analysis.html

<!DOCTYPE html>
<html>
<head><meta charset="utf-8" />

<title>analysis</title>

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<style type="text/css">
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/*! normalize.css v3.0.3 | MIT License | github.com/necolas/normalize.css */
html {
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body {
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article,
aside,
details,
figcaption,
figure,
footer,
header,
hgroup,
main,
menu,
nav,
section,
summary {
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audio,
canvas,
progress,
video {
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audio:not([controls]) {
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[hidden],
template {
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a {
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a:active,
a:hover {
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abbr[title] {
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b,
strong {
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dfn {
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h1 {
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mark {
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small {
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sub,
sup {
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sup {
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sub {
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img {
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svg:not(:root) {
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figure {
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hr {
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pre {
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code,
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samp {
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button,
input,
optgroup,
select,
textarea {
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button {
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button,
select {
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button,
html input[type="button"],
input[type="reset"],
input[type="submit"] {
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button[disabled],
html input[disabled] {
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button::-moz-focus-inner,
input::-moz-focus-inner {
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input {
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input[type="checkbox"],
input[type="radio"] {
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input[type="number"]::-webkit-inner-spin-button,
input[type="number"]::-webkit-outer-spin-button {
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input[type="search"] {
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input[type="search"]::-webkit-search-cancel-button,
input[type="search"]::-webkit-search-decoration {
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fieldset {
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legend {
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textarea {
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optgroup {
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table {
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td,
th {
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/*! Source: https://github.com/h5bp/html5-boilerplate/blob/master/src/css/main.css */
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}
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}
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.glyphicon-log-out:before {
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.glyphicon-floppy-open:before {
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.glyphicon-credit-card:before {
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.glyphicon-transfer:before {
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.glyphicon-cutlery:before {
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.glyphicon-header:before {
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.glyphicon-compressed:before {
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.glyphicon-earphone:before {
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.glyphicon-phone-alt:before {
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.glyphicon-tower:before {
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.glyphicon-stats:before {
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.glyphicon-sd-video:before {
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.glyphicon-hd-video:before {
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.glyphicon-sound-dolby:before {
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.glyphicon-sound-5-1:before {
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.glyphicon-sound-6-1:before {
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.glyphicon-sound-7-1:before {
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.glyphicon-cloud-upload:before {
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.glyphicon-tree-conifer:before {
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.glyphicon-tree-deciduous:before {
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.glyphicon-cd:before {
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.glyphicon-alert:before {
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.glyphicon-equalizer:before {
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.glyphicon-king:before {
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.glyphicon-queen:before {
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.glyphicon-pawn:before {
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.glyphicon-bishop:before {
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.glyphicon-knight:before {
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.glyphicon-baby-formula:before {
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.glyphicon-tent:before {
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.glyphicon-blackboard:before {
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.glyphicon-bed:before {
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.glyphicon-apple:before {
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.glyphicon-hourglass:before {
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.glyphicon-duplicate:before {
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.glyphicon-piggy-bank:before {
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.glyphicon-scissors:before {
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.glyphicon-bitcoin:before {
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.glyphicon-btc:before {
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.glyphicon-xbt:before {
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.glyphicon-yen:before {
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}
.glyphicon-jpy:before {
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}
.glyphicon-ruble:before {
  content: "\20bd";
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.glyphicon-rub:before {
  content: "\20bd";
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.glyphicon-scale:before {
  content: "\e230";
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.glyphicon-ice-lolly:before {
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.glyphicon-ice-lolly-tasted:before {
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.glyphicon-education:before {
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.glyphicon-option-vertical:before {
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.glyphicon-modal-window:before {
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.glyphicon-oil:before {
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.glyphicon-grain:before {
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.glyphicon-sunglasses:before {
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.glyphicon-text-size:before {
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.glyphicon-text-color:before {
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.glyphicon-text-background:before {
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.glyphicon-object-align-bottom:before {
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.glyphicon-object-align-horizontal:before {
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.glyphicon-object-align-left:before {
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.glyphicon-triangle-bottom:before {
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}
.glyphicon-triangle-top:before {
  content: "\e253";
}
.glyphicon-console:before {
  content: "\e254";
}
.glyphicon-superscript:before {
  content: "\e255";
}
.glyphicon-subscript:before {
  content: "\e256";
}
.glyphicon-menu-left:before {
  content: "\e257";
}
.glyphicon-menu-right:before {
  content: "\e258";
}
.glyphicon-menu-down:before {
  content: "\e259";
}
.glyphicon-menu-up:before {
  content: "\e260";
}
* {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
*:before,
*:after {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
html {
  font-size: 10px;
  -webkit-tap-highlight-color: rgba(0, 0, 0, 0);
}
body {
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-size: 13px;
  line-height: 1.42857143;
  color: #000;
  background-color: #fff;
}
input,
button,
select,
textarea {
  font-family: inherit;
  font-size: inherit;
  line-height: inherit;
}
a {
  color: #337ab7;
  text-decoration: none;
}
a:hover,
a:focus {
  color: #23527c;
  text-decoration: underline;
}
a:focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
figure {
  margin: 0;
}
img {
  vertical-align: middle;
}
.img-responsive,
.thumbnail > img,
.thumbnail a > img,
.carousel-inner > .item > img,
.carousel-inner > .item > a > img {
  display: block;
  max-width: 100%;
  height: auto;
}
.img-rounded {
  border-radius: 3px;
}
.img-thumbnail {
  padding: 4px;
  line-height: 1.42857143;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 2px;
  -webkit-transition: all 0.2s ease-in-out;
  -o-transition: all 0.2s ease-in-out;
  transition: all 0.2s ease-in-out;
  display: inline-block;
  max-width: 100%;
  height: auto;
}
.img-circle {
  border-radius: 50%;
}
hr {
  margin-top: 18px;
  margin-bottom: 18px;
  border: 0;
  border-top: 1px solid #eeeeee;
}
.sr-only {
  position: absolute;
  width: 1px;
  height: 1px;
  margin: -1px;
  padding: 0;
  overflow: hidden;
  clip: rect(0, 0, 0, 0);
  border: 0;
}
.sr-only-focusable:active,
.sr-only-focusable:focus {
  position: static;
  width: auto;
  height: auto;
  margin: 0;
  overflow: visible;
  clip: auto;
}
[role="button"] {
  cursor: pointer;
}
h1,
h2,
h3,
h4,
h5,
h6,
.h1,
.h2,
.h3,
.h4,
.h5,
.h6 {
  font-family: inherit;
  font-weight: 500;
  line-height: 1.1;
  color: inherit;
}
h1 small,
h2 small,
h3 small,
h4 small,
h5 small,
h6 small,
.h1 small,
.h2 small,
.h3 small,
.h4 small,
.h5 small,
.h6 small,
h1 .small,
h2 .small,
h3 .small,
h4 .small,
h5 .small,
h6 .small,
.h1 .small,
.h2 .small,
.h3 .small,
.h4 .small,
.h5 .small,
.h6 .small {
  font-weight: normal;
  line-height: 1;
  color: #777777;
}
h1,
.h1,
h2,
.h2,
h3,
.h3 {
  margin-top: 18px;
  margin-bottom: 9px;
}
h1 small,
.h1 small,
h2 small,
.h2 small,
h3 small,
.h3 small,
h1 .small,
.h1 .small,
h2 .small,
.h2 .small,
h3 .small,
.h3 .small {
  font-size: 65%;
}
h4,
.h4,
h5,
.h5,
h6,
.h6 {
  margin-top: 9px;
  margin-bottom: 9px;
}
h4 small,
.h4 small,
h5 small,
.h5 small,
h6 small,
.h6 small,
h4 .small,
.h4 .small,
h5 .small,
.h5 .small,
h6 .small,
.h6 .small {
  font-size: 75%;
}
h1,
.h1 {
  font-size: 33px;
}
h2,
.h2 {
  font-size: 27px;
}
h3,
.h3 {
  font-size: 23px;
}
h4,
.h4 {
  font-size: 17px;
}
h5,
.h5 {
  font-size: 13px;
}
h6,
.h6 {
  font-size: 12px;
}
p {
  margin: 0 0 9px;
}
.lead {
  margin-bottom: 18px;
  font-size: 14px;
  font-weight: 300;
  line-height: 1.4;
}
@media (min-width: 768px) {
  .lead {
    font-size: 19.5px;
  }
}
small,
.small {
  font-size: 92%;
}
mark,
.mark {
  background-color: #fcf8e3;
  padding: .2em;
}
.text-left {
  text-align: left;
}
.text-right {
  text-align: right;
}
.text-center {
  text-align: center;
}
.text-justify {
  text-align: justify;
}
.text-nowrap {
  white-space: nowrap;
}
.text-lowercase {
  text-transform: lowercase;
}
.text-uppercase {
  text-transform: uppercase;
}
.text-capitalize {
  text-transform: capitalize;
}
.text-muted {
  color: #777777;
}
.text-primary {
  color: #337ab7;
}
a.text-primary:hover,
a.text-primary:focus {
  color: #286090;
}
.text-success {
  color: #3c763d;
}
a.text-success:hover,
a.text-success:focus {
  color: #2b542c;
}
.text-info {
  color: #31708f;
}
a.text-info:hover,
a.text-info:focus {
  color: #245269;
}
.text-warning {
  color: #8a6d3b;
}
a.text-warning:hover,
a.text-warning:focus {
  color: #66512c;
}
.text-danger {
  color: #a94442;
}
a.text-danger:hover,
a.text-danger:focus {
  color: #843534;
}
.bg-primary {
  color: #fff;
  background-color: #337ab7;
}
a.bg-primary:hover,
a.bg-primary:focus {
  background-color: #286090;
}
.bg-success {
  background-color: #dff0d8;
}
a.bg-success:hover,
a.bg-success:focus {
  background-color: #c1e2b3;
}
.bg-info {
  background-color: #d9edf7;
}
a.bg-info:hover,
a.bg-info:focus {
  background-color: #afd9ee;
}
.bg-warning {
  background-color: #fcf8e3;
}
a.bg-warning:hover,
a.bg-warning:focus {
  background-color: #f7ecb5;
}
.bg-danger {
  background-color: #f2dede;
}
a.bg-danger:hover,
a.bg-danger:focus {
  background-color: #e4b9b9;
}
.page-header {
  padding-bottom: 8px;
  margin: 36px 0 18px;
  border-bottom: 1px solid #eeeeee;
}
ul,
ol {
  margin-top: 0;
  margin-bottom: 9px;
}
ul ul,
ol ul,
ul ol,
ol ol {
  margin-bottom: 0;
}
.list-unstyled {
  padding-left: 0;
  list-style: none;
}
.list-inline {
  padding-left: 0;
  list-style: none;
  margin-left: -5px;
}
.list-inline > li {
  display: inline-block;
  padding-left: 5px;
  padding-right: 5px;
}
dl {
  margin-top: 0;
  margin-bottom: 18px;
}
dt,
dd {
  line-height: 1.42857143;
}
dt {
  font-weight: bold;
}
dd {
  margin-left: 0;
}
@media (min-width: 541px) {
  .dl-horizontal dt {
    float: left;
    width: 160px;
    clear: left;
    text-align: right;
    overflow: hidden;
    text-overflow: ellipsis;
    white-space: nowrap;
  }
  .dl-horizontal dd {
    margin-left: 180px;
  }
}
abbr[title],
abbr[data-original-title] {
  cursor: help;
  border-bottom: 1px dotted #777777;
}
.initialism {
  font-size: 90%;
  text-transform: uppercase;
}
blockquote {
  padding: 9px 18px;
  margin: 0 0 18px;
  font-size: inherit;
  border-left: 5px solid #eeeeee;
}
blockquote p:last-child,
blockquote ul:last-child,
blockquote ol:last-child {
  margin-bottom: 0;
}
blockquote footer,
blockquote small,
blockquote .small {
  display: block;
  font-size: 80%;
  line-height: 1.42857143;
  color: #777777;
}
blockquote footer:before,
blockquote small:before,
blockquote .small:before {
  content: '\2014 \00A0';
}
.blockquote-reverse,
blockquote.pull-right {
  padding-right: 15px;
  padding-left: 0;
  border-right: 5px solid #eeeeee;
  border-left: 0;
  text-align: right;
}
.blockquote-reverse footer:before,
blockquote.pull-right footer:before,
.blockquote-reverse small:before,
blockquote.pull-right small:before,
.blockquote-reverse .small:before,
blockquote.pull-right .small:before {
  content: '';
}
.blockquote-reverse footer:after,
blockquote.pull-right footer:after,
.blockquote-reverse small:after,
blockquote.pull-right small:after,
.blockquote-reverse .small:after,
blockquote.pull-right .small:after {
  content: '\00A0 \2014';
}
address {
  margin-bottom: 18px;
  font-style: normal;
  line-height: 1.42857143;
}
code,
kbd,
pre,
samp {
  font-family: monospace;
}
code {
  padding: 2px 4px;
  font-size: 90%;
  color: #c7254e;
  background-color: #f9f2f4;
  border-radius: 2px;
}
kbd {
  padding: 2px 4px;
  font-size: 90%;
  color: #888;
  background-color: transparent;
  border-radius: 1px;
  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.25);
}
kbd kbd {
  padding: 0;
  font-size: 100%;
  font-weight: bold;
  box-shadow: none;
}
pre {
  display: block;
  padding: 8.5px;
  margin: 0 0 9px;
  font-size: 12px;
  line-height: 1.42857143;
  word-break: break-all;
  word-wrap: break-word;
  color: #333333;
  background-color: #f5f5f5;
  border: 1px solid #ccc;
  border-radius: 2px;
}
pre code {
  padding: 0;
  font-size: inherit;
  color: inherit;
  white-space: pre-wrap;
  background-color: transparent;
  border-radius: 0;
}
.pre-scrollable {
  max-height: 340px;
  overflow-y: scroll;
}
.container {
  margin-right: auto;
  margin-left: auto;
  padding-left: 0px;
  padding-right: 0px;
}
@media (min-width: 768px) {
  .container {
    width: 768px;
  }
}
@media (min-width: 992px) {
  .container {
    width: 940px;
  }
}
@media (min-width: 1200px) {
  .container {
    width: 1140px;
  }
}
.container-fluid {
  margin-right: auto;
  margin-left: auto;
  padding-left: 0px;
  padding-right: 0px;
}
.row {
  margin-left: 0px;
  margin-right: 0px;
}
.col-xs-1, .col-sm-1, .col-md-1, .col-lg-1, .col-xs-2, .col-sm-2, .col-md-2, .col-lg-2, .col-xs-3, .col-sm-3, .col-md-3, .col-lg-3, .col-xs-4, .col-sm-4, .col-md-4, .col-lg-4, .col-xs-5, .col-sm-5, .col-md-5, .col-lg-5, .col-xs-6, .col-sm-6, .col-md-6, .col-lg-6, .col-xs-7, .col-sm-7, .col-md-7, .col-lg-7, .col-xs-8, .col-sm-8, .col-md-8, .col-lg-8, .col-xs-9, .col-sm-9, .col-md-9, .col-lg-9, .col-xs-10, .col-sm-10, .col-md-10, .col-lg-10, .col-xs-11, .col-sm-11, .col-md-11, .col-lg-11, .col-xs-12, .col-sm-12, .col-md-12, .col-lg-12 {
  position: relative;
  min-height: 1px;
  padding-left: 0px;
  padding-right: 0px;
}
.col-xs-1, .col-xs-2, .col-xs-3, .col-xs-4, .col-xs-5, .col-xs-6, .col-xs-7, .col-xs-8, .col-xs-9, .col-xs-10, .col-xs-11, .col-xs-12 {
  float: left;
}
.col-xs-12 {
  width: 100%;
}
.col-xs-11 {
  width: 91.66666667%;
}
.col-xs-10 {
  width: 83.33333333%;
}
.col-xs-9 {
  width: 75%;
}
.col-xs-8 {
  width: 66.66666667%;
}
.col-xs-7 {
  width: 58.33333333%;
}
.col-xs-6 {
  width: 50%;
}
.col-xs-5 {
  width: 41.66666667%;
}
.col-xs-4 {
  width: 33.33333333%;
}
.col-xs-3 {
  width: 25%;
}
.col-xs-2 {
  width: 16.66666667%;
}
.col-xs-1 {
  width: 8.33333333%;
}
.col-xs-pull-12 {
  right: 100%;
}
.col-xs-pull-11 {
  right: 91.66666667%;
}
.col-xs-pull-10 {
  right: 83.33333333%;
}
.col-xs-pull-9 {
  right: 75%;
}
.col-xs-pull-8 {
  right: 66.66666667%;
}
.col-xs-pull-7 {
  right: 58.33333333%;
}
.col-xs-pull-6 {
  right: 50%;
}
.col-xs-pull-5 {
  right: 41.66666667%;
}
.col-xs-pull-4 {
  right: 33.33333333%;
}
.col-xs-pull-3 {
  right: 25%;
}
.col-xs-pull-2 {
  right: 16.66666667%;
}
.col-xs-pull-1 {
  right: 8.33333333%;
}
.col-xs-pull-0 {
  right: auto;
}
.col-xs-push-12 {
  left: 100%;
}
.col-xs-push-11 {
  left: 91.66666667%;
}
.col-xs-push-10 {
  left: 83.33333333%;
}
.col-xs-push-9 {
  left: 75%;
}
.col-xs-push-8 {
  left: 66.66666667%;
}
.col-xs-push-7 {
  left: 58.33333333%;
}
.col-xs-push-6 {
  left: 50%;
}
.col-xs-push-5 {
  left: 41.66666667%;
}
.col-xs-push-4 {
  left: 33.33333333%;
}
.col-xs-push-3 {
  left: 25%;
}
.col-xs-push-2 {
  left: 16.66666667%;
}
.col-xs-push-1 {
  left: 8.33333333%;
}
.col-xs-push-0 {
  left: auto;
}
.col-xs-offset-12 {
  margin-left: 100%;
}
.col-xs-offset-11 {
  margin-left: 91.66666667%;
}
.col-xs-offset-10 {
  margin-left: 83.33333333%;
}
.col-xs-offset-9 {
  margin-left: 75%;
}
.col-xs-offset-8 {
  margin-left: 66.66666667%;
}
.col-xs-offset-7 {
  margin-left: 58.33333333%;
}
.col-xs-offset-6 {
  margin-left: 50%;
}
.col-xs-offset-5 {
  margin-left: 41.66666667%;
}
.col-xs-offset-4 {
  margin-left: 33.33333333%;
}
.col-xs-offset-3 {
  margin-left: 25%;
}
.col-xs-offset-2 {
  margin-left: 16.66666667%;
}
.col-xs-offset-1 {
  margin-left: 8.33333333%;
}
.col-xs-offset-0 {
  margin-left: 0%;
}
@media (min-width: 768px) {
  .col-sm-1, .col-sm-2, .col-sm-3, .col-sm-4, .col-sm-5, .col-sm-6, .col-sm-7, .col-sm-8, .col-sm-9, .col-sm-10, .col-sm-11, .col-sm-12 {
    float: left;
  }
  .col-sm-12 {
    width: 100%;
  }
  .col-sm-11 {
    width: 91.66666667%;
  }
  .col-sm-10 {
    width: 83.33333333%;
  }
  .col-sm-9 {
    width: 75%;
  }
  .col-sm-8 {
    width: 66.66666667%;
  }
  .col-sm-7 {
    width: 58.33333333%;
  }
  .col-sm-6 {
    width: 50%;
  }
  .col-sm-5 {
    width: 41.66666667%;
  }
  .col-sm-4 {
    width: 33.33333333%;
  }
  .col-sm-3 {
    width: 25%;
  }
  .col-sm-2 {
    width: 16.66666667%;
  }
  .col-sm-1 {
    width: 8.33333333%;
  }
  .col-sm-pull-12 {
    right: 100%;
  }
  .col-sm-pull-11 {
    right: 91.66666667%;
  }
  .col-sm-pull-10 {
    right: 83.33333333%;
  }
  .col-sm-pull-9 {
    right: 75%;
  }
  .col-sm-pull-8 {
    right: 66.66666667%;
  }
  .col-sm-pull-7 {
    right: 58.33333333%;
  }
  .col-sm-pull-6 {
    right: 50%;
  }
  .col-sm-pull-5 {
    right: 41.66666667%;
  }
  .col-sm-pull-4 {
    right: 33.33333333%;
  }
  .col-sm-pull-3 {
    right: 25%;
  }
  .col-sm-pull-2 {
    right: 16.66666667%;
  }
  .col-sm-pull-1 {
    right: 8.33333333%;
  }
  .col-sm-pull-0 {
    right: auto;
  }
  .col-sm-push-12 {
    left: 100%;
  }
  .col-sm-push-11 {
    left: 91.66666667%;
  }
  .col-sm-push-10 {
    left: 83.33333333%;
  }
  .col-sm-push-9 {
    left: 75%;
  }
  .col-sm-push-8 {
    left: 66.66666667%;
  }
  .col-sm-push-7 {
    left: 58.33333333%;
  }
  .col-sm-push-6 {
    left: 50%;
  }
  .col-sm-push-5 {
    left: 41.66666667%;
  }
  .col-sm-push-4 {
    left: 33.33333333%;
  }
  .col-sm-push-3 {
    left: 25%;
  }
  .col-sm-push-2 {
    left: 16.66666667%;
  }
  .col-sm-push-1 {
    left: 8.33333333%;
  }
  .col-sm-push-0 {
    left: auto;
  }
  .col-sm-offset-12 {
    margin-left: 100%;
  }
  .col-sm-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-sm-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-sm-offset-9 {
    margin-left: 75%;
  }
  .col-sm-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-sm-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-sm-offset-6 {
    margin-left: 50%;
  }
  .col-sm-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-sm-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-sm-offset-3 {
    margin-left: 25%;
  }
  .col-sm-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-sm-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-sm-offset-0 {
    margin-left: 0%;
  }
}
@media (min-width: 992px) {
  .col-md-1, .col-md-2, .col-md-3, .col-md-4, .col-md-5, .col-md-6, .col-md-7, .col-md-8, .col-md-9, .col-md-10, .col-md-11, .col-md-12 {
    float: left;
  }
  .col-md-12 {
    width: 100%;
  }
  .col-md-11 {
    width: 91.66666667%;
  }
  .col-md-10 {
    width: 83.33333333%;
  }
  .col-md-9 {
    width: 75%;
  }
  .col-md-8 {
    width: 66.66666667%;
  }
  .col-md-7 {
    width: 58.33333333%;
  }
  .col-md-6 {
    width: 50%;
  }
  .col-md-5 {
    width: 41.66666667%;
  }
  .col-md-4 {
    width: 33.33333333%;
  }
  .col-md-3 {
    width: 25%;
  }
  .col-md-2 {
    width: 16.66666667%;
  }
  .col-md-1 {
    width: 8.33333333%;
  }
  .col-md-pull-12 {
    right: 100%;
  }
  .col-md-pull-11 {
    right: 91.66666667%;
  }
  .col-md-pull-10 {
    right: 83.33333333%;
  }
  .col-md-pull-9 {
    right: 75%;
  }
  .col-md-pull-8 {
    right: 66.66666667%;
  }
  .col-md-pull-7 {
    right: 58.33333333%;
  }
  .col-md-pull-6 {
    right: 50%;
  }
  .col-md-pull-5 {
    right: 41.66666667%;
  }
  .col-md-pull-4 {
    right: 33.33333333%;
  }
  .col-md-pull-3 {
    right: 25%;
  }
  .col-md-pull-2 {
    right: 16.66666667%;
  }
  .col-md-pull-1 {
    right: 8.33333333%;
  }
  .col-md-pull-0 {
    right: auto;
  }
  .col-md-push-12 {
    left: 100%;
  }
  .col-md-push-11 {
    left: 91.66666667%;
  }
  .col-md-push-10 {
    left: 83.33333333%;
  }
  .col-md-push-9 {
    left: 75%;
  }
  .col-md-push-8 {
    left: 66.66666667%;
  }
  .col-md-push-7 {
    left: 58.33333333%;
  }
  .col-md-push-6 {
    left: 50%;
  }
  .col-md-push-5 {
    left: 41.66666667%;
  }
  .col-md-push-4 {
    left: 33.33333333%;
  }
  .col-md-push-3 {
    left: 25%;
  }
  .col-md-push-2 {
    left: 16.66666667%;
  }
  .col-md-push-1 {
    left: 8.33333333%;
  }
  .col-md-push-0 {
    left: auto;
  }
  .col-md-offset-12 {
    margin-left: 100%;
  }
  .col-md-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-md-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-md-offset-9 {
    margin-left: 75%;
  }
  .col-md-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-md-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-md-offset-6 {
    margin-left: 50%;
  }
  .col-md-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-md-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-md-offset-3 {
    margin-left: 25%;
  }
  .col-md-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-md-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-md-offset-0 {
    margin-left: 0%;
  }
}
@media (min-width: 1200px) {
  .col-lg-1, .col-lg-2, .col-lg-3, .col-lg-4, .col-lg-5, .col-lg-6, .col-lg-7, .col-lg-8, .col-lg-9, .col-lg-10, .col-lg-11, .col-lg-12 {
    float: left;
  }
  .col-lg-12 {
    width: 100%;
  }
  .col-lg-11 {
    width: 91.66666667%;
  }
  .col-lg-10 {
    width: 83.33333333%;
  }
  .col-lg-9 {
    width: 75%;
  }
  .col-lg-8 {
    width: 66.66666667%;
  }
  .col-lg-7 {
    width: 58.33333333%;
  }
  .col-lg-6 {
    width: 50%;
  }
  .col-lg-5 {
    width: 41.66666667%;
  }
  .col-lg-4 {
    width: 33.33333333%;
  }
  .col-lg-3 {
    width: 25%;
  }
  .col-lg-2 {
    width: 16.66666667%;
  }
  .col-lg-1 {
    width: 8.33333333%;
  }
  .col-lg-pull-12 {
    right: 100%;
  }
  .col-lg-pull-11 {
    right: 91.66666667%;
  }
  .col-lg-pull-10 {
    right: 83.33333333%;
  }
  .col-lg-pull-9 {
    right: 75%;
  }
  .col-lg-pull-8 {
    right: 66.66666667%;
  }
  .col-lg-pull-7 {
    right: 58.33333333%;
  }
  .col-lg-pull-6 {
    right: 50%;
  }
  .col-lg-pull-5 {
    right: 41.66666667%;
  }
  .col-lg-pull-4 {
    right: 33.33333333%;
  }
  .col-lg-pull-3 {
    right: 25%;
  }
  .col-lg-pull-2 {
    right: 16.66666667%;
  }
  .col-lg-pull-1 {
    right: 8.33333333%;
  }
  .col-lg-pull-0 {
    right: auto;
  }
  .col-lg-push-12 {
    left: 100%;
  }
  .col-lg-push-11 {
    left: 91.66666667%;
  }
  .col-lg-push-10 {
    left: 83.33333333%;
  }
  .col-lg-push-9 {
    left: 75%;
  }
  .col-lg-push-8 {
    left: 66.66666667%;
  }
  .col-lg-push-7 {
    left: 58.33333333%;
  }
  .col-lg-push-6 {
    left: 50%;
  }
  .col-lg-push-5 {
    left: 41.66666667%;
  }
  .col-lg-push-4 {
    left: 33.33333333%;
  }
  .col-lg-push-3 {
    left: 25%;
  }
  .col-lg-push-2 {
    left: 16.66666667%;
  }
  .col-lg-push-1 {
    left: 8.33333333%;
  }
  .col-lg-push-0 {
    left: auto;
  }
  .col-lg-offset-12 {
    margin-left: 100%;
  }
  .col-lg-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-lg-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-lg-offset-9 {
    margin-left: 75%;
  }
  .col-lg-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-lg-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-lg-offset-6 {
    margin-left: 50%;
  }
  .col-lg-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-lg-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-lg-offset-3 {
    margin-left: 25%;
  }
  .col-lg-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-lg-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-lg-offset-0 {
    margin-left: 0%;
  }
}
table {
  background-color: transparent;
}
caption {
  padding-top: 8px;
  padding-bottom: 8px;
  color: #777777;
  text-align: left;
}
th {
  text-align: left;
}
.table {
  width: 100%;
  max-width: 100%;
  margin-bottom: 18px;
}
.table > thead > tr > th,
.table > tbody > tr > th,
.table > tfoot > tr > th,
.table > thead > tr > td,
.table > tbody > tr > td,
.table > tfoot > tr > td {
  padding: 8px;
  line-height: 1.42857143;
  vertical-align: top;
  border-top: 1px solid #ddd;
}
.table > thead > tr > th {
  vertical-align: bottom;
  border-bottom: 2px solid #ddd;
}
.table > caption + thead > tr:first-child > th,
.table > colgroup + thead > tr:first-child > th,
.table > thead:first-child > tr:first-child > th,
.table > caption + thead > tr:first-child > td,
.table > colgroup + thead > tr:first-child > td,
.table > thead:first-child > tr:first-child > td {
  border-top: 0;
}
.table > tbody + tbody {
  border-top: 2px solid #ddd;
}
.table .table {
  background-color: #fff;
}
.table-condensed > thead > tr > th,
.table-condensed > tbody > tr > th,
.table-condensed > tfoot > tr > th,
.table-condensed > thead > tr > td,
.table-condensed > tbody > tr > td,
.table-condensed > tfoot > tr > td {
  padding: 5px;
}
.table-bordered {
  border: 1px solid #ddd;
}
.table-bordered > thead > tr > th,
.table-bordered > tbody > tr > th,
.table-bordered > tfoot > tr > th,
.table-bordered > thead > tr > td,
.table-bordered > tbody > tr > td,
.table-bordered > tfoot > tr > td {
  border: 1px solid #ddd;
}
.table-bordered > thead > tr > th,
.table-bordered > thead > tr > td {
  border-bottom-width: 2px;
}
.table-striped > tbody > tr:nth-of-type(odd) {
  background-color: #f9f9f9;
}
.table-hover > tbody > tr:hover {
  background-color: #f5f5f5;
}
table col[class*="col-"] {
  position: static;
  float: none;
  display: table-column;
}
table td[class*="col-"],
table th[class*="col-"] {
  position: static;
  float: none;
  display: table-cell;
}
.table > thead > tr > td.active,
.table > tbody > tr > td.active,
.table > tfoot > tr > td.active,
.table > thead > tr > th.active,
.table > tbody > tr > th.active,
.table > tfoot > tr > th.active,
.table > thead > tr.active > td,
.table > tbody > tr.active > td,
.table > tfoot > tr.active > td,
.table > thead > tr.active > th,
.table > tbody > tr.active > th,
.table > tfoot > tr.active > th {
  background-color: #f5f5f5;
}
.table-hover > tbody > tr > td.active:hover,
.table-hover > tbody > tr > th.active:hover,
.table-hover > tbody > tr.active:hover > td,
.table-hover > tbody > tr:hover > .active,
.table-hover > tbody > tr.active:hover > th {
  background-color: #e8e8e8;
}
.table > thead > tr > td.success,
.table > tbody > tr > td.success,
.table > tfoot > tr > td.success,
.table > thead > tr > th.success,
.table > tbody > tr > th.success,
.table > tfoot > tr > th.success,
.table > thead > tr.success > td,
.table > tbody > tr.success > td,
.table > tfoot > tr.success > td,
.table > thead > tr.success > th,
.table > tbody > tr.success > th,
.table > tfoot > tr.success > th {
  background-color: #dff0d8;
}
.table-hover > tbody > tr > td.success:hover,
.table-hover > tbody > tr > th.success:hover,
.table-hover > tbody > tr.success:hover > td,
.table-hover > tbody > tr:hover > .success,
.table-hover > tbody > tr.success:hover > th {
  background-color: #d0e9c6;
}
.table > thead > tr > td.info,
.table > tbody > tr > td.info,
.table > tfoot > tr > td.info,
.table > thead > tr > th.info,
.table > tbody > tr > th.info,
.table > tfoot > tr > th.info,
.table > thead > tr.info > td,
.table > tbody > tr.info > td,
.table > tfoot > tr.info > td,
.table > thead > tr.info > th,
.table > tbody > tr.info > th,
.table > tfoot > tr.info > th {
  background-color: #d9edf7;
}
.table-hover > tbody > tr > td.info:hover,
.table-hover > tbody > tr > th.info:hover,
.table-hover > tbody > tr.info:hover > td,
.table-hover > tbody > tr:hover > .info,
.table-hover > tbody > tr.info:hover > th {
  background-color: #c4e3f3;
}
.table > thead > tr > td.warning,
.table > tbody > tr > td.warning,
.table > tfoot > tr > td.warning,
.table > thead > tr > th.warning,
.table > tbody > tr > th.warning,
.table > tfoot > tr > th.warning,
.table > thead > tr.warning > td,
.table > tbody > tr.warning > td,
.table > tfoot > tr.warning > td,
.table > thead > tr.warning > th,
.table > tbody > tr.warning > th,
.table > tfoot > tr.warning > th {
  background-color: #fcf8e3;
}
.table-hover > tbody > tr > td.warning:hover,
.table-hover > tbody > tr > th.warning:hover,
.table-hover > tbody > tr.warning:hover > td,
.table-hover > tbody > tr:hover > .warning,
.table-hover > tbody > tr.warning:hover > th {
  background-color: #faf2cc;
}
.table > thead > tr > td.danger,
.table > tbody > tr > td.danger,
.table > tfoot > tr > td.danger,
.table > thead > tr > th.danger,
.table > tbody > tr > th.danger,
.table > tfoot > tr > th.danger,
.table > thead > tr.danger > td,
.table > tbody > tr.danger > td,
.table > tfoot > tr.danger > td,
.table > thead > tr.danger > th,
.table > tbody > tr.danger > th,
.table > tfoot > tr.danger > th {
  background-color: #f2dede;
}
.table-hover > tbody > tr > td.danger:hover,
.table-hover > tbody > tr > th.danger:hover,
.table-hover > tbody > tr.danger:hover > td,
.table-hover > tbody > tr:hover > .danger,
.table-hover > tbody > tr.danger:hover > th {
  background-color: #ebcccc;
}
.table-responsive {
  overflow-x: auto;
  min-height: 0.01%;
}
@media screen and (max-width: 767px) {
  .table-responsive {
    width: 100%;
    margin-bottom: 13.5px;
    overflow-y: hidden;
    -ms-overflow-style: -ms-autohiding-scrollbar;
    border: 1px solid #ddd;
  }
  .table-responsive > .table {
    margin-bottom: 0;
  }
  .table-responsive > .table > thead > tr > th,
  .table-responsive > .table > tbody > tr > th,
  .table-responsive > .table > tfoot > tr > th,
  .table-responsive > .table > thead > tr > td,
  .table-responsive > .table > tbody > tr > td,
  .table-responsive > .table > tfoot > tr > td {
    white-space: nowrap;
  }
  .table-responsive > .table-bordered {
    border: 0;
  }
  .table-responsive > .table-bordered > thead > tr > th:first-child,
  .table-responsive > .table-bordered > tbody > tr > th:first-child,
  .table-responsive > .table-bordered > tfoot > tr > th:first-child,
  .table-responsive > .table-bordered > thead > tr > td:first-child,
  .table-responsive > .table-bordered > tbody > tr > td:first-child,
  .table-responsive > .table-bordered > tfoot > tr > td:first-child {
    border-left: 0;
  }
  .table-responsive > .table-bordered > thead > tr > th:last-child,
  .table-responsive > .table-bordered > tbody > tr > th:last-child,
  .table-responsive > .table-bordered > tfoot > tr > th:last-child,
  .table-responsive > .table-bordered > thead > tr > td:last-child,
  .table-responsive > .table-bordered > tbody > tr > td:last-child,
  .table-responsive > .table-bordered > tfoot > tr > td:last-child {
    border-right: 0;
  }
  .table-responsive > .table-bordered > tbody > tr:last-child > th,
  .table-responsive > .table-bordered > tfoot > tr:last-child > th,
  .table-responsive > .table-bordered > tbody > tr:last-child > td,
  .table-responsive > .table-bordered > tfoot > tr:last-child > td {
    border-bottom: 0;
  }
}
fieldset {
  padding: 0;
  margin: 0;
  border: 0;
  min-width: 0;
}
legend {
  display: block;
  width: 100%;
  padding: 0;
  margin-bottom: 18px;
  font-size: 19.5px;
  line-height: inherit;
  color: #333333;
  border: 0;
  border-bottom: 1px solid #e5e5e5;
}
label {
  display: inline-block;
  max-width: 100%;
  margin-bottom: 5px;
  font-weight: bold;
}
input[type="search"] {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
input[type="radio"],
input[type="checkbox"] {
  margin: 4px 0 0;
  margin-top: 1px \9;
  line-height: normal;
}
input[type="file"] {
  display: block;
}
input[type="range"] {
  display: block;
  width: 100%;
}
select[multiple],
select[size] {
  height: auto;
}
input[type="file"]:focus,
input[type="radio"]:focus,
input[type="checkbox"]:focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
output {
  display: block;
  padding-top: 7px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
}
.form-control {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
}
.form-control:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.form-control::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.form-control:-ms-input-placeholder {
  color: #999;
}
.form-control::-webkit-input-placeholder {
  color: #999;
}
.form-control::-ms-expand {
  border: 0;
  background-color: transparent;
}
.form-control[disabled],
.form-control[readonly],
fieldset[disabled] .form-control {
  background-color: #eeeeee;
  opacity: 1;
}
.form-control[disabled],
fieldset[disabled] .form-control {
  cursor: not-allowed;
}
textarea.form-control {
  height: auto;
}
input[type="search"] {
  -webkit-appearance: none;
}
@media screen and (-webkit-min-device-pixel-ratio: 0) {
  input[type="date"].form-control,
  input[type="time"].form-control,
  input[type="datetime-local"].form-control,
  input[type="month"].form-control {
    line-height: 32px;
  }
  input[type="date"].input-sm,
  input[type="time"].input-sm,
  input[type="datetime-local"].input-sm,
  input[type="month"].input-sm,
  .input-group-sm input[type="date"],
  .input-group-sm input[type="time"],
  .input-group-sm input[type="datetime-local"],
  .input-group-sm input[type="month"] {
    line-height: 30px;
  }
  input[type="date"].input-lg,
  input[type="time"].input-lg,
  input[type="datetime-local"].input-lg,
  input[type="month"].input-lg,
  .input-group-lg input[type="date"],
  .input-group-lg input[type="time"],
  .input-group-lg input[type="datetime-local"],
  .input-group-lg input[type="month"] {
    line-height: 45px;
  }
}
.form-group {
  margin-bottom: 15px;
}
.radio,
.checkbox {
  position: relative;
  display: block;
  margin-top: 10px;
  margin-bottom: 10px;
}
.radio label,
.checkbox label {
  min-height: 18px;
  padding-left: 20px;
  margin-bottom: 0;
  font-weight: normal;
  cursor: pointer;
}
.radio input[type="radio"],
.radio-inline input[type="radio"],
.checkbox input[type="checkbox"],
.checkbox-inline input[type="checkbox"] {
  position: absolute;
  margin-left: -20px;
  margin-top: 4px \9;
}
.radio + .radio,
.checkbox + .checkbox {
  margin-top: -5px;
}
.radio-inline,
.checkbox-inline {
  position: relative;
  display: inline-block;
  padding-left: 20px;
  margin-bottom: 0;
  vertical-align: middle;
  font-weight: normal;
  cursor: pointer;
}
.radio-inline + .radio-inline,
.checkbox-inline + .checkbox-inline {
  margin-top: 0;
  margin-left: 10px;
}
input[type="radio"][disabled],
input[type="checkbox"][disabled],
input[type="radio"].disabled,
input[type="checkbox"].disabled,
fieldset[disabled] input[type="radio"],
fieldset[disabled] input[type="checkbox"] {
  cursor: not-allowed;
}
.radio-inline.disabled,
.checkbox-inline.disabled,
fieldset[disabled] .radio-inline,
fieldset[disabled] .checkbox-inline {
  cursor: not-allowed;
}
.radio.disabled label,
.checkbox.disabled label,
fieldset[disabled] .radio label,
fieldset[disabled] .checkbox label {
  cursor: not-allowed;
}
.form-control-static {
  padding-top: 7px;
  padding-bottom: 7px;
  margin-bottom: 0;
  min-height: 31px;
}
.form-control-static.input-lg,
.form-control-static.input-sm {
  padding-left: 0;
  padding-right: 0;
}
.input-sm {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
select.input-sm {
  height: 30px;
  line-height: 30px;
}
textarea.input-sm,
select[multiple].input-sm {
  height: auto;
}
.form-group-sm .form-control {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.form-group-sm select.form-control {
  height: 30px;
  line-height: 30px;
}
.form-group-sm textarea.form-control,
.form-group-sm select[multiple].form-control {
  height: auto;
}
.form-group-sm .form-control-static {
  height: 30px;
  min-height: 30px;
  padding: 6px 10px;
  font-size: 12px;
  line-height: 1.5;
}
.input-lg {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
select.input-lg {
  height: 45px;
  line-height: 45px;
}
textarea.input-lg,
select[multiple].input-lg {
  height: auto;
}
.form-group-lg .form-control {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
.form-group-lg select.form-control {
  height: 45px;
  line-height: 45px;
}
.form-group-lg textarea.form-control,
.form-group-lg select[multiple].form-control {
  height: auto;
}
.form-group-lg .form-control-static {
  height: 45px;
  min-height: 35px;
  padding: 11px 16px;
  font-size: 17px;
  line-height: 1.3333333;
}
.has-feedback {
  position: relative;
}
.has-feedback .form-control {
  padding-right: 40px;
}
.form-control-feedback {
  position: absolute;
  top: 0;
  right: 0;
  z-index: 2;
  display: block;
  width: 32px;
  height: 32px;
  line-height: 32px;
  text-align: center;
  pointer-events: none;
}
.input-lg + .form-control-feedback,
.input-group-lg + .form-control-feedback,
.form-group-lg .form-control + .form-control-feedback {
  width: 45px;
  height: 45px;
  line-height: 45px;
}
.input-sm + .form-control-feedback,
.input-group-sm + .form-control-feedback,
.form-group-sm .form-control + .form-control-feedback {
  width: 30px;
  height: 30px;
  line-height: 30px;
}
.has-success .help-block,
.has-success .control-label,
.has-success .radio,
.has-success .checkbox,
.has-success .radio-inline,
.has-success .checkbox-inline,
.has-success.radio label,
.has-success.checkbox label,
.has-success.radio-inline label,
.has-success.checkbox-inline label {
  color: #3c763d;
}
.has-success .form-control {
  border-color: #3c763d;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-success .form-control:focus {
  border-color: #2b542c;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
}
.has-success .input-group-addon {
  color: #3c763d;
  border-color: #3c763d;
  background-color: #dff0d8;
}
.has-success .form-control-feedback {
  color: #3c763d;
}
.has-warning .help-block,
.has-warning .control-label,
.has-warning .radio,
.has-warning .checkbox,
.has-warning .radio-inline,
.has-warning .checkbox-inline,
.has-warning.radio label,
.has-warning.checkbox label,
.has-warning.radio-inline label,
.has-warning.checkbox-inline label {
  color: #8a6d3b;
}
.has-warning .form-control {
  border-color: #8a6d3b;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-warning .form-control:focus {
  border-color: #66512c;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
}
.has-warning .input-group-addon {
  color: #8a6d3b;
  border-color: #8a6d3b;
  background-color: #fcf8e3;
}
.has-warning .form-control-feedback {
  color: #8a6d3b;
}
.has-error .help-block,
.has-error .control-label,
.has-error .radio,
.has-error .checkbox,
.has-error .radio-inline,
.has-error .checkbox-inline,
.has-error.radio label,
.has-error.checkbox label,
.has-error.radio-inline label,
.has-error.checkbox-inline label {
  color: #a94442;
}
.has-error .form-control {
  border-color: #a94442;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-error .form-control:focus {
  border-color: #843534;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
}
.has-error .input-group-addon {
  color: #a94442;
  border-color: #a94442;
  background-color: #f2dede;
}
.has-error .form-control-feedback {
  color: #a94442;
}
.has-feedback label ~ .form-control-feedback {
  top: 23px;
}
.has-feedback label.sr-only ~ .form-control-feedback {
  top: 0;
}
.help-block {
  display: block;
  margin-top: 5px;
  margin-bottom: 10px;
  color: #404040;
}
@media (min-width: 768px) {
  .form-inline .form-group {
    display: inline-block;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .form-control {
    display: inline-block;
    width: auto;
    vertical-align: middle;
  }
  .form-inline .form-control-static {
    display: inline-block;
  }
  .form-inline .input-group {
    display: inline-table;
    vertical-align: middle;
  }
  .form-inline .input-group .input-group-addon,
  .form-inline .input-group .input-group-btn,
  .form-inline .input-group .form-control {
    width: auto;
  }
  .form-inline .input-group > .form-control {
    width: 100%;
  }
  .form-inline .control-label {
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .radio,
  .form-inline .checkbox {
    display: inline-block;
    margin-top: 0;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .radio label,
  .form-inline .checkbox label {
    padding-left: 0;
  }
  .form-inline .radio input[type="radio"],
  .form-inline .checkbox input[type="checkbox"] {
    position: relative;
    margin-left: 0;
  }
  .form-inline .has-feedback .form-control-feedback {
    top: 0;
  }
}
.form-horizontal .radio,
.form-horizontal .checkbox,
.form-horizontal .radio-inline,
.form-horizontal .checkbox-inline {
  margin-top: 0;
  margin-bottom: 0;
  padding-top: 7px;
}
.form-horizontal .radio,
.form-horizontal .checkbox {
  min-height: 25px;
}
.form-horizontal .form-group {
  margin-left: 0px;
  margin-right: 0px;
}
@media (min-width: 768px) {
  .form-horizontal .control-label {
    text-align: right;
    margin-bottom: 0;
    padding-top: 7px;
  }
}
.form-horizontal .has-feedback .form-control-feedback {
  right: 0px;
}
@media (min-width: 768px) {
  .form-horizontal .form-group-lg .control-label {
    padding-top: 11px;
    font-size: 17px;
  }
}
@media (min-width: 768px) {
  .form-horizontal .form-group-sm .control-label {
    padding-top: 6px;
    font-size: 12px;
  }
}
.btn {
  display: inline-block;
  margin-bottom: 0;
  font-weight: normal;
  text-align: center;
  vertical-align: middle;
  touch-action: manipulation;
  cursor: pointer;
  background-image: none;
  border: 1px solid transparent;
  white-space: nowrap;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  border-radius: 2px;
  -webkit-user-select: none;
  -moz-user-select: none;
  -ms-user-select: none;
  user-select: none;
}
.btn:focus,
.btn:active:focus,
.btn.active:focus,
.btn.focus,
.btn:active.focus,
.btn.active.focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
.btn:hover,
.btn:focus,
.btn.focus {
  color: #333;
  text-decoration: none;
}
.btn:active,
.btn.active {
  outline: 0;
  background-image: none;
  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
}
.btn.disabled,
.btn[disabled],
fieldset[disabled] .btn {
  cursor: not-allowed;
  opacity: 0.65;
  filter: alpha(opacity=65);
  -webkit-box-shadow: none;
  box-shadow: none;
}
a.btn.disabled,
fieldset[disabled] a.btn {
  pointer-events: none;
}
.btn-default {
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
.btn-default:focus,
.btn-default.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
.btn-default:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.btn-default:active,
.btn-default.active,
.open > .dropdown-toggle.btn-default {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.btn-default:active:hover,
.btn-default.active:hover,
.open > .dropdown-toggle.btn-default:hover,
.btn-default:active:focus,
.btn-default.active:focus,
.open > .dropdown-toggle.btn-default:focus,
.btn-default:active.focus,
.btn-default.active.focus,
.open > .dropdown-toggle.btn-default.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
.btn-default:active,
.btn-default.active,
.open > .dropdown-toggle.btn-default {
  background-image: none;
}
.btn-default.disabled:hover,
.btn-default[disabled]:hover,
fieldset[disabled] .btn-default:hover,
.btn-default.disabled:focus,
.btn-default[disabled]:focus,
fieldset[disabled] .btn-default:focus,
.btn-default.disabled.focus,
.btn-default[disabled].focus,
fieldset[disabled] .btn-default.focus {
  background-color: #fff;
  border-color: #ccc;
}
.btn-default .badge {
  color: #fff;
  background-color: #333;
}
.btn-primary {
  color: #fff;
  background-color: #337ab7;
  border-color: #2e6da4;
}
.btn-primary:focus,
.btn-primary.focus {
  color: #fff;
  background-color: #286090;
  border-color: #122b40;
}
.btn-primary:hover {
  color: #fff;
  background-color: #286090;
  border-color: #204d74;
}
.btn-primary:active,
.btn-primary.active,
.open > .dropdown-toggle.btn-primary {
  color: #fff;
  background-color: #286090;
  border-color: #204d74;
}
.btn-primary:active:hover,
.btn-primary.active:hover,
.open > .dropdown-toggle.btn-primary:hover,
.btn-primary:active:focus,
.btn-primary.active:focus,
.open > .dropdown-toggle.btn-primary:focus,
.btn-primary:active.focus,
.btn-primary.active.focus,
.open > .dropdown-toggle.btn-primary.focus {
  color: #fff;
  background-color: #204d74;
  border-color: #122b40;
}
.btn-primary:active,
.btn-primary.active,
.open > .dropdown-toggle.btn-primary {
  background-image: none;
}
.btn-primary.disabled:hover,
.btn-primary[disabled]:hover,
fieldset[disabled] .btn-primary:hover,
.btn-primary.disabled:focus,
.btn-primary[disabled]:focus,
fieldset[disabled] .btn-primary:focus,
.btn-primary.disabled.focus,
.btn-primary[disabled].focus,
fieldset[disabled] .btn-primary.focus {
  background-color: #337ab7;
  border-color: #2e6da4;
}
.btn-primary .badge {
  color: #337ab7;
  background-color: #fff;
}
.btn-success {
  color: #fff;
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.btn-success:focus,
.btn-success.focus {
  color: #fff;
  background-color: #449d44;
  border-color: #255625;
}
.btn-success:hover {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.btn-success:active,
.btn-success.active,
.open > .dropdown-toggle.btn-success {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.btn-success:active:hover,
.btn-success.active:hover,
.open > .dropdown-toggle.btn-success:hover,
.btn-success:active:focus,
.btn-success.active:focus,
.open > .dropdown-toggle.btn-success:focus,
.btn-success:active.focus,
.btn-success.active.focus,
.open > .dropdown-toggle.btn-success.focus {
  color: #fff;
  background-color: #398439;
  border-color: #255625;
}
.btn-success:active,
.btn-success.active,
.open > .dropdown-toggle.btn-success {
  background-image: none;
}
.btn-success.disabled:hover,
.btn-success[disabled]:hover,
fieldset[disabled] .btn-success:hover,
.btn-success.disabled:focus,
.btn-success[disabled]:focus,
fieldset[disabled] .btn-success:focus,
.btn-success.disabled.focus,
.btn-success[disabled].focus,
fieldset[disabled] .btn-success.focus {
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.btn-success .badge {
  color: #5cb85c;
  background-color: #fff;
}
.btn-info {
  color: #fff;
  background-color: #5bc0de;
  border-color: #46b8da;
}
.btn-info:focus,
.btn-info.focus {
  color: #fff;
  background-color: #31b0d5;
  border-color: #1b6d85;
}
.btn-info:hover {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.btn-info:active,
.btn-info.active,
.open > .dropdown-toggle.btn-info {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.btn-info:active:hover,
.btn-info.active:hover,
.open > .dropdown-toggle.btn-info:hover,
.btn-info:active:focus,
.btn-info.active:focus,
.open > .dropdown-toggle.btn-info:focus,
.btn-info:active.focus,
.btn-info.active.focus,
.open > .dropdown-toggle.btn-info.focus {
  color: #fff;
  background-color: #269abc;
  border-color: #1b6d85;
}
.btn-info:active,
.btn-info.active,
.open > .dropdown-toggle.btn-info {
  background-image: none;
}
.btn-info.disabled:hover,
.btn-info[disabled]:hover,
fieldset[disabled] .btn-info:hover,
.btn-info.disabled:focus,
.btn-info[disabled]:focus,
fieldset[disabled] .btn-info:focus,
.btn-info.disabled.focus,
.btn-info[disabled].focus,
fieldset[disabled] .btn-info.focus {
  background-color: #5bc0de;
  border-color: #46b8da;
}
.btn-info .badge {
  color: #5bc0de;
  background-color: #fff;
}
.btn-warning {
  color: #fff;
  background-color: #f0ad4e;
  border-color: #eea236;
}
.btn-warning:focus,
.btn-warning.focus {
  color: #fff;
  background-color: #ec971f;
  border-color: #985f0d;
}
.btn-warning:hover {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.btn-warning:active,
.btn-warning.active,
.open > .dropdown-toggle.btn-warning {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.btn-warning:active:hover,
.btn-warning.active:hover,
.open > .dropdown-toggle.btn-warning:hover,
.btn-warning:active:focus,
.btn-warning.active:focus,
.open > .dropdown-toggle.btn-warning:focus,
.btn-warning:active.focus,
.btn-warning.active.focus,
.open > .dropdown-toggle.btn-warning.focus {
  color: #fff;
  background-color: #d58512;
  border-color: #985f0d;
}
.btn-warning:active,
.btn-warning.active,
.open > .dropdown-toggle.btn-warning {
  background-image: none;
}
.btn-warning.disabled:hover,
.btn-warning[disabled]:hover,
fieldset[disabled] .btn-warning:hover,
.btn-warning.disabled:focus,
.btn-warning[disabled]:focus,
fieldset[disabled] .btn-warning:focus,
.btn-warning.disabled.focus,
.btn-warning[disabled].focus,
fieldset[disabled] .btn-warning.focus {
  background-color: #f0ad4e;
  border-color: #eea236;
}
.btn-warning .badge {
  color: #f0ad4e;
  background-color: #fff;
}
.btn-danger {
  color: #fff;
  background-color: #d9534f;
  border-color: #d43f3a;
}
.btn-danger:focus,
.btn-danger.focus {
  color: #fff;
  background-color: #c9302c;
  border-color: #761c19;
}
.btn-danger:hover {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.btn-danger:active,
.btn-danger.active,
.open > .dropdown-toggle.btn-danger {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.btn-danger:active:hover,
.btn-danger.active:hover,
.open > .dropdown-toggle.btn-danger:hover,
.btn-danger:active:focus,
.btn-danger.active:focus,
.open > .dropdown-toggle.btn-danger:focus,
.btn-danger:active.focus,
.btn-danger.active.focus,
.open > .dropdown-toggle.btn-danger.focus {
  color: #fff;
  background-color: #ac2925;
  border-color: #761c19;
}
.btn-danger:active,
.btn-danger.active,
.open > .dropdown-toggle.btn-danger {
  background-image: none;
}
.btn-danger.disabled:hover,
.btn-danger[disabled]:hover,
fieldset[disabled] .btn-danger:hover,
.btn-danger.disabled:focus,
.btn-danger[disabled]:focus,
fieldset[disabled] .btn-danger:focus,
.btn-danger.disabled.focus,
.btn-danger[disabled].focus,
fieldset[disabled] .btn-danger.focus {
  background-color: #d9534f;
  border-color: #d43f3a;
}
.btn-danger .badge {
  color: #d9534f;
  background-color: #fff;
}
.btn-link {
  color: #337ab7;
  font-weight: normal;
  border-radius: 0;
}
.btn-link,
.btn-link:active,
.btn-link.active,
.btn-link[disabled],
fieldset[disabled] .btn-link {
  background-color: transparent;
  -webkit-box-shadow: none;
  box-shadow: none;
}
.btn-link,
.btn-link:hover,
.btn-link:focus,
.btn-link:active {
  border-color: transparent;
}
.btn-link:hover,
.btn-link:focus {
  color: #23527c;
  text-decoration: underline;
  background-color: transparent;
}
.btn-link[disabled]:hover,
fieldset[disabled] .btn-link:hover,
.btn-link[disabled]:focus,
fieldset[disabled] .btn-link:focus {
  color: #777777;
  text-decoration: none;
}
.btn-lg,
.btn-group-lg > .btn {
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
.btn-sm,
.btn-group-sm > .btn {
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.btn-xs,
.btn-group-xs > .btn {
  padding: 1px 5px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.btn-block {
  display: block;
  width: 100%;
}
.btn-block + .btn-block {
  margin-top: 5px;
}
input[type="submit"].btn-block,
input[type="reset"].btn-block,
input[type="button"].btn-block {
  width: 100%;
}
.fade {
  opacity: 0;
