text-indent: 0pt;line-height: 10pt;text-align: left;">non-null</p></td><td style="width:46pt"><p class="s9" style="padding-left: 8pt;text-indent: 0pt;line-height: 10pt;text-align: left;">object</p></td></tr><tr style="height:12pt"><td style="width:184pt"><p class="s9" style="padding-left: 2pt;text-indent: 0pt;line-height: 10pt;text-align: left;">10 series_area_id</p></td><td style="width:32pt"><p class="s9" style="padding-right: 2pt;text-indent: 0pt;line-height: 10pt;text-align: right;">1420</p></td><td style="width:59pt"><p class="s9" style="padding-left: 2pt;text-indent: 0pt;line-height: 10pt;text-align: left;">non-null</p></td><td style="width:46pt"><p class="s9" style="padding-left: 8pt;text-indent: 0pt;line-height: 10pt;text-align: left;">object</p></td></tr><tr style="height:12pt"><td style="width:184pt"><p class="s9" style="padding-left: 2pt;text-indent: 0pt;line-height: 10pt;text-align: left;">11 series_area_code</p></td><td style="width:32pt"><p class="s9" style="padding-right: 2pt;text-indent: 0pt;line-height: 10pt;text-align: right;">1420</p></td><td style="width:59pt"><p class="s9" style="padding-left: 2pt;text-indent: 0pt;line-height: 10pt;text-align: left;">non-null</p></td><td style="width:46pt"><p class="s9" style="padding-left: 8pt;text-indent: 0pt;line-height: 10pt;text-align: left;">object</p></td></tr><tr style="height:12pt"><td style="width:184pt"><p class="s9" style="padding-left: 2pt;text-indent: 0pt;line-height: 10pt;text-align: left;">12 series_area_name</p></td><td style="width:32pt"><p class="s9" style="padding-right: 2pt;text-indent: 0pt;line-height: 10pt;text-align: right;">1420</p></td><td style="width:59pt"><p class="s9" style="padding-left: 2pt;text-indent: 0pt;line-height: 10pt;text-align: left;">non-null</p></td><td style="width:46pt"><p class="s9" style="padding-left: 8pt;text-indent: 0pt;line-height: 10pt;text-align: left;">object</p></td></tr><tr style="height:12pt"><td style="width:184pt"><p class="s9" style="padding-left: 2pt;text-indent: 0pt;line-height: 10pt;text-align: left;">13 series_items_id</p></td><td style="width:32pt"><p class="s9" style="padding-right: 2pt;text-indent: 0pt;line-height: 10pt;text-align: right;">1420</p></td><td style="width:59pt"><p class="s9" style="padding-left: 2pt;text-indent: 0pt;line-height: 10pt;text-align: left;">non-null</p></td><td style="width:46pt"><p class="s9" style="padding-left: 8pt;text-indent: 0pt;line-height: 10pt;text-align: left;">object</p></td></tr><tr style="height:12pt"><td style="width:184pt"><p class="s9" style="padding-left: 2pt;text-indent: 0pt;line-height: 10pt;text-align: left;">14 series_items_code</p></td><td style="width:32pt"><p class="s9" style="padding-right: 2pt;text-indent: 0pt;line-height: 10pt;text-align: right;">1420</p></td><td style="width:59pt"><p class="s9" style="padding-left: 2pt;text-indent: 0pt;line-height: 10pt;text-align: left;">non-null</p></td><td style="width:46pt"><p class="s9" style="padding-left: 8pt;text-indent: 0pt;line-height: 10pt;text-align: left;">object</p></td></tr><tr style="height:12pt"><td style="width:184pt"><p class="s9" style="padding-left: 2pt;text-indent: 0pt;line-height: 10pt;text-align: left;">15 series_items_name</p></td><td style="width:32pt"><p class="s9" style="padding-right: 2pt;text-indent: 0pt;line-height: 10pt;text-align: right;">1420</p></td><td style="width:59pt"><p class="s9" style="padding-left: 2pt;text-indent: 0pt;line-height: 10pt;text-align: left;">non-null</p></td><td style="width:46pt"><p class="s9" style="padding-left: 8pt;text-indent: 0pt;line-height: 10pt;text-align: left;">object</p></td></tr><tr style="height:12pt"><td style="width:184pt"><p class="s9" style="padding-left: 2pt;text-indent: 0pt;line-height: 10pt;text-align: left;">16 period_id</p></td><td style="width:32pt"><p class="s9" style="padding-right: 2pt;text-indent: 0pt;line-height: 10pt;text-align: right;">1420</p></td><td style="width:59pt"><p class="s9" style="padding-left: 2pt;text-indent: 0pt;line-height: 10pt;text-align: left;">non-null</p></td><td style="width:46pt"><p class="s9" style="padding-left: 8pt;text-indent: 0pt;line-height: 10pt;text-align: left;">object</p></td></tr><tr style="height:12pt"><td style="width:184pt"><p class="s9" style="padding-left: 2pt;text-indent: 0pt;line-height: 10pt;text-align: left;">17 period_code</p></td><td style="width:32pt"><p class="s9" style="padding-right: 2pt;text-indent: 0pt;line-height: 10pt;text-align: right;">1420</p></td><td style="width:59pt"><p class="s9" style="padding-left: 2pt;text-indent: 0pt;line-height: 10pt;text-align: left;">non-null</p></td><td style="width:46pt"><p class="s9" style="padding-left: 8pt;text-indent: 0pt;line-height: 10pt;text-align: left;">object</p></td></tr><tr style="height:12pt"><td style="width:184pt"><p class="s9" style="padding-left: 2pt;text-indent: 0pt;line-height: 10pt;text-align: left;">18 period_abbreviation</p></td><td style="width:32pt"><p class="s9" style="padding-right: 2pt;text-indent: 0pt;line-height: 10pt;text-align: right;">1420</p></td><td style="width:59pt"><p class="s9" style="padding-left: 2pt;text-indent: 0pt;line-height: 10pt;text-align: left;">non-null</p></td><td style="width:46pt"><p class="s9" style="padding-left: 8pt;text-indent: 0pt;line-height: 10pt;text-align: left;">object</p></td></tr><tr style="height:12pt"><td style="width:184pt"><p class="s9" style="padding-left: 2pt;text-indent: 0pt;line-height: 10pt;text-align: left;">19 period_name</p></td><td style="width:32pt"><p class="s9" style="padding-right: 2pt;text-indent: 0pt;line-height: 10pt;text-align: right;">1420</p></td><td style="width:59pt"><p class="s9" style="padding-left: 2pt;text-indent: 0pt;line-height: 10pt;text-align: left;">non-null</p></td><td style="width:46pt"><p class="s9" style="padding-left: 8pt;text-indent: 0pt;line-height: 10pt;text-align: left;">object</p></td></tr><tr style="height:12pt"><td style="width:184pt"><p class="s9" style="padding-left: 2pt;text-indent: 0pt;line-height: 10pt;text-align: left;">20 period_month</p></td><td style="width:32pt"><p class="s9" style="padding-right: 2pt;text-indent: 0pt;line-height: 10pt;text-align: right;">1420</p></td><td style="width:59pt"><p class="s9" style="padding-left: 2pt;text-indent: 0pt;line-height: 10pt;text-align: left;">non-null</p></td><td style="width:46pt"><p class="s9" style="padding-left: 8pt;text-indent: 0pt;line-height: 10pt;text-align: left;">int64</p></td></tr><tr style="height:12pt"><td style="width:184pt"><p class="s9" style="padding-left: 2pt;text-indent: 0pt;line-height: 10pt;text-align: left;">21 period_type</p></td><td style="width:32pt"><p class="s9" style="padding-right: 2pt;text-indent: 0pt;line-height: 10pt;text-align: right;">1420</p></td><td style="width:59pt"><p class="s9" style="padding-left: 2pt;text-indent: 0pt;line-height: 10pt;text-align: left;">non-null</p></td><td style="width:46pt"><p class="s9" style="padding-left: 8pt;text-indent: 0pt;line-height: 10pt;text-align: left;">object</p></td></tr></table><p class="s8" style="padding-top: 2pt;padding-left: 60pt;text-indent: 0pt;line-height: 112%;text-align: left;">dtypes: bool(1), float64(1), int64(2), object(18) memory usage: 234.5+ KB</p><p style="text-indent: 0pt;text-align: left;"><br/></p><h3 style="padding-left: 60pt;text-indent: 0pt;text-align: left;">Data Cleaning</h3><p style="padding-top: 10pt;padding-left: 60pt;text-indent: 0pt;line-height: 118%;text-align: left;">While the data is already extremely clean, it actually has more info that what we need, we just need the monthly periods and this data set has monthly and annual, let&#39;s clean it up and also set a date index.</p><p style="text-indent: 0pt;text-align: left;"><br/></p><p class="s7" style="padding-top: 4pt;padding-left: 3pt;text-indent: 0pt;line-height: 112%;text-align: left;"><span style=" color: #202020;">cpi_items_df </span><span class="s6">= </span><span style=" color: #202020;">cpi_items_df</span>[<span style=" color: #202020;">cpi_items_df</span>[<span style=" color: #B92020;">&#39;period_type&#39;</span>]<span class="s6">==</span><span style=" color: #B92020;">&#39;monthly&#39;</span>] <span style=" color: #202020;">cpi_items_df</span>[<span style=" color: #B92020;">&#39;date&#39;</span>] <span class="s6">= </span><span style=" color: #202020;">pd</span><span class="s6">.</span><span style=" color: #202020;">to_datetime</span>(<span style=" color: #202020;">cpi_items_df</span>[<span style=" color: #B92020;">&#39;date&#39;</span>]) <span style=" color: #202020;">cpi_items_df </span><span class="s6">= </span><span style=" color: #202020;">cpi_items_df</span><span class="s6">.</span><span style=" color: #202020;">set_index</span>(<span style=" color: #B92020;">&#39;date&#39;</span>)</p><p style="text-indent: 0pt;text-align: left;"/><p class="s5" style="padding-top: 3pt;padding-left: 9pt;text-indent: 0pt;text-align: left;">In [147…</p><p style="text-indent: 0pt;text-align: left;"><br/></p><p class="s7" style="padding-top: 4pt;padding-left: 3pt;text-indent: 0pt;text-align: left;"><span style=" color: #202020;">cpi_items_df</span>[<span style=" color: #B92020;">&#39;value&#39;</span>]<span class="s6">.</span><span style=" color: #202020;">plot</span>()</p><p style="text-indent: 0pt;text-align: left;"/><p class="s5" style="padding-top: 3pt;padding-left: 5pt;text-indent: 4pt;line-height: 229%;text-align: left;">In [148… Out[148]:</p><p style="text-indent: 0pt;text-align: left;"><br/></p><p class="s7" style="padding-top: 4pt;padding-left: 3pt;text-indent: 0pt;line-height: 112%;text-align: left;"><span style=" color: #202020;">fig </span><span class="s6">= </span><span style=" color: #202020;">plt</span><span class="s6">.</span><span style=" color: #202020;">figure</span>(<span style=" color: #202020;">dpi</span><span class="s6">=</span><span style=" color: #008700;">200</span>) <span style=" color: #202020;">cpi_items_df</span>[<span style=" color: #B92020;">&#39;value&#39;</span>]<span class="s6">.</span><span style=" color: #202020;">loc</span>[<span style=" color: #B92020;">&#39;2010&#39;</span>:<span style=" color: #B92020;">&#39;2023&#39;</span>]<span class="s6">.</span><span style=" color: #202020;">plot</span>(<span style=" color: #202020;">figsize</span><span class="s6">=</span>(<span style=" color: #008700;">10</span>,<span style=" color: #008700;">4</span>)) <span style=" color: #202020;">plt</span><span class="s6">.</span><span style=" color: #202020;">xlabel</span>(<span style=" color: #B92020;">&#39;Date&#39;</span>)</p><p class="s4" style="padding-left: 3pt;text-indent: 0pt;line-height: 11pt;text-align: left;">plt<span class="s6">.</span>ylabel<span style=" color: #0054AA;">(</span><span style=" color: #B92020;">&#39;CPI Value&#39;</span><span style=" color: #0054AA;">)</span></p><p style="text-indent: 0pt;text-align: left;"/><p class="s5" style="padding-left: 9pt;text-indent: 0pt;text-align: left;">In [149…</p><p style="text-indent: 0pt;text-align: left;"><br/></p><p class="s8" style="padding-left: 6pt;text-indent: 0pt;text-align: left;">&lt;AxesSubplot:xlabel=&#39;date&#39;&gt;</p><p style="text-indent: 0pt;text-align: left;"><br/></p><p style="padding-left: 1pt;text-indent: 0pt;text-align: left;"><span><table border="0" cellspacing="0" cellpadding="0"><tr><td><img width="375" height="255" src="data:image/png;base64,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"/></td></tr></table></span></p><p style="text-indent: 0pt;text-align: left;"><br/></p><p style="padding-left: 5pt;text-indent: 0pt;line-height: 118%;text-align: left;">It isn&#39;t super useful for us living in the 2020s to view inflation on such a large timescale (unless you want to reminisce about your 5 cent cup of coffee from the 1920s). Let&#39;s zoom in to a more current timeline.</p><p style="text-indent: 0pt;text-align: left;"><br/></p><p style="text-indent: 0pt;text-align: left;"><br/></p><p class="s5" style="padding-left: 5pt;text-indent: 0pt;text-align: left;">Out[149]:</p><p class="s8" style="padding-top: 5pt;padding-left: 5pt;text-indent: 0pt;text-align: left;">Text(0, 0.5, &#39;CPI Value&#39;)</p><p style="padding-left: 57pt;text-indent: 0pt;text-align: left;"><span><table border="0" cellspacing="0" cellpadding="0"><tr><td><img width="698" height="76" src="data:image/png;base64,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"/></td></tr><tr><td><img 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"/></td></tr><tr><td><img 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"/></td></tr></table></span></p><p style="text-indent: 0pt;text-align: left;"><br/></p><p style="padding-top: 5pt;padding-left: 60pt;text-indent: 0pt;line-height: 118%;text-align: left;">If we were targeting a yearly 2% inflation rate since 2010, let&#39;s explore what this line would look like on the same plot, starting with the 2010 CPI value. We&#39;ll do a very simple method for this (overly simplified, but it should work fine for our exploratoy data analysis), by simply looping through the values and adding the original plus 2% of the original. Then we can plot these values against the real data.</p><p style="text-indent: 0pt;text-align: left;"><br/></p><p class="s2" style="padding-top: 4pt;padding-left: 3pt;text-indent: 0pt;text-align: left;"># Starting value</p><p class="s7" style="padding-top: 1pt;padding-left: 3pt;text-indent: 0pt;text-align: left;"><span style=" color: #202020;">cpi_items_df</span>[<span style=" color: #B92020;">&#39;value&#39;</span>]<span class="s6">.</span><span style=" color: #202020;">loc</span>[<span style=" color: #B92020;">&#39;2010&#39;</span>:<span style=" color: #B92020;">&#39;2023&#39;</span>]<span class="s6">.