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<!DOCTYPE html>
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<title>Data Prep</title>
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<div class="quarto-title">
<h1 class="title">Data Prep</h1>
</div>
<div class="quarto-title-meta">
<div>
<div class="quarto-title-meta-heading">Author</div>
<div class="quarto-title-meta-contents">
<p>Rami Krispin </p>
</div>
</div>
<div>
<div class="quarto-title-meta-heading">Published</div>
<div class="quarto-title-meta-contents">
<p class="date">October 17, 2024</p>
</div>
</div>
</div>
</header>
<div class="cell">
<details class="code-fold">
<summary>Code</summary>
<div class="sourceCode cell-code" id="cb1"><pre class="sourceCode r code-with-copy"><code class="sourceCode r"><span id="cb1-1"><a href="#cb1-1" aria-hidden="true" tabindex="-1"></a><span class="fu">library</span>(EIAapi)</span>
<span id="cb1-2"><a href="#cb1-2" aria-hidden="true" tabindex="-1"></a><span class="fu">library</span>(dplyr)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
</details>
<div class="cell-output cell-output-stderr">
<pre><code>
Attaching package: 'dplyr'</code></pre>
</div>
<div class="cell-output cell-output-stderr">
<pre><code>The following objects are masked from 'package:stats':
filter, lag</code></pre>
</div>
<div class="cell-output cell-output-stderr">
<pre><code>The following objects are masked from 'package:base':
intersect, setdiff, setequal, union</code></pre>
</div>
<details class="code-fold">
<summary>Code</summary>
<div class="sourceCode cell-code" id="cb5"><pre class="sourceCode r code-with-copy"><code class="sourceCode r"><span id="cb5-1"><a href="#cb5-1" aria-hidden="true" tabindex="-1"></a><span class="fu">library</span>(plotly)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
</details>
<div class="cell-output cell-output-stderr">
<pre><code>Loading required package: ggplot2</code></pre>
</div>
<div class="cell-output cell-output-stderr">
<pre><code>
Attaching package: 'plotly'</code></pre>
</div>
<div class="cell-output cell-output-stderr">
<pre><code>The following object is masked from 'package:ggplot2':
last_plot</code></pre>
</div>
<div class="cell-output cell-output-stderr">
<pre><code>The following object is masked from 'package:stats':
filter</code></pre>
</div>
<div class="cell-output cell-output-stderr">
<pre><code>The following object is masked from 'package:graphics':
layout</code></pre>
</div>
</div>
<div class="cell">
<details class="code-fold">
<summary>Code</summary>
<div class="sourceCode cell-code" id="cb11"><pre class="sourceCode r code-with-copy"><code class="sourceCode r"><span id="cb11-1"><a href="#cb11-1" aria-hidden="true" tabindex="-1"></a>api_key <span class="ot"><-</span> <span class="fu">Sys.getenv</span>(<span class="st">"EIA_API_KEY"</span>)</span>
<span id="cb11-2"><a href="#cb11-2" aria-hidden="true" tabindex="-1"></a>api_path_gas <span class="ot"><-</span> <span class="st">"natural-gas/cons/sum/data/"</span></span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
</details>
</div>
<div class="cell">
<details class="code-fold">
<summary>Code</summary>
<div class="sourceCode cell-code" id="cb12"><pre class="sourceCode r code-with-copy"><code class="sourceCode r"><span id="cb12-1"><a href="#cb12-1" aria-hidden="true" tabindex="-1"></a>meta_gas_raw <span class="ot"><-</span> <span class="fu">eia_metadata</span>(</span>
<span id="cb12-2"><a href="#cb12-2" aria-hidden="true" tabindex="-1"></a> <span class="at">api_path =</span> <span class="st">"natural-gas/cons/sum/data/facet/parent"</span>,</span>
<span id="cb12-3"><a href="#cb12-3" aria-hidden="true" tabindex="-1"></a> <span class="at">api_key =</span> api_key</span>
<span id="cb12-4"><a href="#cb12-4" aria-hidden="true" tabindex="-1"></a>)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
</details>
<div class="cell-output cell-output-stderr">
<pre><code>Warning: input string 'The api_key argument is missing... [0;92m❌[0m
' cannot be translated from 'ANSI_X3.4-1968' to UTF-8, but is valid UTF-8</code></pre>
</div>
<div class="cell-output cell-output-stderr">
<pre><code>Warning: input string 'The api_key argument is not valid... [0;92m❌[0m
' cannot be translated from 'ANSI_X3.4-1968' to UTF-8, but is valid UTF-8</code></pre>
</div>
<div class="cell-output cell-output-stderr">
<pre><code>Warning: input string 'The api_path argument is missing... [0;92m❌[0m
' cannot be translated from 'ANSI_X3.4-1968' to UTF-8, but is valid UTF-8</code></pre>
</div>
<div class="cell-output cell-output-stderr">
<pre><code>Warning: input string 'The api_path argument is not valid, must be a character object [0;92m❌[0m
' cannot be translated from 'ANSI_X3.4-1968' to UTF-8, but is valid UTF-8</code></pre>
</div>
<div class="cell-output cell-output-stderr">
<pre><code>Warning: input string 'Could not pull the metadata... [0;92m❌[0m
' cannot be translated from 'ANSI_X3.4-1968' to UTF-8, but is valid UTF-8</code></pre>
</div>
<div class="cell-output cell-output-stderr">
<pre><code>Warning: input string 'Could not parse the metadata JSON... [0;92m❌[0m
' cannot be translated from 'ANSI_X3.4-1968' to UTF-8, but is valid UTF-8</code></pre>