  -webkit-transition: opacity 0.15s linear;
  -o-transition: opacity 0.15s linear;
  transition: opacity 0.15s linear;
}
.fade.in {
  opacity: 1;
}
.collapse {
  display: none;
}
.collapse.in {
  display: block;
}
tr.collapse.in {
  display: table-row;
}
tbody.collapse.in {
  display: table-row-group;
}
.collapsing {
  position: relative;
  height: 0;
  overflow: hidden;
  -webkit-transition-property: height, visibility;
  transition-property: height, visibility;
  -webkit-transition-duration: 0.35s;
  transition-duration: 0.35s;
  -webkit-transition-timing-function: ease;
  transition-timing-function: ease;
}
.caret {
  display: inline-block;
  width: 0;
  height: 0;
  margin-left: 2px;
  vertical-align: middle;
  border-top: 4px dashed;
  border-top: 4px solid \9;
  border-right: 4px solid transparent;
  border-left: 4px solid transparent;
}
.dropup,
.dropdown {
  position: relative;
}
.dropdown-toggle:focus {
  outline: 0;
}
.dropdown-menu {
  position: absolute;
  top: 100%;
  left: 0;
  z-index: 1000;
  display: none;
  float: left;
  min-width: 160px;
  padding: 5px 0;
  margin: 2px 0 0;
  list-style: none;
  font-size: 13px;
  text-align: left;
  background-color: #fff;
  border: 1px solid #ccc;
  border: 1px solid rgba(0, 0, 0, 0.15);
  border-radius: 2px;
  -webkit-box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
  box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
  background-clip: padding-box;
}
.dropdown-menu.pull-right {
  right: 0;
  left: auto;
}
.dropdown-menu .divider {
  height: 1px;
  margin: 8px 0;
  overflow: hidden;
  background-color: #e5e5e5;
}
.dropdown-menu > li > a {
  display: block;
  padding: 3px 20px;
  clear: both;
  font-weight: normal;
  line-height: 1.42857143;
  color: #333333;
  white-space: nowrap;
}
.dropdown-menu > li > a:hover,
.dropdown-menu > li > a:focus {
  text-decoration: none;
  color: #262626;
  background-color: #f5f5f5;
}
.dropdown-menu > .active > a,
.dropdown-menu > .active > a:hover,
.dropdown-menu > .active > a:focus {
  color: #fff;
  text-decoration: none;
  outline: 0;
  background-color: #337ab7;
}
.dropdown-menu > .disabled > a,
.dropdown-menu > .disabled > a:hover,
.dropdown-menu > .disabled > a:focus {
  color: #777777;
}
.dropdown-menu > .disabled > a:hover,
.dropdown-menu > .disabled > a:focus {
  text-decoration: none;
  background-color: transparent;
  background-image: none;
  filter: progid:DXImageTransform.Microsoft.gradient(enabled = false);
  cursor: not-allowed;
}
.open > .dropdown-menu {
  display: block;
}
.open > a {
  outline: 0;
}
.dropdown-menu-right {
  left: auto;
  right: 0;
}
.dropdown-menu-left {
  left: 0;
  right: auto;
}
.dropdown-header {
  display: block;
  padding: 3px 20px;
  font-size: 12px;
  line-height: 1.42857143;
  color: #777777;
  white-space: nowrap;
}
.dropdown-backdrop {
  position: fixed;
  left: 0;
  right: 0;
  bottom: 0;
  top: 0;
  z-index: 990;
}
.pull-right > .dropdown-menu {
  right: 0;
  left: auto;
}
.dropup .caret,
.navbar-fixed-bottom .dropdown .caret {
  border-top: 0;
  border-bottom: 4px dashed;
  border-bottom: 4px solid \9;
  content: "";
}
.dropup .dropdown-menu,
.navbar-fixed-bottom .dropdown .dropdown-menu {
  top: auto;
  bottom: 100%;
  margin-bottom: 2px;
}
@media (min-width: 541px) {
  .navbar-right .dropdown-menu {
    left: auto;
    right: 0;
  }
  .navbar-right .dropdown-menu-left {
    left: 0;
    right: auto;
  }
}
.btn-group,
.btn-group-vertical {
  position: relative;
  display: inline-block;
  vertical-align: middle;
}
.btn-group > .btn,
.btn-group-vertical > .btn {
  position: relative;
  float: left;
}
.btn-group > .btn:hover,
.btn-group-vertical > .btn:hover,
.btn-group > .btn:focus,
.btn-group-vertical > .btn:focus,
.btn-group > .btn:active,
.btn-group-vertical > .btn:active,
.btn-group > .btn.active,
.btn-group-vertical > .btn.active {
  z-index: 2;
}
.btn-group .btn + .btn,
.btn-group .btn + .btn-group,
.btn-group .btn-group + .btn,
.btn-group .btn-group + .btn-group {
  margin-left: -1px;
}
.btn-toolbar {
  margin-left: -5px;
}
.btn-toolbar .btn,
.btn-toolbar .btn-group,
.btn-toolbar .input-group {
  float: left;
}
.btn-toolbar > .btn,
.btn-toolbar > .btn-group,
.btn-toolbar > .input-group {
  margin-left: 5px;
}
.btn-group > .btn:not(:first-child):not(:last-child):not(.dropdown-toggle) {
  border-radius: 0;
}
.btn-group > .btn:first-child {
  margin-left: 0;
}
.btn-group > .btn:first-child:not(:last-child):not(.dropdown-toggle) {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.btn-group > .btn:last-child:not(:first-child),
.btn-group > .dropdown-toggle:not(:first-child) {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.btn-group > .btn-group {
  float: left;
}
.btn-group > .btn-group:not(:first-child):not(:last-child) > .btn {
  border-radius: 0;
}
.btn-group > .btn-group:first-child:not(:last-child) > .btn:last-child,
.btn-group > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.btn-group > .btn-group:last-child:not(:first-child) > .btn:first-child {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.btn-group .dropdown-toggle:active,
.btn-group.open .dropdown-toggle {
  outline: 0;
}
.btn-group > .btn + .dropdown-toggle {
  padding-left: 8px;
  padding-right: 8px;
}
.btn-group > .btn-lg + .dropdown-toggle {
  padding-left: 12px;
  padding-right: 12px;
}
.btn-group.open .dropdown-toggle {
  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
}
.btn-group.open .dropdown-toggle.btn-link {
  -webkit-box-shadow: none;
  box-shadow: none;
}
.btn .caret {
  margin-left: 0;
}
.btn-lg .caret {
  border-width: 5px 5px 0;
  border-bottom-width: 0;
}
.dropup .btn-lg .caret {
  border-width: 0 5px 5px;
}
.btn-group-vertical > .btn,
.btn-group-vertical > .btn-group,
.btn-group-vertical > .btn-group > .btn {
  display: block;
  float: none;
  width: 100%;
  max-width: 100%;
}
.btn-group-vertical > .btn-group > .btn {
  float: none;
}
.btn-group-vertical > .btn + .btn,
.btn-group-vertical > .btn + .btn-group,
.btn-group-vertical > .btn-group + .btn,
.btn-group-vertical > .btn-group + .btn-group {
  margin-top: -1px;
  margin-left: 0;
}
.btn-group-vertical > .btn:not(:first-child):not(:last-child) {
  border-radius: 0;
}
.btn-group-vertical > .btn:first-child:not(:last-child) {
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.btn-group-vertical > .btn:last-child:not(:first-child) {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
  border-bottom-right-radius: 2px;
  border-bottom-left-radius: 2px;
}
.btn-group-vertical > .btn-group:not(:first-child):not(:last-child) > .btn {
  border-radius: 0;
}
.btn-group-vertical > .btn-group:first-child:not(:last-child) > .btn:last-child,
.btn-group-vertical > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.btn-group-vertical > .btn-group:last-child:not(:first-child) > .btn:first-child {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.btn-group-justified {
  display: table;
  width: 100%;
  table-layout: fixed;
  border-collapse: separate;
}
.btn-group-justified > .btn,
.btn-group-justified > .btn-group {
  float: none;
  display: table-cell;
  width: 1%;
}
.btn-group-justified > .btn-group .btn {
  width: 100%;
}
.btn-group-justified > .btn-group .dropdown-menu {
  left: auto;
}
[data-toggle="buttons"] > .btn input[type="radio"],
[data-toggle="buttons"] > .btn-group > .btn input[type="radio"],
[data-toggle="buttons"] > .btn input[type="checkbox"],
[data-toggle="buttons"] > .btn-group > .btn input[type="checkbox"] {
  position: absolute;
  clip: rect(0, 0, 0, 0);
  pointer-events: none;
}
.input-group {
  position: relative;
  display: table;
  border-collapse: separate;
}
.input-group[class*="col-"] {
  float: none;
  padding-left: 0;
  padding-right: 0;
}
.input-group .form-control {
  position: relative;
  z-index: 2;
  float: left;
  width: 100%;
  margin-bottom: 0;
}
.input-group .form-control:focus {
  z-index: 3;
}
.input-group-lg > .form-control,
.input-group-lg > .input-group-addon,
.input-group-lg > .input-group-btn > .btn {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
select.input-group-lg > .form-control,
select.input-group-lg > .input-group-addon,
select.input-group-lg > .input-group-btn > .btn {
  height: 45px;
  line-height: 45px;
}
textarea.input-group-lg > .form-control,
textarea.input-group-lg > .input-group-addon,
textarea.input-group-lg > .input-group-btn > .btn,
select[multiple].input-group-lg > .form-control,
select[multiple].input-group-lg > .input-group-addon,
select[multiple].input-group-lg > .input-group-btn > .btn {
  height: auto;
}
.input-group-sm > .form-control,
.input-group-sm > .input-group-addon,
.input-group-sm > .input-group-btn > .btn {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
select.input-group-sm > .form-control,
select.input-group-sm > .input-group-addon,
select.input-group-sm > .input-group-btn > .btn {
  height: 30px;
  line-height: 30px;
}
textarea.input-group-sm > .form-control,
textarea.input-group-sm > .input-group-addon,
textarea.input-group-sm > .input-group-btn > .btn,
select[multiple].input-group-sm > .form-control,
select[multiple].input-group-sm > .input-group-addon,
select[multiple].input-group-sm > .input-group-btn > .btn {
  height: auto;
}
.input-group-addon,
.input-group-btn,
.input-group .form-control {
  display: table-cell;
}
.input-group-addon:not(:first-child):not(:last-child),
.input-group-btn:not(:first-child):not(:last-child),
.input-group .form-control:not(:first-child):not(:last-child) {
  border-radius: 0;
}
.input-group-addon,
.input-group-btn {
  width: 1%;
  white-space: nowrap;
  vertical-align: middle;
}
.input-group-addon {
  padding: 6px 12px;
  font-size: 13px;
  font-weight: normal;
  line-height: 1;
  color: #555555;
  text-align: center;
  background-color: #eeeeee;
  border: 1px solid #ccc;
  border-radius: 2px;
}
.input-group-addon.input-sm {
  padding: 5px 10px;
  font-size: 12px;
  border-radius: 1px;
}
.input-group-addon.input-lg {
  padding: 10px 16px;
  font-size: 17px;
  border-radius: 3px;
}
.input-group-addon input[type="radio"],
.input-group-addon input[type="checkbox"] {
  margin-top: 0;
}
.input-group .form-control:first-child,
.input-group-addon:first-child,
.input-group-btn:first-child > .btn,
.input-group-btn:first-child > .btn-group > .btn,
.input-group-btn:first-child > .dropdown-toggle,
.input-group-btn:last-child > .btn:not(:last-child):not(.dropdown-toggle),
.input-group-btn:last-child > .btn-group:not(:last-child) > .btn {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.input-group-addon:first-child {
  border-right: 0;
}
.input-group .form-control:last-child,
.input-group-addon:last-child,
.input-group-btn:last-child > .btn,
.input-group-btn:last-child > .btn-group > .btn,
.input-group-btn:last-child > .dropdown-toggle,
.input-group-btn:first-child > .btn:not(:first-child),
.input-group-btn:first-child > .btn-group:not(:first-child) > .btn {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.input-group-addon:last-child {
  border-left: 0;
}
.input-group-btn {
  position: relative;
  font-size: 0;
  white-space: nowrap;
}
.input-group-btn > .btn {
  position: relative;
}
.input-group-btn > .btn + .btn {
  margin-left: -1px;
}
.input-group-btn > .btn:hover,
.input-group-btn > .btn:focus,
.input-group-btn > .btn:active {
  z-index: 2;
}
.input-group-btn:first-child > .btn,
.input-group-btn:first-child > .btn-group {
  margin-right: -1px;
}
.input-group-btn:last-child > .btn,
.input-group-btn:last-child > .btn-group {
  z-index: 2;
  margin-left: -1px;
}
.nav {
  margin-bottom: 0;
  padding-left: 0;
  list-style: none;
}
.nav > li {
  position: relative;
  display: block;
}
.nav > li > a {
  position: relative;
  display: block;
  padding: 10px 15px;
}
.nav > li > a:hover,
.nav > li > a:focus {
  text-decoration: none;
  background-color: #eeeeee;
}
.nav > li.disabled > a {
  color: #777777;
}
.nav > li.disabled > a:hover,
.nav > li.disabled > a:focus {
  color: #777777;
  text-decoration: none;
  background-color: transparent;
  cursor: not-allowed;
}
.nav .open > a,
.nav .open > a:hover,
.nav .open > a:focus {
  background-color: #eeeeee;
  border-color: #337ab7;
}
.nav .nav-divider {
  height: 1px;
  margin: 8px 0;
  overflow: hidden;
  background-color: #e5e5e5;
}
.nav > li > a > img {
  max-width: none;
}
.nav-tabs {
  border-bottom: 1px solid #ddd;
}
.nav-tabs > li {
  float: left;
  margin-bottom: -1px;
}
.nav-tabs > li > a {
  margin-right: 2px;
  line-height: 1.42857143;
  border: 1px solid transparent;
  border-radius: 2px 2px 0 0;
}
.nav-tabs > li > a:hover {
  border-color: #eeeeee #eeeeee #ddd;
}
.nav-tabs > li.active > a,
.nav-tabs > li.active > a:hover,
.nav-tabs > li.active > a:focus {
  color: #555555;
  background-color: #fff;
  border: 1px solid #ddd;
  border-bottom-color: transparent;
  cursor: default;
}
.nav-tabs.nav-justified {
  width: 100%;
  border-bottom: 0;
}
.nav-tabs.nav-justified > li {
  float: none;
}
.nav-tabs.nav-justified > li > a {
  text-align: center;
  margin-bottom: 5px;
}
.nav-tabs.nav-justified > .dropdown .dropdown-menu {
  top: auto;
  left: auto;
}
@media (min-width: 768px) {
  .nav-tabs.nav-justified > li {
    display: table-cell;
    width: 1%;
  }
  .nav-tabs.nav-justified > li > a {
    margin-bottom: 0;
  }
}
.nav-tabs.nav-justified > li > a {
  margin-right: 0;
  border-radius: 2px;
}
.nav-tabs.nav-justified > .active > a,
.nav-tabs.nav-justified > .active > a:hover,
.nav-tabs.nav-justified > .active > a:focus {
  border: 1px solid #ddd;
}
@media (min-width: 768px) {
  .nav-tabs.nav-justified > li > a {
    border-bottom: 1px solid #ddd;
    border-radius: 2px 2px 0 0;
  }
  .nav-tabs.nav-justified > .active > a,
  .nav-tabs.nav-justified > .active > a:hover,
  .nav-tabs.nav-justified > .active > a:focus {
    border-bottom-color: #fff;
  }
}
.nav-pills > li {
  float: left;
}
.nav-pills > li > a {
  border-radius: 2px;
}
.nav-pills > li + li {
  margin-left: 2px;
}
.nav-pills > li.active > a,
.nav-pills > li.active > a:hover,
.nav-pills > li.active > a:focus {
  color: #fff;
  background-color: #337ab7;
}
.nav-stacked > li {
  float: none;
}
.nav-stacked > li + li {
  margin-top: 2px;
  margin-left: 0;
}
.nav-justified {
  width: 100%;
}
.nav-justified > li {
  float: none;
}
.nav-justified > li > a {
  text-align: center;
  margin-bottom: 5px;
}
.nav-justified > .dropdown .dropdown-menu {
  top: auto;
  left: auto;
}
@media (min-width: 768px) {
  .nav-justified > li {
    display: table-cell;
    width: 1%;
  }
  .nav-justified > li > a {
    margin-bottom: 0;
  }
}
.nav-tabs-justified {
  border-bottom: 0;
}
.nav-tabs-justified > li > a {
  margin-right: 0;
  border-radius: 2px;
}
.nav-tabs-justified > .active > a,
.nav-tabs-justified > .active > a:hover,
.nav-tabs-justified > .active > a:focus {
  border: 1px solid #ddd;
}
@media (min-width: 768px) {
  .nav-tabs-justified > li > a {
    border-bottom: 1px solid #ddd;
    border-radius: 2px 2px 0 0;
  }
  .nav-tabs-justified > .active > a,
  .nav-tabs-justified > .active > a:hover,
  .nav-tabs-justified > .active > a:focus {
    border-bottom-color: #fff;
  }
}
.tab-content > .tab-pane {
  display: none;
}
.tab-content > .active {
  display: block;
}
.nav-tabs .dropdown-menu {
  margin-top: -1px;
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.navbar {
  position: relative;
  min-height: 30px;
  margin-bottom: 18px;
  border: 1px solid transparent;
}
@media (min-width: 541px) {
  .navbar {
    border-radius: 2px;
  }
}
@media (min-width: 541px) {
  .navbar-header {
    float: left;
  }
}
.navbar-collapse {
  overflow-x: visible;
  padding-right: 0px;
  padding-left: 0px;
  border-top: 1px solid transparent;
  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1);
  -webkit-overflow-scrolling: touch;
}
.navbar-collapse.in {
  overflow-y: auto;
}
@media (min-width: 541px) {
  .navbar-collapse {
    width: auto;
    border-top: 0;
    box-shadow: none;
  }
  .navbar-collapse.collapse {
    display: block !important;
    height: auto !important;
    padding-bottom: 0;
    overflow: visible !important;
  }
  .navbar-collapse.in {
    overflow-y: visible;
  }
  .navbar-fixed-top .navbar-collapse,
  .navbar-static-top .navbar-collapse,
  .navbar-fixed-bottom .navbar-collapse {
    padding-left: 0;
    padding-right: 0;
  }
}
.navbar-fixed-top .navbar-collapse,
.navbar-fixed-bottom .navbar-collapse {
  max-height: 340px;
}
@media (max-device-width: 540px) and (orientation: landscape) {
  .navbar-fixed-top .navbar-collapse,
  .navbar-fixed-bottom .navbar-collapse {
    max-height: 200px;
  }
}
.container > .navbar-header,
.container-fluid > .navbar-header,
.container > .navbar-collapse,
.container-fluid > .navbar-collapse {
  margin-right: 0px;
  margin-left: 0px;
}
@media (min-width: 541px) {
  .container > .navbar-header,
  .container-fluid > .navbar-header,
  .container > .navbar-collapse,
  .container-fluid > .navbar-collapse {
    margin-right: 0;
    margin-left: 0;
  }
}
.navbar-static-top {
  z-index: 1000;
  border-width: 0 0 1px;
}
@media (min-width: 541px) {
  .navbar-static-top {
    border-radius: 0;
  }
}
.navbar-fixed-top,
.navbar-fixed-bottom {
  position: fixed;
  right: 0;
  left: 0;
  z-index: 1030;
}
@media (min-width: 541px) {
  .navbar-fixed-top,
  .navbar-fixed-bottom {
    border-radius: 0;
  }
}
.navbar-fixed-top {
  top: 0;
  border-width: 0 0 1px;
}
.navbar-fixed-bottom {
  bottom: 0;
  margin-bottom: 0;
  border-width: 1px 0 0;
}
.navbar-brand {
  float: left;
  padding: 6px 0px;
  font-size: 17px;
  line-height: 18px;
  height: 30px;
}
.navbar-brand:hover,
.navbar-brand:focus {
  text-decoration: none;
}
.navbar-brand > img {
  display: block;
}
@media (min-width: 541px) {
  .navbar > .container .navbar-brand,
  .navbar > .container-fluid .navbar-brand {
    margin-left: 0px;
  }
}
.navbar-toggle {
  position: relative;
  float: right;
  margin-right: 0px;
  padding: 9px 10px;
  margin-top: -2px;
  margin-bottom: -2px;
  background-color: transparent;
  background-image: none;
  border: 1px solid transparent;
  border-radius: 2px;
}
.navbar-toggle:focus {
  outline: 0;
}
.navbar-toggle .icon-bar {
  display: block;
  width: 22px;
  height: 2px;
  border-radius: 1px;
}
.navbar-toggle .icon-bar + .icon-bar {
  margin-top: 4px;
}
@media (min-width: 541px) {
  .navbar-toggle {
    display: none;
  }
}
.navbar-nav {
  margin: 3px 0px;
}
.navbar-nav > li > a {
  padding-top: 10px;
  padding-bottom: 10px;
  line-height: 18px;
}
@media (max-width: 540px) {
  .navbar-nav .open .dropdown-menu {
    position: static;
    float: none;
    width: auto;
    margin-top: 0;
    background-color: transparent;
    border: 0;
    box-shadow: none;
  }
  .navbar-nav .open .dropdown-menu > li > a,
  .navbar-nav .open .dropdown-menu .dropdown-header {
    padding: 5px 15px 5px 25px;
  }
  .navbar-nav .open .dropdown-menu > li > a {
    line-height: 18px;
  }
  .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-nav .open .dropdown-menu > li > a:focus {
    background-image: none;
  }
}
@media (min-width: 541px) {
  .navbar-nav {
    float: left;
    margin: 0;
  }
  .navbar-nav > li {
    float: left;
  }
  .navbar-nav > li > a {
    padding-top: 6px;
    padding-bottom: 6px;
  }
}
.navbar-form {
  margin-left: 0px;
  margin-right: 0px;
  padding: 10px 0px;
  border-top: 1px solid transparent;
  border-bottom: 1px solid transparent;
  -webkit-box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
  margin-top: -1px;
  margin-bottom: -1px;
}
@media (min-width: 768px) {
  .navbar-form .form-group {
    display: inline-block;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .form-control {
    display: inline-block;
    width: auto;
    vertical-align: middle;
  }
  .navbar-form .form-control-static {
    display: inline-block;
  }
  .navbar-form .input-group {
    display: inline-table;
    vertical-align: middle;
  }
  .navbar-form .input-group .input-group-addon,
  .navbar-form .input-group .input-group-btn,
  .navbar-form .input-group .form-control {
    width: auto;
  }
  .navbar-form .input-group > .form-control {
    width: 100%;
  }
  .navbar-form .control-label {
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .radio,
  .navbar-form .checkbox {
    display: inline-block;
    margin-top: 0;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .radio label,
  .navbar-form .checkbox label {
    padding-left: 0;
  }
  .navbar-form .radio input[type="radio"],
  .navbar-form .checkbox input[type="checkbox"] {
    position: relative;
    margin-left: 0;
  }
  .navbar-form .has-feedback .form-control-feedback {
    top: 0;
  }
}
@media (max-width: 540px) {
  .navbar-form .form-group {
    margin-bottom: 5px;
  }
  .navbar-form .form-group:last-child {
    margin-bottom: 0;
  }
}
@media (min-width: 541px) {
  .navbar-form {
    width: auto;
    border: 0;
    margin-left: 0;
    margin-right: 0;
    padding-top: 0;
    padding-bottom: 0;
    -webkit-box-shadow: none;
    box-shadow: none;
  }
}
.navbar-nav > li > .dropdown-menu {
  margin-top: 0;
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.navbar-fixed-bottom .navbar-nav > li > .dropdown-menu {
  margin-bottom: 0;
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.navbar-btn {
  margin-top: -1px;
  margin-bottom: -1px;
}
.navbar-btn.btn-sm {
  margin-top: 0px;
  margin-bottom: 0px;
}
.navbar-btn.btn-xs {
  margin-top: 4px;
  margin-bottom: 4px;
}
.navbar-text {
  margin-top: 6px;
  margin-bottom: 6px;
}
@media (min-width: 541px) {
  .navbar-text {
    float: left;
    margin-left: 0px;
    margin-right: 0px;
  }
}
@media (min-width: 541px) {
  .navbar-left {
    float: left !important;
    float: left;
  }
  .navbar-right {
    float: right !important;
    float: right;
    margin-right: 0px;
  }
  .navbar-right ~ .navbar-right {
    margin-right: 0;
  }
}
.navbar-default {
  background-color: #f8f8f8;
  border-color: #e7e7e7;
}
.navbar-default .navbar-brand {
  color: #777;
}
.navbar-default .navbar-brand:hover,
.navbar-default .navbar-brand:focus {
  color: #5e5e5e;
  background-color: transparent;
}
.navbar-default .navbar-text {
  color: #777;
}
.navbar-default .navbar-nav > li > a {
  color: #777;
}
.navbar-default .navbar-nav > li > a:hover,
.navbar-default .navbar-nav > li > a:focus {
  color: #333;
  background-color: transparent;
}
.navbar-default .navbar-nav > .active > a,
.navbar-default .navbar-nav > .active > a:hover,
.navbar-default .navbar-nav > .active > a:focus {
  color: #555;
  background-color: #e7e7e7;
}
.navbar-default .navbar-nav > .disabled > a,
.navbar-default .navbar-nav > .disabled > a:hover,
.navbar-default .navbar-nav > .disabled > a:focus {
  color: #ccc;
  background-color: transparent;
}
.navbar-default .navbar-toggle {
  border-color: #ddd;
}
.navbar-default .navbar-toggle:hover,
.navbar-default .navbar-toggle:focus {
  background-color: #ddd;
}
.navbar-default .navbar-toggle .icon-bar {
  background-color: #888;
}
.navbar-default .navbar-collapse,
.navbar-default .navbar-form {
  border-color: #e7e7e7;
}
.navbar-default .navbar-nav > .open > a,
.navbar-default .navbar-nav > .open > a:hover,
.navbar-default .navbar-nav > .open > a:focus {
  background-color: #e7e7e7;
  color: #555;
}
@media (max-width: 540px) {
  .navbar-default .navbar-nav .open .dropdown-menu > li > a {
    color: #777;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > li > a:focus {
    color: #333;
    background-color: transparent;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a,
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:focus {
    color: #555;
    background-color: #e7e7e7;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a,
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:focus {
    color: #ccc;
    background-color: transparent;
  }
}
.navbar-default .navbar-link {
  color: #777;
}
.navbar-default .navbar-link:hover {
  color: #333;
}
.navbar-default .btn-link {
  color: #777;
}
.navbar-default .btn-link:hover,
.navbar-default .btn-link:focus {
  color: #333;
}
.navbar-default .btn-link[disabled]:hover,
fieldset[disabled] .navbar-default .btn-link:hover,
.navbar-default .btn-link[disabled]:focus,
fieldset[disabled] .navbar-default .btn-link:focus {
  color: #ccc;
}
.navbar-inverse {
  background-color: #222;
  border-color: #080808;
}
.navbar-inverse .navbar-brand {
  color: #9d9d9d;
}
.navbar-inverse .navbar-brand:hover,
.navbar-inverse .navbar-brand:focus {
  color: #fff;
  background-color: transparent;
}
.navbar-inverse .navbar-text {
  color: #9d9d9d;
}
.navbar-inverse .navbar-nav > li > a {
  color: #9d9d9d;
}
.navbar-inverse .navbar-nav > li > a:hover,
.navbar-inverse .navbar-nav > li > a:focus {
  color: #fff;
  background-color: transparent;
}
.navbar-inverse .navbar-nav > .active > a,
.navbar-inverse .navbar-nav > .active > a:hover,
.navbar-inverse .navbar-nav > .active > a:focus {
  color: #fff;
  background-color: #080808;
}
.navbar-inverse .navbar-nav > .disabled > a,
.navbar-inverse .navbar-nav > .disabled > a:hover,
.navbar-inverse .navbar-nav > .disabled > a:focus {
  color: #444;
  background-color: transparent;
}
.navbar-inverse .navbar-toggle {
  border-color: #333;
}
.navbar-inverse .navbar-toggle:hover,
.navbar-inverse .navbar-toggle:focus {
  background-color: #333;
}
.navbar-inverse .navbar-toggle .icon-bar {
  background-color: #fff;
}
.navbar-inverse .navbar-collapse,
.navbar-inverse .navbar-form {
  border-color: #101010;
}
.navbar-inverse .navbar-nav > .open > a,
.navbar-inverse .navbar-nav > .open > a:hover,
.navbar-inverse .navbar-nav > .open > a:focus {
  background-color: #080808;
  color: #fff;
}
@media (max-width: 540px) {
  .navbar-inverse .navbar-nav .open .dropdown-menu > .dropdown-header {
    border-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu .divider {
    background-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a {
    color: #9d9d9d;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:focus {
    color: #fff;
    background-color: transparent;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:focus {
    color: #fff;
    background-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:focus {
    color: #444;
    background-color: transparent;
  }
}
.navbar-inverse .navbar-link {
  color: #9d9d9d;
}
.navbar-inverse .navbar-link:hover {
  color: #fff;
}
.navbar-inverse .btn-link {
  color: #9d9d9d;
}
.navbar-inverse .btn-link:hover,
.navbar-inverse .btn-link:focus {
  color: #fff;
}
.navbar-inverse .btn-link[disabled]:hover,
fieldset[disabled] .navbar-inverse .btn-link:hover,
.navbar-inverse .btn-link[disabled]:focus,
fieldset[disabled] .navbar-inverse .btn-link:focus {
  color: #444;
}
.breadcrumb {
  padding: 8px 15px;
  margin-bottom: 18px;
  list-style: none;
  background-color: #f5f5f5;
  border-radius: 2px;
}
.breadcrumb > li {
  display: inline-block;
}
.breadcrumb > li + li:before {
  content: "/\00a0";
  padding: 0 5px;
  color: #5e5e5e;
}
.breadcrumb > .active {
  color: #777777;
}
.pagination {
  display: inline-block;
  padding-left: 0;
  margin: 18px 0;
  border-radius: 2px;
}
.pagination > li {
  display: inline;
}
.pagination > li > a,
.pagination > li > span {
  position: relative;
  float: left;
  padding: 6px 12px;
  line-height: 1.42857143;
  text-decoration: none;
  color: #337ab7;
  background-color: #fff;
  border: 1px solid #ddd;
  margin-left: -1px;
}
.pagination > li:first-child > a,
.pagination > li:first-child > span {
  margin-left: 0;
  border-bottom-left-radius: 2px;
  border-top-left-radius: 2px;
}
.pagination > li:last-child > a,
.pagination > li:last-child > span {
  border-bottom-right-radius: 2px;
  border-top-right-radius: 2px;
}
.pagination > li > a:hover,
.pagination > li > span:hover,
.pagination > li > a:focus,
.pagination > li > span:focus {
  z-index: 2;
  color: #23527c;
  background-color: #eeeeee;
  border-color: #ddd;
}
.pagination > .active > a,
.pagination > .active > span,
.pagination > .active > a:hover,
.pagination > .active > span:hover,
.pagination > .active > a:focus,
.pagination > .active > span:focus {
  z-index: 3;
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
  cursor: default;
}
.pagination > .disabled > span,
.pagination > .disabled > span:hover,
.pagination > .disabled > span:focus,
.pagination > .disabled > a,
.pagination > .disabled > a:hover,
.pagination > .disabled > a:focus {
  color: #777777;
  background-color: #fff;
  border-color: #ddd;
  cursor: not-allowed;
}
.pagination-lg > li > a,
.pagination-lg > li > span {
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
}
.pagination-lg > li:first-child > a,
.pagination-lg > li:first-child > span {
  border-bottom-left-radius: 3px;
  border-top-left-radius: 3px;
}
.pagination-lg > li:last-child > a,
.pagination-lg > li:last-child > span {
  border-bottom-right-radius: 3px;
  border-top-right-radius: 3px;
}
.pagination-sm > li > a,
.pagination-sm > li > span {
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
}
.pagination-sm > li:first-child > a,
.pagination-sm > li:first-child > span {
  border-bottom-left-radius: 1px;
  border-top-left-radius: 1px;
}
.pagination-sm > li:last-child > a,
.pagination-sm > li:last-child > span {
  border-bottom-right-radius: 1px;
  border-top-right-radius: 1px;
}
.pager {
  padding-left: 0;
  margin: 18px 0;
  list-style: none;
  text-align: center;
}
.pager li {
  display: inline;
}
.pager li > a,
.pager li > span {
  display: inline-block;
  padding: 5px 14px;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 15px;
}
.pager li > a:hover,
.pager li > a:focus {
  text-decoration: none;
  background-color: #eeeeee;
}
.pager .next > a,
.pager .next > span {
  float: right;
}
.pager .previous > a,
.pager .previous > span {
  float: left;
}
.pager .disabled > a,
.pager .disabled > a:hover,
.pager .disabled > a:focus,
.pager .disabled > span {
  color: #777777;
  background-color: #fff;
  cursor: not-allowed;
}
.label {
  display: inline;
  padding: .2em .6em .3em;
  font-size: 75%;
  font-weight: bold;
  line-height: 1;
  color: #fff;
  text-align: center;
  white-space: nowrap;
  vertical-align: baseline;
  border-radius: .25em;
}
a.label:hover,
a.label:focus {
  color: #fff;
  text-decoration: none;
  cursor: pointer;
}
.label:empty {
  display: none;
}
.btn .label {
  position: relative;
  top: -1px;
}
.label-default {
  background-color: #777777;
}
.label-default[href]:hover,
.label-default[href]:focus {
  background-color: #5e5e5e;
}
.label-primary {
  background-color: #337ab7;
}
.label-primary[href]:hover,
.label-primary[href]:focus {
  background-color: #286090;
}
.label-success {
  background-color: #5cb85c;
}
.label-success[href]:hover,
.label-success[href]:focus {
  background-color: #449d44;
}
.label-info {
  background-color: #5bc0de;
}
.label-info[href]:hover,
.label-info[href]:focus {
  background-color: #31b0d5;
}
.label-warning {
  background-color: #f0ad4e;
}
.label-warning[href]:hover,
.label-warning[href]:focus {
  background-color: #ec971f;
}
.label-danger {
  background-color: #d9534f;
}
.label-danger[href]:hover,
.label-danger[href]:focus {
  background-color: #c9302c;
}
.badge {
  display: inline-block;
  min-width: 10px;
  padding: 3px 7px;
  font-size: 12px;
  font-weight: bold;
  color: #fff;
  line-height: 1;
  vertical-align: middle;
  white-space: nowrap;
  text-align: center;
  background-color: #777777;
  border-radius: 10px;
}
.badge:empty {
  display: none;
}
.btn .badge {
  position: relative;
  top: -1px;
}
.btn-xs .badge,
.btn-group-xs > .btn .badge {
  top: 0;
  padding: 1px 5px;
}
a.badge:hover,
a.badge:focus {
  color: #fff;
  text-decoration: none;
  cursor: pointer;
}
.list-group-item.active > .badge,
.nav-pills > .active > a > .badge {
  color: #337ab7;
  background-color: #fff;
}
.list-group-item > .badge {
  float: right;
}
.list-group-item > .badge + .badge {
  margin-right: 5px;
}
.nav-pills > li > a > .badge {
  margin-left: 3px;
}
.jumbotron {
  padding-top: 30px;
  padding-bottom: 30px;
  margin-bottom: 30px;
  color: inherit;
  background-color: #eeeeee;
}
.jumbotron h1,
.jumbotron .h1 {
  color: inherit;
}
.jumbotron p {
  margin-bottom: 15px;
  font-size: 20px;
  font-weight: 200;
}
.jumbotron > hr {
  border-top-color: #d5d5d5;
}
.container .jumbotron,
.container-fluid .jumbotron {
  border-radius: 3px;
  padding-left: 0px;
  padding-right: 0px;
}
.jumbotron .container {
  max-width: 100%;
}
@media screen and (min-width: 768px) {
  .jumbotron {
    padding-top: 48px;
    padding-bottom: 48px;
  }
  .container .jumbotron,
  .container-fluid .jumbotron {
    padding-left: 60px;
    padding-right: 60px;
  }
  .jumbotron h1,
  .jumbotron .h1 {
    font-size: 59px;
  }
}
.thumbnail {
  display: block;
  padding: 4px;
  margin-bottom: 18px;
  line-height: 1.42857143;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 2px;
  -webkit-transition: border 0.2s ease-in-out;
  -o-transition: border 0.2s ease-in-out;
  transition: border 0.2s ease-in-out;
}
.thumbnail > img,
.thumbnail a > img {
  margin-left: auto;
  margin-right: auto;
}
a.thumbnail:hover,
a.thumbnail:focus,
a.thumbnail.active {
  border-color: #337ab7;
}
.thumbnail .caption {
  padding: 9px;
  color: #000;
}
.alert {
  padding: 15px;
  margin-bottom: 18px;
  border: 1px solid transparent;
  border-radius: 2px;
}
.alert h4 {
  margin-top: 0;
  color: inherit;
}
.alert .alert-link {
  font-weight: bold;
}
.alert > p,
.alert > ul {
  margin-bottom: 0;
}
.alert > p + p {
  margin-top: 5px;
}
.alert-dismissable,
.alert-dismissible {
  padding-right: 35px;
}
.alert-dismissable .close,
.alert-dismissible .close {
  position: relative;
  top: -2px;
  right: -21px;
  color: inherit;
}
.alert-success {
  background-color: #dff0d8;
  border-color: #d6e9c6;
  color: #3c763d;
}
.alert-success hr {
  border-top-color: #c9e2b3;
}
.alert-success .alert-link {
  color: #2b542c;
}
.alert-info {
  background-color: #d9edf7;
  border-color: #bce8f1;
  color: #31708f;
}
.alert-info hr {
  border-top-color: #a6e1ec;
}
.alert-info .alert-link {
  color: #245269;
}
.alert-warning {
  background-color: #fcf8e3;
  border-color: #faebcc;
  color: #8a6d3b;
}
.alert-warning hr {
  border-top-color: #f7e1b5;
}
.alert-warning .alert-link {
  color: #66512c;
}
.alert-danger {
  background-color: #f2dede;
  border-color: #ebccd1;
  color: #a94442;
}
.alert-danger hr {
  border-top-color: #e4b9c0;
}
.alert-danger .alert-link {
  color: #843534;
}
@-webkit-keyframes progress-bar-stripes {
  from {
    background-position: 40px 0;
  }
  to {
    background-position: 0 0;
  }
}
@keyframes progress-bar-stripes {
  from {
    background-position: 40px 0;
  }
  to {
    background-position: 0 0;
  }
}
.progress {
  overflow: hidden;
  height: 18px;
  margin-bottom: 18px;
  background-color: #f5f5f5;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
  box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
}
.progress-bar {
  float: left;
  width: 0%;
  height: 100%;
  font-size: 12px;
  line-height: 18px;
  color: #fff;
  text-align: center;
  background-color: #337ab7;
  -webkit-box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
  -webkit-transition: width 0.6s ease;
  -o-transition: width 0.6s ease;
  transition: width 0.6s ease;
}
.progress-striped .progress-bar,
.progress-bar-striped {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-size: 40px 40px;
}
.progress.active .progress-bar,
.progress-bar.active {
  -webkit-animation: progress-bar-stripes 2s linear infinite;
  -o-animation: progress-bar-stripes 2s linear infinite;
  animation: progress-bar-stripes 2s linear infinite;
}
.progress-bar-success {
  background-color: #5cb85c;
}
.progress-striped .progress-bar-success {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-info {
  background-color: #5bc0de;
}
.progress-striped .progress-bar-info {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-warning {
  background-color: #f0ad4e;
}
.progress-striped .progress-bar-warning {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-danger {
  background-color: #d9534f;
}
.progress-striped .progress-bar-danger {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.media {
  margin-top: 15px;
}
.media:first-child {
  margin-top: 0;
}
.media,
.media-body {
  zoom: 1;
  overflow: hidden;
}
.media-body {
  width: 10000px;
}
.media-object {
  display: block;
}
.media-object.img-thumbnail {
  max-width: none;
}
.media-right,
.media > .pull-right {
  padding-left: 10px;
}
.media-left,
.media > .pull-left {
  padding-right: 10px;
}
.media-left,
.media-right,
.media-body {
  display: table-cell;
  vertical-align: top;
}
.media-middle {
  vertical-align: middle;
}
.media-bottom {
  vertical-align: bottom;
}
.media-heading {
  margin-top: 0;
  margin-bottom: 5px;
}
.media-list {
  padding-left: 0;
  list-style: none;
}
.list-group {
  margin-bottom: 20px;
  padding-left: 0;
}
.list-group-item {
  position: relative;
  display: block;
  padding: 10px 15px;
  margin-bottom: -1px;
  background-color: #fff;
  border: 1px solid #ddd;
}
.list-group-item:first-child {
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
}
.list-group-item:last-child {
  margin-bottom: 0;
  border-bottom-right-radius: 2px;
  border-bottom-left-radius: 2px;
}
a.list-group-item,
button.list-group-item {
  color: #555;
}
a.list-group-item .list-group-item-heading,
button.list-group-item .list-group-item-heading {
  color: #333;
}
a.list-group-item:hover,
button.list-group-item:hover,
a.list-group-item:focus,
button.list-group-item:focus {
  text-decoration: none;
  color: #555;
  background-color: #f5f5f5;
}
button.list-group-item {
  width: 100%;
  text-align: left;
}
.list-group-item.disabled,
.list-group-item.disabled:hover,
.list-group-item.disabled:focus {
  background-color: #eeeeee;
  color: #777777;
  cursor: not-allowed;
}
.list-group-item.disabled .list-group-item-heading,
.list-group-item.disabled:hover .list-group-item-heading,
.list-group-item.disabled:focus .list-group-item-heading {
  color: inherit;
}
.list-group-item.disabled .list-group-item-text,
.list-group-item.disabled:hover .list-group-item-text,
.list-group-item.disabled:focus .list-group-item-text {
  color: #777777;
}
.list-group-item.active,
.list-group-item.active:hover,
.list-group-item.active:focus {
  z-index: 2;
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
}
.list-group-item.active .list-group-item-heading,
.list-group-item.active:hover .list-group-item-heading,
.list-group-item.active:focus .list-group-item-heading,
.list-group-item.active .list-group-item-heading > small,
.list-group-item.active:hover .list-group-item-heading > small,
.list-group-item.active:focus .list-group-item-heading > small,
.list-group-item.active .list-group-item-heading > .small,
.list-group-item.active:hover .list-group-item-heading > .small,
.list-group-item.active:focus .list-group-item-heading > .small {
  color: inherit;
}
.list-group-item.active .list-group-item-text,
.list-group-item.active:hover .list-group-item-text,
.list-group-item.active:focus .list-group-item-text {
  color: #c7ddef;
}
.list-group-item-success {
  color: #3c763d;
  background-color: #dff0d8;
}
a.list-group-item-success,
button.list-group-item-success {
  color: #3c763d;
}
a.list-group-item-success .list-group-item-heading,
button.list-group-item-success .list-group-item-heading {
  color: inherit;
}
a.list-group-item-success:hover,
button.list-group-item-success:hover,
a.list-group-item-success:focus,
button.list-group-item-success:focus {
  color: #3c763d;
  background-color: #d0e9c6;
}
a.list-group-item-success.active,
button.list-group-item-success.active,
a.list-group-item-success.active:hover,
button.list-group-item-success.active:hover,
a.list-group-item-success.active:focus,
button.list-group-item-success.active:focus {
  color: #fff;
  background-color: #3c763d;
  border-color: #3c763d;
}
.list-group-item-info {
  color: #31708f;
  background-color: #d9edf7;
}
a.list-group-item-info,
button.list-group-item-info {
  color: #31708f;
}
a.list-group-item-info .list-group-item-heading,
button.list-group-item-info .list-group-item-heading {
  color: inherit;
}
a.list-group-item-info:hover,
button.list-group-item-info:hover,
a.list-group-item-info:focus,
button.list-group-item-info:focus {
  color: #31708f;
  background-color: #c4e3f3;
}
a.list-group-item-info.active,
button.list-group-item-info.active,
a.list-group-item-info.active:hover,
button.list-group-item-info.active:hover,
a.list-group-item-info.active:focus,
button.list-group-item-info.active:focus {
  color: #fff;
  background-color: #31708f;
  border-color: #31708f;
}
.list-group-item-warning {
  color: #8a6d3b;
  background-color: #fcf8e3;
}
a.list-group-item-warning,
button.list-group-item-warning {
  color: #8a6d3b;
}
a.list-group-item-warning .list-group-item-heading,
button.list-group-item-warning .list-group-item-heading {
  color: inherit;
}
a.list-group-item-warning:hover,
button.list-group-item-warning:hover,
a.list-group-item-warning:focus,
button.list-group-item-warning:focus {
  color: #8a6d3b;
  background-color: #faf2cc;
}
a.list-group-item-warning.active,
button.list-group-item-warning.active,
a.list-group-item-warning.active:hover,
button.list-group-item-warning.active:hover,
a.list-group-item-warning.active:focus,
button.list-group-item-warning.active:focus {
  color: #fff;
  background-color: #8a6d3b;
  border-color: #8a6d3b;
}
.list-group-item-danger {
  color: #a94442;
  background-color: #f2dede;
}
a.list-group-item-danger,
button.list-group-item-danger {
  color: #a94442;
}
a.list-group-item-danger .list-group-item-heading,
button.list-group-item-danger .list-group-item-heading {
  color: inherit;
}
a.list-group-item-danger:hover,
button.list-group-item-danger:hover,
a.list-group-item-danger:focus,
button.list-group-item-danger:focus {
  color: #a94442;
  background-color: #ebcccc;
}
a.list-group-item-danger.active,
button.list-group-item-danger.active,
a.list-group-item-danger.active:hover,
button.list-group-item-danger.active:hover,
a.list-group-item-danger.active:focus,
button.list-group-item-danger.active:focus {
  color: #fff;
  background-color: #a94442;
  border-color: #a94442;
}
.list-group-item-heading {
  margin-top: 0;
  margin-bottom: 5px;
}
.list-group-item-text {
  margin-bottom: 0;
  line-height: 1.3;
}
.panel {
  margin-bottom: 18px;
  background-color: #fff;
  border: 1px solid transparent;
  border-radius: 2px;
  -webkit-box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
  box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
}
.panel-body {
  padding: 15px;
}
.panel-heading {
  padding: 10px 15px;
  border-bottom: 1px solid transparent;
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel-heading > .dropdown .dropdown-toggle {
  color: inherit;
}
.panel-title {
  margin-top: 0;
  margin-bottom: 0;
  font-size: 15px;
  color: inherit;
}
.panel-title > a,
.panel-title > small,
.panel-title > .small,
.panel-title > small > a,
.panel-title > .small > a {
  color: inherit;
}
.panel-footer {
  padding: 10px 15px;
  background-color: #f5f5f5;
  border-top: 1px solid #ddd;
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .list-group,
.panel > .panel-collapse > .list-group {
  margin-bottom: 0;
}
.panel > .list-group .list-group-item,
.panel > .panel-collapse > .list-group .list-group-item {
  border-width: 1px 0;
  border-radius: 0;
}
.panel > .list-group:first-child .list-group-item:first-child,
.panel > .panel-collapse > .list-group:first-child .list-group-item:first-child {
  border-top: 0;
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel > .list-group:last-child .list-group-item:last-child,
.panel > .panel-collapse > .list-group:last-child .list-group-item:last-child {
  border-bottom: 0;
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .panel-heading + .panel-collapse > .list-group .list-group-item:first-child {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.panel-heading + .list-group .list-group-item:first-child {
  border-top-width: 0;
}
.list-group + .panel-footer {
  border-top-width: 0;
}
.panel > .table,
.panel > .table-responsive > .table,
.panel > .panel-collapse > .table {
  margin-bottom: 0;
}
.panel > .table caption,
.panel > .table-responsive > .table caption,
.panel > .panel-collapse > .table caption {
  padding-left: 15px;
  padding-right: 15px;
}
.panel > .table:first-child,
.panel > .table-responsive:first-child > .table:first-child {
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child {
  border-top-left-radius: 1px;
  border-top-right-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child td:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child td:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:first-child,
.panel > .table:first-child > thead:first-child > tr:first-child th:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child th:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:first-child {
  border-top-left-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child td:last-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:last-child,
.panel > .table:first-child > tbody:first-child > tr:first-child td:last-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:last-child,
.panel > .table:first-child > thead:first-child > tr:first-child th:last-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:last-child,
.panel > .table:first-child > tbody:first-child > tr:first-child th:last-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:last-child {
  border-top-right-radius: 1px;
}
.panel > .table:last-child,
.panel > .table-responsive:last-child > .table:last-child {
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child {
  border-bottom-left-radius: 1px;
  border-bottom-right-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child td:first-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:first-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
.panel > .table:last-child > tbody:last-child > tr:last-child th:first-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:first-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child th:first-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:first-child {
  border-bottom-left-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child td:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
.panel > .table:last-child > tbody:last-child > tr:last-child th:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child th:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:last-child {
  border-bottom-right-radius: 1px;
}
.panel > .panel-body + .table,
.panel > .panel-body + .table-responsive,
.panel > .table + .panel-body,
.panel > .table-responsive + .panel-body {
  border-top: 1px solid #ddd;
}
.panel > .table > tbody:first-child > tr:first-child th,
.panel > .table > tbody:first-child > tr:first-child td {
  border-top: 0;
}
.panel > .table-bordered,
.panel > .table-responsive > .table-bordered {
  border: 0;
}
.panel > .table-bordered > thead > tr > th:first-child,
.panel > .table-responsive > .table-bordered > thead > tr > th:first-child,
.panel > .table-bordered > tbody > tr > th:first-child,
.panel > .table-responsive > .table-bordered > tbody > tr > th:first-child,
.panel > .table-bordered > tfoot > tr > th:first-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > th:first-child,
.panel > .table-bordered > thead > tr > td:first-child,
.panel > .table-responsive > .table-bordered > thead > tr > td:first-child,
.panel > .table-bordered > tbody > tr > td:first-child,
.panel > .table-responsive > .table-bordered > tbody > tr > td:first-child,
.panel > .table-bordered > tfoot > tr > td:first-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > td:first-child {
  border-left: 0;
}
.panel > .table-bordered > thead > tr > th:last-child,
.panel > .table-responsive > .table-bordered > thead > tr > th:last-child,
.panel > .table-bordered > tbody > tr > th:last-child,
.panel > .table-responsive > .table-bordered > tbody > tr > th:last-child,
.panel > .table-bordered > tfoot > tr > th:last-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > th:last-child,
.panel > .table-bordered > thead > tr > td:last-child,
.panel > .table-responsive > .table-bordered > thead > tr > td:last-child,
.panel > .table-bordered > tbody > tr > td:last-child,
.panel > .table-responsive > .table-bordered > tbody > tr > td:last-child,
.panel > .table-bordered > tfoot > tr > td:last-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > td:last-child {
  border-right: 0;
}
.panel > .table-bordered > thead > tr:first-child > td,
.panel > .table-responsive > .table-bordered > thead > tr:first-child > td,
.panel > .table-bordered > tbody > tr:first-child > td,
.panel > .table-responsive > .table-bordered > tbody > tr:first-child > td,
.panel > .table-bordered > thead > tr:first-child > th,
.panel > .table-responsive > .table-bordered > thead > tr:first-child > th,
.panel > .table-bordered > tbody > tr:first-child > th,
.panel > .table-responsive > .table-bordered > tbody > tr:first-child > th {
  border-bottom: 0;
}
.panel > .table-bordered > tbody > tr:last-child > td,
.panel > .table-responsive > .table-bordered > tbody > tr:last-child > td,
.panel > .table-bordered > tfoot > tr:last-child > td,
.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > td,
.panel > .table-bordered > tbody > tr:last-child > th,
.panel > .table-responsive > .table-bordered > tbody > tr:last-child > th,
.panel > .table-bordered > tfoot > tr:last-child > th,
.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > th {
  border-bottom: 0;
}
.panel > .table-responsive {
  border: 0;
  margin-bottom: 0;
}
.panel-group {
  margin-bottom: 18px;
}
.panel-group .panel {
  margin-bottom: 0;
  border-radius: 2px;
}
.panel-group .panel + .panel {
  margin-top: 5px;
}
.panel-group .panel-heading {
  border-bottom: 0;
}
.panel-group .panel-heading + .panel-collapse > .panel-body,
.panel-group .panel-heading + .panel-collapse > .list-group {
  border-top: 1px solid #ddd;
}
.panel-group .panel-footer {
  border-top: 0;
}
.panel-group .panel-footer + .panel-collapse .panel-body {
  border-bottom: 1px solid #ddd;
}
.panel-default {
  border-color: #ddd;
}
.panel-default > .panel-heading {
  color: #333333;
  background-color: #f5f5f5;
  border-color: #ddd;
}
.panel-default > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #ddd;
}
.panel-default > .panel-heading .badge {
  color: #f5f5f5;
  background-color: #333333;
}
.panel-default > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #ddd;
}
.panel-primary {
  border-color: #337ab7;
}
.panel-primary > .panel-heading {
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
}
.panel-primary > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #337ab7;
}
.panel-primary > .panel-heading .badge {
  color: #337ab7;
  background-color: #fff;
}
.panel-primary > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #337ab7;
}
.panel-success {
  border-color: #d6e9c6;
}
.panel-success > .panel-heading {
  color: #3c763d;
  background-color: #dff0d8;
  border-color: #d6e9c6;
}
.panel-success > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #d6e9c6;
}
.panel-success > .panel-heading .badge {
  color: #dff0d8;
  background-color: #3c763d;
}
.panel-success > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #d6e9c6;
}
.panel-info {
  border-color: #bce8f1;
}
.panel-info > .panel-heading {
  color: #31708f;
  background-color: #d9edf7;
  border-color: #bce8f1;
}
.panel-info > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #bce8f1;
}
.panel-info > .panel-heading .badge {
  color: #d9edf7;
  background-color: #31708f;
}
.panel-info > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #bce8f1;
}
.panel-warning {
  border-color: #faebcc;
}
.panel-warning > .panel-heading {
  color: #8a6d3b;
  background-color: #fcf8e3;
  border-color: #faebcc;
}
.panel-warning > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #faebcc;
}
.panel-warning > .panel-heading .badge {
  color: #fcf8e3;
  background-color: #8a6d3b;
}
.panel-warning > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #faebcc;
}
.panel-danger {
  border-color: #ebccd1;
}
.panel-danger > .panel-heading {
  color: #a94442;
  background-color: #f2dede;
  border-color: #ebccd1;
}
.panel-danger > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #ebccd1;
}
.panel-danger > .panel-heading .badge {
  color: #f2dede;
  background-color: #a94442;
}
.panel-danger > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #ebccd1;
}
.embed-responsive {
  position: relative;
  display: block;
  height: 0;
  padding: 0;
  overflow: hidden;
}
.embed-responsive .embed-responsive-item,
.embed-responsive iframe,
.embed-responsive embed,
.embed-responsive object,
.embed-responsive video {
  position: absolute;
  top: 0;
  left: 0;
  bottom: 0;
  height: 100%;
  width: 100%;
  border: 0;
}
.embed-responsive-16by9 {
  padding-bottom: 56.25%;
}
.embed-responsive-4by3 {
  padding-bottom: 75%;
}
.well {
  min-height: 20px;
  padding: 19px;
  margin-bottom: 20px;
  background-color: #f5f5f5;
  border: 1px solid #e3e3e3;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
}
.well blockquote {
  border-color: #ddd;
  border-color: rgba(0, 0, 0, 0.15);
}
.well-lg {
  padding: 24px;
  border-radius: 3px;
}
.well-sm {
  padding: 9px;
  border-radius: 1px;
}
.close {
  float: right;
  font-size: 19.5px;
  font-weight: bold;
  line-height: 1;
  color: #000;
  text-shadow: 0 1px 0 #fff;
  opacity: 0.2;
  filter: alpha(opacity=20);
}
.close:hover,
.close:focus {
  color: #000;
  text-decoration: none;
  cursor: pointer;
  opacity: 0.5;
  filter: alpha(opacity=50);
}
button.close {
  padding: 0;
  cursor: pointer;
  background: transparent;
  border: 0;
  -webkit-appearance: none;
}
.modal-open {
  overflow: hidden;
}
.modal {
  display: none;
  overflow: hidden;
  position: fixed;
  top: 0;
  right: 0;
  bottom: 0;
  left: 0;
  z-index: 1050;
  -webkit-overflow-scrolling: touch;
  outline: 0;
}
.modal.fade .modal-dialog {
  -webkit-transform: translate(0, -25%);
  -ms-transform: translate(0, -25%);
  -o-transform: translate(0, -25%);
  transform: translate(0, -25%);
  -webkit-transition: -webkit-transform 0.3s ease-out;
  -moz-transition: -moz-transform 0.3s ease-out;
  -o-transition: -o-transform 0.3s ease-out;
  transition: transform 0.3s ease-out;
}
.modal.in .modal-dialog {
  -webkit-transform: translate(0, 0);
  -ms-transform: translate(0, 0);
  -o-transform: translate(0, 0);
  transform: translate(0, 0);
}
.modal-open .modal {
  overflow-x: hidden;
  overflow-y: auto;
}
.modal-dialog {
  position: relative;
  width: auto;
  margin: 10px;
}
.modal-content {
  position: relative;