</span><span style=" color: #202020;">iloc</span>[<span style=" color: #008700;">0</span>]</p><p style="text-indent: 0pt;text-align: left;"/><p class="s5" style="padding-top: 3pt;padding-left: 9pt;text-indent: 0pt;text-align: left;">In [150…</p><p style="text-indent: 0pt;text-align: left;"><br/></p><p style="text-indent: 0pt;text-align: left;"><br/></p><p class="s7" style="padding-top: 4pt;padding-left: 3pt;text-indent: 0pt;text-align: left;"><span style=" color: #202020;">start </span><span class="s6">= </span><span style=" color: #202020;">cpi_items_df</span>[<span style=" color: #B92020;">&#39;value&#39;</span>]<span class="s6">.</span><span style=" color: #202020;">loc</span>[<span style=" color: #B92020;">&#39;2010&#39;</span>:<span style=" color: #B92020;">&#39;2023&#39;</span>]<span class="s6">.</span><span style=" color: #202020;">iloc</span>[<span style=" color: #008700;">0</span>]</p><p style="text-indent: 0pt;text-align: left;"><br/></p><p class="s7" style="padding-left: 3pt;text-indent: 0pt;text-align: left;"><span style=" color: #202020;">periods </span><span class="s6">= </span><span style=" color: #202020;">len</span>(<span style=" color: #202020;">cpi_items_df</span>[<span style=" color: #B92020;">&#39;value&#39;</span>]<span class="s6">.</span><span style=" color: #202020;">loc</span>[<span style=" color: #B92020;">&#39;2010&#39;</span>:<span style=" color: #B92020;">&#39;2023&#39;</span>])<span class="s6">//</span><span style=" color: #008700;">12</span></p><p style="text-indent: 0pt;text-align: left;"/><p class="s5" style="padding-left: 9pt;text-indent: -4pt;line-height: 258%;text-align: left;">Out[150]: In [151…</p><p class="s8" style="padding-top: 5pt;padding-left: 5pt;text-indent: 0pt;text-align: left;">216.687</p><p style="text-indent: 0pt;text-align: left;"><br/></p><p style="text-indent: 0pt;text-align: left;"><br/></p><p class="s4" style="padding-top: 4pt;padding-left: 3pt;text-indent: 0pt;text-align: left;"><span class="s3">def </span>get_target_cpi<span style=" color: #0054AA;">(</span>previous_cpi<span style=" color: #0054AA;">):</span></p><p class="s6" style="padding-top: 1pt;padding-left: 27pt;text-indent: 0pt;text-align: left;"><span style=" color: #008000;">return </span><span class="s4">previous_cpi </span>+ <span class="s11">0.02</span>*<span class="s7">(</span><span class="s4">previous_cpi</span><span class="s7">)</span></p><p style="text-indent: 0pt;text-align: left;"/><p class="s5" style="padding-left: 9pt;text-indent: 0pt;text-align: left;">In [152…</p><p style="text-indent: 0pt;text-align: left;"><br/></p><p class="s4" style="padding-top: 4pt;padding-left: 3pt;text-indent: 0pt;text-align: left;">target_cpis <span class="s6">= </span><span style=" color: #0054AA;">[</span>start<span style=" color: #0054AA;">]</span></p><p class="s4" style="padding-top: 1pt;padding-left: 27pt;text-indent: -23pt;line-height: 112%;text-align: left;"><span class="s3">for </span>year <span class="s6">in </span>range<span style=" color: #0054AA;">(</span><span style=" color: #008700;">0</span><span style=" color: #0054AA;">,</span>periods<span style=" color: #0054AA;">): </span>target_cpis<span class="s6">.</span>append<span style=" color: #0054AA;">(</span>get_target_cpi<span style=" color: #0054AA;">(</span>target_cpis<span style=" color: #0054AA;">[</span>year<span style=" color: #0054AA;">]))</span></p><p style="text-indent: 0pt;text-align: left;"/><p class="s5" style="padding-top: 3pt;padding-left: 9pt;text-indent: 0pt;text-align: left;">In [153…</p><p style="text-indent: 0pt;text-align: left;"><br/></p><p class="s4" style="padding-top: 4pt;padding-left: 3pt;text-indent: 0pt;text-align: left;">target_cpis</p><p style="text-indent: 0pt;text-align: left;"/><p class="s5" style="padding-top: 3pt;padding-left: 5pt;text-indent: 4pt;line-height: 229%;text-align: left;">In [154… Out[154]:</p><p style="text-indent: 0pt;text-align: left;"><br/></p><p class="s5" style="padding-left: 5pt;text-indent: 4pt;line-height: 229%;text-align: left;">In [155… Out[155]:</p><p style="text-indent: 0pt;text-align: left;"><br/></p><p class="s8" style="padding-left: 6pt;text-indent: 0pt;text-align: left;">[216.687,</p><p class="s8" style="padding-top: 1pt;padding-left: 11pt;text-indent: 0pt;text-align: left;">221.02074000000002,</p><p class="s8" style="padding-top: 1pt;padding-left: 11pt;text-indent: 0pt;text-align: left;">225.44115480000002,</p><p class="s8" style="padding-top: 1pt;padding-left: 11pt;text-indent: 0pt;text-align: left;">229.949977896,</p><p class="s8" style="padding-top: 1pt;padding-left: 11pt;text-indent: 0pt;text-align: left;">234.54897745392,</p><p class="s8" style="padding-top: 1pt;padding-left: 11pt;text-indent: 0pt;text-align: left;">239.2399570029984,</p><p class="s8" style="padding-top: 1pt;padding-left: 11pt;text-indent: 0pt;text-align: left;">244.02475614305837,</p><p class="s8" style="padding-top: 1pt;padding-left: 11pt;text-indent: 0pt;text-align: left;">248.90525126591953,</p><p class="s8" style="padding-top: 1pt;padding-left: 11pt;text-indent: 0pt;text-align: left;">253.88335629123793,</p><p class="s8" style="padding-top: 1pt;padding-left: 11pt;text-indent: 0pt;text-align: left;">258.9610234170627,</p><p class="s8" style="padding-top: 1pt;padding-left: 11pt;text-indent: 0pt;text-align: left;">264.14024388540395,</p><p class="s8" style="padding-top: 1pt;padding-left: 11pt;text-indent: 0pt;text-align: left;">269.42304876311204,</p><p class="s8" style="padding-top: 1pt;padding-left: 11pt;text-indent: 0pt;text-align: left;">274.8115097383743]</p><p style="text-indent: 0pt;text-align: left;"><br/></p><p class="s4" style="padding-top: 4pt;padding-left: 3pt;text-indent: 0pt;text-align: left;">len<span style=" color: #0054AA;">(</span>target_cpis<span style=" color: #0054AA;">)</span></p><p style="padding-left: 1pt;text-indent: 0pt;text-align: left;"/><p class="s8" style="padding-top: 2pt;padding-left: 6pt;text-indent: 0pt;text-align: left;">13</p><p style="text-indent: 0pt;text-align: left;"><br/></p><p style="padding-top: 6pt;padding-left: 5pt;text-indent: 0pt;text-align: left;">Creating a pandas series for the target CPIs starting in 2010:</p><p class="s4" style="padding-top: 4pt;padding-left: 3pt;text-indent: 0pt;line-height: 112%;text-align: left;">dates <span class="s6">= </span>pd<span class="s6">.</span>date_range<span style=" color: #0054AA;">(</span><span style=" color: #B92020;">&#39;2010-01-01&#39;</span><span style=" color: #0054AA;">,</span><span style=" color: #B92020;">&#39;2023-01-01&#39;</span><span style=" color: #0054AA;">,</span>periods<span class="s6">=</span>periods<span class="s6">+</span><span style=" color: #008700;">1</span><span style=" color: #0054AA;">) </span>target_cpi_series <span class="s6">= </span>pd<span class="s6">.</span>Series<span style=" color: #0054AA;">(</span>data <span class="s6">=</span>target_cpis<span style=" color: #0054AA;">, </span>index<span class="s6">= </span>dates<span style=" color: #0054AA;">)</span></p><p style="text-indent: 0pt;text-align: left;"/><p class="s5" style="padding-top: 5pt;padding-left: 9pt;text-indent: 0pt;text-align: left;">In [158…</p><p style="text-indent: 0pt;text-align: left;"><br/></p><p class="s7" style="padding-top: 4pt;padding-left: 3pt;text-indent: 0pt;line-height: 112%;text-align: left;"><span style=" color: #202020;">fig </span><span class="s6">= </span><span style=" color: #202020;">plt</span><span class="s6">.</span><span style=" color: #202020;">figure</span>(<span style=" color: #202020;">dpi</span><span class="s6">=</span><span style=" color: #008700;">200</span>) <span style=" color: #202020;">cpi_items_df</span>[<span style=" color: #B92020;">&#39;value&#39;</span>]<span class="s6">.</span><span style=" color: #202020;">loc</span>[<span style=" color: #B92020;">&#39;2010&#39;</span>:<span style=" color: #B92020;">&#39;2023&#39;</span>]<span class="s6">.</span><span style=" color: #202020;">plot</span>(<span style=" color: #202020;">figsize</span><span class="s6">=</span>(<span style=" color: #008700;">10</span>,<span style=" color: #008700;">4</span>)) <span style=" color: #202020;">target_cpi_series</span><span class="s6">.</span><span style=" color: #202020;">plot</span>(<span style=" color: #202020;">ls</span><span class="s6">=</span><span style=" color: #B92020;">&#39;--&#39;</span>)</p><p class="s4" style="padding-left: 3pt;text-indent: 0pt;line-height: 112%;text-align: left;">plt<span class="s6">.</span>xlabel<span style=" color: #0054AA;">(</span><span style=" color: #B92020;">&#39;Date&#39;</span><span style=" color: #0054AA;">) </span>plt<span class="s6">.</span>ylabel<span style=" color: #0054AA;">(</span><span style=" color: #B92020;">&#39;CPI Value&#39;</span><span style=" color: #0054AA;">);</span></p><p style="text-indent: 0pt;text-align: left;"/><p class="s5" style="padding-top: 3pt;padding-left: 9pt;text-indent: 0pt;text-align: left;">In [159…</p><p style="text-indent: 0pt;text-align: left;"><br/></p><p style="padding-left: 57pt;text-indent: 0pt;text-align: left;"><span><table border="0" cellspacing="0" cellpadding="0"><tr><td><img width="698" height="76" src="data:image/png;base64,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"/></td></tr><tr><td><img 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"/></td></tr><tr><td><img 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"/></td></tr></table></span></p><p style="text-indent: 0pt;text-align: left;"><br/></p><p style="padding-top: 5pt;padding-left: 60pt;text-indent: 0pt;line-height: 118%;text-align: left;">Looks like the Fed was actually doing a pretty good job at keeping things steady and the pandemic, stimulus, and supply chain really put strain on the inflation rate. How bad is this compared to the 1970s? Let&#39;s compare...</p><p style="text-indent: 0pt;text-align: left;"><br/></p><h3 style="padding-left: 60pt;text-indent: 0pt;text-align: left;">Inflation in the 1970s</h3><p style="text-indent: 0pt;text-align: left;"><br/></p><p class="s2" style="padding-top: 4pt;padding-left: 3pt;text-indent: 0pt;text-align: left;"># Starting value</p><p class="s7" style="padding-top: 1pt;padding-left: 3pt;text-indent: 0pt;text-align: left;"><span style=" color: #202020;">cpi_items_df</span>[<span style=" color: #B92020;">&#39;value&#39;</span>]<span class="s6">.</span><span style=" color: #202020;">loc</span>[<span style=" color: #B92020;">&#39;1969&#39;</span>:<span style=" color: #B92020;">&#39;1980&#39;</span>]<span class="s6">.</span><span style=" color: #202020;">iloc</span>[<span style=" color: #008700;">0</span>]</p><p style="text-indent: 0pt;text-align: left;"/><p class="s5" style="padding-top: 3pt;padding-left: 9pt;text-indent: 0pt;text-align: left;">In [160…</p><p style="text-indent: 0pt;text-align: left;"><br/></p><p style="text-indent: 0pt;text-align: left;"><br/></p><p class="s7" style="padding-top: 4pt;padding-left: 3pt;text-indent: 0pt;text-align: left;"><span style=" color: #202020;">start </span><span class="s6">= </span><span style=" color: #202020;">cpi_items_df</span>[<span style=" color: #B92020;">&#39;value&#39;</span>]<span class="s6">.</span><span style=" color: #202020;">loc</span>[<span style=" color: #B92020;">&#39;1969&#39;</span>:<span style=" color: #B92020;">&#39;1980&#39;</span>]<span class="s6">.</span><span style=" color: #202020;">iloc</span>[<span style=" color: #008700;">0</span>]</p><p style="text-indent: 0pt;text-align: left;"><br/></p><p class="s7" style="padding-left: 3pt;text-indent: 0pt;text-align: left;"><span style=" color: #202020;">periods </span><span class="s6">= </span><span style=" color: #202020;">len</span>(<span style=" color: #202020;">cpi_items_df</span>[<span style=" color: #B92020;">&#39;value&#39;</span>]<span class="s6">.</span><span style=" color: #202020;">loc</span>[<span style=" color: #B92020;">&#39;1969&#39;</span>:<span style=" color: #B92020;">&#39;1980&#39;</span>])<span class="s6">//</span><span style=" color: #008700;">12</span></p><p style="text-indent: 0pt;text-align: left;"/><p class="s5" style="padding-left: 9pt;text-indent: -4pt;line-height: 263%;text-align: left;">Out[160]: In [161…</p><p class="s8" style="padding-top: 5pt;padding-left: 5pt;text-indent: 0pt;text-align: left;">35.6</p><p style="text-indent: 0pt;text-align: left;"><br/></p><p style="text-indent: 0pt;text-align: left;"><br/></p><p class="s4" style="padding-top: 4pt;padding-left: 3pt;text-indent: 0pt;text-align: left;"><span class="s3">def </span>get_target_cpi<span style=" color: #0054AA;">(</span>previous_cpi<span style=" color: #0054AA;">):</span></p><p class="s6" style="padding-top: 1pt;padding-left: 27pt;text-indent: 0pt;text-align: left;"><span style=" color: #008000;">return </span><span class="s4">previous_cpi </span>+ <span class="s11">0.02</span>*<span class="s7">(</span><span class="s4">previous_cpi</span><span class="s7">)</span></p><p style="text-indent: 0pt;text-align: left;"/><p class="s5" style="padding-left: 9pt;text-indent: 0pt;text-align: left;">In [162…</p><p style="text-indent: 0pt;text-align: left;"><br/></p><p class="s4" style="padding-top: 4pt;padding-left: 3pt;text-indent: 0pt;text-align: left;">target_cpis <span class="s6">= </span><span style=" color: #0054AA;">[</span>start<span style=" color: #0054AA;">]</span></p><p class="s4" style="padding-top: 1pt;padding-left: 27pt;text-indent: -23pt;line-height: 112%;text-align: left;"><span class="s3">for </span>year <span class="s6">in </span>range<span style=" color: #0054AA;">(</span><span style=" color: #008700;">0</span><span style=" color: #0054AA;">,</span>periods<span style=" color: #0054AA;">): </span>target_cpis<span class="s6">.