</div>
<div class="cell-output cell-output-stderr">
<pre><code>Warning: input string 'The api_key argument is missing... [0;92m❌[0m
' cannot be translated from 'ANSI_X3.4-1968' to UTF-8, but is valid UTF-8</code></pre>
</div>
<div class="cell-output cell-output-stderr">
<pre><code>Warning: input string 'The api_key argument is not valid... [0;92m❌[0m
' cannot be translated from 'ANSI_X3.4-1968' to UTF-8, but is valid UTF-8</code></pre>
</div>
<div class="cell-output cell-output-stderr">
<pre><code>Warning: input string 'The api_path argument is missing... [0;92m❌[0m
' cannot be translated from 'ANSI_X3.4-1968' to UTF-8, but is valid UTF-8</code></pre>
</div>
<div class="cell-output cell-output-stderr">
<pre><code>Warning: input string 'The api_path argument is not valid, must be a character object [0;92m❌[0m
' cannot be translated from 'ANSI_X3.4-1968' to UTF-8, but is valid UTF-8</code></pre>
</div>
<div class="cell-output cell-output-stderr">
<pre><code>Warning: input string 'Could not pull the metadata... [0;92m❌[0m
' cannot be translated from 'ANSI_X3.4-1968' to UTF-8, but is valid UTF-8</code></pre>
</div>
<div class="cell-output cell-output-stderr">
<pre><code>Warning: input string 'Could not parse the metadata JSON... [0;92m❌[0m
' cannot be translated from 'ANSI_X3.4-1968' to UTF-8, but is valid UTF-8</code></pre>
</div>
<details class="code-fold">
<summary>Code</summary>
<div class="sourceCode cell-code" id="cb25"><pre class="sourceCode r code-with-copy"><code class="sourceCode r"><span id="cb25-1"><a href="#cb25-1" aria-hidden="true" tabindex="-1"></a>meta_gas <span class="ot"><-</span> meta_gas_raw<span class="sc">$</span>data</span>
<span id="cb25-2"><a href="#cb25-2" aria-hidden="true" tabindex="-1"></a><span class="fu">head</span>(meta_gas)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
</details>
<div class="cell-output cell-output-stdout">
<pre><code> period duoarea area-name product product-name process process-name
1 1989-12 SAR USA-AR EPG0 Natural Gas VCS Commercial Consumption
2 1990-11 SAR USA-AR EPG0 Natural Gas VCS Commercial Consumption
3 1991-02 SAR USA-AR EPG0 Natural Gas VCS Commercial Consumption
4 1991-08 SAR USA-AR EPG0 Natural Gas VCS Commercial Consumption
5 1991-09 SAR USA-AR EPG0 Natural Gas VCS Commercial Consumption
6 1993-05 SAR USA-AR EPG0 Natural Gas VCS Commercial Consumption
series
1 N3020AR2
2 N3020AR2
3 N3020AR2
4 N3020AR2
5 N3020AR2
6 N3020AR2
series-description
1 Natural Gas Deliveries to Commercial Consumers (Including Vehicle Fuel through 1996) in Arkansas (MMcf)
2 Natural Gas Deliveries to Commercial Consumers (Including Vehicle Fuel through 1996) in Arkansas (MMcf)
3 Natural Gas Deliveries to Commercial Consumers (Including Vehicle Fuel through 1996) in Arkansas (MMcf)
4 Natural Gas Deliveries to Commercial Consumers (Including Vehicle Fuel through 1996) in Arkansas (MMcf)
5 Natural Gas Deliveries to Commercial Consumers (Including Vehicle Fuel through 1996) in Arkansas (MMcf)
6 Natural Gas Deliveries to Commercial Consumers (Including Vehicle Fuel through 1996) in Arkansas (MMcf)</code></pre>
</div>
<details class="code-fold">
<summary>Code</summary>
<div class="sourceCode cell-code" id="cb27"><pre class="sourceCode r code-with-copy"><code class="sourceCode r"><span id="cb27-1"><a href="#cb27-1" aria-hidden="true" tabindex="-1"></a>duoarea <span class="ot"><-</span> (meta_gas <span class="sc">|></span> dplyr<span class="sc">::</span><span class="fu">select</span>(duoarea) <span class="sc">|></span> dplyr<span class="sc">::</span><span class="fu">distinct</span>())<span class="sc">$</span>duoarea</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
</details>
</div>
<div class="cell">
<details class="code-fold">
<summary>Code</summary>
<div class="sourceCode cell-code" id="cb28"><pre class="sourceCode r code-with-copy"><code class="sourceCode r"><span id="cb28-1"><a href="#cb28-1" aria-hidden="true" tabindex="-1"></a><span class="co"># Pull the data</span></span>
<span id="cb28-2"><a href="#cb28-2" aria-hidden="true" tabindex="-1"></a>d <span class="ot"><-</span> <span class="fu">lapply</span>(duoarea, <span class="cf">function</span>(i) {</span>
<span id="cb28-3"><a href="#cb28-3" aria-hidden="true" tabindex="-1"></a> <span class="fu">print</span>(i)</span>
<span id="cb28-4"><a href="#cb28-4" aria-hidden="true" tabindex="-1"></a> df <span class="ot"><-</span> <span class="cn">NULL</span></span>
<span id="cb28-5"><a href="#cb28-5" aria-hidden="true" tabindex="-1"></a> df <span class="ot"><-</span> <span class="fu">eia_get</span>(</span>
<span id="cb28-6"><a href="#cb28-6" aria-hidden="true" tabindex="-1"></a> <span class="at">api_key =</span> api_key,</span>
<span id="cb28-7"><a href="#cb28-7" aria-hidden="true" tabindex="-1"></a> <span class="at">api_path =</span> api_path_gas,</span>
<span id="cb28-8"><a href="#cb28-8" aria-hidden="true" tabindex="-1"></a> <span class="at">frequency =</span> <span class="st">"monthly"</span>,</span>
<span id="cb28-9"><a href="#cb28-9" aria-hidden="true" tabindex="-1"></a> <span class="at">data =</span> <span class="st">"value"</span>,</span>
