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diff --git a/categories/index.xml b/categories/index.xml
index 6664cc7..5e019de 100644
--- a/categories/index.xml
+++ b/categories/index.xml
@@ -5,10 +5,6 @@
https://ericxliu.me/categories/
Recent content in Categories on Eric's Personal Page
Hugo -- gohugo.io
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en
diff --git a/categories/page/1/index.html b/categories/page/1/index.html
deleted file mode 100644
index 141be00..0000000
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+++ /dev/null
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https://ericxliu.me/categories/
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diff --git a/css/coder.min.728f45c9eaff821acb9cccdb60c81cf16be81bd890ee22cc5b5f4dbf276a082f.css b/css/coder.min.728f45c9eaff821acb9cccdb60c81cf16be81bd890ee22cc5b5f4dbf276a082f.css
new file mode 100644
index 0000000..9fede4b
--- /dev/null
+++ b/css/coder.min.728f45c9eaff821acb9cccdb60c81cf16be81bd890ee22cc5b5f4dbf276a082f.css
@@ -0,0 +1,6 @@
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+The above copyright notice and this permission notice shall be included in all copies or substantial portions of the Software.
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i{color:#ffb300}.notice.error{background-color:#ef53501a}.notice.error .notice-title{background-color:#f443361a}.notice.error .notice-title i{color:#e53935}.navigation{height:6rem;width:100%}.navigation a,.navigation span{display:inline;font-size:1.7rem;font-family:-apple-system,BlinkMacSystemFont,segoe ui,Roboto,Oxygen-Sans,Ubuntu,Cantarell,helvetica neue,Helvetica,pingfang sc,STXihei,华文细黑,microsoft yahei,微软雅黑,SimSun,宋体,Heiti,黑体,sans-serif;font-weight:600;color:#212121}.navigation a:hover,.navigation a:focus{color:#1565c0}.navigation .navigation-title{letter-spacing:.1rem;text-transform:uppercase}.navigation .navigation-list{float:right;list-style:none;margin-bottom:0;margin-top:0}@media only screen and (max-width:768px){.navigation .navigation-list{position:relative;top:2rem;right:0;z-index:5;visibility:hidden;opacity:0;padding:0;max-height:0;width:100%;background-color:#fafafa;border-top:solid 2px #e0e0e0;border-bottom:solid 2px #e0e0e0;transition:opacity .25s,max-height .15s linear}}.navigation .navigation-list .navigation-item{float:left;margin:0;position:relative}@media only screen and (max-width:768px){.navigation .navigation-list .navigation-item{float:none!important;text-align:center}.navigation .navigation-list .navigation-item a,.navigation .navigation-list .navigation-item span{line-height:5rem}}.navigation .navigation-list .navigation-item a,.navigation .navigation-list .navigation-item span{margin-left:1rem;margin-right:1rem}@media only screen and (max-width:768px){.navigation .navigation-list .separator{display:none}}@media only screen and (max-width:768px){.navigation .navigation-list .menu-separator{border-top:2px solid #212121;margin:0 8rem}.navigation .navigation-list .menu-separator span{display:none}}.navigation #dark-mode-toggle{margin:1.7rem 0;font-size:2.4rem;line-height:inherit;bottom:2rem;left:2rem;z-index:100;position:fixed}.navigation #menu-toggle{display:none}@media only screen and (max-width:768px){.navigation #menu-toggle:checked+label>i{color:#e0e0e0}.navigation #menu-toggle:checked+label+ul{visibility:visible;opacity:1;max-height:100rem}}.navigation .menu-button{display:none}@media only screen and (max-width:768px){.navigation .menu-button{position:relative;display:block;font-size:2.4rem;font-weight:400}}.navigation .menu-button i:hover,.navigation .menu-button i:focus{color:#000}.navigation i{color:#212121;cursor:pointer}.navigation i:hover,.navigation i:focus{color:#1565c0}.pagination{margin-top:6rem;text-align:center;font-family:-apple-system,BlinkMacSystemFont,segoe ui,Roboto,Oxygen-Sans,Ubuntu,Cantarell,helvetica neue,Helvetica,pingfang sc,STXihei,华文细黑,microsoft yahei,微软雅黑,SimSun,宋体,Heiti,黑体,sans-serif}.pagination li{display:inline;text-align:center;font-weight:700}.pagination li span{margin:0;text-align:center;width:3.2rem}.pagination li a{font-weight:300}.pagination li a span{margin:0;text-align:center;width:3.2rem}.taxonomy li{display:inline-block;margin:.9rem}.taxonomy .taxonomy-element{display:block;padding:.3rem .9rem;background-color:#e0e0e0;border-radius:.6rem}.taxonomy .taxonomy-element a{color:#212121}.taxonomy .taxonomy-element a:active{color:#212121}.footer{width:100%;text-align:center;font-size:1.6rem;line-height:2rem;margin-bottom:1rem}.footer a{color:#1565c0}.float-container{bottom:2rem;right:2rem;z-index:100;position:fixed;font-size:1.6em}.float-container a{position:relative;display:inline-block;width:3rem;height:3rem;font-size:2rem;color:#000;background-color:#e0e0e0;border-radius:.2rem;opacity:50%;transition:all .25s ease-in}.float-container a:hover,.float-container a:focus{color:#1565c0;opacity:100%}@media only screen and (max-width:768px){.float-container a:hover,.float-container a:focus{color:#000;opacity:50%}}.float-container a i{position:absolute;top:50%;left:50%;transform:translate(-50%,-50%)}
\ No newline at end of file
diff --git a/css/coder.min.a4f332213a21ce8eb521670c614470c58923aaaf385e2a73982c31dd7642decb.css b/css/coder.min.a4f332213a21ce8eb521670c614470c58923aaaf385e2a73982c31dd7642decb.css
deleted file mode 100644
index 727cd38..0000000
--- a/css/coder.min.a4f332213a21ce8eb521670c614470c58923aaaf385e2a73982c31dd7642decb.css
+++ /dev/null
@@ -1 +0,0 @@