</span>append<span style=" color: #0054AA;">(</span>get_target_cpi<span style=" color: #0054AA;">(</span>target_cpis<span style=" color: #0054AA;">[</span>year<span style=" color: #0054AA;">]))</span></p><p style="text-indent: 0pt;text-align: left;"/><p class="s5" style="padding-top: 3pt;padding-left: 9pt;text-indent: 0pt;text-align: left;">In [163…</p><p style="text-indent: 0pt;text-align: left;"><br/></p><p class="s4" style="padding-top: 4pt;padding-left: 3pt;text-indent: 0pt;text-align: left;">target_cpis</p><p style="text-indent: 0pt;text-align: left;"/><p class="s5" style="padding-top: 3pt;padding-left: 5pt;text-indent: 4pt;line-height: 227%;text-align: left;">In [164… Out[164]:</p><p style="text-indent: 0pt;text-align: left;"><br/></p><p class="s8" style="padding-left: 5pt;text-indent: 0pt;text-align: left;">[35.6,</p><p class="s8" style="padding-top: 1pt;padding-left: 11pt;text-indent: 0pt;text-align: left;">36.312000000000005,</p><p class="s8" style="padding-top: 1pt;padding-left: 11pt;text-indent: 0pt;text-align: left;">37.03824,</p><p class="s8" style="padding-top: 1pt;padding-left: 11pt;text-indent: 0pt;text-align: left;">37.7790048,</p><p class="s8" style="padding-top: 1pt;padding-left: 11pt;text-indent: 0pt;text-align: left;">38.534584896000005,</p><p class="s8" style="padding-top: 1pt;padding-left: 11pt;text-indent: 0pt;text-align: left;">39.305276593920006,</p><p class="s8" style="padding-top: 1pt;padding-left: 11pt;text-indent: 0pt;text-align: left;">40.091382125798404,</p><p class="s8" style="padding-top: 1pt;padding-left: 11pt;text-indent: 0pt;text-align: left;">40.89320976831437,</p><p class="s8" style="padding-left: 67pt;text-indent: 0pt;text-align: left;">41.71107396368066,</p><p class="s8" style="padding-top: 1pt;padding-left: 67pt;text-indent: 0pt;text-align: left;">42.54529544295428,</p><p class="s8" style="padding-top: 1pt;padding-left: 67pt;text-indent: 0pt;text-align: left;">43.39620135181336,</p><p class="s8" style="padding-top: 1pt;padding-left: 67pt;text-indent: 0pt;text-align: left;">44.26412537884963,</p><p class="s4" style="padding-top: 4pt;padding-left: 3pt;text-indent: 0pt;text-align: left;">len<span style=" color: #0054AA;">(</span>target_cpis<span style=" color: #0054AA;">)</span></p><p style="text-indent: 0pt;text-align: left;"/><p class="s8" style="padding-top: 1pt;padding-left: 67pt;text-indent: 0pt;text-align: left;">45.14940788642662]</p><p style="text-indent: 0pt;text-align: left;"><br/></p><p class="s5" style="padding-top: 3pt;padding-left: 5pt;text-indent: 4pt;line-height: 227%;text-align: left;">In [165… Out[165]:</p><p style="text-indent: 0pt;text-align: left;"><br/></p><p class="s4" style="padding-top: 4pt;padding-left: 3pt;text-indent: 0pt;line-height: 112%;text-align: left;">dates <span class="s6">= </span>pd<span class="s6">.</span>date_range<span style=" color: #0054AA;">(</span><span style=" color: #B92020;">&#39;1969-01-01&#39;</span><span style=" color: #0054AA;">,</span><span style=" color: #B92020;">&#39;1980-01-01&#39;</span><span style=" color: #0054AA;">,</span>periods<span class="s6">=</span>periods<span class="s6">+</span><span style=" color: #008700;">1</span><span style=" color: #0054AA;">) </span>target_cpi_series <span class="s6">= </span>pd<span class="s6">.</span>Series<span style=" color: #0054AA;">(</span>data <span class="s6">=</span>target_cpis<span style=" color: #0054AA;">, </span>index<span class="s6">= </span>dates<span style=" color: #0054AA;">)</span></p><p style="text-indent: 0pt;text-align: left;"/><p class="s5" style="padding-left: 9pt;text-indent: 0pt;text-align: left;">In [168…</p><p style="text-indent: 0pt;text-align: left;"><br/></p><p class="s8" style="padding-left: 6pt;text-indent: 0pt;text-align: left;">13</p><p style="text-indent: 0pt;text-align: left;"><br/></p><p style="padding-top: 6pt;padding-left: 5pt;text-indent: 0pt;text-align: left;">Creating a pandas series for the target CPIs starting in 2010:</p><p style="text-indent: 0pt;text-align: left;"><br/></p><p class="s7" style="padding-top: 4pt;padding-left: 3pt;text-indent: 0pt;line-height: 112%;text-align: left;"><span style=" color: #202020;">fig </span><span class="s6">= </span><span style=" color: #202020;">plt</span><span class="s6">.</span><span style=" color: #202020;">figure</span>(<span style=" color: #202020;">dpi</span><span class="s6">=</span><span style=" color: #008700;">200</span>) <span style=" color: #202020;">cpi_items_df</span>[<span style=" color: #B92020;">&#39;value&#39;</span>]<span class="s6">.</span><span style=" color: #202020;">loc</span>[<span style=" color: #B92020;">&#39;1969&#39;</span>:<span style=" color: #B92020;">&#39;1980&#39;</span>]<span class="s6">.</span><span style=" color: #202020;">plot</span>(<span style=" color: #202020;">figsize</span><span class="s6">=</span>(<span style=" color: #008700;">10</span>,<span style=" color: #008700;">4</span>)) <span style=" color: #202020;">target_cpi_series</span><span class="s6">.</span><span style=" color: #202020;">plot</span>(<span style=" color: #202020;">ls</span><span class="s6">=</span><span style=" color: #B92020;">&#39;--&#39;</span>)</p><p class="s4" style="padding-left: 3pt;text-indent: 0pt;line-height: 112%;text-align: left;">plt<span class="s6">.</span>xlabel<span style=" color: #0054AA;">(</span><span style=" color: #B92020;">&#39;Date&#39;</span><span style=" color: #0054AA;">) </span>plt<span class="s6">.</span>ylabel<span style=" color: #0054AA;">(</span><span style=" color: #B92020;">&#39;CPI Value&#39;</span><span style=" color: #0054AA;">);</span></p><p style="text-indent: 0pt;text-align: left;"/><p class="s5" style="padding-top: 3pt;padding-left: 9pt;text-indent: 0pt;text-align: left;">In [169…</p><p style="text-indent: 0pt;text-align: left;"><br/></p><p style="padding-left: 57pt;text-indent: 0pt;text-align: left;"><span><table border="0" cellspacing="0" cellpadding="0"><tr><td><img width="690" height="75" src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAArIAAABLCAYAAACMe2R4AAAABmJLR0QA/wD/AP+gvaeTAAAACXBIWXMAAA7EAAAOxAGVKw4bAAAgAElEQVR4nO19fdCnZXXe+e0uLAiIyKJSlRoVzVg1SQURPwYTddKZpsaYdDJWjBqtUaOx1VZNnGk7EzMx9iOJplINiSYSaayYaGMbDPhRDCoWP/AjIlK/RWGkFJEAC/v0j30fcrj2uq5z7ud92fhufmfG+f2e+z73Odc55zrnft6X3TViLWtZy1rWspa1rGUta1nLWtaylrWsZS1rWcta1rKWtaxlLWtZy1rWspa1rGUta1nLWtaylrWsZS1rWcta1rKWtaxlLWtZy1rWspa1rGUta1nLWtaylrWsZS1rWcta1rKWtaxlLWv5OyOrv20Am5B3R8Q9/7ZBrGUta1nLWtaylrWs5U6TL0bE09XmroMIZKvlwZdddtnJxx13HL6MTzH+gj5tfLJzbq/jd4LnFaytQG/ez5/oYxLnKiyjuFfw3WFkMTH7Kp94ntlnOWF2mU51XuFVPtgznu/UYQlfl0o39k6uHS+rHHRz1KmZ65VZqrNdHGh7pM5dfx3czNas35kt1X5VLzw7MoNVDpZyTslW9LvD293fSlnav90ZvFm7DKPS6fgfwdmZPZudJ0tqO8qfaGDuvAcs6cv5PLOLuJTNrejLO8Ry1VVXxSMf+ch9xua2fpGdTjzxxNWePXtwfTVN07RarUZI53QP2JumaYqIWK1W2dcq7yf/zDazGfOZje8H6In1lv2Me8budOOO8URETHO8sUE0wKJ8BpSi9Ic+Yf/2nOc6zPum9lW8CoesZa4ZrKkYDrBJ8sN0RvmsxNog/FK9pJ6Z/u0xRNyxVvnMvCdqSnOEvguM7qzCnnFL2wwf2lJ5IfvdOlNuME6CzVwPNrtYrnPPoX0W4wG5FPGx7635YPRa9gby7eagzMVWSLOXGFb1SXGq+WLq6fqyUyfrH2uj+lLk3nG5826AMapcW8HcGRtsBmU77s53fT/cl8n3CKe3pC/znc7u1LjjC/UBsqNw+v0uBwSHLwCz5H38jnqog3qrDaGAUkGULbQXEfkl1hYM7TDczHcWJLLClPVzTPOa811hRl+uRgwT5g1xVfFVOi7O7JvhZucRc4UB+bAkfypvuIbnsx7GqHwwLJgH1pezD2ffYVfxMHtVHEzXXWAq5+oc02cYWU6VLcyp4pbKA8PNfLuZxvCpvnSxuZxgflRs7szSePJZN/dRt4MPfTCMbL2aPS4m3Lsz+lL5YzHjfaTyUdVB1Q59ObwsPnWnuPM4vxnflE1XA5cTPM/wKVyYm05Nq1qxnCqsMy7Vl5Vs59/IRpCfMNT3zn5OZsSBpFTDw9nIugoPiwF9u3MKp4sfyaNywnw6XfSt8qEkx1RhwTgULlVPp694hX5Z3bqxK79Ox+WA8SDrM77mOLC2apCoGikeV33IMOeh5/LY4RUOaVdXXHc5c/i7+hgj5hb9Y72Y33yOXQoj9UC/I/zE2BVXWC+p/nJ5ULlQ2DrcmfXcPZOfqxizDqs1y4nqM1Zzx8MsVX5ZDlhcLB7nV9ms/Kg+UZjQHqtX1cfd2cWwoh1mO8el7KJ9hdfVvhOD41KFo7LPcHV52pXt/htZ+lNr/j4L7qMNbIq8hz7Z5cZ0GKGV7Uz2rn3WGNm2unRYHjCHLE42TBAL02d5QUwuFlU3Vm8V8/xd1dn5wXgzzirviov43eVP1Wv+zIPHxZf3Wa0d91StM2/YOtpQMeEei6OTS5Q5bpYfFmP2rXJR5aeT14wNMWXd6iz6Rr3KPsPv9Co7aIvxLeeE5aeyO8fu9Cp+IUfYGYVF1Rp1MkbVdw57tpN1VG907jBmT8WuYmI+Olxx+XW2Zr+sL7u2sn91J2Puu3nCtU69Ru5Lt890FccU9pzXPCtH/TvfuMewzt9z32x8ln63+29k7yD4UhThh18mVf6ei5mLynRnO2pYMOKyhsrn3GWbRTVFh3Cu2VSsmD8cCB3cODwyZsxzXs/7zq+rg8KHecc4ma6zp/AwfnZyoGrDcoD1Uvgcrxl2tdblqrOHw4v1mMLY8ZHXHScUv0fzUuVXcVTtZXuOO1XMbE6p2FlMLA7GNxU/s8X2MX6MnfWrir3CoITlvuOX2Zi/V3lwcVSzjD2PzGR2ruqFCgOb2Symau516tutc+eecXq4V+VYzQHG53yGYVM2VczOd5UfN2/cPKn41q1Xh7dZtv1vZCP4SxYbHKibC4VF6zRR9jOCE31NG4LfnV+0w/Ycji5+1zBqqDFM1UWrfGBdmX7OXf7MZ1U+2ADLZzFGFRPDpGqZ11WsXU4wGxgrO694zWpS8Ql94bkqT7kfGb6R2F2u2KBV9dERHujbcV/VpoqP5cPNBaxR1Y8Kk6p1pwZYe9e32G/KLquZmhtsH/sM+13hYblHfrn4mI3RvDpb7Ls7w/ZcX2bMyI8l2Nk8VPlwczOfq/znGB23s838WfFLxZDxqt5Q9jJW/N7xmX2pflf5Rb8u/q3uS4Wty7FD4kV2FhxWbI/tq8JmcUPL2Z7J4YYfklYRwmFkxcccKPLm/U4u3FnlC2uDpK2wspzks7Pd/Mkw5u+q0dl3p5cxoN/Kh+KFG2ZdHuQ4VX6Zra59ZrOTU9c7LodV3yr/Ci/LC/arihM/Vc5cTyj7uKZ6RNnt+FyCc95zPYJ5yznCvuxwf95Xfe/wsn3Vl93+wr50PMmiatStaYXL2ejwrsJezTbH18yZ7sxVet18o9+MqyuV/cqumntuXizxw2wyvuW6YG9MIIgfzzmfVd6qGd3lZZZD5kW2IoZqgGqw5mKxIY2EUMMV9RkWhok9uwHt8qGaGgm+pPmxOVijMJzzOecn7yM+jA1tqYbO9cifqFvF7J6VDTbYFT86MWY/8x57ZnxRvYC2qyHl6sx8M31VW8SMZ1R/ZN+IoRKWF8xp9qdwdzjh+MrirnzkZxUH+kTeoD/Vo6jDapTP44xgc4LxjcXU4aSqjcsl44+Kv6o7cibvO16yHhyJQ2HD3sN6KyxVbzq/btaM5FTtdTk7mj9mt8LbqQfOLVUPZbN6ZrVCnwoT43/GVvWligHxup6tzjPZ7i+yraKzoeDIoBrRncc9NYhccyhMOBQRF8NTDR2HBQnLmq7KByM82nBkVjVgzcQwod/ZJms8fMbY0ccEktfc8FS5Y3supy4/nVwpHIoTmAeG2Q2/nFsWM+bS+cFYWH5Q8oDunsG8oF+Mh3FBxea4XfWtyqHSVf5zTavP7AfjdvxG34qjuTbYo6ibRdUg76tcMZssz4gFddmzOs94m2Ov8sfyXPU1O4P4cM/lLftR/hxeXGczp4oF9VT/dDmifGHtXFxYbxUD5o5xgdnMsSkdly+HQcWEvlVf5nhxzqqcuxzguU5M2/0ve9mfOOfnER1sBkYeNZA6PpVtRlS1juRl8bAGZ/4VJoafrbM9pusaEZsk42JxMJvKP9PpNmcVY8UVV1d1xuFw+cPnKi9KX/Fc7bNBquq3Fbmu8uk4rrjAMLj9Lj6l7/pRxYH7KqfqvOqV7pkZr7p0MoeW+OoI2u9+Op64eNFvlwssVmZH1d7lpzPzmN6cj/yd4WH1VThdzivcne9ORmrhcDHp5tjxXfnCnDpcm+2nagYwfYfDSeYOmxuOI7gHscdFV1xTvsxu+9/I4nCNOHDoqoJi8tDo/F05ZWfRdz6DttG+0mG6uK7iUNgxhgoX2+/oMN/OB+Jl+WT5zzr5ex4G2UanTix3+SzL+RJhPlWuqjVcx7ygDuqpPDo/7LvKzbyHvHM483quJ9qe7bJ1hoPZr3LF7LB45++dywXzPJ9TexV+VqfRHFTxZz3sJdcXqJPPsu8Os7uk2TPDk4XVheVpdA85i58sPofDrY/EyPDjTFXY0L97Kcp9qWIeiZvF1TnPalSdZzGz82inEyfLm8LEfDvM2fas53pK5Rhz13lf2mxfzvv7pin+w3svj1e847LyRXrb/0Z2zgkmRL3xKx211r0YZ8mkwTOOuIh3yXe1X+F28eC+awpnh5G5wpt10RY2azd2PKNiUDYQO34iXlZ3plPFoHSULRWDs4fDr+oFpuvwVPhY71TcZFJdENlux9dWxJbXFW8r3SX4OzOnOof94vBUPkdiqHBXdt0axtLpo24dKkyM9yzX6lzFww7+jp+l/Fb77KVFxdbx5ex2+iL7w+8dDjlfrsbqHUHZVb3V6bkuVzYzZ9x5ZqvCEhGx97Z98YyzPxof/tK10/FH71593RmO7f8bWSuZ4HOy5+9ZJ+/hTxfuM9vNtjuEV2vZFvpaKrmB0L7y4UjZxbQZG6w5MO/Kvsvf6FBU5xV+zLXTyT6c3yoe50tJp+ZL6uwGnrPnBiGLT/GC7XXjQH7h+dF4KttLuDIq7hLHZ4Zxs3hG+6eyw853Z4Hzy/jEdLt9Oa8pf51cL5WtmAWdMxhfZSfXCePP9cX8u76c54abByxW94LW6UtmU63jbGN8XcoVNZuUvpKc9xHJNRjxb2KNq6+/KU77tQvjI1+6Ns540J7VO1/46BLHdn+RtcMAmwaf5wJ0iDLvYdFUEdkAdUTNGKuXk6VDe2RgqsGsmrBrj+WP6WBtqoGpBiOzndcVRzqisM922LBk53LNGS78nrnBzk9JEFM1eBSGkTxUuVY2ET/DzvRHhvBILLPtJXzHM8oGqwXLQ0dYHZAL7Eyea6x2zhbDmu2M9KKLyc1YFxuuVdhQF+24vmS6jPOq5iq3HWEY1b6Ls+Ic6w+nM8rhbNPNi1USpcOwqLwzrN17thNH1QMYh+JK1XsVXsev7rxH3G5+ubOY62mapnd98ptx+mveF9+58ZbpXz7p5PiDZz8yDttZv6Zu+z9aEOFfJvMljw3CGuYOxlcHvrhWtrLejME9s7NMh8VVrbHz1Vr27YieCYzrXSy4ruwpPdVMrPlVnRRHsv0qHrTf4aOKhemznM3Dy+WPYUWM2Ybzh2vMHuoqXrEzrh8UL9wZpYOD3O134q2kyqnjt+IY9qiruzrnsDEd1VMdzrFzmD818yp8TlS9Wc0dl1DUXFT22F7Vd26GqVgd3s5+N6fKn+NyhXdpbKhX1cadcTHNgvVTdVQ96mx18lf1bnVXVX2psFV5YXuu9pirm/buWz397I+sPv7V6+LIw3ZO5/7zU1en3u/urT+iFLH9X2RvF1aIvN9p5O6gQx+OUIxU1SVYkbVaqwZXx7fyw6S61EZw5tyoPFSDtxuDusCYfTak5jOZI52XA4VhZGghFuWzc0kr3is77qWjupTzWdULLicuhry3hBvdy6Hz4sF8VC8vXcEYGPdYLTp9mWuSOeF6Y16vfKAftde9+FG36hOl18WsbFZzpIq/wwOl7/rS1SrjxppXWDrSmYejtjq6OZausPxV/Vz1+ginnG737sNauv5xeHLduufxjOtR5u+DX7hm9by3Xhq33LpvevQDjl/9/rNOXe3etWOIi4fEHy1QpMrJmmV+vt0AGf55jzl1zbLkPGJTJEJhPph/5kud7wiLn+F2sTgdN1xVflUeqjqxfeYPY1aNWeHq+OyIym2Fm/lVwyl/x8HLhiuexfopPYxH9YfjOp5D/Q7nVa5UbbI9vAyrvnIzQJ2v4u/47+53Ljy27sTFW3Ew61QvAZ3Yqt6p6uek05fVPntRYbquLyuZ8zDbUbVlvGQ9qbjluF1xPuOs9LK+w61s4L2jYsFzlQ7OvBF+YCwKn3tprHo6683282cXY+ZQ59y+aYpfOvcT8aw3f2y6bd8UbzzzEas/eu5p0xGH7YzB63Db/0aWNt4BSqYo7mJlRc1Nz/QZidxFiGfUecSJhGG4Ri8jJdkfG3oqv4rMqD83d8aP310czJdqKFUnjJNhRR5U8Tv/eR+HlMo11g2fGS/UOeXX1RGxZVuVLotD1ZXlkOHr5J1dAMpv1Q+dGrNaZd+VHafHuMl8uhjxLOO4OqN85f0qRsTn+Kb4XtlkvMDcMvxK331ntpbGrXwpe4rjDJeauxWfnWSsrC+ZHuJ0WFjvMHxqdrm+ZDGqfCjsipfOdqcvq/oznnZqW/WRyw3bd/2kzs24vnvT3vip/3xxfPGaG1Y/eK9jprf/wulxzBG71Fwp+bjdX2Qjotd4iuBMz10SVaOw54qMTDoDTK1VxO9icGfUy4nCrvQ7jar2lkin4fCZ4RnBXPkfqc8SLik9F5fDWb2kdOIYwaZwVS9zFQ538TmMLkfVmZG1jl0UVxvcUy89I/7UfsXzrt2uzmZ9deuj7Iz25WawKP3OnTHalxWerehLhWWUm0t4UtmpcOFLdmWbibtLR+pf8XU0P5udCerYF7/93XjKGy6OG26+NZ5+2knxq0956GqHMNX1sd3/aEFE9H6zqHSmDYnoFxxt5WfmJxMeP51tF5fDUMmIbj6jfgKrfmJma2hvKSb87vLb8bfZPHaG22jt3E++jL9L/XRFXeTd83cmjqXnu5hyvll+Vc43M6Oc7mb7ktllcWxWVO8t9XUwzlT94/rS+XN2RmdHluplydnt6nQEZ+Bm7G4mH1nnzpqFzmdXd+SF+M7sy63wVdiL8z/7rfjx37oobrzl1njNUx8Wr37KQ2MVsemYDrnfyE6T/m1gdVbJfF7Z6V6o+XyFUQ1GhkM9q/XKN4tTvSTN9lyOlVTxdoXl1dVps3xwuhVXmL5ar7iifKg6L81xh1+d3CKOzKEluDKezdpxmJbme7YzygmHD59dL7OaOF45e0uwd/ixVfmo/M9nNluDKn/ZL8slO5ftjtpkOgq7j26shyudjq2qnxC3updUXqv7rnPvVbKZfI/qqz6udN2ey9/SPiH+4uZb98ULzrk03n/51XHkYbum81746NVDTrzr7a4262Pb/0Z2LoK6gLD4eA5tMZn32VBGW47YiA333XmGN59l+51hxM4rezleNVRdXvOzywWu5fP5+2YvJrSrdNwz7uGAYJxzwxjX3HnFa7SnYnSxsNgyNoxDxcb8Z112yeTvrA8ZHtb3o3Eu4ZLjz4yjk5M5jgq3W1O+8lq37xjXWC0c3goLq2tlc2ld0X/HjnsBcr5dX3bOsH7p3AvdeY/PnbqxWJAPLKedO0/Fke12a618oV+WU3XvZQwMi8pBB0uFHTmg8rqEa/l5M32Z9ckMi0u/8n/jlFf/Rbz/8mviYfc+Ni551RMivcQeECfzUcm2/40sDlpcm/VUcfO6ulSZHXfO6ToszsaSC5YRlj27ps6fGG/OjxoO6LfyVWHDRnExVHlgnFE41DPbUzWr8jDCLedHnRvlXBdHPjfr4lnVA66+lU/Htw5HVK2V36p+FQ5li51RPeV6JcvIjMn6qmZVrhWXK38KQ6eHqrpiPRWfq7qOzuBOX3a46/Az7AoL2lY1zj468zivsfhV7Eyc/giPurVS+6Prea8bt8ox08ccdOwjnk4fd/BmW6p/8vPe2/bFK8+7LM77+Ddi145VvOapD5t+9tT7HlCbTl9Wsu1fZGdRzdQdsuwSrhKuLktcQ/uoywpWXeaKnHgO42J4c8z5k/nNZyo9hlU9u3MqF7jfuTxz/Myva3jUZ3ljtis7zq6Lg2FVNezaU0OFnVEDrBMr+sL+YNjVYFa5cFx2NajmBuOlwqhsKHwYF/Ot8ujqy/bQF8M2Er/y2+1Lh8fFgpgRW9ZTdXZ86+RSxYF96fTzGtsfqQ3qTRvC/GDuEFMn1gpnpy9Z3VxO2RnGS1Vntq/wOTwsN6ymmB/UUblieF0dWPyID+NSONi5qi/2TVP8+ae/FS8/77Lphpv3ru5/wtHTHz/v9NUJx+yef4tPf2BncbL8MjlkXmRnUWRh5HfNyojlyIv+mZ1q3RHM+UBSKB8sbpYfFwvTQUK6/HZsMl2HmRHf1Z3lhonKFcOIvrv1qwaJ8unicDXtYJ/tsuccnxtoCoOqf4VVxaXOqbpnjNUZ5bfTM6yGLBesX7Ke4zP6RBvVTFCXoKqvqqXjIGJha2hHcQtF4XMxVjjZHuLp8KfKiRLHW+WnE0+FhWFzNcjYWNyde29JXh2XXNxV/dWZbg9010Zj3Iy/DgdZfzjfVV9eefUN8ey3XDJ99dq/Xu3etWP1b3/iH8SzHnO/1Wq1sndbgbPsm0PmRVYllyWPXRqdpLoGUkXK/lyT5z2FX60538x2Jm/nwlB5YYTvNITCqC6gKn70m/VwbSSXTpflkNWv8uEuWsU7NbSdX3aG5djVFO0w6XJJ2VbcRf/qHK65eDr+1BoTx8tOHMyWq18Xi+N0zpGzpb4zjJ38MR5VnHO87Nhhcam8uH3HlVG/VW937SzZr6TiD+vBrOf8s5nJdLtrTqr5u7THumdyLqp8KFtq7rF9VqvuXGP9jbFERFx9/U3x4nM/Me3bcBsRq723TfHJr103rSJWT/2H945f/cmHTkft3kVjQn4ornTrcMi8yFaJ2GxTz7ZGk48XqsKEA4DZcrgYHjZcHFaFnTVPlYORIV9d8m7QuXp0hwaud7iS61QNqq6tbr6QI84uflfcqgYtw8oGE8Ob7SMGtoffq3qwOBnn0V7HdndudGui8qxqnOOo8qHyu6QP0RfyZn5mPYc8WNITLBed2avi6MSP50f7ciSe/J3dAxlL15eafyN3H8sd1rTTlwoLixN5yzjE7Ct7lbAZoGywOFW93L2S95mew9+diS4WxoWK12r/sq9fFz991sWx97ZptYo7/tNZ9z/hqNU5zzktTjz2iNZ86cTfkUPmRVYRKBeFFXn0IqsS7orlBg1i7AyfkQueYct6VZwsd85+ZwB1id2JcbSO+Xweaugv41WDg+1VwxG/jwy2an/JxVX1R3cAZl4pvIz3zG6Vu1FhfkbzvkQ6uVNn2FlWn3x2dG5g3bJvPJsxuJ7qxMgwLbHJeOReKpQt7AXs6yU2lZ6bK4jF2Rp5MelIxqfygPaW5sXxsIN5s7062pdVTXK+nO2qpg6D60t1n47EyWqbt9/z6aviRW/7ROxcreJtzz0tHv3APe0faFxfqjPzktOPOAT++a0I/hueCH5hjpIfbeAeXgDsrNJnWDNO9VKgsDmsuM+GkzrHXnZUvNOGOMzZrxuUVRyVZCxq0Dp7naGKWDv+FEalMypuGKmhynCzoTzqm0n2VfHF2RzNndvv9GVlR+U9x6n8qOcqR2xf6bs5gf2NfYl7LN5qZlWzo2MD9TN2ZU+dU1gYDtUDbr2LmeWlOwMrvSXzpNv3KsfIneq8w+z6shubw5djdedH6px9LulL5Z/pZpvIL3Z+VFIdV2/4wJXTi972iTjysJ1x4cvOiNMfcPwBvjCubl8ynRHM2/5F1iUL9fJ3VvzqwnDr2LxuUCN2R0Aetcc2MkA6w4QNAme7YxNtdy4TJTiM3GCohrPC19HrDH7Gi3ndDXCGBeNloga1w4H+VB26a1UcigM5Jyw3Fe8xp53hyZ5VL3dymr+z+eDmylLs3TUWB5tTFQY8n2vGbC/ljdKvzlb7qncZXjdj8t7o7EKfbI+ddThQV9lQ9jv1Zj1QzUzkRbaD90fV4wqXW1dz2NlQ9jr4qj4e6SuWn848Qn6MzPNpmuJX/uTT8e/PvzyOP+rwuOgVPxr323NUFGUu785uX0bUf9lru7/Ilpd0biw1cPPaSPLdkFa43LDDITkijpjV0EfMmDPV9FXTjmB3F7o6g2fzp2rWnHN12eR9tq6eO5eXqvm818kt4utwtnshsJgVHzoD2O27us97eYB3/bK+rCSfVdxh+KpYlB08y2Ib7TPHa+YLa7sEO8OnLl0nI/VlZ5VdF5+ygfVnfVnxdonf+TzuqVpjfl3+RuZrN5/VXGEcVBgVx7MNVhe0MToDEO9IX1aC/Vj1sfqesbG9jKuK2/Ulnp+mabpp777VP37dh+LcS74WDzjhqNVFr/jR2HP07ir0Upb2h5Lt/iIbEQcSmBW8c0G44c98scZRhMf9/JkvlPypCKuwufxUdubvM8kz3opMbmAhDrWubDl7rvE7F42KR/lwg0LZq/x0bKCuGrbKhhrwXe50LhkWDzuDOi6/877rV+w31kedeLsXK8Oc9zs5VbNAYZ1AqngwdswJ03d5Z/F3LlVlu3s5oV+HTYmbA+4Mw9/tF/ThbDCbLF9Yd1cbp8fExedwVxgwF6sk3Vy6vmT5RT3WN84f+3RnVd4Rq7Iz50KdH+VLldvqvsn7X/nOjatTfu2C+NxV18dPPPzEuOClZ8RdDv+bv1aFsXfz7HB2z6Ns9xdZ+3LKGmn+ntcV8dQQYD4U6dE+NpYbCJ11dcl3BO1hU7kBlyWTMg+rEQyzX5ZHrGPVgLNeHpqdGqMO1oY9u5g6uBk/WG5UTjDXatCzfTf0qh5xQ1r1Ass9Xjid+rg9jKmKEXOUOYN+VK8rbqk1FgvTZT01Y3N1zzr4jDlGO6zumNuRmEbzwmypeHL+Wd8om7jv+pLxQdlR3M05Ruxok/lD6fYEi4mtsZ6u+r2jm/lT9SXmlOXY9SWLG3G5OisczJ7CwOZAB2PubXYOz2QOqdziGSamj+MvPveteOJ/+mDcePOt8es/9dDp9U/7kVitVmVfYp62ui+VHDL/aoESRgj1vbIx4m/0WRFXDZpqYLHGybaUDdc4qhkrPEpP5QJx5j3TfPaPJ3QG/tLaOXyj/HM2R3jY1e/UczSmEf+VjyX2OrYqe5WvzKnN9uUIZtzrzocuD7txb4YDqlfRlvKT912syv4Sro3mqrvXxTQaE665+TiCf9RGVUP8XuW2w8/qu/PDcFQv9cwH5rvD+U6MIxxeItM0xVkfuDJee/7lccRhO+K8Fzw6Hn6fY283v5V9WdV8JKaD+RvZPRHx2xFxTkQ8BfaOjYjfjIizIuLem3HifgLovuFXP0WM/KRQnal+GukWs4OzY0vhmc+OxO5+usV1N3Q6PyU7e+y5sp1/4mX2lYzyBX0stTNyvtMXVe1Qt9LrcKCzrvxu1SBn/kdyofAtmRkd35uJe4QP1fmR+PIscefypejsVPhG97vzhulvps4j50f94EsVW98KvxjDwepL1Wvqe2U7izwF3GIAABydSURBVIvBnRmpUaU7kselfNw3TdNL3/7JeO35n5/uedfd8Zev/LHph+57t4i44z9/1e3Lqr/U2pIeOlgvsnePiK9FxFUR8daIeF1EvH5j76iI+HpEfDkiLo6IKyLi722F05GXmVz0zksVft8sRiz+6JB2mDvnFR51ZmTgdoaoGkQME2vQ1YYoDOrZ5R9too7C63wz/92fylUe2TPjraut8uX4X8WQ9SsOILdGMFbSGeiIj+HqzBNXW3YBbPUF1rU/x5g/87qzidjmODv9gOddfI4HVV/N9l38HXwKj5shXT9451T5yPZcX1Z1UHlZkhNc69SUPSs8ri8x71UdlnJtqbC7I/tzc7CqRdWXczzdmPbeui9+5qyLV3/yiW/Gg+95zOqil/9YHH/Ubtl7I/O505esriNysF5knxoRX4qI10TE+RHx3Ig4c2Pv1yPiA7H/t7Vvjf2/mT17qwFgoyNhug2Y9Tr6+dzoJeZ0OoPMYaqGrstR94LJuWIDmA1yZo+RHu2oHLhhyOyPNCjjAZ5XOegOrCxu8I02v7o4FK7Kj7Ln9rPknHRimbEqHqhBWdlDXTcXWEzqwlJ9042VPau+6PCZcZjlr5qLGYfrK3XGcQQ5zvZwDe25+Jl9h9n1uVp33KlmcMe+4qzTVWsjPHfiZojKj6sn6/XuvHP2M87R+cmkmp2YaxUz4mVzuTOX2GeWWf97N98aT/rND8bHv3pdPPEh94j3vORxcfgu/Wro+lLpj/SlyqOTg/Ui++6IuFfs/+MFd4mIJ0fEn27sPS4izk26/yMiTiU2jo6IR6X/HckcMQKwJmAXiyIg2u0IuyA6NpZedK4pGCZnY/5eDevuBTOvd5uR4cbmq3y6WCvpDCJ3VukvvWzYebbG/KpYFC8VLqw5xonDaj7D7KlhNTIgcw+zXHRzjVxkvkcGqsI5YqvqE8VpVtuOH8Sa/VU9zmYo2mCieDGCl+05e92+rHqqwqKwufuE9Wy3DypcmBt1X8x7ym+FB/2M9DPaQO53OD/qY7Qvs+4sHf6q+TOCcySnmLN5HrD+vuXWffG4174vvvydG+PMR500vekZp8SuHTsOsDeKmcWg7OV85v0RvwfrL3tdHREv3/iMiPjfsf8FNmL/C+pXku63I+IwYmNP/M1vcSMijqmcVonA/epZNUA1IBzBq6HC9qoGGiVeJrbDw/B3/WR9lteRIZD1O4PEYe7Uiw0EhXsUT+VbifPtYtosbxhnlwweldMldpaed3lSHMt7IzwexdXpw63mHsoohu68GpVqBuDeiJ0KozqzlOvVHoup+7LmYujOTJbjbn+r/ZH5UOkuqftW3pcd/aV1GrGzFZinaZqe+eaPrq793t74F088OV7yhJOHzDo+j+B0OhvcL20crN/I/mxEvCoi7hb7X1LfEhGf2djbG/v/nOwsR0TEPmLjyxHxovS/qyMO/P/gVT8RqDX8CZAJDpL800MWt8985jN5j/20t0Rc7CwmdZZhrPx0/ed1lSNcU5jRVoVL6YzkQsXl+NTBojCwS82dmy+xCh/aYGfU94kI2lI5mabev5ussOZcdPnTsa3yO++xfI70K8u/s1VhZ/nr1lDpYV6V7rzmcqZiUVhU/UZqrHLCMLGaVngZ7pFzbh33Hb7K5lwblRtl9864f9h+J08dTBWPqzPMf1W3znmW1yr2Dg7EMHgm/ssHr4wPX3ltnPYDx8VLnnBy5DSpOEbzoWJztrJs1K7UO1gvss+IiHdGxPURcVtEvCkiTtrw//WIOCPp/nBEXNe0e4fByRq28bZ/B71OI+WfUpm9aqBXRHbn5xhdLEqyzype9XLA/Cu87ie2bD/n08XB/LI8qvpg7Mwmy03nxQXjQh6iD9ybMTMOZHv5pY/pspcPVQfUyfXNeFRP5f0cA4ud5dXlx61VXGExVz6VP9afWRzPRvxlWxV3mA/sIVzDfmM+q3iUDutf5Q95gFiUDxaPy5OKBc8grxReFhfiUjlQ8Sieq7qyfmR9ke1g3RyH8Tz7zvCqtSpmlu+uv4kI4xXawrxV/avwICfY9/l5XmO1UhxxXGJYmA7jw7z2sS9fO/3Gn1++2nP04fFHz33U7SouXuaDcazbl67ucP775jeyH479fy72sA2f/ywiboz9b9qviojnRMTujf1fiYh/1bQrf9KJ6JExDwolLuGKfFgsRjLWcKwRqhhxGLC1HC+LrcLJBoIj/BLJ+Jwdl5+sw/Zw6Kh9NhhZXRmmavi4OLsDqxoYqq6Mry4nVdwoarApv2hX1S3bRjsq5u6e09sMn1lfMh3mx3GH+cBLSPnt1I+dcfxx8S3JX9WXTtc9s9wovuN+tx5OF3WwL5hPFW+X6xi/2pv3VQzuxaTqS4wZ16qautgqXrL6s9nu/FRYmJ7rxxHp1qjLuYiIa757c5z5e5fErh2r+LMXPzZ27dxh7VX3JeJiuq7uaN/dAUoO1ovsr0fE52L/Hwf4bkT8m9j/F7amiPhYRLw59v/TXNdExEdi/29vO3JAEjvkzqIuF3fpoB57iWmBB3xuyDgbjmBKFE4W0wokryMZR+JfKjj8GPE7A6iDFfPQjU9xSNlX+at4OMJrh5PZcXvZP+pUmNinG5Z5jw32Tq5djO5ZiRvMCqvDVvlmnHWzzvW3ioHFw7Ap2xkPqwk+O544Hy6myqfLS+bZUuyVH+aP2a16r7Lv7gQVWz6D+VB95/wxvSqOkdlcxaDiULNqySzAPsl+MJ5uX1b+lH5nftx8623Tk1//oWnvrftWv/tzj4h7HXvg35lXd6njbFU3llvFGVKTMjcH60V2X0T8ZEQcF/v/POwDI+LytP/Lsf/fmr1bRPz8qHEkJ0saEnpeRyIysmc/+Il+VdOr51FCZv+Vjw6x1bob5pmErjkrjNmf8+VsVAOisqnOqWHHBlden7+r/FaihkjG6gaLGuhMB7Ey3ype1FM66As/c884TirOV2ez3sgwZbiZTqXX6eVurWb9bl+7fuvsd2aZw+H4lG1VOCrdrMN8Yl92/KHfzoxh81Hhr3Jb5T3PAIdJ6VS+Kl7mGNj57ixU+52+VDLi3/mcn7t5UNgyH1T/jc4OVTPlPyJi3zTFk1//l6urrr9p9ZInnhyPf/A9DrDXmfXMtuOY6kvmu/Kn5GD+P3vdqYLkVWt5fSbfCNldspUNVURFPiws+uwUfGQQ5LWcF+Uj72N+qwE8Klg3xJZrWPlF/J0hirG6gTE6jJhgLfLnjKUagJV9d/GwZzVoUIfl0w0phyGvqT5QPGV6TN/VXs2LbD/Hq+JT+8w+w1/NAhY71ljVm/WOw6H2WAxqLeNRM4PVNfPL8YHlxNlXfEBsWH9WM8XHCmPmE8OZbXf43ol/pC/xu4t13tuKWcikmtfz8+hcZLZYnVFQx/G94usEouwxDPgdeX3bvime9qaPxOe/9d34p4+4z4R/uSvruj5SMbCeUv2txPR2ef5g/fNbd5ZMsRGku2RmccPdOpkO/A3k0kZReJhNN+i3widbYz5HsFW2Ve5cjDgcK2wVrqp+eVCrxh5pzo5/FptbU7bZcHRnHJYla7PNDta8roYk9t5mcFV73TNL+MDiW2K/22+K44oPHR5081q9zHRq4M5iLpb0ejefDM8Se6O86/bQaI6reeB8Yq+O4nHnuvjvjHNKXCyO4yP22H63d5ldluNpmuIF51waH/3StfGkh9wjXvszDz/AzGb6srNXxeLu+I4cUr+Rnb/Pxczr+SedvK9sZcH1+XzeZ3oMH7OtzqIuiwn1WD5YrMzPEiwsXhcfy4nLyzT5n/4r/0wHGwh1sZmybbamcovNyPyzfDmbKn51TuGt7Kl8szyzPawZ6jHsrK8YBmcT7ao4KpuVPpNKh+0xrCqnyhbDmnPZicPlQ+FQ+WK+UVSMDF+2yzC576zXOzlQflQ8GFNXf8bYrZPC6bBgDit9dr6KqarB/Iw1ZD5cXLie7eK9jzY7sbj9HEt1hyg7Dtf8rN5fGP+ZHTz/r//bp+K9n/t2POLvHze98RmnTLNqlVeXB1YD9qm+sxhdPivZ7r+RpT+d5KLjS0P1UxbqKVvVy7Dyiy8WSNAOXqbrfiqrXqiUf8SKzesw4vCabbMXK8xjxqVy7PxXeFicmQNqWLkcV/4dLmZ/5Kw7x2qAflVMmAuVZ8dhxTX0rTCgXeanyiGrqetrZ8vlip3r8ANxMJ45ewqvw4+2u3nLutUl0+kRjE/hU3Y3MwerWJbkk306LrEYHe5RnCpm1ZeOiywONhsw7qqXKkzMH4vP+evkDdcwjo4vN0+VTxaHi69je2M//uN7vxDv+Pg3pgfe4+jV23/h9NWOVbT+a6TDjJxlmDbTlxXfmRwSv5Flg6A6k5NYFa2ywb6rAuRmVQRxl0sHc75UO9idHYWlkxc1FHIMuXFUTpQPpo/YMYbcQO4FoWpehS3rVByo7C+xzezioMF991zhwDM5t1gj5CWrn7r0KpzuZQD5yDApOwyP4zfzoWxXwvoD7TC/Lg4WS+aF0mHcc1xRe1Xv5X5lduZ9VgMWd4fPlZ6bp52aVrno5HwEp9tnde6ec3xnkvmL9ipbnb5k/hSmFQjGxmJGu2iLYVb96OJQeKv4FEc27MYb/9f/id95/xfjHsfsXv3Zix8bO3esFt2nUxKFbyv70vlRcki8yLqmdAOT6TM9ZhOHefeSUsTv+FbfmQ9Hyi45KsEcqs/8XcWr6jF6eTA/rOHnPKD//IxrKp8Yj4oVY8bzI4Pc6anhjPHhGfxeieMnw9LJYyfHao3VksWpcp71ECuLk9mr+lLFoWLsDnx2LtvGZzzPcuWwj9QE+eXO4NxS+8qOmycu104yF1xeXO90+4rVZAluxlGFtboP3F2icKm1zEXHKXZPsL5U/rp9Wc1oVreqDt2+zHHlc6xOyIXK97s/9c3pNf/z83H3ow5bXfiyM+KIw3YeoMeExcDeJ1gfsJpgTIwzLv6uHBIvshH68nKXZ15njT7vs6ZyxFLEw+9sMCLWCjcTR/aRhsixs2bGAY+5VnFk4iJ5Wa6ZLdd0Lm6lp2rM8pI/WfO6IYh2VH4rPC5OhV3ZV7Y7NVF1WYGw2PMz44eLtaqfirmqa44j11rFgPVzOFyvd2JkZ6q+rPRVLJgn7FW0XeVo9s3qpnpZ5aCamSx2/F71pZKRvso2Fe+q8yzXCquKlX2v8HTuCMddFw/zVe25+zKfnXGzvqzOqr0qBnaHjfR6x7/jEM6uD11xTbzkv35ytXvXjrjgpY+Po3fvkr/EQalidJiRMy53o31ZySHzIpsFSTx/H32R6fpRPh05MjndIB/BpC7XLjnU8MpxdC7sCp+yW+UBL9N5rWpu9NnNN+5lX24wsvgcjsrOkn1VS+eTXQDuXDePlWAuO7mt7ClbVb3doK0uQpcbllv1yXA5vKwvnI1Kh+GcuTxSF1ZXtFvFqOyqvU4Ot7ovVe6r9RFhuepg7d4Z7NzIXO34VXdhJdXcxWfsYZavvD7ajy4u1eu4zzAonqh4WV9+6mvXxc/9/iVxxK4d0/tedkbc/ajDh99tNtOXnfmj1t35Sg6ZF1kkU/ccEmtEGNGqYqIua0J1oVSiCMvWs202cKtBj2RXQwJ9YMNm3xkTix2bNvtleWQ20LY6n3Og8s/ql/Wrus3nWT5YXRwO3Ff9oIa8ssnOzdiqmqNNt9YdtlVO3cDEXKM+5szlAPucPSvbWAPMbcbLbKFU/MmxsLxmHro+cFjYOsshi1vlIMeDzxW/2TyouOOwbLYuXVGzg+WKYWXncx2yDvpUeBSPuzbcvuKIyrPrS7WncodnMJeKYyrPzD7qVHiYuDmUly+64pr46bMujh2rVbzrRY+Jex93F2qvqhXLp+tLxilnM59Tc8PZYrLd/9WCKSLKlwkkT9WYbqhLIOlMPosFZE3CMKnhXJ1TWEYuILRbxcxssXUctlVszA/WVeUZY6zssZwjd1RdnB3ml+XI5VANkBlbxok1dzYZfjaYMV+uZhXvsH4srm4eGN/ZnqoDrjN9VitVX4fTxaJqqLCirsPFauCwVnbYM7OheqPyqfqS1beq8wj20b5U9WN+WSxMZ64p2mAxKV8uP2g/67l4qhiqPLMaM10VG2Jwuorn7Jw7y/Lm+FHFp3QxPlZDhifbmSJWr7vwivitC66Ydu/aEe94/unxoHseU/5Q6mxjr3ViVPlTOVB2Sdzlu8h2f5GVv2WYpSom6maCO7sSUDrDvmPx1UCo7DG7FaZOPKhbNSSzWw2iCouKubqAnG08y4a9ioPpZgxOl9mvalrpuJqwfDibqt4Md/cCY7bVWZYTrC32ZeVPxdzJAzvD/Hb4i/xwg1757+BnuXX22dlub7p4l+h3asZ4WNWC5T7HiZxiuhXWKg7c68wPFjN74cBYFadZfZletcfsuxpU9XF5rjCxfLBaOhyuZ9Cms6/OY3zVGabb6c1pitXP/8HH4gOXXxN7jj589Z5fetx0z7seMeu0MCj8bj8/uxhYTCzG+Xs31yjb/UV2io2X2REiYPLmdTY0UAfXcF35wTMKMw0SXi6Ub9Z86IeddTlh/p2Oio0RluWuWmd5cY3Ezrg95ACr2fwd990e2mf1yM+IIX92hh/aUPFX/GR6SpfFzDjAaqB6D3OA/hWvqzwgJsTHeoPVW8XM9FStOjlD3CwOFr/rr8w17E1WA/as/LJcungcl5Wtjg1cr3qW6SAGXENfzD/aRT5VdqtYK3zIcYZN4RjpS8zBEj5UnHJcZLGx/nJxuVyynnX1UvF2csn4mGKN79xwS/yT3/nQdNX/u2l12g/cPf7wOY+cdu/aaX/YYXVQeVCxuX5EuxWflU9UY2ezbPcX2YjQRFJJdENC2UFf1aBhtroNqBodP50/9p2Rt3vWfWfYXOydweHid/XGNYWP2WE6DvfovsOGw7tjYwRv1nUXUwQfvo6jLJZOLjpxVjEqv5U+6+MOd5kei7niKrPjLhtnz/lnZ1ScVa5YDAob89G90LA2Ls/KRocvzuaoj+6ayseMI+tgHhhnXd07+KrcOL2ReLu5GrXhpNLPOWfnFIbqBc7ZV5iq+YrPf/yxr8Uvv/PT0xSxev4Z949X/KMfpDGomKraOq4xG66HOjxi+9XcyXJIvMhi8Gyvk5SRn1LmPafnbOLLm3qZcyRTMbOLkOFneiPxqJx09F1uss7oAHR+mD+VyxGuVL5GYnF+WZOPNHuFe/aBdqv+6vTYSB+iHvvO6qTWO7VgPHA6ncuM9WXGWWHq+h/hQienDGNle0QX89GNteo59ex0K99Kx8XU1a36OT8ru4pvbt1xl9VQ5VbNb9cHHVt4jtlSa7hf6Y/0EOYoizrTiYn5YGvTNMUNN98aT/vdj8RnvnF93OXwnXHOc06LHznpbjGXitkcFZcLVbNuv2+mL50cEi+yEb4RI+oXBKePhWUFVI2sitMZUiyOro9qoGLTuybNOBFT95yqi8KLZ01zlznsYFADptvULK8qpuzPictJ9tfR78Sg8tTpJccRputs5XU3OLOveQ3z06mb4zPadrlTayxWlUOWi+q8q4fax95y3MJcMTsK55J1VRuXs0qPYWc+Ku4ofdVflT/lp9NzKBVWFxPuVzXo4sP8MJ7hnKl4yzC5mYK1cXarONwsVeJmSMf/hr84/7Pfjhef+/HYe9s0Pf5BJ6zOfuYpq107d9zug/VpFyOeY2eX8Kjbl8z2SI63+4ts+Z9jlKimcclzhcRGVeexSGogMCKqM0zX2WbPuNdphIpoKrfKNiO9inO0QVWsyANV15GmzOdcPpg/pl9xTV0+zq/aY3lysbrzTFfxzJ1lOWAxsGfsJ6Wf7SPPqkvM8VLhRn9V/pzNaua53KnZkffyOstHFZ/y1zk3yqdKVA8we6zW2Qbbw/7v4HM9N2InY1A8rNa7vHI5QL2KY477ri+Zzug689HBxs536qTuPqUXEatrb7wlnvl7l8Rnvnn9dPiuHau3PPuU1RkPOmHuQdpLVd+o9e65Cr+raSXI/Yi/A39GFkmnGpWddYTu+uheQgqfayB2kbgcVL5c7G4PiaWeK3F5YrG7XM3PVe7VYEKban80XnZerY/kLXOhM1RczHm94rxb7/Kr6rNOPt35qm6dy6ODZ0mf5RyrWaE4jLjRX8f/SDwKF4tZ4e1iYTOuEwvDVnGc6WBulZ7CU80Sd9b1HcPXzUnlF3GPzrKlvkbxM6zO19J1hq/Df9zPn2zWdGJgGPfeti9++4IvxBs+cGXsmyLOeNCe1VlnPiKOPGxn2Xsj90sV62ZqyGSr7oYs2/5FVg37eb8zNLKdbKMzILv2R4aX88fWOji7wuw6O1kXn7uDmum7eGZMIz47+VKDSNlgep2c4Tnnk2GrYs37VX63YkBl/OpyWDIU2aWxFHu3T0eEDeDO7MCzTAdjZPzt8r7y5/zjWhWTw1b1a5fTI/gVHmWn25db3TeIHft9qX3kketLxV31zD6VL2Wrw+9OfOyZ6TIOIpYR6dwr6pzyOU1TfPab18eZZ380rvvrvbHn6MPj7GeeMv3wfY/LmMsfmpA/bmYgD5RNFcuSvsw+ujVXsu1fZDFwbMTqYpl18nfUq9ac/ZFGyZjZOTbY5jU2tJguDskOPpZTdaabS8Sg9CrC51xVOKsadfnBdNw5NxxYLVyeVT6qWHL8DldlT+13Ys97HcwubufP+VJ7nf7Nzy4+xI19yfjUxa24mGubz7leR9y4pvoS8SoedWPGnlbxqj30j/l251icWDOlz+ZOd8aM1LbCiM+uVxjnFTZXF8xNXmP4Kx5VtejGrziBOt3eVz3FYsHvDgNiz6n6ww9/Jf7df//stGO1Wr38xx88Pe+M+6927dgh/wgZYlRcQGwqdpYvF7PbyzqO+y5XqMtku7/IThEH/qO/LBGqWGxPreeiVo3q1qsCVcPAxeVExYz+WMN0/I1gUTZxjRHc+URbrOG6XKjqxBq2gwttjPBvqZ+857iPHKviZ/mqBr8672Ib6RfVH0vqzjjE4lMcrWqm9vFy7MST13Cv4pm7mJxddaZ6nl8mnM0qji4/0F6Xn25eKBvMVvdC7nK1eh7NWcWLrq8qp517S/lCLE4P8VfYRuqfv3fq2umDeW3vbfvi+edcGhf+1dVx3F0Oi3f94mPipOOPsi91I/mszqv7351jcXR7UeHt3D0oO5Y6/H4SllS2jvvqU9lXFxw7hxcR2lO+3MtRjsv5dDZwH4leEShfQBXWrMv8MTzs2Z3pxtz1xTArcXXsYug065JaszgcJ1EfBzbz4Ya089XF5LC656o/8jP67wxthjvPCBVX/qz2qwvIxcXwM3zVZTUi3XpXuCofXZzOXsXTUR+ulqPYUK/D48rGkr6cxc2B0RirewWft2LGZX6pvnPn1f5oDZT+jO8737s5Hvsb74sL/+rq6Yfuc2xc/MonrE46/ijKyQpjd/6pc53Zr+KopNOXBH+JYbu/yLZ++nWFz/rs5VQ1Cp7DfbyIOiRSmFGHkY3hUeRyL+Gs4RVO9j2fYy/FrBaYn6ppWY1drPl85Ytd7t2B54aqks5gXDIk1IsLcoXxVdlymNFPznP2q3CrHlU1q/pDxYL6LLedfLP48lnWq/lT9QvWqcMtlg8XM+aU5b/DXZUP5z/rZ92R+VfJSB+6Hnd2FXcYVjbPsL5oP/dRN5ZOTzCusnwxfGzmKq6omLuxsNjZcye+/B1nIGJgNc0x5v5Rc4jFaOzGeZd+PU599QXx7etvnl74+Aes/vQXHxNHHr5T2qu4pdYrvNm2wj06F5acZTgq+f9dBfR2Yqu2ugAAAABJRU5ErkJgggAA"/></td></tr><tr><td><img 