<span id="cb28-10"><a href="#cb28-10" aria-hidden="true" tabindex="-1"></a> <span class="at">facets =</span> <span class="fu">list</span>(<span class="at">duoarea =</span> i)</span>
<span id="cb28-11"><a href="#cb28-11" aria-hidden="true" tabindex="-1"></a> )</span>
<span id="cb28-12"><a href="#cb28-12" aria-hidden="true" tabindex="-1"></a>}) <span class="sc">|></span></span>
<span id="cb28-13"><a href="#cb28-13" aria-hidden="true" tabindex="-1"></a> dplyr<span class="sc">::</span><span class="fu">bind_rows</span>() <span class="sc">|></span></span>
<span id="cb28-14"><a href="#cb28-14" aria-hidden="true" tabindex="-1"></a> dplyr<span class="sc">::</span><span class="fu">mutate</span>(<span class="at">date =</span> <span class="fu">as.Date</span>(<span class="fu">paste</span>(period, <span class="st">"-01"</span>, <span class="at">sep =</span> <span class="st">""</span>))) <span class="sc">|></span></span>
<span id="cb28-15"><a href="#cb28-15" aria-hidden="true" tabindex="-1"></a> dplyr<span class="sc">::</span><span class="fu">select</span>(<span class="at">area_name =</span> <span class="st">`</span><span class="at">area-name</span><span class="st">`</span>, process, <span class="at">process_name =</span> <span class="st">`</span><span class="at">process-name</span><span class="st">`</span>, series, date, <span class="at">description =</span> <span class="st">`</span><span class="at">series-description</span><span class="st">`</span>, value, units)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
</details>
<div class="cell-output cell-output-stdout">
<pre><code>[1] "SAR"</code></pre>
</div>
<div class="cell-output cell-output-stderr">
<pre><code>Warning in FUN(X[[i]], ...): input string 'The api_key argument is missing... [0;92m❌[0m
' cannot be translated from 'ANSI_X3.4-1968' to UTF-8, but is valid UTF-8</code></pre>
</div>
<div class="cell-output cell-output-stderr">
<pre><code>Warning in FUN(X[[i]], ...): input string 'The api_key argument is not valid... [0;92m❌[0m
' cannot be translated from 'ANSI_X3.4-1968' to UTF-8, but is valid UTF-8</code></pre>
</div>
<div class="cell-output cell-output-stderr">
<pre><code>Warning in FUN(X[[i]], ...): input string 'The api_path argument is missing... [0;92m❌[0m
' cannot be translated from 'ANSI_X3.4-1968' to UTF-8, but is valid UTF-8</code></pre>
</div>
<div class="cell-output cell-output-stderr">
<pre><code>Warning in FUN(X[[i]], ...): input string 'The api_path argument is not valid, must be a character object [0;92m❌[0m
' cannot be translated from 'ANSI_X3.4-1968' to UTF-8, but is valid UTF-8</code></pre>
</div>
<div class="cell-output cell-output-stderr">
<pre><code>Warning in FUN(X[[i]], ...): input string 'The data argument is either missing or not valid... [0;92m❌[0m
' cannot be translated from 'ANSI_X3.4-1968' to UTF-8, but is valid UTF-8</code></pre>
</div>
<div class="cell-output cell-output-stderr">
<pre><code>Warning in FUN(X[[i]], ...): input string 'The facets argument is either missing or not valid... [0;92m❌[0m
' cannot be translated from 'ANSI_X3.4-1968' to UTF-8, but is valid UTF-8</code></pre>
</div>
<div class="cell-output cell-output-stderr">
<pre><code>Warning in FUN(X[[i]], ...): input string 'The start argument is not valid... [0;92m❌[0m
' cannot be translated from 'ANSI_X3.4-1968' to UTF-8, but is valid UTF-8</code></pre>
</div>
<div class="cell-output cell-output-stderr">
<pre><code>Warning in FUN(X[[i]], ...): input string 'The end argument is not valid... [0;92m❌[0m
' cannot be translated from 'ANSI_X3.4-1968' to UTF-8, but is valid UTF-8</code></pre>
</div>
<div class="cell-output cell-output-stderr">
<pre><code>Warning in FUN(X[[i]], ...): input string 'The length argument is not valid: [0;92m❌[0m
' cannot be translated from 'ANSI_X3.4-1968' to UTF-8, but is valid UTF-8</code></pre>
</div>
<div class="cell-output cell-output-stderr">
<pre><code>Warning in FUN(X[[i]], ...): input string 'Must be an integer number [0;92m❌[0m
' cannot be translated from 'ANSI_X3.4-1968' to UTF-8, but is valid UTF-8</code></pre>
</div>
<div class="cell-output cell-output-stderr">
<pre><code>Warning in FUN(X[[i]], ...): input string 'The frequency argument is not valid... [0;92m❌[0m
' cannot be translated from 'ANSI_X3.4-1968' to UTF-8, but is valid UTF-8</code></pre>
</div>
<div class="cell-output cell-output-stderr">
<pre><code>Warning in FUN(X[[i]], ...): input string 'The format argument is not valid... [0;92m❌[0m
' cannot be translated from 'ANSI_X3.4-1968' to UTF-8, but is valid UTF-8</code></pre>
</div>
<div class="cell-output cell-output-stderr">
<pre><code>Warning in FUN(X[[i]], ...): input string 'Could not pull the data... [0;92m❌[0m
' cannot be translated from 'ANSI_X3.4-1968' to UTF-8, but is valid UTF-8</code></pre>
</div>
<div class="cell-output cell-output-stderr">
<pre><code>Warning in FUN(X[[i]], ...): input string 'The api_key argument is missing... [0;92m❌[0m
' cannot be translated from 'ANSI_X3.4-1968' to UTF-8, but is valid UTF-8</code></pre>
</div>
<div class="cell-output cell-output-stderr">
<pre><code>Warning in FUN(X[[i]], ...): input string 'The api_key argument is not valid... [0;92m❌[0m
' cannot be translated from 'ANSI_X3.4-1968' to UTF-8, but is valid UTF-8</code></pre>