-*,*:after,*:before{box-sizing:inherit}html{box-sizing:border-box;font-size:62.5%}body{color:#212121;background-color:#fafafa;font-family:Merriweather,Georgia,serif;font-size:1.6em;font-weight:300;line-height:1.8em}@media only screen and (max-width:768px){body{font-size:1.6em;line-height:1.6em}}a{font-weight:300;color:#1565c0;text-decoration:none}a:focus,a:hover{text-decoration:underline}p{margin:2rem 0}h1,h2,h3,h4,h5,h6{font-family:Lato,Helvetica,sans-serif;font-weight:700;color:#000;margin:6.4rem 0 3.2rem}h1{font-size:3.2rem;line-height:3.6rem}@media only screen and (max-width:768px){h1{font-size:3rem;line-height:3.4rem}}h2{font-size:2.8rem;line-height:3.2rem}@media only screen and (max-width:768px){h2{font-size:2.6rem;line-height:3rem}}h3{font-size:2.4rem;line-height:2.8rem}@media only screen and (max-width:768px){h3{font-size:2.2rem;line-height:2.6rem}}h4{font-size:2.2rem;line-height:2.6rem}@media only screen and (max-width:768px){h4{font-size:2rem;line-height:2.4rem}}h5{font-size:2rem;line-height:2.4rem}@media only screen and (max-width:768px){h5{font-size:1.8rem;line-height:2.2rem}}h6{font-size:1.8rem;line-height:2.2rem}@media only screen and (max-width:768px){h6{font-size:1.6rem;line-height:2rem}}b,strong{font-weight:700}.highlight>div,.highlight>pre{margin:0 0 2rem;padding:1rem;border-radius:1rem}pre{display:block;font-family:source code pro,lucida console,monospace;font-size:1.6rem;font-weight:400;line-height:2.6rem;overflow-x:auto;margin:0}pre code{display:inline-block;background-color:inherit;color:inherit}code{font-family:source code pro,lucida console,monospace;font-size:1.6rem;font-weight:400;background-color:#e0e0e0;color:#212121}blockquote{border-left:2px solid #e0e0e0;padding-left:2rem;line-height:2.2rem;font-weight:400;font-style:italic}th,td{padding:1.6rem}table{border-collapse:collapse}table td,table th{border:2px solid #000}table tr:first-child th{border-top:0}table tr:last-child td{border-bottom:0}table tr td:first-child,table tr th:first-child{border-left:0}table tr td:last-child,table tr th:last-child{border-right:0}img{max-width:100%}figure{text-align:center}.wrapper{display:flex;flex-direction:column;min-height:100vh;width:100%}.container{margin:0 auto;max-width:90rem;width:100%;padding-left:2rem;padding-right:2rem}.fab{font-weight:400}.fas{font-weight:700}.float-right{float:right}.float-left{float:left}.fab{font-weight:400}.fas{font-weight:900}.content{flex:1;display:flex;margin-top:1.6rem;margin-bottom:3.2rem}.content article header{margin-top:6.4rem;margin-bottom:3.2rem}.content article header h1{font-size:4.2rem;line-height:4.6rem;margin:0}@media only screen and (max-width:768px){.content article header h1{font-size:4rem;line-height:4.4rem}}.content article footer{margin-top:4rem}.content article footer .see-also{margin:3.2rem 0}.content article footer .see-also h3{margin:3.2rem 0}.content article p{text-align:justify;text-justify:auto;hyphens:auto}.content .post .post-title{margin-bottom:.75em}.content .post .post-meta i{text-align:center;width:1.6rem;margin-left:0;margin-right:.5rem}.content .post .post-meta .date .posted-on{margin-left:0;margin-right:1.5rem}.content figure{margin:0;padding:0}.content figcaption p{text-align:center;font-style:italic;font-size:1.6rem;margin:0}.avatar img{width:20rem;height:auto;border-radius:50%}@media only screen and (max-width:768px){.avatar img{width:10rem}}.list ul{margin:3.2rem 0;list-style:none;padding:0}.list ul li{font-size:1.8rem}@media only screen and (max-width:768px){.list ul li{margin:1.6rem 0}}.list ul li .date{display:inline-block;width:20rem;text-align:right;margin-right:3rem}@media only screen and (max-width:768px){.list ul li .date{display:block;text-align:left}}.list ul li .title{font-size:1.8rem;color:#212121;font-family:Lato,Helvetica,sans-serif;font-weight:700}.list ul li .title:hover,.list ul li .title:focus{color:#1565c0}.centered{display:flex;align-items:center;justify-content:center}.centered .about{text-align:center}.centered .about h1{margin-top:2rem;margin-bottom:.5rem}.centered .about h2{margin-top:1rem;margin-bottom:.5rem;font-size:2.4rem}@media only screen and (max-width:768px){.centered .about h2{font-size:2rem}}.centered .about ul{list-style:none;margin:3rem 0 1rem;padding:0}.centered .about ul li{display:inline-block;position:relative}.centered .about ul li a{color:#212121;text-transform:uppercase;margin-left:1rem;margin-right:1rem;font-size:1.6rem}.centered .about ul li a:hover,.centered .about ul li a:focus{color:#1565c0}@media only screen and (max-width:768px){.centered .about ul li a{font-size:1.4rem}}.centered .about ul li a i{font-size:3.2rem}.centered .error{text-align:center}.centered .error h1{margin-top:2rem;margin-bottom:.5rem;font-size:4.6rem}@media only screen and (max-width:768px){.centered .error h1{font-size:3.2rem}}.centered .error h2{margin-top:2rem;margin-bottom:3.2rem;font-size:3.2rem}@media only screen and (max-width:768px){.centered .error h2{font-size:2.8rem}}.navigation{height:6rem;width:100%}.navigation a,.navigation span{display:inline;font-size:1.6rem;font-family:Lato,Helvetica,sans-serif;font-weight:700;line-height:6rem;color:#212121}.navigation a:hover,.navigation a:focus{color:#1565c0}.navigation .navigation-title{letter-spacing:.1rem;text-transform:uppercase}.navigation .navigation-list{float:right;list-style:none;margin-bottom:0;margin-top:0}@media only screen and (max-width:768px){.navigation .navigation-list{position:absolute;top:6rem;right:0;z-index:5;visibility:hidden;opacity:0;padding:0;max-height:0;width:100%;background-color:#fafafa;border-top:solid 2px #e0e0e0;border-bottom:solid 2px #e0e0e0;transition:opacity .25s,max-height .15s linear}}.navigation .navigation-list .navigation-item{float:left;margin:0;position:relative}@media only screen and (max-width:768px){.navigation .navigation-list .navigation-item{float:none!important;text-align:center}.navigation .navigation-list .navigation-item a,.navigation .navigation-list .navigation-item span{line-height:5rem}}.navigation .navigation-list .navigation-item a,.navigation .navigation-list .navigation-item span{margin-left:1rem;margin-right:1rem}@media only screen and (max-width:768px){.navigation .navigation-list .menu-separator{border-top:2px solid #212121;margin:0 8rem}.navigation .navigation-list .menu-separator span{display:none}}.navigation #menu-toggle{display:none}@media only screen and (max-width:768px){.navigation #menu-toggle:checked+label{color:#e0e0e0}.navigation #menu-toggle:checked+label+ul{visibility:visible;opacity:1;max-height:100rem}}.navigation .menu-button{display:none}@media only screen and (max-width:768px){.navigation .menu-button{display:block;font-size:2.4rem;font-weight:400;line-height:6rem;color:#212121;cursor:pointer}.navigation .menu-button:hover,.navigation .menu-button:focus{color:#1565c0}}.pagination{margin-top:6rem;text-align:center;font-family:Lato,Helvetica,sans-serif}.pagination li{display:inline;text-align:center;font-weight:700}.pagination li span{margin:0;text-align:center;width:3.2rem}.pagination li a{font-weight:300}.pagination li a span{margin:0;text-align:center;width:3.2rem}.footer{width:100%;text-align:center;line-height:2rem;margin-bottom:1rem}.footer a{color:#1565c0}