  background-color: #fff;
  border: 1px solid #999;
  border: 1px solid rgba(0, 0, 0, 0.2);
  border-radius: 3px;
  -webkit-box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
  box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
  background-clip: padding-box;
  outline: 0;
}
.modal-backdrop {
  position: fixed;
  top: 0;
  right: 0;
  bottom: 0;
  left: 0;
  z-index: 1040;
  background-color: #000;
}
.modal-backdrop.fade {
  opacity: 0;
  filter: alpha(opacity=0);
}
.modal-backdrop.in {
  opacity: 0.5;
  filter: alpha(opacity=50);
}
.modal-header {
  padding: 15px;
  border-bottom: 1px solid #e5e5e5;
}
.modal-header .close {
  margin-top: -2px;
}
.modal-title {
  margin: 0;
  line-height: 1.42857143;
}
.modal-body {
  position: relative;
  padding: 15px;
}
.modal-footer {
  padding: 15px;
  text-align: right;
  border-top: 1px solid #e5e5e5;
}
.modal-footer .btn + .btn {
  margin-left: 5px;
  margin-bottom: 0;
}
.modal-footer .btn-group .btn + .btn {
  margin-left: -1px;
}
.modal-footer .btn-block + .btn-block {
  margin-left: 0;
}
.modal-scrollbar-measure {
  position: absolute;
  top: -9999px;
  width: 50px;
  height: 50px;
  overflow: scroll;
}
@media (min-width: 768px) {
  .modal-dialog {
    width: 600px;
    margin: 30px auto;
  }
  .modal-content {
    -webkit-box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
    box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
  }
  .modal-sm {
    width: 300px;
  }
}
@media (min-width: 992px) {
  .modal-lg {
    width: 900px;
  }
}
.tooltip {
  position: absolute;
  z-index: 1070;
  display: block;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-style: normal;
  font-weight: normal;
  letter-spacing: normal;
  line-break: auto;
  line-height: 1.42857143;
  text-align: left;
  text-align: start;
  text-decoration: none;
  text-shadow: none;
  text-transform: none;
  white-space: normal;
  word-break: normal;
  word-spacing: normal;
  word-wrap: normal;
  font-size: 12px;
  opacity: 0;
  filter: alpha(opacity=0);
}
.tooltip.in {
  opacity: 0.9;
  filter: alpha(opacity=90);
}
.tooltip.top {
  margin-top: -3px;
  padding: 5px 0;
}
.tooltip.right {
  margin-left: 3px;
  padding: 0 5px;
}
.tooltip.bottom {
  margin-top: 3px;
  padding: 5px 0;
}
.tooltip.left {
  margin-left: -3px;
  padding: 0 5px;
}
.tooltip-inner {
  max-width: 200px;
  padding: 3px 8px;
  color: #fff;
  text-align: center;
  background-color: #000;
  border-radius: 2px;
}
.tooltip-arrow {
  position: absolute;
  width: 0;
  height: 0;
  border-color: transparent;
  border-style: solid;
}
.tooltip.top .tooltip-arrow {
  bottom: 0;
  left: 50%;
  margin-left: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.top-left .tooltip-arrow {
  bottom: 0;
  right: 5px;
  margin-bottom: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.top-right .tooltip-arrow {
  bottom: 0;
  left: 5px;
  margin-bottom: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.right .tooltip-arrow {
  top: 50%;
  left: 0;
  margin-top: -5px;
  border-width: 5px 5px 5px 0;
  border-right-color: #000;
}
.tooltip.left .tooltip-arrow {
  top: 50%;
  right: 0;
  margin-top: -5px;
  border-width: 5px 0 5px 5px;
  border-left-color: #000;
}
.tooltip.bottom .tooltip-arrow {
  top: 0;
  left: 50%;
  margin-left: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.tooltip.bottom-left .tooltip-arrow {
  top: 0;
  right: 5px;
  margin-top: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.tooltip.bottom-right .tooltip-arrow {
  top: 0;
  left: 5px;
  margin-top: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.popover {
  position: absolute;
  top: 0;
  left: 0;
  z-index: 1060;
  display: none;
  max-width: 276px;
  padding: 1px;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-style: normal;
  font-weight: normal;
  letter-spacing: normal;
  line-break: auto;
  line-height: 1.42857143;
  text-align: left;
  text-align: start;
  text-decoration: none;
  text-shadow: none;
  text-transform: none;
  white-space: normal;
  word-break: normal;
  word-spacing: normal;
  word-wrap: normal;
  font-size: 13px;
  background-color: #fff;
  background-clip: padding-box;
  border: 1px solid #ccc;
  border: 1px solid rgba(0, 0, 0, 0.2);
  border-radius: 3px;
  -webkit-box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
  box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
}
.popover.top {
  margin-top: -10px;
}
.popover.right {
  margin-left: 10px;
}
.popover.bottom {
  margin-top: 10px;
}
.popover.left {
  margin-left: -10px;
}
.popover-title {
  margin: 0;
  padding: 8px 14px;
  font-size: 13px;
  background-color: #f7f7f7;
  border-bottom: 1px solid #ebebeb;
  border-radius: 2px 2px 0 0;
}
.popover-content {
  padding: 9px 14px;
}
.popover > .arrow,
.popover > .arrow:after {
  position: absolute;
  display: block;
  width: 0;
  height: 0;
  border-color: transparent;
  border-style: solid;
}
.popover > .arrow {
  border-width: 11px;
}
.popover > .arrow:after {
  border-width: 10px;
  content: "";
}
.popover.top > .arrow {
  left: 50%;
  margin-left: -11px;
  border-bottom-width: 0;
  border-top-color: #999999;
  border-top-color: rgba(0, 0, 0, 0.25);
  bottom: -11px;
}
.popover.top > .arrow:after {
  content: " ";
  bottom: 1px;
  margin-left: -10px;
  border-bottom-width: 0;
  border-top-color: #fff;
}
.popover.right > .arrow {
  top: 50%;
  left: -11px;
  margin-top: -11px;
  border-left-width: 0;
  border-right-color: #999999;
  border-right-color: rgba(0, 0, 0, 0.25);
}
.popover.right > .arrow:after {
  content: " ";
  left: 1px;
  bottom: -10px;
  border-left-width: 0;
  border-right-color: #fff;
}
.popover.bottom > .arrow {
  left: 50%;
  margin-left: -11px;
  border-top-width: 0;
  border-bottom-color: #999999;
  border-bottom-color: rgba(0, 0, 0, 0.25);
  top: -11px;
}
.popover.bottom > .arrow:after {
  content: " ";
  top: 1px;
  margin-left: -10px;
  border-top-width: 0;
  border-bottom-color: #fff;
}
.popover.left > .arrow {
  top: 50%;
  right: -11px;
  margin-top: -11px;
  border-right-width: 0;
  border-left-color: #999999;
  border-left-color: rgba(0, 0, 0, 0.25);
}
.popover.left > .arrow:after {
  content: " ";
  right: 1px;
  border-right-width: 0;
  border-left-color: #fff;
  bottom: -10px;
}
.carousel {
  position: relative;
}
.carousel-inner {
  position: relative;
  overflow: hidden;
  width: 100%;
}
.carousel-inner > .item {
  display: none;
  position: relative;
  -webkit-transition: 0.6s ease-in-out left;
  -o-transition: 0.6s ease-in-out left;
  transition: 0.6s ease-in-out left;
}
.carousel-inner > .item > img,
.carousel-inner > .item > a > img {
  line-height: 1;
}
@media all and (transform-3d), (-webkit-transform-3d) {
  .carousel-inner > .item {
    -webkit-transition: -webkit-transform 0.6s ease-in-out;
    -moz-transition: -moz-transform 0.6s ease-in-out;
    -o-transition: -o-transform 0.6s ease-in-out;
    transition: transform 0.6s ease-in-out;
    -webkit-backface-visibility: hidden;
    -moz-backface-visibility: hidden;
    backface-visibility: hidden;
    -webkit-perspective: 1000px;
    -moz-perspective: 1000px;
    perspective: 1000px;
  }
  .carousel-inner > .item.next,
  .carousel-inner > .item.active.right {
    -webkit-transform: translate3d(100%, 0, 0);
    transform: translate3d(100%, 0, 0);
    left: 0;
  }
  .carousel-inner > .item.prev,
  .carousel-inner > .item.active.left {
    -webkit-transform: translate3d(-100%, 0, 0);
    transform: translate3d(-100%, 0, 0);
    left: 0;
  }
  .carousel-inner > .item.next.left,
  .carousel-inner > .item.prev.right,
  .carousel-inner > .item.active {
    -webkit-transform: translate3d(0, 0, 0);
    transform: translate3d(0, 0, 0);
    left: 0;
  }
}
.carousel-inner > .active,
.carousel-inner > .next,
.carousel-inner > .prev {
  display: block;
}
.carousel-inner > .active {
  left: 0;
}
.carousel-inner > .next,
.carousel-inner > .prev {
  position: absolute;
  top: 0;
  width: 100%;
}
.carousel-inner > .next {
  left: 100%;
}
.carousel-inner > .prev {
  left: -100%;
}
.carousel-inner > .next.left,
.carousel-inner > .prev.right {
  left: 0;
}
.carousel-inner > .active.left {
  left: -100%;
}
.carousel-inner > .active.right {
  left: 100%;
}
.carousel-control {
  position: absolute;
  top: 0;
  left: 0;
  bottom: 0;
  width: 15%;
  opacity: 0.5;
  filter: alpha(opacity=50);
  font-size: 20px;
  color: #fff;
  text-align: center;
  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
  background-color: rgba(0, 0, 0, 0);
}
.carousel-control.left {
  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-repeat: repeat-x;
  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#80000000', endColorstr='#00000000', GradientType=1);
}
.carousel-control.right {
  left: auto;
  right: 0;
  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-repeat: repeat-x;
  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#00000000', endColorstr='#80000000', GradientType=1);
}
.carousel-control:hover,
.carousel-control:focus {
  outline: 0;
  color: #fff;
  text-decoration: none;
  opacity: 0.9;
  filter: alpha(opacity=90);
}
.carousel-control .icon-prev,
.carousel-control .icon-next,
.carousel-control .glyphicon-chevron-left,
.carousel-control .glyphicon-chevron-right {
  position: absolute;
  top: 50%;
  margin-top: -10px;
  z-index: 5;
  display: inline-block;
}
.carousel-control .icon-prev,
.carousel-control .glyphicon-chevron-left {
  left: 50%;
  margin-left: -10px;
}
.carousel-control .icon-next,
.carousel-control .glyphicon-chevron-right {
  right: 50%;
  margin-right: -10px;
}
.carousel-control .icon-prev,
.carousel-control .icon-next {
  width: 20px;
  height: 20px;
  line-height: 1;
  font-family: serif;
}
.carousel-control .icon-prev:before {
  content: '\2039';
}
.carousel-control .icon-next:before {
  content: '\203a';
}
.carousel-indicators {
  position: absolute;
  bottom: 10px;
  left: 50%;
  z-index: 15;
  width: 60%;
  margin-left: -30%;
  padding-left: 0;
  list-style: none;
  text-align: center;
}
.carousel-indicators li {
  display: inline-block;
  width: 10px;
  height: 10px;
  margin: 1px;
  text-indent: -999px;
  border: 1px solid #fff;
  border-radius: 10px;
  cursor: pointer;
  background-color: #000 \9;
  background-color: rgba(0, 0, 0, 0);
}
.carousel-indicators .active {
  margin: 0;
  width: 12px;
  height: 12px;
  background-color: #fff;
}
.carousel-caption {
  position: absolute;
  left: 15%;
  right: 15%;
  bottom: 20px;
  z-index: 10;
  padding-top: 20px;
  padding-bottom: 20px;
  color: #fff;
  text-align: center;
  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
}
.carousel-caption .btn {
  text-shadow: none;
}
@media screen and (min-width: 768px) {
  .carousel-control .glyphicon-chevron-left,
  .carousel-control .glyphicon-chevron-right,
  .carousel-control .icon-prev,
  .carousel-control .icon-next {
    width: 30px;
    height: 30px;
    margin-top: -10px;
    font-size: 30px;
  }
  .carousel-control .glyphicon-chevron-left,
  .carousel-control .icon-prev {
    margin-left: -10px;
  }
  .carousel-control .glyphicon-chevron-right,
  .carousel-control .icon-next {
    margin-right: -10px;
  }
  .carousel-caption {
    left: 20%;
    right: 20%;
    padding-bottom: 30px;
  }
  .carousel-indicators {
    bottom: 20px;
  }
}
.clearfix:before,
.clearfix:after,
.dl-horizontal dd:before,
.dl-horizontal dd:after,
.container:before,
.container:after,
.container-fluid:before,
.container-fluid:after,
.row:before,
.row:after,
.form-horizontal .form-group:before,
.form-horizontal .form-group:after,
.btn-toolbar:before,
.btn-toolbar:after,
.btn-group-vertical > .btn-group:before,
.btn-group-vertical > .btn-group:after,
.nav:before,
.nav:after,
.navbar:before,
.navbar:after,
.navbar-header:before,
.navbar-header:after,
.navbar-collapse:before,
.navbar-collapse:after,
.pager:before,
.pager:after,
.panel-body:before,
.panel-body:after,
.modal-header:before,
.modal-header:after,
.modal-footer:before,
.modal-footer:after,
.item_buttons:before,
.item_buttons:after {
  content: " ";
  display: table;
}
.clearfix:after,
.dl-horizontal dd:after,
.container:after,
.container-fluid:after,
.row:after,
.form-horizontal .form-group:after,
.btn-toolbar:after,
.btn-group-vertical > .btn-group:after,
.nav:after,
.navbar:after,
.navbar-header:after,
.navbar-collapse:after,
.pager:after,
.panel-body:after,
.modal-header:after,
.modal-footer:after,
.item_buttons:after {
  clear: both;
}
.center-block {
  display: block;
  margin-left: auto;
  margin-right: auto;
}
.pull-right {
  float: right !important;
}
.pull-left {
  float: left !important;
}
.hide {
  display: none !important;
}
.show {
  display: block !important;
}
.invisible {
  visibility: hidden;
}
.text-hide {
  font: 0/0 a;
  color: transparent;
  text-shadow: none;
  background-color: transparent;
  border: 0;
}
.hidden {
  display: none !important;
}
.affix {
  position: fixed;
}
@-ms-viewport {
  width: device-width;
}
.visible-xs,
.visible-sm,
.visible-md,
.visible-lg {
  display: none !important;
}
.visible-xs-block,
.visible-xs-inline,
.visible-xs-inline-block,
.visible-sm-block,
.visible-sm-inline,
.visible-sm-inline-block,
.visible-md-block,
.visible-md-inline,
.visible-md-inline-block,
.visible-lg-block,
.visible-lg-inline,
.visible-lg-inline-block {
  display: none !important;
}
@media (max-width: 767px) {
  .visible-xs {
    display: block !important;
  }
  table.visible-xs {
    display: table !important;
  }
  tr.visible-xs {
    display: table-row !important;
  }
  th.visible-xs,
  td.visible-xs {
    display: table-cell !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-block {
    display: block !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-inline {
    display: inline !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm {
    display: block !important;
  }
  table.visible-sm {
    display: table !important;
  }
  tr.visible-sm {
    display: table-row !important;
  }
  th.visible-sm,
  td.visible-sm {
    display: table-cell !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-block {
    display: block !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-inline {
    display: inline !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md {
    display: block !important;
  }
  table.visible-md {
    display: table !important;
  }
  tr.visible-md {
    display: table-row !important;
  }
  th.visible-md,
  td.visible-md {
    display: table-cell !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-block {
    display: block !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-inline {
    display: inline !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg {
    display: block !important;
  }
  table.visible-lg {
    display: table !important;
  }
  tr.visible-lg {
    display: table-row !important;
  }
  th.visible-lg,
  td.visible-lg {
    display: table-cell !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-block {
    display: block !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-inline {
    display: inline !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-inline-block {
    display: inline-block !important;
  }
}
@media (max-width: 767px) {
  .hidden-xs {
    display: none !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .hidden-sm {
    display: none !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .hidden-md {
    display: none !important;
  }
}
@media (min-width: 1200px) {
  .hidden-lg {
    display: none !important;
  }
}
.visible-print {
  display: none !important;
}
@media print {
  .visible-print {
    display: block !important;
  }
  table.visible-print {
    display: table !important;
  }
  tr.visible-print {
    display: table-row !important;
  }
  th.visible-print,
  td.visible-print {
    display: table-cell !important;
  }
}
.visible-print-block {
  display: none !important;
}
@media print {
  .visible-print-block {
    display: block !important;
  }
}
.visible-print-inline {
  display: none !important;
}
@media print {
  .visible-print-inline {
    display: inline !important;
  }
}
.visible-print-inline-block {
  display: none !important;
}
@media print {
  .visible-print-inline-block {
    display: inline-block !important;
  }
}
@media print {
  .hidden-print {
    display: none !important;
  }
}
/*!
*
* 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)
 */
/* FONT PATH
 * -------------------------- */
@font-face {
  font-family: 'FontAwesome';
  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?v=4.7.0');
  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?#iefix&v=4.7.0') format('embedded-opentype'), url('../components/font-awesome/fonts/fontawesome-webfont.woff2?v=4.7.0') format('woff2'), url('../components/font-awesome/fonts/fontawesome-webfont.woff?v=4.7.0') format('woff'), url('../components/font-awesome/fonts/fontawesome-webfont.ttf?v=4.7.0') format('truetype'), url('../components/font-awesome/fonts/fontawesome-webfont.svg?v=4.7.0#fontawesomeregular') format('svg');
  font-weight: normal;
  font-style: normal;
}
.fa {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
}
/* makes the font 33% larger relative to the icon container */
.fa-lg {
  font-size: 1.33333333em;
  line-height: 0.75em;
  vertical-align: -15%;
}
.fa-2x {
  font-size: 2em;
}
.fa-3x {
  font-size: 3em;
}
.fa-4x {
  font-size: 4em;
}
.fa-5x {
  font-size: 5em;
}
.fa-fw {
  width: 1.28571429em;
  text-align: center;
}
.fa-ul {
  padding-left: 0;
  margin-left: 2.14285714em;
  list-style-type: none;
}
.fa-ul > li {
  position: relative;
}
.fa-li {
  position: absolute;
  left: -2.14285714em;
  width: 2.14285714em;
  top: 0.14285714em;
  text-align: center;
}
.fa-li.fa-lg {
  left: -1.85714286em;
}
.fa-border {
  padding: .2em .25em .15em;
  border: solid 0.08em #eee;
  border-radius: .1em;
}
.fa-pull-left {
  float: left;
}
.fa-pull-right {
  float: right;
}
.fa.fa-pull-left {
  margin-right: .3em;
}
.fa.fa-pull-right {
  margin-left: .3em;
}
/* Deprecated as of 4.4.0 */
.pull-right {
  float: right;
}
.pull-left {
  float: left;
}
.fa.pull-left {
  margin-right: .3em;
}
.fa.pull-right {
  margin-left: .3em;
}
.fa-spin {
  -webkit-animation: fa-spin 2s infinite linear;
  animation: fa-spin 2s infinite linear;
}
.fa-pulse {
  -webkit-animation: fa-spin 1s infinite steps(8);
  animation: fa-spin 1s infinite steps(8);
}
@-webkit-keyframes fa-spin {
  0% {
    -webkit-transform: rotate(0deg);
    transform: rotate(0deg);
  }
  100% {
    -webkit-transform: rotate(359deg);
    transform: rotate(359deg);
  }
}
@keyframes fa-spin {
  0% {
    -webkit-transform: rotate(0deg);
    transform: rotate(0deg);
  }
  100% {
    -webkit-transform: rotate(359deg);
    transform: rotate(359deg);
  }
}
.fa-rotate-90 {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=1)";
  -webkit-transform: rotate(90deg);
  -ms-transform: rotate(90deg);
  transform: rotate(90deg);
}
.fa-rotate-180 {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=2)";
  -webkit-transform: rotate(180deg);
  -ms-transform: rotate(180deg);
  transform: rotate(180deg);
}
.fa-rotate-270 {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=3)";
  -webkit-transform: rotate(270deg);
  -ms-transform: rotate(270deg);
  transform: rotate(270deg);
}
.fa-flip-horizontal {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=0, mirror=1)";
  -webkit-transform: scale(-1, 1);
  -ms-transform: scale(-1, 1);
  transform: scale(-1, 1);
}
.fa-flip-vertical {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=2, mirror=1)";
  -webkit-transform: scale(1, -1);
  -ms-transform: scale(1, -1);
  transform: scale(1, -1);
}
:root .fa-rotate-90,
:root .fa-rotate-180,
:root .fa-rotate-270,
:root .fa-flip-horizontal,
:root .fa-flip-vertical {
  filter: none;
}
.fa-stack {
  position: relative;
  display: inline-block;
  width: 2em;
  height: 2em;
  line-height: 2em;
  vertical-align: middle;
}
.fa-stack-1x,
.fa-stack-2x {
  position: absolute;
  left: 0;
  width: 100%;
  text-align: center;
}
.fa-stack-1x {
  line-height: inherit;
}
.fa-stack-2x {
  font-size: 2em;
}
.fa-inverse {
  color: #fff;
}
/* Font Awesome uses the Unicode Private Use Area (PUA) to ensure screen
   readers do not read off random characters that represent icons */
.fa-glass:before {
  content: "\f000";
}
.fa-music:before {
  content: "\f001";
}
.fa-search:before {
  content: "\f002";
}
.fa-envelope-o:before {
  content: "\f003";
}
.fa-heart:before {
  content: "\f004";
}
.fa-star:before {
  content: "\f005";
}
.fa-star-o:before {
  content: "\f006";
}
.fa-user:before {
  content: "\f007";
}
.fa-film:before {
  content: "\f008";
}
.fa-th-large:before {
  content: "\f009";
}
.fa-th:before {
  content: "\f00a";
}
.fa-th-list:before {
  content: "\f00b";
}
.fa-check:before {
  content: "\f00c";
}
.fa-remove:before,
.fa-close:before,
.fa-times:before {
  content: "\f00d";
}
.fa-search-plus:before {
  content: "\f00e";
}
.fa-search-minus:before {
  content: "\f010";
}
.fa-power-off:before {
  content: "\f011";
}
.fa-signal:before {
  content: "\f012";
}
.fa-gear:before,
.fa-cog:before {
  content: "\f013";
}
.fa-trash-o:before {
  content: "\f014";
}
.fa-home:before {
  content: "\f015";
}
.fa-file-o:before {
  content: "\f016";
}
.fa-clock-o:before {
  content: "\f017";
}
.fa-road:before {
  content: "\f018";
}
.fa-download:before {
  content: "\f019";
}
.fa-arrow-circle-o-down:before {
  content: "\f01a";
}
.fa-arrow-circle-o-up:before {
  content: "\f01b";
}
.fa-inbox:before {
  content: "\f01c";
}
.fa-play-circle-o:before {
  content: "\f01d";
}
.fa-rotate-right:before,
.fa-repeat:before {
  content: "\f01e";
}
.fa-refresh:before {
  content: "\f021";
}
.fa-list-alt:before {
  content: "\f022";
}
.fa-lock:before {
  content: "\f023";
}
.fa-flag:before {
  content: "\f024";
}
.fa-headphones:before {
  content: "\f025";
}
.fa-volume-off:before {
  content: "\f026";
}
.fa-volume-down:before {
  content: "\f027";
}
.fa-volume-up:before {
  content: "\f028";
}
.fa-qrcode:before {
  content: "\f029";
}
.fa-barcode:before {
  content: "\f02a";
}
.fa-tag:before {
  content: "\f02b";
}
.fa-tags:before {
  content: "\f02c";
}
.fa-book:before {
  content: "\f02d";
}
.fa-bookmark:before {
  content: "\f02e";
}
.fa-print:before {
  content: "\f02f";
}
.fa-camera:before {
  content: "\f030";
}
.fa-font:before {
  content: "\f031";
}
.fa-bold:before {
  content: "\f032";
}
.fa-italic:before {
  content: "\f033";
}
.fa-text-height:before {
  content: "\f034";
}
.fa-text-width:before {
  content: "\f035";
}
.fa-align-left:before {
  content: "\f036";
}
.fa-align-center:before {
  content: "\f037";
}
.fa-align-right:before {
  content: "\f038";
}
.fa-align-justify:before {
  content: "\f039";
}
.fa-list:before {
  content: "\f03a";
}
.fa-dedent:before,
.fa-outdent:before {
  content: "\f03b";
}
.fa-indent:before {
  content: "\f03c";
}
.fa-video-camera:before {
  content: "\f03d";
}
.fa-photo:before,
.fa-image:before,
.fa-picture-o:before {
  content: "\f03e";
}
.fa-pencil:before {
  content: "\f040";
}
.fa-map-marker:before {
  content: "\f041";
}
.fa-adjust:before {
  content: "\f042";
}
.fa-tint:before {
  content: "\f043";
}
.fa-edit:before,
.fa-pencil-square-o:before {
  content: "\f044";
}
.fa-share-square-o:before {
  content: "\f045";
}
.fa-check-square-o:before {
  content: "\f046";
}
.fa-arrows:before {
  content: "\f047";
}
.fa-step-backward:before {
  content: "\f048";
}
.fa-fast-backward:before {
  content: "\f049";
}
.fa-backward:before {
  content: "\f04a";
}
.fa-play:before {
  content: "\f04b";
}
.fa-pause:before {
  content: "\f04c";
}
.fa-stop:before {
  content: "\f04d";
}
.fa-forward:before {
  content: "\f04e";
}
.fa-fast-forward:before {
  content: "\f050";
}
.fa-step-forward:before {
  content: "\f051";
}
.fa-eject:before {
  content: "\f052";
}
.fa-chevron-left:before {
  content: "\f053";
}
.fa-chevron-right:before {
  content: "\f054";
}
.fa-plus-circle:before {
  content: "\f055";
}
.fa-minus-circle:before {
  content: "\f056";
}
.fa-times-circle:before {
  content: "\f057";
}
.fa-check-circle:before {
  content: "\f058";
}
.fa-question-circle:before {
  content: "\f059";
}
.fa-info-circle:before {
  content: "\f05a";
}
.fa-crosshairs:before {
  content: "\f05b";
}
.fa-times-circle-o:before {
  content: "\f05c";
}
.fa-check-circle-o:before {
  content: "\f05d";
}
.fa-ban:before {
  content: "\f05e";
}
.fa-arrow-left:before {
  content: "\f060";
}
.fa-arrow-right:before {
  content: "\f061";
}
.fa-arrow-up:before {
  content: "\f062";
}
.fa-arrow-down:before {
  content: "\f063";
}
.fa-mail-forward:before,
.fa-share:before {
  content: "\f064";
}
.fa-expand:before {
  content: "\f065";
}
.fa-compress:before {
  content: "\f066";
}
.fa-plus:before {
  content: "\f067";
}
.fa-minus:before {
  content: "\f068";
}
.fa-asterisk:before {
  content: "\f069";
}
.fa-exclamation-circle:before {
  content: "\f06a";
}
.fa-gift:before {
  content: "\f06b";
}
.fa-leaf:before {
  content: "\f06c";
}
.fa-fire:before {
  content: "\f06d";
}
.fa-eye:before {
  content: "\f06e";
}
.fa-eye-slash:before {
  content: "\f070";
}
.fa-warning:before,
.fa-exclamation-triangle:before {
  content: "\f071";
}
.fa-plane:before {
  content: "\f072";
}
.fa-calendar:before {
  content: "\f073";
}
.fa-random:before {
  content: "\f074";
}
.fa-comment:before {
  content: "\f075";
}
.fa-magnet:before {
  content: "\f076";
}
.fa-chevron-up:before {
  content: "\f077";
}
.fa-chevron-down:before {
  content: "\f078";
}
.fa-retweet:before {
  content: "\f079";
}
.fa-shopping-cart:before {
  content: "\f07a";
}
.fa-folder:before {
  content: "\f07b";
}
.fa-folder-open:before {
  content: "\f07c";
}
.fa-arrows-v:before {
  content: "\f07d";
}
.fa-arrows-h:before {
  content: "\f07e";
}
.fa-bar-chart-o:before,
.fa-bar-chart:before {
  content: "\f080";
}
.fa-twitter-square:before {
  content: "\f081";
}
.fa-facebook-square:before {
  content: "\f082";
}
.fa-camera-retro:before {
  content: "\f083";
}
.fa-key:before {
  content: "\f084";
}
.fa-gears:before,
.fa-cogs:before {
  content: "\f085";
}
.fa-comments:before {
  content: "\f086";
}
.fa-thumbs-o-up:before {
  content: "\f087";
}
.fa-thumbs-o-down:before {
  content: "\f088";
}
.fa-star-half:before {
  content: "\f089";
}
.fa-heart-o:before {
  content: "\f08a";
}
.fa-sign-out:before {
  content: "\f08b";
}
.fa-linkedin-square:before {
  content: "\f08c";
}
.fa-thumb-tack:before {
  content: "\f08d";
}
.fa-external-link:before {
  content: "\f08e";
}
.fa-sign-in:before {
  content: "\f090";
}
.fa-trophy:before {
  content: "\f091";
}
.fa-github-square:before {
  content: "\f092";
}
.fa-upload:before {
  content: "\f093";
}
.fa-lemon-o:before {
  content: "\f094";
}
.fa-phone:before {
  content: "\f095";
}
.fa-square-o:before {
  content: "\f096";
}
.fa-bookmark-o:before {
  content: "\f097";
}
.fa-phone-square:before {
  content: "\f098";
}
.fa-twitter:before {
  content: "\f099";
}
.fa-facebook-f:before,
.fa-facebook:before {
  content: "\f09a";
}
.fa-github:before {
  content: "\f09b";
}
.fa-unlock:before {
  content: "\f09c";
}
.fa-credit-card:before {
  content: "\f09d";
}
.fa-feed:before,
.fa-rss:before {
  content: "\f09e";
}
.fa-hdd-o:before {
  content: "\f0a0";
}
.fa-bullhorn:before {
  content: "\f0a1";
}
.fa-bell:before {
  content: "\f0f3";
}
.fa-certificate:before {
  content: "\f0a3";
}
.fa-hand-o-right:before {
  content: "\f0a4";
}
.fa-hand-o-left:before {
  content: "\f0a5";
}
.fa-hand-o-up:before {
  content: "\f0a6";
}
.fa-hand-o-down:before {
  content: "\f0a7";
}
.fa-arrow-circle-left:before {
  content: "\f0a8";
}
.fa-arrow-circle-right:before {
  content: "\f0a9";
}
.fa-arrow-circle-up:before {
  content: "\f0aa";
}
.fa-arrow-circle-down:before {
  content: "\f0ab";
}
.fa-globe:before {
  content: "\f0ac";
}
.fa-wrench:before {
  content: "\f0ad";
}
.fa-tasks:before {
  content: "\f0ae";
}
.fa-filter:before {
  content: "\f0b0";
}
.fa-briefcase:before {
  content: "\f0b1";
}
.fa-arrows-alt:before {
  content: "\f0b2";
}
.fa-group:before,
.fa-users:before {
  content: "\f0c0";
}
.fa-chain:before,
.fa-link:before {
  content: "\f0c1";
}
.fa-cloud:before {
  content: "\f0c2";
}
.fa-flask:before {
  content: "\f0c3";
}
.fa-cut:before,
.fa-scissors:before {
  content: "\f0c4";
}
.fa-copy:before,
.fa-files-o:before {
  content: "\f0c5";
}
.fa-paperclip:before {
  content: "\f0c6";
}
.fa-save:before,
.fa-floppy-o:before {
  content: "\f0c7";
}
.fa-square:before {
  content: "\f0c8";
}
.fa-navicon:before,
.fa-reorder:before,
.fa-bars:before {
  content: "\f0c9";
}
.fa-list-ul:before {
  content: "\f0ca";
}
.fa-list-ol:before {
  content: "\f0cb";
}
.fa-strikethrough:before {
  content: "\f0cc";
}
.fa-underline:before {
  content: "\f0cd";
}
.fa-table:before {
  content: "\f0ce";
}
.fa-magic:before {
  content: "\f0d0";
}
.fa-truck:before {
  content: "\f0d1";
}
.fa-pinterest:before {
  content: "\f0d2";
}
.fa-pinterest-square:before {
  content: "\f0d3";
}
.fa-google-plus-square:before {
  content: "\f0d4";
}
.fa-google-plus:before {
  content: "\f0d5";
}
.fa-money:before {
  content: "\f0d6";
}
.fa-caret-down:before {
  content: "\f0d7";
}
.fa-caret-up:before {
  content: "\f0d8";
}
.fa-caret-left:before {
  content: "\f0d9";
}
.fa-caret-right:before {
  content: "\f0da";
}
.fa-columns:before {
  content: "\f0db";
}
.fa-unsorted:before,
.fa-sort:before {
  content: "\f0dc";
}
.fa-sort-down:before,
.fa-sort-desc:before {
  content: "\f0dd";
}
.fa-sort-up:before,
.fa-sort-asc:before {
  content: "\f0de";
}
.fa-envelope:before {
  content: "\f0e0";
}
.fa-linkedin:before {
  content: "\f0e1";
}
.fa-rotate-left:before,
.fa-undo:before {
  content: "\f0e2";
}
.fa-legal:before,
.fa-gavel:before {
  content: "\f0e3";
}
.fa-dashboard:before,
.fa-tachometer:before {
  content: "\f0e4";
}
.fa-comment-o:before {
  content: "\f0e5";
}
.fa-comments-o:before {
  content: "\f0e6";
}
.fa-flash:before,
.fa-bolt:before {
  content: "\f0e7";
}
.fa-sitemap:before {
  content: "\f0e8";
}
.fa-umbrella:before {
  content: "\f0e9";
}
.fa-paste:before,
.fa-clipboard:before {
  content: "\f0ea";
}
.fa-lightbulb-o:before {
  content: "\f0eb";
}
.fa-exchange:before {
  content: "\f0ec";
}
.fa-cloud-download:before {
  content: "\f0ed";
}
.fa-cloud-upload:before {
  content: "\f0ee";
}
.fa-user-md:before {
  content: "\f0f0";
}
.fa-stethoscope:before {
  content: "\f0f1";
}
.fa-suitcase:before {
  content: "\f0f2";
}
.fa-bell-o:before {
  content: "\f0a2";
}
.fa-coffee:before {
  content: "\f0f4";
}
.fa-cutlery:before {
  content: "\f0f5";
}
.fa-file-text-o:before {
  content: "\f0f6";
}
.fa-building-o:before {
  content: "\f0f7";
}
.fa-hospital-o:before {
  content: "\f0f8";
}
.fa-ambulance:before {
  content: "\f0f9";
}
.fa-medkit:before {
  content: "\f0fa";
}
.fa-fighter-jet:before {
  content: "\f0fb";
}
.fa-beer:before {
  content: "\f0fc";
}
.fa-h-square:before {
  content: "\f0fd";
}
.fa-plus-square:before {
  content: "\f0fe";
}
.fa-angle-double-left:before {
  content: "\f100";
}
.fa-angle-double-right:before {
  content: "\f101";
}
.fa-angle-double-up:before {
  content: "\f102";
}
.fa-angle-double-down:before {
  content: "\f103";
}
.fa-angle-left:before {
  content: "\f104";
}
.fa-angle-right:before {
  content: "\f105";
}
.fa-angle-up:before {
  content: "\f106";
}
.fa-angle-down:before {
  content: "\f107";
}
.fa-desktop:before {
  content: "\f108";
}
.fa-laptop:before {
  content: "\f109";
}
.fa-tablet:before {
  content: "\f10a";
}
.fa-mobile-phone:before,
.fa-mobile:before {
  content: "\f10b";
}
.fa-circle-o:before {
  content: "\f10c";
}
.fa-quote-left:before {
  content: "\f10d";
}
.fa-quote-right:before {
  content: "\f10e";
}
.fa-spinner:before {
  content: "\f110";
}
.fa-circle:before {
  content: "\f111";
}
.fa-mail-reply:before,
.fa-reply:before {
  content: "\f112";
}
.fa-github-alt:before {
  content: "\f113";
}
.fa-folder-o:before {
  content: "\f114";
}
.fa-folder-open-o:before {
  content: "\f115";
}
.fa-smile-o:before {
  content: "\f118";
}
.fa-frown-o:before {
  content: "\f119";
}
.fa-meh-o:before {
  content: "\f11a";
}
.fa-gamepad:before {
  content: "\f11b";
}
.fa-keyboard-o:before {
  content: "\f11c";
}
.fa-flag-o:before {
  content: "\f11d";
}
.fa-flag-checkered:before {
  content: "\f11e";
}
.fa-terminal:before {
  content: "\f120";
}
.fa-code:before {
  content: "\f121";
}
.fa-mail-reply-all:before,
.fa-reply-all:before {
  content: "\f122";
}
.fa-star-half-empty:before,
.fa-star-half-full:before,
.fa-star-half-o:before {
  content: "\f123";
}
.fa-location-arrow:before {
  content: "\f124";
}
.fa-crop:before {
  content: "\f125";
}
.fa-code-fork:before {
  content: "\f126";
}
.fa-unlink:before,
.fa-chain-broken:before {
  content: "\f127";
}
.fa-question:before {
  content: "\f128";
}
.fa-info:before {
  content: "\f129";
}
.fa-exclamation:before {
  content: "\f12a";
}
.fa-superscript:before {
  content: "\f12b";
}
.fa-subscript:before {
  content: "\f12c";
}
.fa-eraser:before {
  content: "\f12d";
}
.fa-puzzle-piece:before {
  content: "\f12e";
}
.fa-microphone:before {
  content: "\f130";
}
.fa-microphone-slash:before {
  content: "\f131";
}
.fa-shield:before {
  content: "\f132";
}
.fa-calendar-o:before {
  content: "\f133";
}
.fa-fire-extinguisher:before {
  content: "\f134";
}
.fa-rocket:before {
  content: "\f135";
}
.fa-maxcdn:before {
  content: "\f136";
}
.fa-chevron-circle-left:before {
  content: "\f137";
}
.fa-chevron-circle-right:before {
  content: "\f138";
}
.fa-chevron-circle-up:before {
  content: "\f139";
}
.fa-chevron-circle-down:before {
  content: "\f13a";
}
.fa-html5:before {
  content: "\f13b";
}
.fa-css3:before {
  content: "\f13c";
}
.fa-anchor:before {
  content: "\f13d";
}
.fa-unlock-alt:before {
  content: "\f13e";
}
.fa-bullseye:before {
  content: "\f140";
}
.fa-ellipsis-h:before {
  content: "\f141";
}
.fa-ellipsis-v:before {
  content: "\f142";
}
.fa-rss-square:before {
  content: "\f143";
}
.fa-play-circle:before {
  content: "\f144";
}
.fa-ticket:before {
  content: "\f145";
}
.fa-minus-square:before {
  content: "\f146";
}
.fa-minus-square-o:before {
  content: "\f147";
}
.fa-level-up:before {
  content: "\f148";
}
.fa-level-down:before {
  content: "\f149";
}
.fa-check-square:before {
  content: "\f14a";
}
.fa-pencil-square:before {
  content: "\f14b";
}
.fa-external-link-square:before {
  content: "\f14c";
}
.fa-share-square:before {
  content: "\f14d";
}
.fa-compass:before {
  content: "\f14e";
}
.fa-toggle-down:before,
.fa-caret-square-o-down:before {
  content: "\f150";
}
.fa-toggle-up:before,
.fa-caret-square-o-up:before {
  content: "\f151";
}
.fa-toggle-right:before,
.fa-caret-square-o-right:before {
  content: "\f152";
}
.fa-euro:before,
.fa-eur:before {
  content: "\f153";
}
.fa-gbp:before {
  content: "\f154";
}
.fa-dollar:before,
.fa-usd:before {
  content: "\f155";
}
.fa-rupee:before,
.fa-inr:before {
  content: "\f156";
}
.fa-cny:before,
.fa-rmb:before,
.fa-yen:before,
.fa-jpy:before {
  content: "\f157";
}
.fa-ruble:before,
.fa-rouble:before,
.fa-rub:before {
  content: "\f158";
}
.fa-won:before,
.fa-krw:before {
  content: "\f159";
}
.fa-bitcoin:before,
.fa-btc:before {
  content: "\f15a";
}
.fa-file:before {
  content: "\f15b";
}
.fa-file-text:before {
  content: "\f15c";
}
.fa-sort-alpha-asc:before {
  content: "\f15d";
}
.fa-sort-alpha-desc:before {
  content: "\f15e";
}
.fa-sort-amount-asc:before {
  content: "\f160";
}
.fa-sort-amount-desc:before {
  content: "\f161";
}
.fa-sort-numeric-asc:before {
  content: "\f162";
}
.fa-sort-numeric-desc:before {
  content: "\f163";
}
.fa-thumbs-up:before {
  content: "\f164";
}
.fa-thumbs-down:before {
  content: "\f165";
}
.fa-youtube-square:before {
  content: "\f166";
}
.fa-youtube:before {
  content: "\f167";
}
.fa-xing:before {
  content: "\f168";
}
.fa-xing-square:before {
  content: "\f169";
}
.fa-youtube-play:before {
  content: "\f16a";
}
.fa-dropbox:before {
  content: "\f16b";
}
.fa-stack-overflow:before {
  content: "\f16c";
}
.fa-instagram:before {
  content: "\f16d";
}
.fa-flickr:before {
  content: "\f16e";
}
.fa-adn:before {
  content: "\f170";
}
.fa-bitbucket:before {
  content: "\f171";
}
.fa-bitbucket-square:before {
  content: "\f172";
}
.fa-tumblr:before {
  content: "\f173";
}
.fa-tumblr-square:before {
  content: "\f174";
}
.fa-long-arrow-down:before {
  content: "\f175";
}
.fa-long-arrow-up:before {
  content: "\f176";
}
.fa-long-arrow-left:before {
  content: "\f177";
}
.fa-long-arrow-right:before {
  content: "\f178";
}
.fa-apple:before {
  content: "\f179";
}
.fa-windows:before {
  content: "\f17a";
}
.fa-android:before {
  content: "\f17b";
}
.fa-linux:before {
  content: "\f17c";
}
.fa-dribbble:before {
  content: "\f17d";
}
.fa-skype:before {
  content: "\f17e";
}
.fa-foursquare:before {
  content: "\f180";
}
.fa-trello:before {
  content: "\f181";
}
.fa-female:before {
  content: "\f182";
}
.fa-male:before {
  content: "\f183";
}
.fa-gittip:before,
.fa-gratipay:before {
  content: "\f184";
}
.fa-sun-o:before {
  content: "\f185";
}
.fa-moon-o:before {
  content: "\f186";
}
.fa-archive:before {
  content: "\f187";
}
.fa-bug:before {
  content: "\f188";
}
.fa-vk:before {
  content: "\f189";
}
.fa-weibo:before {
  content: "\f18a";
}
.fa-renren:before {
  content: "\f18b";
}
.fa-pagelines:before {
  content: "\f18c";
}
.fa-stack-exchange:before {
  content: "\f18d";
}
.fa-arrow-circle-o-right:before {
  content: "\f18e";
}
.fa-arrow-circle-o-left:before {
  content: "\f190";
}
.fa-toggle-left:before,
.fa-caret-square-o-left:before {
  content: "\f191";
}
.fa-dot-circle-o:before {
  content: "\f192";
}
.fa-wheelchair:before {
  content: "\f193";
}
.fa-vimeo-square:before {
  content: "\f194";
}
.fa-turkish-lira:before,
.fa-try:before {
  content: "\f195";
}
.fa-plus-square-o:before {
  content: "\f196";
}
.fa-space-shuttle:before {
  content: "\f197";
}
.fa-slack:before {
  content: "\f198";
}
.fa-envelope-square:before {
  content: "\f199";
}
.fa-wordpress:before {
  content: "\f19a";
}
.fa-openid:before {
  content: "\f19b";
}
.fa-institution:before,
.fa-bank:before,
.fa-university:before {
  content: "\f19c";
}
.fa-mortar-board:before,
.fa-graduation-cap:before {
  content: "\f19d";
}
.fa-yahoo:before {
  content: "\f19e";
}
.fa-google:before {
  content: "\f1a0";
}
.fa-reddit:before {
  content: "\f1a1";
}
.fa-reddit-square:before {
  content: "\f1a2";
}
.fa-stumbleupon-circle:before {
  content: "\f1a3";
}
.fa-stumbleupon:before {
  content: "\f1a4";
}
.fa-delicious:before {
  content: "\f1a5";
}
.fa-digg:before {
  content: "\f1a6";
}
.fa-pied-piper-pp:before {
  content: "\f1a7";
}
.fa-pied-piper-alt:before {
  content: "\f1a8";
}
.fa-drupal:before {
  content: "\f1a9";
}
.fa-joomla:before {
  content: "\f1aa";
}
.fa-language:before {
  content: "\f1ab";
}
.fa-fax:before {
  content: "\f1ac";
}
.fa-building:before {
  content: "\f1ad";
}
.fa-child:before {
  content: "\f1ae";
}
.fa-paw:before {
  content: "\f1b0";
}
.fa-spoon:before {
  content: "\f1b1";
}
.fa-cube:before {
  content: "\f1b2";
}
.fa-cubes:before {
  content: "\f1b3";
}
.fa-behance:before {
  content: "\f1b4";
}
.fa-behance-square:before {
  content: "\f1b5";
}
.fa-steam:before {
  content: "\f1b6";
}
.fa-steam-square:before {
  content: "\f1b7";
}
.fa-recycle:before {
  content: "\f1b8";
}
.fa-automobile:before,
.fa-car:before {
  content: "\f1b9";
}
.fa-cab:before,
.fa-taxi:before {
  content: "\f1ba";
}
.fa-tree:before {
  content: "\f1bb";
}
.fa-spotify:before {
  content: "\f1bc";
}
.fa-deviantart:before {
  content: "\f1bd";
}
.fa-soundcloud:before {
  content: "\f1be";
}
.fa-database:before {
  content: "\f1c0";
}
.fa-file-pdf-o:before {
  content: "\f1c1";
}
.fa-file-word-o:before {
  content: "\f1c2";
}
.fa-file-excel-o:before {
  content: "\f1c3";
}
.fa-file-powerpoint-o:before {
  content: "\f1c4";
}
.fa-file-photo-o:before,
.fa-file-picture-o:before,
.fa-file-image-o:before {
  content: "\f1c5";
}
.fa-file-zip-o:before,
.fa-file-archive-o:before {
  content: "\f1c6";
}
.fa-file-sound-o:before,
.fa-file-audio-o:before {
  content: "\f1c7";
}
.fa-file-movie-o:before,
.fa-file-video-o:before {
  content: "\f1c8";
}
.fa-file-code-o:before {
  content: "\f1c9";
}
.fa-vine:before {
  content: "\f1ca";
}
.fa-codepen:before {
  content: "\f1cb";
}
.fa-jsfiddle:before {
  content: "\f1cc";
}
.fa-life-bouy:before,
.fa-life-buoy:before,
.fa-life-saver:before,
.fa-support:before,
.fa-life-ring:before {
  content: "\f1cd";
}
.fa-circle-o-notch:before {
  content: "\f1ce";
}
.fa-ra:before,
.fa-resistance:before,
.fa-rebel:before {
  content: "\f1d0";
}
.fa-ge:before,
.fa-empire:before {
  content: "\f1d1";
}
.fa-git-square:before {
  content: "\f1d2";
}
.fa-git:before {
  content: "\f1d3";
}
.fa-y-combinator-square:before,
.fa-yc-square:before,
.fa-hacker-news:before {
  content: "\f1d4";
}
.fa-tencent-weibo:before {
  content: "\f1d5";
}
.fa-qq:before {
  content: "\f1d6";
}
.fa-wechat:before,
.fa-weixin:before {
  content: "\f1d7";
}
.fa-send:before,
.fa-paper-plane:before {
  content: "\f1d8";
}
.fa-send-o:before,
.fa-paper-plane-o:before {
  content: "\f1d9";
}
.fa-history:before {
  content: "\f1da";
}
.fa-circle-thin:before {
  content: "\f1db";
}
.fa-header:before {
  content: "\f1dc";
}
.fa-paragraph:before {
  content: "\f1dd";
}
.fa-sliders:before {
  content: "\f1de";
}
.fa-share-alt:before {
  content: "\f1e0";
}
.fa-share-alt-square:before {
  content: "\f1e1";
}
.fa-bomb:before {
  content: "\f1e2";
}
.fa-soccer-ball-o:before,
.fa-futbol-o:before {
  content: "\f1e3";
}
.fa-tty:before {
  content: "\f1e4";
}
.fa-binoculars:before {
  content: "\f1e5";
}
.fa-plug:before {
  content: "\f1e6";
}
.fa-slideshare:before {
  content: "\f1e7";
}
.fa-twitch:before {
  content: "\f1e8";
}
.fa-yelp:before {
  content: "\f1e9";
}
.fa-newspaper-o:before {
  content: "\f1ea";
}
.fa-wifi:before {
  content: "\f1eb";
}
.fa-calculator:before {
  content: "\f1ec";
}
.fa-paypal:before {
  content: "\f1ed";
}
.fa-google-wallet:before {
  content: "\f1ee";
}
.fa-cc-visa:before {
  content: "\f1f0";
}
.fa-cc-mastercard:before {
  content: "\f1f1";
}
.fa-cc-discover:before {
  content: "\f1f2";
}
.fa-cc-amex:before {
  content: "\f1f3";
}
.fa-cc-paypal:before {
  content: "\f1f4";
}
.fa-cc-stripe:before {
  content: "\f1f5";
}
.fa-bell-slash:before {
  content: "\f1f6";
}
.fa-bell-slash-o:before {
  content: "\f1f7";
}
.fa-trash:before {
  content: "\f1f8";
}
.fa-copyright:before {
  content: "\f1f9";
}
.fa-at:before {
  content: "\f1fa";
}
.fa-eyedropper:before {
  content: "\f1fb";
}
.fa-paint-brush:before {
  content: "\f1fc";
}
.fa-birthday-cake:before {
  content: "\f1fd";
}
.fa-area-chart:before {
  content: "\f1fe";
}
.fa-pie-chart:before {
  content: "\f200";
}
.fa-line-chart:before {
  content: "\f201";
}
.fa-lastfm:before {
  content: "\f202";
}
.fa-lastfm-square:before {
  content: "\f203";
}
.fa-toggle-off:before {
  content: "\f204";
}
.fa-toggle-on:before {
  content: "\f205";
}
.fa-bicycle:before {
  content: "\f206";
}
.fa-bus:before {
  content: "\f207";
}
.fa-ioxhost:before {
  content: "\f208";
}
.fa-angellist:before {
  content: "\f209";
}
.fa-cc:before {
  content: "\f20a";
}
.fa-shekel:before,
.fa-sheqel:before,
.fa-ils:before {
  content: "\f20b";
}
.fa-meanpath:before {
  content: "\f20c";
}
.fa-buysellads:before {
  content: "\f20d";
}
.fa-connectdevelop:before {
  content: "\f20e";
}
.fa-dashcube:before {
  content: "\f210";
}
.fa-forumbee:before {
  content: "\f211";
}
.fa-leanpub:before {
  content: "\f212";
}
.fa-sellsy:before {
  content: "\f213";
}
.fa-shirtsinbulk:before {
  content: "\f214";
}
.fa-simplybuilt:before {
  content: "\f215";
}
.fa-skyatlas:before {
  content: "\f216";
}
.fa-cart-plus:before {
  content: "\f217";
}
.fa-cart-arrow-down:before {
  content: "\f218";
}
.fa-diamond:before {
  content: "\f219";
}
.fa-ship:before {
  content: "\f21a";
}
.fa-user-secret:before {
  content: "\f21b";
}
.fa-motorcycle:before {
  content: "\f21c";
}
.fa-street-view:before {
  content: "\f21d";
}
.fa-heartbeat:before {
  content: "\f21e";
}
.fa-venus:before {
  content: "\f221";
}
.fa-mars:before {
  content: "\f222";
}
.fa-mercury:before {
  content: "\f223";
}
.fa-intersex:before,
.fa-transgender:before {
  content: "\f224";
}
.fa-transgender-alt:before {
  content: "\f225";
}
.fa-venus-double:before {
  content: "\f226";
}
.fa-mars-double:before {
  content: "\f227";
}
.fa-venus-mars:before {
  content: "\f228";
}
.fa-mars-stroke:before {
  content: "\f229";
}
.fa-mars-stroke-v:before {
  content: "\f22a";
}
.fa-mars-stroke-h:before {
  content: "\f22b";
}
.fa-neuter:before {
  content: "\f22c";
}
.fa-genderless:before {
  content: "\f22d";
}
.fa-facebook-official:before {
  content: "\f230";
}
.fa-pinterest-p:before {
  content: "\f231";
}
.fa-whatsapp:before {
  content: "\f232";
}
.fa-server:before {
  content: "\f233";
}
.fa-user-plus:before {
  content: "\f234";
}
.fa-user-times:before {
  content: "\f235";
}
.fa-hotel:before,
.fa-bed:before {
  content: "\f236";
}
.fa-viacoin:before {
  content: "\f237";
}
.fa-train:before {
  content: "\f238";
}
.fa-subway:before {
  content: "\f239";
}
.fa-medium:before {
  content: "\f23a";
}
.fa-yc:before,
.fa-y-combinator:before {
  content: "\f23b";
}
.fa-optin-monster:before {
  content: "\f23c";
}
.fa-opencart:before {
  content: "\f23d";
}
.fa-expeditedssl:before {
  content: "\f23e";
}
.fa-battery-4:before,
.fa-battery:before,
.fa-battery-full:before {
  content: "\f240";
}
.fa-battery-3:before,
.fa-battery-three-quarters:before {
  content: "\f241";
}
.fa-battery-2:before,
.fa-battery-half:before {
  content: "\f242";
}
.fa-battery-1:before,
.fa-battery-quarter:before {
  content: "\f243";
}
.fa-battery-0:before,
.fa-battery-empty:before {
  content: "\f244";
}
.fa-mouse-pointer:before {
  content: "\f245";
}
.fa-i-cursor:before {
  content: "\f246";
}
.fa-object-group:before {
  content: "\f247";
}
.fa-object-ungroup:before {
  content: "\f248";
}
.fa-sticky-note:before {
  content: "\f249";
}
.fa-sticky-note-o:before {
  content: "\f24a";
}
.fa-cc-jcb:before {
  content: "\f24b";
}
.fa-cc-diners-club:before {
  content: "\f24c";
}
.fa-clone:before {
  content: "\f24d";
}
.fa-balance-scale:before {
  content: "\f24e";
}
.fa-hourglass-o:before {
  content: "\f250";
}
.fa-hourglass-1:before,
.fa-hourglass-start:before {
  content: "\f251";
}
.fa-hourglass-2:before,
.fa-hourglass-half:before {
  content: "\f252";
}
.fa-hourglass-3:before,
.fa-hourglass-end:before {
  content: "\f253";
}
.fa-hourglass:before {
  content: "\f254";
}
.fa-hand-grab-o:before,
.fa-hand-rock-o:before {
  content: "\f255";
}
.fa-hand-stop-o:before,
.fa-hand-paper-o:before {
  content: "\f256";
}
.fa-hand-scissors-o:before {
  content: "\f257";
}
.fa-hand-lizard-o:before {
  content: "\f258";
}
.fa-hand-spock-o:before {
  content: "\f259";
}
.fa-hand-pointer-o:before {
  content: "\f25a";
}
.fa-hand-peace-o:before {
  content: "\f25b";
}
.fa-trademark:before {
  content: "\f25c";
}
.fa-registered:before {
  content: "\f25d";
}
.fa-creative-commons:before {
  content: "\f25e";
}
.fa-gg:before {
  content: "\f260";
}
.fa-gg-circle:before {
  content: "\f261";
}
.fa-tripadvisor:before {
  content: "\f262";
}
.fa-odnoklassniki:before {
  content: "\f263";
}
.fa-odnoklassniki-square:before {
  content: "\f264";
}
.fa-get-pocket:before {
  content: "\f265";
}
.fa-wikipedia-w:before {
  content: "\f266";
}
.fa-safari:before {
  content: "\f267";
}
.fa-chrome:before {
  content: "\f268";
}
.fa-firefox:before {
  content: "\f269";
}
.fa-opera:before {
  content: "\f26a";
}
.fa-internet-explorer:before {
  content: "\f26b";
}
.fa-tv:before,
.fa-television:before {
  content: "\f26c";
}
.fa-contao:before {
  content: "\f26d";
}
.fa-500px:before {
  content: "\f26e";
}
.fa-amazon:before {
  content: "\f270";
}
.fa-calendar-plus-o:before {
  content: "\f271";
}
.fa-calendar-minus-o:before {
  content: "\f272";
}
.fa-calendar-times-o:before {
  content: "\f273";
}
.fa-calendar-check-o:before {
  content: "\f274";
}
.fa-industry:before {
  content: "\f275";
}
.fa-map-pin:before {
  content: "\f276";
}
.fa-map-signs:before {
  content: "\f277";
}
.fa-map-o:before {
  content: "\f278";
}
.fa-map:before {
  content: "\f279";
}
.fa-commenting:before {
  content: "\f27a";
}
.fa-commenting-o:before {
  content: "\f27b";
}
.fa-houzz:before {
  content: "\f27c";
}
.fa-vimeo:before {
  content: "\f27d";
}
.fa-black-tie:before {
  content: "\f27e";
}
.fa-fonticons:before {
  content: "\f280";
}
.fa-reddit-alien:before {
  content: "\f281";
}
.fa-edge:before {
  content: "\f282";
}
.fa-credit-card-alt:before {
  content: "\f283";
}
.fa-codiepie:before {
  content: "\f284";
}
.fa-modx:before {
  content: "\f285";
}
.fa-fort-awesome:before {
  content: "\f286";
}
.fa-usb:before {
  content: "\f287";
}
.fa-product-hunt:before {
  content: "\f288";
}
.fa-mixcloud:before {
  content: "\f289";
}
.fa-scribd:before {
  content: "\f28a";
}
.fa-pause-circle:before {
  content: "\f28b";
}
.fa-pause-circle-o:before {
  content: "\f28c";
}
.fa-stop-circle:before {
  content: "\f28d";
}
.fa-stop-circle-o:before {
  content: "\f28e";
}
.fa-shopping-bag:before {
  content: "\f290";
}
.fa-shopping-basket:before {
  content: "\f291";
}
.fa-hashtag:before {
  content: "\f292";
}
.fa-bluetooth:before {
  content: "\f293";
}
.fa-bluetooth-b:before {
  content: "\f294";
}
.fa-percent:before {
  content: "\f295";
}
.fa-gitlab:before {
  content: "\f296";
}
.fa-wpbeginner:before {
  content: "\f297";
}
.fa-wpforms:before {
  content: "\f298";
}
.fa-envira:before {
  content: "\f299";
}
.fa-universal-access:before {
  content: "\f29a";
}
.fa-wheelchair-alt:before {
  content: "\f29b";
}
.fa-question-circle-o:before {
  content: "\f29c";
}
.fa-blind:before {
  content: "\f29d";
}
.fa-audio-description:before {
  content: "\f29e";
}
.fa-volume-control-phone:before {
  content: "\f2a0";
}
.fa-braille:before {
  content: "\f2a1";
}
.fa-assistive-listening-systems:before {
  content: "\f2a2";
}
.fa-asl-interpreting:before,
.fa-american-sign-language-interpreting:before {
  content: "\f2a3";
}
.fa-deafness:before,
.fa-hard-of-hearing:before,
.fa-deaf:before {
  content: "\f2a4";
}
.fa-glide:before {
  content: "\f2a5";
}
.fa-glide-g:before {
  content: "\f2a6";
}
.fa-signing:before,
.fa-sign-language:before {
  content: "\f2a7";
}
.fa-low-vision:before {
  content: "\f2a8";
}
.fa-viadeo:before {
  content: "\f2a9";
}
.fa-viadeo-square:before {
  content: "\f2aa";
}
.fa-snapchat:before {
  content: "\f2ab";
}
.fa-snapchat-ghost:before {
  content: "\f2ac";
}
.fa-snapchat-square:before {
  content: "\f2ad";
}
.fa-pied-piper:before {
  content: "\f2ae";
}
.fa-first-order:before {
  content: "\f2b0";
}
.fa-yoast:before {
  content: "\f2b1";
}
.fa-themeisle:before {
  content: "\f2b2";
}
.fa-google-plus-circle:before,
.fa-google-plus-official:before {
  content: "\f2b3";
}
.fa-fa:before,
.fa-font-awesome:before {
  content: "\f2b4";
}
.fa-handshake-o:before {
  content: "\f2b5";
}
.fa-envelope-open:before {
  content: "\f2b6";
}
.fa-envelope-open-o:before {
  content: "\f2b7";
}
.fa-linode:before {
  content: "\f2b8";
}
.fa-address-book:before {
  content: "\f2b9";
}
.fa-address-book-o:before {
  content: "\f2ba";
}
.fa-vcard:before,
.fa-address-card:before {
  content: "\f2bb";
}
.fa-vcard-o:before,
.fa-address-card-o:before {
  content: "\f2bc";
}
.fa-user-circle:before {
  content: "\f2bd";
}
.fa-user-circle-o:before {
  content: "\f2be";
}
.fa-user-o:before {
  content: "\f2c0";
}
.fa-id-badge:before {
  content: "\f2c1";
}
.fa-drivers-license:before,
.fa-id-card:before {
  content: "\f2c2";
}
.fa-drivers-license-o:before,
.fa-id-card-o:before {
  content: "\f2c3";
}
.fa-quora:before {
  content: "\f2c4";
}
.fa-free-code-camp:before {
  content: "\f2c5";
}
.fa-telegram:before {
  content: "\f2c6";
}
.fa-thermometer-4:before,
.fa-thermometer:before,
.fa-thermometer-full:before {
  content: "\f2c7";
}
.fa-thermometer-3:before,
.fa-thermometer-three-quarters:before {
  content: "\f2c8";
}
.fa-thermometer-2:before,
.fa-thermometer-half:before {
  content: "\f2c9";
}
.fa-thermometer-1:before,
.fa-thermometer-quarter:before {
  content: "\f2ca";
}
.fa-thermometer-0:before,
.fa-thermometer-empty:before {
  content: "\f2cb";
}
.fa-shower:before {
  content: "\f2cc";
}
.fa-bathtub:before,
.fa-s15:before,
.fa-bath:before {
  content: "\f2cd";
}
.fa-podcast:before {
  content: "\f2ce";
}
.fa-window-maximize:before {
  content: "\f2d0";
}
.fa-window-minimize:before {
  content: "\f2d1";
}
.fa-window-restore:before {
  content: "\f2d2";
}
.fa-times-rectangle:before,
.fa-window-close:before {
  content: "\f2d3";
}
.fa-times-rectangle-o:before,
.fa-window-close-o:before {
  content: "\f2d4";
}
.fa-bandcamp:before {
  content: "\f2d5";
}
.fa-grav:before {
  content: "\f2d6";
}
.fa-etsy:before {
  content: "\f2d7";
}
.fa-imdb:before {
  content: "\f2d8";
}
.fa-ravelry:before {
  content: "\f2d9";
}
.fa-eercast:before {
  content: "\f2da";
}
.fa-microchip:before {
  content: "\f2db";
}
.fa-snowflake-o:before {
  content: "\f2dc";
}
.fa-superpowers:before {
  content: "\f2dd";
}
.fa-wpexplorer:before {
  content: "\f2de";
}
.fa-meetup:before {
  content: "\f2e0";
}
.sr-only {
  position: absolute;
  width: 1px;
  height: 1px;
  padding: 0;
  margin: -1px;
  overflow: hidden;
  clip: rect(0, 0, 0, 0);
  border: 0;
}
.sr-only-focusable:active,
.sr-only-focusable:focus {
  position: static;
  width: auto;
  height: auto;
  margin: 0;
  overflow: visible;
  clip: auto;
}
.sr-only-focusable:active,
.sr-only-focusable:focus {
  position: static;
  width: auto;
  height: auto;
  margin: 0;
  overflow: visible;
  clip: auto;
}
/*!
*
* IPython base
*
*/
.modal.fade .modal-dialog {
  -webkit-transform: translate(0, 0);
  -ms-transform: translate(0, 0);
  -o-transform: translate(0, 0);
  transform: translate(0, 0);
}
code {
  color: #000;
}
pre {
  font-size: inherit;
  line-height: inherit;
}
label {
  font-weight: normal;
}
/* Make the page background atleast 100% the height of the view port */
/* Make the page itself atleast 70% the height of the view port */
.border-box-sizing {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
.corner-all {
  border-radius: 2px;
}
.no-padding {
  padding: 0px;
}
/* Flexible box model classes */
/* Taken from Alex Russell http://infrequently.org/2009/08/css-3-progress/ */
/* This file is a compatability layer.  It allows the usage of flexible box 
model layouts accross multiple browsers, including older browsers.  The newest,
universal implementation of the flexible box model is used when available (see
`Modern browsers` comments below).  Browsers that are known to implement this 
new spec completely include:

    Firefox 28.0+
    Chrome 29.0+
    Internet Explorer 11+ 
    Opera 17.0+

Browsers not listed, including Safari, are supported via the styling under the
`Old browsers` comments below.
*/
.hbox {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
.hbox > * {
  /* Old browsers */
  -webkit-box-flex: 0;
  -moz-box-flex: 0;
  box-flex: 0;
  /* Modern browsers */
  flex: none;
}
.vbox {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
.vbox > * {
  /* Old browsers */
  -webkit-box-flex: 0;
  -moz-box-flex: 0;
  box-flex: 0;
  /* Modern browsers */
  flex: none;
}
.hbox.reverse,
.vbox.reverse,
.reverse {
  /* Old browsers */
  -webkit-box-direction: reverse;
  -moz-box-direction: reverse;
  box-direction: reverse;
  /* Modern browsers */
  flex-direction: row-reverse;
}
.hbox.box-flex0,
.vbox.box-flex0,
.box-flex0 {
  /* Old browsers */
  -webkit-box-flex: 0;
  -moz-box-flex: 0;
  box-flex: 0;
  /* Modern browsers */
  flex: none;
  width: auto;
}
.hbox.box-flex1,
.vbox.box-flex1,
.box-flex1 {
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
}
.hbox.box-flex,
.vbox.box-flex,
.box-flex {
  /* Old browsers */
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
}
.hbox.box-flex2,
.vbox.box-flex2,
.box-flex2 {
  /* Old browsers */
  -webkit-box-flex: 2;
  -moz-box-flex: 2;
  box-flex: 2;
  /* Modern browsers */
  flex: 2;
}
.box-group1 {
  /*  Deprecated */
  -webkit-box-flex-group: 1;
  -moz-box-flex-group: 1;
  box-flex-group: 1;
}
.box-group2 {
  /* Deprecated */
  -webkit-box-flex-group: 2;
  -moz-box-flex-group: 2;
  box-flex-group: 2;
}
.hbox.start,
.vbox.start,
.start {
  /* Old browsers */
  -webkit-box-pack: start;
  -moz-box-pack: start;
  box-pack: start;
  /* Modern browsers */
  justify-content: flex-start;
}
.hbox.end,
.vbox.end,
.end {
  /* Old browsers */
  -webkit-box-pack: end;
  -moz-box-pack: end;
  box-pack: end;
  /* Modern browsers */
  justify-content: flex-end;
}
.hbox.center,
.vbox.center,
.center {
  /* Old browsers */
  -webkit-box-pack: center;
  -moz-box-pack: center;
  box-pack: center;
  /* Modern browsers */
  justify-content: center;
}
.hbox.baseline,
.vbox.baseline,
.baseline {
  /* Old browsers */
  -webkit-box-pack: baseline;
  -moz-box-pack: baseline;
  box-pack: baseline;
  /* Modern browsers */
  justify-content: baseline;
}
.hbox.stretch,
.vbox.stretch,
.stretch {
  /* Old browsers */
  -webkit-box-pack: stretch;
  -moz-box-pack: stretch;
  box-pack: stretch;
  /* Modern browsers */
  justify-content: stretch;
}
.hbox.align-start,
.vbox.align-start,
.align-start {
  /* Old browsers */
  -webkit-box-align: start;
  -moz-box-align: start;
  box-align: start;
  /* Modern browsers */
  align-items: flex-start;
}
.hbox.align-end,
.vbox.align-end,
.align-end {
  /* Old browsers */
  -webkit-box-align: end;
  -moz-box-align: end;
  box-align: end;
  /* Modern browsers */
  align-items: flex-end;
}
.hbox.align-center,
.vbox.align-center,
.align-center {
  /* Old browsers */
  -webkit-box-align: center;
  -moz-box-align: center;
  box-align: center;
  /* Modern browsers */
  align-items: center;
}
.hbox.align-baseline,
.vbox.align-baseline,
.align-baseline {
  /* Old browsers */
  -webkit-box-align: baseline;
  -moz-box-align: baseline;
  box-align: baseline;
  /* Modern browsers */
  align-items: baseline;
}
.hbox.align-stretch,
.vbox.align-stretch,
.align-stretch {
  /* Old browsers */
  -webkit-box-align: stretch;
  -moz-box-align: stretch;
  box-align: stretch;
  /* Modern browsers */
  align-items: stretch;
}
div.error {
  margin: 2em;
  text-align: center;
}
div.error > h1 {
  font-size: 500%;
  line-height: normal;
}
div.error > p {
  font-size: 200%;
  line-height: normal;
}
div.traceback-wrapper {
  text-align: left;
  max-width: 800px;
  margin: auto;
}
div.traceback-wrapper pre.traceback {
  max-height: 600px;
  overflow: auto;
}
/**
 * Primary styles
 *
 * Author: Jupyter Development Team
 */
body {
  background-color: #fff;
  /* This makes sure that the body covers the entire window and needs to
       be in a different element than the display: box in wrapper below */
  position: absolute;
  left: 0px;
  right: 0px;
  top: 0px;
  bottom: 0px;
  overflow: visible;
}
body > #header {
  /* Initially hidden to prevent FLOUC */
  display: none;
  background-color: #fff;
  /* Display over codemirror */
  position: relative;
  z-index: 100;
}
body > #header #header-container {
  display: flex;
  flex-direction: row;
  justify-content: space-between;
  padding: 5px;
  padding-bottom: 5px;
  padding-top: 5px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
body > #header .header-bar {
  width: 100%;
  height: 1px;
  background: #e7e7e7;
  margin-bottom: -1px;
}
@media print {
  body > #header {
    display: none !important;
  }
}
#header-spacer {
  width: 100%;
  visibility: hidden;
}
@media print {
  #header-spacer {
    display: none;
  }
}
#ipython_notebook {
  padding-left: 0px;
  padding-top: 1px;
  padding-bottom: 1px;
}
[dir="rtl"] #ipython_notebook {
  margin-right: 10px;
  margin-left: 0;
}
[dir="rtl"] #ipython_notebook.pull-left {
  float: right !important;
  float: right;
}
.flex-spacer {
  flex: 1;
}
#noscript {
  width: auto;
  padding-top: 16px;
  padding-bottom: 16px;
  text-align: center;
  font-size: 22px;
  color: red;
  font-weight: bold;
}
#ipython_notebook img {
  height: 28px;
}
#site {
  width: 100%;
  display: none;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  overflow: auto;
}
@media print {
  #site {
    height: auto !important;
  }
}
/* Smaller buttons */
.ui-button .ui-button-text {
  padding: 0.2em 0.8em;
  font-size: 77%;
}
input.ui-button {
  padding: 0.3em 0.9em;
}
span#kernel_logo_widget {
  margin: 0 10px;
}
span#login_widget {
  float: right;
}
[dir="rtl"] span#login_widget {
  float: left;
}
span#login_widget > .button,
#logout {
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
span#login_widget > .button:focus,
#logout:focus,
span#login_widget > .button.focus,
#logout.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
span#login_widget > .button:hover,
#logout:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
span#login_widget > .button:active,
#logout:active,
span#login_widget > .button.active,
#logout.active,
.open > .dropdown-togglespan#login_widget > .button,
.open > .dropdown-toggle#logout {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
span#login_widget > .button:active:hover,
#logout:active:hover,
span#login_widget > .button.active:hover,
#logout.active:hover,
.open > .dropdown-togglespan#login_widget > .button:hover,
.open > .dropdown-toggle#logout:hover,
span#login_widget > .button:active:focus,
#logout:active:focus,
span#login_widget > .button.active:focus,
#logout.active:focus,
.open > .dropdown-togglespan#login_widget > .button:focus,
.open > .dropdown-toggle#logout:focus,
span#login_widget > .button:active.focus,
#logout:active.focus,
span#login_widget > .button.active.focus,
#logout.active.focus,
.open > .dropdown-togglespan#login_widget > .button.focus,
.open > .dropdown-toggle#logout.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
span#login_widget > .button:active,
#logout:active,
span#login_widget > .button.active,
#logout.active,
.open > .dropdown-togglespan#login_widget > .button,
.open > .dropdown-toggle#logout {
  background-image: none;
}
span#login_widget > .button.disabled:hover,
#logout.disabled:hover,
span#login_widget > .button[disabled]:hover,
#logout[disabled]:hover,
fieldset[disabled] span#login_widget > .button:hover,
fieldset[disabled] #logout:hover,
span#login_widget > .button.disabled:focus,
#logout.disabled:focus,
span#login_widget > .button[disabled]:focus,
#logout[disabled]:focus,
fieldset[disabled] span#login_widget > .button:focus,
fieldset[disabled] #logout:focus,
span#login_widget > .button.disabled.focus,
#logout.disabled.focus,
span#login_widget > .button[disabled].focus,
#logout[disabled].focus,
fieldset[disabled] span#login_widget > .button.focus,
fieldset[disabled] #logout.focus {
  background-color: #fff;
  border-color: #ccc;
}
span#login_widget > .button .badge,
#logout .badge {
  color: #fff;
  background-color: #333;
}
.nav-header {
  text-transform: none;
}
#header > span {
  margin-top: 10px;
}
.modal_stretch .modal-dialog {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
  min-height: 80vh;
}
.modal_stretch .modal-dialog .modal-body {
  max-height: calc(100vh - 200px);
  overflow: auto;
  flex: 1;
}
.modal-header {
  cursor: move;
}
@media (min-width: 768px) {
  .modal .modal-dialog {
    width: 700px;
  }
}
@media (min-width: 768px) {
  select.form-control {
    margin-left: 12px;
    margin-right: 12px;
  }
}
/*!
*
* IPython auth
*
*/
.center-nav {
  display: inline-block;
  margin-bottom: -4px;
}
[dir="rtl"] .center-nav form.pull-left {
  float: right !important;
  float: right;
}
[dir="rtl"] .center-nav .navbar-text {
  float: right;
}
[dir="rtl"] .navbar-inner {
  text-align: right;
}
[dir="rtl"] div.text-left {
  text-align: right;
}
/*!
*
* IPython tree view
*
*/
/* We need an invisible input field on top of the sentense*/
/* "Drag file onto the list ..." */
.alternate_upload {
  background-color: none;
  display: inline;
}
.alternate_upload.form {
  padding: 0;
  margin: 0;
}
.alternate_upload input.fileinput {
  position: absolute;
  display: block;
  width: 100%;
  height: 100%;
  overflow: hidden;
  cursor: pointer;
  opacity: 0;
  z-index: 2;
}
.alternate_upload .btn-xs > input.fileinput {
  margin: -1px -5px;
}
.alternate_upload .btn-upload {
  position: relative;
  height: 22px;
}
::-webkit-file-upload-button {
  cursor: pointer;
}
/**
 * Primary styles
 *
 * Author: Jupyter Development Team
 */
ul#tabs {
  margin-bottom: 4px;
}
ul#tabs a {
  padding-top: 6px;
  padding-bottom: 4px;
}
[dir="rtl"] ul#tabs.nav-tabs > li {
  float: right;
}
[dir="rtl"] ul#tabs.nav.nav-tabs {
  padding-right: 0;
}
ul.breadcrumb a:focus,
ul.breadcrumb a:hover {
  text-decoration: none;
}
ul.breadcrumb i.icon-home {
  font-size: 16px;
  margin-right: 4px;
}
ul.breadcrumb span {
  color: #5e5e5e;
}
.list_toolbar {
  padding: 4px 0 4px 0;
  vertical-align: middle;
}
.list_toolbar .tree-buttons {
  padding-top: 1px;
}
[dir="rtl"] .list_toolbar .tree-buttons .pull-right {
  float: left !important;
  float: left;
}
[dir="rtl"] .list_toolbar .col-sm-4,
[dir="rtl"] .list_toolbar .col-sm-8 {
  float: right;
}
.dynamic-buttons {
  padding-top: 3px;
  display: inline-block;
}
.list_toolbar [class*="span"] {
  min-height: 24px;
}
.list_header {
  font-weight: bold;
  background-color: #EEE;
}
.list_placeholder {
  font-weight: bold;
  padding-top: 4px;
  padding-bottom: 4px;
  padding-left: 7px;
  padding-right: 7px;
}
.list_container {
  margin-top: 4px;
  margin-bottom: 20px;
  border: 1px solid #ddd;
  border-radius: 2px;
}
.list_container > div {
  border-bottom: 1px solid #ddd;
}
.list_container > div:hover .list-item {
  background-color: red;
}
.list_container > div:last-child {
  border: none;
}
.list_item:hover .list_item {
  background-color: #ddd;
}
.list_item a {
  text-decoration: none;
}
.list_item:hover {
  background-color: #fafafa;
}
.list_header > div,
.list_item > div {
  padding-top: 4px;
  padding-bottom: 4px;
  padding-left: 7px;
  padding-right: 7px;
  line-height: 22px;
}
.list_header > div input,
.list_item > div input {
  margin-right: 7px;
  margin-left: 14px;
  vertical-align: text-bottom;
  line-height: 22px;
  position: relative;
  top: -1px;
}
.list_header > div .item_link,
.list_item > div .item_link {
  margin-left: -1px;
  vertical-align: baseline;
  line-height: 22px;
}
[dir="rtl"] .list_item > div input {
  margin-right: 0;
}
.new-file input[type=checkbox] {
  visibility: hidden;
}
.item_name {
  line-height: 22px;
  height: 24px;
}
.item_icon {
  font-size: 14px;
  color: #5e5e5e;
  margin-right: 7px;
  margin-left: 7px;
  line-height: 22px;
  vertical-align: baseline;
}
.item_modified {
  margin-right: 7px;
  margin-left: 7px;
}
[dir="rtl"] .item_modified.pull-right {
  float: left !important;
  float: left;
}
.item_buttons {
  line-height: 1em;
  margin-left: -5px;
}
.item_buttons .btn,
.item_buttons .btn-group,
.item_buttons .input-group {
  float: left;
}
.item_buttons > .btn,
.item_buttons > .btn-group,
.item_buttons > .input-group {
  margin-left: 5px;
}
.item_buttons .btn {
  min-width: 13ex;
}
.item_buttons .running-indicator {
  padding-top: 4px;
  color: #5cb85c;
}
.item_buttons .kernel-name {
  padding-top: 4px;
  color: #5bc0de;
  margin-right: 7px;
  float: left;
}
[dir="rtl"] .item_buttons.pull-right {
  float: left !important;
  float: left;
}
[dir="rtl"] .item_buttons .kernel-name {
  margin-left: 7px;
  float: right;
}
.toolbar_info {
  height: 24px;
  line-height: 24px;
}
.list_item input:not([type=checkbox]) {
  padding-top: 3px;
  padding-bottom: 3px;
  height: 22px;
  line-height: 14px;
  margin: 0px;
}
.highlight_text {
  color: blue;
}
#project_name {
  display: inline-block;
  padding-left: 7px;
  margin-left: -2px;
}
#project_name > .breadcrumb {
  padding: 0px;
  margin-bottom: 0px;
  background-color: transparent;
  font-weight: bold;
}
.sort_button {
  display: inline-block;
  padding-left: 7px;
}
[dir="rtl"] .sort_button.pull-right {
  float: left !important;
  float: left;
}
#tree-selector {
  padding-right: 0px;
}
#button-select-all {
  min-width: 50px;
}
[dir="rtl"] #button-select-all.btn {
  float: right ;
}
#select-all {
  margin-left: 7px;
  margin-right: 2px;
  margin-top: 2px;
  height: 16px;
}
[dir="rtl"] #select-all.pull-left {
  float: right !important;
  float: right;
}
.menu_icon {
  margin-right: 2px;
}
.tab-content .row {
  margin-left: 0px;
  margin-right: 0px;
}
.folder_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f114";
}
.folder_icon:before.fa-pull-left {
  margin-right: .3em;
}
.folder_icon:before.fa-pull-right {
  margin-left: .3em;
}
.folder_icon:before.pull-left {
  margin-right: .3em;
}
.folder_icon:before.pull-right {
  margin-left: .3em;
}
.notebook_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f02d";
  position: relative;
  top: -1px;
}
.notebook_icon:before.fa-pull-left {
  margin-right: .3em;
}
.notebook_icon:before.fa-pull-right {
  margin-left: .3em;
}
.notebook_icon:before.pull-left {
  margin-right: .3em;
}
.notebook_icon:before.pull-right {
  margin-left: .3em;
}
.running_notebook_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f02d";
  position: relative;
  top: -1px;
  color: #5cb85c;
}
.running_notebook_icon:before.fa-pull-left {
  margin-right: .3em;
}
.running_notebook_icon:before.fa-pull-right {
  margin-left: .3em;
}
.running_notebook_icon:before.pull-left {
  margin-right: .3em;
}
.running_notebook_icon:before.pull-right {
  margin-left: .3em;
}
.file_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f016";
  position: relative;
  top: -2px;
}
.file_icon:before.fa-pull-left {
  margin-right: .3em;
}
.file_icon:before.fa-pull-right {
  margin-left: .3em;
}
.file_icon:before.pull-left {
  margin-right: .3em;
}
.file_icon:before.pull-right {
  margin-left: .3em;
}
#notebook_toolbar .pull-right {
  padding-top: 0px;
  margin-right: -1px;
}
ul#new-menu {
  left: auto;
  right: 0;
}
#new-menu .dropdown-header {
  font-size: 10px;
  border-bottom: 1px solid #e5e5e5;
  padding: 0 0 3px;
  margin: -3px 20px 0;
}
.kernel-menu-icon {
  padding-right: 12px;
  width: 24px;
  content: "\f096";
}
.kernel-menu-icon:before {
  content: "\f096";
}
.kernel-menu-icon-current:before {
  content: "\f00c";
}
#tab_content {
  padding-top: 20px;
}
#running .panel-group .panel {
  margin-top: 3px;
  margin-bottom: 1em;
}
#running .panel-group .panel .panel-heading {
  background-color: #EEE;
  padding-top: 4px;
  padding-bottom: 4px;
  padding-left: 7px;
  padding-right: 7px;
  line-height: 22px;
}
#running .panel-group .panel .panel-heading a:focus,
#running .panel-group .panel .panel-heading a:hover {
  text-decoration: none;
}
#running .panel-group .panel .panel-body {
  padding: 0px;
}
#running .panel-group .panel .panel-body .list_container {
  margin-top: 0px;
  margin-bottom: 0px;
  border: 0px;
  border-radius: 0px;
}
#running .panel-group .panel .panel-body .list_container .list_item {
  border-bottom: 1px solid #ddd;
}
#running .panel-group .panel .panel-body .list_container .list_item:last-child {
  border-bottom: 0px;
}
.delete-button {
  display: none;
}
.duplicate-button {
  display: none;
}
.rename-button {
  display: none;
}
.move-button {
  display: none;
}
.download-button {
  display: none;
}
.shutdown-button {
  display: none;
}
.dynamic-instructions {
  display: inline-block;
  padding-top: 4px;
}
/*!
*
* IPython text editor webapp
*
*/
.selected-keymap i.fa {
  padding: 0px 5px;
}
.selected-keymap i.fa:before {
  content: "\f00c";
}
#mode-menu {
  overflow: auto;
  max-height: 20em;
}
.edit_app #header {
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
}
.edit_app #menubar .navbar {
  /* Use a negative 1 bottom margin, so the border overlaps the border of the
    header */
  margin-bottom: -1px;
}
.dirty-indicator {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  width: 20px;
}
.dirty-indicator.fa-pull-left {
  margin-right: .3em;
}
.dirty-indicator.fa-pull-right {
  margin-left: .3em;
}
.dirty-indicator.pull-left {
  margin-right: .3em;
}
.dirty-indicator.pull-right {
  margin-left: .3em;
}
.dirty-indicator-dirty {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  width: 20px;
}
.dirty-indicator-dirty.fa-pull-left {
  margin-right: .3em;
}
.dirty-indicator-dirty.fa-pull-right {
  margin-left: .3em;
}
.dirty-indicator-dirty.pull-left {
  margin-right: .3em;
}
.dirty-indicator-dirty.pull-right {
  margin-left: .3em;
}
.dirty-indicator-clean {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  width: 20px;
}
.dirty-indicator-clean.fa-pull-left {
  margin-right: .3em;
}
.dirty-indicator-clean.fa-pull-right {
  margin-left: .3em;
}
.dirty-indicator-clean.pull-left {
  margin-right: .3em;
}
.dirty-indicator-clean.pull-right {
  margin-left: .3em;
}
.dirty-indicator-clean:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f00c";
}
.dirty-indicator-clean:before.fa-pull-left {
  margin-right: .3em;
}
.dirty-indicator-clean:before.fa-pull-right {
  margin-left: .3em;
}
.dirty-indicator-clean:before.pull-left {
  margin-right: .3em;
}
.dirty-indicator-clean:before.pull-right {
  margin-left: .3em;
}
#filename {
  font-size: 16pt;
  display: table;
  padding: 0px 5px;
}
#current-mode {
  padding-left: 5px;
  padding-right: 5px;
}
#texteditor-backdrop {
  padding-top: 20px;
  padding-bottom: 20px;
}
@media not print {
  #texteditor-backdrop {
    background-color: #EEE;
  }
}
@media print {
  #texteditor-backdrop #texteditor-container .CodeMirror-gutter,
  #texteditor-backdrop #texteditor-container .CodeMirror-gutters {
    background-color: #fff;
  }
}
@media not print {
  #texteditor-backdrop #texteditor-container .CodeMirror-gutter,
  #texteditor-backdrop #texteditor-container .CodeMirror-gutters {
    background-color: #fff;
  }
}
@media not print {
  #texteditor-backdrop #texteditor-container {
    padding: 0px;
    background-color: #fff;
    -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
    box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  }
}
.CodeMirror-dialog {
  background-color: #fff;
}
/*!
*
* IPython notebook
*
*/
/* CSS font colors for translated ANSI escape sequences */
/* The color values are a mix of
   http://www.xcolors.net/dl/baskerville-ivorylight and
   http://www.xcolors.net/dl/euphrasia */
.ansi-black-fg {
  color: #3E424D;
}
.ansi-black-bg {
  background-color: #3E424D;
}
.ansi-black-intense-fg {
  color: #282C36;
}
.ansi-black-intense-bg {
  background-color: #282C36;
}
.ansi-red-fg {
  color: #E75C58;
}
.ansi-red-bg {
  background-color: #E75C58;
}
.ansi-red-intense-fg {
  color: #B22B31;
}
.ansi-red-intense-bg {
  background-color: #B22B31;
}
.ansi-green-fg {
  color: #00A250;
}
.ansi-green-bg {
  background-color: #00A250;
}
.ansi-green-intense-fg {
  color: #007427;
}
.ansi-green-intense-bg {
  background-color: #007427;
}
.ansi-yellow-fg {
  color: #DDB62B;
}
.ansi-yellow-bg {
  background-color: #DDB62B;
}
.ansi-yellow-intense-fg {
  color: #B27D12;
}
.ansi-yellow-intense-bg {
  background-color: #B27D12;
}
.ansi-blue-fg {
  color: #208FFB;
}
.ansi-blue-bg {
  background-color: #208FFB;
}
.ansi-blue-intense-fg {
  color: #0065CA;
}
.ansi-blue-intense-bg {
  background-color: #0065CA;
}
.ansi-magenta-fg {
  color: #D160C4;
}
.ansi-magenta-bg {
  background-color: #D160C4;
}
.ansi-magenta-intense-fg {
  color: #A03196;
}
.ansi-magenta-intense-bg {
  background-color: #A03196;
}
.ansi-cyan-fg {
  color: #60C6C8;
}
.ansi-cyan-bg {
  background-color: #60C6C8;
}
.ansi-cyan-intense-fg {
  color: #258F8F;
}
.ansi-cyan-intense-bg {
  background-color: #258F8F;
}
.ansi-white-fg {
  color: #C5C1B4;
}
.ansi-white-bg {
  background-color: #C5C1B4;
}
.ansi-white-intense-fg {
  color: #A1A6B2;
}
.ansi-white-intense-bg {
  background-color: #A1A6B2;
}
.ansi-default-inverse-fg {
  color: #FFFFFF;
}
.ansi-default-inverse-bg {
  background-color: #000000;
}
.ansi-bold {
  font-weight: bold;
}
.ansi-underline {
  text-decoration: underline;
}
/* The following styles are deprecated an will be removed in a future version */
.ansibold {
  font-weight: bold;
}
.ansi-inverse {
  outline: 0.5px dotted;
}
/* use dark versions for foreground, to improve visibility */
.ansiblack {
  color: black;
}
.ansired {
  color: darkred;
}
.ansigreen {
  color: darkgreen;
}
.ansiyellow {
  color: #c4a000;
}
.ansiblue {
  color: darkblue;
}
.ansipurple {
  color: darkviolet;
}
.ansicyan {
  color: steelblue;
}
.ansigray {
  color: gray;
}
/* and light for background, for the same reason */
.ansibgblack {
  background-color: black;
}
.ansibgred {
  background-color: red;
}
.ansibggreen {
  background-color: green;
}
.ansibgyellow {
  background-color: yellow;
}
.ansibgblue {
  background-color: blue;
}
.ansibgpurple {
  background-color: magenta;
}
.ansibgcyan {
  background-color: cyan;
}
.ansibggray {
  background-color: gray;
}
div.cell {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
  border-radius: 2px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  border-width: 1px;
  border-style: solid;
  border-color: transparent;
  width: 100%;
  padding: 5px;
  /* This acts as a spacer between cells, that is outside the border */
  margin: 0px;
  outline: none;
  position: relative;
  overflow: visible;
}
div.cell:before {
  position: absolute;
  display: block;
  top: -1px;
  left: -1px;
  width: 5px;
  height: calc(100% +  2px);
  content: '';
  background: transparent;
}
div.cell.jupyter-soft-selected {
  border-left-color: #E3F2FD;
  border-left-width: 1px;
  padding-left: 5px;
  border-right-color: #E3F2FD;
  border-right-width: 1px;
  background: #E3F2FD;
}
@media print {
  div.cell.jupyter-soft-selected {
    border-color: transparent;
  }
}
div.cell.selected,
div.cell.selected.jupyter-soft-selected {
  border-color: #ababab;
}
div.cell.selected:before,
div.cell.selected.jupyter-soft-selected:before {
  position: absolute;
  display: block;
  top: -1px;
  left: -1px;
  width: 5px;
  height: calc(100% +  2px);
  content: '';
  background: #42A5F5;
}
@media print {
  div.cell.selected,
  div.cell.selected.jupyter-soft-selected {
    border-color: transparent;
  }
}
.edit_mode div.cell.selected {
  border-color: #66BB6A;
}
.edit_mode div.cell.selected:before {
  position: absolute;
  display: block;
  top: -1px;
  left: -1px;
  width: 5px;
  height: calc(100% +  2px);
  content: '';
  background: #66BB6A;
}
@media print {
  .edit_mode div.cell.selected {
    border-color: transparent;
  }
}
.prompt {
  /* This needs to be wide enough for 3 digit prompt numbers: In[100]: */
  min-width: 14ex;
  /* This padding is tuned to match the padding on the CodeMirror editor. */
  padding: 0.4em;
  margin: 0px;
  font-family: monospace;
  text-align: right;
  /* This has to match that of the the CodeMirror class line-height below */
  line-height: 1.21429em;
  /* Don't highlight prompt number selection */
  -webkit-touch-callout: none;
  -webkit-user-select: none;
  -khtml-user-select: none;
  -moz-user-select: none;
  -ms-user-select: none;
  user-select: none;
  /* Use default cursor */
  cursor: default;
}
@media (max-width: 540px) {
  .prompt {
    text-align: left;
  }
}
div.inner_cell {
  min-width: 0;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
}
/* input_area and input_prompt must match in top border and margin for alignment */
div.input_area {
  border: 1px solid #cfcfcf;
  border-radius: 2px;
  background: #f7f7f7;
  line-height: 1.21429em;
}
/* This is needed so that empty prompt areas can collapse to zero height when there
   is no content in the output_subarea and the prompt. The main purpose of this is
   to make sure that empty JavaScript output_subareas have no height. */
div.prompt:empty {
  padding-top: 0;
  padding-bottom: 0;
}
div.unrecognized_cell {
  padding: 5px 5px 5px 0px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
div.unrecognized_cell .inner_cell {
  border-radius: 2px;
  padding: 5px;
  font-weight: bold;
  color: red;
  border: 1px solid #cfcfcf;
  background: #eaeaea;
}
div.unrecognized_cell .inner_cell a {
  color: inherit;
  text-decoration: none;
}
div.unrecognized_cell .inner_cell a:hover {
  color: inherit;
  text-decoration: none;
}
@media (max-width: 540px) {
  div.unrecognized_cell > div.prompt {
    display: none;
  }
}
div.code_cell {
  /* avoid page breaking on code cells when printing */
}
@media print {
  div.code_cell {
    page-break-inside: avoid;
  }
}
/* any special styling for code cells that are currently running goes here */
div.input {
  page-break-inside: avoid;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.input {
    /* Old browsers */
    display: -webkit-box;
    -webkit-box-orient: vertical;
    -webkit-box-align: stretch;
    display: -moz-box;
    -moz-box-orient: vertical;
    -moz-box-align: stretch;
    display: box;
    box-orient: vertical;
    box-align: stretch;
    /* Modern browsers */
    display: flex;
    flex-direction: column;
    align-items: stretch;
  }
}
/* input_area and input_prompt must match in top border and margin for alignment */
div.input_prompt {
  color: #303F9F;
  border-top: 1px solid transparent;
}
div.input_area > div.highlight {
  margin: 0.4em;
  border: none;
  padding: 0px;
  background-color: transparent;
}
div.input_area > div.highlight > pre {
  margin: 0px;
  border: none;
  padding: 0px;
  background-color: transparent;
}
/* The following gets added to the <head> if it is detected that the user has a
 * monospace font with inconsistent normal/bold/italic height.  See
 * notebookmain.js.  Such fonts will have keywords vertically offset with
 * respect to the rest of the text.  The user should select a better font.
 * See: https://github.com/ipython/ipython/issues/1503
 *
 * .CodeMirror span {
 *      vertical-align: bottom;
 * }
 */
.CodeMirror {
  line-height: 1.21429em;
  /* Changed from 1em to our global default */
  font-size: 14px;
  height: auto;
  /* Changed to auto to autogrow */
  background: none;
  /* Changed from white to allow our bg to show through */
}
.CodeMirror-scroll {
  /*  The CodeMirror docs are a bit fuzzy on if overflow-y should be hidden or visible.*/
  /*  We have found that if it is visible, vertical scrollbars appear with font size changes.*/
  overflow-y: hidden;
  overflow-x: auto;
}
.CodeMirror-lines {
  /* In CM2, this used to be 0.4em, but in CM3 it went to 4px. We need the em value because */
  /* we have set a different line-height and want this to scale with that. */
  /* Note that this should set vertical padding only, since CodeMirror assumes
       that horizontal padding will be set on CodeMirror pre */
  padding: 0.4em 0;
}
.CodeMirror-linenumber {
  padding: 0 8px 0 4px;
}
.CodeMirror-gutters {
  border-bottom-left-radius: 2px;
  border-top-left-radius: 2px;
}
.CodeMirror pre {
  /* In CM3 this went to 4px from 0 in CM2. This sets horizontal padding only,
    use .CodeMirror-lines for vertical */
  padding: 0 0.4em;
  border: 0;
  border-radius: 0;
}
.CodeMirror-cursor {
  border-left: 1.4px solid black;
}
@media screen and (min-width: 2138px) and (max-width: 4319px) {
  .CodeMirror-cursor {
    border-left: 2px solid black;
  }
}
@media screen and (min-width: 4320px) {
  .CodeMirror-cursor {
    border-left: 4px solid black;
  }
}
/*

Original style from softwaremaniacs.org (c) Ivan Sagalaev <Maniac@SoftwareManiacs.Org>
Adapted from GitHub theme

*/
.highlight-base {
  color: #000;
}
.highlight-variable {
  color: #000;
}
.highlight-variable-2 {
  color: #1a1a1a;
}
.highlight-variable-3 {
  color: #333333;
}
.highlight-string {
  color: #BA2121;
}
.highlight-comment {
  color: #408080;
  font-style: italic;
}
.highlight-number {
  color: #080;
}
.highlight-atom {
  color: #88F;
}
.highlight-keyword {
  color: #008000;
  font-weight: bold;
}
.highlight-builtin {
  color: #008000;
}
.highlight-error {
  color: #f00;
}
.highlight-operator {
  color: #AA22FF;
  font-weight: bold;
}
.highlight-meta {
  color: #AA22FF;
}
/* previously not defined, copying from default codemirror */
.highlight-def {
  color: #00f;
}
.highlight-string-2 {
  color: #f50;
}
.highlight-qualifier {
  color: #555;
}
.highlight-bracket {
  color: #997;
}
.highlight-tag {
  color: #170;
}
.highlight-attribute {
  color: #00c;
}
.highlight-header {
  color: blue;
}
.highlight-quote {
  color: #090;
}
.highlight-link {
  color: #00c;
}
/* apply the same style to codemirror */
.cm-s-ipython span.cm-keyword {
  color: #008000;
  font-weight: bold;
}
.cm-s-ipython span.cm-atom {
  color: #88F;
}
.cm-s-ipython span.cm-number {
  color: #080;
}
.cm-s-ipython span.cm-def {
  color: #00f;
}
.cm-s-ipython span.cm-variable {
  color: #000;
}
.cm-s-ipython span.cm-operator {
  color: #AA22FF;
  font-weight: bold;
}
.cm-s-ipython span.cm-variable-2 {
  color: #1a1a1a;
}
.cm-s-ipython span.cm-variable-3 {
  color: #333333;
}
.cm-s-ipython span.cm-comment {
  color: #408080;
  font-style: italic;
}
.cm-s-ipython span.cm-string {
  color: #BA2121;
}
.cm-s-ipython span.cm-string-2 {
  color: #f50;
}
.cm-s-ipython span.cm-meta {
  color: #AA22FF;
}
.cm-s-ipython span.cm-qualifier {
  color: #555;
}
.cm-s-ipython span.cm-builtin {
  color: #008000;
}
.cm-s-ipython span.cm-bracket {
  color: #997;
}
.cm-s-ipython span.cm-tag {
  color: #170;
}
.cm-s-ipython span.cm-attribute {
  color: #00c;
}
.cm-s-ipython span.cm-header {
  color: blue;
}
.cm-s-ipython span.cm-quote {
  color: #090;
}
.cm-s-ipython span.cm-link {
  color: #00c;
}
.cm-s-ipython span.cm-error {
  color: #f00;
}
.cm-s-ipython span.cm-tab {
  background: url(data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAADAAAAAMCAYAAAAkuj5RAAAAAXNSR0IArs4c6QAAAGFJREFUSMft1LsRQFAQheHPowAKoACx3IgEKtaEHujDjORSgWTH/ZOdnZOcM/sgk/kFFWY0qV8foQwS4MKBCS3qR6ixBJvElOobYAtivseIE120FaowJPN75GMu8j/LfMwNjh4HUpwg4LUAAAAASUVORK5CYII=);
  background-position: right;
  background-repeat: no-repeat;
}
div.output_wrapper {
  /* this position must be relative to enable descendents to be absolute within it */
  position: relative;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
  z-index: 1;
}
/* class for the output area when it should be height-limited */
div.output_scroll {
  /* ideally, this would be max-height, but FF barfs all over that */
  height: 24em;
  /* FF needs this *and the wrapper* to specify full width, or it will shrinkwrap */
  width: 100%;
  overflow: auto;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  display: block;
}
/* output div while it is collapsed */
div.output_collapsed {
  margin: 0px;
  padding: 0px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
div.out_prompt_overlay {
  height: 100%;
  padding: 0px 0.4em;
  position: absolute;
  border-radius: 2px;
}
div.out_prompt_overlay:hover {
  /* use inner shadow to get border that is computed the same on WebKit/FF */
  -webkit-box-shadow: inset 0 0 1px #000;
  box-shadow: inset 0 0 1px #000;
  background: rgba(240, 240, 240, 0.5);
}
div.output_prompt {
  color: #D84315;
}
/* This class is the outer container of all output sections. */
div.output_area {
  padding: 0px;
  page-break-inside: avoid;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
div.output_area .MathJax_Display {
  text-align: left !important;
}
div.output_area .rendered_html table {
  margin-left: 0;
  margin-right: 0;
}
div.output_area .rendered_html img {
  margin-left: 0;
  margin-right: 0;
}
div.output_area img,
div.output_area svg {
  max-width: 100%;
  height: auto;
}
div.output_area img.unconfined,
div.output_area svg.unconfined {
  max-width: none;
}
div.output_area .mglyph > img {
  max-width: none;
}
/* This is needed to protect the pre formating from global settings such
   as that of bootstrap */
.output {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.output_area {
    /* Old browsers */
    display: -webkit-box;
    -webkit-box-orient: vertical;
    -webkit-box-align: stretch;
    display: -moz-box;
    -moz-box-orient: vertical;
    -moz-box-align: stretch;
    display: box;
    box-orient: vertical;
    box-align: stretch;
    /* Modern browsers */
    display: flex;
    flex-direction: column;
    align-items: stretch;
  }
}
div.output_area pre {
  margin: 0;
  padding: 1px 0 1px 0;
  border: 0;
  vertical-align: baseline;
  color: black;
  background-color: transparent;
  border-radius: 0;
}
/* This class is for the output subarea inside the output_area and after
   the prompt div. */
div.output_subarea {
  overflow-x: auto;
  padding: 0.4em;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
  max-width: calc(100% - 14ex);
}
div.output_scroll div.output_subarea {
  overflow-x: visible;
}
/* The rest of the output_* classes are for special styling of the different
   output types */
/* all text output has this class: */
div.output_text {
  text-align: left;
  color: #000;
  /* This has to match that of the the CodeMirror class line-height below */
  line-height: 1.21429em;
}
/* stdout/stderr are 'text' as well as 'stream', but execute_result/error are *not* streams */
div.output_stderr {
  background: #fdd;
  /* very light red background for stderr */
}
div.output_latex {
  text-align: left;
}
/* Empty output_javascript divs should have no height */
div.output_javascript:empty {
  padding: 0;
}
.js-error {
  color: darkred;
}
/* raw_input styles */
div.raw_input_container {
  line-height: 1.21429em;
  padding-top: 5px;
}
pre.raw_input_prompt {
  /* nothing needed here. */
}
input.raw_input {
  font-family: monospace;
  font-size: inherit;
  color: inherit;
  width: auto;
  /* make sure input baseline aligns with prompt */
  vertical-align: baseline;
  /* padding + margin = 0.5em between prompt and cursor */
  padding: 0em 0.25em;
  margin: 0em 0.25em;
}
input.raw_input:focus {
  box-shadow: none;
}
p.p-space {
  margin-bottom: 10px;
}
div.output_unrecognized {
  padding: 5px;
  font-weight: bold;
  color: red;
}
div.output_unrecognized a {
  color: inherit;
  text-decoration: none;
}
div.output_unrecognized a:hover {
  color: inherit;
  text-decoration: none;
}
.rendered_html {
  color: #000;
  /* any extras will just be numbers: */
}
.rendered_html em {
  font-style: italic;
}
.rendered_html strong {
  font-weight: bold;
}
.rendered_html u {
  text-decoration: underline;
}
.rendered_html :link {
  text-decoration: underline;
}
.rendered_html :visited {
  text-decoration: underline;
}
.rendered_html h1 {
  font-size: 185.7%;
  margin: 1.08em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h2 {
  font-size: 157.1%;
  margin: 1.27em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h3 {
  font-size: 128.6%;
  margin: 1.55em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h4 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h5 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h6 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h1:first-child {
  margin-top: 0.538em;
}
.rendered_html h2:first-child {
  margin-top: 0.636em;
}
.rendered_html h3:first-child {
  margin-top: 0.777em;
}
.rendered_html h4:first-child {
  margin-top: 1em;
}
.rendered_html h5:first-child {
  margin-top: 1em;
}
.rendered_html h6:first-child {
  margin-top: 1em;
}
.rendered_html ul:not(.list-inline),
.rendered_html ol:not(.list-inline) {
  padding-left: 2em;
}
.rendered_html ul {
  list-style: disc;
}
.rendered_html ul ul {
  list-style: square;
  margin-top: 0;
}
.rendered_html ul ul ul {
  list-style: circle;
}
.rendered_html ol {
  list-style: decimal;
}
.rendered_html ol ol {
  list-style: upper-alpha;
  margin-top: 0;
}
.rendered_html ol ol ol {
  list-style: lower-alpha;
}
.rendered_html ol ol ol ol {
  list-style: lower-roman;
}
.rendered_html ol ol ol ol ol {
  list-style: decimal;
}
.rendered_html * + ul {
  margin-top: 1em;
}
.rendered_html * + ol {
  margin-top: 1em;
}
.rendered_html hr {
  color: black;
  background-color: black;
}
.rendered_html pre {
  margin: 1em 2em;
  padding: 0px;
  background-color: #fff;
}
.rendered_html code {
  background-color: #eff0f1;
}
.rendered_html p code {
  padding: 1px 5px;
}
.rendered_html pre code {
  background-color: #fff;
}
.rendered_html pre,
.rendered_html code {
  border: 0;
  color: #000;
  font-size: 100%;
}
.rendered_html blockquote {
  margin: 1em 2em;
}
.rendered_html table {
  margin-left: auto;
  margin-right: auto;
  border: none;
  border-collapse: collapse;
  border-spacing: 0;
  color: black;
  font-size: 12px;
  table-layout: fixed;
}
.rendered_html thead {
  border-bottom: 1px solid black;
  vertical-align: bottom;
}
.rendered_html tr,
.rendered_html th,
.rendered_html td {
  text-align: right;
  vertical-align: middle;
  padding: 0.5em 0.5em;
  line-height: normal;
  white-space: normal;
  max-width: none;
  border: none;
}
.rendered_html th {
  font-weight: bold;
}
.rendered_html tbody tr:nth-child(odd) {
  background: #f5f5f5;
}
.rendered_html tbody tr:hover {
  background: rgba(66, 165, 245, 0.2);
}
.rendered_html * + table {
  margin-top: 1em;
}
.rendered_html p {
  text-align: left;
}
.rendered_html * + p {
  margin-top: 1em;
}
.rendered_html img {
  display: block;
  margin-left: auto;
  margin-right: auto;
}
.rendered_html * + img {
  margin-top: 1em;
}
.rendered_html img,
.rendered_html svg {
  max-width: 100%;
  height: auto;
}
.rendered_html img.unconfined,
.rendered_html svg.unconfined {
  max-width: none;
}
.rendered_html .alert {
  margin-bottom: initial;
}
.rendered_html * + .alert {
  margin-top: 1em;
}
[dir="rtl"] .rendered_html p {
  text-align: right;
}
div.text_cell {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.text_cell > div.prompt {
    display: none;
  }
}
div.text_cell_render {
  /*font-family: "Helvetica Neue", Arial, Helvetica, Geneva, sans-serif;*/
  outline: none;
  resize: none;
  width: inherit;
  border-style: none;
  padding: 0.5em 0.5em 0.5em 0.4em;
  color: #000;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
a.anchor-link:link {
  text-decoration: none;
  padding: 0px 20px;
  visibility: hidden;
}
h1:hover .anchor-link,
h2:hover .anchor-link,
h3:hover .anchor-link,
h4:hover .anchor-link,
h5:hover .anchor-link,
h6:hover .anchor-link {
  visibility: visible;
}
.text_cell.rendered .input_area {
  display: none;
}
.text_cell.rendered .rendered_html {
  overflow-x: auto;
  overflow-y: hidden;
}
.text_cell.rendered .rendered_html tr,
.text_cell.rendered .rendered_html th,
.text_cell.rendered .rendered_html td {
  max-width: none;
}
.text_cell.unrendered .text_cell_render {
  display: none;
}
.text_cell .dropzone .input_area {
  border: 2px dashed #bababa;
  margin: -1px;
}
.cm-header-1,
.cm-header-2,
.cm-header-3,
.cm-header-4,
.cm-header-5,
.cm-header-6 {
  font-weight: bold;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
}
.cm-header-1 {
  font-size: 185.7%;
}
.cm-header-2 {
  font-size: 157.1%;
}
.cm-header-3 {
  font-size: 128.6%;
}
.cm-header-4 {
  font-size: 110%;
}
.cm-header-5 {
  font-size: 100%;
  font-style: italic;
}
.cm-header-6 {
  font-size: 100%;
  font-style: italic;
}
/*!
*
* IPython notebook webapp
*
*/
@media (max-width: 767px) {
  .notebook_app {
    padding-left: 0px;
    padding-right: 0px;
  }
}
#ipython-main-app {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook_panel {
  margin: 0px;
  padding: 0px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook {
  font-size: 14px;
  line-height: 20px;
  overflow-y: hidden;
  overflow-x: auto;
  width: 100%;
  /* This spaces the page away from the edge of the notebook area */
  padding-top: 20px;
  margin: 0px;
  outline: none;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  min-height: 100%;
}
@media not print {
  #notebook-container {
    padding: 15px;
    background-color: #fff;
    min-height: 0;
    -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
    box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  }
}
@media print {
  #notebook-container {
    width: 100%;
  }
}
div.ui-widget-content {
  border: 1px solid #ababab;
  outline: none;
}
pre.dialog {
  background-color: #f7f7f7;
  border: 1px solid #ddd;
  border-radius: 2px;
  padding: 0.4em;
  padding-left: 2em;
}
p.dialog {
  padding: 0.2em;
}
/* Word-wrap output correctly.  This is the CSS3 spelling, though Firefox seems
   to not honor it correctly.  Webkit browsers (Chrome, rekonq, Safari) do.
 */
pre,
code,
kbd,
samp {
  white-space: pre-wrap;
}
#fonttest {
  font-family: monospace;
}
p {
  margin-bottom: 0;
}
.end_space {
  min-height: 100px;
  transition: height .2s ease;
}
.notebook_app > #header {
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
}
@media not print {
  .notebook_app {
    background-color: #EEE;
  }
}
kbd {
  border-style: solid;
  border-width: 1px;
  box-shadow: none;
  margin: 2px;
  padding-left: 2px;
  padding-right: 2px;
  padding-top: 1px;
  padding-bottom: 1px;
}
.jupyter-keybindings {
  padding: 1px;
  line-height: 24px;
  border-bottom: 1px solid gray;
}
.jupyter-keybindings input {
  margin: 0;
  padding: 0;
  border: none;
}
.jupyter-keybindings i {
  padding: 6px;
}
.well code {
  background-color: #ffffff;
  border-color: #ababab;
  border-width: 1px;
  border-style: solid;
  padding: 2px;
  padding-top: 1px;
  padding-bottom: 1px;
}
/* CSS for the cell toolbar */
.celltoolbar {
  border: thin solid #CFCFCF;
  border-bottom: none;
  background: #EEE;
  border-radius: 2px 2px 0px 0px;
  width: 100%;
  height: 29px;
  padding-right: 4px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
  /* Old browsers */
  -webkit-box-pack: end;
  -moz-box-pack: end;
  box-pack: end;
  /* Modern browsers */
  justify-content: flex-end;
  display: -webkit-flex;
}
@media print {
  .celltoolbar {
    display: none;
  }
}
.ctb_hideshow {
  display: none;
  vertical-align: bottom;
}
/* ctb_show is added to the ctb_hideshow div to show the cell toolbar.
   Cell toolbars are only shown when the ctb_global_show class is also set.
*/
.ctb_global_show .ctb_show.ctb_hideshow {
  display: block;
}
.ctb_global_show .ctb_show + .input_area,
.ctb_global_show .ctb_show + div.text_cell_input,
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border-top-right-radius: 0px;
  border-top-left-radius: 0px;
}
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border: 1px solid #cfcfcf;
}
.celltoolbar {
  font-size: 87%;
  padding-top: 3px;
}
.celltoolbar select {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
  width: inherit;
  font-size: inherit;
  height: 22px;
  padding: 0px;
  display: inline-block;
}
.celltoolbar select:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.celltoolbar select::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.celltoolbar select:-ms-input-placeholder {
  color: #999;
}
.celltoolbar select::-webkit-input-placeholder {
  color: #999;
}
.celltoolbar select::-ms-expand {
  border: 0;
  background-color: transparent;
}
.celltoolbar select[disabled],
.celltoolbar select[readonly],
fieldset[disabled] .celltoolbar select {
  background-color: #eeeeee;
  opacity: 1;
}
.celltoolbar select[disabled],
fieldset[disabled] .celltoolbar select {
  cursor: not-allowed;
}
textarea.celltoolbar select {
  height: auto;
}
select.celltoolbar select {
  height: 30px;
  line-height: 30px;
}
textarea.celltoolbar select,
select[multiple].celltoolbar select {
  height: auto;
}
.celltoolbar label {
  margin-left: 5px;
  margin-right: 5px;
}
.tags_button_container {
  width: 100%;
  display: flex;
}
.tag-container {
  display: flex;
  flex-direction: row;
  flex-grow: 1;
  overflow: hidden;
  position: relative;
}
.tag-container > * {
  margin: 0 4px;
}
.remove-tag-btn {
  margin-left: 4px;
}
.tags-input {
  display: flex;
}
.cell-tag:last-child:after {
  content: "";
  position: absolute;
  right: 0;
  width: 40px;
  height: 100%;
  /* Fade to background color of cell toolbar */
  background: linear-gradient(to right, rgba(0, 0, 0, 0), #EEE);
}
.tags-input > * {
  margin-left: 4px;
}
.cell-tag,
.tags-input input,
.tags-input button {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
  box-shadow: none;
  width: inherit;
  font-size: inherit;
  height: 22px;
  line-height: 22px;
  padding: 0px 4px;
  display: inline-block;
}
.cell-tag:focus,
.tags-input input:focus,
.tags-input button:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.cell-tag::-moz-placeholder,
.tags-input input::-moz-placeholder,
.tags-input button::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.cell-tag:-ms-input-placeholder,
.tags-input input:-ms-input-placeholder,
.tags-input button:-ms-input-placeholder {
  color: #999;
}
.cell-tag::-webkit-input-placeholder,
.tags-input input::-webkit-input-placeholder,
.tags-input button::-webkit-input-placeholder {
  color: #999;
}
.cell-tag::-ms-expand,
.tags-input input::-ms-expand,
.tags-input button::-ms-expand {
  border: 0;
  background-color: transparent;
}
.cell-tag[disabled],
.tags-input input[disabled],
.tags-input button[disabled],
.cell-tag[readonly],
.tags-input input[readonly],
.tags-input button[readonly],
fieldset[disabled] .cell-tag,
fieldset[disabled] .tags-input input,
fieldset[disabled] .tags-input button {
  background-color: #eeeeee;
  opacity: 1;
}
.cell-tag[disabled],
.tags-input input[disabled],
.tags-input button[disabled],
fieldset[disabled] .cell-tag,
fieldset[disabled] .tags-input input,
fieldset[disabled] .tags-input button {
  cursor: not-allowed;
}
textarea.cell-tag,
textarea.tags-input input,
textarea.tags-input button {
  height: auto;
}
select.cell-tag,
select.tags-input input,
select.tags-input button {
  height: 30px;
  line-height: 30px;
}
textarea.cell-tag,
textarea.tags-input input,
textarea.tags-input button,
select[multiple].cell-tag,
select[multiple].tags-input input,
select[multiple].tags-input button {
  height: auto;
}
.cell-tag,
.tags-input button {
  padding: 0px 4px;
}
.cell-tag {
  background-color: #fff;
  white-space: nowrap;
}
.tags-input input[type=text]:focus {
  outline: none;
  box-shadow: none;
  border-color: #ccc;
}
.completions {
  position: absolute;
  z-index: 110;
  overflow: hidden;
  border: 1px solid #ababab;
  border-radius: 2px;
  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
  box-shadow: 0px 6px 10px -1px #adadad;
  line-height: 1;
}
.completions select {
  background: white;
  outline: none;
  border: none;
  padding: 0px;
  margin: 0px;
  overflow: auto;
  font-family: monospace;
  font-size: 110%;
  color: #000;
  width: auto;
}
.completions select option.context {
  color: #286090;
}
#kernel_logo_widget .current_kernel_logo {
  display: none;
  margin-top: -1px;
  margin-bottom: -1px;
  width: 32px;
  height: 32px;
}
[dir="rtl"] #kernel_logo_widget {
  float: left !important;
  float: left;
}
.modal .modal-body .move-path {
  display: flex;
  flex-direction: row;
  justify-content: space;
  align-items: center;
}
.modal .modal-body .move-path .server-root {
  padding-right: 20px;
}
.modal .modal-body .move-path .path-input {
  flex: 1;
}
#menubar {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  margin-top: 1px;
}
#menubar .navbar {
  border-top: 1px;
  border-radius: 0px 0px 2px 2px;
  margin-bottom: 0px;
}
#menubar .navbar-toggle {
  float: left;
  padding-top: 7px;
  padding-bottom: 7px;
  border: none;
}
#menubar .navbar-collapse {
  clear: left;
}
[dir="rtl"] #menubar .navbar-toggle {
  float: right;
}
[dir="rtl"] #menubar .navbar-collapse {
  clear: right;
}
[dir="rtl"] #menubar .navbar-nav {
  float: right;
}
[dir="rtl"] #menubar .nav {
  padding-right: 0px;
}
[dir="rtl"] #menubar .navbar-nav > li {
  float: right;
}
[dir="rtl"] #menubar .navbar-right {
  float: left !important;
}
[dir="rtl"] ul.dropdown-menu {
  text-align: right;
  left: auto;
}
[dir="rtl"] ul#new-menu.dropdown-menu {
  right: auto;
  left: 0;
}
.nav-wrapper {
  border-bottom: 1px solid #e7e7e7;
}
i.menu-icon {
  padding-top: 4px;
}
[dir="rtl"] i.menu-icon.pull-right {
  float: left !important;
  float: left;
}
ul#help_menu li a {
  overflow: hidden;
  padding-right: 2.2em;
}
ul#help_menu li a i {
  margin-right: -1.2em;
}
[dir="rtl"] ul#help_menu li a {
  padding-left: 2.2em;
}
[dir="rtl"] ul#help_menu li a i {
  margin-right: 0;
  margin-left: -1.2em;
}
[dir="rtl"] ul#help_menu li a i.pull-right {
  float: left !important;
  float: left;
}
.dropdown-submenu {
  position: relative;
}
.dropdown-submenu > .dropdown-menu {
  top: 0;
  left: 100%;
  margin-top: -6px;
  margin-left: -1px;
}
[dir="rtl"] .dropdown-submenu > .dropdown-menu {
  right: 100%;
  margin-right: -1px;
}
.dropdown-submenu:hover > .dropdown-menu {
  display: block;
}
.dropdown-submenu > a:after {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  display: block;
  content: "\f0da";
  float: right;
  color: #333333;
  margin-top: 2px;
  margin-right: -10px;
}
.dropdown-submenu > a:after.fa-pull-left {
  margin-right: .3em;
}
.dropdown-submenu > a:after.fa-pull-right {
  margin-left: .3em;
}
.dropdown-submenu > a:after.pull-left {
  margin-right: .3em;
}
.dropdown-submenu > a:after.pull-right {
  margin-left: .3em;
}
[dir="rtl"] .dropdown-submenu > a:after {
  float: left;
  content: "\f0d9";
  margin-right: 0;
  margin-left: -10px;
}
.dropdown-submenu:hover > a:after {
  color: #262626;
}
.dropdown-submenu.pull-left {
  float: none;
}
.dropdown-submenu.pull-left > .dropdown-menu {
  left: -100%;
  margin-left: 10px;
}
#notification_area {
  float: right !important;
  float: right;
  z-index: 10;
}
[dir="rtl"] #notification_area {
  float: left !important;
  float: left;
}
.indicator_area {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
[dir="rtl"] .indicator_area {
  float: left !important;
  float: left;
}
#kernel_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  border-left: 1px solid;
}
#kernel_indicator .kernel_indicator_name {
  padding-left: 5px;
  padding-right: 5px;
}
[dir="rtl"] #kernel_indicator {
  float: left !important;
  float: left;
  border-left: 0;
  border-right: 1px solid;
}
#modal_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
[dir="rtl"] #modal_indicator {
  float: left !important;
  float: left;
}
#readonly-indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  margin-top: 2px;
  margin-bottom: 0px;
  margin-left: 0px;
  margin-right: 0px;
  display: none;
}
.modal_indicator:before {
  width: 1.28571429em;
  text-align: center;
}
.edit_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f040";
}
.edit_mode .modal_indicator:before.fa-pull-left {
  margin-right: .3em;
}
.edit_mode .modal_indicator:before.fa-pull-right {
  margin-left: .3em;
}
.edit_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.edit_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.command_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: ' ';
}
.command_mode .modal_indicator:before.fa-pull-left {
  margin-right: .3em;
}
.command_mode .modal_indicator:before.fa-pull-right {
  margin-left: .3em;
}
.command_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.command_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.kernel_idle_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f10c";
}
.kernel_idle_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_idle_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_idle_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_idle_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_busy_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f111";
}
.kernel_busy_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_busy_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_busy_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_busy_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_dead_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f1e2";
}
.kernel_dead_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_dead_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_dead_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_dead_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_disconnected_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f127";
}
.kernel_disconnected_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_disconnected_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_disconnected_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_disconnected_icon:before.pull-right {
  margin-left: .3em;
}
.notification_widget {
  color: #777;
  z-index: 10;
  background: rgba(240, 240, 240, 0.5);
  margin-right: 4px;
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget:focus,
.notification_widget.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
.notification_widget:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active:hover,
.notification_widget.active:hover,
.open > .dropdown-toggle.notification_widget:hover,
.notification_widget:active:focus,
.notification_widget.active:focus,
.open > .dropdown-toggle.notification_widget:focus,
.notification_widget:active.focus,
.notification_widget.active.focus,
.open > .dropdown-toggle.notification_widget.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  background-image: none;
}
.notification_widget.disabled:hover,
.notification_widget[disabled]:hover,
fieldset[disabled] .notification_widget:hover,
.notification_widget.disabled:focus,
.notification_widget[disabled]:focus,
fieldset[disabled] .notification_widget:focus,
.notification_widget.disabled.focus,
.notification_widget[disabled].focus,
fieldset[disabled] .notification_widget.focus {
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget .badge {
  color: #fff;
  background-color: #333;
}
.notification_widget.warning {
  color: #fff;
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning:focus,
.notification_widget.warning.focus {
  color: #fff;
  background-color: #ec971f;
  border-color: #985f0d;
}
.notification_widget.warning:hover {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active:hover,
.notification_widget.warning.active:hover,
.open > .dropdown-toggle.notification_widget.warning:hover,
.notification_widget.warning:active:focus,
.notification_widget.warning.active:focus,
.open > .dropdown-toggle.notification_widget.warning:focus,
.notification_widget.warning:active.focus,
.notification_widget.warning.active.focus,
.open > .dropdown-toggle.notification_widget.warning.focus {
  color: #fff;
  background-color: #d58512;
  border-color: #985f0d;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  background-image: none;
}
.notification_widget.warning.disabled:hover,
.notification_widget.warning[disabled]:hover,
fieldset[disabled] .notification_widget.warning:hover,
.notification_widget.warning.disabled:focus,
.notification_widget.warning[disabled]:focus,
fieldset[disabled] .notification_widget.warning:focus,
.notification_widget.warning.disabled.focus,
.notification_widget.warning[disabled].focus,
fieldset[disabled] .notification_widget.warning.focus {
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning .badge {
  color: #f0ad4e;
  background-color: #fff;
}
.notification_widget.success {
  color: #fff;
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success:focus,
.notification_widget.success.focus {
  color: #fff;
  background-color: #449d44;
  border-color: #255625;
}
.notification_widget.success:hover {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active:hover,
.notification_widget.success.active:hover,
.open > .dropdown-toggle.notification_widget.success:hover,
.notification_widget.success:active:focus,
.notification_widget.success.active:focus,
.open > .dropdown-toggle.notification_widget.success:focus,
.notification_widget.success:active.focus,
.notification_widget.success.active.focus,
.open > .dropdown-toggle.notification_widget.success.focus {
  color: #fff;
  background-color: #398439;
  border-color: #255625;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  background-image: none;
}
.notification_widget.success.disabled:hover,
.notification_widget.success[disabled]:hover,
fieldset[disabled] .notification_widget.success:hover,
.notification_widget.success.disabled:focus,
.notification_widget.success[disabled]:focus,
fieldset[disabled] .notification_widget.success:focus,
.notification_widget.success.disabled.focus,
.notification_widget.success[disabled].focus,
fieldset[disabled] .notification_widget.success.focus {
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success .badge {
  color: #5cb85c;
  background-color: #fff;
}
.notification_widget.info {
  color: #fff;
  background-color: #5bc0de;
  border-color: #46b8da;
}
.notification_widget.info:focus,
.notification_widget.info.focus {
  color: #fff;
  background-color: #31b0d5;
  border-color: #1b6d85;
}
.notification_widget.info:hover {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.notification_widget.info:active,
.notification_widget.info.active,
.open > .dropdown-toggle.notification_widget.info {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.notification_widget.info:active:hover,
.notification_widget.info.active:hover,
.open > .dropdown-toggle.notification_widget.info:hover,
.notification_widget.info:active:focus,
.notification_widget.info.active:focus,
.open > .dropdown-toggle.notification_widget.info:focus,
.notification_widget.info:active.focus,
.notification_widget.info.active.focus,
.open > .dropdown-toggle.notification_widget.info.focus {
  color: #fff;
  background-color: #269abc;
  border-color: #1b6d85;
}
.notification_widget.info:active,
.notification_widget.info.active,
.open > .dropdown-toggle.notification_widget.info {
  background-image: none;
}
.notification_widget.info.disabled:hover,
.notification_widget.info[disabled]:hover,
fieldset[disabled] .notification_widget.info:hover,
.notification_widget.info.disabled:focus,
.notification_widget.info[disabled]:focus,
fieldset[disabled] .notification_widget.info:focus,
.notification_widget.info.disabled.focus,
.notification_widget.info[disabled].focus,
fieldset[disabled] .notification_widget.info.focus {
  background-color: #5bc0de;
  border-color: #46b8da;
}
.notification_widget.info .badge {
  color: #5bc0de;
  background-color: #fff;
}
.notification_widget.danger {
  color: #fff;
  background-color: #d9534f;
  border-color: #d43f3a;
}
.notification_widget.danger:focus,
.notification_widget.danger.focus {
  color: #fff;
  background-color: #c9302c;
  border-color: #761c19;
}
.notification_widget.danger:hover {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.notification_widget.danger:active,
.notification_widget.danger.active,
.open > .dropdown-toggle.notification_widget.danger {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.notification_widget.danger:active:hover,
.notification_widget.danger.active:hover,
.open > .dropdown-toggle.notification_widget.danger:hover,
.notification_widget.danger:active:focus,
.notification_widget.danger.active:focus,
.open > .dropdown-toggle.notification_widget.danger:focus,
.notification_widget.danger:active.focus,
.notification_widget.danger.active.focus,
.open > .dropdown-toggle.notification_widget.danger.focus {
  color: #fff;
  background-color: #ac2925;
  border-color: #761c19;
}
.notification_widget.danger:active,
.notification_widget.danger.active,
.open > .dropdown-toggle.notification_widget.danger {
  background-image: none;
}
.notification_widget.danger.disabled:hover,
.notification_widget.danger[disabled]:hover,
fieldset[disabled] .notification_widget.danger:hover,
.notification_widget.danger.disabled:focus,
.notification_widget.danger[disabled]:focus,
fieldset[disabled] .notification_widget.danger:focus,
.notification_widget.danger.disabled.focus,
.notification_widget.danger[disabled].focus,
fieldset[disabled] .notification_widget.danger.focus {
  background-color: #d9534f;
  border-color: #d43f3a;
}
.notification_widget.danger .badge {
  color: #d9534f;
  background-color: #fff;
}
div#pager {
  background-color: #fff;
  font-size: 14px;
  line-height: 20px;
  overflow: hidden;
  display: none;
  position: fixed;
  bottom: 0px;
  width: 100%;
  max-height: 50%;
  padding-top: 8px;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  /* Display over codemirror */
  z-index: 100;
  /* Hack which prevents jquery ui resizable from changing top. */
  top: auto !important;
}
div#pager pre {
  line-height: 1.21429em;
  color: #000;
  background-color: #f7f7f7;
  padding: 0.4em;
}
div#pager #pager-button-area {
  position: absolute;
  top: 8px;
  right: 20px;
}
div#pager #pager-contents {
  position: relative;
  overflow: auto;
  width: 100%;
  height: 100%;
}
div#pager #pager-contents #pager-container {
  position: relative;
  padding: 15px 0px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
div#pager .ui-resizable-handle {
  top: 0px;
  height: 8px;
  background: #f7f7f7;
  border-top: 1px solid #cfcfcf;
  border-bottom: 1px solid #cfcfcf;
  /* This injects handle bars (a short, wide = symbol) for 
        the resize handle. */
}
div#pager .ui-resizable-handle::after {
  content: '';
  top: 2px;
  left: 50%;
  height: 3px;
  width: 30px;
  margin-left: -15px;
  position: absolute;
  border-top: 1px solid #cfcfcf;
}
.quickhelp {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
  line-height: 1.8em;
}
.shortcut_key {
  display: inline-block;
  width: 21ex;
  text-align: right;
  font-family: monospace;
}
.shortcut_descr {
  display: inline-block;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
}
span.save_widget {
  height: 30px;
  margin-top: 4px;
  display: flex;
  justify-content: flex-start;
  align-items: baseline;
  width: 50%;
  flex: 1;
}
span.save_widget span.filename {
  height: 100%;
  line-height: 1em;
  margin-left: 16px;
  border: none;
  font-size: 146.5%;
  text-overflow: ellipsis;
  overflow: hidden;
  white-space: nowrap;
  border-radius: 2px;
}
span.save_widget span.filename:hover {
  background-color: #e6e6e6;
}
[dir="rtl"] span.save_widget.pull-left {
  float: right !important;
  float: right;
}
[dir="rtl"] span.save_widget span.filename {
  margin-left: 0;
  margin-right: 16px;
}
span.checkpoint_status,
span.autosave_status {
  font-size: small;
  white-space: nowrap;
  padding: 0 5px;
}
@media (max-width: 767px) {
  span.save_widget {
    font-size: small;
    padding: 0 0 0 5px;
  }
  span.checkpoint_status,
  span.autosave_status {
    display: none;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  span.checkpoint_status {
    display: none;
  }
  span.autosave_status {
    font-size: x-small;
  }
}
.toolbar {
  padding: 0px;
  margin-left: -5px;
  margin-top: 2px;
  margin-bottom: 5px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
.toolbar select,
.toolbar label {
  width: auto;
  vertical-align: middle;
  margin-right: 2px;
  margin-bottom: 0px;
  display: inline;
  font-size: 92%;
  margin-left: 0.3em;
  margin-right: 0.3em;
  padding: 0px;
  padding-top: 3px;
}
.toolbar .btn {
  padding: 2px 8px;
}
.toolbar .btn-group {
  margin-top: 0px;
  margin-left: 5px;
}
.toolbar-btn-label {
  margin-left: 6px;
}
#maintoolbar {
  margin-bottom: -3px;
  margin-top: -8px;
  border: 0px;
  min-height: 27px;
  margin-left: 0px;
  padding-top: 11px;
  padding-bottom: 3px;
}
#maintoolbar .navbar-text {
  float: none;
  vertical-align: middle;
  text-align: right;
  margin-left: 5px;
  margin-right: 0px;
  margin-top: 0px;
}
.select-xs {
  height: 24px;
}
[dir="rtl"] .btn-group > .btn,
.btn-group-vertical > .btn {
  float: right;
}
.pulse,
.dropdown-menu > li > a.pulse,
li.pulse > a.dropdown-toggle,
li.pulse.open > a.dropdown-toggle {
  background-color: #F37626;
  color: white;
}
/**
 * Primary styles
 *
 * Author: Jupyter Development Team
 */
/** WARNING IF YOU ARE EDITTING THIS FILE, if this is a .css file, It has a lot
 * of chance of beeing generated from the ../less/[samename].less file, you can
 * try to get back the less file by reverting somme commit in history
 **/
/*
 * We'll try to get something pretty, so we
 * have some strange css to have the scroll bar on
 * the left with fix button on the top right of the tooltip
 */
@-moz-keyframes fadeOut {
  from {
    opacity: 1;
  }
  to {
    opacity: 0;
  }
}
@-webkit-keyframes fadeOut {
  from {
    opacity: 1;
  }
  to {
    opacity: 0;
  }
}
@-moz-keyframes fadeIn {
  from {
    opacity: 0;
  }
  to {
    opacity: 1;
  }
}
@-webkit-keyframes fadeIn {
  from {
    opacity: 0;
  }
  to {
    opacity: 1;
  }
}
/*properties of tooltip after "expand"*/
.bigtooltip {
  overflow: auto;
  height: 200px;
  -webkit-transition-property: height;
  -webkit-transition-duration: 500ms;
  -moz-transition-property: height;
  -moz-transition-duration: 500ms;
  transition-property: height;
  transition-duration: 500ms;
}
/*properties of tooltip before "expand"*/
.smalltooltip {
  -webkit-transition-property: height;
  -webkit-transition-duration: 500ms;
  -moz-transition-property: height;
  -moz-transition-duration: 500ms;
  transition-property: height;
  transition-duration: 500ms;
  text-overflow: ellipsis;
  overflow: hidden;
  height: 80px;
}
.tooltipbuttons {
  position: absolute;
  padding-right: 15px;
  top: 0px;
  right: 0px;
}
.tooltiptext {
  /*avoid the button to overlap on some docstring*/
  padding-right: 30px;
}
.ipython_tooltip {
  max-width: 700px;
  /*fade-in animation when inserted*/
  -webkit-animation: fadeOut 400ms;
  -moz-animation: fadeOut 400ms;
  animation: fadeOut 400ms;
  -webkit-animation: fadeIn 400ms;
  -moz-animation: fadeIn 400ms;
  animation: fadeIn 400ms;
  vertical-align: middle;
  background-color: #f7f7f7;
  overflow: visible;
  border: #ababab 1px solid;
  outline: none;
  padding: 3px;
  margin: 0px;
  padding-left: 7px;
  font-family: monospace;
  min-height: 50px;
  -moz-box-shadow: 0px 6px 10px -1px #adadad;
  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
  box-shadow: 0px 6px 10px -1px #adadad;
  border-radius: 2px;
  position: absolute;
  z-index: 1000;
}
.ipython_tooltip a {
  float: right;
}
.ipython_tooltip .tooltiptext pre {
  border: 0;
  border-radius: 0;
  font-size: 100%;
  background-color: #f7f7f7;
}
.pretooltiparrow {
  left: 0px;
  margin: 0px;
  top: -16px;
  width: 40px;
  height: 16px;
  overflow: hidden;
  position: absolute;
}
.pretooltiparrow:before {
  background-color: #f7f7f7;
  border: 1px #ababab solid;
  z-index: 11;
  content: "";
  position: absolute;
  left: 15px;
  top: 10px;
  width: 25px;
  height: 25px;
  -webkit-transform: rotate(45deg);
  -moz-transform: rotate(45deg);
  -ms-transform: rotate(45deg);
  -o-transform: rotate(45deg);
}
ul.typeahead-list i {
  margin-left: -10px;
  width: 18px;
}
[dir="rtl"] ul.typeahead-list i {
  margin-left: 0;
  margin-right: -10px;
}
ul.typeahead-list {
  max-height: 80vh;
  overflow: auto;
}
ul.typeahead-list > li > a {
  /** Firefox bug **/
  /* see https://github.com/jupyter/notebook/issues/559 */
  white-space: normal;
}
ul.typeahead-list  > li > a.pull-right {
  float: left !important;
  float: left;
}
[dir="rtl"] .typeahead-list {
  text-align: right;
}
.cmd-palette .modal-body {
  padding: 7px;
}
.cmd-palette form {
  background: white;
}
.cmd-palette input {
  outline: none;
}
.no-shortcut {
  min-width: 20px;
  color: transparent;
}
[dir="rtl"] .no-shortcut.pull-right {
  float: left !important;
  float: left;
}
[dir="rtl"] .command-shortcut.pull-right {
  float: left !important;
  float: left;
}
.command-shortcut:before {
  content: "(command mode)";
  padding-right: 3px;
  color: #777777;
}
.edit-shortcut:before {
  content: "(edit)";
  padding-right: 3px;
  color: #777777;
}
[dir="rtl"] .edit-shortcut.pull-right {
  float: left !important;
  float: left;
}
#find-and-replace #replace-preview .match,
#find-and-replace #replace-preview .insert {
  background-color: #BBDEFB;
  border-color: #90CAF9;
  border-style: solid;
  border-width: 1px;
  border-radius: 0px;
}
[dir="ltr"] #find-and-replace .input-group-btn + .form-control {
  border-left: none;
}
[dir="rtl"] #find-and-replace .input-group-btn + .form-control {
  border-right: none;
}
#find-and-replace #replace-preview .replace .match {
  background-color: #FFCDD2;
  border-color: #EF9A9A;
  border-radius: 0px;
}
#find-and-replace #replace-preview .replace .insert {
  background-color: #C8E6C9;
  border-color: #A5D6A7;
  border-radius: 0px;
}
#find-and-replace #replace-preview {
  max-height: 60vh;
  overflow: auto;
}
#find-and-replace #replace-preview pre {
  padding: 5px 10px;
}
.terminal-app {
  background: #EEE;
}
.terminal-app #header {
  background: #fff;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
}
.terminal-app .terminal {
  width: 100%;
  float: left;
  font-family: monospace;
  color: white;
  background: black;
  padding: 0.4em;
  border-radius: 2px;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.4);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.4);
}
.terminal-app .terminal,
.terminal-app .terminal dummy-screen {
  line-height: 1em;
  font-size: 14px;
}
.terminal-app .terminal .xterm-rows {
  padding: 10px;
}
.terminal-app .terminal-cursor {
  color: black;
  background: white;
}
.terminal-app #terminado-container {
  margin-top: 20px;
}
/*# sourceMappingURL=style.min.css.map */
    </style>
<style type="text/css">
    .highlight .hll { background-color: #ffffcc }
.highlight  { background: #f8f8f8; }
.highlight .c { color: #408080; font-style: italic } /* Comment */
.highlight .err { border: 1px solid #FF0000 } /* Error */
.highlight .k { color: #008000; font-weight: bold } /* Keyword */
.highlight .o { color: #666666 } /* Operator */
.highlight .ch { color: #408080; font-style: italic } /* Comment.Hashbang */
.highlight .cm { color: #408080; font-style: italic } /* Comment.Multiline */
.highlight .cp { color: #BC7A00 } /* Comment.Preproc */
.highlight .cpf { color: #408080; font-style: italic } /* Comment.PreprocFile */
.highlight .c1 { color: #408080; font-style: italic } /* Comment.Single */
.highlight .cs { color: #408080; font-style: italic } /* Comment.Special */
.highlight .gd { color: #A00000 } /* Generic.Deleted */
.highlight .ge { font-style: italic } /* Generic.Emph */
.highlight .gr { color: #FF0000 } /* Generic.Error */
.highlight .gh { color: #000080; font-weight: bold } /* Generic.Heading */
.highlight .gi { color: #00A000 } /* Generic.Inserted */
.highlight .go { color: #888888 } /* Generic.Output */
.highlight .gp { color: #000080; font-weight: bold } /* Generic.Prompt */
.highlight .gs { font-weight: bold } /* Generic.Strong */
.highlight .gu { color: #800080; font-weight: bold } /* Generic.Subheading */
.highlight .gt { color: #0044DD } /* Generic.Traceback */
.highlight .kc { color: #008000; font-weight: bold } /* Keyword.Constant */
.highlight .kd { color: #008000; font-weight: bold } /* Keyword.Declaration */
.highlight .kn { color: #008000; font-weight: bold } /* Keyword.Namespace */
.highlight .kp { color: #008000 } /* Keyword.Pseudo */
.highlight .kr { color: #008000; font-weight: bold } /* Keyword.Reserved */
.highlight .kt { color: #B00040 } /* Keyword.Type */
.highlight .m { color: #666666 } /* Literal.Number */
.highlight .s { color: #BA2121 } /* Literal.String */
.highlight .na { color: #7D9029 } /* Name.Attribute */
.highlight .nb { color: #008000 } /* Name.Builtin */
.highlight .nc { color: #0000FF; font-weight: bold } /* Name.Class */
.highlight .no { color: #880000 } /* Name.Constant */
.highlight .nd { color: #AA22FF } /* Name.Decorator */
.highlight .ni { color: #999999; font-weight: bold } /* Name.Entity */
.highlight .ne { color: #D2413A; font-weight: bold } /* Name.Exception */
.highlight .nf { color: #0000FF } /* Name.Function */
.highlight .nl { color: #A0A000 } /* Name.Label */
.highlight .nn { color: #0000FF; font-weight: bold } /* Name.Namespace */
.highlight .nt { color: #008000; font-weight: bold } /* Name.Tag */
.highlight .nv { color: #19177C } /* Name.Variable */
.highlight .ow { color: #AA22FF; font-weight: bold } /* Operator.Word */
.highlight .w { color: #bbbbbb } /* Text.Whitespace */
.highlight .mb { color: #666666 } /* Literal.Number.Bin */
.highlight .mf { color: #666666 } /* Literal.Number.Float */
.highlight .mh { color: #666666 } /* Literal.Number.Hex */
.highlight .mi { color: #666666 } /* Literal.Number.Integer */
.highlight .mo { color: #666666 } /* Literal.Number.Oct */
.highlight .sa { color: #BA2121 } /* Literal.String.Affix */
.highlight .sb { color: #BA2121 } /* Literal.String.Backtick */
.highlight .sc { color: #BA2121 } /* Literal.String.Char */
.highlight .dl { color: #BA2121 } /* Literal.String.Delimiter */
.highlight .sd { color: #BA2121; font-style: italic } /* Literal.String.Doc */
.highlight .s2 { color: #BA2121 } /* Literal.String.Double */
.highlight .se { color: #BB6622; font-weight: bold } /* Literal.String.Escape */
.highlight .sh { color: #BA2121 } /* Literal.String.Heredoc */
.highlight .si { color: #BB6688; font-weight: bold } /* Literal.String.Interpol */
.highlight .sx { color: #008000 } /* Literal.String.Other */
.highlight .sr { color: #BB6688 } /* Literal.String.Regex */
.highlight .s1 { color: #BA2121 } /* Literal.String.Single */
.highlight .ss { color: #19177C } /* Literal.String.Symbol */
.highlight .bp { color: #008000 } /* Name.Builtin.Pseudo */
.highlight .fm { color: #0000FF } /* Name.Function.Magic */
.highlight .vc { color: #19177C } /* Name.Variable.Class */
.highlight .vg { color: #19177C } /* Name.Variable.Global */
.highlight .vi { color: #19177C } /* Name.Variable.Instance */
.highlight .vm { color: #19177C } /* Name.Variable.Magic */
.highlight .il { color: #666666 } /* Literal.Number.Integer.Long */
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<style type="text/css">
    