</div>
<div class="cell-output cell-output-stderr">
<pre><code>Warning in FUN(X[[i]], ...): input string 'The api_path argument is missing... [0;92m❌[0m
' cannot be translated from 'ANSI_X3.4-1968' to UTF-8, but is valid UTF-8</code></pre>
</div>
<div class="cell-output cell-output-stderr">
<pre><code>Warning in FUN(X[[i]], ...): input string 'The api_path argument is not valid, must be a character object [0;92m❌[0m
' cannot be translated from 'ANSI_X3.4-1968' to UTF-8, but is valid UTF-8</code></pre>
</div>
<div class="cell-output cell-output-stderr">
<pre><code>Warning in FUN(X[[i]], ...): input string 'The data argument is either missing or not valid... [0;92m❌[0m
' cannot be translated from 'ANSI_X3.4-1968' to UTF-8, but is valid UTF-8</code></pre>
</div>
<div class="cell-output cell-output-stderr">
<pre><code>Warning in FUN(X[[i]], ...): input string 'The facets argument is either missing or not valid... [0;92m❌[0m
' cannot be translated from 'ANSI_X3.4-1968' to UTF-8, but is valid UTF-8</code></pre>
</div>
<div class="cell-output cell-output-stderr">
<pre><code>Warning in FUN(X[[i]], ...): input string 'The start argument is not valid... [0;92m❌[0m
' cannot be translated from 'ANSI_X3.4-1968' to UTF-8, but is valid UTF-8</code></pre>
</div>
<div class="cell-output cell-output-stderr">
<pre><code>Warning in FUN(X[[i]], ...): input string 'The end argument is not valid... [0;92m❌[0m
' cannot be translated from 'ANSI_X3.4-1968' to UTF-8, but is valid UTF-8</code></pre>
</div>
<div class="cell-output cell-output-stderr">
<pre><code>Warning in FUN(X[[i]], ...): input string 'The length argument is not valid: [0;92m❌[0m
' cannot be translated from 'ANSI_X3.4-1968' to UTF-8, but is valid UTF-8</code></pre>
</div>
<div class="cell-output cell-output-stderr">
<pre><code>Warning in FUN(X[[i]], ...): input string 'Must be an integer number [0;92m❌[0m
' cannot be translated from 'ANSI_X3.4-1968' to UTF-8, but is valid UTF-8</code></pre>
</div>
<div class="cell-output cell-output-stderr">
<pre><code>Warning in FUN(X[[i]], ...): input string 'The frequency argument is not valid... [0;92m❌[0m
' cannot be translated from 'ANSI_X3.4-1968' to UTF-8, but is valid UTF-8</code></pre>
</div>
<div class="cell-output cell-output-stderr">
<pre><code>Warning in FUN(X[[i]], ...): input string 'The format argument is not valid... [0;92m❌[0m
' cannot be translated from 'ANSI_X3.4-1968' to UTF-8, but is valid UTF-8</code></pre>
</div>
<div class="cell-output cell-output-stderr">
<pre><code>Warning in FUN(X[[i]], ...): input string 'Could not pull the data... [0;92m❌[0m
' cannot be translated from 'ANSI_X3.4-1968' to UTF-8, but is valid UTF-8</code></pre>
</div>
<div class="cell-output cell-output-stdout">
<pre><code>[1] "SNE"
[1] "SMO"
[1] "SVA"
[1] "SKS"
[1] "SDE"
[1] "SAL"
[1] "SMN"
[1] "NUS"
[1] "SGA"
[1] "SND"
[1] "STN"
[1] "STX"
[1] "SNJ"
[1] "SMA"
[1] "SDC"
[1] "SUT"
[1] "SWY"
[1] "SIN"
[1] "SNV"
[1] "SNY"
[1] "SOK"
[1] "SNM"
[1] "SMS"
[1] "SVT"
[1] "SME"
[1] "SFL"
[1] "SCA"
[1] "SNC"
[1] "SMT"
[1] "SWI"
[1] "SMD"
[1] "SCT"
[1] "SSC"
[1] "SID"
[1] "SWA"
[1] "SOR"
[1] "SWV"
[1] "SKY"
[1] "SIA"
[1] "SAZ"
[1] "SOH"
[1] "SHI"
[1] "SPA"
[1] "SIL"
[1] "SLA"
[1] "SRI"
[1] "SNH"
[1] "SAK"
[1] "SCO"
[1] "SMI"
[1] "SSD"</code></pre>
</div>
</div>
<div class="cell">
<details class="code-fold">
<summary>Code</summary>
<div class="sourceCode cell-code" id="cb57"><pre class="sourceCode r code-with-copy"><code class="sourceCode r"><span id="cb57-1"><a href="#cb57-1" aria-hidden="true" tabindex="-1"></a><span class="fu">head</span>(d)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
</details>
<div class="cell-output cell-output-stdout">
<pre><code> area_name process process_name series date
1 USA-AR VRS Residential Consumption N3010AR2 1993-01-01
2 USA-AR VRS Residential Consumption N3010AR2 1996-06-01
3 USA-AR VRS Residential Consumption N3010AR2 1997-10-01
4 USA-AR VRS Residential Consumption N3010AR2 2000-04-01
5 USA-AR VRS Residential Consumption N3010AR2 2003-04-01
6 USA-AR VRS Residential Consumption N3010AR2 2003-11-01
description value units
1 Arkansas Natural Gas Residential Consumption (MMcf) 8141 MMCF
2 Arkansas Natural Gas Residential Consumption (MMcf) 1202 MMCF
3 Arkansas Natural Gas Residential Consumption (MMcf) 1345 MMCF
4 Arkansas Natural Gas Residential Consumption (MMcf) 2439 MMCF
5 Arkansas Natural Gas Residential Consumption (MMcf) 3043 MMCF
6 Arkansas Natural Gas Residential Consumption (MMcf) 2065 MMCF</code></pre>
</div>
<details class="code-fold">
<summary>Code</summary>
<div class="sourceCode cell-code" id="cb59"><pre class="sourceCode r code-with-copy"><code class="sourceCode r"><span id="cb59-1"><a href="#cb59-1" aria-hidden="true" tabindex="-1"></a><span class="fu">unique</span>(d<span class="sc">$</span>area_name)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
</details>
<div class="cell-output cell-output-stdout">
<pre><code> [1] "USA-AR" "USA-NE" "USA-MO" "USA-VA"
[5] "USA-KS" "USA-DE" "USA-AL" "MINNESOTA"
[9] "U.S." "USA-GA" "USA-ND" "USA-TN"
[13] "TEXAS" "USA-NJ" "MASSACHUSETTS" "USA-DC"
[17] "USA-UT" "USA-WY" "USA-IN" "USA-NV"
[21] "NEW YORK" "USA-OK" "USA-NM" "USA-MS"