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7NOwNtepF9iK1zPcDA+RXlS+1GNMzvMBuOol9sdfcnWnv71Wx2AJ2DyYwQAcBCAhcX/hnUNJj8v+zGn+xgA/2bu9weQfifrk+blvVw0hCqFU7LefhW3f0Cyr9avPfMYRWPeZ0UEynKbDX/lS/m0+bIyFXxj/FZyG3GllWM2tgpmKz9NHf2qyllZ1g8VjFn8UX6jvexB6Pei/LA6Vrhf6a/MT1XXxxQ9lKK+VFxnduz9GM5UziPuqByzelQxTDtLrM+Mg9XeVRgUX1T8s+CU98G4nuWb2VCyUR+p/Faek6p/Veze5875Bbz87AvxiUtvwOrlS/CRlz++P+bgfTtAf2KY+WF9qXJuzxjfKs/HVnytfRnpz6ov2drTL7LPweRHB64NZDrs+mI7rPMBHGjuNwI4/l4lUfBdDAsiVxOmGky9sAzX0UtKRrwIZ0SKFhJEPv195YVzjK+K3jQxVfxmg6AVY0W+5eVH2Z51TVp1Wvoqwlp5mWdrzAtktip1rDzMZ+Gn1VbrC30r18e+HM3iG6uxc2KW3Ih8tvSlXdXcVPjCZDL7u/MlI1sVrrbg8bWYRV9t3roNz3zrl3HtrXfjkQ/eD//4334cq5YtabLb2pcKC/ua6WVrmr4cqzvNN1l+7ekfLfgtAH9s7m9YxGB/Qvoo/OBHDUqrX1z22g8U+9Wf+Qeo32N6w/IPUGaLFVD5mOZh7rF7WwyH0mV4rQ0l6/2yfDB9hT/LCzuPsEW+qzFU7bbYqfhQcWX8i3SV/UoNI7uKW12X/9N75tvvKV4rTJFetdbRYhxWnMviY7aUfpbjiAsZT1rwR/cKUyTfWpcoR0zG12dWvqK+zPYrPv0eq4/HwvAOnJkFpiznrXwYi0fZzjhM+IhPX3YjTn/dZ/prb727f+mTjsFHfuPxWL18Kez4UHm1ttRLW9Z7Sp7dqzpEdis1GVtP5mf4qr6h8wvIf2vBnvxEdh2A0wA81ezdDuB7AH4KwEcBHIDJjxBc0GK4+h1o9t0pI0j2ohrZYbqZPa9vsSrcXlbFEenYWDzRmE2FKcqtjT2SyXJgMTB7DBuLyctHMUTNF8Wtloops+PrHMl6OTt4GAd9nRVGj4f5tLaUfa83yFjMvpbKroo5whrF43tJ8cHnycfpsak4fK+xWeHtslxGvGU6DGdkg8Xq86HwsPx7m0pG4WD1Vl8VPs/zyJ/C5uuschPNL+8j8+9t+XsVb8V+lJPMhsKq9rL6RzFn+chq72Xt9cJC3//Rv17WvevL3+1XLJ3r3veSU3H6MQciguh7NIojijnCHvGT5VP1prcX+Y+4b+Vb+lLxSnEtWnvyRfbnAXwBwBa3/wxMPoH9MoCTAbwKwK3TOosaKSJIRkLWxJHfypknjBoIrY0xbaO0yNpGYucVQqpYFfGntafkVQzDYvnImlNhUPFEPKxyrMKDio+sdtlD3u9lfVN9AEV61QHI7Hp8Wf2j2BUmFaPt/cxX1HtVLld4bPG0cKi6ojx4OVWb4azSq1ZP5dfXwdpTmBWOjCvZ7FTXWS2j5ble4YHyUem5sXoKa+XZG92zuIzNbuu2HXjWW7/cfeumO3D0un26D/z66f3afZY3zyS2KvNS2VDzpFqjKi5lrzqbW/vS67W8xAJ79kX2bADvIvuXY/LbC/YFcA8mv7mgunqA/6B15WHk74dhYs/8QIvOfcMxv1bH27PXWSFbX+qifDC8fsD5OBVmu8dI7HFHDetxeqwqJoU9yodfUd2YXRZnlBPlo7LUg8+eMX5EtWQ1ivKW1YXFyXpuuFaDjvlTvWrPMrxsRbHZvTE5Uz2QxaTu/X7EZ6Wj8Hu/1XwqnBVdlovoWsXp5Sp93zqTxuhX+KL6MuJW5MPjZvNA1VnFG+EdZFS/Ky5k9ba9oWJXsSp/LF/D9cZNW3DWW7/Ub9ux0D3zpPX9659zYrdkjuPz8bIe8ueqpqw3o9wyPrF8RJi834jL0VnkexZ9ma1RD9IHyPqh/xO1arUUeG/096O1d62Wl42qzI/W7ln3R+5/VO8frb1h9X2Pd3zxKvzJRy9H1wFvfO5J+M8nPhg/rNTdW/rygfQnanfXCj9V6xcX27Nn9ivbV7bsGbuuyFV9KNvRXoR3TCxeL7v2+WRymUw1rhYdho/FquQjP0wusq3sVrlS8ZvJVWKOMNrv+DO8Vft+ryWfLC5lS+VgFvlhGFpiYWeRn0oNlC0WR4suy8kgzz5xqsZdqVXkm2Fm8TG7zNbY+rD8RfsZPhZPhFHhimSiPGaxqNWST4UxsuljqdZjy9078Ly3fwWv+ejl2G/VMnzhd87AM05af+9LLIu56ivLg8If+avaZTiHa9+XWb3H1IpdZ/arObRrT//6rVmv9J/22Mf6kbzVyT46p4DIPxtY3/6aYbPL4mMfx4/9jqryCZr1O2Ct+FN5YzmvNBPD47FHufM2Ix0vo7D6+lrsGedUDpiOxxvFrPx6XebP21M+FV+yOkT2o/xHZyqfKi4/TFm9GPYsPwqnt2H9Mewsz1WOs7xYXwx/xMEsJms38ul12LXCzuQi/qmzjLO+Lkwn6ylWL4VPxaf4W8kLi8teR3lRMopPao+dee4xH1nfsZxWMUU5GobB2z53Zfenn7gCPYDTjlrbv+eXTu2WL51Le1/dj8Xs81R5XrC41L3NdZUjGc4o3qh+Cp/XG45UvMPa219k77MqQ8Lee8JUfERFjRo8wlqJh2FvsZsNY6WbPQgynGw/amCmk2FRfqy/is7gY9Cr5L/SsFW5SL8ae8T1Fn+ZbcX7Fh9ZTIyz0dCMfLboZHxkDwS1mK3MV7UfWF4quZgGbwVjq89Ij70kZi96dj869z5bOaxmQYuNimwFY+uq2pkmpmpvR8/Ual8wO2rNL/S44Opbu1977/m45c4d2GfFErzzv56Kxx55wC7uFObMfrUnFJ8ruhm2afxFdtn+mL7M6tXC8739RbYHkL6ksOQCteGTJdyeV/0q3WxYK/xKNrr3JGwhNsPPbPh9FWtLnF4uq+2YlTVt5cU+w1Bp5Axj64O96rMyuPw1k/M1HnB7GxEuFoPKQZQHxYuMj6rX2B6zMS0fs55SMsyW11N58/qqJi3crXAvy1XEyci2rUMFp/XV2gvZmbKRyTJsrf5a8Uf4IgxRj/k9Wz+lw3re3ldi6/u+37nQd1+/5rb+A1+7tvvnC6/D9p0L/VyH7td/4mi86mkPQwekuavWku1ls6biq2VWVuKo1rrKY283053V2ttfZNMX0eHcN1N1gDB5dm0LyOQi4inbUTyVverKmqqam9b4WKNETcEw++vWoRDpMP0xD40ISzZQ2GJDQuWe5SbDP7aO0Zny0/Kgz3xVsbdgjfSi3FZzHa2oJ1QMEWZ/FvWa/crkIz8R7iwH1R5gchXOZ6vSR17Oy1Ry1OIrs6X8RfOt0r8t+FrizOSr+BgWd4Z7di50H/n69XjfuVd3l11/O7bP9x0ALF8yh+efenj3qjOPx9p9V9yrzrBEL6TVGLPnVetsyPBF9ir+Wf9WeVnty1k8S4e1t7/I9iDkU43mCcgIGZGioh8V3GO0OqVgG4qdvaT5GPxeRE51zvy1vKhYLFWb1ZwwHcsJ9vDNsCi5LF5rq/JywGSqHIvq5PPB+J3lucqfDBfTj/pSxaR8VmVnGU/1PNJR8yiaQZnPqM7RfZULw5nHX50F1bqrPhib68hflfsZ7oh/jPeRvYqtCp5sP5o/Gf8qvVmRVblmsndt39m/55zvdW/73JX97Xfv6Bb6yUvCEQeuxtMfdRhe8sSjsd/KZf1cd6/tsH4VfkX5ttijXLD4o+eD4kuGT/VNVOcMl/df6cusji1zc29/kS19NM7ugV1fbr0Mu/b2Bhte3u9FviPsqvCRXX8e5czaVLqe/CrmyBbDwOSjfFubkY0ohghT1jAsnxWOsPxEvFO+ld8Ms5XPYve4skHjfbBzxpkqbq8fcZP5ZTWLbEcy3gaTz/JbrVv0kPF5qPRIhEedeRzRfMt8VrBn/MpiifxG+pGNSF/NdHbdEmuWc7ufYcvwW7sKY6WubE/1pseWxaj6TNjGP19wXf8/P3RJt23HAjqgO/3YA/HC047oH3/cum7fFUst3vRlL4rZf61wO8o56yWbxyqHWCxsebzKpuLR/dmXbO3tL7I0Vt8Qwx4jITOaETp7AHgbao+RxNpWRI/0o32PldlXDejPfMzVnPt8DHKVxmSYmC9Wu2pDZrnzeJSdbFmM/eJSNnzsUY38NcMWDbBZDSBVL88TxRtl1/tQsbFcqdh97lS+o/mhZgnDH3FZ5YfVKMplFHO21Fxg+6pmal9hZ7KZvWi2DLIZZ9VMVvKRLjvzOcvs2a+VPlAxZJhVXbx/X28rz+Jp7cuW/vU9a/c33b6te97bz+mvvuXubtWyJfjz55yIpz/6MCxfMjfowMJlGBXHvc40fclqo2aSx8byoPS9Dc9BluOoxzxmhaWi47FWbGar9UX2QAAvBHAtgH8C8FAAmwBsbbQz86UaiCWNNYJqHrvYEFBkzwjuz9h91gB+XzVYFEtGOqZn7aucZ3h886mY7B5rTHudxeEbNvIV6SuZaAhWcFXPW/BH9YmwZkNb4WnhYEVeccTjb/Hjfflrj4nNhyiv2crqMaYvW2YFm1leLovPy1ReDCI5e1/NreKNqh+zPaZ/lN40OpVza9/KV+tVsa3kWY4rullvsjkTcd/FjC1378BrPnp594/nXwt0wFknPbh/7bMe3a1avuReFYaL2c+4ofiW2fDzI3rfyHxU5rnfZ/3tbSqfrb1bxR7lsJWrQNuL7LEAzgPwLwBOweRF9hgAvwXgpa2OZ7VsEVgDDfv23r9EqQZSA8NfV4a13Y9eHDI5ZY/lRMVrY2Jy/jzD4vGyvHpfkbxa3l6U86w5fe2i/LO8sT3FI5UvZkfVnsXD/EXDmNlXMXrOZ/zxvqt56xeXsstiY9xleVa4IjkmozApu6oeWV9EmDwW1jvZHGL+o15U8ozfTD6LJeKtx8viVLxRfaR8VOqr+iaqRZS7Kq6WGLPetrVmtWO4mG9/r3jB4sryzORZ399213b8zgcuxr9vvAnzCz0O3X8lzv6V07qj1u0DQP/peo+rpZ4+NpaPqKYsdyo+64PZrGBU8TE8/eJi/PCYlU+VE+9H6bVwx6+WF9l3APgZANcBeM3i3vkA/hb344usLwKQfzTtB4LVGa5ZY6lCV5rcYvU2qoT3MavmV/eM0IqE0aCNmsljjRrJ41KD2NvzviLb0XCNsPv6qOYe9lldVRyVBlVDoKqv8uTtKw55eYsh+qpiYDmoDN6xsTLcDJeSU9yO+k7F6a9tbCyPzHbUO8p+FK+PM8KsasHs+t5q4bH34+OxehHvMozen81HxrkoZhY/k63UJ+KYt8FyHvG0Gp+9jvrHy0UcUPe+FgzHzoUFnH/Vrf17z/1e99GLN/UAuqPX7YNXP+OReMJx66yO5Luqr+I8q6HKg8XO+ibjqsWp7Fs7EY9UL/k+8jGrnmBfo5ke5Y3Fpu4zO8NqeZFdj8mPEdi1DMB8g41Zrx6L3FQE8IlgDyZ2H8lQIAlpVdEZZuY3G+aRnpK3yxKZ2WLxeV1mWzU782/9sKZnPuy92o/8ZzVSclF8DLPC7xeLXXF4kPc61VqwXKs9htlzozJ0LM8YP33OGFYfD8sV46m3xWKJ+KV8VPYiXFEdWL4UZ70/xaHIFrNZra33U723dWS8ULVisQ9LcYv5ZbnxcbE9L5txR9lmeFQuopiynmE2h32FnXGX2c4wZTwQMti2Y6H/l4uuw7vP+W535U139tt3LgAd8OA1K7u/esEpePRD9h9w0ByzfHnOMQw+ftYvHrPqN5avFu4N+6xPFAZ15v35feWfye2uvlRn0Wp5kX0zJp+8vmXxfg7AHwF4U4ON3bb8EPD7lbNhLxsQjCyqyb2s8u+XJ5YnsdpjGKN4VCOyuLKcVOWjuL0MG5gKo8KUDa6oRiqmCieiuDNeMr9RDjNOslXhVLe41CBmMah+8PEpPEqH+Y1sZDareqo2Ea+iOL0dhcE/wJheK79mkYPo4au4y3St3SWbutUAACAASURBVKzHWMzqIR3lRuU0w6niZSuzzWqhuB5xJDpX9c5sZ/Mu42zGLTY/mM+t23bgjZ/+Jt75pe928z0wB/THHrwvnnrCId0vPe5oHLB6GTD5ICvEnvHK+494pM4q84DZ8HKV3EV8iXSnlVWYZ9WX7D7rs130qoIAlmDyc7GPA7ByUferAM4EsLPBzqzWxs2bNx+/bt06epgN05YkPdBWhn+W8WUvJbvDJ7MNtBG71f7uytfuWNWa7OlVwbE39uW0cbXI3J9rTJ/dH/Ngdyz/sg9MP28eKDnYW7jZ9z22zy/g1R++FP9w/rWYX+ixZtUyvP7nT8RpR6/FviuWYhqID4QYx6xW3HvjjFWr7/v+2muv7TZs2HAOgNOVXMsnsvMAzgKwalFvHsBdU6GcwWIDSMkBk+HEvouy52qoMfvREGe2KzLsO7wsfh+fz43yqXLn/WbNoXApOZYXdZ/lrII70/XYWBwsR9lDL8pDxA0VE8MfcTXjXwVXC2+YLS+n+iLjfsRnliuGKcqBqm/EY+aT5Wfoy0ofVf1FNWb1UzoKh8pFlDdrN6pLFqvFm/W036/Y8TbUTIjiVJiG8yznWQwRFuYzyxvLi93LdFTskX1VZ6LTfeySTXjF31+EnfM9Dn7QCrzuWY/CTxx/MOY62NlBcahcVPKQYVRzQfnJ5kilxi29ybBX6qw4xexG/eTtTduX1vfiWfojBi0vsoOzbWSv/LMMM17ynyx9QlWyhvuIZNG9Gm7Mtx9y0XCKsPmY/TWTY4vlbviq8sgwWh2W7yw/7F7ZyIaulWG2fJyRn0o+WexZDNa3l4mGi+UNs614wXxYX8xelh+P1dr0NjK7ahCqoarijeJivGE5UXaZ7win96NyGfVMhNXyscI9ZSvyWeVZVie/Il5FveH3WHyqVyu5iGRVX/oaq5p4f2y+Kv77eFiMiuMVrCoPGf/U3FAYVV9u2zGPX3znef1Xr7qlW7lsDn/5vJPx0ycciq7rQq4wfCx/Pkcsd9XYVX4j7kW5VvximFh+h2u7p/a93UpcPr4IH4sj6ksly/xnq+VFdiOAA8z9Ckw+nb0RwOFjnM9gpT9DNFz7hlAkje4ZiSo2mE6mxwYdIwpbVTIqPd8IUZMy+xUyVgjNmlz5YMMrGwaVRlY2okEX2VN2o/yO5Vc1JsZrxpNK76jeyPqF1S3jk89ZhC+zpeKu9ht7aKr7iL8RNrammQeVxfLCHk7RXPE4q/lUfPbY7PU0Pc36IMLs5TO8GYaKzyieqC+VrPJT2c/6MtPr+x5f+Nb3u1997/nYtmMBpx61Fu9+8akwvwM29VHJRxZTZGPsy5V9dka9X+2J7J1D+a7IzrIvq7Vo6Usg/xHYlhfZ48ne/wbwmQYbM1+KcNkLrn9oV5oyergrv0yv9WVv2qbyNgc8jHzZEKpizewxTJVBXF1R01XwTZvnDENrLSN+Ry9GXoa9CKgHsffn9/xZtO97SNW8ZWDbeKy96CHHcqTOvX+WpygvFZt+rxV762yocCbyk8Uxi5wPtj1nFQ5vt6Xv2Xyfpi8Z/sy/3bP+GUbGPevT+1DxKF8Ma4WPPq4s5jvv2dm94v0X4d833oRlSzq86fkn42cffRiUCzUXPD8qsbP4lD9fo4iDzOaYOe8xsdlvZbz9+6MvK3bH9iUw2x8tYOsNmPwu2aOmtDPzVS3mUAxVFHbvhw9rMGZDPcQjP163ZUUPRTZIGVYfI4uh+gD08mxAVwZh1Awtduy91a3IK34xvShupqfiUg+0iHMeR3TmbSp/ES9bcNlVqW2Uz4hTDKePMaupxeZ9WP8sRyoWhlH1EcOe3bO62zxHfGQ5VL7YnuKTyodfrMYVGc8hVVsVP+NMVMcobsUni1HlyH6t+vd9WdFjfFDyUY/4fvD2h6/zCz3ec853u9d+bCO2zy/gUev379/7y6d2+69atstLbFRT5lPhUFhVrljNVY6jvUremG7my8tk+z6elr6MclXpSx+/itPqKB5la9oX2TPxAPjztEDbp6zDGisTFSSy26qnCJdhUn4rhLJy/eLKYmC5j3CoAZTVr0pqhcn79XYZDuVXDTwbe+Yviolht/ZbcpH5inxGgz0aZhUfrfEo/qg9rxvhjGrl+45xRPmL8ER7/rxlqHt51Zcsny16ClO176LFdCp9aeXYvPM+WL9G9lVsmS9vs/qM8LlXM4rpRtgrZ743q1wWOLpvXHc7fuld5+Gmrfdgv5VL8ZYXnIynPPyQDj/4xG3US1vUlxlnbH5be8zrszPPCYYt44KSiWY081eVYf6jvbF9yWSsrIUSyQJtL7JXAFjrdOcBnNpgY9arx2KQKplqkFYSGZHQylQHp9cbrgfbvsjVQcKatxIjk1cvGtmAiPYjXUXu7NzbyerdsjL8leGjcqH2lQ8fW+aD5asydHytWV4UH61uFRPLl8pTZC+yURmwjDdRnFW7FTwVOVbDrP4Mk8+ZOmM58Lm2c07xzctYTBEfqnnLclSxYbFW9XxsNlctMWRxq96t2K76zOqQ9VXWn4vXuHLzHfjNv7sIl23agrkOeMnjj+pf9dTjuxXL7v1Z2LQvbewel4oxw1+Vj3BV+5LtRTm0OlXsvn8zTlT7ssovtRfVYThnOpW+GlbLi+wJZG8ncL/9xgJAvMTuIpAUlq3Wwnlf/kwVNno4MD1lu0ocFUPUzIqoqvnGDINK/bIY2GDJ9HyjVPkR4YhWq30mn+WbDTk1/Dx3rYznptUdwyE1ZCvDNItR2fN7KqfKP5PL8tAyO7LzMTrMht1nvFB19z6Ubf/V96Hiotrz91HPRvJVDIpHPg4rz/KiOM5yFy3G18jeWJ+qrhZH1ENRf/Z9j0uv24JX/P1FuHLzHQDQn3bUWrz5F07u1u27ouu6+DcSKF9RX0YxRDzO9L1OhqGF4xkmG7fil+K7n2WqL208tpcjfqucVPpMxRzYn8nPyA7G1B896CqOdufyRG15mGQPg0jH+1W4lL+IVMx29lCpDq5sRQNGYa4MIyvLBqPHwBpTySn/WX2UXDb4KrlU/MgGwDQr88fwZTaz3FZ6T9lTWKPeqtbU7lXirD7sPOeins74yeKpYGDn0YtH9kD3My3yUTnLMGdzlcWk/Lb2TqUvmUzLTFCxsTpEcmNirPRgZSn/fmY53uF7N9+Fl77vAly2aQs6AE9+2EF49TNO6A4/YBUsLNWXs3ruVftZLWW7tS8rPlqeoew+4vNgf2w8TG5P9iUw/Y8WrAZwfSKzDcChmaPdtO790YJK07PGs80UFXkMCViTqmKpBwnzVSHINC9IPmaFN7OvBlIUv5KrPgi8vUrOsodKq97Y8wzHLGx5HWD8i7qVZbVS9rwss9GCIeJSy2rV8T07xmfkV70wVB7eUa9E9cnmnJ9PrC9VnOrFIupRj7+S4+osyex4+QrPslxncagcVmaJwh3FWOESw8jub9yyDa/8+4twzpU3A0D/+GPXdW96/slYs3ryP3L1k5V+uhrNjky2elZZKo9j+lLF5Psq4k6L/bEyLb0xy76MngOVlb3I3g3gERm+FoczXk0PW3bdOtT8dVXH+sqGQws5lK9pmzjDUclH1rwtflnjV2xUVmVYj/HRej6LIVXNT/bS3OKrxa/Sq+pGcll/RS9ZLSuKv4q1xU/kt1U+m31j61ep/9hctOplvJzGXrY/dua12p2FTiZT0e/7Hhtv2Io3fuqb+ORlN6IHcPLha/D655zYHXPQvqG9aXpjT64M95gaT+NnFranlRuDp9qXY+LMXmR75J/I3p+rB+77RxGajRQ/uWCfJAG176aq+/67PYU3ksm+Q2TfDUW2rK/KpxARptZ99klDJcZWLNVctPiqxKyuI3st372qWJW8wuXPo6W+267qR9jZfvQC2/KpRjUeZmtML0W+Ws8y+WntqvnUMksif1Gf+70q7ta4VK7G9GXkU9kdy03vszpfopplZ1vv2dl98IJr8cZPfwu33rWjB9Adtv/K/h2/+GN4+GH7yTAquYrwVHNQsRnps1wN19PwvBV3iy0/r6vcinogmn0K+5i+VLYXr9P8tP76rRcCeAF2/e0F2wE8odHOzFf2kBn2WQJ94gaZKmEjTMyHx2jxMYxenul43BGuiKAeN7OvclLZrzRUZi+KsYLB58/Kt2Cz8qyWLfxpyelgN6qhxZjJta6ot7xPhtt/teeZvPdT4ZXH2ZKHrK98H2b6mby3m3Gz2ltKhtWD1ael3xkua4PpRH3v61+tpd+3OOwsZbqRHXWuesLLR77H9qiNTdWtsu/3fO7Pu+oWvOWz3+4+e8VmAMCSruuffcpDut948rHYsHZ1B6Bf/I/2tqprxDO239KXUZ5VP0YcrczTSl9GdWY94OPyNiyv2Bz2/K/Eqnjg7bAeHVPLjAdqtbzIvgjAywG8FcCTAfwdgL8F8IwWhzNe9xkgEbkHGX8eDbxdnAXJjQpe1bF7zCcjMyOS8p8NFo9LNTvLt/epauFjVTi8LeW7ZaConDH/PpdMNhoAzAaTUcv69TnwdlQOrC6rR8a9bKiwAWTtqDxHQ9rbi3jM6qA46fujEovnF8uXx+QX049yGdUo4qtaUe94fMwuywmrpbfnY2J8ULX13GA1VXVmsWc59XFHNYtq6eNVcoqvNk+Kp6wePl6/z2yoHnR2unt2zvd3b5/HX3/hOzj73Kv7W+7cjrmuw2H7r8Rrn/Wo7j8dfSBW/uDXaKE3PwNrsTL+VvuKxazyoO7tYn5Vvjy/Iz6ovEexeqyMj6Qu8jnDMHofLKcZX6t9qbCzOBhPVG6y1fIi+wcAfg7AQQAeA+ATAH4SwGsBnNVgZ5Zrlx8tYMkF+AtLNIjsXkVGNae1oTBFhVLxMF8tRPJLNaMnrsLHbEW2/bmKPbLn9bNctuL2g4HpRVxgMtng9DnyNfV19jExDMqPrYOvD4vBnnk9VlNmh2GqXEe+mG01D6K6+x6r+PBxRr3q/Sv7GV/8WcQjFnOEz9uN6sfyZvcz3Qizsuf5wXKZ9ZbHz7itOMPykvWa6osIY8Q9FQfzxeS8bc+3u7bPd+d+5+bu89/ajE9eeiM2bdnWLbIbq5cvxfNOPbz7vac9HGtWL+sHtwqrzwPjdpYjj1fJKo5HnPQ1VnmP6u9jULPH2onmhMqRsqXqyXxEvGK8VjFEOVU5rnCe2V3UobPErpYX2XkAd2Dya7jWL+7dBuCJDTZmvcIXLnWtkhoV2sso2er5GBnV1BU7rZgrOCuYqhhZTdheZreSIzZEq3zI/FZyxXJb8T9tTSJdb7vy0MlstfZf9DBRvjK51lyMicfnK8I6pgfHcDOqWZTnas3G9GX0QK3ay3Ic1Siyn2Gv+Ih0KjFEflqfWZUY+r7H/ELfbb1nB/7mC9/Bxy+5obvq+3fe+9awbEmHg/ZdgZ999GH4mUcdhpMOX9MtXTJ3r4lZxc32xnAk86vkKjYqsv6slSdRj6nYVZ9Py+Ws/6r2q34S3Oncb3mRfScmPwv7IQBPA/AaTD6hfXeDjVmvHrjvH0XIvuPx+8NZ2an4bkX5ZvfRd1RKpsWvOhff8TS/XFT8DdesWZn+WAyV7zhVw0e8URximJQMu1d2she5zGekX+XScF/pB8WprJ5RTD4uG19LPFV+ZT3pz60c2490WRwsDy28Zjkb6leNW+XPY1e+ov60PipxsHyw/QrHsvhZbJHPKs6x+VFn1p7SqWBcWOj7G7Zs67538539ZzZu7j72jU24acs27Jjv0QNYvqTrT1i/f/f8Uw/vzzppPZYvneuWzHUYzPaTdZ+41Ayx19ks8Do2xqh+LFeVmaDyXPHD8q9i8rJR/aLzFrz2XPlS9arEVOmR1p7xZ74vs1V5kf3vAN4M4A0AlgG4B8DxAJ4L4I8BfKDF4e5ePklRc1gZNsCVj8pZNijtGcPMih0RKCOi9ettRcTy8TD9SqOy2NjQ8b5UjlS9qg2krllM1SbP6sW45++rPGT5sF8zTqvcsqGn/HouRwNI4Y3s+riimmS8VtfMpj/3+fN19FxWuFidVTzVxWrL8EZ7rbJ2L+tlv6fwehtRTr1ethfJMPuMywo/w+n7wesNezaHPlcKG8sxySf6Hrhrxzw+e8VN+MzlN3WXb9qCKzff2W2fXwAWP/yZ64C1+yzH0x55KM46eT1OOnxNt2Sus7ipb58rhdHnicXmczFce3uqBys5iWqsasOwWD/TcNPzyvtWNitxsVxFdhmmCEMFZ7Uv/XkWW7QqL7LPBfBHAL4L4GUAvgLgOgB/3uJoN60Sae1+1CxeP0t+VFRrLxre3k4rQVoL7u1VbGRNyZo9WtEwiq7VAyjyz/KqmrbafGMfvGPjU/6ZTWZDDbQxdc/6y/uNHgiDD2WXvQxU+R7FqfKh9jIfLTpVu2O4NGDJ5CKOsQebP4t6MOutCk9VbNmZ4nf1Ianiy/oy2svyXrHH6uF6CFu37cTlm7bggxdeh09ffiO2btuJe3Yu3Cu/ctkcDtlvBR7x4P1w1knr8ePHHNivWr6kW75kDt5dlKMoH3Y/ey6y+9Z6ZzLVeVetqX/pVH4yvArT2Hni56Pij+Jfq79MtqUOlfceYDY/I3sqgFWY/OqtvwZwBIB/AvBnAC4o6O/WNW0RIv0KscbKVMjQ8l1Ki23mx2OMXuKYHsMxBgP7qvwzW1lTq7iVTIsuyyWzU8l3Sx4j2aie2YOntY5Mx9fQx6jsZHgUXyI7Lf0UYWx5QCp8GdYWTti4WM8oP1EO2T3DoDiU1SfKfeRjmn6t+oj6IuNb5KMqw/wTGWy5ewfef941+PDXr8el12/Zxe7R6/bB4447sD/tyAO7kzaswfo1q7yf9J/cI44yjrH6VvpyzPK9XMlZxeaYvsy43Orf8035tToZf23NKryP8Km8KBstdWA+gNn9jOzdmLzE/jWAgwG8EsC/LZ69A8DvFWwcDeBzAIafFj8bwKsWr98L4ExM3rwvAfBUAAveQMvKBqkv8NiGHu4rZKgWNBhelJSqWTLsSjdr1CgOlUdlX11Hg8NiHtM03keGkd23+In2VQ2UbjYo1JnieaUPonv2YIvwWd6qnol6y+sqHyzu4bp1YPt9FY/Ph6pLxvnsgcOWjzPyxfB7GyofUd4ZTqbXOm8r+VZ5YSvLSWRb5aG1L5kvZs+fb9ux0H3+m5vxhx+5FNffvg0AsHxJh6PWre5/88nH4QnHHdQ9aNVSLF8yt0tfsvyzHrG4WJ2q8WdcZPnIeKFy6nPH4vZzqoU/UewMF4vXxxZxUM05lRMbs+Igm9PeJvMfxRjloZJXi8Xqq/ij1foHEQDgJkx+NvbbAF4H4KXIX2SXALgIwGkALl/cG15oz8TkNx8chsmL7DkAXozJC3K6WOKyoTLcRw+bwU7m1/tT+95mhi8aIgp3C3miQeNllDwjeobBk7dqjw1KlrdKTlqGl7pncWX41DCt2I9iquTc1i7DkA0shbtSdxZDNdcMx5i8RX3NYoq4pvpDxab22PCOuF/Jo9dntoY9JuP5orAw39V+aZ1lDC+zy/TYuY8twh7NkqhOlRmk6jvcb7xha/c3X/gOPnjhdVhYZO+TH3YQfuHUI3DGww7G5P/J2rUELEYWX8YnxVeVxyiHlVXpmQpP2D3bj2aJmuPDnqqbqi/D0do7TM7n3s64yFeENfPjZbzPKB/edlQXYLa/fms5gB/H5GdjjwfwLUx+f+x5Bd0XY/LiezWAhwO4BpNf5QUAv4/JJ73DJ7BvWPyv9CI7LFX8iBQ2WepBmz30VIGiIaYGiW8oZVv5Zs2mYvZ2mG2GmTX2YFPZURhVHphtlZ/s4cFyyfIUxcdiqQ6q6nBXflW+rQzzxfxmA4vJVHSy2BTmCr+Vbaaf2atgZXZ9/io9XV0tfGH1Vdxntm18CofHEskpPYaF6VT6icWvdLyc31e+bU2jmaJ6M8uN4i/Dt2izu2fHPC7ftLV//Sev6C6+9rZuy7adAID9Vy3FHzz9EXjaCYf2D1q5bCque5lq/yi5Sp+02oxkhvyPwV2ZPYprnifZPKjmI5p3mSzzN1yzuWC567G19qU/i/qlZV6Y+zQflRfZkzH5UYLnYvI/fL0NwF9i8vtkq+unMXkRvhDApQCeAuDXMPnxgkMx+RR2WJcC2JfYOBjAM839GuUsGhK+oCqxUXGtPfuV2YoIPkbWn6uHV0WfxeVjVn4r+1HjKlJHQ4ENMW8vymVU/8pD0uelwg/PI4aNYcxkvQ9my59nQ4TpMUzVFQ3HSixV7nh5X2u2r2xGdVTcynJg8WW59PmK6udlfJwqX9aH6iMvG8lEcUR2olitr0HWxzUGl/XNbCuc0TxoWSxWe33bXTu6P//UFXjfuVdjoUcH9Dj4QStx5iMPxcvPOBZHHLgaQ5lb+zLKc4tMVisrp+5be53lqzX/UV9neKJ7Hxc7z2rlz1vnRAVbhEnZi+ri9ZR8y7wQNZ7JJ7KfwuTl9XhMXmTHrOWY/OjAIZi8AD8GwOcx+TO3SzD5lV7D2gH+Bj4PwP5Eu/wZ2sqDzstme7bwUQNUHogK9yDDMKsVxRTpKOJlJFZ+qrGy3EV2ohiie+Wz6kNhH86ihm+poc1BVVbZjurVOkgjuxG3Ff/Zdb+4xtY+ik3ZrPYTizWLMbLnY22NkeGJ8hZx058N2LwM43SGP3sQttQqi0XJRbMn8pf1Vkv9MowWK4Bu67YdeNUHLsYnL72hX+jRHbB6GX77qcfjJx56UL9+zSrqtpJbLx+9MFXznMU2rWxrHGNeolrnQoYzmwmtc4fVSPVOZR5Fdbf3Y2sYcafSl0k9UkyVF9mDMeX/eIXJr+u6AT/4FPcCTF5gOwBbARwD4IuLZ+sxeZn162ZMXnyH9b8weTmmn/D4FwS72D4rrJKvFIMVLyJdtcgKd+WFgMUQDQSfQ5XPTM/rslijfPsVNXmUr6yGLC5rk+VC1dnbyHx52xYvy5XKr/KlOFypObNlsSh/Gd4IN/Mf4Y/kK7lidYxi8rGxa6un7Kt8R7Z8zqN6RL3AapD1t+o32yNMV+FnviMuZPlSfFR5Z7IKf0tfZv042Lj6lru6131sI/7tshuw0KPfsHZV96fPPhGnHrW2n5vojno5U7OL5VDNnWEv6l+VI5WnyHbE7ahWTE/F7f2qnGac9H6jPGU943vdX3ubWW0tXoXfy1bqxvjubarctfSlyne0Ki+y077EApO/CvYMc78BP/i4+BMA/gt+8BfCzgLwmRbj0dBgBPFn6lo1qLKR3SuCV2JSpFb6jBBRfjLsw3Vmw2KOmsnLVQYHi4/hYw3qc6liyAackmN4VfN6v7a2DJPCWpWPzqs9UbGp4mVcruBm2Cp59/IV2xWfUQwRT9i5r3lLHRiWqD/97GDxVPz5aytbySebfwoDe0hH/ux+pe+8H3UW+fL6HkNgF5//5mb8n09cgUs3bUEH4PADVuHPnn1id9rRazGYUTirfem5l+WQxafiYvM7s8OwMR9ZbF4ue3ZUOO5tVfEwm5l/xZcMY1S/ih6LsxKXvVd9GeH0MbKl3geUvF9jfmvBmHUugBsBfBSTX7X1FwD+BJOX5D8EcD2A12PyqesvAzhyjBM13IGYkC0PBaVbHS7qPiJE5pt9Zfr+YeSHQdVvhKWax6gxohcGJcdsKz2PT8lljc5ssLgrTalqlsXl9TO5SF/xscozpuPtsZcZpudzl9UkqkXGl9aVxe5lWawqPhWb96Guq/i9/SgO9ZLi50nVtsfOYlfcqcSq+prhjzgb4Yt8McyL+ekuvOY2vPid5+H2u7d3c12Hxx5xAP7iuSdh/QGrMEdMRbyP+K0wq5iz+nkc3k+1L1UfMPlqDN52ptdS54xzlbldWZl+NQ9ZflvssXyxvlQreqb4PfuVxDWTn5Gd1XoMJv+z1lEAfhbA1xb3twN4CIAXYPIncA8HcFvVqHqAZ4T0zZk1ZOTbk7ky1O29J4q1GxU4KX7pn8CGc49dxcti9DrRQPD1qvj1Ocl8RXbsV4WP1cjLKjs+r0pO2arGEw0J9jBg8akBpXIR8S16SNjzLLfq3utl5yz+Sh7ZeaSj5o/a98tjq9YrwuHtR7EwW+w+w856lOFmMyfiPsuHj4vFp3rWnmfcU3GymBTuRV3cfMf27qVnX9B/9apbMNeh+5UnHI3fePJxeNDKpfJfq6o9xvqyyn/WP+q80q+DT587xuXID8PifTDfg37Ul+o+4oyqP+tfHweLqbXXVO3ZUjn3vtR1tcZZX7JaqxwnsaXPw8qL7JrEUI/ai2cP4J/F2TY0/rqtwaZPVqVpVENGQ9LbloB6/VCKCs4wetsRgX3MjMw2Hyo/jNhj86Bs+WFjsbE4oyFgz9XwYHlnMXgOsbx6/MyeP8+GUJTziJMsLzYGK8fO2CBiy/pmdpktZpvVw8cT6VssjEMsJyx+lT+W/4wjPjdRPrxMxLMW3vjriBcqTq9r/aoasLqyc5YvXxOWS68b5bHVr7Kr7EW8UNzr+77fsm0n3vipb3bvOed7/Xzf47FHHtC9/UU/1h+wz3LaHz7fEUc9JsZ9hZP1VxRTVDslz/omwqeWx2T1FGf8vuIXiyPqSxaL6kOvn9mJ+pKdq55g9fE6KjeMX6zXlGyEmfGB5S7qO7UqL7LXYvInatXaBmCfirPdsVhx7ddqURnx/TWz7XUjItl9hYfJKUJlBWckywYKi4nly9tXQ6Rqq4qPNQWrYyW/zI/ybfWiJmR6LEZ/ltXQ+x/DiSh3kW8br9+L+KLyEPWB7zcWM+O19xfhiurvz5hfj8n6UnmPZoX3M1yrHhlkGCYWcxWf9eVjZDFkPRTh8DJRTVgePDZrI7Ov5gjDneEiMt03b9yKj3/jhv59X7m623zH5BfyHLb/yu7Nv3AyHrPhgPThz87UzLCyrI7MB+sv5oPxwet5HeWPyaneVzxV9lp5rzAzfip+qNywOFRuojyyvNjrqC+VP5U/ezZmBQAAB0BJREFUj1n5rtjxOh6rx6ZiY/6iVXmRXdtqdE8vRaosMfbck14V1i4vm2GLGjkqeIaf+ckaVw2RbM/Goc7VAGFx2twzH8qet90yJNS1zyO79/ZZnJnfyL/163Pg9RnvPYeiQcp8sniYLZ+DiAvKL+Oh96Xqy+KK+KD8ZlzOzqLl41OcHu79ntdj+VI4fS6sfc8bb5vxmO0rDCwGn5Ms16qf1dyK9iPcirPJWTff95hf6LFzvsc3rr8dH7rwOnz1qltx45Zt/R33TH6D5PKlczhlw5r+FU95aPe4Y9f1S+a6boAZ8SLCa7GpOvmcZfVU8bM8ZT4Y7soctLa8P5UDH1sUU4TLcs7nV823qC7RXoTL9yLDas8ynlZz02JP9U82O5gvpZvli63Ki+x2AA/D5GdcbwTwH5jNbzKYxbpPzCwJWZN5maiJvA5r8Kwg9rwy0FRMini++Xxsalhmzap8KXJHOVAxMx2LueLf7mfn/jqKxe+xOCN86qFSyTNbg36GXw2VSozRfgV71kuZ/5b8qD5geY7yZP2yeBVHsl5QdWJDXWHPuO7PmH3Wc1ks6jrLK8PusWa1ZnMhisn7YrrKL4tnfqHHZdffjg9deH3/pSu/3333+3dix0KPvu/R90CPyY/ezXXAEQfu0z3tkYfgV554NI49+EG9+dOxNAcRX1QOsz5WfIn2MgzMh/KrYmN6fg6yfLD+YFxgXPbzkeUh47a3W5klbJ/lIuO+t6n61dpQ/aX0PF42Iyq1zK6Zr2pfZqvyIvtkTH5F1rcw+bVZlwA4vWJ8T67sITSsrImVLNvPHjAMW4uP7CEekU0Rz+fFkt7rRHmMsLDlB1a2z2JivrOhrmxXc2XvW+Jk+CoNrpaNo8I79QJhY2E+IgxqVXMzxk9VlmFgPM96pjI7Klz1tVI5Vw+miCvZgzmKXfFuwKFmROS/ZWU42Jq2Ftlyst38Qt/vmF/A567Y3L3ry1fhomtuw907FgCgWzLXoQOwevkSHHPQPjj+0P1wxvEH46GH7IsNa1d3S5fM7WJa+axgVDOsqjfWX2VFNbHXs3jpU/z1exkmhqeyqlwdw7vWfohyWdFXS/FrrI/d0JfhqrzIvgHAkwB8GZM/YrBp8et81cnuXn4I2/2oqdlDhL0QM19ehr2wRM0X2VZYrR/rQ8VbIU6kn9liOWCxVQmcPeyZXfvV58fnP8t9NXZfa+tTyUW+fE2zHHgbjHuMM14mqpPKo+J/FJvVVTFG/WOvGS57n+kpnNZ3NAOUnQq/rb7imreb8dnHzvrQc8fn2MfOMHh5xW0Wq7XFrj1ulocsj6oHmR0f513bd2Ljpq3414s34ePf2ISb79yOHTsXusmHrejWr1mJpzz8ELzsjGOxZvVyLJnrMNch5D3LLcurlY/4Ha2oX7ztrLeivonqp/wwPiqfLD8qx9lZlEPWNza+KN5qHaL9SryKrz5mH6eSa81jJBPZiHIb1YHptKzKi+yxAC5dvB7+TOw6TH7M4AGxGAGj4rEmszLDV0ZePxwGPYUjwxrhVgPBnmX22D3LhVrKj8pn5FfZzuSU72p9/H1WN2XT+63oMy5GsdkV1Slr+OhBoWRV7irX2bnHo2rPHiwqD6y+Kt7hLMLeEoPy6XNpv46pRaXv7HXEmSwvav6xvQg789dyXckTi6MiN5Tuznvmu/efd3X/rxdv6r5+zW1YQI8Ok09bD95vRXfG8Qfj9GMO7E4/dh0O3Gc5rPnKHI64VuFwJpflQNVaXUe1V/FkvVbhfrXm9ix6tiubqk7VvDJ80bNa4WJz2+tl8TIZZkPFmPHPx1ypt9+L9u25z0elHmxVXmQ7AEcAuGPxfhkmf7Bg+E0FPYCrxjifweoB/s83YwnrZRVZh/uqbW/PN4ffZ/4jHC0YVAzKTsVfFQMjL3u5ibAwnUy3ZVCyxfSjXEWDv1qrar2jWJUvJaNwR7a8XSVbwcVirtYme3BFHPc+I9sRvta+VPKVh3DEyWr+KvnwWDKb3oaVr+r5eNRZde7sXOi76269C+8+57v9By+8rrv9rh1YQN8tm5vD4WtX9b94+pE466T12HfF0m750rl7X1xVjit5yOqV8YnlPdKrriqXfSyqlq08t/ayHhrse78RNwcZe+7jZRiiONh+VsusF6uzSPHcx6FwqqVmWxRz9azKy0jG1jNblRfZLQA+6/Y+bq63AXhw1eGM1+gGnjbRlgSRP29D+VfDq0IwJV8dMFETtOy1DNWsyav67D7D3PJiEOGdBiNbvg4KpxrKDKvCrmL3uhXslZeVLK/VfR+H0mHnWe2yXq/iG2NvkGc1V73Var8Fh/86tk93l3xl3uyYX8CnL78RH7zgOvz7xpswvzCh9NK5Dk995CF45skPwU8+/GAsXTKXPpQtLtVXdp/hi2ZICx8yvWyN4bKXm4YPbLGXqsy+yq/CzPYqPFL41HNT3VfwZjZaZaLl5Wc1H7MX5Gn9sfX/ACV09a0QGCKtAAAAAElFTkSuQmCC"/></td></tr><tr><td><img 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"/></td></tr><tr><td><img 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"/></td></tr></table></span></p><p style="text-indent: 0pt;text-align: left;"><br/></p><p style="padding-top: 5pt;padding-left: 60pt;text-indent: 0pt;line-height: 118%;text-align: left;">Wow, things were really bad in the 70s compared to today! Let&#39;s see the change when Paul Volcker &quot;broke the back&quot; of inflation by substantially raising rates in the early 1980s.</p><p style="text-indent: 0pt;text-align: left;"><br/></p><h2 style="padding-left: 60pt;text-indent: 0pt;text-align: left;">Volcker &quot;crushes&quot; inflation:</h2><p style="text-indent: 0pt;text-align: left;"><br/></p><p class="s7" style="padding-top: 4pt;padding-left: 3pt;text-indent: 0pt;line-height: 112%;text-align: left;"><span style=" color: #202020;">fig </span><span class="s6">= </span><span style=" color: #202020;">plt</span><span class="s6">.</span><span style=" color: #202020;">figure</span>(<span style=" color: #202020;">dpi</span><span class="s6">=</span><span style=" color: #008700;">200</span>) <span style=" color: #202020;">cpi_items_df</span>[<span style=" color: #B92020;">&#39;value&#39;</span>]<span class="s6">.</span><span style=" color: #202020;">loc</span>[<span style=" color: #B92020;">&#39;1969&#39;</span>:<span style=" color: #B92020;">&#39;1990&#39;</span>]<span class="s6">.</span><span style=" color: #202020;">plot</span>(<span style=" color: #202020;">figsize</span><span class="s6">=</span>(<span style=" color: #008700;">10</span>,<span style=" color: #008700;">4</span>)) <span style=" color: #202020;">plt</span><span class="s6">.</span><span style=" color: #202020;">xlabel</span>(<span style=" color: #B92020;">&#39;Date&#39;</span>)</p><p class="s4" style="padding-left: 3pt;text-indent: 0pt;line-height: 11pt;text-align: left;">plt<span class="s6">.</span>ylabel<span style=" color: #0054AA;">(</span><span style=" color: #B92020;">&#39;CPI Value&#39;</span><span style=" color: #0054AA;">);</span></p><p style="text-indent: 0pt;text-align: left;"/><p class="s5" style="padding-top: 5pt;padding-left: 9pt;text-indent: 0pt;text-align: left;">In [195…</p><p style="padding-left: 57pt;text-indent: 0pt;text-align: left;"><span><table border="0" cellspacing="0" cellpadding="0"><tr><td><img width="698" height="75" src="data:image/png;base64,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"/></td></tr><tr><td><img 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"/></td></tr><tr><td><img 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"/></td></tr></table></span></p><p style="text-indent: 0pt;text-align: left;"><br/></p><p style="padding-top: 5pt;padding-left: 60pt;text-indent: 0pt;line-height: 118%;text-align: justify;">So far we&#39;ve explored the raw CPI values, but we&#39;re probably more interested in terms of percent change as is reported on the news (e.g. inflation came in at 6%). Let&#39;s see the change in rates of inflation after Volcker dramatically hikes rates:</p><p style="text-indent: 0pt;text-align: left;"><br/></p><p class="s7" style="padding-top: 4pt;padding-left: 3pt;text-indent: 0pt;line-height: 112%;text-align: left;"><span style=" color: #202020;">fig </span><span class="s6">= </span><span style=" color: #202020;">plt</span><span class="s6">.</span><span style=" color: #202020;">figure</span>(<span style=" color: #202020;">dpi</span><span class="s6">=</span><span style=" color: #008700;">200</span>) <span style=" color: #202020;">cpi_items_df</span>[<span style=" color: #B92020;">&#39;value&#39;</span>]<span class="s6">.</span><span style=" color: #202020;">loc</span>[<span style=" color: #B92020;">&#39;1969&#39;</span>:<span style=" color: #B92020;">&#39;1990&#39;</span>]<span class="s6">.</span><span style=" color: #202020;">pct_change</span>(<span style=" color: #008700;">12</span>)<span class="s6">.</span><span style=" color: #202020;">plot</span>(<span style=" color: #202020;">figsize</span><span class="s6">=</span>(<span style=" color: #008700;">10</span>,<span style=" color: #008700;">4</span>)) <span style=" color: #202020;">plt</span><span class="s6">.</span><span style=" color: #202020;">axhline</span>(<span style=" color: #008700;">0.02</span>,<span style=" color: #202020;">ls</span><span class="s6">=</span><span style=" color: #B92020;">&#39;--&#39;</span>,<span style=" color: #202020;">c</span><span class="s6">=</span><span style=" color: #B92020;">&#39;red&#39;</span>)</p><p class="s4" style="padding-left: 3pt;text-indent: 0pt;line-height: 112%;text-align: left;">plt<span class="s6">.</span>xlabel<span style=" color: #0054AA;">(</span><span style=" color: #B92020;">&#39;Date&#39;</span><span style=" color: #0054AA;">) </span>plt<span class="s6">.</span>ylabel<span style=" color: #0054AA;">(</span><span style=" color: #B92020;">&#39;CPI YoY % Change&#39;</span><span style=" color: #0054AA;">);</span></p><p style="text-indent: 0pt;text-align: left;"/><p class="s5" style="padding-top: 3pt;padding-left: 9pt;text-indent: 0pt;text-align: left;">In [201…</p><p style="text-indent: 0pt;text-align: left;"><br/></p><p style="padding-left: 57pt;text-indent: 0pt;text-align: left;"><span><table border="0" cellspacing="0" cellpadding="0"><tr><td><img width="699" height="75" src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAArsAAABLCAYAAABwbk+yAAAABmJLR0QA/wD/AP+gvaeTAAAACXBIWXMAAA7EAAAOxAGVKw4bAAAgAElEQVR4nO19e7SnZ1Xe/s6cOZkrkwyZkCE3khAMgQQYlyByEaSCXLQWq7VqsXRVW9tSdanUS1d11WIBu2yVVbAu7WItlNWFS7zUYIMohjvIPSFXJgm53xNmJpPM7bz945wv7Hnmefbe73fOnNie314r6/f73ne/ez/78uz3O4dhxmwmM5nJTGYyk5nMZCYzmclMZjKTmcxkJjOZyUxmMpOZzGQmM5nJTGYyk5nMZCYzmclMZjKTmcxkJjOZyUxmMpOZzGQmM5nJTGYyk5nMZCYzmclMZjKTmcxkJjOZyUxmMpOZzGQmM5nJOpDhiQawRvJxM5t/okHMZCYzmclMZjKTmcxk1eVWM/t+tbleXgAvveGGG7Zv3rw502vLn8Py9yk/DGTn/H6PLuLz+83pDKBrpuOJ4m1kHb9Htqt+qjoYO8OTfZ8imOPB8tz02GJnK3VR9nvPsd6pnKnUR2FkOUC77HtPLlYqGbeqfVqxgz6ZPTyn7PRytIohs8+es7PVfuvZw9r02oz6E/W8VGqD+1HuK3sRxh7uRtKb96q9rO96cEZ9WOVUL46p8yniyNTaZDOn0kdT30nUXsTDVefofffdZ3v27FkIcK+bl13bvXu3bd26tQ3DMLTW2jAMLLnjnrXWzKsEZ06wkZwZxPfQ1rI9A3uDWDf7RixeB3F5rBjv+Ezxgs+eOJTucTokdyecA8xKtzQ8op4IbPb6Oe4cq0Nml/WlmRmxE/YD6o19H+xFmEJuCIxRrlVtMQaFb7JgTZahU96xGHo5mjybncjj8kwpclTaEv3JeCrxFzkqaziuY98HMWC8UV+kfC/MhRPWMSdkDitsIX8VRoFT5ZfinhCnrC2zxXgFKhUuKKF9OCWmDhz0vgrmcWQvmifRbAtnesE/vccyLqp1NbMLflfEUTOz+fl5sxN/AD1O5qLN/8/kuGY0WyrSKOOz//Q6/rKJzvtn9Ic6zHemx8T78frjOmJmeai8LDCMkR5iytYiO1F8EV6MU336+mZYM9zMB2JnPhU+f57VSdmJMLJ4FHaWG8QU5ZbZVnsq11XM7HtkE/UqzxluJoqjDB/qML5GOYyeo3UVo6pDdFZhr54b18bz6pKdUhOVI+Wf5UDZRKyIT91BUWyImcXNZr3XV/mLPtWeyl+EE/fUvI3qhjaUD7Wmchedj/S9LvYp04nwsTi93SjXWQ5ULCpO9oMKs+0xsnMMJ4tRxa9sROciWTe/2R0FC4K/MfHF89/ZMzY2G3LMH/OlcPXGxez7pmCXh1pTPvyZXnzKltmJOWO56cmT2mO5Yv4jrPhd5S+KM8NdiTWzH2FHzCvZY7pV/njMWd+rHGY1yuxHfIxmQgUz6mX5jfxX8+P9VLCxs8pOtc/Vc7THch3pqJz2+FQ5R50olwpjlbNKh9mp1En1l4pJ9bfKr8p1ltvsnmGYVSyV2a1wKN0IT7XnMK9RX6p6sX6r3NHROsMz5QzLuxKM/WRwdPkzncHr6Te7dJC1ZRm/Y0H9vt+LhoofUF73cSAwlFCHNTl+j/RZQ6jmRFIqXA1E5c/bwk/8znAjduWX+VaYVS4xbvRdIbQ6iznK8AQkptiZTmXfP0e5ZnFGAzuqJeaI+WHcUvar+fF60WD1NcBasbim4GN2mA3EjbmJ8KsaKpu4hudZfSLMLF/oW8WIfvCMt4d9yHQUTqYT4fH7qvYqDhVDdjZ6znAyjjLcXj+az96fmpUsRhUDm3MZTuWX3VkMS1Y3Fgti8HZVPVmcUT9hvdA27jEdFb/fY/cxYotyyPLOzkT5w5yxM5EOixPwhC/dZuvwN7tm8U93IpHhIInsKxuo5/2q817XN666yNmFhsSPYqk8Y0wYJyOzwqts4xkW95RcMrtZbCrOLA9sAHg/7AzaZvGqHKDdimRYWWx4BjH7T8QWccfbm9KHUV97fHge11hMGR4Wf7WPMPbIr8pFlhuGD89m/Yy2p3KU9VyUryiPKg61hnnI7GLMke9KXlXfZP4rOKO9rDZRn0U9EtlgfFK5ZParflm9VUxZrApL5Af1Mw6pea/2sjyonEVrbJ/tVTga1SaKQ615m8m9lL5TrKff7Ka/RYjWo6aOfPYMFLSLthVO3Gd6oyidShzYgEwnik3hjXz6zzEnqm6INcoxIy4SOCJmFo+3xb739ELWe9gr6EsNEzzn88uGlIrdDyPVo7jPYsKcZHmpStSrkUzBMIWjWX2r61M5OjU/zF4vR/0z5juaVdhLCq/fQ2weB+v3SvxKWPzMTzSnWO4i/qgzfj3zp84z6ZlhvTYjnEqnBzuT6HwWX1YXbyfy42Pq5WhP/NmcYHuMoxGmteJoNe519bI7SmWIqMGL31nz+sES+YrwqebImsZ/4nfla/SX4fI62IBRnOqyYsSIcjfGXhksKndYO8TXE4ffZ+RU/llsmFe2F8XjbUd+Eafq90hYXaKeZf5UzqP8ZPlXNlU9sn6fKr0cZfnM7Ed7PRxFTinB3qna6+Uo88fwKSyqT6Lz7HvUfz3zlXFP2WIcUjOLYVR4PT+q/IzE22XrVfuIp9KDaM+vM25FWCpr2XnV57iPtVBxqflYyROrX6S7GhxVM5fhOVkcrdZtXb3sskZQQwe/q7OseTPSVYd8JmroRHGM/qOB6jEy0rG4swspG0iDE4Yxw8Zi7x2eLA4fZ4aH7aucMMJGuUFb7FyEQdnM4s/i9DjY0PZ6ap8N3ipe35M9HO3hGepnfYXnojNY00rfZjZ6OKr2Ii4r30w/4yh+R33WX75H2BrD6udL5ovhVHYrM0jNOoYxeva4o55GvJivak3U3hSOKtsZRyv2mc7UGNk+e8ZcKBvRzGR9pXhbxY72oziyfGKvMLuMgwrPyeSoWf5ndtfTy64kHDYTKyAWmBXMNwdrEq+j9v1AUoWtEknFy8iKTcbOskHK8ChSRTH1SDR8mM8oHh+XX/dDB/cyXMpWps8+VR3VRcfsM8wsL0o/6lnMc4S3gkPF4ddZflmdIo721AVzEp1V+VEcRXzqEmA1YNLLUW8XY2TxoC/FB9Rn2JU/j8XXVfV8JS+IgfVdJQ5cx9qwHsQ4MowKb1Rb1lOsBiMW/4yY1TmFUel5m/4Tcfp4fCwqDq+HfZvlgImyj7b8czTLmH8fE8sHs836tYdzGU62zmyw71g/Zs/rRRxTGBQXpsp6etk1sxObDQulhrwiDzYDNsC4FjVrLwZsukhHNWTUoKO9CCsOSGXbDyQviL1nwKocZ7h68sFqybAoXKovxufK8EIMWc1UrOgXB7iKU+GvXACVGjPfqo4+Z7jP4lN58LZUjdlahN3vR2eZDrs0cF+tMRxRDr967377F+/5rP32lXvt2rv2DeM2660