/* Temporary definitions which will become obsolete with Notebook release 5.0 */
.ansi-black-fg { color: #3E424D; }
.ansi-black-bg { background-color: #3E424D; }
.ansi-black-intense-fg { color: #282C36; }
.ansi-black-intense-bg { background-color: #282C36; }
.ansi-red-fg { color: #E75C58; }
.ansi-red-bg { background-color: #E75C58; }
.ansi-red-intense-fg { color: #B22B31; }
.ansi-red-intense-bg { background-color: #B22B31; }
.ansi-green-fg { color: #00A250; }
.ansi-green-bg { background-color: #00A250; }
.ansi-green-intense-fg { color: #007427; }
.ansi-green-intense-bg { background-color: #007427; }
.ansi-yellow-fg { color: #DDB62B; }
.ansi-yellow-bg { background-color: #DDB62B; }
.ansi-yellow-intense-fg { color: #B27D12; }
.ansi-yellow-intense-bg { background-color: #B27D12; }
.ansi-blue-fg { color: #208FFB; }
.ansi-blue-bg { background-color: #208FFB; }
.ansi-blue-intense-fg { color: #0065CA; }
.ansi-blue-intense-bg { background-color: #0065CA; }
.ansi-magenta-fg { color: #D160C4; }
.ansi-magenta-bg { background-color: #D160C4; }
.ansi-magenta-intense-fg { color: #A03196; }
.ansi-magenta-intense-bg { background-color: #A03196; }
.ansi-cyan-fg { color: #60C6C8; }
.ansi-cyan-bg { background-color: #60C6C8; }
.ansi-cyan-intense-fg { color: #258F8F; }
.ansi-cyan-intense-bg { background-color: #258F8F; }
.ansi-white-fg { color: #C5C1B4; }
.ansi-white-bg { background-color: #C5C1B4; }
.ansi-white-intense-fg { color: #A1A6B2; }
.ansi-white-intense-bg { background-color: #A1A6B2; }

.ansi-bold { font-weight: bold; }

    </style>


<style type="text/css">
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<h1 id="ActBlue-analysis">ActBlue analysis<a class="anchor-link" href="#ActBlue-analysis">&#182;</a></h1>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">import</span> <span class="nn">json</span>
<span class="kn">import</span> <span class="nn">math</span>
<span class="kn">import</span> <span class="nn">matplotlib.dates</span> <span class="k">as</span> <span class="nn">mdates</span>
<span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="k">as</span> <span class="nn">plt</span>
<span class="kn">import</span> <span class="nn">matplotlib.ticker</span> <span class="k">as</span> <span class="nn">ticker</span>
<span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
<span class="kn">import</span> <span class="nn">os</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">psycopg2</span>
<span class="kn">import</span> <span class="nn">requests</span>
<span class="kn">import</span> <span class="nn">gender_guesser.detector</span> <span class="k">as</span> <span class="nn">gender</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="o">%</span><span class="k">matplotlib</span> inline

<span class="n">plt</span><span class="o">.</span><span class="n">style</span><span class="o">.</span><span class="n">use</span><span class="p">(</span><span class="s1">&#39;ggplot&#39;</span><span class="p">)</span>

<span class="n">pd</span><span class="o">.</span><span class="n">options</span><span class="o">.</span><span class="n">display</span><span class="o">.</span><span class="n">float_format</span> <span class="o">=</span> <span class="s1">&#39;</span><span class="si">{:,.2f}</span><span class="s1">&#39;</span><span class="o">.</span><span class="n">format</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="k">def</span> <span class="nf">read_or_save</span><span class="p">(</span><span class="n">name</span><span class="p">,</span> <span class="n">func</span><span class="p">):</span>
    <span class="n">path</span> <span class="o">=</span> <span class="s1">&#39;pickles/&#39;</span> <span class="o">+</span> <span class="n">name</span> <span class="o">+</span> <span class="s1">&#39;.pickle.gz&#39;</span>
    <span class="k">if</span> <span class="p">(</span><span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">isfile</span><span class="p">(</span><span class="n">path</span><span class="p">)):</span>
        <span class="k">return</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_pickle</span><span class="p">(</span><span class="n">path</span><span class="p">)</span>
    <span class="k">else</span><span class="p">:</span>
        <span class="n">result</span> <span class="o">=</span> <span class="n">func</span><span class="p">()</span>
        <span class="n">os</span><span class="o">.</span><span class="n">makedirs</span><span class="p">(</span><span class="s1">&#39;pickles&#39;</span><span class="p">,</span> <span class="n">exist_ok</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
        <span class="n">result</span><span class="o">.</span><span class="n">to_pickle</span><span class="p">(</span><span class="n">path</span><span class="p">)</span>
        <span class="k">return</span> <span class="n">result</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">committee_id</span> <span class="o">=</span> <span class="s2">&quot;C00401224&quot;</span>
<span class="n">year_since</span> <span class="o">=</span> <span class="mi">2013</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="s2">&quot;config.json&quot;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
    <span class="n">conf</span> <span class="o">=</span> <span class="n">json</span><span class="o">.</span><span class="n">load</span><span class="p">(</span><span class="n">f</span><span class="p">)</span>
<span class="n">conn</span> <span class="o">=</span> <span class="n">psycopg2</span><span class="o">.</span><span class="n">connect</span><span class="p">(</span>
    <span class="n">dbname</span><span class="o">=</span><span class="n">conf</span><span class="p">[</span><span class="s1">&#39;dbname&#39;</span><span class="p">],</span>
    <span class="n">user</span><span class="o">=</span><span class="n">conf</span><span class="p">[</span><span class="s1">&#39;user&#39;</span><span class="p">],</span>
    <span class="n">host</span><span class="o">=</span><span class="n">conf</span><span class="p">[</span><span class="s1">&#39;host&#39;</span><span class="p">],</span>
    <span class="n">password</span><span class="o">=</span><span class="n">conf</span><span class="p">[</span><span class="s1">&#39;password&#39;</span><span class="p">]</span>
<span class="p">)</span>
<span class="n">conn</span><span class="o">.</span><span class="n">autocommit</span> <span class="o">=</span> <span class="kc">True</span>
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<h3 id="How-many-reports-are-in-the-database?">How many reports are in the database?<a class="anchor-link" href="#How-many-reports-are-in-the-database?">&#182;</a></h3><p>Jan. 1, 2013 — now</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">filings_count</span> <span class="o">=</span> <span class="n">read_or_save</span><span class="p">(</span>
    <span class="s1">&#39;filings_count&#39;</span><span class="p">,</span>
    <span class="k">lambda</span><span class="p">:</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_sql</span><span class="p">(</span><span class="s2">&quot;&quot;&quot;</span>
<span class="s2">    SELECT count(*)</span>
<span class="s2">    FROM</span>
<span class="s2">      (SELECT filing_id</span>
<span class="s2">       FROM fec_filings</span>
<span class="s2">       UNION SELECT filing_id</span>
<span class="s2">       FROM fec_paper_filings) AS filings;</span>
<span class="s2">    &quot;&quot;&quot;</span><span class="p">,</span> <span class="n">con</span><span class="o">=</span><span class="n">conn</span><span class="p">)</span>
<span class="p">)</span>
<span class="n">filings_count</span>
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      <th></th>
      <th>count</th>
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    <tr>
      <th>0</th>
      <td>433363</td>
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<h3 id="Are-there-other-committees-itemizing-a-large-number-of-transfers?">Are there other committees itemizing a large number of transfers?<a class="anchor-link" href="#Are-there-other-committees-itemizing-a-large-number-of-transfers?">&#182;</a></h3><p>Jan. 1, 2017 — now</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">transfer_committees</span> <span class="o">=</span> <span class="n">read_or_save</span><span class="p">(</span>
    <span class="s1">&#39;transfer_committees&#39;</span><span class="p">,</span>
    <span class="k">lambda</span><span class="p">:</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_sql</span><span class="p">(</span><span class="s2">&quot;&quot;&quot;</span>
<span class="s2">    SELECT filer_committee_id_number,</span>
<span class="s2">           fec_committees.name,</span>
<span class="s2">           count,</span>
<span class="s2">           sum</span>
<span class="s2">    FROM</span>
<span class="s2">        (SELECT filer_committee_id_number,</span>
<span class="s2">               count(*) AS count,</span>
<span class="s2">               sum(expenditure_amount) as sum</span>
<span class="s2">        FROM fec_expenditures</span>
<span class="s2">        JOIN fec_amended_filings using (filing_id)</span>
<span class="s2">        WHERE </span>
<span class="s2">        -- filer_committee_id_number != &#39;&quot;&quot;&quot;</span> <span class="o">+</span> <span class="n">committee_id</span> <span class="o">+</span> <span class="s2">&quot;&quot;&quot;&#39; AND </span>
<span class="s2">         extract(YEAR</span>
<span class="s2">                      FROM expenditure_date) &gt;= 2017</span>
<span class="s2">          -- AND beneficiary_committee_fec_id IS NOT NULL</span>
<span class="s2">          AND form_type = &#39;SB23&#39;</span>
<span class="s2">        GROUP BY filer_committee_id_number</span>
<span class="s2">        ORDER BY COUNT DESC</span>
<span class="s2">        LIMIT 10) as counts</span>
<span class="s2">    LEFT JOIN fec_committees</span>
<span class="s2">    ON fec_committees.id = filer_committee_id_number</span>
<span class="s2">    &quot;&quot;&quot;</span><span class="p">,</span> <span class="n">con</span><span class="o">=</span><span class="n">conn</span><span class="p">)</span>
<span class="p">)</span>

<span class="n">transfer_committees</span>
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        text-align: right;
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<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>filer_committee_id_number</th>
      <th>name</th>
      <th>count</th>
      <th>sum</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>C00401224</td>
      <td>ACTBLUE</td>
      <td>30462320</td>
      <td>919,575,587.04</td>
    </tr>
    <tr>
      <th>1</th>
      <td>C00632133</td>
      <td>SWING LEFT</td>
      <td>1675478</td>
      <td>4,815,571.82</td>
    </tr>
    <tr>
      <th>2</th>
      <td>C00193433</td>
      <td>EMILY'S LIST</td>
      <td>130926</td>
      <td>11,112,047.43</td>
    </tr>
    <tr>
      <th>3</th>
      <td>C00341396</td>
      <td>MOVEON.ORG POLITICAL ACTION</td>
      <td>76281</td>
      <td>2,778,545.04</td>
    </tr>
    <tr>
      <th>4</th>
      <td>C00448696</td>
      <td>SENATE CONSERVATIVES FUND</td>
      <td>62895</td>
      <td>6,828,088.98</td>
    </tr>
    <tr>
      <th>5</th>
      <td>C00552851</td>
      <td>HOUSE FREEDOM FUND</td>
      <td>23366</td>
      <td>5,315,812.00</td>
    </tr>
    <tr>
      <th>6</th>
      <td>C00468314</td>
      <td>DEMOCRACY ENGINE, INC., PAC</td>
      <td>20138</td>
      <td>5,347,428.25</td>
    </tr>
    <tr>
      <th>7</th>
      <td>C00252940</td>
      <td>LEAGUE OF CONSERVATION VOTERS ACTION FUND</td>
      <td>16429</td>
      <td>3,175,549.50</td>
    </tr>
    <tr>
      <th>8</th>
      <td>C00432260</td>
      <td>CLUB FOR GROWTH PAC</td>
      <td>16056</td>
      <td>4,449,005.99</td>
    </tr>
    <tr>
      <th>9</th>
      <td>C00608489</td>
      <td>GREAT AMERICA PAC</td>
      <td>11824</td>
      <td>148,162.26</td>
    </tr>
  </tbody>
</table>
</div>
</div>

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<h3 id="How-much-was-raised-from-unitemized-contributions-versus-itemized-for-the-2018-and-2014-cycles-by-congressional-candidates-of-each-party?">How much was raised from unitemized contributions versus itemized for the 2018 and 2014 cycles by congressional candidates of each party?<a class="anchor-link" href="#How-much-was-raised-from-unitemized-contributions-versus-itemized-for-the-2018-and-2014-cycles-by-congressional-candidates-of-each-party?">&#182;</a></h3>
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<h4 id="2014">2014<a class="anchor-link" href="#2014">&#182;</a></h4><p>Jan. 1, 2013 — Sept. 30, 2014</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="k">def</span> <span class="nf">calc_candidate_unitemized_by_party</span><span class="p">(</span><span class="n">cycle</span><span class="p">):</span>
     <span class="k">return</span> <span class="n">read_or_save</span><span class="p">(</span>
            <span class="s1">&#39;candidate_unitemized_by_party_&#39;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">cycle</span><span class="p">)[</span><span class="mi">2</span><span class="p">:],</span>
            <span class="k">lambda</span><span class="p">:</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_sql</span><span class="p">(</span><span class="s2">&quot;&quot;&quot;</span>
<span class="s2">            SELECT CASE</span>
<span class="s2">                       WHEN cand_pty_affiliation = &#39;DEM&#39; THEN &#39;Democrat&#39;</span>
<span class="s2">                       WHEN cand_pty_affiliation = &#39;DFL&#39; THEN &#39;Democrat&#39;</span>
<span class="s2">                       WHEN cand_pty_affiliation = &#39;REP&#39; THEN &#39;Republican&#39;</span>
<span class="s2">                       ELSE &#39;third party&#39;</span>
<span class="s2">                   END AS party,</span>
<span class="s2">                   -- cand_office,</span>
<span class="s2">                   count(DISTINCT cand_id) as candidates,</span>
<span class="s2">                   sum(col_a_individual_contributions_itemized) AS itemized,</span>
<span class="s2">                   sum(col_a_individual_contributions_unitemized) AS unitemized,</span>
<span class="s2">                   sum(col_a_total_individual_contributions) AS indivs</span>
<span class="s2">            FROM</span>
<span class="s2">              (SELECT DISTINCT ON (cand_pcc) *</span>
<span class="s2">               FROM fec_candidates</span>
<span class="s2">               WHERE</span>
<span class="s2">               cand_election_yr IN (&#39;</span><span class="si">%(year_before)s</span><span class="s2">&#39;,&#39;</span><span class="si">%(cycle)s</span><span class="s2">&#39;) AND</span>
<span class="s2">             cand_pcc IS NOT NULL</span>
<span class="s2">               ORDER BY cand_pcc) AS cands</span>
<span class="s2">            JOIN</span>
<span class="s2">              (SELECT filing_id,</span>
<span class="s2">                      filer_committee_id_number,</span>
<span class="s2">                      col_a_individual_contributions_itemized,</span>
<span class="s2">                  col_a_individual_contributions_unitemized,</span>
<span class="s2">                  col_a_total_individual_contributions,</span>
<span class="s2">                  col_a_total_receipts,</span>
<span class="s2">                  col_a_total_disbursements,</span>
<span class="s2">                  coverage_from_date,</span>
<span class="s2">                  coverage_through_date</span>
<span class="s2">           FROM fec_campaign_summaries</span>
<span class="s2">           JOIN fec_amended_filings USING (filing_id)</span>
<span class="s2">           WHERE filing_id &gt;= 2000</span>
<span class="s2">           UNION SELECT DISTINCT ON (filer_committee_id_number,</span>
<span class="s2">                                     coverage_from_date,</span>
<span class="s2">                                     coverage_through_date) filing_id,</span>
<span class="s2">                                    filer_committee_id_number,</span>
<span class="s2">                                    col_a_individual_contributions_itemized,</span>
<span class="s2">                                    col_a_individual_contributions_unitemized,</span>
<span class="s2">                                    col_a_total_individual_contributions,</span>
<span class="s2">                                    col_a_total_receipts,</span>
<span class="s2">                                    col_a_total_disbursements,</span>
<span class="s2">                                    coverage_from_date,</span>
<span class="s2">                                    coverage_through_date</span>
<span class="s2">           FROM fec_paper_campaign_summaries</span>
<span class="s2">           WHERE col_a_total_individual_contributions IS NOT NULL</span>
<span class="s2">           ORDER BY filer_committee_id_number,</span>
<span class="s2">                    coverage_through_date,</span>
<span class="s2">                    coverage_from_date,</span>
<span class="s2">                    filing_id DESC) AS summaries ON cand_pcc = filer_committee_id_number</span>
<span class="s2">        WHERE extract(YEAR</span>
<span class="s2">                      FROM coverage_through_date) &gt;= </span><span class="si">%(year_before)s</span><span class="s2"></span>
<span class="s2">          AND coverage_through_date &lt;= &#39;</span><span class="si">%(cycle)s</span><span class="s2">-09-30&#39;::date</span>
<span class="s2">          -- AND (col_a_total_receipts &gt; 0</span>
<span class="s2">        --       OR col_a_total_disbursements &gt; 0)</span>
<span class="s2">        GROUP BY -- cand_office,</span>
<span class="s2">                 party</span>
<span class="s2">        ORDER BY indivs DESC</span>
<span class="s2">        &quot;&quot;&quot;</span><span class="p">,</span> <span class="n">con</span><span class="o">=</span><span class="n">conn</span><span class="p">,</span> <span class="n">params</span><span class="o">=</span><span class="p">{</span><span class="s2">&quot;cycle&quot;</span><span class="p">:</span><span class="n">cycle</span><span class="p">,</span><span class="s2">&quot;year_before&quot;</span><span class="p">:</span><span class="n">cycle</span><span class="o">-</span><span class="mi">1</span><span class="p">})</span>
    <span class="p">)</span>
    
<span class="n">candidate_unitemized_by_party_14</span> <span class="o">=</span> <span class="n">calc_candidate_unitemized_by_party</span><span class="p">(</span><span class="mi">2014</span><span class="p">)</span>

<span class="n">candidate_unitemized_by_party_14</span>
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<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>party</th>
      <th>candidates</th>
      <th>itemized</th>
      <th>unitemized</th>
      <th>indivs</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>Republican</td>
      <td>879</td>
      <td>386,281,126.61</td>
      <td>68,550,509.73</td>
      <td>454,992,766.26</td>
    </tr>
    <tr>
      <th>1</th>
      <td>Democrat</td>
      <td>669</td>
      <td>340,445,390.26</td>
      <td>81,131,227.89</td>
      <td>421,581,550.15</td>
    </tr>
    <tr>
      <th>2</th>
      <td>third party</td>
      <td>102</td>
      <td>3,029,102.42</td>
      <td>845,118.46</td>
      <td>3,878,881.96</td>
    </tr>
  </tbody>
</table>
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<h4 id="2018">2018<a class="anchor-link" href="#2018">&#182;</a></h4><p>Jan. 1, 2017 — Sept. 30, 2018</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">candidate_unitemized_by_party_18</span> <span class="o">=</span> <span class="n">calc_candidate_unitemized_by_party</span><span class="p">(</span><span class="mi">2018</span><span class="p">)</span>

<span class="n">candidate_unitemized_by_party_18</span>
</pre></div>

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</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>party</th>
      <th>candidates</th>
      <th>itemized</th>
      <th>unitemized</th>
      <th>indivs</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>Democrat</td>
      <td>1301</td>
      <td>696,647,516.34</td>
      <td>276,459,159.83</td>
      <td>975,229,121.92</td>
    </tr>
    <tr>
      <th>1</th>
      <td>Republican</td>
      <td>952</td>
      <td>381,996,769.92</td>
      <td>86,775,416.23</td>
      <td>469,125,458.15</td>
    </tr>
    <tr>
      <th>2</th>
      <td>third party</td>
      <td>155</td>
      <td>10,706,732.22</td>
      <td>10,062,841.59</td>
      <td>20,823,298.81</td>
    </tr>
  </tbody>
</table>
</div>
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<h4 id="What-proportion-is-the-increase-in-unitemized-contribs-for-Democrats?">What proportion is the increase in unitemized contribs for Democrats?<a class="anchor-link" href="#What-proportion-is-the-increase-in-unitemized-contribs-for-Democrats?">&#182;</a></h4>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">candidate_unitemized_by_party_18</span><span class="p">[</span><span class="n">candidate_unitemized_by_party_18</span><span class="p">[</span><span class="s1">&#39;party&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="s1">&#39;Democrat&#39;</span><span class="p">][</span><span class="s1">&#39;unitemized&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">sum</span><span class="p">()</span><span class="o">/</span><span class="n">candidate_unitemized_by_party_14</span><span class="p">[</span><span class="n">candidate_unitemized_by_party_14</span><span class="p">[</span><span class="s1">&#39;party&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="s1">&#39;Democrat&#39;</span><span class="p">][</span><span class="s1">&#39;unitemized&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">sum</span><span class="p">()</span>
</pre></div>

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<pre>3.407555475492508</pre>
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<h3 id="Which-ActBlue-reports-do-we-have?">Which ActBlue reports do we have?<a class="anchor-link" href="#Which-ActBlue-reports-do-we-have?">&#182;</a></h3><p>Jan. 1, 2013 — Sept. 30, 2018</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">actblue_summaries</span> <span class="o">=</span> <span class="n">read_or_save</span><span class="p">(</span>
    <span class="s1">&#39;actblue_summaries&#39;</span><span class="p">,</span>
    <span class="k">lambda</span><span class="p">:</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_sql</span><span class="p">(</span><span class="s2">&quot;&quot;&quot;</span>
<span class="s2">    SELECT *</span>
<span class="s2">    FROM fec_pac_summaries</span>
<span class="s2">    JOIN fec_amended_filings USING (filing_id)</span>
<span class="s2">    WHERE filer_committee_id_number = &#39;&quot;&quot;&quot;</span> <span class="o">+</span> <span class="n">committee_id</span> <span class="o">+</span> <span class="s2">&quot;&quot;&quot;&#39;</span>
<span class="s2">    AND extract(year from coverage_through_date) &gt;= &quot;&quot;&quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">year_since</span><span class="p">)</span> <span class="o">+</span> <span class="s2">&quot;&quot;&quot;</span>
<span class="s2">    ORDER BY coverage_through_date DESC;</span>
<span class="s2">    &quot;&quot;&quot;</span><span class="p">,</span> <span class="n">con</span><span class="o">=</span><span class="n">conn</span><span class="p">,</span> <span class="n">parse_dates</span><span class="o">=</span><span class="p">{</span>
        <span class="s1">&#39;coverage_from_date&#39;</span><span class="p">:</span> <span class="s1">&#39;%Y-%m-</span><span class="si">%d</span><span class="s1">&#39;</span><span class="p">,</span>
        <span class="s1">&#39;coverage_through_date&#39;</span><span class="p">:</span> <span class="s1">&#39;%Y-%m-</span><span class="si">%d</span><span class="s1">&#39;</span>
    <span class="p">})</span>
<span class="p">)</span>

<span class="k">with</span> <span class="n">pd</span><span class="o">.</span><span class="n">option_context</span><span class="p">(</span><span class="s1">&#39;display.max_rows&#39;</span><span class="p">,</span> <span class="kc">None</span><span class="p">,</span> <span class="s1">&#39;display.max_columns&#39;</span><span class="p">,</span> <span class="kc">None</span><span class="p">):</span>
    <span class="n">display</span><span class="p">(</span><span class="n">actblue_summaries</span><span class="p">[[</span>
        <span class="s1">&#39;filing_id&#39;</span><span class="p">,</span>
        <span class="s1">&#39;coverage_from_date&#39;</span><span class="p">,</span>
        <span class="s1">&#39;coverage_through_date&#39;</span><span class="p">,</span>
        <span class="s1">&#39;report_code&#39;</span><span class="p">,</span>
        <span class="s1">&#39;col_a_total_contributions&#39;</span>
    <span class="p">]])</span>
</pre></div>

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    .dataframe tbody tr th:only-of-type {
        vertical-align: middle;
    }

    .dataframe tbody tr th {
        vertical-align: top;
    }

    .dataframe thead th {
        text-align: right;
    }
</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>filing_id</th>
      <th>coverage_from_date</th>
      <th>coverage_through_date</th>
      <th>report_code</th>
      <th>col_a_total_contributions</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>1277598</td>
      <td>2018-09-01</td>
      <td>2018-09-30</td>
      <td>M10</td>
      <td>144,336,242.30</td>
    </tr>
    <tr>
      <th>1</th>
      <td>1263179</td>
      <td>2018-08-01</td>
      <td>2018-08-31</td>
      <td>M9</td>
      <td>88,719,194.67</td>
    </tr>
    <tr>
      <th>2</th>
      <td>1258193</td>
      <td>2018-07-01</td>
      <td>2018-07-31</td>
      <td>M8</td>
      <td>60,945,546.97</td>
    </tr>
    <tr>
      <th>3</th>
      <td>1251343</td>
      <td>2018-06-01</td>
      <td>2018-06-30</td>
      <td>M7</td>
      <td>63,088,119.19</td>
    </tr>
    <tr>
      <th>4</th>
      <td>1240253</td>
      <td>2018-05-01</td>
      <td>2018-05-31</td>
      <td>M6</td>
      <td>43,130,233.11</td>
    </tr>
    <tr>
      <th>5</th>
      <td>1233520</td>
      <td>2018-04-01</td>
      <td>2018-04-30</td>
      <td>M5</td>
      <td>38,328,646.45</td>
    </tr>
    <tr>
      <th>6</th>
      <td>1225971</td>
      <td>2018-03-01</td>
      <td>2018-03-31</td>
      <td>M4</td>
      <td>57,825,086.02</td>
    </tr>
    <tr>
      <th>7</th>
      <td>1215697</td>
      <td>2018-02-01</td>
      <td>2018-02-28</td>
      <td>M3</td>
      <td>41,932,847.30</td>
    </tr>
    <tr>
      <th>8</th>
      <td>1224404</td>
      <td>2018-01-01</td>
      <td>2018-01-31</td>
      <td>M2</td>
      <td>32,937,704.67</td>
    </tr>
    <tr>
      <th>9</th>
      <td>1224416</td>
      <td>2017-12-01</td>
      <td>2017-12-31</td>
      <td>YE</td>
      <td>51,181,861.72</td>
    </tr>
    <tr>
      <th>10</th>
      <td>1219434</td>
      <td>2017-11-01</td>
      <td>2017-11-30</td>
      <td>M12</td>
      <td>36,180,318.82</td>
    </tr>
    <tr>
      <th>11</th>
      <td>1219420</td>
      <td>2017-10-01</td>
      <td>2017-10-31</td>
      <td>M11</td>
      <td>29,341,844.16</td>
    </tr>
    <tr>
      <th>12</th>
      <td>1218757</td>
      <td>2017-09-01</td>
      <td>2017-09-30</td>
      <td>M10</td>
      <td>34,193,318.59</td>
    </tr>
    <tr>
      <th>13</th>
      <td>1217404</td>
      <td>2017-08-01</td>
      <td>2017-08-31</td>
      <td>M9</td>
      <td>22,119,367.28</td>
    </tr>
    <tr>
      <th>14</th>
      <td>1217370</td>
      <td>2017-07-01</td>
      <td>2017-07-31</td>
      <td>M8</td>
      <td>19,876,390.23</td>
    </tr>
    <tr>
      <th>15</th>
      <td>1217173</td>
      <td>2017-06-01</td>
      <td>2017-06-30</td>
      <td>M7</td>
      <td>37,393,287.73</td>
    </tr>
    <tr>
      <th>16</th>
      <td>1217152</td>
      <td>2017-05-01</td>
      <td>2017-05-31</td>
      <td>M6</td>
      <td>38,967,198.82</td>
    </tr>
    <tr>
      <th>17</th>
      <td>1216926</td>
      <td>2017-04-01</td>
      <td>2017-04-30</td>
      <td>M5</td>
      <td>31,056,313.27</td>
    </tr>
    <tr>
      <th>18</th>
      <td>1216920</td>
      <td>2017-03-01</td>
      <td>2017-03-31</td>
      <td>M4</td>
      <td>36,312,800.17</td>
    </tr>
    <tr>
      <th>19</th>
      <td>1216764</td>
      <td>2017-02-01</td>
      <td>2017-02-28</td>
      <td>M3</td>
      <td>26,339,952.47</td>
    </tr>
    <tr>
      <th>20</th>
      <td>1189990</td>
      <td>2017-01-01</td>
      <td>2017-01-31</td>
      <td>M2</td>
      <td>20,866,545.47</td>
    </tr>
    <tr>
      <th>21</th>
      <td>1189983</td>
      <td>2016-11-29</td>
      <td>2016-12-31</td>
      <td>YE</td>
      <td>14,665,549.11</td>
    </tr>
    <tr>
      <th>22</th>
      <td>1190211</td>
      <td>2016-10-20</td>
      <td>2016-11-28</td>
      <td>30G</td>
      <td>69,306,148.22</td>
    </tr>
    <tr>
      <th>23</th>
      <td>1167570</td>
      <td>2016-10-01</td>
      <td>2016-10-19</td>
      <td>12G</td>
      <td>38,988,748.30</td>
    </tr>
    <tr>
      <th>24</th>
      <td>1111238</td>
      <td>2016-09-01</td>
      <td>2016-09-30</td>
      <td>M10</td>
      <td>49,154,145.94</td>
    </tr>
    <tr>
      <th>25</th>
      <td>1100745</td>
      <td>2016-08-01</td>
      <td>2016-08-31</td>
      <td>M9</td>
      <td>32,940,792.06</td>
    </tr>
    <tr>
      <th>26</th>
      <td>1148387</td>
      <td>2016-07-01</td>
      <td>2016-07-31</td>
      <td>M8</td>
      <td>27,941,112.01</td>
    </tr>
    <tr>
      <th>27</th>
      <td>1148378</td>
      <td>2016-06-01</td>
      <td>2016-06-30</td>
      <td>M7</td>
      <td>35,458,306.24</td>
    </tr>
    <tr>
      <th>28</th>
      <td>1148219</td>
      <td>2016-05-01</td>
      <td>2016-05-31</td>
      <td>M6</td>
      <td>36,415,717.72</td>
    </tr>
    <tr>
      <th>29</th>
      <td>1148088</td>
      <td>2016-04-01</td>
      <td>2016-04-30</td>
      <td>M5</td>
      <td>45,279,893.80</td>
    </tr>
    <tr>
      <th>30</th>
      <td>1147747</td>
      <td>2016-03-01</td>
      <td>2016-03-31</td>
      <td>M4</td>
      <td>68,402,635.49</td>
    </tr>
    <tr>
      <th>31</th>
      <td>1056917</td>
      <td>2016-02-01</td>
      <td>2016-02-29</td>
      <td>M3</td>
      <td>55,899,769.67</td>
    </tr>
    <tr>
      <th>32</th>
      <td>1051660</td>
      <td>2016-01-01</td>
      <td>2016-01-31</td>
      <td>M2</td>
      <td>30,906,698.66</td>
    </tr>
    <tr>
      <th>33</th>
      <td>1047732</td>
      <td>2015-07-01</td>
      <td>2015-12-31</td>
      <td>YE</td>
      <td>111,428,188.85</td>
    </tr>
    <tr>
      <th>34</th>
      <td>1034155</td>
      <td>2015-06-23</td>
      <td>2015-06-30</td>
      <td>MY</td>
      <td>10,048,788.95</td>
    </tr>
    <tr>
      <th>35</th>
      <td>1034148</td>
      <td>2015-06-18</td>
      <td>2015-06-22</td>
      <td>30R</td>
      <td>1,918,585.61</td>
    </tr>
    <tr>
      <th>36</th>
      <td>1034000</td>
      <td>2015-05-26</td>
      <td>2015-06-17</td>
      <td>12P</td>
      <td>10,928,634.14</td>
    </tr>
    <tr>
      <th>37</th>
      <td>1033935</td>
      <td>2015-05-14</td>
      <td>2015-05-25</td>
      <td>30S</td>
      <td>4,060,610.09</td>
    </tr>
    <tr>
      <th>38</th>
      <td>1024737</td>
      <td>2015-04-01</td>
      <td>2015-05-13</td>
      <td>12R</td>
      <td>14,243,151.38</td>
    </tr>
    <tr>
      <th>39</th>
      <td>1024649</td>
      <td>2015-03-01</td>
      <td>2015-03-31</td>
      <td>M4</td>
      <td>10,850,839.44</td>
    </tr>
    <tr>
      <th>40</th>
      <td>1024632</td>
      <td>2015-02-01</td>
      <td>2015-02-28</td>
      <td>M3</td>
      <td>5,728,485.60</td>
    </tr>
    <tr>
      <th>41</th>
      <td>1024608</td>
      <td>2015-01-01</td>
      <td>2015-01-31</td>
      <td>M2</td>
      <td>5,341,242.90</td>
    </tr>
    <tr>
      <th>42</th>
      <td>989398</td>
      <td>2014-11-25</td>
      <td>2014-12-31</td>
      <td>YE</td>
      <td>6,399,647.20</td>
    </tr>
    <tr>
      <th>43</th>
      <td>980316</td>
      <td>2014-10-16</td>
      <td>2014-11-24</td>
      <td>30G</td>
      <td>40,095,025.02</td>
    </tr>
    <tr>
      <th>44</th>
      <td>964963</td>
      <td>2014-10-01</td>
      <td>2014-10-15</td>
      <td>12G</td>
      <td>19,475,785.64</td>
    </tr>
    <tr>
      <th>45</th>
      <td>961472</td>
      <td>2014-09-01</td>
      <td>2014-09-30</td>
      <td>M10</td>
      <td>32,945,251.74</td>
    </tr>
    <tr>
      <th>46</th>
      <td>952738</td>
      <td>2014-08-01</td>
      <td>2014-08-31</td>
      <td>M9</td>
      <td>19,828,963.36</td>
    </tr>
    <tr>
      <th>47</th>
      <td>946367</td>
      <td>2014-07-01</td>
      <td>2014-07-31</td>
      <td>M8</td>
      <td>17,165,044.18</td>
    </tr>
    <tr>
      <th>48</th>
      <td>942637</td>
      <td>2014-06-01</td>
      <td>2014-06-30</td>
      <td>M7</td>
      <td>17,413,165.87</td>
    </tr>
    <tr>
      <th>49</th>
      <td>932286</td>
      <td>2014-05-01</td>
      <td>2014-05-31</td>
      <td>M6</td>
      <td>11,108,153.52</td>
    </tr>
    <tr>
      <th>50</th>
      <td>926005</td>
      <td>2014-04-01</td>
      <td>2014-04-30</td>
      <td>M5</td>
      <td>9,572,387.13</td>
    </tr>
    <tr>
      <th>51</th>
      <td>921401</td>
      <td>2014-03-01</td>
      <td>2014-03-31</td>
      <td>M4</td>
      <td>15,327,609.20</td>
    </tr>
    <tr>
      <th>52</th>
      <td>912211</td>
      <td>2014-02-01</td>
      <td>2014-02-28</td>
      <td>M3</td>
      <td>8,488,177.31</td>
    </tr>
    <tr>
      <th>53</th>
      <td>907993</td>
      <td>2014-01-01</td>
      <td>2014-01-31</td>
      <td>M2</td>
      <td>5,899,101.82</td>
    </tr>
    <tr>
      <th>54</th>
      <td>903093</td>
      <td>2013-12-01</td>
      <td>2013-12-31</td>
      <td>YE</td>
      <td>8,291,620.84</td>
    </tr>
    <tr>
      <th>55</th>
      <td>897812</td>
      <td>2013-11-01</td>
      <td>2013-11-30</td>
      <td>M12</td>
      <td>5,497,959.94</td>
    </tr>
    <tr>
      <th>56</th>
      <td>895380</td>
      <td>2013-10-01</td>
      <td>2013-10-31</td>
      <td>M11</td>
      <td>7,244,311.04</td>
    </tr>
    <tr>
      <th>57</th>
      <td>892784</td>
      <td>2013-09-01</td>
      <td>2013-09-30</td>
      <td>M10</td>
      <td>9,559,996.38</td>
    </tr>
    <tr>
      <th>58</th>
      <td>888139</td>
      <td>2013-08-01</td>
      <td>2013-08-31</td>
      <td>M9</td>
      <td>4,083,446.94</td>
    </tr>
    <tr>
      <th>59</th>
      <td>884895</td>
      <td>2013-07-01</td>
      <td>2013-07-31</td>
      <td>M8</td>
      <td>4,627,012.69</td>
    </tr>
    <tr>
      <th>60</th>
      <td>880507</td>
      <td>2013-06-01</td>
      <td>2013-06-30</td>
      <td>M7</td>
      <td>7,321,587.76</td>
    </tr>
    <tr>
      <th>61</th>
      <td>874134</td>
      <td>2013-05-01</td>
      <td>2013-05-31</td>
      <td>M6</td>
      <td>5,505,206.65</td>
    </tr>
    <tr>
      <th>62</th>
      <td>871793</td>
      <td>2013-04-01</td>
      <td>2013-04-30</td>
      <td>M5</td>
      <td>5,822,094.62</td>
    </tr>
    <tr>
      <th>63</th>
      <td>868286</td>
      <td>2013-03-01</td>
      <td>2013-03-31</td>
      <td>M4</td>
      <td>6,887,038.10</td>
    </tr>
    <tr>
      <th>64</th>
      <td>861246</td>
      <td>2013-02-01</td>
      <td>2013-02-28</td>
      <td>M3</td>
      <td>5,211,370.73</td>
    </tr>
    <tr>
      <th>65</th>
      <td>857384</td>
      <td>2013-01-01</td>
      <td>2013-01-31</td>
      <td>M2</td>
      <td>2,931,148.52</td>
    </tr>
  </tbody>
</table>
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<h3 id="Are-there-any-reports-that-FEC.gov-has-that-we-don't-or-vice-versa?">Are there any reports that FEC.gov has that we don't or vice versa?<a class="anchor-link" href="#Are-there-any-reports-that-FEC.gov-has-that-we-don't-or-vice-versa?">&#182;</a></h3><p>Jan. 1, 2013 — now</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="k">def</span> <span class="nf">get_reports</span><span class="p">(</span><span class="n">committee_id</span><span class="p">):</span>
    <span class="n">base</span> <span class="o">=</span> <span class="s2">&quot;https://api.open.fec.gov/v1/&quot;</span>
    <span class="n">url</span> <span class="o">=</span> <span class="n">base</span> <span class="o">+</span> <span class="s2">&quot;committee/&quot;</span> <span class="o">+</span> <span class="n">committee_id</span> <span class="o">+</span> <span class="s2">&quot;/reports/?api_key=&quot;</span> <span class="o">+</span> <span class="n">conf</span><span class="p">[</span><span class="s1">&#39;fec_key&#39;</span><span class="p">]</span> <span class="o">+</span> <span class="s2">&quot;&amp;is_amended=False&amp;per_page=100&quot;</span>

    <span class="k">return</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">requests</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">url</span><span class="p">)</span><span class="o">.</span><span class="n">json</span><span class="p">()[</span><span class="s1">&#39;results&#39;</span><span class="p">])</span>

<span class="n">actblue_api_summaries</span> <span class="o">=</span> <span class="n">read_or_save</span><span class="p">(</span><span class="s1">&#39;actblue_api_summaries&#39;</span><span class="p">,</span> <span class="k">lambda</span><span class="p">:</span> <span class="n">get_reports</span><span class="p">(</span><span class="n">committee_id</span><span class="p">))</span>
<span class="n">pd</span><span class="o">.</span><span class="n">to_numeric</span><span class="p">(</span><span class="n">actblue_api_summaries</span><span class="p">[</span><span class="s1">&#39;calendar_ytd&#39;</span><span class="p">])</span>
<span class="n">actblue_api_summaries</span> <span class="o">=</span> <span class="n">actblue_api_summaries</span><span class="p">[</span><span class="n">actblue_api_summaries</span><span class="p">[</span><span class="s1">&#39;calendar_ytd&#39;</span><span class="p">]</span> <span class="o">&gt;=</span> <span class="n">year_since</span><span class="p">]</span>
<span class="n">actblue_api_summaries</span><span class="p">[[</span><span class="s1">&#39;file_number&#39;</span><span class="p">,</span><span class="s1">&#39;calendar_ytd&#39;</span><span class="p">]]</span>

<span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">pd</span><span class="o">.</span><span class="n">concat</span><span class="p">([</span><span class="n">actblue_api_summaries</span><span class="p">[</span><span class="s1">&#39;file_number&#39;</span><span class="p">],</span>
                        <span class="n">actblue_summaries</span><span class="p">[</span><span class="s1">&#39;filing_id&#39;</span><span class="p">]])</span><span class="o">.</span><span class="n">drop_duplicates</span><span class="p">(</span><span class="n">keep</span><span class="o">=</span><span class="kc">False</span><span class="p">))</span>
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<h3 id="How-many-itemized-federal-individual-contributions-from-ActBlue-are-we-analyzing?">How many itemized federal individual contributions from ActBlue are we analyzing?<a class="anchor-link" href="#How-many-itemized-federal-individual-contributions-from-ActBlue-are-we-analyzing?">&#182;</a></h3><p>Jan. 1, 2013 — now</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="k">def</span> <span class="nf">cycle</span><span class="p">(</span><span class="n">year</span><span class="p">):</span>
    <span class="k">return</span> <span class="n">math</span><span class="o">.</span><span class="n">ceil</span><span class="p">(</span><span class="nb">float</span><span class="p">(</span><span class="n">year</span><span class="p">)</span> <span class="o">/</span> <span class="mf">2.</span><span class="p">)</span> <span class="o">*</span> <span class="mi">2</span>

<span class="k">assert</span> <span class="p">(</span><span class="n">cycle</span><span class="p">(</span><span class="mi">2013</span><span class="p">)</span> <span class="o">==</span> <span class="mi">2014</span> <span class="ow">and</span>
    <span class="n">cycle</span><span class="p">(</span><span class="mi">2014</span><span class="p">)</span> <span class="o">==</span> <span class="mi">2014</span> <span class="ow">and</span>
    <span class="n">cycle</span><span class="p">(</span><span class="mi">2015</span><span class="p">)</span> <span class="o">==</span> <span class="mi">2016</span> <span class="ow">and</span>
    <span class="n">cycle</span><span class="p">(</span><span class="mi">2016</span><span class="p">)</span> <span class="o">==</span> <span class="mi">2016</span> <span class="ow">and</span>
    <span class="n">cycle</span><span class="p">(</span><span class="mi">2017</span><span class="p">)</span> <span class="o">==</span> <span class="mi">2018</span> <span class="ow">and</span>
    <span class="n">cycle</span><span class="p">(</span><span class="mi">2018</span><span class="p">)</span> <span class="o">==</span> <span class="mi">2018</span><span class="p">),</span><span class="s2">&quot;unexpected cycle output&quot;</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">actblue_contrib_count_by_year</span> <span class="o">=</span> <span class="n">read_or_save</span><span class="p">(</span>
    <span class="s1">&#39;actblue_contrib_count_by_year&#39;</span><span class="p">,</span>
    <span class="k">lambda</span><span class="p">:</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_sql</span><span class="p">(</span><span class="s2">&quot;&quot;&quot;</span>
<span class="s2">    -- DROP MATERIALIZED VIEW actblue_contribs;</span>

<span class="s2">    CREATE MATERIALIZED VIEW IF NOT EXISTS actblue_contribs AS</span>
<span class="s2">    SELECT contribs.*,</span>
<span class="s2">           fec_expenditures.election_code,</span>
<span class="s2">           beneficiary_committee_fec_id,</span>
<span class="s2">           beneficiary_candidate_fec_id,</span>
<span class="s2">           beneficiary_candidate_state,</span>
<span class="s2">           beneficiary_candidate_office,</span>
<span class="s2">           coalesce(cand_comms.cand_id,cands.cand_id) AS cand_id,</span>
<span class="s2">           coalesce(cand_comms.cand_pty_affiliation,cands.cand_pty_affiliation) AS cand_pty_affiliation,</span>
<span class="s2">           coalesce(cand_comms.cand_office_st,cands.cand_office_st) AS cand_office_st,</span>
<span class="s2">           coalesce(cand_comms.cand_office,cands.cand_office) AS cand_office,</span>
<span class="s2">           coalesce(cand_comms.cand_pcc,cands.cand_pcc) AS cand_pcc</span>
<span class="s2">    FROM</span>
<span class="s2">      (SELECT fec_contributions.filing_id,</span>
<span class="s2">              transaction_id,</span>
<span class="s2">              contributor_last_name,</span>
<span class="s2">              contributor_first_name,</span>
<span class="s2">              contributor_street_1,</span>
<span class="s2">              contributor_city,</span>
<span class="s2">              contributor_state,</span>
<span class="s2">              contributor_zip_code,</span>
<span class="s2">              contribution_date,</span>
<span class="s2">              contribution_amount,</span>
<span class="s2">              contributor_employer,</span>
<span class="s2">              contributor_occupation,</span>
<span class="s2">              memo_text_description</span>
<span class="s2">       FROM fec_contributions</span>
<span class="s2">       WHERE filing_id IN</span>
<span class="s2">           (SELECT filing_id</span>
<span class="s2">            FROM fec_pac_summaries</span>
<span class="s2">            JOIN fec_amended_filings USING (filing_id)</span>
<span class="s2">            WHERE filer_committee_id_number = &#39;C00401224&#39;</span>
<span class="s2">              AND extract(YEAR</span>
<span class="s2">                          FROM coverage_through_date) &gt;= 2013</span>
<span class="s2">            ORDER BY coverage_through_date DESC)</span>
<span class="s2">         AND form_type = &#39;SA11AI&#39;) AS contribs</span>
<span class="s2">    LEFT JOIN fec_expenditures ON fec_expenditures.filing_id IN</span>
<span class="s2">      (SELECT filing_id</span>
<span class="s2">       FROM fec_pac_summaries</span>
<span class="s2">       JOIN fec_amended_filings USING (filing_id)</span>
<span class="s2">       WHERE filer_committee_id_number = &#39;C00401224&#39;</span>
<span class="s2">         AND extract(YEAR</span>
<span class="s2">                     FROM coverage_through_date) &gt;= 2013</span>
<span class="s2">       ORDER BY coverage_through_date DESC)</span>
<span class="s2">    AND fec_expenditures.form_type = &#39;SB23&#39;</span>
<span class="s2">    AND &#39;SB23_&#39; || replace(transaction_id,&#39;SA11AI_&#39;,&#39;&#39;) = transaction_id_number</span>
<span class="s2">    LEFT JOIN</span>
<span class="s2">      (SELECT DISTINCT ON (cand_id) cand_id,</span>
<span class="s2">                          cand_pcc,</span>
<span class="s2">                          cand_pty_affiliation,</span>
<span class="s2">                          cand_office_st,</span>
<span class="s2">                          cand_office</span>
<span class="s2">       FROM fec_candidates</span>
<span class="s2">       ORDER BY cand_id,</span>
<span class="s2">                cand_election_yr::int DESC) AS cands ON cands.cand_id = beneficiary_candidate_fec_id</span>
<span class="s2">                AND beneficiary_committee_fec_id NOT IN</span>
<span class="s2">                  (SELECT id</span>
<span class="s2">                   FROM fec_committees</span>
<span class="s2">                   WHERE designation = &#39;J&#39;)</span>
<span class="s2">    LEFT JOIN</span>
<span class="s2">      (SELECT DISTINCT ON (cand_pcc) cand_id,</span>
<span class="s2">                          cand_pcc,</span>
<span class="s2">                          cand_pty_affiliation,</span>
<span class="s2">                          cand_office_st,</span>
<span class="s2">                          cand_office</span>
<span class="s2">       FROM fec_candidates</span>
<span class="s2">       ORDER BY cand_pcc,</span>
<span class="s2">                cand_election_yr::int DESC) AS cand_comms ON cand_comms.cand_pcc = beneficiary_committee_fec_id;</span>