[25] "USA-VT" "USA-ME" "FLORIDA" "CALIFORNIA"
[29] "USA-NC" "USA-MT" "USA-WI" "USA-MD"
[33] "USA-CT" "USA-SC" "USA-ID" "WASHINGTON"
[37] "USA-OR" "USA-WV" "USA-KY" "USA-IA"
[41] "USA-AZ" "OHIO" "USA-HI" "USA-PA"
[45] "USA-IL" "USA-LA" "USA-RI" "USA-NH"
[49] "USA-AK" "COLORADO" "USA-MI" "USA-SD" </code></pre>
</div>
<details class="code-fold">
<summary>Code</summary>
<div class="sourceCode cell-code" id="cb61"><pre class="sourceCode r code-with-copy"><code class="sourceCode r"><span id="cb61-1"><a href="#cb61-1" aria-hidden="true" tabindex="-1"></a><span class="fu">unique</span>(d<span class="sc">$</span>process)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
</details>
<div class="cell-output cell-output-stdout">
<pre><code>[1] "VRS" "VCS" "VIN" "VEU" "VGT" "VDV" "VGL" "VGP"</code></pre>
</div>
<details class="code-fold">
<summary>Code</summary>
<div class="sourceCode cell-code" id="cb63"><pre class="sourceCode r code-with-copy"><code class="sourceCode r"><span id="cb63-1"><a href="#cb63-1" aria-hidden="true" tabindex="-1"></a><span class="fu">unique</span>(d<span class="sc">$</span>process_name)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
</details>
<div class="cell-output cell-output-stdout">
<pre><code>[1] "Residential Consumption" "Commercial Consumption"
[3] "Industrial Consumption" "Electric Power Consumption"
[5] "Delivered to Consumers" "Vehicle Fuel Consumption"
[7] "Lease and Plant Fuel Consumption" "Pipeline Fuel Consumption" </code></pre>
</div>
</div>
<div class="cell">
<details class="code-fold">
<summary>Code</summary>
<div class="sourceCode cell-code" id="cb65"><pre class="sourceCode r code-with-copy"><code class="sourceCode r"><span id="cb65-1"><a href="#cb65-1" aria-hidden="true" tabindex="-1"></a>states_abb <span class="ot"><-</span> <span class="fu">data.frame</span>(<span class="at">name =</span> state.name, <span class="at">name_lower =</span> <span class="fu">tolower</span>(state.name), <span class="at">code =</span> state.abb)</span>
<span id="cb65-2"><a href="#cb65-2" aria-hidden="true" tabindex="-1"></a></span>
<span id="cb65-3"><a href="#cb65-3" aria-hidden="true" tabindex="-1"></a>d<span class="sc">$</span>area_name_lower <span class="ot"><-</span> <span class="fu">tolower</span>(d<span class="sc">$</span>area_name)</span>
<span id="cb65-4"><a href="#cb65-4" aria-hidden="true" tabindex="-1"></a></span>
<span id="cb65-5"><a href="#cb65-5" aria-hidden="true" tabindex="-1"></a>d1 <span class="ot"><-</span> d <span class="sc">|></span></span>
<span id="cb65-6"><a href="#cb65-6" aria-hidden="true" tabindex="-1"></a> dplyr<span class="sc">::</span><span class="fu">left_join</span>(states_abb <span class="sc">|></span> dplyr<span class="sc">::</span><span class="fu">select</span>(name_lower, code), <span class="at">by =</span> <span class="fu">c</span>(<span class="st">"area_name_lower"</span> <span class="ot">=</span> <span class="st">"name_lower"</span>))</span>
<span id="cb65-7"><a href="#cb65-7" aria-hidden="true" tabindex="-1"></a></span>
<span id="cb65-8"><a href="#cb65-8" aria-hidden="true" tabindex="-1"></a></span>
<span id="cb65-9"><a href="#cb65-9" aria-hidden="true" tabindex="-1"></a>d1<span class="sc">$</span>area_code <span class="ot"><-</span> <span class="cn">NA</span></span>
<span id="cb65-10"><a href="#cb65-10" aria-hidden="true" tabindex="-1"></a>d1<span class="sc">$</span>area_code <span class="ot"><-</span> <span class="fu">ifelse</span>(<span class="fu">nchar</span>(d1<span class="sc">$</span>area_name) <span class="sc">==</span> <span class="dv">6</span>, <span class="fu">substr</span>(d1<span class="sc">$</span>area_name, <span class="at">start =</span> <span class="dv">5</span>, <span class="at">stop =</span> <span class="dv">6</span>), d1<span class="sc">$</span>code)</span>
<span id="cb65-11"><a href="#cb65-11" aria-hidden="true" tabindex="-1"></a>d1<span class="sc">$</span>area_code <span class="ot"><-</span> <span class="fu">ifelse</span>(d1<span class="sc">$</span>area_name <span class="sc">==</span> <span class="st">"U.S."</span>, <span class="st">"US"</span>, d1<span class="sc">$</span>area_code)</span>
<span id="cb65-12"><a href="#cb65-12" aria-hidden="true" tabindex="-1"></a></span>
<span id="cb65-13"><a href="#cb65-13" aria-hidden="true" tabindex="-1"></a>d2 <span class="ot"><-</span> d1 <span class="sc">|></span></span>
<span id="cb65-14"><a href="#cb65-14" aria-hidden="true" tabindex="-1"></a> dplyr<span class="sc">::</span><span class="fu">left_join</span>(</span>
<span id="cb65-15"><a href="#cb65-15" aria-hidden="true" tabindex="-1"></a> states_abb <span class="sc">|></span></span>
<span id="cb65-16"><a href="#cb65-16" aria-hidden="true" tabindex="-1"></a> dplyr<span class="sc">::</span><span class="fu">select</span>(name, code),</span>
<span id="cb65-17"><a href="#cb65-17" aria-hidden="true" tabindex="-1"></a> <span class="at">by =</span> <span class="fu">c</span>(<span class="st">"area_code"</span> <span class="ot">=</span> <span class="st">"code"</span>)</span>
<span id="cb65-18"><a href="#cb65-18" aria-hidden="true" tabindex="-1"></a> ) <span class="sc">|></span></span>