pF8sUjqKonLPvilORvhd/FvGxflAxsxh7xWOM8LL6o2/GcZUzXMNz3ifqR3lSfMdzzNcoDDPTY3vsu1rzvthc8LHgWbbHalTpiwwH6isfypfqHb/vaxvpsfVsRqL/1eSoWf5/UJtEzP8HZd/+/fu347+ghgMmKyJr9PE7s+slajSFBT+938xfJFns7NJCYTpZ3BWysZiivGfnWd7892gtws0w9tYlqzs7o+Kq5EnFi7ErfMwu01HPmU2Vc5ULjJXpKd9+jemx895G1EdsPet7FUNvL0Sxv+63PmpX37mvNVsa/P/8JefbL73mmWEeMkzV3mM2M55FOpWY0U4FQ4TXx67qjTmprme9GdlSzyp/iDfKm9pXsfeuRb6VDbafxRsJy6v3kcWc9Wa0z3AqDBXOVfqjl3cVXcyR4gnGF9mpctTM7J577rHdu3d/0cz2KJ119Ztd1viYTC9ML7I3Pg9O0AcTbAhll/nxayjROtoZY2MNhWseLzZ3hCHKQRQT4lHxsBpksfjYEUOUR+ajcl59VxeBij1bizAru1ifqr/qc2bTf0aXQDT0KhxFPAyj94/Yxlwx3Coe5hv9ebv+jOIkyw3bX7ZhX3vwYHvqqZuG9/34tw7bTpkffu9jNw+Hjy5KjCwuFRPTYXlmuRl1WP8xP1ijyK/CGtWHfR/vBJWXzE+2jthVvtSLTuWZ+azkje2bxT9ssbVRWI+rvDO7WQ5ZvJH4eDBG/+znj8ql/65e3vx+FKOKBZ9ZHaIzKteoj/3u1zJMrEYsvipOte+e01qvq5fdbFCw5DM9bGLUZz/p+LP4Mo2NVXnhRFzVFwDMAbu0o2ZTAz/DwHxG8UU5jYbluB9d/sz+SiTD6nNT8ct0styOOixP6izWDJ+xV/GT1ZzlXsWgdBln2L63k3GQ7fdwqlK3qRxFTrF4VQ6qHL3twYO2/7Ejw/OftrO94IIn21tff6m1ZvbuT9xC81btI8XLKRxlOc64UOVFVv9sNqy0/lW9jCMRR/2e52gPhh4+Z7HgfsRR3G8gynbWk/g8laN+H3Gqs6iP8SvuZnhZjSOOsrNKt6dG0VpkQ+mslKOZrKuX3VEiMoyCFy1LumpMtu8HErt8e7Gj7Yo+i6s6xD1+xBARvoEon2yAqP1MlH1F9B6yquETDSXvX9UM9ysxRX5wL8PHaqN6tTp0or6Mzo59pvQyu/5MxFF1yWT9nOHo5WiU3/FspUcjjl55w32t2WDf/83nDK219spnnWlbFjbYu/5mr7XWjptPiEFd1lkcFV2Vn6hfGbYsv6oHcL1Spykc9T4ijrJeUP0xgFSxZD2M80TZYTObcUhhUPkc91hcFfvIfdZrXqJcRDHjM5sXbA6xT491yuxjHGW6PfO6wtGenK0FRyNZVy+7ETm9sKKrCygbBlHjRv4Udhx0/jsbBGpoqNjVvveBDchiZGcrfkb9nqbuJTXuZ37YEPPnVHxYF9VHmCscxNFAHuvhY4p6heGLYlc+qzqqT7K1KOaoP7CulRh9ffynzy3TQbtTOMrimyoRRz9w1d3DxrnBXnDhThuGYViYn7Mfev657eGDh9sVX7m73AtTRdXK58fnhvFEcVbt+R5BHnoM3gbjesTRSqyMA1nfs/2oTxBPpBvVucrR0Uc0cxQexpsolywvqlZol/lCifQzYbNJYcHvGFfFN9NTOeiNRXEu4qjiJD6fbI6azf7qMSpRw4/70dCJ7Prn6iWmmiZqJLbum3LcqwxeZX/MAzYb81WxrfLDclwlP+Jj+wwTO6/s+7OqN6LYo1yoOKN1fFY17smNX1MDnNVc4fZS5YHKofKr6hn5mNJrWY9kviOOMkzNScVHxtGji2345E0P2LZN87ZhGB4//+bvuniY3zA3/OT/+qL9yO9+yv77X3/VDh9dzMI8TlaTo1lfqYtWcQLrGuU820P8qmdYr2Q5YrWL9DwOxFjhqN8fc5XNyQxPj25PnIhTnansRTayuVHhXWbL60Z3YnVe9uQffeB5hl/Nyioen++TzVGz2Z/ZPU4ql0ekw14iImGDxD/7Txw21QGUDQFGMLYeNaPCgL6znDQnPfrj9yi+XqliqBIec9EzPCvDDXOn8KgaRxdlVmfWwwqDsl2JEW1E3Iz4wGJaqfTgZ+s9NR6cVHxkHH3wkcPNzOx7n/vU4/Y3bhjsx196gS221j6x9wH79Q9eb5+95cEUo1qbylGse9TPWS+Payrn1TpUsVb9Vuz7s+oTcSibalYoW8z3lBj8Pqu7X6/weYpv1EtekuS6wpfdHZV+R0xZLnw98bP3Hs3ur6zH0Wc2p082R6v9sK5edqsvJD1Du2LPN3dE9J6Gz3CN6745/VDDdRZTRCJGPpYDZr9nsLILropXkVARPsITxcqGhK93c5LFyuLw65XL1j+zWDGnDDfarFwY/jzmpDKQozz44ch6LMpvlfNoQ+U9qmMvR1GnoleVEcvlV91pZtZ+8FvOfXx92Z/93Ku+qV33q68ervy5l5uZtS/c9nAYhz/vca+Uo76+aDuKD3vEn2FzhvHHx6pmg7LDJOuVaE4hdsbRyKd/VnEoW9X5yXT9fpTDSn9nvcf6DGud+Yo4jLZRv6dPsW/Yfpa30T76xWfV0/5spW/xucLRaq+cTI5mMt97YIUyLP+X/W9lFb05M2vL/00DQxJWvZSi72xI9fplBZ1S4CkxTsEy6lQvgSg/qN+LV6331lZhwVgzPz01UETusdmT26k4M5u9vVqt8ZRaq+/VPuzRncLRTCo2FUdba/aeT95qZmZn79zSlpePy8eGwWz7pnkzs+FLyy+71TxXMVZ41WsnqrnnaDa/Kn3L+J/FWO2FnpyutL/Y/FI+euOZwtGee26l/ntsZfq9te2NdQqOrI+n9k6FoxUO4d5qcbQa11r+Zve/mNldZnaTmV1nZgtC75Nmtt/MDpvZy4TO+WZ2yMx+vweA+slk3POfeKZqP7OnfODZKT5XQw8xqZ8c8XnEq87gT5ps72TFwrCsxC7WJuunyC7W2vcn5jHKf0VWmrepZ1dyfrV9sJ7F9WhtyoWRYVP9n/Urs4+6R461dufDj9qFu7ba1oUNJ3B0/L554wYzM/vyHQ+H7qq5Xu2aVzjrY1Kc6rXP9lgP9Pb5as+6Hv9riT+zr7CsBMeU3os4dDJ9Vf31cm41sK6W/snm6PJ6inWtXnYvMrMfNbPzzOxpZna1mb1T6P6Yme2wpRdiJR8ys7f3glA/QYx7/hPXR4kKEv3U3JywwrKfXFbavKqxMv0RgxcfH9rGOFgTs5wwX1EMGf4ontGP/2Q4Ml+Vge3zzV7so7MKJ8tPz4uX6ruKjOd68zKe7e29yB7b7+WoWsca+bWpvVHJd9T/CjPjKovjLZdfY4eOLrZ/9bKn22gG9Ydh6W9nOGV+zh45dEzGiTzOZkFVorxh/lGQI8puT49UOJr5SC5mOeORZ1XujHVhPM3qk81nxDfiynLY0w/VmCt9oc4rTNV6R75YzlUtp/RT9Yzqr7HGPTWp9sMTzdHlcylP1upl9xfM7C9s6bexZma/bGavEbpXm9mxwNZPmtm7zOyhQGcwsw3uPzP35p8VHIuIicUmxoY6DggUGhue2WFn1X7UkIxcUewYGyMwXpKK7AxHpXlVDnqIgGfxXDbwonyxPTXUokGgMLD8VwcU01fYcC+rDfaa0scYqvhZztiz12e89N8VR1WeWK8xPyxmFWvlJUJJNCOiC33ce+jgkeE9n/rasGvbKcPr95yVvYy3C3ZttSPHFq2Zhf8nFszzSjiqYkHbKlb27PE0kFEvmkmVSz47k138mEO/r/Ko8om9X8HC6pjVS/Wj6n/kUdQfWCvmH3uNcVpJ1EuKo9X+HW3gOW83wor1y3yhDZ8TxlH8RCw9cSLu3tytFUeZrNXL7h4z+7J7vs7MnjTBzk4z+1kz+6+J3hvN7Ij7b5sV3vxVg7B9JPL4iYOJFSoaCBkmZqNnXQ2s8VM1GBsWKg7UYbbQXpZzLz0EY3Gys6p2bJ1hVjZVrzCJ+krFp/BEGJi/qH6sJrjGfLI9b0P1WDVnUzCwmCvDnmFltqMzFVtqvTIHgL/2i+//si02a+/6kT02DEP4m6lhGIYLd22zI0ebWdOzkuV1pRyNfLHzLBfIVb+GPRVxbCW4qucZBuRUb3+xvQhTlWNs5jEu9dphuoz7/jzytad2UQ7VvRHZje4aHwPedSw+FlvkM+PWuI9cYHlTtqrSk7u15CiTtXrZnbOll04vU4D/pZn9fYt/82tm9m4zO2X5v01mdsCs1kjsgmG6UZHxk+lkvtizbxQkk1pXfrDp/FmFuYFU8+btqbxFxGT7zCf6iXAwnWiAMKIqPwpvhIXFE8XMbPbYUbrROVU7FZfHij3DasVqzc5n8VbwZjYRF55XvdDLUZYzFo8a9N6Wz9+DjxxuH7zmnnbRGdtsz3mnSY76tQtO32pHW2sPHjzc1Ysr4SjmD30yX9Glxy5JjIFhZb4q/eNnZiOiYkXf2CvsjsDnbB5VbEyNXdliMTJ8mB/lh2FTsUaYUV/lXeUf7UTzy/sf+5X5znKA++z+ijD5T4ZD+WQ+VB7wE/PAfK02R1U8KGv1snuHmZ3vnp9sZo922rjEzJ5hZj9oS39e97Vm9jwz+3dEd9G+8Vvdw8tr4UvNuM4uK/YSyGyol0UlXh/PjDiQQNgcyqe3mV2UKhYVN4o/p0hfsYnEjPZZPJinaDgoHZaXqO7eBvqvkpD5Rbu4pnLA8FawZENJnfG21XBW2HEfv+PZ0Rero8cT4R9toF2lqzCrywX9ZhxV51nNmTBODMMw/I+P3DQsLtrw1u+7dJiD84qj5z15qw2tDdfftV/mgeXC6/Ry1PeOqrvqM3U26mWmq2rMxOuwemLPZPnw+ogtE6XP4qvk2WNWNWZruB7Fgf6UTsRRVQO0WcGBmJRNn0NvX+WA4cjyFsWmYlCxKzwVu4gbP9EWw4z5OpkcrcazVi+77zCz73DPP25mex2GjQUbt9nSi+6Vy//dZGb3mtlnqiCw0CzhlWE9FpI1vxfVxMo/w4PnKxI1Eu6z7yw2bwPjzJoRbalYvH0Wj9of99AnG3aRDYYX4/G58fGr2CPb/lnVpCIV/Wj44fdKfr1vPwhZDViM6jnSR4yqrzwm5iPqM+ZTrStsFVHY2WUR5U3V85N7H2gL83PteeeeVuKomdm5O7c0s6Fde8++kL9RPL0cVZej0mF2VF/i53iOzYUozqgflVRmAfpQZzAG9h39MjyMwypPuI9nolww7jFcEQ8VhoijCo/3V6mHshVxVNlgsbA5pfyyeVrF3DOPRn3klcfI4o0weXsnm6Nm+d/GsFZ/z+4VZvZbZvZeW/qzu79gZk9f3vseM/tVM7t0+fkNtvQ3Nuyypb/B4aVm9uu29NeRXe5sPtOW/ojCh4sYjiOWGphZY0YNpPbwImD6yldGYtYUqkmYzWgIZf5UXFGMmT7bx7xk6+Me5s6TqII5q1slTwozs6UI7m1GNrIzavCyPFVsq1qw/UqfIkbcZ3ssJ9XaMhvZxevXsnpVYme+K3mK/B09ttiuuWvf8NQdm2xYvgQqOM/ZuXkwa8Z+s5udncpRv8f6RfVQlHvmX/UH20ffPRzNsDHd6GyWV/yOwvbYHVjJZWWd7Uf5YPcb64tsbqO/ca3SM9m9xObmqL+SvPXyuopvtSSb2b15U3ZWg6Nm+R+LXauX3WNmdrGZvdrMtpvZOWY2/ruUXzCzX3G6D9jS38H7S26N/eMSV5jZ53qBZKRQly0rOiNq5rNX3xM1w1SxGRG+MqAUtgxL5UVO2WODHuuliFm5PKIXGnyOhqX3UamNwo64enOOwxh7R/W92sviQKlyg+FiOWcvH4ynqk8qeNn3iAORrx6O4rm2LBUcSm598OBwbLHZSy7alfaLXzvjSZtsbm6wu77+2OP7ETciDlU5inYRE8NatcfsVs5Eua/46+Vo5jvKt1pDX4xHlVx4W9UaMi5Es66Xo8wf053KUTyf8SaLL9qP8FZiZVgyf5Eem6uI0T9Htitc8TjGM70crcpa/gtqR83sf5P1ry3/N8rlRIfJVVOBsIJGAy6zEQ396FxVJxuaPfaQ8FMuVhyAETav5+1Hl4giHdOf0vTKltrP/GR9oPKtYlCXkj+v+o1dMriOPdCTF7WOFxbDlNmK/EV41aUU8bLCpyo/FLboTKQX2avY+tzXHjIza2944XnWWks5Ou7NDYNtPWXe7tn3mPzNqj+b8bHKUZbnSo/iuSg3GQZV14hn3j/Tzc4qWwo7s8f6P+p5Nn96chflMbpn1JkML7Ov8hWdVzNCnY1wR/FkcUd1Vz2QYY/iqOae6VXzy+JV3DmZHM1kLf8Ftb8zgkVh+21ZlJ5vaq+DDcDOR3Y9PrYXyaiPnxHp2dCs4GZ28TsjqBq0lfyyOEepEIj5YXExP2wvyodfy4aPjwHzWM058+dr7YdphCOLW+UA4/Q2Il+RXcwb40VW+yoP/Rm/hzZY/1aHrbfL8lPpYZUD//0PPv01G8zs3CdvSTk6fh+fty7M2937vvGbXa/j+6gnzoyjLC7vD/Gqc8wG6yMVWxSP7wOsGeNoxCE2Exl+1b8KC/MVxc/6ukei2aT0ovmn7OJZtIF1Zrnv7Vn8VJiYfZy1yk+GDfsgw1CZJQqH96VwqfyyeNXMOpkczWRdveyqIin96oWGDeYHkmoits6wok5zojCyhlf+lK1KnMwuNiXmghE2qwOTyiCrDhWVX7yEGGY2WNEvs1HFNlV6h4OPR2FVtUOf/pPpeX8RFuXf7yPPovgQB6u7whvlgfV8D0exd7JeUfjMzBabDdfcud+2nTI/jP8EcMZRn89tm+Zt/2NH7fCxxfTP9mfSe57lMTqv9n1uo9ng88L4y3q7EoN/rviPhPGGreOcVb59D6u40WYVm9r3fcdwjDoqNoY/2496qYEo/6yP8FwWv5oBlX5SHMU4mH4kUc0rZ3s46uVkczST9fSym76UeKkQJSvAWEjmpzK8cXj5da+vYlKDD/EojIhtCrEQt/eV4WZDMsOmPjM71fiUHupH5yMMSP7ssonqWvEZCfZF1ic4xFmvIi5fp6h2oz3cV/2dcTSyjxhZXP48y1OVo8yv6jFcZ1gfPXKsHTm2aN/z3KdOekF9+q6tzczs4YNHui/BbJ/VF2s16rNLMOqVHjzYM1mf+TX8zjjL9LOaZzxhz5iz0U40e7CHs/mCNerNt+Kox6PqzJ5ZHUYb3h5yxteA6US4MSdMx+uymLF3Vd6zXEzVrQrWGb9nHEU7Ea7V5mgm6+lld2DFwYJkSUSiZEPNN0hWmOow8DgyDH5gIR6/z7Arf2r4qGccHBnuzMYgJMLB1hATs5XlhYk/j/X3+VbnMA89/ZMNFpaDSt3ZkPa4enpb6WNuVPx+XfWk38v6LIuf4Wd22dkMQ68/5sef/cBVdw3NzL7zkqeUOIp7zz3nNGvN7OsHjwyIgV1eHtsUjqoaq/5Q+KMexHWFBf2zGkyVKk6FLZq5yj6bPeiP2Yj2VO+qvvTxRP4iHOgz447XiXqsipudwX38jr5wvzlh/tW8jmL2ecp6DAgLMjAAACAASURBVHGyNezHCkcVrlH/ZHI0k7X8P6j9nREsHn7P9iq28TkrTDTAeoU1cEQelo/VxFXVr9YjymVkIxv+yv7UXlBno9gqthR2HGRV+xXdKP+9+enpQXZpIY6V9qPnRyRT/VUwrETX7//x5283M7PLzj61ZB9r+ZxzdgzDYPbgwcPH6VXqPYWjykYUM7NdsalkJRzt5XJ1xrFzineM9xFHq/4UXsVDZYv5q/Z/hINJhaO9NYt0eurtn32dptjN/E3FW9GrcJTtn2yOZrKefrNrZvp/blB62SVY3cfmxnPsufLTbEXwJS/zPcVnpOtjruY1kmqTY6yKXAyLyhGryUprg3YqxGf9kQ1QZcufiWKK8E3JRUV3vLiYbk8fVPxkZxWOHj8Vwd7s4Kt99b5H7PRtC7Zz68IkfBc9ZbuZmV17175J50eZcllHcTIeryVHFcbs3GrN8EjYLKvkv4fzFf+rGd/UvGVxr/Z8GvV6Y1d1qnI9s3uyJJg9pRycLI6a5f+oxLp72Y1+umhOlP6o1+Ov58JUuKKXs8yeH0bRT72VplM61SGjfio7GZcCxuqxZzlkdUPco86Ul67MdnYeXwLV9yjGcc3HMAWLl2p/ow81BNVQVDWcOjinYEa/UzjK4vB7jK+qNgcOHbX79h+ypz15a5mjuHbK/NKV8OXbv34C9ikvsJkwHjB/Fd8qvoyjldnTmwNfO3W2ylFvr+I7whTZy/pDcSvLmVqPOId3ltKLhNV1ynzK6lS5U6dK9P6B81DprxRTxFHvN8IaxbNaHM1k3b3smunBNThh+l6Pfe/xw+yqIiJBo0shwqL8qgaMhh8OwejS7h1W1RetStMzHYyNPffirlxcYx19LViv9eQRcaP9DHNPjFHfq70sL3gJKTusXowHLK9qCPs+Unmo9OLodwpHFc/QR/Q8yvV37zdrZq981lO6OTrKwoY5G8zaF297iF6g1YumylHMW49Ue1fpMa6wGYk1Yv2Ln4yXeCbjc6+MsVTmh9dT/FB4q1xRdpkdNSdYPSKszD/aifqBPVdnaaYTncN5FNnzs9LPn6nYMq5GtlfSrxU7VY6a5f+C2rp72a00ZTS4Mnu+UbMmiS5EtJsNxqlk8+f9EGogykd1IGSEzJqd4TxZ0jNYq5eLX/N1r9S5R6I8R+uVgTilx7K+rVxCiKN3n635PFXjZ+vZS8NKOJq9hPi11lr7zM0Pmg3Wvve5Z9Ez2RxrrbWF+bn2jDO3D7fcf9DufPjRUj1WylE2B1fSj+hb6Va4knHU91CEF8+spBeyXsywYD+o3ER6PTNS2cV1tOHvoSl3RxQLw4vYpvpUNsZ1H0/2GWGt4vB5ZHFWYlI2M93qXbQSjo4mMuzr7mU3Sh7qVIqPOtVz2ZmqncpFhvtMN/IfEYvpKYy9Ax7tV+Jg53v0vV51IEypeXSODciTIZib7JJiA4p9n4qF2UOMWb4qva38s3WGI3r5qdpQtjJsUQ7+/Mt32oa5YThty8IJe4qjHtso7/rhPdbMhje++29DLHhO4c3i6zmHeKt2K5zqvWzZudWYMZmvyEfEUaWj7EV6nq9Ve9V9r9NTZy89HI1iYbbYnupd1htZvnvqG+GL5sZacbTH7lSOjiYyH+vuZdcs/m0sPrPkqksezzA76icY5r9acGWPxVAhrv8+DgK0x+JSdvwwUfhUvlcSQ6ab6eGF1JO7SjxY48hPJY7eXOHZaDhF+fE6VX9MfL6xZ1i/RX0Y9aOKr6pXGeKVPlS2oh5h9oZhGI4cW2zX3b2/bVnY0OY3DGWOMv8X7NpmL/+mXXbD3Qfax2687zifEZZq3ykbUc4ivAqD2vMzzeuxF9Ceno501TqbjZFM4WiVCz04GBbWtyioV42jF+NqvCCPaz6H1d5luiw/0ZmqTvUlMfKrdCtxom/V01kOmQ3UDX5ITPtiPb3sykT7nypUctme0mU/oY3FUwO1Z+jhSwEj9riOZEDxPn2DIZ7op0SMiw1BhbGKtTq8KrEy0uFAU0RThFcv9D1YVY4Ql7If5RhjUtiU/WygDk6UvUiYr4g/3l/UN6qGDL/X93587nr7MOMow+jPZfZHeezIMVtsNrzm2bttGIYyR1nPttbaO394T5ubs+Ff/v7n7ejiYiXkyRzFWLEG+D3iGfZ7dDbrhWpMrE+jWNT5Kke9qHmkuKtizjBGvtD2QATtq5mm9BQeZi/Tz2oezSLFKcVvlVO2hzyIzlbmEYuX6Vf1srr43sL5cjI5WuGJ2fp62aVNqRLJLgNPZq+nkq1IjI2u7Ho7WcGVfxZHZANjQlw4kCNCs7ij4d+7xoZdz3kWOw5r1GO1Yb68jah2We7QFvrIzjI77CyuR72j4lc+q9j8M9rFoYk9iN+RS9kg97roF3PPYp7KUabjMVfOt9baZ25+cDAze+1lZ07iKPrfvDA//Mwrn2EHDh1tf/CpWz3OwYepMLJc9cygXn3sSRazWlO+olkV4erhaGU2RBxjfEW/0T0UR3SiL2V37DfPtYij3ta4V+GPirGas4hTvXmp6LO5ozCy3EZYI96hP8w38zHWoRJXlkNm+2RxdHk/rdl6etk9QTw5GSnVM9qIfGCBva+IkOiTNRcbKtnQ6MEfNWOVsNGwYoJxsIGa5TyKJ/LJ8ON+xWZlWCrijucrfVKRaGhWc5sNvak1YfGNtrLByJ5VrIgtyj2uYZ8rzKvBUaWLMwj1h2EY/vBzt5k1swt3be/iaMTPH3vJhW3LwgZ7+xXXtcNHF621Zm+5/Fr7e79xpT188DDFNoWjWHN1ltllOavwL9Kp2mEczeJmtfDxZ/MEc12JR/VPJiw+/z3iI1vLMPbiQ4yZzohH9ZD/XskXqz2uTY1Z1bwHL+LBc9W7mJ2J8oO2n0iOell3L7tsQEQXp9cbz+NedLn6QkcXCwraZU3NLng1MBk2to72Mv1oDW1UB4kfTGygZhdChnNcz2LLLokpA1F9x/7wcfbUk9WgEoPPrRqEkZ2oX9Qai4/1vLftv6saZhxlfFVrzL6ytxKOYj78d4bFr7XW2tV37LNTNs7Z7lM3HWeT5aby3FprC/Nzw5tfdfHwyKFjwzv/5qv2Ox+5yX73Yzfb3vsesRe/7a/thnv2D601+tLTw1Hfd5gnjBdtZHWt9mOko+ZWhMefUf3A7ChfzL7KU09s0Rr2IWJQ531fRpjYzFN6WT7YOs620Q7i8xhZvCxGln+MJYs/ihXzqWLGOYF6bKZg3jPb/gzmCbFX8WK8ylYkoJPqr7uXXS/RQFPNUJGxKdiwYAOSkZ41rtdHnKgfPbPzkW8VI/pXWKo2R101KPwa5kwNFnURsDpEeLxfv99AcA9tZJ9RTyrbTCfLN/YnrrN4cb3KFeWDxRqdw17zvYL9kMWufPqYWOyRjykcRezo0++pudDM7J59j9kznrLd5hy8CkeznL3hhefZjs0b7Tf/6sb2n//iOtu5dcF+4wee0x49vGiv/s2P2geuuuu4HpnCUZY/thedVzlmvlmdcP4y25EPllfkmO8J5BbWw/c1i0XtI46ozqy/MS8ZR5WwmcfwVmxGfYG1q2BiHM842qOjatKDkdnx/tRZpaNqrWqsYmB9wuxG+E4GR81mf4zBywkvHl5YMdVQiwquzlFAwSCKmh0xMExRnEo/+86wV8+w4RcJ0/VrmJ+KbX+GDTG0lQ2tgUikP9pE7EhyJHelBqhbqQf6jnKh4kYsKnfMZqXPovOIRz0jnmquWJ8xqcyJqD+iPFTOXHfXvuHIsWZ7zj01xMX8ZJfa3Nxg7/jHz7XWbNi8cc4++FMvtdfvOXv44E+/1DZv3GD/+r1fGN515d7H/xyvP4+56+lntpedZzFGtUad6sUd9Xh2DiU6l3GpgjGyW8Xq16ZgQZvquTIz1Dq+tHnBvQhDxr9KHJX8ViSLeRT2glqJI9Kr+EC96nuPyp3y7XV6Xq5R1tPLbviTMhaTvZSwM9mLbgPxOt4+vvz4df+MmNB+dA5tY7y98am4sv3ILtNhmFvTv4GM8I7fcUChbcxZhJHlKsuLf44uJJWfCtGz+qAd1FeDjMXMhpGKl/ny62OPq7wzO5X4lWQ5qtjFXET5Yr7YXjXeD117bzMz+6EXnPu4TmS3kgev++KLdrVf/u5L7MM/+zJ78ralv8P3wjO22cd//jvstC0b29v/z/X2q39+Dc1HhaMKM+5FMWDeVNx41uv1XNyjvsKZ2WPnmJ56IWQ+WExZ3iMM6vxKbCt/yk7ki+WKxYA9iLVjPtin2qvEy3Axuxgne8a96D2F+UcbLD94Lppp1VyofGd59XpTXq5HWU8vu/I3PuynC38G9dGWbxb0MTjxa6qpmG010BhO9aliUs3DcCt/LA/MRhZTZpfF7XUz8kV+GQYfhycaYmR2s/XIr/ftMSC2Edf4zHR9brI8+jOsv1hdPR6WI/Sb5aFS/wgb5ozhqeh5Hcwzxq5iqXCU1aoSs8Nj7//87cPC/Jw9/Yzt5Vxir7BcjntzwzC88UXn25k7NptXP3XLgn38579j2Ll1wf7o83esmKPom/Vz1E+Yxyif4yerHfPBMEccxZ4ZP1HX+2IcjfpV9ZzKAcs55o/FgXpsn8WIuLKZ421FsybCzGxiXj3+iKMsl7iHcbN6KfsqBuwHjG30g/GhXiSsHqqe/tPHjDlhdlV8Kq+YuwpHVV+hrKuXXTP+Qofr417VBn7PBjLzn+kzAmAjMPuIWcVVJQs2uyJNZicTHBqMKNkwUXXAc0gslqtqbpgvVofMTjQA/HqmxzBU8Ff6V2FmZ9RlV8HFBijWiA3DLC7F/eiZnUEsPRytCJ73zwcPH7NbHjhoZ5+62eYGnp+IoypPGL/q2y0L8/acc3bY1x890h46eKSbo2wt24+zpSV6Kaj2PquDwhTpqp6J8Ee+KjYq+1WO4prvdbTF8qR6w+srXAxnNFc9NpZ/VcdKr0U1zs4zjlb7kMXXc7dEvctiwLUIW1TbTKZwtFIns3X4smuW/xSqzkSFQNuRv0gH/SmbZvHlFNllWNhAUTFiM+MAUZh6fGaxsTjYGWafDTWVp2iNxYSi4mA+r7trX3vJ2/66PXDgEPWZDbXKcMUcZP0R2WP2e/TRH9rwWBXvWE9lHPXn1Jrvqcrg7a1J1l++nxGXP3PT/QeamdlPvOxC866qHPX40D87z+SVl5xpZmZfvv3h4+xgLn1MLHbVc1H8Sg9jinxHkuFBHbWHn2wGoQ3svaxnMlF9mtlQ9WT2q+eVPssl5oDxIruTp9Q+iiG6M9Q6Cs4QNt+ZLdUTGGPEGVVTVVvUUXtjDBnPFZaV1imSdfmyOwq7yFRBqxeoGlB+zze2t68aV31H+xEx2HBFrOwCV82NeHEIMX3v13+P8pbFn52Lzio7WB8/4NgZVs/Iz2jTfbfP3Pxge+07Pjbc+tCjw7s/ccsJ+iqmyAf68Wd9TKpeyo+Ks4qL1Zb1KdrL+qqCgdUSv1dqiryo4I4GPa5hn7D4Wmv2zg/vHcysvejpp68aR/E5q8Orn32mmdnwyb0PSDvYk8o3q5+KHzGxnsVzFY6quvreyfpH+We5VHeNqh2LT2FFX1FPe+yKo5jnyixg5xk2r8P6PsLEsHg7ET5fA5W3KC6cKaoHK7MEc6tssTygzYxT+KxykvnC82zfY8pi6OVoVdbyZXfOzJ5nZi80s62B3iYzu9jMvt3MTiV7zzGzl5jZMzr900E1ik94RGZGCmx2tMtsYSNXLkG2jrjH72qwMVIwH74xFU7V4MqHIkGFjFNsMcKyumW5Z3msxpFJa80+euP97R/9zieHwZZI8t5P31r6jRLDmmFi+YtqXO3znuHj+ZBdLqzf1AWGNiPsVX4p22qOMBsRR5XeaIfp3b//kB0+uvRP+H7qpgdsy8KG4cwdm1bM0Sw2rNf4vH3TRlvYMGcfuvYea611872ndxge7IeothWOqtij2eJ7roejLNc+fyqXWf9G+UBb0fzNOFrpY9yrzJfIrsLac0b1e2Ve4n517rOajOejGijMUV3UM66rPqnGlMlacjSTtXrZnTOzvzWzt5vZD5nZPWa2U+h+zsw+bWYfMLPnwt6tZvafzOzlZvYhM3t/B4au5KimGp+ji0PZwTMRMXsIEPmOSOrt4WBVAz/zWZEp5zOS++Hs16LaqAGnctKLmeGHOOyPv3CH/ej//IzNDYNd8VMvtW952