\ No newline at end of file
diff --git a/fonts/forkawesome-webfont.eot b/fonts/forkawesome-webfont.eot
new file mode 100644
index 0000000..c2c24b4
Binary files /dev/null and b/fonts/forkawesome-webfont.eot differ
diff --git a/fonts/forkawesome-webfont.svg b/fonts/forkawesome-webfont.svg
new file mode 100644
index 0000000..bd45b30
--- /dev/null
+++ b/fonts/forkawesome-webfont.svg
@@ -0,0 +1,3232 @@
+
+
+
+
+
+Created by FontForge 20190801 at Fri Aug 27 00:07:49 2021
+ By shine
+The Fork Awesome font is licensed under the SIL OFL 1.1 (http://scripts.sil.org/OFL). Fork Awesome is a fork based of off Font Awesome 4.7.0 by Dave Gandy. More info on licenses at https://forkawesome.github.io
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diff --git a/fonts/forkawesome-webfont.ttf b/fonts/forkawesome-webfont.ttf
new file mode 100644
index 0000000..1f1d8f3
Binary files /dev/null and b/fonts/forkawesome-webfont.ttf differ
diff --git a/fonts/forkawesome-webfont.woff b/fonts/forkawesome-webfont.woff
new file mode 100644
index 0000000..cca43af
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diff --git a/fonts/forkawesome-webfont.woff2 b/fonts/forkawesome-webfont.woff2
new file mode 100644
index 0000000..c96e5bf
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diff --git a/index.html b/index.html
index 28e4aac..bcf6bb8 100644
--- a/index.html
+++ b/index.html
@@ -5,6 +5,9 @@
+
+
+
@@ -21,23 +24,18 @@
-
-
-
Eric's Personal Page
-
-
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+
-
+
@@ -51,13 +49,24 @@
+
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-
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+
@@ -65,34 +74,36 @@
Eric's Personal Page
-
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@@ -109,8 +120,10 @@
Eric Liu
+
Platform Software & Performance Engineer @Google
+
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diff --git a/index.xml b/index.xml
index d13e02f..863e984 100644
--- a/index.xml
+++ b/index.xml
@@ -6,22 +6,14 @@
Recent content on Eric's Personal Page
Hugo -- gohugo.io
en
-
Mon, 26 Oct 2020 04:14:43 +0000
-
-
-
-
+
Mon, 26 Oct 2020 04:14:43 +0000
-
Some useful files
https://ericxliu.me/posts/useful/
Mon, 26 Oct 2020 04:14:43 +0000
https://ericxliu.me/posts/useful/
- <ul>
-<li><a href="https://ericxliu.me/rootCA.pem">rootCA.pem</a></li>
-<li><a href="https://ericxliu.me/vpnclient.ovpn">vpnclient.ovpn</a></li>
-</ul>
-
+ rootCA.pem vpnclient.ovpn
-
@@ -30,13719 +22,7 @@
Tue, 16 Jun 2020 00:00:00 +0000
https://ericxliu.me/posts/credit_card/
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-/*!
-*
-* Font Awesome
-*
-*/
-/*!
- * Font Awesome 4.7.0 by @davegandy - http://fontawesome.io - @fontawesome
- * License - http://fontawesome.io/license (Font: SIL OFL 1.1, CSS: MIT License)
- */
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-/**
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-<div class="prompt input_prompt">In [18]:</div>
-<div class="inner_cell">
- <div class="input_area">
-<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
-<span class="kn">import</span> <span class="nn">gspread</span>
-<span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="k">as</span> <span class="nn">plt</span>
-</pre></div>
-
- </div>
-</div>
-</div>
-
-</div>
-<div class="cell border-box-sizing code_cell rendered">
-<div class="input">
-<div class="prompt input_prompt">In [2]:</div>
-<div class="inner_cell">
- <div class="input_area">
-<div class=" highlight hl-ipython3"><pre><span></span><span class="n">gc</span> <span class="o">=</span> <span class="n">gspread</span><span class="o">.</span><span class="n">service_account</span><span class="p">()</span>
-
-<span class="n">sh</span> <span class="o">=</span> <span class="n">gc</span><span class="o">.</span><span class="n">open_by_key</span><span class="p">(</span><span class="s2">"1_tbwz6Z9uVZMJQZTysSQJYbSg-LCRdk6u49UngChM-Y"</span><span class="p">)</span>
-<span class="n">worksheet</span> <span class="o">=</span> <span class="n">sh</span><span class="o">.</span><span class="n">worksheet</span><span class="p">(</span><span class="s2">"Responses Raw"</span><span class="p">)</span>
-
-<span class="n">dataframe</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">worksheet</span><span class="o">.</span><span class="n">get_all_records</span><span class="p">())</span>
-</pre></div>
-
- </div>
-</div>
-</div>
-
-</div>
-<div class="cell border-box-sizing code_cell rendered">
-<div class="input">
-<div class="prompt input_prompt">In [3]:</div>
-<div class="inner_cell">
- <div class="input_area">
-<div class=" highlight hl-ipython3"><pre><span></span><span class="n">dataframe</span><span class="p">[</span><span class="s2">"Incurring Month"</span><span class="p">]</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">to_datetime</span><span class="p">(</span><span class="n">dataframe</span><span class="p">[</span><span class="s2">"Incurring Date"</span><span class="p">])</span><span class="o">.</span><span class="n">dt</span><span class="o">.</span><span class="n">strftime</span><span class="p">(</span>
- <span class="s2">"%Y%m"</span>