<span id="cb65-19"><a href="#cb65-19" aria-hidden="true" tabindex="-1"></a> dplyr<span class="sc">::</span><span class="fu">select</span>(<span class="at">area_name =</span> name, area_code, process, process_name, date, value, units, description)</span>
<span id="cb65-20"><a href="#cb65-20" aria-hidden="true" tabindex="-1"></a></span>
<span id="cb65-21"><a href="#cb65-21" aria-hidden="true" tabindex="-1"></a>d2<span class="sc">$</span>area_name <span class="ot"><-</span> <span class="fu">ifelse</span>(<span class="fu">is.na</span>(d2<span class="sc">$</span>area_name) <span class="sc">&</span> d2<span class="sc">$</span>area_code <span class="sc">==</span> <span class="st">"US"</span>, <span class="st">"USA"</span>, d2<span class="sc">$</span>area_name)</span>
<span id="cb65-22"><a href="#cb65-22" aria-hidden="true" tabindex="-1"></a>d2<span class="sc">$</span>area_name <span class="ot"><-</span> <span class="fu">ifelse</span>(<span class="fu">is.na</span>(d2<span class="sc">$</span>area_name) <span class="sc">&</span> d2<span class="sc">$</span>area_code <span class="sc">==</span> <span class="st">"DC"</span>, <span class="st">"Washington, D.C."</span>, d2<span class="sc">$</span>area_name)</span>
<span id="cb65-23"><a href="#cb65-23" aria-hidden="true" tabindex="-1"></a></span>
<span id="cb65-24"><a href="#cb65-24" aria-hidden="true" tabindex="-1"></a></span>
<span id="cb65-25"><a href="#cb65-25" aria-hidden="true" tabindex="-1"></a><span class="fu">table</span>(d2<span class="sc">$</span>area_code, <span class="at">useNA =</span> <span class="st">"always"</span>)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
</details>
<div class="cell-output cell-output-stdout">
<pre><code>
AK AL AR AZ CA CO CT DC DE FL GA HI IA ID IL IN
1877 1878 1878 1878 1878 1878 1878 1878 1878 1878 1878 1878 1878 1878 1878 1878
KS KY LA MA MD ME MI MN MO MS MT NC ND NE NH NJ
1878 1878 1878 1878 1878 1878 1878 1878 1878 1878 1878 1878 1878 1878 1878 1878
NM NV NY OH OK OR PA RI SC SD TN TX US UT VA VT
1878 1878 1878 1878 1878 1878 1878 1878 1878 1878 1878 1878 3236 1878 1878 1878
WA WI WV WY <NA>
1878 1878 1878 1878 0 </code></pre>
</div>
<details class="code-fold">
<summary>Code</summary>
<div class="sourceCode cell-code" id="cb67"><pre class="sourceCode r code-with-copy"><code class="sourceCode r"><span id="cb67-1"><a href="#cb67-1" aria-hidden="true" tabindex="-1"></a><span class="fu">table</span>(d2<span class="sc">$</span>area_name, <span class="at">useNA =</span> <span class="st">"always"</span>)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
</details>
<div class="cell-output cell-output-stdout">
<pre><code>
Alabama Alaska Arizona Arkansas
1878 1877 1878 1878
California Colorado Connecticut Delaware
1878 1878 1878 1878
Florida Georgia Hawaii Idaho
1878 1878 1878 1878
Illinois Indiana Iowa Kansas
1878 1878 1878 1878
Kentucky Louisiana Maine Maryland
1878 1878 1878 1878
Massachusetts Michigan Minnesota Mississippi
1878 1878 1878 1878
Missouri Montana Nebraska Nevada
1878 1878 1878 1878
New Hampshire New Jersey New Mexico New York
1878 1878 1878 1878
North Carolina North Dakota Ohio Oklahoma
1878 1878 1878 1878
Oregon Pennsylvania Rhode Island South Carolina
1878 1878 1878 1878
South Dakota Tennessee Texas USA
1878 1878 1878 3236
Utah Vermont Virginia Washington
1878 1878 1878 1878
Washington, D.C. West Virginia Wisconsin Wyoming
1878 1878 1878 1878
<NA>
0 </code></pre>
</div>
</div>
<div class="cell">
<details class="code-fold">
<summary>Code</summary>
<div class="sourceCode cell-code" id="cb69"><pre class="sourceCode r code-with-copy"><code class="sourceCode r"><span id="cb69-1"><a href="#cb69-1" aria-hidden="true" tabindex="-1"></a>d2 <span class="sc">|></span></span>
<span id="cb69-2"><a href="#cb69-2" aria-hidden="true" tabindex="-1"></a> dplyr<span class="sc">::</span><span class="fu">filter</span>(process_name <span class="sc">==</span> <span class="st">"Vehicle Fuel Consumption"</span>) <span class="sc">|></span></span>
<span id="cb69-3"><a href="#cb69-3" aria-hidden="true" tabindex="-1"></a> dplyr<span class="sc">::</span><span class="fu">arrange</span>(area_name, process_name, date) <span class="sc">|></span></span>
<span id="cb69-4"><a href="#cb69-4" aria-hidden="true" tabindex="-1"></a> plotly<span class="sc">::</span><span class="fu">plot_ly</span>(</span>
<span id="cb69-5"><a href="#cb69-5" aria-hidden="true" tabindex="-1"></a> <span class="at">x =</span> <span class="sc">~</span>date, <span class="at">y =</span> <span class="sc">~</span>value,</span>
<span id="cb69-6"><a href="#cb69-6" aria-hidden="true" tabindex="-1"></a> <span class="at">color =</span> <span class="sc">~</span>area_name,</span>
<span id="cb69-7"><a href="#cb69-7" aria-hidden="true" tabindex="-1"></a> <span class="at">name =</span> <span class="sc">~</span>area_name,</span>
<span id="cb69-8"><a href="#cb69-8" aria-hidden="true" tabindex="-1"></a> <span class="at">type =</span> <span class="st">"scatter"</span>,</span>
<span id="cb69-9"><a href="#cb69-9" aria-hidden="true" tabindex="-1"></a> <span class="at">mode =</span> <span class="st">"line"</span></span>
<span id="cb69-10"><a href="#cb69-10" aria-hidden="true" tabindex="-1"></a> )</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