<span class="s2">    GRANT ALL ON TABLE actblue_contribs TO redash_default;</span>
<span class="s2">    GRANT ALL ON TABLE actblue_contribs TO politics;</span>

<span class="s2">    -- REFRESH MATERIALIZED VIEW actblue_contribs;</span>
<span class="s2">    -- ANALYZE actblue_contribs;</span>

<span class="s2">    SELECT extract(YEAR</span>
<span class="s2">                   FROM contribution_date) AS YEAR,</span>
<span class="s2">           count(*),</span>
<span class="s2">           sum(contribution_amount)</span>
<span class="s2">    FROM actblue_contribs</span>
<span class="s2">    GROUP BY extract(YEAR</span>
<span class="s2">                     FROM contribution_date);</span>
<span class="s2">    &quot;&quot;&quot;</span><span class="p">,</span> <span class="n">con</span><span class="o">=</span><span class="n">conn</span><span class="p">)</span>
<span class="p">)</span>

<span class="n">actblue_contrib_count_by_year</span><span class="p">[</span><span class="s1">&#39;cycle&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">actblue_contrib_count_by_year</span><span class="p">[</span><span class="o">~</span><span class="n">actblue_contrib_count_by_year</span><span class="p">[</span><span class="s1">&#39;year&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">isna</span><span class="p">()][</span><span class="s1">&#39;year&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">apply</span><span class="p">(</span><span class="n">cycle</span><span class="p">)</span>

<span class="n">actblue_contrib_count_by_cycle</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">actblue_contrib_count_by_year</span><span class="o">.</span><span class="n">groupby</span><span class="p">(</span><span class="n">actblue_contrib_count_by_year</span><span class="p">[</span><span class="s1">&#39;cycle&#39;</span><span class="p">])[</span><span class="s1">&#39;count&#39;</span><span class="p">,</span><span class="s1">&#39;sum&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">sum</span><span class="p">()</span>
<span class="p">)</span>
<span class="n">actblue_contrib_count_by_cycle</span>
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      <th></th>
      <th>count</th>
      <th>sum</th>
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      <th>cycle</th>
      <th></th>
      <th></th>
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    <tr>
      <th>2,014.00</th>
      <td>11833542</td>
      <td>276,701,162.20</td>
    </tr>
    <tr>
      <th>2,016.00</th>
      <td>30578103</td>
      <td>679,907,198.18</td>
    </tr>
    <tr>
      <th>2,018.00</th>
      <td>37861126</td>
      <td>955,078,929.41</td>
    </tr>
  </tbody>
</table>
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<h3 id="How-much-in-itemized-federal-individual-contributions-to-Congress-are-we-analyzing?">How much in itemized federal individual contributions to Congress are we analyzing?<a class="anchor-link" href="#How-much-in-itemized-federal-individual-contributions-to-Congress-are-we-analyzing?">&#182;</a></h3><p>Jan. 1, 2013 — now</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">actblue_congress_contrib_count_by_year</span> <span class="o">=</span> <span class="n">read_or_save</span><span class="p">(</span>
    <span class="s1">&#39;actblue_congress_contrib_totals&#39;</span><span class="p">,</span>
    <span class="k">lambda</span><span class="p">:</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_sql</span><span class="p">(</span><span class="s2">&quot;&quot;&quot;</span>
<span class="s2">    SELECT extract(YEAR</span>
<span class="s2">                   FROM contribution_date) AS YEAR,</span>
<span class="s2">           count(*),</span>
<span class="s2">           sum(contribution_amount)</span>
<span class="s2">    FROM actblue_contribs</span>
<span class="s2">    WHERE coalesce(beneficiary_candidate_office,cand_office) IN (&#39;H&#39;,&#39;S&#39;)</span>
<span class="s2">    GROUP BY extract(YEAR</span>
<span class="s2">                     FROM contribution_date);</span>
<span class="s2">    &quot;&quot;&quot;</span><span class="p">,</span> <span class="n">con</span><span class="o">=</span><span class="n">conn</span><span class="p">)</span>
<span class="p">)</span>

<span class="n">actblue_congress_contrib_count_by_year</span><span class="p">[</span><span class="s1">&#39;cycle&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">actblue_congress_contrib_count_by_year</span><span class="p">[</span><span class="o">~</span><span class="n">actblue_congress_contrib_count_by_year</span><span class="p">[</span><span class="s1">&#39;year&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">isna</span><span class="p">()][</span><span class="s1">&#39;year&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">apply</span><span class="p">(</span><span class="n">cycle</span><span class="p">)</span>

<span class="n">actblue_congress_contrib_count_by_cycle</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">actblue_congress_contrib_count_by_year</span><span class="o">.</span><span class="n">groupby</span><span class="p">(</span><span class="n">actblue_congress_contrib_count_by_year</span><span class="p">[</span><span class="s1">&#39;cycle&#39;</span><span class="p">])[</span><span class="s1">&#39;count&#39;</span><span class="p">,</span><span class="s1">&#39;sum&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">sum</span><span class="p">()</span>
<span class="p">)</span>
<span class="n">actblue_congress_contrib_count_by_cycle</span>
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<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>count</th>
      <th>sum</th>
    </tr>
    <tr>
      <th>cycle</th>
      <th></th>
      <th></th>
    </tr>
  </thead>
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    <tr>
      <th>2,014.00</th>
      <td>3361213</td>
      <td>113,951,310.78</td>
    </tr>
    <tr>
      <th>2,016.00</th>
      <td>6747187</td>
      <td>222,107,175.60</td>
    </tr>
    <tr>
      <th>2,018.00</th>
      <td>15272992</td>
      <td>563,685,031.21</td>
    </tr>
  </tbody>
</table>
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</div>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">actblue_congress_contrib_count_by_cycle</span><span class="o">.</span><span class="n">to_csv</span><span class="p">(</span><span class="s1">&#39;data/actblue_contribs_by_cycle.csv&#39;</span><span class="p">)</span>
</pre></div>

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<h3 id="How-much-in-itemized-federal-individual-contributions-to-congressional-candidates-are-we-analyzing-to-date?">How much in itemized federal individual contributions to congressional candidates are we analyzing to date?<a class="anchor-link" href="#How-much-in-itemized-federal-individual-contributions-to-congressional-candidates-are-we-analyzing-to-date?">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">actblue_congress_contrib_totals_to_date</span> <span class="o">=</span> <span class="n">read_or_save</span><span class="p">(</span>
    <span class="s1">&#39;actblue_congress_contrib_totals_to_date&#39;</span><span class="p">,</span>
    <span class="k">lambda</span><span class="p">:</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_sql</span><span class="p">(</span><span class="s2">&quot;&quot;&quot;</span>
<span class="s2">    SELECT extract(YEAR</span>
<span class="s2">                   FROM contribution_date) AS YEAR,</span>
<span class="s2">           count(*),</span>
<span class="s2">           sum(contribution_amount)</span>
<span class="s2">    FROM actblue_contribs</span>
<span class="s2">    WHERE coalesce(beneficiary_candidate_office,cand_office) IN (&#39;H&#39;,</span>
<span class="s2">                                           &#39;S&#39;)</span>
<span class="s2">      AND ((contribution_date &gt;= &#39;2017-01-01&#39;</span>
<span class="s2">           AND contribution_date &lt;= &#39;2018-09-30&#39;)</span>
<span class="s2">      OR (contribution_date &gt;= &#39;2015-01-01&#39;</span>
<span class="s2">          AND contribution_date &lt;= &#39;2016-09-30&#39;)</span>
<span class="s2">      OR (contribution_date &gt;= &#39;2013-01-01&#39;</span>
<span class="s2">          AND contribution_date &lt;= &#39;2014-09-30&#39;))</span>
<span class="s2">    GROUP BY extract(YEAR</span>
<span class="s2">                     FROM contribution_date);</span>
<span class="s2">    &quot;&quot;&quot;</span><span class="p">,</span> <span class="n">con</span><span class="o">=</span><span class="n">conn</span><span class="p">)</span>
<span class="p">)</span>

<span class="n">actblue_congress_contrib_totals_to_date</span><span class="p">[</span><span class="s1">&#39;cycle&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">actblue_congress_contrib_totals_to_date</span><span class="p">[</span><span class="o">~</span><span class="n">actblue_congress_contrib_totals_to_date</span><span class="p">[</span><span class="s1">&#39;year&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">isna</span><span class="p">()][</span><span class="s1">&#39;year&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">apply</span><span class="p">(</span><span class="n">cycle</span><span class="p">)</span>

<span class="n">actblue_congress_contrib_count_by_cycle_to_date</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">actblue_congress_contrib_totals_to_date</span><span class="o">.</span><span class="n">groupby</span><span class="p">(</span><span class="n">actblue_congress_contrib_totals_to_date</span><span class="p">[</span><span class="s1">&#39;cycle&#39;</span><span class="p">])[</span><span class="s1">&#39;count&#39;</span><span class="p">,</span><span class="s1">&#39;sum&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">sum</span><span class="p">()</span>
<span class="p">)</span>
<span class="n">actblue_congress_contrib_count_by_cycle_to_date</span>
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        vertical-align: middle;
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    .dataframe tbody tr th {
        vertical-align: top;
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        text-align: right;
    }
</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>count</th>
      <th>sum</th>
    </tr>
    <tr>
      <th>cycle</th>
      <th></th>
      <th></th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>2014</th>
      <td>2465270</td>
      <td>86,840,834.49</td>
    </tr>
    <tr>
      <th>2016</th>
      <td>4405520</td>
      <td>164,764,579.43</td>
    </tr>
    <tr>
      <th>2018</th>
      <td>15272992</td>
      <td>563,685,031.21</td>
    </tr>
  </tbody>
</table>
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<h3 id="How-have-total-contributions-to-ActBlue-changed-over-reporting-periods?">How have total contributions to ActBlue changed over reporting periods?<a class="anchor-link" href="#How-have-total-contributions-to-ActBlue-changed-over-reporting-periods?">&#182;</a></h3><p>Jan. 1, 2013 — now</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">contribs_over_time</span> <span class="o">=</span> <span class="n">actblue_summaries</span><span class="p">[[</span><span class="s1">&#39;coverage_through_date&#39;</span><span class="p">,</span><span class="s1">&#39;col_a_total_contributions&#39;</span><span class="p">]]</span>

<span class="c1"># https://scentellegher.github.io/programming/2017/05/24/pandas-bar-plot-with-formatted-dates.html</span>
<span class="n">contribs_over_time</span><span class="o">.</span><span class="n">set_index</span><span class="p">(</span><span class="s1">&#39;coverage_through_date&#39;</span><span class="p">,</span><span class="n">inplace</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>

<span class="n">fig</span><span class="p">,</span> <span class="n">ax</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">subplots</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">7</span><span class="p">))</span>

<span class="n">ax</span><span class="o">.</span><span class="n">xaxis</span><span class="o">.</span><span class="n">set_major_locator</span><span class="p">(</span><span class="n">mdates</span><span class="o">.</span><span class="n">YearLocator</span><span class="p">())</span>
<span class="n">ax</span><span class="o">.</span><span class="n">xaxis</span><span class="o">.</span><span class="n">set_major_formatter</span><span class="p">(</span><span class="n">mdates</span><span class="o">.</span><span class="n">DateFormatter</span><span class="p">(</span><span class="s1">&#39;%Y&#39;</span><span class="p">))</span>

<span class="c1"># https://matplotlib.org/examples/pylab_examples/custom_ticker1.html</span>
<span class="n">ax</span><span class="o">.</span><span class="n">yaxis</span><span class="o">.</span><span class="n">set_major_formatter</span><span class="p">(</span><span class="n">ticker</span><span class="o">.</span><span class="n">FuncFormatter</span><span class="p">(</span><span class="k">lambda</span> <span class="n">x</span><span class="p">,</span> <span class="n">p</span><span class="p">:</span> <span class="s1">&#39;$%1.fM&#39;</span> <span class="o">%</span> <span class="p">(</span><span class="n">x</span><span class="o">*</span><span class="mf">1e-6</span><span class="p">)))</span>

<span class="n">ax</span><span class="o">.</span><span class="n">bar</span><span class="p">(</span><span class="n">contribs_over_time</span><span class="o">.</span><span class="n">index</span><span class="p">,</span> <span class="n">contribs_over_time</span><span class="p">[</span><span class="s1">&#39;col_a_total_contributions&#39;</span><span class="p">],</span> <span class="n">width</span><span class="o">=</span><span class="mi">5</span><span class="p">)</span>

<span class="n">ax</span><span class="o">.</span><span class="n">set_title</span><span class="p">(</span><span class="s1">&#39;Total contributions by reporting period&#39;</span><span class="p">)</span>
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<pre>Text(0.5,1,&#39;Total contributions by reporting period&#39;)</pre>
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
"
>
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</div>

</div>
</div>

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<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
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<div class="text_cell_render border-box-sizing rendered_html">
<h3 id="How-much-did-donors-give-through-ActBlue-overall-by-day?">How much did donors give through ActBlue overall by day?<a class="anchor-link" href="#How-much-did-donors-give-through-ActBlue-overall-by-day?">&#182;</a></h3>
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</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[19]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">actblue_contribs_by_day</span> <span class="o">=</span> <span class="n">read_or_save</span><span class="p">(</span>
    <span class="s1">&#39;actblue_contribs_by_day&#39;</span><span class="p">,</span>
    <span class="k">lambda</span><span class="p">:</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_sql</span><span class="p">(</span><span class="s2">&quot;&quot;&quot;</span>
<span class="s2">    SELECT contribution_date,</span>
<span class="s2">           sum(contribution_amount),</span>
<span class="s2">           count(*)</span>
<span class="s2">    FROM actblue_contribs</span>
<span class="s2">    -- where extract(year from contribution_date) &gt;= 2017 and</span>
<span class="s2">    -- where cand_office in (&#39;S&#39;,&#39;H&#39;)</span>
<span class="s2">    GROUP BY contribution_date</span>
<span class="s2">    &quot;&quot;&quot;</span><span class="p">,</span> <span class="n">con</span><span class="o">=</span><span class="n">conn</span><span class="p">)</span>
<span class="p">)</span>

<span class="n">actblue_contribs_by_day</span><span class="o">.</span><span class="n">head</span><span class="p">(</span><span class="mi">10</span><span class="p">)</span>
</pre></div>

    </div>
</div>
</div>

<div class="output_wrapper">
<div class="output">


<div class="output_area">

    <div class="prompt output_prompt">Out[19]:</div>


<div class="output_html rendered_html output_subarea output_execute_result">
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<style scoped>
    .dataframe tbody tr th:only-of-type {
        vertical-align: middle;
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    .dataframe tbody tr th {
        vertical-align: top;
    }

    .dataframe thead th {
        text-align: right;
    }
</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>contribution_date</th>
      <th>sum</th>
      <th>count</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>2013-01-01</td>
      <td>35,189.95</td>
      <td>1749</td>
    </tr>
    <tr>
      <th>1</th>
      <td>2013-01-02</td>
      <td>20,131.95</td>
      <td>991</td>
    </tr>
    <tr>
      <th>2</th>
      <td>2013-01-03</td>
      <td>69,351.58</td>
      <td>4358</td>
    </tr>
    <tr>
      <th>3</th>
      <td>2013-01-04</td>
      <td>34,018.57</td>
      <td>1400</td>
    </tr>
    <tr>
      <th>4</th>
      <td>2013-01-05</td>
      <td>17,418.41</td>
      <td>666</td>
    </tr>
    <tr>
      <th>5</th>
      <td>2013-01-06</td>
      <td>12,100.46</td>
      <td>642</td>
    </tr>
    <tr>
      <th>6</th>
      <td>2013-01-07</td>
      <td>40,888.69</td>
      <td>1919</td>
    </tr>
    <tr>
      <th>7</th>
      <td>2013-01-08</td>
      <td>39,004.71</td>
      <td>2779</td>
    </tr>
    <tr>
      <th>8</th>
      <td>2013-01-09</td>
      <td>48,775.86</td>
      <td>1412</td>
    </tr>
    <tr>
      <th>9</th>
      <td>2013-01-10</td>
      <td>73,739.31</td>
      <td>4289</td>
    </tr>
  </tbody>
</table>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">actblue_contribs_by_day</span><span class="o">.</span><span class="n">to_csv</span><span class="p">(</span><span class="s1">&#39;data/actblue_contribs_by_day.csv&#39;</span><span class="p">)</span>
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<p>Spreadsheet: <a href="data/actblue_contribs_by_day.csv">actblue_contribs_by_day.csv</a></p>

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<h3 id="How-much-did-donors-give-through-ActBlue-to-congressional-candidates-by-day?">How much did donors give through ActBlue to congressional candidates by day?<a class="anchor-link" href="#How-much-did-donors-give-through-ActBlue-to-congressional-candidates-by-day?">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">actblue_congress_contribs_by_day</span> <span class="o">=</span> <span class="n">read_or_save</span><span class="p">(</span>
    <span class="s1">&#39;actblue_congress_contribs_by_day&#39;</span><span class="p">,</span>
    <span class="k">lambda</span><span class="p">:</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_sql</span><span class="p">(</span><span class="s2">&quot;&quot;&quot;</span>
<span class="s2">    SELECT contribution_date,</span>
<span class="s2">           sum(contribution_amount),</span>
<span class="s2">           count(*)</span>
<span class="s2">    FROM actblue_contribs</span>
<span class="s2">    -- where extract(year from contribution_date) &gt;= 2017 and</span>
<span class="s2">    where coalesce(beneficiary_candidate_office,cand_office) in (&#39;S&#39;,&#39;H&#39;)</span>
<span class="s2">    GROUP BY contribution_date</span>
<span class="s2">    &quot;&quot;&quot;</span><span class="p">,</span> <span class="n">con</span><span class="o">=</span><span class="n">conn</span><span class="p">)</span>
<span class="p">)</span>

<span class="n">actblue_congress_contribs_by_day</span><span class="o">.</span><span class="n">head</span><span class="p">(</span><span class="mi">10</span><span class="p">)</span>
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<div>
<style scoped>
    .dataframe tbody tr th:only-of-type {
        vertical-align: middle;
    }

    .dataframe tbody tr th {
        vertical-align: top;
    }

    .dataframe thead th {
        text-align: right;
    }
</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>contribution_date</th>
      <th>sum</th>
      <th>count</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>2013-01-01</td>
      <td>9,878.94</td>
      <td>167</td>
    </tr>
    <tr>
      <th>1</th>
      <td>2013-01-02</td>
      <td>8,158.56</td>
      <td>304</td>
    </tr>
    <tr>
      <th>2</th>
      <td>2013-01-03</td>
      <td>5,105.80</td>
      <td>201</td>
    </tr>
    <tr>
      <th>3</th>
      <td>2013-01-04</td>
      <td>5,070.50</td>
      <td>159</td>
    </tr>
    <tr>
      <th>4</th>
      <td>2013-01-05</td>
      <td>5,453.94</td>
      <td>140</td>
    </tr>
    <tr>
      <th>5</th>
      <td>2013-01-06</td>
      <td>1,922.65</td>
      <td>75</td>
    </tr>
    <tr>
      <th>6</th>
      <td>2013-01-07</td>
      <td>3,934.05</td>
      <td>50</td>
    </tr>
    <tr>
      <th>7</th>
      <td>2013-01-08</td>
      <td>8,805.86</td>
      <td>176</td>
    </tr>
    <tr>
      <th>8</th>
      <td>2013-01-09</td>
      <td>29,203.31</td>
      <td>354</td>
    </tr>
    <tr>
      <th>9</th>
      <td>2013-01-10</td>
      <td>10,161.63</td>
      <td>335</td>
    </tr>
  </tbody>
</table>
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<div class="prompt input_prompt">In&nbsp;[22]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">actblue_congress_contribs_by_day</span><span class="o">.</span><span class="n">to_csv</span><span class="p">(</span><span class="s1">&#39;data/actblue_congress_contribs_by_day.csv&#39;</span><span class="p">)</span>
</pre></div>

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<p>Spreadsheet: <a href="data/actblue_congress_contribs_by_day.csv">actblue_congress_contribs_by_day.csv</a></p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">contribs_by_day</span> <span class="o">=</span> <span class="n">actblue_congress_contribs_by_day</span><span class="p">[[</span><span class="s1">&#39;contribution_date&#39;</span><span class="p">,</span><span class="s1">&#39;sum&#39;</span><span class="p">]]</span>

<span class="c1"># https://scentellegher.github.io/programming/2017/05/24/pandas-bar-plot-with-formatted-dates.html</span>
<span class="n">contribs_by_day</span><span class="o">.</span><span class="n">set_index</span><span class="p">(</span><span class="s1">&#39;contribution_date&#39;</span><span class="p">,</span><span class="n">inplace</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>

<span class="n">fig</span><span class="p">,</span> <span class="n">ax</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">subplots</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">7</span><span class="p">))</span>

<span class="n">ax</span><span class="o">.</span><span class="n">xaxis</span><span class="o">.</span><span class="n">set_major_locator</span><span class="p">(</span><span class="n">mdates</span><span class="o">.</span><span class="n">YearLocator</span><span class="p">())</span>
<span class="n">ax</span><span class="o">.</span><span class="n">xaxis</span><span class="o">.</span><span class="n">set_major_formatter</span><span class="p">(</span><span class="n">mdates</span><span class="o">.</span><span class="n">DateFormatter</span><span class="p">(</span><span class="s1">&#39;%Y&#39;</span><span class="p">))</span>

<span class="c1"># https://matplotlib.org/examples/pylab_examples/custom_ticker1.html</span>
<span class="n">ax</span><span class="o">.</span><span class="n">yaxis</span><span class="o">.</span><span class="n">set_major_formatter</span><span class="p">(</span><span class="n">ticker</span><span class="o">.</span><span class="n">FuncFormatter</span><span class="p">(</span><span class="k">lambda</span> <span class="n">x</span><span class="p">,</span> <span class="n">p</span><span class="p">:</span> <span class="s1">&#39;$%1.fM&#39;</span> <span class="o">%</span> <span class="p">(</span><span class="n">x</span><span class="o">*</span><span class="mf">1e-6</span><span class="p">)))</span>

<span class="n">ax</span><span class="o">.</span><span class="n">bar</span><span class="p">(</span><span class="n">contribs_by_day</span><span class="o">.</span><span class="n">index</span><span class="p">,</span> <span class="n">contribs_by_day</span><span class="p">[</span><span class="s1">&#39;sum&#39;</span><span class="p">],</span> <span class="n">width</span><span class="o">=</span><span class="mi">5</span><span class="p">)</span>

<span class="n">ax</span><span class="o">.</span><span class="n">set_title</span><span class="p">(</span><span class="s1">&#39;Congressional contribution totals by day&#39;</span><span class="p">)</span>
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<pre>Text(0.5,1,&#39;Congressional contribution totals by day&#39;)</pre>
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>
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<h3 id="How-have-total-federal-contributions-to-ActBlue-changed-between-cycles?">How have total federal contributions to ActBlue changed between cycles?<a class="anchor-link" href="#How-have-total-federal-contributions-to-ActBlue-changed-between-cycles?">&#182;</a></h3><p>Jan. 1, 2013 — now</p>

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<div class="prompt input_prompt">In&nbsp;[24]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">actblue_summaries</span><span class="p">[</span><span class="s1">&#39;cycle&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">actblue_summaries</span><span class="o">.</span><span class="n">coverage_through_date</span><span class="o">.</span><span class="n">dt</span><span class="o">.</span><span class="n">year</span><span class="o">.</span><span class="n">apply</span><span class="p">(</span><span class="n">cycle</span><span class="p">)</span>

<span class="n">contribs_by_cycle</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">actblue_summaries</span><span class="o">.</span><span class="n">groupby</span><span class="p">(</span><span class="n">actblue_summaries</span><span class="p">[</span><span class="s1">&#39;cycle&#39;</span><span class="p">])[</span><span class="s1">&#39;col_a_total_contributions&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">sum</span><span class="p">()</span>
<span class="p">)</span>
<span class="n">contribs_by_cycle</span>
</pre></div>

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    <div class="prompt output_prompt">Out[24]:</div>


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    .dataframe tbody tr th:only-of-type {
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  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>col_a_total_contributions</th>
    </tr>
    <tr>
      <th>cycle</th>
      <th></th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>2014</th>
      <td>276,701,106.20</td>
    </tr>
    <tr>
      <th>2016</th>
      <td>679,908,044.18</td>
    </tr>
    <tr>
      <th>2018</th>
      <td>955,072,819.41</td>
    </tr>
  </tbody>
</table>
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<h4 id="Cycle-to-date">Cycle to date<a class="anchor-link" href="#Cycle-to-date">&#182;</a></h4>
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<div class="prompt input_prompt">In&nbsp;[25]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">actblue_summaries</span><span class="p">[</span><span class="s1">&#39;cycle&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">actblue_summaries</span><span class="o">.</span><span class="n">coverage_through_date</span><span class="o">.</span><span class="n">dt</span><span class="o">.</span><span class="n">year</span><span class="o">.</span><span class="n">apply</span><span class="p">(</span><span class="n">cycle</span><span class="p">)</span>

<span class="n">actblue_summaries_to_date</span> <span class="o">=</span> <span class="n">actblue_summaries</span><span class="p">[((</span><span class="n">actblue_summaries</span><span class="p">[</span><span class="s1">&#39;coverage_through_date&#39;</span><span class="p">]</span> <span class="o">&gt;=</span> <span class="s1">&#39;2017-01-01&#39;</span><span class="p">)</span> <span class="o">&amp;</span>
                                              <span class="p">(</span><span class="n">actblue_summaries</span><span class="p">[</span><span class="s1">&#39;coverage_through_date&#39;</span><span class="p">]</span> <span class="o">&lt;=</span> <span class="s1">&#39;2018-09-30&#39;</span><span class="p">))</span> <span class="o">|</span>
                                              <span class="p">((</span><span class="n">actblue_summaries</span><span class="p">[</span><span class="s1">&#39;coverage_through_date&#39;</span><span class="p">]</span> <span class="o">&gt;=</span> <span class="s1">&#39;2015-01-01&#39;</span><span class="p">)</span> <span class="o">&amp;</span>
                                              <span class="p">(</span><span class="n">actblue_summaries</span><span class="p">[</span><span class="s1">&#39;coverage_through_date&#39;</span><span class="p">]</span> <span class="o">&lt;=</span> <span class="s1">&#39;2016-09-30&#39;</span><span class="p">))</span> <span class="o">|</span> 
                                              <span class="p">((</span><span class="n">actblue_summaries</span><span class="p">[</span><span class="s1">&#39;coverage_through_date&#39;</span><span class="p">]</span> <span class="o">&gt;=</span> <span class="s1">&#39;2013-01-01&#39;</span><span class="p">)</span> <span class="o">&amp;</span>
                                              <span class="p">(</span><span class="n">actblue_summaries</span><span class="p">[</span><span class="s1">&#39;coverage_through_date&#39;</span><span class="p">]</span> <span class="o">&lt;=</span> <span class="s1">&#39;2014-09-30&#39;</span><span class="p">))]</span>

<span class="n">contribs_by_cycle</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">actblue_summaries_to_date</span><span class="o">.</span><span class="n">groupby</span><span class="p">(</span><span class="n">actblue_summaries_to_date</span><span class="p">[</span><span class="s1">&#39;cycle&#39;</span><span class="p">])[</span><span class="s1">&#39;col_a_total_contributions&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">sum</span><span class="p">()</span>
<span class="p">)</span>
<span class="n">contribs_by_cycle</span>
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<div>
<style scoped>
    .dataframe tbody tr th:only-of-type {
        vertical-align: middle;
    }

    .dataframe tbody tr th {
        vertical-align: top;
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<table border="1" class="dataframe">
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    <tr style="text-align: right;">
      <th></th>
      <th>col_a_total_contributions</th>
    </tr>
    <tr>
      <th>cycle</th>
      <th></th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>2014</th>
      <td>210,730,648.34</td>
    </tr>
    <tr>
      <th>2016</th>
      <td>556,947,598.55</td>
    </tr>
    <tr>
      <th>2018</th>
      <td>955,072,819.41</td>
    </tr>
  </tbody>
</table>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># https://scentellegher.github.io/programming/2017/05/24/pandas-bar-plot-with-formatted-dates.html</span>
<span class="c1"># contribs_by_year.set_index(&#39;coverage_through_date&#39;,inplace=True)</span>

<span class="n">fig</span><span class="p">,</span> <span class="n">ax</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">subplots</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">10</span><span class="p">,</span><span class="mi">7</span><span class="p">))</span>

<span class="n">ax</span><span class="o">.</span><span class="n">xaxis</span><span class="o">.</span><span class="n">set_major_locator</span><span class="p">(</span><span class="n">mdates</span><span class="o">.</span><span class="n">YearLocator</span><span class="p">())</span>
<span class="c1"># ax.xaxis.set_major_formatter(mdates.DateFormatter(&#39;%Y&#39;))</span>

<span class="c1"># https://matplotlib.org/examples/pylab_examples/custom_ticker1.html</span>
<span class="n">ax</span><span class="o">.</span><span class="n">yaxis</span><span class="o">.</span><span class="n">set_major_formatter</span><span class="p">(</span><span class="n">ticker</span><span class="o">.</span><span class="n">FuncFormatter</span><span class="p">(</span><span class="k">lambda</span> <span class="n">x</span><span class="p">,</span> <span class="n">p</span><span class="p">:</span> <span class="s1">&#39;$%1.fM&#39;</span> <span class="o">%</span> <span class="p">(</span><span class="n">x</span><span class="o">*</span><span class="mf">1e-6</span><span class="p">)))</span>

<span class="n">ax</span><span class="o">.</span><span class="n">bar</span><span class="p">(</span><span class="n">contribs_by_cycle</span><span class="o">.</span><span class="n">index</span><span class="p">,</span> <span class="n">contribs_by_cycle</span><span class="p">[</span><span class="s1">&#39;col_a_total_contributions&#39;</span><span class="p">],</span> <span class="n">width</span><span class="o">=</span><span class="mf">0.8</span><span class="p">)</span>

<span class="n">ax</span><span class="o">.</span><span class="n">set_title</span><span class="p">(</span><span class="s1">&#39;Total contributions by cycle&#39;</span><span class="p">)</span>
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<pre>Text(0.5,1,&#39;Total contributions by cycle&#39;)</pre>
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<h3 id="Which-committees-receive-contributions-through-ActBlue?">Which committees receive contributions through ActBlue?<a class="anchor-link" href="#Which-committees-receive-contributions-through-ActBlue?">&#182;</a></h3><p>Jan. 1, 2013 — now</p>

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<div class="prompt input_prompt">In&nbsp;[27]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">actblue_transfers</span> <span class="o">=</span> <span class="n">read_or_save</span><span class="p">(</span>
    <span class="s1">&#39;actblue_transfers&#39;</span><span class="p">,</span>
    <span class="k">lambda</span><span class="p">:</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_sql</span><span class="p">(</span><span class="s2">&quot;&quot;&quot;</span>
<span class="s2">    SELECT fec_committees.name,</span>
<span class="s2">           totals.*</span>
<span class="s2">    FROM</span>
<span class="s2">      (SELECT beneficiary_committee_fec_id,</span>
<span class="s2">              count(*),</span>
<span class="s2">              sum(contribution_amount)</span>
<span class="s2">       FROM actblue_contribs</span>
<span class="s2">       GROUP BY beneficiary_committee_fec_id) AS totals</span>
<span class="s2">    LEFT JOIN fec_committees ON beneficiary_committee_fec_id = fec_committees.id</span>
<span class="s2">    &quot;&quot;&quot;</span><span class="p">,</span> <span class="n">con</span><span class="o">=</span><span class="n">conn</span><span class="p">)</span>
<span class="p">)</span>
<span class="n">actblue_transfers</span><span class="o">.</span><span class="n">sort_values</span><span class="p">(</span><span class="n">by</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;sum&#39;</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">head</span><span class="p">(</span><span class="mi">20</span><span class="p">)</span>
</pre></div>

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    <div class="prompt output_prompt">Out[27]:</div>


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<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>name</th>
      <th>beneficiary_committee_fec_id</th>
      <th>count</th>
      <th>sum</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>DCCC</td>
      <td>C00000935</td>
      <td>11814400</td>
      <td>246,490,447.00</td>
    </tr>
    <tr>
      <th>1466</th>
      <td>BERNIE 2016</td>
      <td>C00577130</td>
      <td>7674980</td>
      <td>198,901,495.65</td>
    </tr>
    <tr>
      <th>26</th>
      <td>DSCC</td>
      <td>C00042366</td>
      <td>3486394</td>
      <td>98,566,985.16</td>
    </tr>
    <tr>
      <th>3693</th>
      <td>None</td>
      <td>None</td>
      <td>16702739</td>
      <td>75,348,173.81</td>
    </tr>
    <tr>
      <th>1408</th>
      <td>END CITIZENS UNITED</td>
      <td>C00573261</td>
      <td>3771328</td>
      <td>50,988,050.92</td>
    </tr>
    <tr>
      <th>670</th>
      <td>BETO FOR TEXAS</td>
      <td>C00501197</td>
      <td>1150586</td>
      <td>45,538,960.43</td>
    </tr>
    <tr>
      <th>2089</th>
      <td>JON OSSOFF FOR CONGRESS</td>
      <td>C00630426</td>
      <td>1430332</td>
      <td>27,468,759.69</td>
    </tr>
    <tr>
      <th>2475</th>
      <td>DOUG JONES FOR SENATE COMMITTEE</td>
      <td>C00640623</td>
      <td>767342</td>
      <td>22,177,988.84</td>
    </tr>
    <tr>
      <th>1509</th>
      <td>PROGRESSIVE TURNOUT PROJECT</td>
      <td>C00580068</td>
      <td>1499109</td>
      <td>20,580,459.30</td>
    </tr>
    <tr>
      <th>11</th>
      <td>DNC SERVICES CORP./DEM. NAT'L COMMITTEE</td>
      <td>C00010603</td>
      <td>790624</td>
      <td>19,491,595.88</td>
    </tr>
    <tr>
      <th>365</th>
      <td>GILLIBRAND FOR SENATE</td>
      <td>C00413914</td>
      <td>417112</td>
      <td>14,907,247.32</td>
    </tr>
    <tr>
      <th>429</th>
      <td>MCCASKILL FOR MISSOURI</td>
      <td>C00431304</td>
      <td>350808</td>
      <td>14,054,926.91</td>
    </tr>
    <tr>
      <th>239</th>
      <td>CHC BOLD PAC</td>
      <td>C00365536</td>
      <td>992271</td>
      <td>13,222,983.83</td>
    </tr>
    <tr>
      <th>1391</th>
      <td>KAMALA HARRIS FOR SENATE</td>
      <td>C00571919</td>
      <td>439036</td>
      <td>12,907,094.64</td>
    </tr>
    <tr>
      <th>626</th>
      <td>HOUSE MAJORITY PAC</td>
      <td>C00495028</td>
      <td>616684</td>
      <td>12,337,803.91</td>
    </tr>
    <tr>
      <th>515</th>
      <td>PROGRESSIVE CHANGE CAMPAIGN COMMITTEE</td>
      <td>C00458000</td>
      <td>1303655</td>
      <td>12,224,057.76</td>
    </tr>
    <tr>
      <th>669</th>
      <td>ELIZABETH FOR MA INC</td>
      <td>C00500843</td>
      <td>741738</td>
      <td>12,216,893.18</td>
    </tr>
    <tr>
      <th>246</th>
      <td>DEMOCRACY FOR AMERICA</td>
      <td>C00370007</td>
      <td>769917</td>
      <td>12,170,215.96</td>
    </tr>
    <tr>
      <th>835</th>
      <td>GIFFORDS PAC</td>
      <td>C00540443</td>
      <td>422019</td>
      <td>11,489,153.57</td>
    </tr>
    <tr>
      <th>1609</th>
      <td>MAGGIE FOR NH</td>
      <td>C00588772</td>
      <td>345062</td>
      <td>10,460,434.29</td>
    </tr>
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<h3 id="How-much-of-this-is-a-contribution-to-ActBlue-itself?">How much of this is a contribution to ActBlue itself?<a class="anchor-link" href="#How-much-of-this-is-a-contribution-to-ActBlue-itself?">&#182;</a></h3><p>Jan. 1, 2013 — now</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">actblue_itself</span> <span class="o">=</span> <span class="n">read_or_save</span><span class="p">(</span>
    <span class="s1">&#39;actblue_itself&#39;</span><span class="p">,</span>
    <span class="k">lambda</span><span class="p">:</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_sql</span><span class="p">(</span><span class="s2">&quot;&quot;&quot;</span>
<span class="s2">    SELECT count(*),</span>
<span class="s2">           sum(contribution_amount)</span>
<span class="s2">    FROM actblue_contribs</span>
<span class="s2">    WHERE memo_text_description = &#39;Contribution to ActBlue&#39;</span>
<span class="s2">    &quot;&quot;&quot;</span><span class="p">,</span> <span class="n">con</span><span class="o">=</span><span class="n">conn</span><span class="p">)</span>
<span class="p">)</span>
<span class="n">actblue_itself</span>
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      <th>0</th>
      <td>16478679</td>
      <td>48,182,124.56</td>
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<h3 id="How-many-Democratic-campaigns-received-contributions-through-ActBlue?-What-percentage-of-Democratic-campaigns-is-that?">How many Democratic campaigns received contributions through ActBlue? What percentage of Democratic campaigns is that?<a class="anchor-link" href="#How-many-Democratic-campaigns-received-contributions-through-ActBlue?-What-percentage-of-Democratic-campaigns-is-that?">&#182;</a></h3><p>Jan. 1, 2017 — Sept. 30, 2018</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">actblue_proportion</span> <span class="o">=</span> <span class="n">read_or_save</span><span class="p">(</span>
    <span class="s1">&#39;actblue_proportion&#39;</span><span class="p">,</span>
    <span class="k">lambda</span><span class="p">:</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_sql</span><span class="p">(</span><span class="s2">&quot;&quot;&quot;</span>
<span class="s2">    SELECT actblue,</span>
<span class="s2">           count(*)</span>
<span class="s2">    FROM</span>
<span class="s2">      (SELECT cand_id,</span>
<span class="s2">              cand_pcc,</span>
<span class="s2">              CASE</span>
<span class="s2">                  WHEN COUNT IS NOT NULL THEN TRUE</span>
<span class="s2">                  ELSE FALSE</span>
<span class="s2">              END AS actblue</span>
<span class="s2">       FROM (SELECT DISTINCT ON (cand_id,</span>
<span class="s2">                               cand_pcc) *</span>
<span class="s2">           FROM fec_candidates</span>
<span class="s2">           WHERE cand_election_yr IN (&#39;2018&#39;,&#39;2017&#39;)</span>
<span class="s2">             AND cand_pcc IS NOT NULL</span>
<span class="s2">             AND cand_pty_affiliation IN (&#39;DFL&#39;,</span>
<span class="s2">                                      &#39;DEM&#39;)</span>
<span class="s2">           ORDER BY cand_id,</span>
<span class="s2">                    cand_pcc) AS cands</span>
<span class="s2">       LEFT JOIN</span>
<span class="s2">         (SELECT fec_committees.name,</span>
<span class="s2">                 totals.*</span>
<span class="s2">          FROM</span>
<span class="s2">            (SELECT beneficiary_committee_fec_id,</span>
<span class="s2">                    count(*) AS COUNT,</span>
<span class="s2">                    sum(contribution_amount)</span>
<span class="s2">             FROM actblue_contribs</span>
<span class="s2">             WHERE extract(YEAR</span>
<span class="s2">                                FROM contribution_date) &gt;= 2017</span>
<span class="s2">             GROUP BY beneficiary_committee_fec_id) AS totals</span>
<span class="s2">          LEFT JOIN fec_committees ON beneficiary_committee_fec_id = fec_committees.id) AS actblue_committees ON cand_pcc = beneficiary_committee_fec_id) AS actblue_candidates</span>
<span class="s2">    GROUP BY actblue</span>
<span class="s2">    &quot;&quot;&quot;</span><span class="p">,</span> <span class="n">con</span><span class="o">=</span><span class="n">conn</span><span class="p">)</span>
<span class="p">)</span>

<span class="n">actblue_proportion</span><span class="p">[</span><span class="s1">&#39;percent&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">actblue_proportion</span><span class="p">[</span><span class="s1">&#39;count&#39;</span><span class="p">]</span><span class="o">/</span><span class="n">actblue_proportion</span><span class="p">[</span><span class="s1">&#39;count&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">sum</span><span class="p">()</span><span class="o">*</span><span class="mi">100</span>

<span class="n">actblue_proportion</span>
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      <th>0</th>
      <td>False</td>
      <td>235</td>
      <td>15.12</td>
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      <th>1</th>
      <td>True</td>
      <td>1319</td>
      <td>84.88</td>
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<h3 id="Rise-of-ActBlue:-What-percent-of-Democratic-congresssional-campaign-cash-from-individuals-was-raised-through-ActBlue-by-cycle?-How-about-2014?">Rise of ActBlue: What percent of Democratic congresssional campaign cash from individuals was raised through ActBlue by cycle? How about 2014?<a class="anchor-link" href="#Rise-of-ActBlue:-What-percent-of-Democratic-congresssional-campaign-cash-from-individuals-was-raised-through-ActBlue-by-cycle?-How-about-2014?">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="k">def</span> <span class="nf">calc_actblue_proportion_amount</span><span class="p">(</span><span class="n">cycle</span><span class="p">):</span>
    <span class="k">return</span> <span class="n">read_or_save</span><span class="p">(</span>
        <span class="s1">&#39;actblue_proportion_amount_&#39;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">cycle</span><span class="p">)[</span><span class="mi">2</span><span class="p">:],</span>
        <span class="k">lambda</span><span class="p">:</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_sql</span><span class="p">(</span><span class="s1">&#39;&#39;&#39;</span>
<span class="s1">        WITH cands AS</span>
<span class="s1">          (SELECT DISTINCT ON (cand_pcc) *</span>
<span class="s1">           FROM fec_candidates</span>
<span class="s1">           WHERE cand_election_yr IN (&#39;</span><span class="si">%(year_before)s</span><span class="s1">&#39;,</span>
<span class="s1">                                      &#39;</span><span class="si">%(cycle)s</span><span class="s1">&#39;)</span>
<span class="s1">             AND cand_pty_affiliation IN (&#39;DFL&#39;,</span>
<span class="s1">                                          &#39;DEM&#39;)</span>
<span class="s1">             AND cand_pcc IS NOT NULL</span>
<span class="s1">           ORDER BY cand_pcc),</span>
<span class="s1">             candidate_totals AS</span>
<span class="s1">          (SELECT cand_id,</span>
<span class="s1">                  cand_pcc,</span>
<span class="s1">                  cand_name,</span>
<span class="s1">                  cand_office,</span>
<span class="s1">                  cand_office_st,</span>
<span class="s1">                  cand_office_district,</span>
<span class="s1">                  cand_election_yr,</span>
<span class="s1">                  coverage_from_date,</span>
<span class="s1">                  coverage_through_date,</span>
<span class="s1">                  col_a_total_individual_contributions</span>
<span class="s1">           FROM cands</span>
<span class="s1">           JOIN fec_campaign_summaries ON cand_pcc = filer_committee_id_number</span>
<span class="s1">           JOIN fec_amended_filings USING (filing_id)</span>
<span class="s1">           WHERE extract(YEAR</span>
<span class="s1">                         FROM coverage_through_date) &gt;= </span><span class="si">%(year_before)s</span><span class="s1"></span>
<span class="s1">             AND coverage_through_date &lt;= &#39;</span><span class="si">%(cycle)s</span><span class="s1">-09-30&#39;::date</span>
<span class="s1">             AND filing_id &gt;= 2000</span>
<span class="s1">           UNION SELECT cand_id,</span>
<span class="s1">                        cand_pcc,</span>
<span class="s1">                        cand_name,</span>
<span class="s1">                        cand_office,</span>
<span class="s1">                        cand_office_st,</span>
<span class="s1">                        cand_office_district,</span>
<span class="s1">                        cand_election_yr,</span>
<span class="s1">                        coverage_from_date,</span>
<span class="s1">                        coverage_through_date,</span>
<span class="s1">                        col_a_total_individual_contributions</span>
<span class="s1">           FROM cands</span>
<span class="s1">           JOIN</span>
<span class="s1">             (SELECT DISTINCT ON (filer_committee_id_number,</span>
<span class="s1">                                  coverage_from_date,</span>
<span class="s1">                                  coverage_through_date) filing_id,</span>
<span class="s1">                                 filer_committee_id_number,</span>
<span class="s1">                                 col_a_total_individual_contributions,</span>
<span class="s1">                                 coverage_from_date,</span>
<span class="s1">                                 coverage_through_date</span>
<span class="s1">              FROM fec_paper_campaign_summaries</span>
<span class="s1">              WHERE col_a_total_individual_contributions IS NOT NULL</span>
<span class="s1">              ORDER BY filer_committee_id_number,</span>
<span class="s1">                       coverage_through_date,</span>
<span class="s1">                       coverage_from_date,</span>
<span class="s1">                       filing_id DESC) AS paper_totals ON cand_pcc = filer_committee_id_number</span>
<span class="s1">           WHERE extract(YEAR</span>
<span class="s1">                         FROM coverage_through_date) &gt;= </span><span class="si">%(year_before)s</span><span class="s1"></span>
<span class="s1">             AND coverage_through_date &lt;= &#39;</span><span class="si">%(cycle)s</span><span class="s1">-09-30&#39;::date)</span>
<span class="s1">        SELECT  cand_pcc,</span>
<span class="s1">                max(cand_name) as cand_name,</span>
<span class="s1">                max(cand_office) as cand_office,</span>
<span class="s1">                max(cand_office_st) as cand_office_st,</span>
<span class="s1">                max(cand_office_district) as cand_office_district,</span>
<span class="s1">                max(cand_election_yr) as cand_election_yr,</span>
<span class="s1">               array_agg(coverage_from_date) AS from_dates,</span>
<span class="s1">               array_agg(coverage_through_date) AS through_dates,</span>
<span class="s1">               sum(col_a_total_individual_contributions) AS committee_total,</span>
<span class="s1">               sum(actblue_total) AS actblue_total</span>
<span class="s1">        FROM</span>
<span class="s1">          (SELECT candidate_totals.cand_pcc,</span>
<span class="s1">                max(candidate_totals.cand_name) as cand_name,</span>
<span class="s1">                max(candidate_totals.cand_office) as cand_office,</span>
<span class="s1">                max(candidate_totals.cand_office_st) as cand_office_st,</span>
<span class="s1">                max(candidate_totals.cand_office_district) as cand_office_district,</span>
<span class="s1">                max(candidate_totals.cand_election_yr) as cand_election_yr,</span>
<span class="s1">                  coverage_from_date,</span>
<span class="s1">                  coverage_through_date,</span>
<span class="s1">                  col_a_total_individual_contributions,</span>
<span class="s1">                  sum(contribution_amount) AS actblue_total,</span>
<span class="s1">                  count(*) as actblue_count</span>
<span class="s1">           FROM candidate_totals</span>
<span class="s1">           LEFT JOIN actblue_contribs ON extract(YEAR</span>
<span class="s1">                                                 FROM coverage_through_date) &gt;= </span><span class="si">%(year_before)s</span><span class="s1"></span>
<span class="s1">           AND coverage_through_date &lt;= &#39;</span><span class="si">%(cycle)s</span><span class="s1">-09-30&#39;::date</span>
<span class="s1">           AND actblue_contribs.cand_pcc = candidate_totals.cand_pcc</span>
<span class="s1">           AND coverage_from_date &lt;= contribution_date</span>
<span class="s1">           AND coverage_through_date &gt;= contribution_date</span>
<span class="s1">           GROUP BY candidate_totals.cand_pcc,</span>
<span class="s1">                    col_a_total_individual_contributions,</span>
<span class="s1">                    coverage_from_date,</span>
<span class="s1">                    coverage_through_date) AS totals</span>
<span class="s1">        GROUP BY cand_pcc</span>
<span class="s1">        &#39;&#39;&#39;</span><span class="p">,</span><span class="n">con</span><span class="o">=</span><span class="n">conn</span><span class="p">,</span><span class="n">params</span><span class="o">=</span><span class="p">{</span><span class="s2">&quot;cycle&quot;</span><span class="p">:</span><span class="n">cycle</span><span class="p">,</span><span class="s2">&quot;year_before&quot;</span><span class="p">:</span><span class="n">cycle</span><span class="o">-</span><span class="mi">1</span><span class="p">})</span>
    <span class="p">)</span>

<span class="n">actblue_proportion_amount</span> <span class="o">=</span> <span class="n">calc_actblue_proportion_amount</span><span class="p">(</span><span class="mi">2018</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">actblue_proportion_amount</span><span class="p">[</span><span class="s1">&#39;percent&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">actblue_proportion_amount</span><span class="p">[</span><span class="s1">&#39;actblue_total&#39;</span><span class="p">]</span><span class="o">/</span><span class="n">actblue_proportion_amount</span><span class="p">[</span><span class="s1">&#39;committee_total&#39;</span><span class="p">]</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">str</span><span class="p">(</span><span class="nb">round</span><span class="p">(</span><span class="n">actblue_proportion_amount</span><span class="p">[</span><span class="s1">&#39;actblue_total&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">sum</span><span class="p">()</span><span class="o">/</span><span class="n">actblue_proportion_amount</span><span class="p">[</span><span class="s1">&#39;committee_total&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">sum</span><span class="p">()</span><span class="o">*</span><span class="mi">100</span><span class="p">,</span><span class="mi">2</span><span class="p">))</span> <span class="o">+</span> <span class="s2">&quot; percent of contributions from individuals to Democratic campaigns came through ActBlue in the 2018 cycle (Jan. 1, 2017 — Sept/. 30, 2018)&quot;</span>
    
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<pre>&#39;55.02 percent of contributions from individuals to Democratic campaigns came through ActBlue in the 2018 cycle (Jan. 1, 2017 — Sept/. 30, 2018)&#39;</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">actblue_proportion_amount_14</span> <span class="o">=</span> <span class="n">calc_actblue_proportion_amount</span><span class="p">(</span><span class="mi">2014</span><span class="p">)</span>