-<span class="p">)</span>
-<span class="n">df_filtered</span> <span class="o">=</span> <span class="n">dataframe</span><span class="p">[</span><span class="o">~</span><span class="n">dataframe</span><span class="p">[</span><span class="s2">"Category"</span><span class="p">]</span><span class="o">.</span><span class="n">isin</span><span class="p">([</span><span class="s2">"Fake"</span><span class="p">,</span> <span class="s2">"Travel"</span><span class="p">])]</span>
-</pre></div>
-
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-</div>
-</div>
-
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-<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
-</div><div class="inner_cell">
-<div class="text_cell_render border-box-sizing rendered_html">
-<h1 id="Monthly-Details">Monthly Details<a class="anchor-link" href="#Monthly-Details">¶</a></h1>
-</div>
-</div>
-</div>
-<div class="cell border-box-sizing code_cell rendered">
-<div class="input">
-<div class="prompt input_prompt">In [28]:</div>
-<div class="inner_cell">
- <div class="input_area">
-<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df_by_monthly</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">pivot_table</span><span class="p">(</span>
- <span class="n">df_filtered</span><span class="p">,</span>
- <span class="n">index</span><span class="o">=</span><span class="s2">"Incurring Month"</span><span class="p">,</span>
- <span class="n">columns</span><span class="o">=</span><span class="s2">"Category"</span><span class="p">,</span>
- <span class="n">values</span><span class="o">=</span><span class="s2">"Amount of Money"</span><span class="p">,</span>
- <span class="n">aggfunc</span><span class="o">=</span><span class="nb">sum</span><span class="p">,</span>
-<span class="p">)</span>
-<span class="n">df_by_monthly</span><span class="o">.</span><span class="n">fillna</span><span class="p">(</span><span class="mi">0</span><span class="p">)</span>
-</pre></div>
-
- </div>
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-</div>
-
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-<div class="output">
-
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-<div class="output_area">
-
- <div class="prompt output_prompt">Out[28]:</div>
-
-
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-</style>
-<table border="1" class="dataframe">
- <thead>
- <tr style="text-align: right;">
- <th>Category</th>
- <th>Activities</th>
- <th>Bills</th>
- <th>Deposit</th>
- <th>Dining</th>
- <th>Dispute</th>
- <th>Entertainment</th>
- <th>Gas</th>
- <th>Groceries</th>
- <th>Lifetime activities</th>
- <th>Shopping</th>
- </tr>
- <tr>
- <th>Incurring Month</th>
- <th></th>
- <th></th>
- <th></th>
- <th></th>
- <th></th>
- <th></th>
- <th></th>
- <th></th>
- <th></th>
- <th></th>
- </tr>
- </thead>
- <tbody>
- <tr>
- <th>201904</th>
- <td>0.0</td>
- <td>222.68</td>
- <td>0.00</td>
- <td>0.00</td>
- <td>0.00</td>
- <td>113.50</td>
- <td>0.00</td>
- <td>0.00</td>
- <td>0.0</td>
- <td>0.00</td>
- </tr>
- <tr>
- <th>201905</th>
- <td>234.0</td>
- <td>338.58</td>
- <td>0.00</td>
- <td>307.66</td>
- <td>0.00</td>
- <td>178.84</td>
- <td>161.62</td>
- <td>281.92</td>
- <td>0.0</td>
- <td>132.23</td>
- </tr>
- <tr>
- <th>201906</th>
- <td>0.0</td>
- <td>143.24</td>
- <td>0.00</td>
- <td>345.08</td>
- <td>0.00</td>
- <td>134.17</td>
- <td>150.79</td>
- <td>343.41</td>
- <td>0.0</td>
- <td>680.92</td>
- </tr>
- <tr>
- <th>201907</th>
- <td>0.0</td>
- <td>923.23</td>
- <td>0.00</td>
- <td>282.23</td>
- <td>0.00</td>
- <td>161.12</td>
- <td>201.25</td>
- <td>508.38</td>
- <td>0.0</td>
- <td>346.32</td>
- </tr>
- <tr>
- <th>201908</th>
- <td>312.0</td>
- <td>416.79</td>
- <td>0.00</td>
- <td>267.68</td>
- <td>0.00</td>
- <td>54.55</td>
- <td>121.98</td>
- <td>364.14</td>
- <td>0.0</td>
- <td>239.29</td>
- </tr>
- <tr>
- <th>201909</th>
- <td>0.0</td>
- <td>410.51</td>
- <td>0.00</td>
- <td>281.12</td>
- <td>0.00</td>
- <td>221.05</td>
- <td>129.97</td>
- <td>425.75</td>
- <td>0.0</td>
- <td>170.33</td>
- </tr>
- <tr>
- <th>201910</th>
- <td>0.0</td>
- <td>550.25</td>
- <td>0.00</td>
- <td>458.67</td>
- <td>0.00</td>
- <td>259.90</td>
- <td>122.33</td>
- <td>259.79</td>
- <td>0.0</td>
- <td>0.00</td>
- </tr>
- <tr>
- <th>201911</th>
- <td>0.0</td>
- <td>410.73</td>
- <td>0.00</td>
- <td>413.83</td>
- <td>0.00</td>
- <td>38.78</td>
- <td>166.49</td>
- <td>331.74</td>
- <td>0.0</td>
- <td>779.81</td>
- </tr>
- <tr>
- <th>201912</th>
- <td>0.0</td>
- <td>393.31</td>
- <td>0.00</td>
- <td>318.41</td>
- <td>0.00</td>
- <td>54.75</td>
- <td>88.22</td>
- <td>238.69</td>
- <td>0.0</td>
- <td>901.00</td>
- </tr>
- <tr>
- <th>202001</th>
- <td>0.0</td>
- <td>375.33</td>
- <td>0.00</td>
- <td>577.32</td>
- <td>0.00</td>
- <td>37.00</td>
- <td>87.90</td>
- <td>266.09</td>
- <td>0.0</td>
- <td>898.55</td>
- </tr>
- <tr>
- <th>202002</th>
- <td>0.0</td>
- <td>380.71</td>
- <td>0.00</td>
- <td>314.66</td>
- <td>0.00</td>
- <td>0.00</td>
- <td>81.64</td>
- <td>415.99</td>
- <td>0.0</td>
- <td>375.22</td>
- </tr>
- <tr>
- <th>202003</th>
- <td>0.0</td>
- <td>421.82</td>
- <td>0.00</td>
- <td>398.82</td>
- <td>0.00</td>
- <td>29.99</td>
- <td>28.87</td>
- <td>833.66</td>
- <td>0.0</td>
- <td>53.34</td>
- </tr>
- <tr>
- <th>202004</th>
- <td>0.0</td>
- <td>438.68</td>
- <td>0.00</td>
- <td>293.78</td>
- <td>0.00</td>
- <td>143.89</td>
- <td>0.00</td>
- <td>828.30</td>
- <td>0.0</td>
- <td>55.04</td>
- </tr>
- <tr>
- <th>202005</th>
- <td>0.0</td>
- <td>325.94</td>
- <td>550.94</td>
- <td>352.48</td>
- <td>52.47</td>
- <td>0.00</td>
- <td>68.74</td>
- <td>466.27</td>
- <td>0.0</td>
- <td>117.67</td>
- </tr>
- <tr>
- <th>202006</th>
- <td>0.0</td>
- <td>179.00</td>
- <td>0.00</td>
- <td>110.92</td>
- <td>0.00</td>
- <td>0.00</td>
- <td>0.00</td>
- <td>146.48</td>
- <td>9.0</td>
- <td>124.88</td>
- </tr>
- </tbody>
-</table>
-</div>
-</div>
-
-</div>
-
-</div>
-</div>
-
-</div>
-<div class="cell border-box-sizing code_cell rendered">