</details>
<div class="cell-output cell-output-stderr">
<pre><code>Warning in RColorBrewer::brewer.pal(N, "Set2"): n too large, allowed maximum for palette Set2 is 8
Returning the palette you asked for with that many colors
Warning in RColorBrewer::brewer.pal(N, "Set2"): n too large, allowed maximum for palette Set2 is 8
Returning the palette you asked for with that many colors</code></pre>
</div>
<div class="cell-output-display">
<div class="plotly html-widget html-fill-item" id="htmlwidget-3465e4c26a4bf85b2ba8" style="width:100%;height:464px;"></div>
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<div class="cell">
<details class="code-fold">
<summary>Code</summary>
<div class="sourceCode cell-code" id="cb71"><pre class="sourceCode r code-with-copy"><code class="sourceCode r"><span id="cb71-1"><a href="#cb71-1" aria-hidden="true" tabindex="-1"></a>us_gas <span class="ot"><-</span> d2</span>
<span id="cb71-2"><a href="#cb71-2" aria-hidden="true" tabindex="-1"></a><span class="fu">saveRDS</span>(us_gas, <span class="at">file =</span> <span class="st">"./data/us_gas.RDS"</span>)</span>
<span id="cb71-3"><a href="#cb71-3" aria-hidden="true" tabindex="-1"></a></span>
<span id="cb71-4"><a href="#cb71-4" aria-hidden="true" tabindex="-1"></a>us_gas_csv <span class="ot"><-</span> us_gas <span class="sc">|></span> dplyr<span class="sc">::</span><span class="fu">select</span>(area_name, process, process_name, date, description, value)</span>
<span id="cb71-5"><a href="#cb71-5" aria-hidden="true" tabindex="-1"></a><span class="fu">write.csv</span>(us_gas_csv, <span class="st">"./data/us_gas.csv"</span>, <span class="at">row.names =</span> <span class="cn">FALSE</span>)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
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var filterRegex = new RegExp('/' + window.location.host + '/');
var isInternal = (href) => {
return filterRegex.test(href) || localhostRegex.test(href) || mailtoRegex.test(href);
}
// Inspect non-navigation links and adorn them if external
var links = window.document.querySelectorAll('a[href]:not(.nav-link):not(.navbar-brand):not(.toc-action):not(.sidebar-link):not(.sidebar-item-toggle):not(.pagination-link):not(.no-external):not([aria-hidden]):not(.dropdown-item):not(.quarto-navigation-tool):not(.about-link)');
for (var i=0; i<links.length; i++) {
const link = links[i];
if (!isInternal(link.href)) {
// undo the damage that might have been done by quarto-nav.js in the case of
// links that we want to consider external
if (link.dataset.originalHref !== undefined) {
link.href = link.dataset.originalHref;
}
}
}
function tippyHover(el, contentFn, onTriggerFn, onUntriggerFn) {
const config = {
allowHTML: true,
maxWidth: 500,
delay: 100,
arrow: false,
appendTo: function(el) {
return el.parentElement;
},
interactive: true,
interactiveBorder: 10,
theme: 'quarto',
placement: 'bottom-start',
};
if (contentFn) {
config.content = contentFn;
}
if (onTriggerFn) {
config.onTrigger = onTriggerFn;
}
if (onUntriggerFn) {
config.onUntrigger = onUntriggerFn;
}
window.tippy(el, config);
}
const noterefs = window.document.querySelectorAll('a[role="doc-noteref"]');
for (var i=0; i<noterefs.length; i++) {
const ref = noterefs[i];
tippyHover(ref, function() {
// use id or data attribute instead here
let href = ref.getAttribute('data-footnote-href') || ref.getAttribute('href');
try { href = new URL(href).hash; } catch {}
const id = href.replace(/^#\/?/, "");
const note = window.document.getElementById(id);
if (note) {
return note.innerHTML;
} else {
return "";
}
});
}
const xrefs = window.document.querySelectorAll('a.quarto-xref');
const processXRef = (id, note) => {
// Strip column container classes
const stripColumnClz = (el) => {
el.classList.remove("page-full", "page-columns");
if (el.children) {
for (const child of el.children) {
stripColumnClz(child);
}
}
}
stripColumnClz(note)
if (id === null || id.startsWith('sec-')) {
// Special case sections, only their first couple elements
const container = document.createElement("div");
if (note.children && note.children.length > 2) {
container.appendChild(note.children[0].cloneNode(true));
for (let i = 1; i < note.children.length; i++) {
const child = note.children[i];
if (child.tagName === "P" && child.innerText === "") {
continue;
} else {
container.appendChild(child.cloneNode(true));
break;
}
}
if (window.Quarto?.typesetMath) {
window.Quarto.typesetMath(container);
}
return container.innerHTML
} else {
if (window.Quarto?.typesetMath) {
window.Quarto.typesetMath(note);
}
return note.innerHTML;
}
} else {
// Remove any anchor links if they are present
const anchorLink = note.querySelector('a.anchorjs-link');
if (anchorLink) {
anchorLink.remove();
}
if (window.Quarto?.typesetMath) {
window.Quarto.typesetMath(note);
}
// TODO in 1.5, we should make sure this works without a callout special case
if (note.classList.contains("callout")) {
return note.outerHTML;
} else {
return note.innerHTML;
}
}
}
for (var i=0; i<xrefs.length; i++) {
const xref = xrefs[i];
tippyHover(xref, undefined, function(instance) {
instance.disable();
let url = xref.getAttribute('href');
let hash = undefined;