<span class="nb">str</span><span class="p">(</span><span class="nb">round</span><span class="p">(</span><span class="n">actblue_proportion_amount_14</span><span class="p">[</span><span class="s1">&#39;actblue_total&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">sum</span><span class="p">()</span><span class="o">/</span><span class="n">actblue_proportion_amount_14</span><span class="p">[</span><span class="s1">&#39;committee_total&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">sum</span><span class="p">()</span><span class="o">*</span><span class="mi">100</span><span class="p">,</span><span class="mi">2</span><span class="p">))</span> <span class="o">+</span> <span class="s2">&quot; percent of contributions from individuals to Democratic campaigns came through ActBlue in the 2014 cycle (Jan. 1, 2013 — Sept. 30, 2014)&quot;</span>
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<pre>&#39;19.43 percent of contributions from individuals to Democratic campaigns came through ActBlue in the 2014 cycle (Jan. 1, 2013 — Sept. 30, 2014)&#39;</pre>
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<h3 id="What's-the-ActBlue-proportion-by-candidate?">What's the ActBlue proportion by candidate?<a class="anchor-link" href="#What's-the-ActBlue-proportion-by-candidate?">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">actblue_proportion_amount</span><span class="p">[(</span><span class="o">~</span><span class="n">actblue_proportion_amount</span><span class="p">[</span><span class="s1">&#39;percent&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">isna</span><span class="p">())</span> <span class="o">&amp;</span> <span class="p">(</span><span class="n">actblue_proportion_amount</span><span class="p">[</span><span class="s1">&#39;committee_total&#39;</span><span class="p">]</span> <span class="o">&gt;</span> <span class="mi">30000</span><span class="p">)]</span><span class="o">.</span><span class="n">sort_values</span><span class="p">(</span><span class="n">by</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;actblue_total&#39;</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">head</span><span class="p">(</span><span class="mi">20</span><span class="p">)</span><span class="o">.</span><span class="n">sort_values</span><span class="p">(</span><span class="n">by</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;percent&#39;</span><span class="p">],</span><span class="n">ascending</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
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<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>cand_pcc</th>
      <th>cand_name</th>
      <th>cand_office</th>
      <th>cand_office_st</th>
      <th>cand_office_district</th>
      <th>cand_election_yr</th>
      <th>from_dates</th>
      <th>through_dates</th>
      <th>committee_total</th>
      <th>actblue_total</th>
      <th>percent</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>1143</th>
      <td>C00667964</td>
      <td>O'CONNOR, DANIEL JAY</td>
      <td>H</td>
      <td>OH</td>
      <td>12</td>
      <td>2018</td>
      <td>[2018-04-19, 2018-07-19, 2018-04-01, 2018-01-0...</td>
      <td>[2018-06-30, 2018-08-27, 2018-04-18, 2018-03-3...</td>
      <td>6,509,845.87</td>
      <td>6,060,188.00</td>
      <td>0.93</td>
    </tr>
    <tr>
      <th>309</th>
      <td>C00630426</td>
      <td>OSSOFF, T. JONATHAN</td>
      <td>H</td>
      <td>GA</td>
      <td>06</td>
      <td>2017</td>
      <td>[2018-01-01, 2017-10-01, 2017-07-11, 2017-06-0...</td>
      <td>[2018-03-31, 2017-12-31, 2017-09-30, 2017-07-1...</td>
      <td>29,536,942.08</td>
      <td>27,468,759.69</td>
      <td>0.93</td>
    </tr>
    <tr>
      <th>540</th>
      <td>C00640623</td>
      <td>JONES, DOUG</td>
      <td>S</td>
      <td>AL</td>
      <td>00</td>
      <td>2018</td>
      <td>[2017-07-27, 2018-07-01, 2018-01-02, 2017-07-0...</td>
      <td>[2017-09-30, 2018-09-30, 2018-03-31, 2017-07-2...</td>
      <td>23,961,141.21</td>
      <td>22,212,934.94</td>
      <td>0.93</td>
    </tr>
    <tr>
      <th>331</th>
      <td>C00632232</td>
      <td>QUIST, ROBERT E.</td>
      <td>H</td>
      <td>MT</td>
      <td>00</td>
      <td>2017</td>
      <td>[2017-06-15, 2017-04-01, 2018-04-01, 2018-01-0...</td>
      <td>[2017-06-30, 2017-05-05, 2018-06-30, 2018-03-3...</td>
      <td>6,613,029.07</td>
      <td>5,815,577.72</td>
      <td>0.88</td>
    </tr>
    <tr>
      <th>463</th>
      <td>C00638510</td>
      <td>JANZ, ANDREW</td>
      <td>H</td>
      <td>CA</td>
      <td>22</td>
      <td>2018</td>
      <td>[2018-01-01, 2018-07-01, 2018-05-17, 2018-04-0...</td>
      <td>[2018-03-31, 2018-09-30, 2018-06-30, 2018-05-1...</td>
      <td>7,091,195.60</td>
      <td>6,205,223.06</td>
      <td>0.88</td>
    </tr>
    <tr>
      <th>97</th>
      <td>C00413914</td>
      <td>GILLIBRAND, KIRSTEN ELIZABETH</td>
      <td>S</td>
      <td>NY</td>
      <td>00</td>
      <td>2018</td>
      <td>[2017-07-01, 2018-04-01, 2018-01-01, 2017-04-0...</td>
      <td>[2017-09-30, 2018-06-06, 2018-03-31, 2017-06-3...</td>
      <td>15,593,188.69</td>
      <td>13,168,962.00</td>
      <td>0.84</td>
    </tr>
    <tr>
      <th>908</th>
      <td>C00657411</td>
      <td>LAMB, CONOR</td>
      <td>H</td>
      <td>PA</td>
      <td>17</td>
      <td>2018</td>
      <td>[2018-01-01, 2018-04-26, 2018-02-22, 2018-04-0...</td>
      <td>[2018-02-21, 2018-06-30, 2018-04-02, 2018-04-2...</td>
      <td>7,767,411.81</td>
      <td>6,469,653.12</td>
      <td>0.83</td>
    </tr>
    <tr>
      <th>608</th>
      <td>C00647537</td>
      <td>BRYCE, RANDY</td>
      <td>H</td>
      <td>WI</td>
      <td>01</td>
      <td>2018</td>
      <td>[2017-06-01, 2017-10-01, 2018-07-26, 2018-01-0...</td>
      <td>[2017-06-30, 2017-12-31, 2018-09-30, 2018-03-3...</td>
      <td>7,085,886.53</td>
      <td>5,318,170.18</td>
      <td>0.75</td>
    </tr>
    <tr>
      <th>163</th>
      <td>C00501197</td>
      <td>O'ROURKE, ROBERT BETO</td>
      <td>H</td>
      <td>TX</td>
      <td>16</td>
      <td>2018</td>
      <td>[2018-07-01, 2017-10-01, 2018-02-15, 2017-01-0...</td>
      <td>[2018-09-30, 2017-12-31, 2018-03-31, 2017-03-3...</td>
      <td>61,566,975.15</td>
      <td>45,412,197.04</td>
      <td>0.74</td>
    </tr>
    <tr>
      <th>143</th>
      <td>C00492645</td>
      <td>MURPHY, CHRISTOPHER S MR</td>
      <td>S</td>
      <td>CT</td>
      <td>00</td>
      <td>2018</td>
      <td>[2017-04-01, 2017-01-01, 2017-10-01, 2018-04-2...</td>
      <td>[2017-06-30, 2017-03-31, 2017-12-31, 2018-06-3...</td>
      <td>10,304,270.24</td>
      <td>7,022,947.51</td>
      <td>0.68</td>
    </tr>
    <tr>
      <th>266</th>
      <td>C00606939</td>
      <td>ROSEN, JACKY</td>
      <td>H</td>
      <td>NV</td>
      <td>03</td>
      <td>2018</td>
      <td>[2018-01-01, 2017-10-01, 2018-04-01, 2017-07-0...</td>
      <td>[2018-03-31, 2017-12-31, 2018-05-23, 2017-09-3...</td>
      <td>13,642,423.24</td>
      <td>9,213,189.77</td>
      <td>0.68</td>
    </tr>
    <tr>
      <th>173</th>
      <td>C00505552</td>
      <td>HEITKAMP, HEIDI</td>
      <td>S</td>
      <td>ND</td>
      <td>00</td>
      <td>2018</td>
      <td>[2017-10-01, 2017-04-01, 2018-05-24, 2018-01-0...</td>
      <td>[2017-12-31, 2017-06-30, 2018-06-30, 2018-03-3...</td>
      <td>9,265,613.81</td>
      <td>5,778,155.37</td>
      <td>0.62</td>
    </tr>
    <tr>
      <th>110</th>
      <td>C00431304</td>
      <td>MCCASKILL, CLAIRE</td>
      <td>S</td>
      <td>MO</td>
      <td>00</td>
      <td>2018</td>
      <td>[2017-10-01, 2017-04-01, 2018-01-01, 2018-07-0...</td>
      <td>[2017-12-31, 2017-06-30, 2018-03-31, 2018-07-1...</td>
      <td>23,480,677.90</td>
      <td>13,614,383.78</td>
      <td>0.58</td>
    </tr>
    <tr>
      <th>179</th>
      <td>C00508804</td>
      <td>SINEMA, KYRSTEN</td>
      <td>S</td>
      <td>AZ</td>
      <td>00</td>
      <td>2018</td>
      <td>[2017-07-01, 2018-04-01, 2018-07-01, 2018-01-0...</td>
      <td>[2017-09-30, 2018-06-30, 2018-08-08, 2018-03-3...</td>
      <td>12,572,778.97</td>
      <td>6,667,888.43</td>
      <td>0.53</td>
    </tr>
    <tr>
      <th>162</th>
      <td>C00500843</td>
      <td>WARREN, ELIZABETH</td>
      <td>S</td>
      <td>MA</td>
      <td>00</td>
      <td>2018</td>
      <td>[2017-10-01, 2018-08-16, 2017-01-01, 2017-04-0...</td>
      <td>[2017-12-31, 2018-09-30, 2017-03-31, 2017-06-3...</td>
      <td>19,795,056.37</td>
      <td>10,140,738.44</td>
      <td>0.51</td>
    </tr>
    <tr>
      <th>109</th>
      <td>C00431056</td>
      <td>CASEY, ROBERT P JR</td>
      <td>S</td>
      <td>PA</td>
      <td>00</td>
      <td>2018</td>
      <td>[2017-04-01, 2018-04-01, 2018-04-26, 2017-07-0...</td>
      <td>[2017-06-30, 2018-04-25, 2018-06-30, 2017-09-3...</td>
      <td>12,595,706.39</td>
      <td>6,059,819.92</td>
      <td>0.48</td>
    </tr>
    <tr>
      <th>58</th>
      <td>C00344051</td>
      <td>NELSON, BILL</td>
      <td>S</td>
      <td>FL</td>
      <td>00</td>
      <td>2018</td>
      <td>[2018-01-01, 2018-04-01, 2017-10-01, 2018-08-0...</td>
      <td>[2018-03-31, 2018-06-30, 2017-12-31, 2018-09-3...</td>
      <td>20,030,409.53</td>
      <td>9,294,124.00</td>
      <td>0.46</td>
    </tr>
    <tr>
      <th>95</th>
      <td>C00412304</td>
      <td>TESTER, JON</td>
      <td>S</td>
      <td>MT</td>
      <td>00</td>
      <td>2018</td>
      <td>[2018-01-01, 2018-05-17, 2018-04-01, 2017-01-0...</td>
      <td>[2018-03-31, 2018-06-30, 2018-05-16, 2017-03-3...</td>
      <td>12,239,218.79</td>
      <td>5,246,677.28</td>
      <td>0.43</td>
    </tr>
    <tr>
      <th>29</th>
      <td>C00264697</td>
      <td>BROWN, SHERROD</td>
      <td>S</td>
      <td>OH</td>
      <td>00</td>
      <td>2018</td>
      <td>[2018-01-01, 2017-01-01, 2018-07-01, 2018-04-0...</td>
      <td>[2018-03-31, 2017-03-31, 2018-09-30, 2018-04-1...</td>
      <td>16,123,323.01</td>
      <td>6,739,539.79</td>
      <td>0.42</td>
    </tr>
    <tr>
      <th>49</th>
      <td>C00326801</td>
      <td>BALDWIN, TAMMY</td>
      <td>S</td>
      <td>WI</td>
      <td>00</td>
      <td>2018</td>
      <td>[2018-01-01, 2018-07-26, 2017-01-01, 2018-07-0...</td>
      <td>[2018-03-31, 2018-09-30, 2017-03-31, 2018-07-2...</td>
      <td>21,173,192.85</td>
      <td>8,424,141.80</td>
      <td>0.40</td>
    </tr>
  </tbody>
</table>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">actblue_proportion_amount</span><span class="p">[(</span><span class="o">~</span><span class="n">actblue_proportion_amount</span><span class="p">[</span><span class="s1">&#39;percent&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">isna</span><span class="p">())</span> <span class="o">&amp;</span> <span class="p">(</span><span class="n">actblue_proportion_amount</span><span class="p">[</span><span class="s1">&#39;percent&#39;</span><span class="p">]</span> <span class="o">&lt;=</span> <span class="mi">1</span><span class="p">)</span> <span class="o">&amp;</span> <span class="p">(</span><span class="n">actblue_proportion_amount</span><span class="p">[</span><span class="s1">&#39;committee_total&#39;</span><span class="p">]</span> <span class="o">&gt;</span> <span class="mi">20000</span><span class="p">)]</span><span class="o">.</span><span class="n">sort_values</span><span class="p">(</span><span class="n">by</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;percent&#39;</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">to_csv</span><span class="p">(</span><span class="s1">&#39;data/actblue_proportion.csv&#39;</span><span class="p">)</span>
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<h3 id="How-much-did-candidates-raise-from-ActBlue?">How much did candidates raise from ActBlue?<a class="anchor-link" href="#How-much-did-candidates-raise-from-ActBlue?">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">actblue_cand_totals</span> <span class="o">=</span> <span class="n">read_or_save</span><span class="p">(</span>
    <span class="s1">&#39;actblue_cand_totals&#39;</span><span class="p">,</span>
    <span class="k">lambda</span><span class="p">:</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_sql</span><span class="p">(</span><span class="s2">&quot;&quot;&quot;</span>
<span class="s2">    WITH cands AS</span>
<span class="s2">      (SELECT DISTINCT ON (cand_id) *</span>
<span class="s2">       FROM fec_candidates</span>
<span class="s2">       WHERE cand_election_yr IN (&#39;2017&#39;,</span>
<span class="s2">                                  &#39;2018&#39;)</span>
<span class="s2">         AND cand_pcc IS NOT NULL</span>
<span class="s2">       ORDER BY cand_id)</span>
<span class="s2">    SELECT cands.*,</span>
<span class="s2">           totals.*</span>
<span class="s2">    FROM</span>
<span class="s2">      (SELECT cand_id,</span>
<span class="s2">              sum(CASE WHEN contributor_state != coalesce(cand_office_st,beneficiary_candidate_state) THEN contribution_amount ELSE 0 END) as out_of_state,</span>
<span class="s2">              sum(contribution_amount) AS SUM,</span>
<span class="s2">              count(*) AS COUNT</span>
<span class="s2">       FROM actblue_contribs</span>
<span class="s2">       WHERE coalesce(beneficiary_candidate_office,cand_office) IN (&#39;S&#39;,</span>
<span class="s2">                             &#39;H&#39;)</span>
<span class="s2">         AND extract(YEAR</span>
<span class="s2">                     FROM contribution_date) &gt;= 2017</span>
<span class="s2">       GROUP BY cand_id) AS totals</span>
<span class="s2">    LEFT JOIN cands USING (cand_id)</span>
<span class="s2">    ORDER BY SUM DESC</span>
<span class="s2">    &quot;&quot;&quot;</span><span class="p">,</span> <span class="n">con</span><span class="o">=</span><span class="n">conn</span><span class="p">)</span>
<span class="p">)</span>
<span class="n">actblue_cand_totals</span><span class="o">.</span><span class="n">head</span><span class="p">(</span><span class="mi">10</span><span class="p">)</span>
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<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>cand_id</th>
      <th>cand_name</th>
      <th>cand_pty_affiliation</th>
      <th>cand_election_yr</th>
      <th>cand_office_st</th>
      <th>cand_office</th>
      <th>cand_office_district</th>
      <th>cand_ici</th>
      <th>cand_status</th>
      <th>cand_pcc</th>
      <th>cand_st1</th>
      <th>cand_st2</th>
      <th>cand_city</th>
      <th>cand_st</th>
      <th>cand_zip</th>
      <th>cand_id</th>
      <th>out_of_state</th>
      <th>sum</th>
      <th>count</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>H2TX16185</td>
      <td>O'ROURKE, ROBERT BETO</td>
      <td>DEM</td>
      <td>2018</td>
      <td>TX</td>
      <td>H</td>
      <td>16</td>
      <td>I</td>
      <td>C</td>
      <td>C00501197</td>
      <td>1100 LOS ANGELES DRIVE</td>
      <td>None</td>
      <td>EL PASO</td>
      <td>TX</td>
      <td>79902</td>
      <td>H2TX16185</td>
      <td>21,708,404.17</td>
      <td>45,412,197.04</td>
      <td>1149257</td>
    </tr>
    <tr>
      <th>1</th>
      <td>H8GA06195</td>
      <td>OSSOFF, T. JONATHAN</td>
      <td>DEM</td>
      <td>2017</td>
      <td>GA</td>
      <td>H</td>
      <td>06</td>
      <td>O</td>
      <td>C</td>
      <td>C00630426</td>
      <td>PO BOX 450326</td>
      <td>None</td>
      <td>ATLANTA</td>
      <td>GA</td>
      <td>31145</td>
      <td>H8GA06195</td>
      <td>25,758,014.59</td>
      <td>27,468,759.69</td>
      <td>1430332</td>
    </tr>
    <tr>
      <th>2</th>
      <td>S0AL00156</td>
      <td>JONES, DOUG</td>
      <td>DEM</td>
      <td>2018</td>
      <td>AL</td>
      <td>S</td>
      <td>00</td>
      <td>I</td>
      <td>N</td>
      <td>C00640623</td>
      <td>PO BOX 131025</td>
      <td>None</td>
      <td>BIRMINGHAM</td>
      <td>AL</td>
      <td>35213</td>
      <td>S0AL00156</td>
      <td>20,314,651.03</td>
      <td>22,177,988.84</td>
      <td>767342</td>
    </tr>
    <tr>
      <th>3</th>
      <td>S6MO00305</td>
      <td>MCCASKILL, CLAIRE</td>
      <td>DEM</td>
      <td>2018</td>
      <td>MO</td>
      <td>S</td>
      <td>00</td>
      <td>I</td>
      <td>F</td>
      <td>C00431304</td>
      <td>PO BOX 300077</td>
      <td>None</td>
      <td>ST LOUIS</td>
      <td>MO</td>
      <td>63130</td>
      <td>S6MO00305</td>
      <td>9,628,122.18</td>
      <td>13,614,383.78</td>
      <td>327907</td>
    </tr>
    <tr>
      <th>4</th>
      <td>S0NY00410</td>
      <td>GILLIBRAND, KIRSTEN ELIZABETH</td>
      <td>DEM</td>
      <td>2018</td>
      <td>NY</td>
      <td>S</td>
      <td>00</td>
      <td>I</td>
      <td>F</td>
      <td>C00413914</td>
      <td>52 EAST ROAD</td>
      <td>None</td>
      <td>BRUNSWICK</td>
      <td>NY</td>
      <td>12180</td>
      <td>S0NY00410</td>
      <td>6,729,659.18</td>
      <td>13,168,962.00</td>
      <td>336651</td>
    </tr>
    <tr>
      <th>5</th>
      <td>S2MA00170</td>
      <td>WARREN, ELIZABETH</td>
      <td>DEM</td>
      <td>2018</td>
      <td>MA</td>
      <td>S</td>
      <td>00</td>
      <td>I</td>
      <td>F</td>
      <td>C00500843</td>
      <td>None</td>
      <td>None</td>
      <td>BOSTON</td>
      <td>None</td>
      <td>None</td>
      <td>S2MA00170</td>
      <td>8,101,848.04</td>
      <td>10,140,738.44</td>
      <td>589348</td>
    </tr>
    <tr>
      <th>6</th>
      <td>S8FL00166</td>
      <td>NELSON, BILL</td>
      <td>DEM</td>
      <td>2018</td>
      <td>FL</td>
      <td>S</td>
      <td>00</td>
      <td>I</td>
      <td>F</td>
      <td>C00344051</td>
      <td>10339 KENSINGTON SHORE DRIVE #201</td>
      <td>None</td>
      <td>ORLANDO</td>
      <td>FL</td>
      <td>32827</td>
      <td>S8FL00166</td>
      <td>3,883,548.78</td>
      <td>9,294,124.00</td>
      <td>256175</td>
    </tr>
    <tr>
      <th>7</th>
      <td>S8NV00156</td>
      <td>ROSEN, JACKY</td>
      <td>DEM</td>
      <td>2018</td>
      <td>NV</td>
      <td>S</td>
      <td>00</td>
      <td>C</td>
      <td>C</td>
      <td>C00606939</td>
      <td>PO BOX 27195</td>
      <td>None</td>
      <td>LAS VEGAS</td>
      <td>NV</td>
      <td>89126</td>
      <td>S8NV00156</td>
      <td>8,204,086.14</td>
      <td>9,213,189.77</td>
      <td>215443</td>
    </tr>
    <tr>
      <th>8</th>
      <td>S2WI00219</td>
      <td>BALDWIN, TAMMY</td>
      <td>DEM</td>
      <td>2018</td>
      <td>WI</td>
      <td>S</td>
      <td>00</td>
      <td>I</td>
      <td>F</td>
      <td>C00326801</td>
      <td>None</td>
      <td>None</td>
      <td>MADISON</td>
      <td>WI</td>
      <td>None</td>
      <td>S2WI00219</td>
      <td>4,948,157.61</td>
      <td>8,424,141.80</td>
      <td>245971</td>
    </tr>
    <tr>
      <th>9</th>
      <td>S4VT00033</td>
      <td>SANDERS, BERNARD</td>
      <td>IND</td>
      <td>2018</td>
      <td>VT</td>
      <td>S</td>
      <td>00</td>
      <td>I</td>
      <td>F</td>
      <td>C00411330</td>
      <td>None</td>
      <td>None</td>
      <td>BURLINGTON</td>
      <td>VT</td>
      <td>None</td>
      <td>S4VT00033</td>
      <td>7,322,971.17</td>
      <td>7,535,713.11</td>
      <td>351765</td>
    </tr>
  </tbody>
</table>
</div>
</div>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">actblue_cand_totals</span><span class="o">.</span><span class="n">to_csv</span><span class="p">(</span><span class="s1">&#39;data/actblue_cand_totals.csv&#39;</span><span class="p">)</span>
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<h3 id="What-percentage-of-ActBlue-money-was-raised-from-out-of-state-by-candidate?">What percentage of ActBlue money was raised from out of state by candidate?<a class="anchor-link" href="#What-percentage-of-ActBlue-money-was-raised-from-out-of-state-by-candidate?">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">actblue_cand_totals</span><span class="p">[</span><span class="s1">&#39;percent_out&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">actblue_cand_totals</span><span class="p">[</span><span class="s1">&#39;out_of_state&#39;</span><span class="p">]</span><span class="o">/</span><span class="n">actblue_cand_totals</span><span class="p">[</span><span class="s1">&#39;sum&#39;</span><span class="p">]</span>

<span class="n">actblue_cand_totals</span><span class="p">[</span><span class="n">actblue_cand_totals</span><span class="p">[</span><span class="s1">&#39;sum&#39;</span><span class="p">]</span> <span class="o">&gt;</span> <span class="mi">1000000</span><span class="p">]</span><span class="o">.</span><span class="n">sort_values</span><span class="p">(</span><span class="n">by</span><span class="o">=</span><span class="s1">&#39;percent_out&#39;</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">head</span><span class="p">(</span><span class="mi">100</span><span class="p">)</span>
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    <div class="prompt output_prompt">Out[38]:</div>


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<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>cand_id</th>
      <th>cand_name</th>
      <th>cand_pty_affiliation</th>
      <th>cand_election_yr</th>
      <th>cand_office_st</th>
      <th>cand_office</th>
      <th>cand_office_district</th>
      <th>cand_ici</th>
      <th>cand_status</th>
      <th>cand_pcc</th>
      <th>cand_st1</th>
      <th>cand_st2</th>
      <th>cand_city</th>
      <th>cand_st</th>
      <th>cand_zip</th>
      <th>cand_id</th>
      <th>out_of_state</th>
      <th>sum</th>
      <th>count</th>
      <th>percent_out</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>9</th>
      <td>S4VT00033</td>
      <td>SANDERS, BERNARD</td>
      <td>IND</td>
      <td>2018</td>
      <td>VT</td>
      <td>S</td>
      <td>00</td>
      <td>I</td>
      <td>F</td>
      <td>C00411330</td>
      <td>None</td>
      <td>None</td>
      <td>BURLINGTON</td>
      <td>VT</td>
      <td>None</td>
      <td>S4VT00033</td>
      <td>7,322,971.17</td>
      <td>7,535,713.11</td>
      <td>351765</td>
      <td>0.97</td>
    </tr>
    <tr>
      <th>84</th>
      <td>H8NH01186</td>
      <td>SULLIVAN, MAURA CORBY</td>
      <td>DEM</td>
      <td>2018</td>
      <td>NH</td>
      <td>H</td>
      <td>01</td>
      <td>O</td>
      <td>C</td>
      <td>C00658724</td>
      <td>PO BOX 1114</td>
      <td>None</td>
      <td>PORTSMOUTH</td>
      <td>KY</td>
      <td>03802</td>
      <td>H8NH01186</td>
      <td>1,386,891.59</td>
      <td>1,438,443.99</td>
      <td>3524</td>
      <td>0.96</td>
    </tr>
    <tr>
      <th>92</th>
      <td>H8WI01131</td>
      <td>MYERS, CATHY</td>
      <td>DEM</td>
      <td>2018</td>
      <td>WI</td>
      <td>H</td>
      <td>01</td>
      <td>O</td>
      <td>C</td>
      <td>C00648907</td>
      <td>PO BOX 2274</td>
      <td>None</td>
      <td>JANESVILLE</td>
      <td>WI</td>
      <td>53545</td>
      <td>H8WI01131</td>
      <td>1,215,811.73</td>
      <td>1,288,760.51</td>
      <td>61332</td>
      <td>0.94</td>
    </tr>
    <tr>
      <th>1</th>
      <td>H8GA06195</td>
      <td>OSSOFF, T. JONATHAN</td>
      <td>DEM</td>
      <td>2017</td>
      <td>GA</td>
      <td>H</td>
      <td>06</td>
      <td>O</td>
      <td>C</td>
      <td>C00630426</td>
      <td>PO BOX 450326</td>
      <td>None</td>
      <td>ATLANTA</td>
      <td>GA</td>
      <td>31145</td>
      <td>H8GA06195</td>
      <td>25,758,014.59</td>
      <td>27,468,759.69</td>
      <td>1430332</td>
      <td>0.94</td>
    </tr>
    <tr>
      <th>52</th>
      <td>S0WV00090</td>
      <td>MANCHIN III, JOE</td>
      <td>DEM</td>
      <td>2018</td>
      <td>WV</td>
      <td>S</td>
      <td>00</td>
      <td>I</td>
      <td>F</td>
      <td>C00486563</td>
      <td>1668 FAIRMONT AVENUE</td>
      <td>None</td>
      <td>FAIRMONT</td>
      <td>WV</td>
      <td>26554</td>
      <td>S0WV00090</td>
      <td>2,019,864.75</td>
      <td>2,160,800.02</td>
      <td>14092</td>
      <td>0.93</td>
    </tr>
    <tr>
      <th>19</th>
      <td>S2ND00099</td>
      <td>HEITKAMP, HEIDI</td>
      <td>DEM</td>
      <td>2018</td>
      <td>ND</td>
      <td>S</td>
      <td>00</td>
      <td>I</td>
      <td>F</td>
      <td>C00505552</td>
      <td>21 CAPTAIN LEACH DRIVE</td>
      <td>None</td>
      <td>MANDAN</td>
      <td>ND</td>
      <td>58554</td>
      <td>S2ND00099</td>
      <td>5,395,195.31</td>
      <td>5,778,155.37</td>
      <td>104779</td>
      <td>0.93</td>
    </tr>
    <tr>
      <th>61</th>
      <td>H6GA05217</td>
      <td>LEWIS, JOHN R.</td>
      <td>DEM</td>
      <td>2018</td>
      <td>GA</td>
      <td>H</td>
      <td>05</td>
      <td>I</td>
      <td>C</td>
      <td>C00202416</td>
      <td>2015 WALLACE RD.</td>
      <td>None</td>
      <td>ATLANTA</td>
      <td>GA</td>
      <td>30331</td>
      <td>H6GA05217</td>
      <td>1,837,197.11</td>
      <td>1,988,061.01</td>
      <td>164319</td>
      <td>0.92</td>
    </tr>
    <tr>
      <th>2</th>
      <td>S0AL00156</td>
      <td>JONES, DOUG</td>
      <td>DEM</td>
      <td>2018</td>
      <td>AL</td>
      <td>S</td>
      <td>00</td>
      <td>I</td>
      <td>N</td>
      <td>C00640623</td>
      <td>PO BOX 131025</td>
      <td>None</td>
      <td>BIRMINGHAM</td>
      <td>AL</td>
      <td>35213</td>
      <td>S0AL00156</td>
      <td>20,314,651.03</td>
      <td>22,177,988.84</td>
      <td>767342</td>
      <td>0.92</td>
    </tr>
    <tr>
      <th>20</th>
      <td>H8WI01123</td>
      <td>BRYCE, RANDY</td>
      <td>DEM</td>
      <td>2018</td>
      <td>WI</td>
      <td>H</td>
      <td>01</td>
      <td>O</td>
      <td>C</td>
      <td>C00647537</td>
      <td>4940 CHESTER LANE #7</td>
      <td>None</td>
      <td>RACINE</td>
      <td>WI</td>
      <td>53402</td>
      <td>H8WI01123</td>
      <td>4,827,561.25</td>
      <td>5,319,862.33</td>
      <td>252428</td>
      <td>0.91</td>
    </tr>
    <tr>
      <th>103</th>
      <td>H8VA10122</td>
      <td>FRIEDMAN, ALISON</td>
      <td>DEM</td>
      <td>2018</td>
      <td>VA</td>
      <td>H</td>
      <td>10</td>
      <td>C</td>
      <td>C</td>
      <td>C00647024</td>
      <td>700 13TH STREET, NW</td>
      <td>SUITE 600</td>
      <td>WASHINGTON</td>
      <td>DC</td>
      <td>20005</td>
      <td>H8VA10122</td>
      <td>1,031,803.11</td>
      <td>1,143,971.24</td>
      <td>2714</td>
      <td>0.90</td>
    </tr>
    <tr>
      <th>7</th>
      <td>S8NV00156</td>
      <td>ROSEN, JACKY</td>
      <td>DEM</td>
      <td>2018</td>
      <td>NV</td>
      <td>S</td>
      <td>00</td>
      <td>C</td>
      <td>C</td>
      <td>C00606939</td>
      <td>PO BOX 27195</td>
      <td>None</td>
      <td>LAS VEGAS</td>
      <td>NV</td>
      <td>89126</td>
      <td>S8NV00156</td>
      <td>8,204,086.14</td>
      <td>9,213,189.77</td>
      <td>215443</td>
      <td>0.89</td>
    </tr>
    <tr>
      <th>101</th>
      <td>H8WV03048</td>
      <td>OJEDA, RICHARD NEECE SENATOR II</td>
      <td>DEM</td>
      <td>2018</td>
      <td>WV</td>
      <td>H</td>
      <td>03</td>
      <td>O</td>
      <td>C</td>
      <td>C00639989</td>
      <td>533 BUNGALOW WOODS DRIVE</td>
      <td>None</td>
      <td>HOLDEN</td>
      <td>WV</td>
      <td>25625</td>
      <td>H8WV03048</td>
      <td>1,034,250.55</td>
      <td>1,171,838.17</td>
      <td>12532</td>
      <td>0.88</td>
    </tr>
    <tr>
      <th>78</th>
      <td>H8OH07123</td>
      <td>HARBAUGH, KENNETH</td>
      <td>DEM</td>
      <td>2018</td>
      <td>OH</td>
      <td>H</td>
      <td>07</td>
      <td>C</td>
      <td>C</td>
      <td>C00646752</td>
      <td>PO BOX 338</td>
      <td>None</td>
      <td>AVON</td>
      <td>OH</td>
      <td>44011</td>
      <td>H8OH07123</td>
      <td>1,361,150.83</td>
      <td>1,543,843.85</td>
      <td>9924</td>
      <td>0.88</td>
    </tr>
    <tr>
      <th>16</th>
      <td>H8OH12297</td>
      <td>O'CONNOR, DANIEL JAY</td>
      <td>DEM</td>
      <td>2018</td>
      <td>OH</td>
      <td>H</td>
      <td>12</td>
      <td>O</td>
      <td>C</td>
      <td>C00667964</td>
      <td>464 NORTHRIDGE ROAD</td>
      <td>None</td>
      <td>COLUMBUS</td>
      <td>OH</td>
      <td>43214</td>
      <td>H8OH12297</td>
      <td>5,232,366.68</td>
      <td>6,061,801.24</td>
      <td>322988</td>
      <td>0.86</td>
    </tr>
    <tr>
      <th>69</th>
      <td>H8IA01094</td>
      <td>FINKENAUER, ABBY</td>
      <td>DEM</td>
      <td>2018</td>
      <td>IA</td>
      <td>H</td>
      <td>01</td>
      <td>C</td>
      <td>C</td>
      <td>C00637074</td>
      <td>P.O. BOX 598</td>
      <td>None</td>
      <td>DUBUQUE</td>
      <td>IA</td>
      <td>52004</td>
      <td>H8IA01094</td>
      <td>1,496,633.98</td>
      <td>1,748,538.88</td>
      <td>61740</td>
      <td>0.86</td>
    </tr>
    <tr>
      <th>18</th>
      <td>H8MT00077</td>
      <td>QUIST, ROBERT E.</td>
      <td>DEM</td>
      <td>2017</td>
      <td>MT</td>
      <td>H</td>
      <td>00</td>
      <td>O</td>
      <td>C</td>
      <td>C00632232</td>
      <td>581 RIVERSIDE ROAD</td>
      <td>None</td>
      <td>KALISPELL</td>
      <td>MT</td>
      <td>59901</td>
      <td>H8MT00077</td>
      <td>4,891,067.56</td>
      <td>5,815,577.72</td>
      <td>295575</td>
      <td>0.84</td>
    </tr>
    <tr>
      <th>76</th>
      <td>H8MN01279</td>
      <td>FEEHAN, DANIEL</td>
      <td>DFL</td>
      <td>2018</td>
      <td>MN</td>
      <td>H</td>
      <td>01</td>
      <td>O</td>
      <td>C</td>
      <td>C00649327</td>
      <td>PO BOX 1844</td>
      <td>None</td>
      <td>NORTH MANKATO</td>
      <td>MN</td>
      <td>56002</td>
      <td>H8MN01279</td>
      <td>1,320,153.77</td>
      <td>1,596,299.13</td>
      <td>7856</td>
      <td>0.83</td>
    </tr>
    <tr>
      <th>23</th>
      <td>H8KY06164</td>
      <td>MCGRATH, AMY</td>
      <td>DEM</td>
      <td>2018</td>
      <td>KY</td>
      <td>H</td>
      <td>06</td>
      <td>C</td>
      <td>C</td>
      <td>C00646745</td>
      <td>P.O. BOX 875</td>
      <td>None</td>
      <td>GEORGETOWN</td>
      <td>KY</td>
      <td>40324</td>
      <td>H8KY06164</td>
      <td>3,514,074.39</td>
      <td>4,326,686.54</td>
      <td>60765</td>
      <td>0.81</td>
    </tr>
    <tr>
      <th>60</th>
      <td>H8TX23121</td>
      <td>JONES, GINA ORTIZ</td>
      <td>DEM</td>
      <td>2018</td>
      <td>TX</td>
      <td>H</td>
      <td>23</td>
      <td>C</td>
      <td>C</td>
      <td>C00652297</td>
      <td>PO BOX 769186</td>
      <td>SUITE 200</td>
      <td>SAN ANTONIO</td>
      <td>TX</td>
      <td>78245</td>
      <td>H8TX23121</td>
      <td>1,602,700.80</td>
      <td>1,995,191.99</td>
      <td>33739</td>
      <td>0.80</td>
    </tr>
    <tr>
      <th>5</th>
      <td>S2MA00170</td>
      <td>WARREN, ELIZABETH</td>
      <td>DEM</td>
      <td>2018</td>
      <td>MA</td>
      <td>S</td>
      <td>00</td>
      <td>I</td>
      <td>F</td>
      <td>C00500843</td>
      <td>None</td>
      <td>None</td>
      <td>BOSTON</td>
      <td>None</td>
      <td>None</td>
      <td>S2MA00170</td>
      <td>8,101,848.04</td>
      <td>10,140,738.44</td>
      <td>589348</td>
      <td>0.80</td>
    </tr>
    <tr>
      <th>117</th>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>S8MN00438</td>
      <td>796,083.27</td>
      <td>1,023,232.96</td>
      <td>65818</td>
      <td>0.78</td>
    </tr>
    <tr>
      <th>30</th>
      <td>H8AZ08083</td>
      <td>TIPIRNENI, HIRAL</td>
      <td>DEM</td>
      <td>2018</td>
      <td>AZ</td>
      <td>H</td>
      <td>08</td>
      <td>O</td>
      <td>C</td>
      <td>C00649897</td>
      <td>PO BOX 8570</td>
      <td>None</td>
      <td>PHONEIZ</td>
      <td>AZ</td>
      <td>85042</td>
      <td>H8AZ08083</td>
      <td>2,317,304.02</td>
      <td>2,991,785.15</td>
      <td>159528</td>
      <td>0.77</td>
    </tr>
    <tr>
      <th>54</th>
      <td>H8KS03155</td>
      <td>DAVIDS, SHARICE</td>
      <td>DEM</td>
      <td>2018</td>
      <td>KS</td>
      <td>H</td>
      <td>03</td>
      <td>C</td>
      <td>C</td>
      <td>C00670034</td>
      <td>5418 CAENEN ST.</td>
      <td>None</td>
      <td>SHAWNEE</td>
      <td>KS</td>
      <td>66216</td>
      <td>H8KS03155</td>
      <td>1,574,443.11</td>
      <td>2,042,629.13</td>
      <td>73313</td>
      <td>0.77</td>
    </tr>
    <tr>
      <th>95</th>
      <td>H2MA04073</td>
      <td>KENNEDY, JOSEPH P III</td>
      <td>DEM</td>
      <td>2018</td>
      <td>MA</td>
      <td>H</td>
      <td>04</td>
      <td>I</td>
      <td>C</td>
      <td>C00512970</td>
      <td>PO BOX 590464</td>
      <td>None</td>
      <td>NEWTON</td>
      <td>MA</td>
      <td>02459</td>
      <td>H2MA04073</td>
      <td>933,618.73</td>
      <td>1,217,133.37</td>
      <td>66445</td>
      <td>0.77</td>
    </tr>
    <tr>
      <th>46</th>
      <td>H8FL18028</td>
      <td>BAER, LAUREN</td>
      <td>DEM</td>
      <td>2018</td>
      <td>FL</td>
      <td>H</td>
      <td>18</td>
      <td>C</td>
      <td>C</td>
      <td>C00652594</td>
      <td>PMB 104-211</td>
      <td>6231 PGA BLVD., STE 104-211</td>
      <td>PALM BEACH GARDENS</td>
      <td>FL</td>
      <td>33418</td>
      <td>H8FL18028</td>
      <td>1,744,176.76</td>
      <td>2,295,144.28</td>
      <td>22994</td>
      <td>0.76</td>
    </tr>
    <tr>
      <th>13</th>
      <td>H8PA18181</td>
      <td>LAMB, CONOR</td>
      <td>DEM</td>
      <td>2018</td>
      <td>PA</td>
      <td>H</td>
      <td>17</td>
      <td>I</td>
      <td>C</td>
      <td>C00657411</td>
      <td>928 WASHINGTON RD</td>
      <td>None</td>
      <td>PITTSBURGH</td>
      <td>PA</td>
      <td>15228</td>
      <td>H8PA18181</td>
      <td>4,897,359.99</td>
      <td>6,469,653.12</td>
      <td>214892</td>
      <td>0.76</td>
    </tr>
    <tr>
      <th>59</th>
      <td>H8MI08102</td>
      <td>SLOTKIN, ELISSA</td>
      <td>DEM</td>
      <td>2018</td>
      <td>MI</td>
      <td>H</td>
      <td>08</td>
      <td>C</td>
      <td>C</td>
      <td>C00650150</td>
      <td>PO BOX 244</td>
      <td>None</td>
      <td>HOLLY</td>
      <td>MI</td>
      <td>48442</td>
      <td>H8MI08102</td>
      <td>1,493,063.27</td>
      <td>1,999,816.39</td>
      <td>21348</td>
      <td>0.75</td>
    </tr>
    <tr>
      <th>62</th>
      <td>H8IA03124</td>
      <td>AXNE, CINDY</td>
      <td>DEM</td>
      <td>2018</td>
      <td>IA</td>
      <td>H</td>
      <td>03</td>
      <td>C</td>
      <td>C</td>
      <td>C00646844</td>
      <td>3775 EP TRUE PARKWAY</td>
      <td>P.O. BOX 126</td>
      <td>WEST DES MOINES</td>
      <td>IA</td>
      <td>50265</td>
      <td>H8IA03124</td>
      <td>1,447,431.15</td>
      <td>1,966,569.01</td>
      <td>56843</td>
      <td>0.74</td>
    </tr>
    <tr>
      <th>72</th>
      <td>H8MI11254</td>
      <td>STEVENS, HALEY</td>
      <td>DEM</td>
      <td>2018</td>
      <td>MI</td>
      <td>H</td>
      <td>11</td>
      <td>O</td>
      <td>C</td>
      <td>C00638650</td>
      <td>33717 WOODWARD AVE</td>
      <td>#539</td>
      <td>BIRMINGHAM</td>
      <td>MI</td>
      <td>48009</td>
      <td>H8MI11254</td>
      <td>1,269,928.44</td>
      <td>1,726,813.71</td>
      <td>50796</td>
      <td>0.74</td>
    </tr>
    <tr>
      <th>21</th>
      <td>S6MT00162</td>
      <td>TESTER, JON</td>
      <td>DEM</td>
      <td>2018</td>
      <td>MT</td>
      <td>S</td>
      <td>00</td>
      <td>I</td>
      <td>C</td>
      <td>C00412304</td>
      <td>709 SON LANE</td>
      <td>None</td>
      <td>BIG SANDY</td>
      <td>MT</td>
      <td>59520</td>
      <td>S6MT00162</td>
      <td>3,833,311.34</td>
      <td>5,246,677.28</td>
      <td>140980</td>
      <td>0.73</td>
    </tr>
    <tr>
      <th>...</th>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
    </tr>
    <tr>
      <th>43</th>
      <td>H8NJ11142</td>
      <td>SHERRILL, REBECCA MICHELLE</td>
      <td>DEM</td>
      <td>2018</td>
      <td>NJ</td>
      <td>H</td>
      <td>11</td>
      <td>O</td>
      <td>C</td>
      <td>C00640003</td>
      <td>176 SOUTH MOUNTAIN AVENUE</td>
      <td>None</td>
      <td>MONTCLAIR</td>
      <td>NJ</td>
      <td>07042</td>
      <td>H8NJ11142</td>
      <td>1,186,801.83</td>
      <td>2,317,184.45</td>
      <td>63739</td>
      <td>0.51</td>
    </tr>
    <tr>
      <th>4</th>
      <td>S0NY00410</td>
      <td>GILLIBRAND, KIRSTEN ELIZABETH</td>
      <td>DEM</td>
      <td>2018</td>
      <td>NY</td>
      <td>S</td>
      <td>00</td>
      <td>I</td>
      <td>F</td>
      <td>C00413914</td>
      <td>52 EAST ROAD</td>
      <td>None</td>
      <td>BRUNSWICK</td>
      <td>NY</td>
      <td>12180</td>
      <td>S0NY00410</td>
      <td>6,729,659.18</td>
      <td>13,168,962.00</td>
      <td>336651</td>
      <td>0.51</td>
    </tr>
    <tr>
      <th>44</th>
      <td>H8IL06139</td>
      <td>CASTEN, SEAN</td>
      <td>DEM</td>
      <td>2018</td>
      <td>IL</td>
      <td>H</td>
      <td>06</td>
      <td>C</td>
      <td>C</td>
      <td>C00648493</td>
      <td>4915 WOODWARD AVENUE</td>
      <td>None</td>
      <td>DOWNERS GROVE</td>
      <td>IL</td>
      <td>60515</td>
      <td>H8IL06139</td>
      <td>1,177,635.91</td>
      <td>2,312,900.15</td>
      <td>60681</td>
      <td>0.51</td>
    </tr>
    <tr>
      <th>32</th>
      <td>S8TN00386</td>
      <td>BREDESEN, PHILIP</td>
      <td>DEM</td>
      <td>2018</td>
      <td>TN</td>
      <td>S</td>
      <td>00</td>
      <td>O</td>
      <td>C</td>
      <td>C00663658</td>
      <td>1724 CHICKERING ROAD</td>
      <td>None</td>
      <td>NASHVILLE</td>
      <td>TN</td>
      <td>37215</td>
      <td>S8TN00386</td>
      <td>1,391,179.37</td>
      <td>2,838,619.96</td>
      <td>48195</td>
      <td>0.49</td>
    </tr>
    <tr>
      <th>37</th>
      <td>S8MN00578</td>
      <td>SMITH, TINA FLINT</td>
      <td>DEM</td>
      <td>2018</td>
      <td>MN</td>
      <td>S</td>
      <td>00</td>
      <td>I</td>
      <td>C</td>
      <td>C00663781</td>
      <td>PO BOX 14362</td>
      <td>None</td>
      <td>SAINT PAUL</td>
      <td>MN</td>
      <td>55114</td>
      <td>S8MN00578</td>
      <td>1,232,282.64</td>
      <td>2,517,034.97</td>
      <td>44136</td>
      <td>0.49</td>
    </tr>
    <tr>
      <th>89</th>
      <td>H8FL27193</td>
      <td>SHALALA, DONNA</td>
      <td>DEM</td>
      <td>2018</td>
      <td>FL</td>
      <td>H</td>
      <td>27</td>
      <td>O</td>
      <td>C</td>
      <td>C00672311</td>
      <td>PO BOX 330602</td>
      <td>None</td>
      <td>MIAMI</td>
      <td>FL</td>
      <td>33233</td>
      <td>H8FL27193</td>
      <td>664,151.59</td>
      <td>1,364,250.99</td>
      <td>5945</td>
      <td>0.49</td>
    </tr>
    <tr>
      <th>10</th>
      <td>S2CT00132</td>
      <td>MURPHY, CHRISTOPHER S MR</td>
      <td>DEM</td>
      <td>2018</td>
      <td>CT</td>
      <td>S</td>
      <td>00</td>
      <td>I</td>
      <td>C</td>
      <td>C00492645</td>
      <td>PO BOX 127</td>
      <td>None</td>
      <td>CHESHIRE</td>
      <td>CT</td>
      <td>06410</td>
      <td>S2CT00132</td>
      <td>3,411,006.37</td>
      <td>7,022,947.51</td>
      <td>201098</td>
      <td>0.49</td>
    </tr>
    <tr>
      <th>0</th>
      <td>H2TX16185</td>
      <td>O'ROURKE, ROBERT BETO</td>
      <td>DEM</td>
      <td>2018</td>
      <td>TX</td>
      <td>H</td>
      <td>16</td>
      <td>I</td>
      <td>C</td>
      <td>C00501197</td>
      <td>1100 LOS ANGELES DRIVE</td>
      <td>None</td>
      <td>EL PASO</td>
      <td>TX</td>
      <td>79902</td>
      <td>H2TX16185</td>
      <td>21,708,404.17</td>
      <td>45,412,197.04</td>
      <td>1149257</td>
      <td>0.48</td>
    </tr>
    <tr>
      <th>65</th>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>S8OR00207</td>
      <td>837,379.90</td>
      <td>1,821,401.40</td>
      <td>128881</td>
      <td>0.46</td>
    </tr>
    <tr>
      <th>91</th>
      <td>H6WA07458</td>
      <td>JAYAPAL, PRAMILA</td>
      <td>DEM</td>
      <td>2018</td>
      <td>WA</td>
      <td>H</td>
      <td>07</td>
      <td>I</td>
      <td>C</td>
      <td>C00605592</td>
      <td>3826 SOUTH LUCILE STREET</td>
      <td>None</td>
      <td>SEATTLE</td>
      <td>WA</td>
      <td>98118</td>
      <td>H6WA07458</td>
      <td>574,659.21</td>
      <td>1,292,576.29</td>
      <td>31509</td>
      <td>0.44</td>
    </tr>
    <tr>
      <th>55</th>
      <td>S8WA00194</td>
      <td>CANTWELL, MARIA</td>
      <td>DEM</td>
      <td>2018</td>
      <td>WA</td>
      <td>S</td>
      <td>00</td>
      <td>I</td>
      <td>F</td>
      <td>C00349506</td>
      <td>PO BOX 12740</td>
      <td>None</td>
      <td>SEATTLE</td>
      <td>WA</td>
      <td>98111</td>
      <td>S8WA00194</td>
      <td>881,131.67</td>
      <td>2,041,801.24</td>
      <td>54792</td>
      <td>0.43</td>
    </tr>
    <tr>
      <th>67</th>
      <td>H8TX07140</td>
      <td>FLETCHER, ELIZABETH</td>
      <td>DEM</td>
      <td>2018</td>
      <td>TX</td>
      <td>H</td>
      <td>07</td>
      <td>C</td>
      <td>C</td>
      <td>C00640045</td>
      <td>3262 WESTHEIMER RD</td>
      <td>#636</td>
      <td>HOUSTON</td>
      <td>TX</td>
      <td>77098</td>
      <td>H8TX07140</td>
      <td>756,426.23</td>
      <td>1,768,056.88</td>
      <td>51080</td>
      <td>0.43</td>
    </tr>
    <tr>
      <th>36</th>
      <td>H8TX32098</td>
      <td>ALLRED, COLIN</td>
      <td>DEM</td>
      <td>2018</td>
      <td>TX</td>
      <td>H</td>
      <td>32</td>
      <td>C</td>
      <td>C</td>
      <td>C00637868</td>
      <td>PO BOX 601631</td>
      <td>None</td>
      <td>DALLAS</td>
      <td>TX</td>
      <td>75360</td>
      <td>H8TX32098</td>
      <td>1,065,037.78</td>
      <td>2,520,053.20</td>
      <td>59681</td>
      <td>0.42</td>
    </tr>
    <tr>
      <th>6</th>
      <td>S8FL00166</td>
      <td>NELSON, BILL</td>
      <td>DEM</td>
      <td>2018</td>
      <td>FL</td>
      <td>S</td>
      <td>00</td>
      <td>I</td>
      <td>F</td>
      <td>C00344051</td>
      <td>10339 KENSINGTON SHORE DRIVE #201</td>
      <td>None</td>
      <td>ORLANDO</td>
      <td>FL</td>
      <td>32827</td>
      <td>S8FL00166</td>
      <td>3,883,548.78</td>
      <td>9,294,124.00</td>
      <td>256175</td>
      <td>0.42</td>
    </tr>
    <tr>
      <th>56</th>
      <td>H8NC09123</td>
      <td>MCCREADY, DANIEL</td>
      <td>DEM</td>
      <td>2018</td>
      <td>NC</td>
      <td>H</td>
      <td>09</td>
      <td>C</td>
      <td>C</td>
      <td>C00641381</td>
      <td>PO BOX 78855</td>
      <td>None</td>
      <td>CHARLOTTE</td>
      <td>NC</td>
      <td>282779770</td>
      <td>H8NC09123</td>
      <td>839,278.45</td>
      <td>2,023,261.31</td>
      <td>12022</td>
      <td>0.41</td>
    </tr>
    <tr>
      <th>57</th>
      <td>H8MA03072</td>
      <td>KOH, DANIEL ARRIGG</td>
      <td>DEM</td>
      <td>2018</td>
      <td>MA</td>
      <td>H</td>
      <td>03</td>
      <td>O</td>
      <td>C</td>
      <td>C00654509</td>
      <td>P.O. BOX 723</td>
      <td>None</td>
      <td>ANDOVER</td>
      <td>MA</td>
      <td>01810</td>
      <td>H8MA03072</td>
      <td>834,445.89</td>
      <td>2,013,526.52</td>
      <td>4449</td>
      <td>0.41</td>
    </tr>
    <tr>
      <th>17</th>
      <td>S6PA00217</td>
      <td>CASEY, ROBERT P JR</td>
      <td>DEM</td>
      <td>2018</td>
      <td>PA</td>
      <td>S</td>
      <td>00</td>
      <td>I</td>
      <td>F</td>
      <td>C00431056</td>
      <td>PO BOX 58746</td>
      <td>None</td>
      <td>PHILADELPHIA</td>
      <td>PA</td>
      <td>19102</td>
      <td>S6PA00217</td>
      <td>2,463,956.57</td>
      <td>6,059,819.92</td>
      <td>139241</td>
      <td>0.41</td>
    </tr>
    <tr>
      <th>15</th>
      <td>H8CA22139</td>
      <td>JANZ, ANDREW</td>
      <td>DEM</td>
      <td>2018</td>
      <td>CA</td>
      <td>H</td>
      <td>22</td>
      <td>C</td>
      <td>C</td>
      <td>C00638510</td>
      <td>16633 VENTURA BLVD., #1008</td>
      <td>None</td>
      <td>ENCINO</td>
      <td>CA</td>
      <td>91436</td>
      <td>H8CA22139</td>
      <td>2,518,420.31</td>
      <td>6,205,223.06</td>
      <td>181522</td>
      <td>0.41</td>
    </tr>
    <tr>
      <th>14</th>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>S6CA00584</td>
      <td>2,469,149.29</td>
      <td>6,467,355.95</td>
      <td>375217</td>
      <td>0.38</td>
    </tr>
    <tr>
      <th>70</th>
      <td>H8NY11113</td>
      <td>ROSE, MAX</td>
      <td>DEM</td>
      <td>2018</td>
      <td>NY</td>
      <td>H</td>
      <td>11</td>
      <td>C</td>
      <td>C</td>
      <td>C00652248</td>
      <td>PO BOX 100496</td>
      <td>None</td>
      <td>STATEN ISLAND</td>
      <td>NY</td>
      <td>10310</td>
      <td>H8NY11113</td>
      <td>661,297.74</td>
      <td>1,736,174.50</td>
      <td>11742</td>
      <td>0.38</td>
    </tr>
    <tr>
      <th>33</th>
      <td>H8NY19181</td>
      <td>DELGADO, ANTONIO</td>
      <td>DEM</td>
      <td>2018</td>
      <td>NY</td>
      <td>H</td>
      <td>19</td>
      <td>C</td>
      <td>C</td>
      <td>C00633859</td>
      <td>PO BOX 802</td>
      <td>None</td>
      <td>RHINEBECK</td>
      <td>NY</td>
      <td>12572</td>
      <td>H8NY19181</td>
      <td>995,027.49</td>
      <td>2,656,776.81</td>
      <td>23857</td>
      <td>0.37</td>
    </tr>
    <tr>
      <th>68</th>
      <td>H8OH01118</td>
      <td>PUREVAL, AFTAB</td>
      <td>DEM</td>
      <td>2018</td>
      <td>OH</td>
      <td>H</td>
      <td>01</td>
      <td>C</td>
      <td>C</td>
      <td>C00667519</td>
      <td>PO BOX 713</td>
      <td>None</td>
      <td>CINCINNATI</td>
      <td>OH</td>
      <td>45201</td>
      <td>H8OH01118</td>
      <td>659,256.12</td>
      <td>1,767,070.68</td>
      <td>24863</td>
      <td>0.37</td>
    </tr>
    <tr>
      <th>24</th>
      <td>S2VA00142</td>
      <td>KAINE, TIMOTHY MICHAEL</td>
      <td>DEM</td>
      <td>2018</td>
      <td>VA</td>
      <td>S</td>
      <td>00</td>
      <td>I</td>
      <td>C</td>
      <td>C00495358</td>
      <td>PO BOX 12307</td>
      <td>None</td>
      <td>RICHMOND</td>
      <td>VA</td>
      <td>23241</td>
      <td>S2VA00142</td>
      <td>1,582,104.42</td>
      <td>4,322,618.00</td>
      <td>87587</td>
      <td>0.37</td>
    </tr>
    <tr>
      <th>75</th>
      <td>H8TX21190</td>
      <td>KOPSER, JOSEPH</td>
      <td>DEM</td>
      <td>2018</td>
      <td>TX</td>
      <td>H</td>
      <td>21</td>
      <td>O</td>
      <td>C</td>
      <td>C00641191</td>
      <td>PO BOX 701711</td>
      <td>None</td>
      <td>SAN ANTONIO</td>
      <td>TX</td>
      <td>78270</td>
      <td>H8TX21190</td>
      <td>584,204.09</td>
      <td>1,614,340.85</td>
      <td>12250</td>
      <td>0.36</td>
    </tr>
    <tr>
      <th>45</th>
      <td>H8VA10106</td>
      <td>WEXTON, JENNIFER</td>
      <td>DEM</td>
      <td>2018</td>
      <td>VA</td>
      <td>H</td>
      <td>10</td>
      <td>C</td>
      <td>C</td>
      <td>C00638023</td>
      <td>PO BOX 650550</td>
      <td>None</td>
      <td>STERLING</td>
      <td>VA</td>
      <td>20165</td>
      <td>H8VA10106</td>
      <td>824,032.74</td>
      <td>2,301,230.15</td>
      <td>26505</td>
      <td>0.36</td>
    </tr>
    <tr>
      <th>73</th>
      <td>H8CA50098</td>
      <td>CAMPA-NAJJAR, AMMAR</td>
      <td>DEM</td>
      <td>2018</td>
      <td>CA</td>
      <td>H</td>
      <td>50</td>
      <td>C</td>
      <td>C</td>
      <td>C00635888</td>
      <td>PO BOX 610 13961 CAMPO ROAD</td>
      <td>None</td>
      <td>JAMUL</td>
      <td>CA</td>
      <td>91935</td>
      <td>H8CA50098</td>
      <td>616,066.18</td>
      <td>1,721,920.49</td>
      <td>36970</td>
      <td>0.36</td>
    </tr>
    <tr>
      <th>28</th>
      <td>H8CA45130</td>
      <td>PORTER, KATHERINE</td>
      <td>DEM</td>
      <td>2018</td>
      <td>CA</td>
      <td>H</td>
      <td>45</td>
      <td>C</td>
      <td>C</td>
      <td>C00636571</td>
      <td>777 S. FIGUEROA ST., SUITE 4050</td>
      <td>None</td>
      <td>LOS ANGELES</td>
      <td>CA</td>
      <td>90017</td>
      <td>H8CA45130</td>
      <td>1,051,602.60</td>
      <td>3,099,362.78</td>
      <td>99863</td>
      <td>0.34</td>
    </tr>
    <tr>
      <th>109</th>
      <td>H2CA31125</td>
      <td>AGUILAR, PETE</td>
      <td>DEM</td>
      <td>2018</td>
      <td>CA</td>
      <td>H</td>
      <td>31</td>
      <td>I</td>
      <td>C</td>
      <td>C00510461</td>
      <td>PO BOX 10954</td>
      <td>None</td>
      <td>SAN BERNARDINO</td>
      <td>CA</td>
      <td>92423</td>
      <td>H2CA31125</td>
      <td>361,862.69</td>
      <td>1,089,834.99</td>
      <td>56405</td>
      <td>0.33</td>
    </tr>
    <tr>
      <th>98</th>
      <td>H2CA36439</td>
      <td>RUIZ, RAUL DR</td>
      <td>DEM</td>
      <td>2018</td>
      <td>CA</td>
      <td>H</td>
      <td>36</td>
      <td>I</td>
      <td>C</td>
      <td>C00502575</td>
      <td>77933 LAS MONTANAS RD</td>
      <td>APT 103</td>
      <td>PALM DESERT</td>
      <td>CA</td>
      <td>92211</td>
      <td>H2CA36439</td>
      <td>400,050.91</td>
      <td>1,209,569.86</td>
      <td>34479</td>
      <td>0.33</td>
    </tr>
    <tr>
      <th>116</th>
      <td>H8SC01116</td>
      <td>CUNNINGHAM, JOE</td>
      <td>DEM</td>
      <td>2018</td>
      <td>SC</td>
      <td>H</td>
      <td>01</td>
      <td>C</td>
      <td>C</td>
      <td>C00650507</td>
      <td>PO BOX 1431</td>
      <td>None</td>
      <td>JOHNS ISLAND</td>
      <td>SC</td>
      <td>29457</td>
      <td>H8SC01116</td>
      <td>335,069.59</td>
      <td>1,024,446.73</td>
      <td>15319</td>
      <td>0.33</td>
    </tr>
  </tbody>
</table>
<p>100 rows × 20 columns</p>
</div>
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<h3 id="Who-raised-the-most-from-out-of-state-in-absolute-terms?">Who raised the most from out of state in absolute terms?<a class="anchor-link" href="#Who-raised-the-most-from-out-of-state-in-absolute-terms?">&#182;</a></h3>
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<div class="prompt input_prompt">In&nbsp;[39]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">actblue_cand_totals</span><span class="o">.</span><span class="n">sort_values</span><span class="p">(</span><span class="n">by</span><span class="o">=</span><span class="s1">&#39;out_of_state&#39;</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">head</span><span class="p">(</span><span class="mi">10</span><span class="p">)</span>
</pre></div>

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<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>cand_id</th>
      <th>cand_name</th>
      <th>cand_pty_affiliation</th>
      <th>cand_election_yr</th>
      <th>cand_office_st</th>
      <th>cand_office</th>
      <th>cand_office_district</th>
      <th>cand_ici</th>
      <th>cand_status</th>
      <th>cand_pcc</th>
      <th>cand_st1</th>
      <th>cand_st2</th>
      <th>cand_city</th>
      <th>cand_st</th>
      <th>cand_zip</th>
      <th>cand_id</th>
      <th>out_of_state</th>
      <th>sum</th>
      <th>count</th>
      <th>percent_out</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>1</th>
      <td>H8GA06195</td>
      <td>OSSOFF, T. JONATHAN</td>
      <td>DEM</td>
      <td>2017</td>
      <td>GA</td>
      <td>H</td>
      <td>06</td>
      <td>O</td>
      <td>C</td>
      <td>C00630426</td>
      <td>PO BOX 450326</td>
      <td>None</td>
      <td>ATLANTA</td>
      <td>GA</td>
      <td>31145</td>
      <td>H8GA06195</td>
      <td>25,758,014.59</td>
      <td>27,468,759.69</td>
      <td>1430332</td>
      <td>0.94</td>
    </tr>
    <tr>
      <th>0</th>
      <td>H2TX16185</td>
      <td>O'ROURKE, ROBERT BETO</td>
      <td>DEM</td>
      <td>2018</td>
      <td>TX</td>
      <td>H</td>
      <td>16</td>
      <td>I</td>
      <td>C</td>
      <td>C00501197</td>
      <td>1100 LOS ANGELES DRIVE</td>
      <td>None</td>
      <td>EL PASO</td>
      <td>TX</td>
      <td>79902</td>
      <td>H2TX16185</td>
      <td>21,708,404.17</td>
      <td>45,412,197.04</td>
      <td>1149257</td>
      <td>0.48</td>
    </tr>
    <tr>
      <th>2</th>
      <td>S0AL00156</td>
      <td>JONES, DOUG</td>
      <td>DEM</td>
      <td>2018</td>
      <td>AL</td>
      <td>S</td>
      <td>00</td>
      <td>I</td>
      <td>N</td>
      <td>C00640623</td>
      <td>PO BOX 131025</td>
      <td>None</td>
      <td>BIRMINGHAM</td>
      <td>AL</td>
      <td>35213</td>
      <td>S0AL00156</td>
      <td>20,314,651.03</td>
      <td>22,177,988.84</td>
      <td>767342</td>
      <td>0.92</td>
    </tr>
    <tr>
      <th>3</th>
      <td>S6MO00305</td>
      <td>MCCASKILL, CLAIRE</td>
      <td>DEM</td>
      <td>2018</td>
      <td>MO</td>
      <td>S</td>
      <td>00</td>
      <td>I</td>
      <td>F</td>
      <td>C00431304</td>
      <td>PO BOX 300077</td>
      <td>None</td>
      <td>ST LOUIS</td>
      <td>MO</td>
      <td>63130</td>
      <td>S6MO00305</td>
      <td>9,628,122.18</td>
      <td>13,614,383.78</td>
      <td>327907</td>
      <td>0.71</td>
    </tr>
    <tr>
      <th>7</th>
      <td>S8NV00156</td>
      <td>ROSEN, JACKY</td>
      <td>DEM</td>
      <td>2018</td>
      <td>NV</td>
      <td>S</td>
      <td>00</td>
      <td>C</td>
      <td>C</td>
      <td>C00606939</td>
      <td>PO BOX 27195</td>
      <td>None</td>
      <td>LAS VEGAS</td>
      <td>NV</td>
      <td>89126</td>
      <td>S8NV00156</td>
      <td>8,204,086.14</td>
      <td>9,213,189.77</td>
      <td>215443</td>
      <td>0.89</td>
    </tr>
    <tr>
      <th>5</th>
      <td>S2MA00170</td>
      <td>WARREN, ELIZABETH</td>
      <td>DEM</td>
      <td>2018</td>
      <td>MA</td>
      <td>S</td>
      <td>00</td>
      <td>I</td>
      <td>F</td>
      <td>C00500843</td>
      <td>None</td>
      <td>None</td>
      <td>BOSTON</td>
      <td>None</td>
      <td>None</td>
      <td>S2MA00170</td>
      <td>8,101,848.04</td>
      <td>10,140,738.44</td>
      <td>589348</td>
      <td>0.80</td>
    </tr>
    <tr>
      <th>9</th>
      <td>S4VT00033</td>
      <td>SANDERS, BERNARD</td>
      <td>IND</td>
      <td>2018</td>
      <td>VT</td>
      <td>S</td>
      <td>00</td>
      <td>I</td>
      <td>F</td>
      <td>C00411330</td>
      <td>None</td>
      <td>None</td>
      <td>BURLINGTON</td>
      <td>VT</td>
      <td>None</td>
      <td>S4VT00033</td>
      <td>7,322,971.17</td>
      <td>7,535,713.11</td>
      <td>351765</td>
      <td>0.97</td>
    </tr>
    <tr>
      <th>4</th>
      <td>S0NY00410</td>
      <td>GILLIBRAND, KIRSTEN ELIZABETH</td>
      <td>DEM</td>
      <td>2018</td>
      <td>NY</td>
      <td>S</td>
      <td>00</td>
      <td>I</td>
      <td>F</td>
      <td>C00413914</td>
      <td>52 EAST ROAD</td>
      <td>None</td>
      <td>BRUNSWICK</td>
      <td>NY</td>
      <td>12180</td>
      <td>S0NY00410</td>
      <td>6,729,659.18</td>
      <td>13,168,962.00</td>
      <td>336651</td>
      <td>0.51</td>
    </tr>
    <tr>
      <th>19</th>
      <td>S2ND00099</td>
      <td>HEITKAMP, HEIDI</td>
      <td>DEM</td>
      <td>2018</td>
      <td>ND</td>
      <td>S</td>
      <td>00</td>
      <td>I</td>
      <td>F</td>
      <td>C00505552</td>
      <td>21 CAPTAIN LEACH DRIVE</td>
      <td>None</td>
      <td>MANDAN</td>
      <td>ND</td>
      <td>58554</td>
      <td>S2ND00099</td>
      <td>5,395,195.31</td>
      <td>5,778,155.37</td>
      <td>104779</td>
      <td>0.93</td>
    </tr>
    <tr>
      <th>16</th>
      <td>H8OH12297</td>
      <td>O'CONNOR, DANIEL JAY</td>
      <td>DEM</td>
      <td>2018</td>
      <td>OH</td>
      <td>H</td>
      <td>12</td>
      <td>O</td>
      <td>C</td>
      <td>C00667964</td>
      <td>464 NORTHRIDGE ROAD</td>
      <td>None</td>
      <td>COLUMBUS</td>
      <td>OH</td>
      <td>43214</td>
      <td>H8OH12297</td>
      <td>5,232,366.68</td>
      <td>6,061,801.24</td>
      <td>322988</td>
      <td>0.86</td>
    </tr>
  </tbody>
</table>
</div>
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<h3 id="Which-states-did-contributions-from-come-from-for-each-candidate-state?">Which states did contributions from come from for each candidate state?<a class="anchor-link" href="#Which-states-did-contributions-from-come-from-for-each-candidate-state?">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">actblue_states</span> <span class="o">=</span> <span class="n">read_or_save</span><span class="p">(</span>
    <span class="s1">&#39;actblue_states&#39;</span><span class="p">,</span>
    <span class="k">lambda</span><span class="p">:</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_sql</span><span class="p">(</span><span class="s2">&quot;&quot;&quot;</span>
<span class="s2">    SELECT contributor_state,</span>
<span class="s2">           coalesce(cand_office_st,beneficiary_candidate_state) as recipient_state,</span>
<span class="s2">           count(*),</span>
<span class="s2">           sum(contribution_amount)</span>
<span class="s2">    FROM actblue_contribs</span>
<span class="s2">    WHERE extract(YEAR FROM contribution_date) &gt;= 2017</span>
<span class="s2">    and coalesce(beneficiary_candidate_office,cand_office) in (&#39;H&#39;,&#39;S&#39;)</span>
<span class="s2">    GROUP BY coalesce(cand_office_st,beneficiary_candidate_state),</span>
<span class="s2">             contributor_state</span>
<span class="s2">    &quot;&quot;&quot;</span><span class="p">,</span> <span class="n">con</span><span class="o">=</span><span class="n">conn</span><span class="p">)</span>
<span class="p">)</span>