-<div class="input">
-<div class="prompt input_prompt">In [26]:</div>
-<div class="inner_cell">
- <div class="input_area">
-<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df_by_monthly_plot</span> <span class="o">=</span> <span class="n">df_by_monthly</span><span class="o">.</span><span class="n">plot</span><span class="o">.</span><span class="n">bar</span><span class="p">(</span><span class="n">stacked</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">16</span><span class="p">,</span> <span class="mi">9</span><span class="p">))</span>
-<span class="n">df_by_monthly_plot</span><span class="o">.</span><span class="n">set_ylabel</span><span class="p">(</span><span class="s2">"Total Amount ($)"</span><span class="p">)</span>
-<span class="n">plt</span><span class="o">.</span><span class="n">xticks</span><span class="p">(</span><span class="n">rotation</span><span class="o">=</span><span class="mi">45</span><span class="p">);</span>
-</pre></div>
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-<h1 id="Travel-Details">Travel Details<a class="anchor-link" href="#Travel-Details">¶</a></h1>
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-<div class="prompt input_prompt">In [30]:</div>
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-<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df_travel</span> <span class="o">=</span> <span class="n">dataframe</span><span class="p">[</span>
- <span class="p">(</span><span class="n">dataframe</span><span class="p">[</span><span class="s2">"Category"</span><span class="p">]</span> <span class="o">==</span> <span class="s2">"Travel"</span><span class="p">)</span> <span class="o">&</span> <span class="p">(</span><span class="n">dataframe</span><span class="p">[</span><span class="s2">"Travel Tag"</span><span class="p">]</span> <span class="o">!=</span> <span class="s2">""</span><span class="p">)</span>
-<span class="p">]</span>
-</pre></div>
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-<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df_travel_by_tag</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">pivot_table</span><span class="p">(</span>
- <span class="n">df_travel</span><span class="p">,</span>
- <span class="n">index</span><span class="o">=</span><span class="s2">"Travel Tag"</span><span class="p">,</span>
- <span class="n">columns</span><span class="o">=</span><span class="s2">"Travel Details"</span><span class="p">,</span>
- <span class="n">values</span><span class="o">=</span><span class="s2">"Amount of Money"</span><span class="p">,</span>
- <span class="n">aggfunc</span><span class="o">=</span><span class="nb">sum</span><span class="p">,</span>
- <span class="n">margins</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span>
-<span class="p">)</span>
-<span class="n">df_travel_by_tag</span> <span class="o">=</span> <span class="p">(</span>
- <span class="n">df_travel_by_tag</span><span class="o">.</span><span class="n">sort_values</span><span class="p">([</span><span class="s2">"All"</span><span class="p">],</span> <span class="n">ascending</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
- <span class="o">.</span><span class="n">drop</span><span class="p">(</span><span class="s2">"All"</span><span class="p">,</span> <span class="n">axis</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
- <span class="o">.</span><span class="n">drop</span><span class="p">(</span><span class="s2">"All"</span><span class="p">)</span>
-<span class="p">)</span>
-<span class="n">df_travel_by_tag</span><span class="o">.</span><span class="n">fillna</span><span class="p">(</span><span class="mi">0</span><span class="p">)</span>
-</pre></div>
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-<style scoped>
- .dataframe tbody tr th:only-of-type {
- vertical-align: middle;
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-</style>
-<table border="1" class="dataframe">
- <thead>
- <tr style="text-align: right;">
- <th>Travel Details</th>
- <th>Accomendation</th>
- <th>Airline</th>
- <th>Dining</th>
- <th>Gas</th>
- <th>Grocery</th>
- <th>Misc</th>
- <th>Public Transportation</th>
- <th>Rental Car</th>
- <th>Shopping</th>
- <th>Tour Ticket</th>
- </tr>
- <tr>
- <th>Travel Tag</th>
- <th></th>
- <th></th>
- <th></th>
- <th></th>
- <th></th>
- <th></th>
- <th></th>
- <th></th>
- <th></th>
- <th></th>
- </tr>
- </thead>
- <tbody>
- <tr>
- <th>Hawaii Trip</th>
- <td>2192.48</td>
- <td>1941.98</td>
- <td>585.90</td>
- <td>81.81</td>
- <td>164.95</td>
- <td>26.0</td>
- <td>108.49</td>
- <td>324.45</td>
- <td>235.51</td>
- <td>536.54</td>
- </tr>
- <tr>
- <th>Yellow Stone NP Trip</th>
- <td>1678.58</td>
- <td>664.00</td>
- <td>370.11</td>
- <td>51.81</td>
- <td>80.11</td>
- <td>0.0</td>
- <td>114.30</td>
- <td>366.52</td>
- <td>263.64</td>
- <td>167.88</td>
- </tr>
- <tr>
- <th>Golden Pines RV Resort</th>
- <td>135.36</td>
- <td>0.00</td>
- <td>0.00</td>
- <td>185.83</td>
- <td>139.60</td>
- <td>6.0</td>
- <td>0.00</td>
- <td>302.80</td>
- <td>8.04</td>
- <td>10.00</td>
- </tr>
- <tr>
- <th>Redwood State Park RV Camping</th>
- <td>77.99</td>
- <td>0.00</td>
- <td>0.00</td>
- <td>131.94</td>
- <td>141.21</td>
- <td>0.0</td>
- <td>0.00</td>
- <td>230.75</td>
- <td>17.61</td>
- <td>0.00</td>
- </tr>
- <tr>
- <th>Pinnacles NP Trip</th>
- <td>60.00</td>
- <td>0.00</td>
- <td>0.00</td>
- <td>0.00</td>
- <td>0.00</td>
- <td>0.0</td>
- <td>0.00</td>
- <td>0.00</td>
- <td>10.75</td>
- <td>0.00</td>
- </tr>
- </tbody>
-</table>
-</div>
-</div>
-
-</div>
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-</div>
-</div>
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-<div class="cell border-box-sizing code_cell rendered">
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-<div class="prompt input_prompt">In [32]:</div>