if (url.startsWith('#')) {
hash = url;
} else {
try { hash = new URL(url).hash; } catch {}
}
if (hash) {
const id = hash.replace(/^#\/?/, "");
const note = window.document.getElementById(id);
if (note !== null) {
try {
const html = processXRef(id, note.cloneNode(true));
instance.setContent(html);
} finally {
instance.enable();
instance.show();
}
} else {
// See if we can fetch this
fetch(url.split('#')[0])
.then(res => res.text())
.then(html => {
const parser = new DOMParser();
const htmlDoc = parser.parseFromString(html, "text/html");
const note = htmlDoc.getElementById(id);
if (note !== null) {
const html = processXRef(id, note);
instance.setContent(html);
}
}).finally(() => {
instance.enable();
instance.show();
});
}
} else {
// See if we can fetch a full url (with no hash to target)
// This is a special case and we should probably do some content thinning / targeting
fetch(url)
.then(res => res.text())
.then(html => {
const parser = new DOMParser();
const htmlDoc = parser.parseFromString(html, "text/html");
const note = htmlDoc.querySelector('main.content');
if (note !== null) {
// This should only happen for chapter cross references
// (since there is no id in the URL)
// remove the first header
if (note.children.length > 0 && note.children[0].tagName === "HEADER") {
note.children[0].remove();
}
const html = processXRef(null, note);
instance.setContent(html);
}
}).finally(() => {
instance.enable();
instance.show();
});
}
}, function(instance) {
});
}
let selectedAnnoteEl;
const selectorForAnnotation = ( cell, annotation) => {
let cellAttr = 'data-code-cell="' + cell + '"';
let lineAttr = 'data-code-annotation="' + annotation + '"';
const selector = 'span[' + cellAttr + '][' + lineAttr + ']';
return selector;
}
const selectCodeLines = (annoteEl) => {
const doc = window.document;
const targetCell = annoteEl.getAttribute("data-target-cell");
const targetAnnotation = annoteEl.getAttribute("data-target-annotation");
const annoteSpan = window.document.querySelector(selectorForAnnotation(targetCell, targetAnnotation));
const lines = annoteSpan.getAttribute("data-code-lines").split(",");
const lineIds = lines.map((line) => {
return targetCell + "-" + line;
})
let top = null;
let height = null;
let parent = null;
if (lineIds.length > 0) {
//compute the position of the single el (top and bottom and make a div)
const el = window.document.getElementById(lineIds[0]);
top = el.offsetTop;
height = el.offsetHeight;
parent = el.parentElement.parentElement;
if (lineIds.length > 1) {
const lastEl = window.document.getElementById(lineIds[lineIds.length - 1]);
const bottom = lastEl.offsetTop + lastEl.offsetHeight;
height = bottom - top;
}
if (top !== null && height !== null && parent !== null) {
// cook up a div (if necessary) and position it
let div = window.document.getElementById("code-annotation-line-highlight");
if (div === null) {
div = window.document.createElement("div");
div.setAttribute("id", "code-annotation-line-highlight");
div.style.position = 'absolute';
parent.appendChild(div);
}
div.style.top = top - 2 + "px";
div.style.height = height + 4 + "px";
div.style.left = 0;
let gutterDiv = window.document.getElementById("code-annotation-line-highlight-gutter");
if (gutterDiv === null) {
gutterDiv = window.document.createElement("div");
gutterDiv.setAttribute("id", "code-annotation-line-highlight-gutter");
gutterDiv.style.position = 'absolute';
const codeCell = window.document.getElementById(targetCell);
const gutter = codeCell.querySelector('.code-annotation-gutter');
gutter.appendChild(gutterDiv);
}
gutterDiv.style.top = top - 2 + "px";
gutterDiv.style.height = height + 4 + "px";
}
selectedAnnoteEl = annoteEl;
}
};
const unselectCodeLines = () => {
const elementsIds = ["code-annotation-line-highlight", "code-annotation-line-highlight-gutter"];
elementsIds.forEach((elId) => {
const div = window.document.getElementById(elId);
if (div) {
div.remove();
}
});
selectedAnnoteEl = undefined;
};
// Handle positioning of the toggle
window.addEventListener(
"resize",
throttle(() => {
elRect = undefined;
if (selectedAnnoteEl) {
selectCodeLines(selectedAnnoteEl);
}
}, 10)
);
function throttle(fn, ms) {
let throttle = false;
let timer;
return (...args) => {
if(!throttle) { // first call gets through
fn.apply(this, args);
throttle = true;
} else { // all the others get throttled
if(timer) clearTimeout(timer); // cancel #2
timer = setTimeout(() => {
fn.apply(this, args);
timer = throttle = false;
}, ms);
}
};
}
// Attach click handler to the DT
const annoteDls = window.document.querySelectorAll('dt[data-target-cell]');
for (const annoteDlNode of annoteDls) {
annoteDlNode.addEventListener('click', (event) => {
const clickedEl = event.target;
if (clickedEl !== selectedAnnoteEl) {
unselectCodeLines();
const activeEl = window.document.querySelector('dt[data-target-cell].code-annotation-active');
if (activeEl) {
activeEl.classList.remove('code-annotation-active');
}
selectCodeLines(clickedEl);
clickedEl.classList.add('code-annotation-active');
} else {
// Unselect the line
unselectCodeLines();
clickedEl.classList.remove('code-annotation-active');
}
});
}
const findCites = (el) => {
const parentEl = el.parentElement;
if (parentEl) {