k77+qNHWmsn9mulH5ivTB9xqT5dycBX/a7qFuGNYh5tZhxlvZH1i7ejXgKYr6jfWfzjs8/Z+Ln/sSPthW/9K3v+r33IvnTbw/bwwSPtJRed/vjfr9vLUVV31Tteb/ycG8yetHne9t73SDtybLGLo349603VP4q/yn+mh36VVOeDyofymfU/W49w9PrHs+N5jy3DyPx5G8xepT7Mb9QfEUcrXPZ2KhxVeuqc4kSEOas1fiI+ddavq5mecUZhPpkcrfb2Wr3svtSWfpv7SjN7k5m9w8z+WOjuMbMdZnYz2TvPzL7bzP6jLf1m97Vmtq0HiE9OpSlZI2MDMR+4x2whiZR/tOM/vQ2/55tE2WA+mpDRl/fJbKlcYNwRDpU3Fj+ei+JmuY10mQ+1n51jl9Mffva29jPv+5JtWdgwfPTNL28X7NraXnvZbjuy2Oxvbrj3hAHF4ovwqUGs8KpYomGvMETYKvnMJMLuMbOYFPbIHsOZ8QD10A+7rEfBS218vvzLdw1HjrX28MEj9r3v/ERbtGbffdlTm9etYFPi/Ue1AVvtdZc9dfll/Gg3R5kf5UvlGfOLNqbYxRp4Hf+ygvbVS1aEPVpjcaE91WNZfpkew6TOK/yqxviyWsGnYlE+va7ygdjVnYQvj/4c64nMp99nL64qp16y/mLxqZoof+olmWFCf8we22PnWb5YLjBvFVmrl92ftqXfxI5g32FmlwjdQ2LdzOxR9/2ImR2zzt/YmvHfJPjm84lE8bqRfWwaPOsxoH20xS4eZg/10IfCjudV3Cp3kajziAP9jXWI4lLnVJxZTrL8RzqjHU9Ifw76wf79n1w9vPmPrhq2b5q3j7755bZ7x9I/8/rqS8+0wcz+6HO3U//om5Ee48J+VvjRZmTX22P4MGcsj6yO+KzEx8fOZxxlGFkMDCueVTlEnMxO1Y/Z0vB8y+XX2mA2XP6mF9upmzcO83NzwyufdeYJuWOYohzgM15IKs/j2usu2z00M/vMzQ+eYBfjQ44qzjI/ar+S38hHZJflQ9lnfcDmi8oniwPzxuLAs95n1n8MD8aDZ5lN70vZ9muRLus/tpfVzwvOSsyXx8XsDCAsLwpPRa/yzOJBURgr+l7Xf/rcM0xZPlQecI/5UDmt5MjLfEVpFeR8M/uwe77HzLas0Oa/NbO7zewA2fsBM3ube95qS3fFcYnGgo7r45q69P1ZtIe66MMPP0UwtMNI6tfRHvpm35Ue7mexRPZRN8tRlldGNJY39szi9vlUsSi/6CPqBe/34KGj7XXv+Nhw0/2PtPNP32p/9m9eZNs3bRxGlTO2b7LTtmy0T+x9YFyTL21qPYoFz/l8R3VTtrK+QntT16v4GLaoLlEf+nxFfcz40sNR9IPr49mv3nvA9h862v7Jt55nzzprx/DpX3yF7X/sqG3cMBjqVjmqcoH67NnjPXfnlmat2fs+e1v7rmefWeYoi1v1A4uN+WC5GPeYT9VbEXZ2zoREex5nlGvExmqV2VU5Yj5VDvxzhFHlQeUr8pfp4R6LifGK5cDjVH5Qtwc/2mPcYzbVeextZYvhVnYYR71OpQbqHLO5WhzNZK1edpud+FvkEkAhrzazX7alP8rA7PyJmf2le77Vlv+4g08Sfj4OLGjW6lBjQ8B/Rk05FlMNNjzjdTGGKThVU6mYMptqbcRZOcv0qmczDJk9JJWymdXUzOxn/vBLw033P9K+b89Z9uvf/5xh/LOWPu+XnrVj+MiN99vd+x6z3Ts2l/LGYo7ijTD22Kj0fK9PL1P7o4JX+Yku8akzQXFU9Ra7cP7Dn149mJn92EsvaK21dsrGDcPC/NyoN5mjFW5l+T19+ynDpo0b2lfu3NfFUT/jVA0yXnpb2Xxn+zgrPZYsL1GPr6QnVYxZLGxP+VG9V/3OXn6Y3XEt41iUD2ZbcZT5Y/mJYkJbzKeygfpoJ8q7ysNq9J3HojBXcpLxEvdw/WRyNJK1+mMMV5nZs93zBcZ/I1uRbzOz9y3bu1foHDazh9x/bfk/WkT/fXCCe2Oh0JlaU+dYMzIbTKqFVbYr5zMdJM3og8VQscVs9OY68sH0IqzRIKkM4gjbtXfta2Y2vPX7LrMBflAb8/qmV1xkZmafveUhaSvCgXFWclbJYZa/HvF1Zvusx9TF4S+VnnijYY/4vI/ILrNVEXYR+UG/79Ej7TM3P9gu3LW1nbtzy+Djr9gb7UT4p/Bo9D83DHbpWTvsoYOHzcgvIKI6V75XsCl+Il7WV/4T+wl1KzlT/YLnVL9GthG3159iL7uLejjq/eNdivnN8EWxsHOj3Yx/6D/rB1z3z6wX2IximFQOophV7tBv1qMV3B4nywnmsFKvteCokrV62X2bmb3KvvGb5F8ys48sf99tZq8o2rnUlv7s7x4zu70TA/1J5fHNZKD6JsMEs2ExFjUjllpjjVQJUmHKBhpb9yRQzYeDLbMdkTAaJooAWJconmwIRthXsu/9Hjh0dNi17RTbuGHuBNKPsVyy+0nNzOy3r9zbhV/ts/xktcI9n+fVGNxseDEd1meRrSpHI76zgaxiV/4q4jHgnEC54it3D4vN7M2vupjur4SjbE4xrOy79/stTzttOHJssX3uaw8ddy7jKIsl0+mRqGbjZ8YdtTbGp3Kf2a3mXAnWsWLXn83mlX+OODraYtxhZ5oTtMPiiTD21K4SL+NGdnaMHXVwhma9HXEU8URxeD38rrBVeoadzbBUZLU5ymStXnavtqWX1BvN7PO29Lcy/Ojy3gvM7L853d81sy+Z2YXL379oZk9a3vuoLf2m9vds6WX5I2Z2zlRQPpHYrJ6MOEQyQrOGzAakakK2z/YYYdng8zEpW8x2dXB4GywHKyEBDkSMQ2FneKP42XDLhgXaFbm3/Y8dbWedtjkcFlsWNgxnbD/Fbrz3QFskfwUZSgNR8bCYoiGa5VZh8TrVequ8R/5QH/la9R1dQj39ulKOshqO39/zqa/Z3GD2sot3SV5N4SjrUxWLqsuo+89efL6ZDcO7P3FLmaMRNrbGaqVijOrqbarYe3pXzTyGU3EQ9SIbiDVbY+s4TzOJdHv5hmfYfGVnMnyRrp8N1X3kKNr3MyfCP+6xWqv5rOJR/YK2FO8wzt7ZobBF/fREc9Rs7V52my293D7Llv5BiLPtG3+zwp/b0gvvKG8ysxeZ2S5b+nt2X2xm+5b3zjazbzKz17j/en/DWx4QVQJHl3M0eLABFZaxgapDqcdv1QYb1L3DDT+jOmTkGwmrBkUWT0XYsOipAcr+x47aoaOLwzmnbX58Tdhr/+B5Z9nho4vDg48cKsXlRcWB+2qoM1F5jgbxlF5RPplEA7zHVvVcNMRXi6Ns7cixNlx9x9ft1C0LtkD+FwHEshKOVvZUTk7fdort3LrQLr/qLjt8bLGLoww720ceRn27Us5mmCKf0Z7PieoB5bN6H0W9yuZoxWamk+n7mNUdp873xB31Q28cGUen7KNuj76ygXFn8w71mD5iieYL6+nm5GRz1Cz//4Ct9T8XfNDMHjGzRbd2dHl9lEdt6c/z+v9GwfUDVgjSS/VCyhrH21EFY88R4aIhxAaEGl4R7gwnfscY/aVeyQvG7OOq1IERi9lmhGIYe2qf5RJJrfCPe3vvW2rli3c/Ke2vVzzzDDNr9t5P35rmnOHyuqxPlF9Vf2Y/ijWyy3RVnSOsGV7Wv1nMbB1t4Jr/PoWjyv7Y0w8cOGSLzewNLzzPhmGQdZzC0UpPYBw+lxC//cS3Xzi0ZnbNnftKHB2lemGPOlX9CpcxV6we0VllhwnrGyaV2cLwjGcZdsxZpfaIV9Uvwpr5wXyzulb7UtWM5R1tKp+Z7ywn2Z7qTcWZSt2wxgoHmxkKS9QDCjfWpIJVxchqEuUeZa1fdp9QiRqP6UbFV2vsDGsa9hw1dSPCBiauqSbxe2rIqLywJvb+oziiIR/lTel6PBhvNiQi2z6/Ki9+jxG6tdbu239oMFv6owh77ztgzVq77Kwdx9UEczIMw/C8c0+zDcPQPnTtvce9SLEhxmocYfI6HgPLk+pNP/hUXv0ZvGQQH4tN2cbeUL3I4lH4UE/1OcsX6z3sIfTr7bD6e/vv/sQtzay177zkKaX/6U5hV/YrovoDY3v9nrPMzOxX/uwrJY4iZrQb+WI9hbhZrzEMqheQZ8qH3xtxoQ88j/GiL4Wd5YKtoU3UZ70XxRvxEddwHbmgcCmcat/nnMWA2D0Ohgdz421HtWTxIi6FCedBxb7KFeKMhPWozxOLSeVZzZMsZ359Kkersq5edjFZrJlxnzU97jN7voB+HX1FttWzsslwIAa2H/nE5lZNrYT5qsTMcOOgiDCPNVB4IqL481GOWO69zl9cfbc9/9f+yr5w68NmZnbjPQdssMEuPXsHzYnHtnHDnJ29c4tdf/f+4djiiVCzGvucMR0fX2Rb5Qj31cDC/V677AzWB9fRlqqfX2PcZ5dXD25WW4XD+8PZcMVX7rYNc3PDRWdsT/1O4ai34XuQ7bG4vL+dWxfahbu22jV37bPW9F+HxuqSvXBEeVQxq3qj7YrfHlvsnMKI3MFz0RxTNjGOLB8qbqUb9Uflu7eN3yO/XvBlKIrL267cI8pelu8I77hevcd6bLL8ZjN3IMLW/VqlF9m5DH+ETeUH1tL6raeX3fDX3n7gsJ9qULLCjXbwJxu8yJiPjLzeltJFv2ijEiPiQf8+zug8izU7w3RZw/fUqII1Ol/BPeq01tr7P3/7YM3sjcKKcQAAAc1JREFUw9cv/Q1519+zv83PDcOTNm+k9rCeL7nodDt87Jh99d4D8rf83gbLE+uZ3phVjOMn6wv0F9llvcj6G9ciDvXE4vUVV5DXkY0oBi+4zgb70WOLdvtDj9ozd2+3jRsG2Ssr5WgUhxLl/59+29PsyNFmf/rFO0q+K1xnuiuRMX/oJ+JVhqGqh7Yzjlb7ONJTdahgzOxV4u7pgUhwtrEZUOUo1prFo2LMcDN+qp5TZzL8GUd6eN/Dq4ij1RiqfqocNfu792d2n0hJCcCKmDU77iHpvG1FzAgLYvA2o5cxtZ/5yqRnGOMgGX1FhGe4sB7sJUT5xrXqoFA2ei6Na+7cZzY0u+Ird5uZ2fV377dT5udsMD2wfN3e+G1PG8yG9vG995+QR6+XxcRso74YIMfFxvbx0sMas4uF4cpy4Z8rNlGymiGGSD/iXS9HM9yfv/UhO7K4aK+4+CldvVjlqMJW0VG99A+/+ew2N2fDn3zxzhJHMV+VXmFYM+5mOVF8YnroC2cdOxf5Yr3I8HtR/nFtfPa59RhV3qo9U8kPiwXPsjOZnYpdhdn3mz/D1iI7DF/vusekYqoKzmCmw3xXORNxVMXA7K0mR63wm93/C0giKR7WIW5pAAAAAElFTkSuQmCC"/></td></tr><tr><td><img 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"/></td></tr><tr><td><img 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"/></td></tr></table></span></p><p style="text-indent: 0pt;text-align: left;"><br/></p><p style="padding-top: 5pt;padding-left: 60pt;text-indent: 0pt;text-align: left;">Now let&#39;s do a similar plot for the current timeline:</p><p style="text-indent: 0pt;text-align: left;"><br/></p><p class="s7" style="padding-top: 4pt;padding-left: 3pt;text-indent: 0pt;line-height: 112%;text-align: left;"><span style=" color: #202020;">fig </span><span class="s6">= </span><span style=" color: #202020;">plt</span><span class="s6">.</span><span style=" color: #202020;">figure</span>(<span style=" color: #202020;">dpi</span><span class="s6">=</span><span style=" color: #008700;">200</span>) <span style=" color: #202020;">cpi_items_df</span>[<span style=" color: #B92020;">&#39;value&#39;</span>]<span class="s6">.</span><span style=" color: #202020;">loc</span>[<span style=" color: #B92020;">&#39;2010&#39;</span>:<span style=" color: #B92020;">&#39;2023&#39;</span>]<span class="s6">.</span><span style=" color: #202020;">pct_change</span>(<span style=" color: #008700;">12</span>)<span class="s6">.</span><span style=" color: #202020;">plot</span>(<span style=" color: #202020;">figsize</span><span class="s6">=</span>(<span style=" color: #008700;">10</span>,<span style=" color: #008700;">4</span>)) <span style=" color: #202020;">plt</span><span class="s6">.</span><span style=" color: #202020;">axhline</span>(<span style=" color: #008700;">0.02</span>,<span style=" color: #202020;">ls</span><span class="s6">=</span><span style=" color: #B92020;">&#39;--&#39;</span>,<span style=" color: #202020;">c</span><span class="s6">=</span><span style=" color: #B92020;">&#39;red&#39;</span>)</p><p class="s4" style="padding-left: 3pt;text-indent: 0pt;line-height: 112%;text-align: left;">plt<span class="s6">.</span>xlabel<span style=" color: #0054AA;">(</span><span style=" color: #B92020;">&#39;Date&#39;</span><span style=" color: #0054AA;">) </span>plt<span class="s6">.</span>ylabel<span style=" color: #0054AA;">(</span><span style=" color: #B92020;">&#39;CPI YoY % Change&#39;</span><span style=" color: #0054AA;">);</span></p><p style="text-indent: 0pt;text-align: left;"/><p class="s5" style="padding-top: 4pt;padding-left: 9pt;text-indent: 0pt;text-align: left;">In [202…</p><p style="padding-left: 57pt;text-indent: 0pt;text-align: left;"><span><table border="0" cellspacing="0" cellpadding="0"><tr><td><img width="702" height="150" src="data:image/png;base64,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"/></td></tr><tr><td><img 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"/></td></tr><tr><td><img 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"/></td></tr></table></span></p><p style="text-indent: 0pt;text-align: left;"><br/></p><p style="padding-top: 5pt;padding-left: 60pt;text-indent: 0pt;line-height: 118%;text-align: left;">Looks like rates may have to rise quite a bit to solve this! We also have to consider supply chain issues and global macroeconomic changes (e.g. conflict in Ukraine) that can effect particular commodities, such as oil.</p><p style="padding-top: 10pt;padding-left: 60pt;text-indent: 0pt;text-align: left;">To conclude, let&#39;s do a similar plot for only a single category: Gasoline (All Types):</p><p style="text-indent: 0pt;text-align: left;"><br/></p><p class="s4" style="padding-top: 4pt;padding-left: 3pt;text-indent: 0pt;text-align: left;">gas <span class="s6">= </span>cpi<span class="s6">.</span>series<span class="s6">.</span>get<span style=" color: #0054AA;">(</span>items<span class="s6">=</span><span style=" color: #B92020;">&quot;Gasoline (all types)&quot;</span><span style=" color: #0054AA;">, </span>seasonally_adjusted<span class="s6">=</span><span class="s3">False</span><span style=" color: #0054AA;">)</span><span class="s6">.</span>to_datafra</p><p style="text-indent: 0pt;text-align: left;"/><p class="s5" style="padding-top: 3pt;padding-left: 9pt;text-indent: 0pt;text-align: left;">In [206…</p><p style="text-indent: 0pt;text-align: left;"><br/></p><p class="s7" style="padding-top: 4pt;padding-left: 3pt;text-indent: 0pt;line-height: 112%;text-align: left;"><span style=" color: #202020;">gas </span><span class="s6">= </span><span style=" color: #202020;">gas</span>[<span style=" color: #202020;">gas</span>[<span style=" color: #B92020;">&#39;period_type&#39;</span>]<span class="s6">==</span><span style=" color: #B92020;">&#39;monthly&#39;</span>] <span style=" color: #202020;">gas</span>[<span style=" color: #B92020;">&#39;date&#39;</span>] <span class="s6">= </span><span style=" color: #202020;">pd</span><span class="s6">.</span><span style=" color: #202020;">to_datetime</span>(<span style=" color: #202020;">gas</span>[<span style=" color: #B92020;">&#39;date&#39;</span>]) <span style=" color: #202020;">gas </span><span class="s6">= </span><span style=" color: #202020;">gas</span><span class="s6">.</span><span style=" color: #202020;">set_index</span>(<span style=" color: #B92020;">&#39;date&#39;</span>)</p><p style="text-indent: 0pt;text-align: left;"/><p class="s5" style="padding-top: 3pt;padding-left: 9pt;text-indent: 0pt;text-align: left;">In [209…</p><p style="text-indent: 0pt;text-align: left;"><br/></p><p class="s7" style="padding-top: 4pt;padding-left: 3pt;text-indent: 0pt;line-height: 112%;text-align: left;"><span style=" color: #202020;">fig </span><span class="s6">= </span><span style=" color: #202020;">plt</span><span class="s6">.</span><span style=" color: #202020;">figure</span>(<span style=" color: #202020;">dpi</span><span class="s6">=</span><span style=" color: #008700;">200</span>) <span style=" color: #202020;">gas</span>[<span style=" color: #B92020;">&#39;value&#39;</span>]<span class="s6">.</span><span style=" color: #202020;">loc</span>[<span style=" color: #B92020;">&#39;2015&#39;</span>:<span style=" color: #B92020;">&#39;2023&#39;</span>]<span class="s6">.</span><span style=" color: #202020;">pct_change</span>(<span style=" color: #008700;">12</span>)<span class="s6">.</span><span style=" color: #202020;">plot</span>(<span style=" color: #202020;">figsize</span><span class="s6">=</span>(<span style=" color: #008700;">10</span>,<span style=" color: #008700;">4</span>)) <span style=" color: #202020;">plt</span><span class="s6">.</span><span style=" color: #202020;">axhline</span>(<span style=" color: #008700;">0</span>,<span style=" color: #202020;">ls</span><span class="s6">=</span><span style=" color: #B92020;">&#39;--&#39;</span>,<span style=" color: #202020;">c</span><span class="s6">=</span><span style=" color: #B92020;">&#39;red&#39;</span>)</p><p class="s4" style="padding-left: 3pt;text-indent: 0pt;line-height: 11pt;text-align: left;">plt<span class="s6">.</span>xlabel<span style=" color: #0054AA;">(</span><span style=" color: #B92020;">&#39;Date&#39;</span><span style=" color: #0054AA;">)</span></p><p class="s4" style="padding-top: 1pt;padding-left: 3pt;text-indent: 0pt;text-align: left;">plt<span class="s6">.</span>ylabel<span style=" color: #0054AA;">(</span><span style=" color: #B92020;">&#39;Gasoline Price YoY % Change&#39;</span><span style=" color: #0054AA;">);</span></p><p style="text-indent: 0pt;text-align: left;"/><p class="s5" style="padding-top: 3pt;padding-left: 9pt;text-indent: 0pt;text-align: left;">In [215…</p><p style="text-indent: 0pt;text-align: left;"><br/></p><p style="padding-left: 57pt;text-indent: 0pt;text-align: left;"><span><table border="0" cellspacing="0" cellpadding="0"><tr><td><img width="686" height="146" src="data:image/png;base64,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"/></td></tr><tr><td><img 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"/></td></tr></table></span></p><p style="text-indent: 0pt;text-align: left;"><br/></p><p style="padding-top: 5pt;padding-left: 60pt;text-indent: 0pt;line-height: 118%;text-align: left;">Clearly there is very high inflation in gasoline, the 2021 values are looking to average somewhere above 4% YoY increases!</p><p style="padding-top: 10pt;padding-left: 60pt;text-indent: 0pt;text-align: left;">We encourage you to explore this library and other series as well!</p></body></html>
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