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-<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df_travel_by_tag_plot</span> <span class="o">=</span> <span class="n">df_travel_by_tag</span><span class="o">.</span><span class="n">plot</span><span class="o">.</span><span class="n">bar</span><span class="p">(</span><span class="n">stacked</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">12</span><span class="p">,</span> <span class="mi">8</span><span class="p">))</span>
-<span class="n">df_travel_by_tag_plot</span><span class="o">.</span><span class="n">set_ylabel</span><span class="p">(</span><span class="s2">"Total Amount ($)"</span><span class="p">)</span>
-<span class="n">plt</span><span class="o">.</span><span class="n">xticks</span><span class="p">(</span><span class="n">rotation</span><span class="o">=</span><span class="mi">45</span><span class="p">);</span>
-</pre></div>
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-<img 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new file mode 100644
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+++ b/js/coder.min.f453d26c79f010446cf0d9770197f77de32c07b7a5512d141a286247fe154a22.js
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Credit Card Spending Dashboards · Eric's Personal Page
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Eric's Personal Page
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Posts · Eric's Personal Page
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diff --git a/posts/index.xml b/posts/index.xml
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@@ -6,22 +6,14 @@
Recent content in Posts on Eric's Personal Page
Hugo -- gohugo.io
en
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Mon, 26 Oct 2020 04:14:43 +0000
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Mon, 26 Oct 2020 04:14:43 +0000
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Some useful files
https://ericxliu.me/posts/useful/
Mon, 26 Oct 2020 04:14:43 +0000
https://ericxliu.me/posts/useful/
- <ul>
-<li><a href="https://ericxliu.me/rootCA.pem">rootCA.pem</a></li>
-<li><a href="https://ericxliu.me/vpnclient.ovpn">vpnclient.ovpn</a></li>
-</ul>
-
+ rootCA.pem vpnclient.ovpn
-
@@ -30,13719 +22,7 @@
Tue, 16 Jun 2020 00:00:00 +0000
https://ericxliu.me/posts/credit_card/
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-/*!
-*
-* Font Awesome
-*
-*/
-/*!
- * Font Awesome 4.7.0 by @davegandy - http://fontawesome.io - @fontawesome
- * License - http://fontawesome.io/license (Font: SIL OFL 1.1, CSS: MIT License)
- */
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-/**
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-<div class="prompt input_prompt">In [18]:</div>
-<div class="inner_cell">
- <div class="input_area">
-<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
-<span class="kn">import</span> <span class="nn">gspread</span>
-<span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="k">as</span> <span class="nn">plt</span>
-</pre></div>
-
- </div>
-</div>
-</div>
-
-</div>
-<div class="cell border-box-sizing code_cell rendered">
-<div class="input">
-<div class="prompt input_prompt">In [2]:</div>
-<div class="inner_cell">
- <div class="input_area">
-<div class=" highlight hl-ipython3"><pre><span></span><span class="n">gc</span> <span class="o">=</span> <span class="n">gspread</span><span class="o">.</span><span class="n">service_account</span><span class="p">()</span>
-
-<span class="n">sh</span> <span class="o">=</span> <span class="n">gc</span><span class="o">.</span><span class="n">open_by_key</span><span class="p">(</span><span class="s2">"1_tbwz6Z9uVZMJQZTysSQJYbSg-LCRdk6u49UngChM-Y"</span><span class="p">)</span>
-<span class="n">worksheet</span> <span class="o">=</span> <span class="n">sh</span><span class="o">.</span><span class="n">worksheet</span><span class="p">(</span><span class="s2">"Responses Raw"</span><span class="p">)</span>
-
-<span class="n">dataframe</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">worksheet</span><span class="o">.</span><span class="n">get_all_records</span><span class="p">())</span>
-</pre></div>
-
- </div>
-</div>
-</div>
-
-</div>
-<div class="cell border-box-sizing code_cell rendered">
-<div class="input">
-<div class="prompt input_prompt">In [3]:</div>
-<div class="inner_cell">
- <div class="input_area">
-<div class=" highlight hl-ipython3"><pre><span></span><span class="n">dataframe</span><span class="p">[</span><span class="s2">"Incurring Month"</span><span class="p">]</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">to_datetime</span><span class="p">(</span><span class="n">dataframe</span><span class="p">[</span><span class="s2">"Incurring Date"</span><span class="p">])</span><span class="o">.</span><span class="n">dt</span><span class="o">.</span><span class="n">strftime</span><span class="p">(</span>
- <span class="s2">"%Y%m"</span>
-<span class="p">)</span>
-<span class="n">df_filtered</span> <span class="o">=</span> <span class="n">dataframe</span><span class="p">[</span><span class="o">~</span><span class="n">dataframe</span><span class="p">[</span><span class="s2">"Category"</span><span class="p">]</span><span class="o">.</span><span class="n">isin</span><span class="p">([</span><span class="s2">"Fake"</span><span class="p">,</span> <span class="s2">"Travel"</span><span class="p">])]</span>
-</pre></div>
-
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-</div>
-</div>
-
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-<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
-</div><div class="inner_cell">
-<div class="text_cell_render border-box-sizing rendered_html">
-<h1 id="Monthly-Details">Monthly Details<a class="anchor-link" href="#Monthly-Details">¶</a></h1>
-</div>
-</div>
-</div>
-<div class="cell border-box-sizing code_cell rendered">
-<div class="input">
-<div class="prompt input_prompt">In [28]:</div>
-<div class="inner_cell">
- <div class="input_area">
-<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df_by_monthly</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">pivot_table</span><span class="p">(</span>
- <span class="n">df_filtered</span><span class="p">,</span>
- <span class="n">index</span><span class="o">=</span><span class="s2">"Incurring Month"</span><span class="p">,</span>
- <span class="n">columns</span><span class="o">=</span><span class="s2">"Category"</span><span class="p">,</span>
- <span class="n">values</span><span class="o">=</span><span class="s2">"Amount of Money"</span><span class="p">,</span>
- <span class="n">aggfunc</span><span class="o">=</span><span class="nb">sum</span><span class="p">,</span>
-<span class="p">)</span>
-<span class="n">df_by_monthly</span><span class="o">.</span><span class="n">fillna</span><span class="p">(</span><span class="mi">0</span><span class="p">)</span>
-</pre></div>
-
- </div>
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-</div>
-
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-<div class="output">
-
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-<div class="output_area">
-
- <div class="prompt output_prompt">Out[28]:</div>
-
-
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-</style>
-<table border="1" class="dataframe">
- <thead>
- <tr style="text-align: right;">
- <th>Category</th>
- <th>Activities</th>
- <th>Bills</th>
- <th>Deposit</th>
- <th>Dining</th>
- <th>Dispute</th>
- <th>Entertainment</th>
- <th>Gas</th>
- <th>Groceries</th>
- <th>Lifetime activities</th>
- <th>Shopping</th>
- </tr>
- <tr>
- <th>Incurring Month</th>
- <th></th>
- <th></th>
- <th></th>
- <th></th>
- <th></th>
- <th></th>
- <th></th>
- <th></th>
- <th></th>
- <th></th>
- </tr>
- </thead>
- <tbody>
- <tr>
- <th>201904</th>
- <td>0.0</td>
- <td>222.68</td>
- <td>0.00</td>
- <td>0.00</td>
- <td>0.00</td>
- <td>113.50</td>
- <td>0.00</td>
- <td>0.00</td>
- <td>0.0</td>
- <td>0.00</td>
- </tr>
- <tr>
- <th>201905</th>
- <td>234.0</td>
- <td>338.58</td>
- <td>0.00</td>
- <td>307.66</td>
- <td>0.00</td>
- <td>178.84</td>
- <td>161.62</td>
- <td>281.92</td>
- <td>0.0</td>
- <td>132.23</td>
- </tr>
- <tr>
- <th>201906</th>
- <td>0.0</td>
- <td>143.24</td>
- <td>0.00</td>
- <td>345.08</td>
- <td>0.00</td>
- <td>134.17</td>
- <td>150.79</td>
- <td>343.41</td>
- <td>0.0</td>
- <td>680.92</td>
- </tr>
- <tr>
- <th>201907</th>
- <td>0.0</td>
- <td>923.23</td>
- <td>0.00</td>
- <td>282.23</td>
- <td>0.00</td>
- <td>161.12</td>
- <td>201.25</td>
- <td>508.38</td>
- <td>0.0</td>
- <td>346.32</td>
- </tr>
- <tr>
- <th>201908</th>
- <td>312.0</td>
- <td>416.79</td>
- <td>0.00</td>
- <td>267.68</td>
- <td>0.00</td>
- <td>54.55</td>
- <td>121.98</td>
- <td>364.14</td>
- <td>0.0</td>
- <td>239.29</td>
- </tr>
- <tr>
- <th>201909</th>
- <td>0.0</td>
- <td>410.51</td>
- <td>0.00</td>
- <td>281.12</td>
- <td>0.00</td>
- <td>221.05</td>
- <td>129.97</td>
- <td>425.75</td>
- <td>0.0</td>
- <td>170.33</td>
- </tr>
- <tr>
- <th>201910</th>
- <td>0.0</td>
- <td>550.25</td>
- <td>0.00</td>
- <td>458.67</td>
- <td>0.00</td>
- <td>259.90</td>
- <td>122.33</td>
- <td>259.79</td>
- <td>0.0</td>
- <td>0.00</td>
- </tr>
- <tr>
- <th>201911</th>
- <td>0.0</td>
- <td>410.73</td>
- <td>0.00</td>
- <td>413.83</td>
- <td>0.00</td>
- <td>38.78</td>
- <td>166.49</td>
- <td>331.74</td>
- <td>0.0</td>
- <td>779.81</td>
- </tr>
- <tr>
- <th>201912</th>
- <td>0.0</td>
- <td>393.31</td>
- <td>0.00</td>
- <td>318.41</td>
- <td>0.00</td>
- <td>54.75</td>
- <td>88.22</td>
- <td>238.69</td>
- <td>0.0</td>
- <td>901.00</td>
- </tr>
- <tr>
- <th>202001</th>
- <td>0.0</td>
- <td>375.33</td>
- <td>0.00</td>
- <td>577.32</td>
- <td>0.00</td>
- <td>37.00</td>
- <td>87.90</td>
- <td>266.09</td>
- <td>0.0</td>
- <td>898.55</td>
- </tr>
- <tr>
- <th>202002</th>
- <td>0.0</td>
- <td>380.71</td>
- <td>0.00</td>
- <td>314.66</td>
- <td>0.00</td>
- <td>0.00</td>
- <td>81.64</td>
- <td>415.99</td>
- <td>0.0</td>
- <td>375.22</td>
- </tr>
- <tr>
- <th>202003</th>
- <td>0.0</td>
- <td>421.82</td>
- <td>0.00</td>
- <td>398.82</td>
- <td>0.00</td>
- <td>29.99</td>
- <td>28.87</td>
- <td>833.66</td>
- <td>0.0</td>
- <td>53.34</td>
- </tr>
- <tr>
- <th>202004</th>
- <td>0.0</td>
- <td>438.68</td>
- <td>0.00</td>
- <td>293.78</td>
- <td>0.00</td>
- <td>143.89</td>
- <td>0.00</td>
- <td>828.30</td>
- <td>0.0</td>
- <td>55.04</td>
- </tr>
- <tr>
- <th>202005</th>
- <td>0.0</td>
- <td>325.94</td>
- <td>550.94</td>
- <td>352.48</td>
- <td>52.47</td>
- <td>0.00</td>
- <td>68.74</td>
- <td>466.27</td>
- <td>0.0</td>
- <td>117.67</td>
- </tr>
- <tr>
- <th>202006</th>
- <td>0.0</td>
- <td>179.00</td>
- <td>0.00</td>
- <td>110.92</td>
- <td>0.00</td>
- <td>0.00</td>
- <td>0.00</td>
- <td>146.48</td>
- <td>9.0</td>
- <td>124.88</td>
- </tr>
- </tbody>
-</table>
-</div>
-</div>
-
-</div>
-
-</div>
-</div>
-
-</div>
-<div class="cell border-box-sizing code_cell rendered">
-<div class="input">
-<div class="prompt input_prompt">In [26]:</div>
-<div class="inner_cell">
- <div class="input_area">
-<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df_by_monthly_plot</span> <span class="o">=</span> <span class="n">df_by_monthly</span><span class="o">.</span><span class="n">plot</span><span class="o">.</span><span class="n">bar</span><span class="p">(</span><span class="n">stacked</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">16</span><span class="p">,</span> <span class="mi">9</span><span class="p">))</span>
-<span class="n">df_by_monthly_plot</span><span class="o">.</span><span class="n">set_ylabel</span><span class="p">(</span><span class="s2">"Total Amount ($)"</span><span class="p">)</span>
-<span class="n">plt</span><span class="o">.</span><span class="n">xticks</span><span class="p">(</span><span class="n">rotation</span><span class="o">=</span><span class="mi">45</span><span class="p">);</span>
-</pre></div>
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-<h1 id="Travel-Details">Travel Details<a class="anchor-link" href="#Travel-Details">¶</a></h1>
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-<div class="prompt input_prompt">In [30]:</div>
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-<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df_travel</span> <span class="o">=</span> <span class="n">dataframe</span><span class="p">[</span>
- <span class="p">(</span><span class="n">dataframe</span><span class="p">[</span><span class="s2">"Category"</span><span class="p">]</span> <span class="o">==</span> <span class="s2">"Travel"</span><span class="p">)</span> <span class="o">&</span> <span class="p">(</span><span class="n">dataframe</span><span class="p">[</span><span class="s2">"Travel Tag"</span><span class="p">]</span> <span class="o">!=</span> <span class="s2">""</span><span class="p">)</span>
-<span class="p">]</span>
-</pre></div>
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-<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df_travel_by_tag</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">pivot_table</span><span class="p">(</span>
- <span class="n">df_travel</span><span class="p">,</span>
- <span class="n">index</span><span class="o">=</span><span class="s2">"Travel Tag"</span><span class="p">,</span>
- <span class="n">columns</span><span class="o">=</span><span class="s2">"Travel Details"</span><span class="p">,</span>
- <span class="n">values</span><span class="o">=</span><span class="s2">"Amount of Money"</span><span class="p">,</span>
- <span class="n">aggfunc</span><span class="o">=</span><span class="nb">sum</span><span class="p">,</span>
- <span class="n">margins</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span>
-<span class="p">)</span>
-<span class="n">df_travel_by_tag</span> <span class="o">=</span> <span class="p">(</span>
- <span class="n">df_travel_by_tag</span><span class="o">.</span><span class="n">sort_values</span><span class="p">([</span><span class="s2">"All"</span><span class="p">],</span> <span class="n">ascending</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
- <span class="o">.</span><span class="n">drop</span><span class="p">(</span><span class="s2">"All"</span><span class="p">,</span> <span class="n">axis</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
- <span class="o">.</span><span class="n">drop</span><span class="p">(</span><span class="s2">"All"</span><span class="p">)</span>
-<span class="p">)</span>
-<span class="n">df_travel_by_tag</span><span class="o">.</span><span class="n">fillna</span><span class="p">(</span><span class="mi">0</span><span class="p">)</span>
-</pre></div>
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-<style scoped>
- .dataframe tbody tr th:only-of-type {
- vertical-align: middle;
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-</style>
-<table border="1" class="dataframe">
- <thead>
- <tr style="text-align: right;">
- <th>Travel Details</th>
- <th>Accomendation</th>
- <th>Airline</th>
- <th>Dining</th>
- <th>Gas</th>
- <th>Grocery</th>
- <th>Misc</th>
- <th>Public Transportation</th>
- <th>Rental Car</th>
- <th>Shopping</th>
- <th>Tour Ticket</th>
- </tr>
- <tr>
- <th>Travel Tag</th>
- <th></th>
- <th></th>
- <th></th>
- <th></th>
- <th></th>
- <th></th>
- <th></th>
- <th></th>
- <th></th>
- <th></th>
- </tr>
- </thead>
- <tbody>
- <tr>
- <th>Hawaii Trip</th>
- <td>2192.48</td>
- <td>1941.98</td>
- <td>585.90</td>
- <td>81.81</td>
- <td>164.95</td>
- <td>26.0</td>
- <td>108.49</td>
- <td>324.45</td>
- <td>235.51</td>
- <td>536.54</td>
- </tr>
- <tr>
- <th>Yellow Stone NP Trip</th>
- <td>1678.58</td>
- <td>664.00</td>
- <td>370.11</td>
- <td>51.81</td>
- <td>80.11</td>
- <td>0.0</td>
- <td>114.30</td>
- <td>366.52</td>
- <td>263.64</td>
- <td>167.88</td>
- </tr>
- <tr>
- <th>Golden Pines RV Resort</th>
- <td>135.36</td>
- <td>0.00</td>
- <td>0.00</td>
- <td>185.83</td>
- <td>139.60</td>
- <td>6.0</td>
- <td>0.00</td>
- <td>302.80</td>
- <td>8.04</td>
- <td>10.00</td>
- </tr>
- <tr>
- <th>Redwood State Park RV Camping</th>
- <td>77.99</td>
- <td>0.00</td>
- <td>0.00</td>
- <td>131.94</td>
- <td>141.21</td>
- <td>0.0</td>
- <td>0.00</td>
- <td>230.75</td>
- <td>17.61</td>
- <td>0.00</td>
- </tr>
- <tr>
- <th>Pinnacles NP Trip</th>
- <td>60.00</td>
- <td>0.00</td>
- <td>0.00</td>
- <td>0.00</td>
- <td>0.00</td>
- <td>0.0</td>
- <td>0.00</td>
- <td>0.00</td>
- <td>10.75</td>
- <td>0.00</td>
- </tr>
- </tbody>
-</table>
-</div>
-</div>
-
-</div>
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-</div>
-</div>
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-<div class="cell border-box-sizing code_cell rendered">
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-<div class="prompt input_prompt">In [32]:</div>
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-<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df_travel_by_tag_plot</span> <span class="o">=</span> <span class="n">df_travel_by_tag</span><span class="o">.</span><span class="n">plot</span><span class="o">.</span><span class="n">bar</span><span class="p">(</span><span class="n">stacked</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">12</span><span class="p">,</span> <span class="mi">8</span><span class="p">))</span>
-<span class="n">df_travel_by_tag_plot</span><span class="o">.</span><span class="n">set_ylabel</span><span class="p">(</span><span class="s2">"Total Amount ($)"</span><span class="p">)</span>
-<span class="n">plt</span><span class="o">.</span><span class="n">xticks</span><span class="p">(</span><span class="n">rotation</span><span class="o">=</span><span class="mi">45</span><span class="p">);</span>
-</pre></div>
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-<img 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Some useful files · Eric's Personal Page
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Tag: Tags · Eric's Personal Page
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Hugo -- gohugo.io
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