<span class="n">actblue_states</span><span class="o">.</span><span class="n">sort_values</span><span class="p">(</span><span class="n">by</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;sum&#39;</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">head</span><span class="p">(</span><span class="mi">10</span><span class="p">)</span>
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<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>contributor_state</th>
      <th>recipient_state</th>
      <th>count</th>
      <th>sum</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>274</th>
      <td>CA</td>
      <td>CA</td>
      <td>896949</td>
      <td>42,850,038.61</td>
    </tr>
    <tr>
      <th>2868</th>
      <td>TX</td>
      <td>TX</td>
      <td>672202</td>
      <td>34,639,923.20</td>
    </tr>
    <tr>
      <th>2272</th>
      <td>NY</td>
      <td>NY</td>
      <td>254181</td>
      <td>18,854,098.10</td>
    </tr>
    <tr>
      <th>570</th>
      <td>FL</td>
      <td>FL</td>
      <td>235019</td>
      <td>13,276,117.11</td>
    </tr>
    <tr>
      <th>2543</th>
      <td>PA</td>
      <td>PA</td>
      <td>149550</td>
      <td>9,325,733.62</td>
    </tr>
    <tr>
      <th>3044</th>
      <td>VA</td>
      <td>VA</td>
      <td>128791</td>
      <td>8,868,954.94</td>
    </tr>
    <tr>
      <th>2815</th>
      <td>CA</td>
      <td>TX</td>
      <td>204623</td>
      <td>8,618,326.91</td>
    </tr>
    <tr>
      <th>1226</th>
      <td>MA</td>
      <td>MA</td>
      <td>128435</td>
      <td>7,490,243.14</td>
    </tr>
    <tr>
      <th>908</th>
      <td>IL</td>
      <td>IL</td>
      <td>126602</td>
      <td>7,291,670.59</td>
    </tr>
    <tr>
      <th>637</th>
      <td>CA</td>
      <td>GA</td>
      <td>349317</td>
      <td>6,979,157.07</td>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">actblue_states</span><span class="o">.</span><span class="n">to_csv</span><span class="p">(</span><span class="s1">&#39;data/actblue_states.csv&#39;</span><span class="p">)</span>
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<p>Spreadsheet: <a href="data/actblue_states.csv">actblue_states.csv</a></p>

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<h3 id="What-percentage-of-the-individual-contributions-to-congressional-candidates-came-from-each-state-in-this-cycle?">What percentage of the individual contributions to congressional candidates came from each state in this cycle?<a class="anchor-link" href="#What-percentage-of-the-individual-contributions-to-congressional-candidates-came-from-each-state-in-this-cycle?">&#182;</a></h3>
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<p>Jan. 1, 2017 — Sept. 30, 2018</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">actblue_contributor_states</span> <span class="o">=</span> <span class="n">actblue_states</span><span class="o">.</span><span class="n">groupby</span><span class="p">(</span><span class="n">actblue_states</span><span class="p">[</span><span class="s1">&#39;contributor_state&#39;</span><span class="p">])</span><span class="o">.</span><span class="n">agg</span><span class="p">({</span><span class="s1">&#39;sum&#39;</span><span class="p">:</span> <span class="s1">&#39;sum&#39;</span><span class="p">})</span>

<span class="n">actblue_contributor_states</span><span class="p">[</span><span class="s1">&#39;percent&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">actblue_contributor_states</span><span class="p">[</span><span class="s1">&#39;sum&#39;</span><span class="p">]</span><span class="o">/</span><span class="n">actblue_contributor_states</span><span class="p">[</span><span class="s1">&#39;sum&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">sum</span><span class="p">()</span><span class="o">*</span><span class="mi">100</span>

<span class="n">actblue_contributor_states</span><span class="o">.</span><span class="n">sort_values</span><span class="p">(</span><span class="n">by</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;percent&#39;</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">head</span><span class="p">(</span><span class="mi">10</span><span class="p">)</span>
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      <th></th>
      <th>sum</th>
      <th>percent</th>
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      <th>contributor_state</th>
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      <th></th>
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      <th>CA</th>
      <td>119,525,533.58</td>
      <td>21.20</td>
    </tr>
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      <th>NY</th>
      <td>67,761,383.71</td>
      <td>12.02</td>
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      <th>TX</th>
      <td>45,639,775.40</td>
      <td>8.10</td>
    </tr>
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      <th>MA</th>
      <td>29,502,731.70</td>
      <td>5.23</td>
    </tr>
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      <th>FL</th>
      <td>24,828,893.70</td>
      <td>4.40</td>
    </tr>
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      <th>IL</th>
      <td>20,458,924.49</td>
      <td>3.63</td>
    </tr>
    <tr>
      <th>WA</th>
      <td>18,600,021.86</td>
      <td>3.30</td>
    </tr>
    <tr>
      <th>VA</th>
      <td>18,168,688.10</td>
      <td>3.22</td>
    </tr>
    <tr>
      <th>PA</th>
      <td>16,644,064.84</td>
      <td>2.95</td>
    </tr>
    <tr>
      <th>DC</th>
      <td>15,599,028.00</td>
      <td>2.77</td>
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<h4 id="What-percentage-from-California-and-New-York?">What percentage from California and New York?<a class="anchor-link" href="#What-percentage-from-California-and-New-York?">&#182;</a></h4>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">actblue_contributor_states</span><span class="p">[</span><span class="n">actblue_contributor_states</span><span class="o">.</span><span class="n">index</span><span class="o">.</span><span class="n">isin</span><span class="p">([</span><span class="s1">&#39;CA&#39;</span><span class="p">,</span><span class="s1">&#39;NY&#39;</span><span class="p">])][</span><span class="s1">&#39;percent&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">sum</span><span class="p">()</span>
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<pre>33.22624048868204</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">actblue_contributor_states</span><span class="o">.</span><span class="n">to_csv</span><span class="p">(</span><span class="s1">&#39;data/actblue_contributor_states.csv&#39;</span><span class="p">)</span>
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<h3 id="To-which-states-do-individual-contributions-to-congressional-candidates-go?">To which states do individual contributions to congressional candidates go?<a class="anchor-link" href="#To-which-states-do-individual-contributions-to-congressional-candidates-go?">&#182;</a></h3><p>Jan. 1, 2017 — Sept. 30, 2018</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">actblue_recipient_states</span> <span class="o">=</span> <span class="n">actblue_states</span><span class="o">.</span><span class="n">groupby</span><span class="p">(</span><span class="n">actblue_states</span><span class="p">[</span><span class="s1">&#39;recipient_state&#39;</span><span class="p">])</span><span class="o">.</span><span class="n">agg</span><span class="p">({</span><span class="s1">&#39;sum&#39;</span><span class="p">:</span> <span class="s1">&#39;sum&#39;</span><span class="p">})</span>

<span class="n">actblue_recipient_states</span><span class="p">[</span><span class="s1">&#39;percent&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">actblue_recipient_states</span><span class="p">[</span><span class="s1">&#39;sum&#39;</span><span class="p">]</span><span class="o">/</span><span class="n">actblue_recipient_states</span><span class="p">[</span><span class="s1">&#39;sum&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">sum</span><span class="p">()</span><span class="o">*</span><span class="mi">100</span>

<span class="n">actblue_recipient_states</span><span class="o">.</span><span class="n">sort_values</span><span class="p">(</span><span class="n">by</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;percent&#39;</span><span class="p">],</span> <span class="n">ascending</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
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      <th></th>
      <th>sum</th>
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      <th>recipient_state</th>
      <th></th>
      <th></th>
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    <tr>
      <th>TX</th>
      <td>65,251,838.19</td>
      <td>11.58</td>
    </tr>
    <tr>
      <th>CA</th>
      <td>62,187,453.75</td>
      <td>11.03</td>
    </tr>
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      <th>NY</th>
      <td>33,020,218.03</td>
      <td>5.86</td>
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      <th>GA</th>
      <td>32,434,425.86</td>
      <td>5.75</td>
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      <th>FL</th>
      <td>25,417,373.69</td>
      <td>4.51</td>
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      <th>AL</th>
      <td>22,589,646.44</td>
      <td>4.01</td>
    </tr>
    <tr>
      <th>PA</th>
      <td>21,948,737.22</td>
      <td>3.89</td>
    </tr>
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      <th>MA</th>
      <td>20,046,358.31</td>
      <td>3.56</td>
    </tr>
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      <th>OH</th>
      <td>19,201,062.97</td>
      <td>3.41</td>
    </tr>
    <tr>
      <th>VA</th>
      <td>18,631,987.47</td>
      <td>3.31</td>
    </tr>
    <tr>
      <th>WI</th>
      <td>16,542,680.99</td>
      <td>2.93</td>
    </tr>
    <tr>
      <th>MO</th>
      <td>15,416,636.95</td>
      <td>2.73</td>
    </tr>
    <tr>
      <th>IL</th>
      <td>15,206,960.89</td>
      <td>2.70</td>
    </tr>
    <tr>
      <th>AZ</th>
      <td>14,897,634.97</td>
      <td>2.64</td>
    </tr>
    <tr>
      <th>MN</th>
      <td>14,592,749.85</td>
      <td>2.59</td>
    </tr>
    <tr>
      <th>NJ</th>
      <td>14,272,724.57</td>
      <td>2.53</td>
    </tr>
    <tr>
      <th>MT</th>
      <td>13,864,932.28</td>
      <td>2.46</td>
    </tr>
    <tr>
      <th>MI</th>
      <td>13,604,064.92</td>
      <td>2.41</td>
    </tr>
    <tr>
      <th>NV</th>
      <td>12,604,235.52</td>
      <td>2.24</td>
    </tr>
    <tr>
      <th>CT</th>
      <td>9,343,316.66</td>
      <td>1.66</td>
    </tr>
    <tr>
      <th>WA</th>
      <td>9,266,908.42</td>
      <td>1.64</td>
    </tr>
    <tr>
      <th>VT</th>
      <td>7,584,410.18</td>
      <td>1.35</td>
    </tr>
    <tr>
      <th>IN</th>
      <td>6,856,782.69</td>
      <td>1.22</td>
    </tr>
    <tr>
      <th>IA</th>
      <td>6,240,235.92</td>
      <td>1.11</td>
    </tr>
    <tr>
      <th>NM</th>
      <td>6,189,320.13</td>
      <td>1.10</td>
    </tr>
    <tr>
      <th>ND</th>
      <td>6,158,619.86</td>
      <td>1.09</td>
    </tr>
    <tr>
      <th>KS</th>
      <td>5,455,123.78</td>
      <td>0.97</td>
    </tr>
    <tr>
      <th>KY</th>
      <td>5,023,464.05</td>
      <td>0.89</td>
    </tr>
    <tr>
      <th>NC</th>
      <td>4,855,332.28</td>
      <td>0.86</td>
    </tr>
    <tr>
      <th>NH</th>
      <td>4,429,768.36</td>
      <td>0.79</td>
    </tr>
    <tr>
      <th>CO</th>
      <td>4,403,763.43</td>
      <td>0.78</td>
    </tr>
    <tr>
      <th>TN</th>
      <td>4,075,768.78</td>
      <td>0.72</td>
    </tr>
    <tr>
      <th>WV</th>
      <td>3,940,068.19</td>
      <td>0.70</td>
    </tr>
    <tr>
      <th>MD</th>
      <td>3,772,491.41</td>
      <td>0.67</td>
    </tr>
    <tr>
      <th>OR</th>
      <td>3,707,704.44</td>
      <td>0.66</td>
    </tr>
    <tr>
      <th>ME</th>
      <td>3,437,878.20</td>
      <td>0.61</td>
    </tr>
    <tr>
      <th>SC</th>
      <td>2,581,448.73</td>
      <td>0.46</td>
    </tr>
    <tr>
      <th>HI</th>
      <td>2,417,458.23</td>
      <td>0.43</td>
    </tr>
    <tr>
      <th>NE</th>
      <td>2,243,135.29</td>
      <td>0.40</td>
    </tr>
    <tr>
      <th>RI</th>
      <td>2,200,644.97</td>
      <td>0.39</td>
    </tr>
    <tr>
      <th>UT</th>
      <td>1,858,157.02</td>
      <td>0.33</td>
    </tr>
    <tr>
      <th>MS</th>
      <td>1,287,297.91</td>
      <td>0.23</td>
    </tr>
    <tr>
      <th>AR</th>
      <td>1,151,349.10</td>
      <td>0.20</td>
    </tr>
    <tr>
      <th>DE</th>
      <td>1,065,884.60</td>
      <td>0.19</td>
    </tr>
    <tr>
      <th>OK</th>
      <td>552,118.50</td>
      <td>0.10</td>
    </tr>
    <tr>
      <th>AK</th>
      <td>525,385.44</td>
      <td>0.09</td>
    </tr>
    <tr>
      <th>US</th>
      <td>451,860.71</td>
      <td>0.08</td>
    </tr>
    <tr>
      <th>WY</th>
      <td>427,908.49</td>
      <td>0.08</td>
    </tr>
    <tr>
      <th>LA</th>
      <td>313,057.55</td>
      <td>0.06</td>
    </tr>
    <tr>
      <th>DC</th>
      <td>65,776.47</td>
      <td>0.01</td>
    </tr>
    <tr>
      <th>VI</th>
      <td>37,905.00</td>
      <td>0.01</td>
    </tr>
    <tr>
      <th>SD</th>
      <td>20,031.35</td>
      <td>0.00</td>
    </tr>
    <tr>
      <th>ID</th>
      <td>10,925.80</td>
      <td>0.00</td>
    </tr>
    <tr>
      <th>8M</th>
      <td>1,699.00</td>
      <td>0.00</td>
    </tr>
    <tr>
      <th>MP</th>
      <td>307.40</td>
      <td>0.00</td>
    </tr>
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<h3 id="Where-is-the-money-going?-Are-people-giving-to-local-congressional-candidates-or-are-they-giving-to-candidates-around-the-country?">Where is the money going? Are people giving to local congressional candidates or are they giving to candidates around the country?<a class="anchor-link" href="#Where-is-the-money-going?-Are-people-giving-to-local-congressional-candidates-or-are-they-giving-to-candidates-around-the-country?">&#182;</a></h3><p>Jan. 1, 2017 — Sept. 30, 2018</p>

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<h4 id="How-much-ActBlue-money-came-in-vs.-out-of-state?">How much ActBlue money came in vs. out of state?<a class="anchor-link" href="#How-much-ActBlue-money-came-in-vs.-out-of-state?">&#182;</a></h4>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">actblue_states</span><span class="p">[</span><span class="s1">&#39;in&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">actblue_states</span><span class="p">[</span><span class="s1">&#39;contributor_state&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="n">actblue_states</span><span class="p">[</span><span class="s1">&#39;recipient_state&#39;</span><span class="p">]</span>

<span class="n">actblue_states</span><span class="o">.</span><span class="n">groupby</span><span class="p">(</span><span class="n">actblue_states</span><span class="p">[</span><span class="s1">&#39;in&#39;</span><span class="p">])[</span><span class="s1">&#39;sum&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">sum</span><span class="p">()</span>
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<pre>in
False   323,422,085.36
True    240,262,945.85
Name: sum, dtype: float64</pre>
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<h4 id="What-percentage-of-ActBlue-money-to-congressional-candidates-came-from-out-of-state?">What percentage of ActBlue money to congressional candidates came from out of state?<a class="anchor-link" href="#What-percentage-of-ActBlue-money-to-congressional-candidates-came-from-out-of-state?">&#182;</a></h4>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">actblue_states</span><span class="p">[</span><span class="n">actblue_states</span><span class="p">[</span><span class="s1">&#39;in&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="kc">False</span><span class="p">][</span><span class="s1">&#39;sum&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">sum</span><span class="p">()</span><span class="o">/</span><span class="n">actblue_states</span><span class="p">[</span><span class="s1">&#39;sum&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">sum</span><span class="p">()</span><span class="o">*</span><span class="mi">100</span>
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<pre>57.376383521440275</pre>
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<h3 id="What-about-Beto-O'Rourke?">What about Beto O'Rourke?<a class="anchor-link" href="#What-about-Beto-O'Rourke?">&#182;</a></h3>
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<h4 id="How-much-of-the-money-Beto-raised-from-ActBlue-was-in-state-vs.-out-of-state?">How much of the money Beto raised from ActBlue was in state vs. out of state?<a class="anchor-link" href="#How-much-of-the-money-Beto-raised-from-ActBlue-was-in-state-vs.-out-of-state?">&#182;</a></h4>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">actblue_states_beto</span> <span class="o">=</span> <span class="n">read_or_save</span><span class="p">(</span>
    <span class="s1">&#39;actblue_states_beto&#39;</span><span class="p">,</span>
    <span class="k">lambda</span><span class="p">:</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_sql</span><span class="p">(</span><span class="s2">&quot;&quot;&quot;</span>
<span class="s2">    SELECT contributor_state,</span>
<span class="s2">           coalesce(cand_office_st,beneficiary_candidate_state) as recipient_state,</span>
<span class="s2">           count(*),</span>
<span class="s2">           sum(contribution_amount)</span>
<span class="s2">    FROM actblue_contribs</span>
<span class="s2">    WHERE extract(YEAR FROM contribution_date) &gt;= 2017</span>
<span class="s2">    AND beneficiary_committee_fec_id = &#39;C00501197&#39;</span>
<span class="s2">    GROUP BY coalesce(cand_office_st,beneficiary_candidate_state),</span>
<span class="s2">             contributor_state</span>
<span class="s2">    &quot;&quot;&quot;</span><span class="p">,</span> <span class="n">con</span><span class="o">=</span><span class="n">conn</span><span class="p">)</span>
<span class="p">)</span>

<span class="n">actblue_states_beto</span><span class="p">[</span><span class="s1">&#39;in&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">actblue_states_beto</span><span class="p">[</span><span class="s1">&#39;contributor_state&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="n">actblue_states_beto</span><span class="p">[</span><span class="s1">&#39;recipient_state&#39;</span><span class="p">]</span>

<span class="n">actblue_states_beto</span><span class="o">.</span><span class="n">groupby</span><span class="p">(</span><span class="n">actblue_states_beto</span><span class="p">[</span><span class="s1">&#39;in&#39;</span><span class="p">])[</span><span class="s1">&#39;sum&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">sum</span><span class="p">()</span>
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<pre>in
False   21,709,219.67
True    23,702,977.37
Name: sum, dtype: float64</pre>
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<h4 id="Where-did-his-ActBlue-money-come-from?">Where did his ActBlue money come from?<a class="anchor-link" href="#Where-did-his-ActBlue-money-come-from?">&#182;</a></h4>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">actblue_states_beto</span><span class="o">.</span><span class="n">sort_values</span><span class="p">(</span><span class="n">by</span><span class="o">=</span><span class="s1">&#39;sum&#39;</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">head</span><span class="p">(</span><span class="mi">10</span><span class="p">)</span>
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<style scoped>
    .dataframe tbody tr th:only-of-type {
        vertical-align: middle;
    }

    .dataframe tbody tr th {
        vertical-align: top;
    }

    .dataframe thead th {
        text-align: right;
    }
</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>contributor_state</th>
      <th>recipient_state</th>
      <th>count</th>
      <th>sum</th>
      <th>in</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>62</th>
      <td>TX</td>
      <td>TX</td>
      <td>567347</td>
      <td>23,702,977.37</td>
      <td>True</td>
    </tr>
    <tr>
      <th>10</th>
      <td>CA</td>
      <td>TX</td>
      <td>139569</td>
      <td>5,994,453.25</td>
      <td>False</td>
    </tr>
    <tr>
      <th>48</th>
      <td>NY</td>
      <td>TX</td>
      <td>64175</td>
      <td>2,957,447.29</td>
      <td>False</td>
    </tr>
    <tr>
      <th>27</th>
      <td>MA</td>
      <td>TX</td>
      <td>31035</td>
      <td>1,382,232.81</td>
      <td>False</td>
    </tr>
    <tr>
      <th>69</th>
      <td>WA</td>
      <td>TX</td>
      <td>28873</td>
      <td>1,133,803.36</td>
      <td>False</td>
    </tr>
    <tr>
      <th>22</th>
      <td>IL</td>
      <td>TX</td>
      <td>23981</td>
      <td>821,914.06</td>
      <td>False</td>
    </tr>
    <tr>
      <th>15</th>
      <td>FL</td>
      <td>TX</td>
      <td>25153</td>
      <td>794,133.69</td>
      <td>False</td>
    </tr>
    <tr>
      <th>29</th>
      <td>MD</td>
      <td>TX</td>
      <td>16040</td>
      <td>680,621.99</td>
      <td>False</td>
    </tr>
    <tr>
      <th>13</th>
      <td>DC</td>
      <td>TX</td>
      <td>10601</td>
      <td>665,396.76</td>
      <td>False</td>
    </tr>
    <tr>
      <th>65</th>
      <td>VA</td>
      <td>TX</td>
      <td>16670</td>
      <td>636,415.26</td>
      <td>False</td>
    </tr>
  </tbody>
</table>
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<h4 id="What-percentage-of-Beto's-ActBlue-money-came-from-out-of-state?">What percentage of Beto's ActBlue money came from out of state?<a class="anchor-link" href="#What-percentage-of-Beto's-ActBlue-money-came-from-out-of-state?">&#182;</a></h4>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">actblue_states_beto</span><span class="p">[</span><span class="n">actblue_states_beto</span><span class="p">[</span><span class="s1">&#39;in&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="kc">False</span><span class="p">][</span><span class="s1">&#39;sum&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">sum</span><span class="p">()</span><span class="o">/</span><span class="n">actblue_states_beto</span><span class="p">[</span><span class="s1">&#39;sum&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">sum</span><span class="p">()</span><span class="o">*</span><span class="mi">100</span>
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<pre>47.80482135862766</pre>
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<h3 id="What-about-McGrath?">What about McGrath?<a class="anchor-link" href="#What-about-McGrath?">&#182;</a></h3>
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<h4 id="How-much-of-the-money-Amy-McGrath-raised-from-ActBlue-was-in-state-vs.-out-of-state?">How much of the money Amy McGrath raised from ActBlue was in state vs. out of state?<a class="anchor-link" href="#How-much-of-the-money-Amy-McGrath-raised-from-ActBlue-was-in-state-vs.-out-of-state?">&#182;</a></h4>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">actblue_states_mcgrath</span> <span class="o">=</span> <span class="n">read_or_save</span><span class="p">(</span>
    <span class="s1">&#39;actblue_states_mcgrath&#39;</span><span class="p">,</span>
    <span class="k">lambda</span><span class="p">:</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_sql</span><span class="p">(</span><span class="s2">&quot;&quot;&quot;</span>
<span class="s2">    SELECT contributor_state,</span>
<span class="s2">           count(*),</span>
<span class="s2">           sum(contribution_amount)</span>
<span class="s2">    FROM actblue_contribs</span>
<span class="s2">    WHERE extract(YEAR FROM contribution_date) &gt;= 2017</span>
<span class="s2">    AND beneficiary_committee_fec_id = &#39;C00646745&#39;</span>
<span class="s2">    GROUP BY contributor_state</span>
<span class="s2">    &quot;&quot;&quot;</span><span class="p">,</span> <span class="n">con</span><span class="o">=</span><span class="n">conn</span><span class="p">)</span>
<span class="p">)</span>

<span class="n">actblue_states_mcgrath</span><span class="p">[</span><span class="s1">&#39;in&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="p">(</span><span class="n">actblue_states_mcgrath</span><span class="p">[</span><span class="s1">&#39;contributor_state&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="s1">&#39;KY&#39;</span><span class="p">)</span>

<span class="n">actblue_states_mcgrath</span><span class="o">.</span><span class="n">groupby</span><span class="p">(</span><span class="n">actblue_states_mcgrath</span><span class="p">[</span><span class="s1">&#39;in&#39;</span><span class="p">])[</span><span class="s1">&#39;sum&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">sum</span><span class="p">()</span>
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<pre>in
False   3,516,129.31
True      810,557.23
Name: sum, dtype: float64</pre>
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<h4 id="Where-did-her-ActBlue-money-come-from?">Where did her ActBlue money come from?<a class="anchor-link" href="#Where-did-her-ActBlue-money-come-from?">&#182;</a></h4>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">actblue_states_mcgrath</span><span class="o">.</span><span class="n">sort_values</span><span class="p">(</span><span class="n">by</span><span class="o">=</span><span class="s1">&#39;sum&#39;</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">head</span><span class="p">(</span><span class="mi">10</span><span class="p">)</span>
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<style scoped>
    .dataframe tbody tr th:only-of-type {
        vertical-align: middle;
    }

    .dataframe tbody tr th {
        vertical-align: top;
    }

    .dataframe thead th {
        text-align: right;
    }
</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>contributor_state</th>
      <th>count</th>
      <th>sum</th>
      <th>in</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>9</th>
      <td>CA</td>
      <td>12008</td>
      <td>999,594.05</td>
      <td>False</td>
    </tr>
    <tr>
      <th>22</th>
      <td>KY</td>
      <td>9840</td>
      <td>810,557.23</td>
      <td>True</td>
    </tr>
    <tr>
      <th>41</th>
      <td>NY</td>
      <td>5520</td>
      <td>574,231.65</td>
      <td>False</td>
    </tr>
    <tr>
      <th>24</th>
      <td>MA</td>
      <td>3607</td>
      <td>344,869.67</td>
      <td>False</td>
    </tr>
    <tr>
      <th>12</th>
      <td>DC</td>
      <td>1262</td>
      <td>150,474.59</td>
      <td>False</td>
    </tr>
    <tr>
      <th>25</th>
      <td>MD</td>
      <td>1844</td>
      <td>132,507.02</td>
      <td>False</td>
    </tr>
    <tr>
      <th>56</th>
      <td>VA</td>
      <td>1842</td>
      <td>132,227.87</td>
      <td>False</td>
    </tr>
    <tr>
      <th>59</th>
      <td>WA</td>
      <td>2359</td>
      <td>111,989.28</td>
      <td>False</td>
    </tr>
    <tr>
      <th>14</th>
      <td>FL</td>
      <td>1741</td>
      <td>102,896.26</td>
      <td>False</td>
    </tr>
    <tr>
      <th>54</th>
      <td>TX</td>
      <td>1832</td>
      <td>95,847.56</td>
      <td>False</td>
    </tr>
  </tbody>
</table>
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<h4 id="Where-did-McGrath's-itemized-money-come-from?">Where did McGrath's itemized money come from?<a class="anchor-link" href="#Where-did-McGrath's-itemized-money-come-from?">&#182;</a></h4>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">mcgrath_itemized_states</span> <span class="o">=</span> <span class="n">read_or_save</span><span class="p">(</span>
    <span class="s1">&#39;mcgrath_itemized_states&#39;</span><span class="p">,</span>
    <span class="k">lambda</span><span class="p">:</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_sql</span><span class="p">(</span><span class="s2">&quot;&quot;&quot;</span>
<span class="s2">    SELECT contributor_state,</span>
<span class="s2">           count(*) AS COUNT,</span>
<span class="s2">           sum(contribution_amount) AS SUM</span>
<span class="s2">    FROM fec_contributions</span>
<span class="s2">    JOIN fec_amended_filings USING (filing_id)</span>
<span class="s2">    WHERE filer_committee_id_number = &#39;C00646745&#39;</span>
<span class="s2">      AND form_type = &#39;SA11AI&#39;</span>
<span class="s2">      AND extract(YEAR</span>
<span class="s2">                  FROM contribution_date) &gt;= 2017</span>
<span class="s2">      AND (memo_code IS NULL</span>
<span class="s2">           OR memo_code != &#39;X&#39;)</span>
<span class="s2">    GROUP BY contributor_state</span>
<span class="s2">    ORDER BY SUM DESC</span>
<span class="s2">    &quot;&quot;&quot;</span><span class="p">,</span> <span class="n">con</span><span class="o">=</span><span class="n">conn</span><span class="p">)</span>
<span class="p">)</span>

<span class="n">mcgrath_itemized_states</span><span class="o">.</span><span class="n">sort_values</span><span class="p">(</span><span class="n">by</span><span class="o">=</span><span class="s1">&#39;sum&#39;</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">head</span><span class="p">(</span><span class="mi">10</span><span class="p">)</span>
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<style scoped>
    .dataframe tbody tr th:only-of-type {
        vertical-align: middle;
    }

    .dataframe tbody tr th {
        vertical-align: top;
    }

    .dataframe thead th {
        text-align: right;
    }
</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>contributor_state</th>
      <th>count</th>
      <th>sum</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>KY</td>
      <td>4384</td>
      <td>1,262,798.50</td>
    </tr>
    <tr>
      <th>1</th>
      <td>CA</td>
      <td>1712</td>
      <td>858,060.71</td>
    </tr>
    <tr>
      <th>2</th>
      <td>NY</td>
      <td>982</td>
      <td>587,326.83</td>
    </tr>
    <tr>
      <th>3</th>
      <td>MA</td>
      <td>673</td>
      <td>324,136.15</td>
    </tr>
    <tr>
      <th>4</th>
      <td>DC</td>
      <td>287</td>
      <td>151,684.23</td>
    </tr>
    <tr>
      <th>5</th>
      <td>MD</td>
      <td>379</td>
      <td>112,253.81</td>
    </tr>
    <tr>
      <th>6</th>
      <td>VA</td>
      <td>370</td>
      <td>105,277.67</td>
    </tr>
    <tr>
      <th>7</th>
      <td>FL</td>
      <td>179</td>
      <td>101,896.99</td>
    </tr>
    <tr>
      <th>8</th>
      <td>TX</td>
      <td>210</td>
      <td>76,048.69</td>
    </tr>
    <tr>
      <th>9</th>
      <td>WA</td>
      <td>264</td>
      <td>72,889.90</td>
    </tr>
  </tbody>
</table>
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<h4 id="How-much-of-McGrath's-Q3-fundraising-haul-was-from-ActBlue?">How much of McGrath's Q3 fundraising haul was from ActBlue?<a class="anchor-link" href="#How-much-of-McGrath's-Q3-fundraising-haul-was-from-ActBlue?">&#182;</a></h4>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">actblue_mcgrath_q3</span> <span class="o">=</span> <span class="n">read_or_save</span><span class="p">(</span>
    <span class="s1">&#39;actblue_mcgrath_q3&#39;</span><span class="p">,</span>
    <span class="k">lambda</span><span class="p">:</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_sql</span><span class="p">(</span><span class="s2">&quot;&quot;&quot;</span>
<span class="s2">    SELECT count(*),</span>
<span class="s2">           sum(contribution_amount)</span>
<span class="s2">    FROM actblue_contribs</span>
<span class="s2">    WHERE contribution_date &gt;= &#39;2018-07-01&#39;</span>
<span class="s2">    AND contribution_date &lt;= &#39;2018-09-30&#39;</span>
<span class="s2">    AND beneficiary_committee_fec_id = &#39;C00646745&#39;</span>
<span class="s2">    &quot;&quot;&quot;</span><span class="p">,</span> <span class="n">con</span><span class="o">=</span><span class="n">conn</span><span class="p">)</span>
<span class="p">)</span>

<span class="n">actblue_mcgrath_q3</span>
</pre></div>

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      <th></th>
      <th>count</th>
      <th>sum</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>26599</td>
      <td>2,167,188.56</td>
    </tr>
  </tbody>
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<h3 id="What-portion-of-Ted-Cruz's-itemized-contribs-were-from-out-of-state?">What portion of Ted Cruz's itemized contribs were from out of state?<a class="anchor-link" href="#What-portion-of-Ted-Cruz's-itemized-contribs-were-from-out-of-state?">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">cruz_itemized_states</span> <span class="o">=</span> <span class="n">read_or_save</span><span class="p">(</span>
    <span class="s1">&#39;cruz_itemized_states&#39;</span><span class="p">,</span>
    <span class="k">lambda</span><span class="p">:</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_sql</span><span class="p">(</span><span class="s2">&quot;&quot;&quot;</span>
<span class="s2">    SELECT contributor_state,</span>
<span class="s2">           count(*) AS COUNT,</span>
<span class="s2">           sum(contribution_amount) AS SUM</span>
<span class="s2">    FROM fec_contributions</span>
<span class="s2">    JOIN fec_amended_filings USING (filing_id)</span>
<span class="s2">    WHERE filer_committee_id_number = &#39;C00492785&#39;</span>
<span class="s2">      AND form_type = &#39;SA11AI&#39;</span>
<span class="s2">      AND extract(YEAR</span>
<span class="s2">                  FROM contribution_date) &gt;= 2017</span>
<span class="s2">      AND (memo_code IS NULL</span>
<span class="s2">           OR memo_code != &#39;X&#39;)</span>
<span class="s2">    GROUP BY contributor_state</span>
<span class="s2">    ORDER BY SUM DESC</span>
<span class="s2">    &quot;&quot;&quot;</span><span class="p">,</span> <span class="n">con</span><span class="o">=</span><span class="n">conn</span><span class="p">)</span>
<span class="p">)</span>

<span class="n">cruz_itemized_states</span><span class="p">[</span><span class="s1">&#39;percent&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">cruz_itemized_states</span><span class="p">[</span><span class="s1">&#39;sum&#39;</span><span class="p">]</span><span class="o">/</span><span class="n">cruz_itemized_states</span><span class="p">[</span><span class="s1">&#39;sum&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">sum</span><span class="p">()</span><span class="o">*</span><span class="mi">100</span>

<span class="n">cruz_itemized_states</span><span class="o">.</span><span class="n">sort_values</span><span class="p">(</span><span class="n">by</span><span class="o">=</span><span class="s1">&#39;sum&#39;</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">head</span><span class="p">(</span><span class="mi">10</span><span class="p">)</span>
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        text-align: right;
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</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>contributor_state</th>
      <th>count</th>
      <th>sum</th>
      <th>percent</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>TX</td>
      <td>19919</td>
      <td>3,976,293.36</td>
      <td>64.69</td>
    </tr>
    <tr>
      <th>1</th>
      <td>CA</td>
      <td>2768</td>
      <td>355,358.68</td>
      <td>5.78</td>
    </tr>
    <tr>
      <th>2</th>
      <td>FL</td>
      <td>1406</td>
      <td>241,898.50</td>
      <td>3.94</td>
    </tr>
    <tr>
      <th>3</th>
      <td>NY</td>
      <td>879</td>
      <td>117,775.00</td>
      <td>1.92</td>
    </tr>
    <tr>
      <th>4</th>
      <td>VA</td>
      <td>598</td>
      <td>90,899.00</td>
      <td>1.48</td>
    </tr>
    <tr>
      <th>5</th>
      <td>GA</td>
      <td>479</td>
      <td>85,303.76</td>
      <td>1.39</td>
    </tr>
    <tr>
      <th>6</th>
      <td>AZ</td>
      <td>549</td>
      <td>72,048.00</td>
      <td>1.17</td>
    </tr>
    <tr>
      <th>7</th>
      <td>IL</td>
      <td>528</td>
      <td>71,138.00</td>
      <td>1.16</td>
    </tr>
    <tr>
      <th>8</th>
      <td>WA</td>
      <td>477</td>
      <td>62,498.50</td>
      <td>1.02</td>
    </tr>
    <tr>
      <th>9</th>
      <td>OH</td>
      <td>496</td>
      <td>61,998.57</td>
      <td>1.01</td>
    </tr>
  </tbody>
</table>
</div>
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<h3 id="Is-money-from-blue-states-propping-up-Dems-in-red-states?">Is money from blue states propping up Dems in red states?<a class="anchor-link" href="#Is-money-from-blue-states-propping-up-Dems-in-red-states?">&#182;</a></h3><p>Jan. 1, 2017 — Sept. 30, 2018</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">pres_votes</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_csv</span><span class="p">(</span><span class="s1">&#39;data/presvotes.csv&#39;</span><span class="p">)</span>

<span class="n">pres_votes</span><span class="p">[</span><span class="s1">&#39;red&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">pres_votes</span><span class="p">[</span><span class="s1">&#39;clinton&#39;</span><span class="p">]</span> <span class="o">&lt;</span> <span class="n">pres_votes</span><span class="p">[</span><span class="s1">&#39;trump&#39;</span><span class="p">]</span>
<span class="n">pres_votes</span><span class="p">[</span><span class="s1">&#39;blue&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">pres_votes</span><span class="p">[</span><span class="s1">&#39;clinton&#39;</span><span class="p">]</span> <span class="o">&gt;</span> <span class="n">pres_votes</span><span class="p">[</span><span class="s1">&#39;trump&#39;</span><span class="p">]</span>

<span class="c1"># pres_votes</span>
</pre></div>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">pres_votes</span>
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</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>state</th>
      <th>trump</th>
      <th>clinton</th>
      <th>others</th>
      <th>total</th>
      <th>red</th>
      <th>blue</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>AL</td>
      <td>1318255</td>
      <td>729547</td>
      <td>75570</td>
      <td>2123372</td>
      <td>True</td>
      <td>False</td>
    </tr>
    <tr>
      <th>1</th>
      <td>AK</td>
      <td>163387</td>
      <td>116454</td>
      <td>38767</td>
      <td>318608</td>
      <td>True</td>
      <td>False</td>
    </tr>
    <tr>
      <th>2</th>
      <td>AZ</td>
      <td>1252401</td>
      <td>1161167</td>
      <td>159597</td>
      <td>2573165</td>
      <td>True</td>
      <td>False</td>
    </tr>
    <tr>
      <th>3</th>
      <td>AR</td>
      <td>684872</td>
      <td>380494</td>
      <td>65310</td>
      <td>1130676</td>
      <td>True</td>
      <td>False</td>
    </tr>
    <tr>
      <th>4</th>
      <td>CA</td>
      <td>4483814</td>
      <td>8753792</td>
      <td>943998</td>
      <td>14181604</td>
      <td>False</td>
      <td>True</td>
    </tr>
    <tr>
      <th>5</th>
      <td>CO</td>
      <td>1202484</td>
      <td>1338870</td>
      <td>238893</td>
      <td>2780247</td>
      <td>False</td>
      <td>True</td>
    </tr>
    <tr>
      <th>6</th>
      <td>CT</td>
      <td>673215</td>
      <td>897572</td>
      <td>74133</td>
      <td>1644920</td>
      <td>False</td>
      <td>True</td>
    </tr>
    <tr>
      <th>7</th>
      <td>DE</td>
      <td>185127</td>
      <td>235603</td>
      <td>23084</td>
      <td>443814</td>
      <td>False</td>
      <td>True</td>
    </tr>
    <tr>
      <th>8</th>
      <td>DC</td>
      <td>12723</td>
      <td>282830</td>
      <td>15715</td>
      <td>311268</td>
      <td>False</td>
      <td>True</td>
    </tr>
    <tr>
      <th>9</th>
      <td>FL</td>
      <td>4617886</td>
      <td>4504975</td>
      <td>297178</td>
      <td>9420039</td>
      <td>True</td>
      <td>False</td>
    </tr>
    <tr>
      <th>10</th>
      <td>GA</td>
      <td>2089104</td>
      <td>1877963</td>
      <td>147665</td>
      <td>4114732</td>
      <td>True</td>
      <td>False</td>
    </tr>
    <tr>
      <th>11</th>
      <td>HI</td>
      <td>128847</td>
      <td>266891</td>
      <td>33199</td>
      <td>428937</td>
      <td>False</td>
      <td>True</td>
    </tr>
    <tr>
      <th>12</th>
      <td>ID</td>
      <td>409055</td>
      <td>189765</td>
      <td>91435</td>
      <td>690255</td>
      <td>True</td>
      <td>False</td>
    </tr>
    <tr>
      <th>13</th>
      <td>IL</td>
      <td>2146015</td>
      <td>3090729</td>
      <td>299680</td>
      <td>5536424</td>
      <td>False</td>
      <td>True</td>
    </tr>
    <tr>
      <th>14</th>
      <td>IN</td>
      <td>1557286</td>
      <td>1033126</td>
      <td>144546</td>
      <td>2734958</td>
      <td>True</td>
      <td>False</td>
    </tr>
    <tr>
      <th>15</th>
      <td>IA</td>
      <td>800983</td>
      <td>653669</td>
      <td>111379</td>
      <td>1566031</td>
      <td>True</td>
      <td>False</td>
    </tr>
    <tr>
      <th>16</th>
      <td>KS</td>
      <td>671018</td>
      <td>427005</td>
      <td>86379</td>
      <td>1184402</td>
      <td>True</td>
      <td>False</td>
    </tr>
    <tr>
      <th>17</th>
      <td>KY</td>
      <td>1202971</td>
      <td>628854</td>
      <td>92324</td>
      <td>1924149</td>
      <td>True</td>
      <td>False</td>
    </tr>
    <tr>
      <th>18</th>
      <td>LA</td>
      <td>1178638</td>
      <td>780154</td>
      <td>70240</td>
      <td>2029032</td>
      <td>True</td>
      <td>False</td>
    </tr>
    <tr>
      <th>19</th>
      <td>ME</td>
      <td>335593</td>
      <td>357735</td>
      <td>54599</td>
      <td>747927</td>
      <td>False</td>
      <td>True</td>
    </tr>
    <tr>
      <th>20</th>
      <td>MD</td>
      <td>943169</td>
      <td>1677928</td>
      <td>160349</td>
      <td>2781446</td>
      <td>False</td>
      <td>True</td>
    </tr>
    <tr>
      <th>21</th>
      <td>MA</td>
      <td>1090893</td>
      <td>1995196</td>
      <td>238957</td>
      <td>3325046</td>
      <td>False</td>
      <td>True</td>
    </tr>
    <tr>
      <th>22</th>
      <td>MI</td>
      <td>2279543</td>
      <td>2268839</td>
      <td>250902</td>
      <td>4799284</td>
      <td>True</td>
      <td>False</td>
    </tr>
    <tr>
      <th>23</th>
      <td>MN</td>
      <td>1322951</td>
      <td>1367716</td>
      <td>254146</td>
      <td>2944813</td>
      <td>False</td>
      <td>True</td>
    </tr>
    <tr>
      <th>24</th>
      <td>MS</td>
      <td>700714</td>
      <td>485131</td>
      <td>23512</td>
      <td>1209357</td>
      <td>True</td>
      <td>False</td>
    </tr>
    <tr>
      <th>25</th>
      <td>MO</td>
      <td>1594511</td>
      <td>1071068</td>
      <td>143026</td>
      <td>2808605</td>
      <td>True</td>
      <td>False</td>
    </tr>
    <tr>
      <th>26</th>
      <td>MT</td>
      <td>279240</td>
      <td>177709</td>
      <td>40198</td>
      <td>497147</td>
      <td>True</td>
      <td>False</td>
    </tr>
    <tr>
      <th>27</th>
      <td>NE</td>
      <td>495961</td>
      <td>284494</td>
      <td>63772</td>
      <td>844227</td>
      <td>True</td>
      <td>False</td>
    </tr>
    <tr>
      <th>28</th>
      <td>NV</td>
      <td>512058</td>
      <td>539260</td>
      <td>74067</td>
      <td>1125385</td>
      <td>False</td>
      <td>True</td>
    </tr>
    <tr>
      <th>29</th>
      <td>NH</td>
      <td>345790</td>
      <td>348526</td>
      <td>49980</td>
      <td>744296</td>
      <td>False</td>
      <td>True</td>
    </tr>
    <tr>
      <th>30</th>
      <td>NJ</td>
      <td>1601933</td>
      <td>2148278</td>
      <td>123835</td>
      <td>3874046</td>
      <td>False</td>
      <td>True</td>
    </tr>
    <tr>
      <th>31</th>
      <td>NM</td>
      <td>319667</td>
      <td>385234</td>
      <td>93418</td>
      <td>798319</td>
      <td>False</td>
      <td>True</td>
    </tr>
    <tr>
      <th>32</th>
      <td>NY</td>
      <td>2819533</td>
      <td>4556118</td>
      <td>345791</td>
      <td>7721442</td>
      <td>False</td>
      <td>True</td>
    </tr>
    <tr>
      <th>33</th>
      <td>NC</td>
      <td>2362631</td>
      <td>2189316</td>
      <td>189617</td>
      <td>4741564</td>
      <td>True</td>
      <td>False</td>
    </tr>
    <tr>
      <th>34</th>
      <td>ND</td>
      <td>216794</td>
      <td>93758</td>
      <td>33808</td>
      <td>344360</td>
      <td>True</td>
      <td>False</td>
    </tr>
    <tr>
      <th>35</th>
      <td>OH</td>
      <td>2841005</td>
      <td>2394164</td>
      <td>261318</td>
      <td>5496487</td>
      <td>True</td>
      <td>False</td>
    </tr>
    <tr>
      <th>36</th>
      <td>OK</td>
      <td>949136</td>
      <td>420375</td>
      <td>83481</td>
      <td>1452992</td>
      <td>True</td>
      <td>False</td>
    </tr>
    <tr>
      <th>37</th>
      <td>OR</td>
      <td>782403</td>
      <td>1002106</td>
      <td>216827</td>
      <td>2001336</td>
      <td>False</td>
      <td>True</td>
    </tr>
    <tr>
      <th>38</th>
      <td>PA</td>
      <td>2970733</td>
      <td>2926441</td>
      <td>268304</td>
      <td>6165478</td>
      <td>True</td>
      <td>False</td>
    </tr>
    <tr>
      <th>39</th>
      <td>RI</td>
      <td>180543</td>
      <td>252525</td>
      <td>31076</td>
      <td>464144</td>
      <td>False</td>
      <td>True</td>
    </tr>
    <tr>
      <th>40</th>
      <td>SC</td>
      <td>1155389</td>
      <td>855373</td>
      <td>92265</td>
      <td>2103027</td>
      <td>True</td>
      <td>False</td>
    </tr>
    <tr>
      <th>41</th>
      <td>SD</td>
      <td>227721</td>
      <td>117458</td>
      <td>24914</td>
      <td>370093</td>
      <td>True</td>
      <td>False</td>
    </tr>
    <tr>
      <th>42</th>
      <td>TN</td>
      <td>1522925</td>
      <td>870695</td>
      <td>114407</td>
      <td>2508027</td>
      <td>True</td>
      <td>False</td>
    </tr>
    <tr>
      <th>43</th>
      <td>TX</td>
      <td>4685047</td>
      <td>3877868</td>
      <td>406311</td>
      <td>8969226</td>
      <td>True</td>
      <td>False</td>
    </tr>
    <tr>
      <th>44</th>
      <td>UT</td>
      <td>515231</td>
      <td>310676</td>
      <td>305523</td>
      <td>1131430</td>
      <td>True</td>
      <td>False</td>
    </tr>
    <tr>
      <th>45</th>
      <td>VT</td>
      <td>95369</td>
      <td>178573</td>
      <td>41125</td>
      <td>315067</td>
      <td>False</td>
      <td>True</td>
    </tr>
    <tr>
      <th>46</th>
      <td>VA</td>
      <td>1769443</td>
      <td>1981473</td>
      <td>233715</td>
      <td>3984631</td>
      <td>False</td>
      <td>True</td>
    </tr>
    <tr>
      <th>47</th>
      <td>WA</td>
      <td>1221747</td>
      <td>1742718</td>
      <td>352554</td>
      <td>3317019</td>
      <td>False</td>
      <td>True</td>
    </tr>
    <tr>
      <th>48</th>
      <td>WV</td>
      <td>489371</td>
      <td>188794</td>
      <td>36258</td>
      <td>714423</td>
      <td>True</td>
      <td>False</td>
    </tr>
    <tr>
      <th>49</th>
      <td>WI</td>
      <td>1405284</td>
      <td>1382536</td>
      <td>188330</td>
      <td>2976150</td>
      <td>True</td>
      <td>False</td>
    </tr>
    <tr>
      <th>50</th>
      <td>WY</td>
      <td>174419</td>
      <td>55973</td>
      <td>25457</td>
      <td>255849</td>
      <td>True</td>
      <td>False</td>
    </tr>
  </tbody>
</table>
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<h4 id="What's-the-correlation-between-2018-ActBlue-dollars-per-2016-presidential-vote-and-Clinton-margin?">What's the correlation between 2018 ActBlue dollars per 2016 presidential vote and Clinton margin?<a class="anchor-link" href="#What's-the-correlation-between-2018-ActBlue-dollars-per-2016-presidential-vote-and-Clinton-margin?">&#182;</a></h4>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">pres_votes</span><span class="p">[</span><span class="s1">&#39;margin&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="p">(</span><span class="n">pres_votes</span><span class="p">[</span><span class="s1">&#39;clinton&#39;</span><span class="p">]</span><span class="o">/</span><span class="n">pres_votes</span><span class="p">[</span><span class="s1">&#39;total&#39;</span><span class="p">])</span><span class="o">-</span><span class="p">(</span><span class="n">pres_votes</span><span class="p">[</span><span class="s1">&#39;trump&#39;</span><span class="p">]</span><span class="o">/</span><span class="n">pres_votes</span><span class="p">[</span><span class="s1">&#39;total&#39;</span><span class="p">])</span>

<span class="n">pres_votes_indexed</span> <span class="o">=</span> <span class="n">pres_votes</span><span class="o">.</span><span class="n">set_index</span><span class="p">(</span><span class="s1">&#39;state&#39;</span><span class="p">)</span>

<span class="n">votes_vs_contribs</span> <span class="o">=</span> <span class="n">actblue_contributor_states</span><span class="o">.</span><span class="n">merge</span><span class="p">(</span><span class="n">pres_votes_indexed</span><span class="p">,</span> <span class="n">left_index</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">right_index</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">how</span><span class="o">=</span><span class="s1">&#39;inner&#39;</span><span class="p">)</span>

<span class="n">votes_vs_contribs</span><span class="p">[</span><span class="s1">&#39;dollars_per&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">votes_vs_contribs</span><span class="p">[</span><span class="s1">&#39;sum&#39;</span><span class="p">]</span><span class="o">/</span><span class="n">votes_vs_contribs</span><span class="p">[</span><span class="s1">&#39;total&#39;</span><span class="p">]</span>

<span class="n">votes_vs_contribs</span><span class="p">[</span><span class="n">votes_vs_contribs</span><span class="o">.</span><span class="n">index</span> <span class="o">!=</span> <span class="s2">&quot;DC&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">plot</span><span class="o">.</span><span class="n">scatter</span><span class="p">(</span><span class="n">x</span><span class="o">=</span><span class="s1">&#39;margin&#39;</span><span class="p">,</span> <span class="n">y</span><span class="o">=</span><span class="s1">&#39;dollars_per&#39;</span><span class="p">)</span>
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<pre>&lt;matplotlib.axes._subplots.AxesSubplot at 0x112dd0320&gt;</pre>
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e/EiRM4fvy4dOmINOxhhfJBu6e8rqn976kUWznqIbrnf+bMmXZbMowYMQIbNmzweigiul8oPzxR7tbzb93fr2xohr35u015AwOAAWaTqgsqWznqIbr4x8XFIS8vD0899ZTrewcPHkRcXJwkwYi0Li7MiM2Tkt12g1x84Op3/f02eoUG4v9YWEkk0cV/5syZyM7Oxt69e2E2m1FZWQm9Xo+FCxdKmY+IWmnb32+ts3aPL60GIvmILv79+/fHmjVrcPHiRVRVVSEqKgqDBw+GweDx3nBE1E1t5wFMBh3MwYYu++e+tBqI5ONR5TYYDBgyZIhUWYjoITqaMH3YKN6XVgORfDhsJ/Ih3Zkw5fJK6ojovX2IyDdljrYiyWKCNTwQ37eoezUQyYcjfyI/x+WV1BEWf/JJXMFC1DNs+5BP4l7vRD3D4k8+iStYiHqGxZ98Em+SQtQzLP7kk7iChahnOOFLPokrWIh6hiN/IiIN8suRP5cBki/q6P/WYlE6Ffkrvxz5cxkg+SL+35Kc/HLkz2WAvoFnaPc9eB9KK9z36ef/LUnJL4s/N7LyDdxq+D6396EVX/m/5Ye4b/LLtg+XAfoGnqHd1/Z90OvgU/+3bFf5Jr8c+XMZoG/gGdp9bd+HQTEmn7odIz/EfZNfjvzJN/AM7T5ffx94tbVv8suRP/kGnqHd5+vvQ0d3FyP1Y/EnyXDdujb4+oeXVrHtQ5LhRCCRenHkT5LhRKBneKZEcuLInyTDiUDP8EyJ5MSRv0K0cGGM2IlALbwXYvBMieTE4q8QLVzdKnYiUAvvhRi87oHkxLaPQjjK+w7fi/t8fb0/+RZZRv42mw3r169HdXU1dDod0tPT8dRTT8lxaNXiKO87fC/ue3Cm9KAN9u6n38AcWo7XnuilyTYYSUuW4q/X6zF16lQMGDAADQ0NWLp0KX74wx8iPj5ejsOrktovjJGzD6/290JurdtgZbVNyPmiSZNtMJKWLMU/Ojoa0dHRAIDg4GD06dMHlZWVmi7+ar8wRs4+vNrfC7mxDUZykL3nf+fOHVy5cgWDBg2S+9DkARYg5XCJLMlB1tU+drsdK1euxPTp0xESEtLu5/n5+cjPzwcAZGVlwfLtFS4Gg8H1tZr4cy5z6A2UterDm0NNXvlb/fk985b3nwnFu3klqLY3ITrYiGXjE2GJDFY6lhs1vV+tMZd4OkEQBDkO1NzcjBUrViA5ORnPPPOMqN8pK7t/kYvFYoHNZpMyXrf4W67WfX6TIQAQBNhbBK/2/P3tPZMac3lG67msVvHzZbKM/AVBwKZNm9CnTx/RhZ/k1/aOUkkWE3KeTlAukMJ48Rn5M1l6/sXFxTh69CjOnTuHRYsWYdGiRTh9+rQchyYPsM/vjtstkD+TZeSflJSEv/71r3IcinpArvX2vjKi5och+TNe4Usucl1h6isjaq66IX/GvX3IRa719r4youbFZ+TPWPxJdmrczuFGdQPeOnC1XSuKF5+Rv2LxJ9mpcUT93oGSHl3R7CvzGEQPsPiT7NQ4oq62N7k99rQVxW2pyddwwpcIQJQp0O2xp60oX5nHIHqAI38iAG9nDMZb+853uxXV2TwG20GkViz+RACskcE9atN0No/BdhCpFYu/xnAkKo3O5jHYDiK1YvH3MzdrHXjz8H9RWWfvsLhzJCovNS5rJQI44et3co6V4dyt2k6vnuVIVF68Ly+pFUf+fuZhxd2fRqK+0MJS47JWIoAjf7/zsP1oWo9E+0cZ0dQiYNbeS1h84Cpu3XPIGbXHfGWPICI1YvH3M5mjrXg0LrzTNsODkejGnw2E0RCAy1WNPls82cIi6j62fTrgC+2EzsSFGbF5UrKouwb5evH0pxYWkdw48u+AVtoJvr5lMSdTibqPI/8O+PqIWCw1brDmCU6mEnUfi38H1N5O8FZbisWTSLtY/Dsg1YjYW0WbF2oRUU+x+HdAqhGxt4q2VtpSRCQdTvjKyFtF29cnaolIeSz+MvJW0eYqFyLqKbZ9ZOStuYSu2lIP29iNiAhg8ZeVHKtr1DwZzA8mIvVg28fPqHky+GE7jhKRfFj8/YyaJ4PV/MFEpDUs/n7mYRu7KUnNH0xEWsOev5/xZGM3uWWOtuLDE+VuPf8HfHkzPSJfxOJPsunqg0nNE9VE/ohtH1IFzgcQyYvFn1SB8wFE8mLxJ1XgVctE8mLPn1SB20sTyYsjfyIiDWLxJyLSIBZ/IiINYvEnItIgFn8iIg1i8Sci0iCdIAiC0iGIiEhePjHyX7p0qdIROsRcnlNrNubyDHN5Ro25fKL4ExGRd7H4ExFpkP6dd955R+kQYgwYMEDpCB1iLs+pNRtzeYa5PKO2XJzwJSLSILZ9iIg0SJW7et67dw85OTkoLy9Hr169sGDBAoSFhbV73qRJk/DII48AACwWC5YsWaKKXABQX1+PzMxMjBw5EjNmzJA0l9hs5eXlyM7OhtPpREtLCzIyMvDTn/5U8VxXr15Fbm4uGhoaEBAQgAkTJmDUqFGK5wKA3//+97h48SKSkpIkXbHxn//8B9u3b4fT6cS4cePwi1/8wu3nTU1NWLduHS5fvozw8HDMnz8fsbGxkuURm+vChQvYsWMHrl27hvnz5yM1NVXyTGJy7du3D4cPH4Zer0dERARmzZqFXr16KZ7r4MGDOHDgAAICAmAymfCb3/wG8fHxkufqkKBCH330kbBnzx5BEARhz549wkcffdTh86ZMmSJnLNG5BEEQ/vSnPwmrV68Wtm7dqppsTU1NgsPhEARBEBoaGoTZs2cLFRUViue6ceOGUFZWJgiCIFRUVAivvPKKcO/ePcVzCYIgnD17Vjh58qTwwQcfSJalpaVFmDt3rnDr1i2hqalJeOONN4RvvvnG7Tl5eXnC5s2bBUEQhIKCAmHVqlWS5fEk1+3bt4WrV68KH374oXD8+HHJM4nNVVhYKNjtdkEQBOHAgQOqeb/q6upcX588eVJ4//33Jc/VGVW2fU6ePIkxY8YAAMaMGYOTJ08qnOg+sbkuX76Mu3fvIjk5WVXZDAYDAgMDAdwfSTqdTlXkslqt+N73vgcAMJvNiIyMRE1NjeK5AOCxxx5DcHCwpFlKS0sRFxeH3r17w2AwYNSoUe3ynDp1Ck8++SQAIDU1FefOnYMg8XSdmFyxsbHo168fdDqdpFk8zfXoo48iKCgIAJCYmIjKykpV5AoJCXF9bbfbZX3f2lJl2+fu3buIjo4GAERFReHu3bsdPq+pqQlLly6FXq/Hz3/+c6SkpCiey+l0YufOnXjttddQWFgoaR5PswGAzWZDVlYWbt26hSlTpsBsNqsi1wOlpaVobm5G7969VZVLSpWVlYiJiXE9jomJwcWLFzt9jl6vR0hICGpraxEREaFoLiV4muvTTz/FsGHDVJMrLy8P//rXv9Dc3Ixly5ZJnqszihX/5cuXo7q6ut33n3/+ebfHOp2u00/HDRs2wGw24/bt23jvvffwyCOPIC4uTtFcBw8exPDhw93+CbzFG++ZxWJBdnY2Kisr8cc//hGpqamIiopSPBcAVFVV4cMPP8ScOXMQENDzk1Jv5SLfdfToUVy+fBlqWtGekZGBjIwMFBQU4O9//zvmzp2rSA7Fiv9bb73V6c8iIyNRVVWF6OhoVFVVdTq6eTBq7d27N37wgx/g6tWrPS7+Pc1VUlKCoqIiHDx4EHa7Hc3NzTCZTHjxxRd7lMsb2Vozm83o27cvvv766x5P0nkjV319PbKysjB58mQMHjy4R3m8mUsOZrMZFRUVrscVFRXtzsgePCcmJgYtLS2or69HeHi44rmUIDbX2bNnsWfPHrzzzjuudqcacj0watQo5ObmSp6rM6rs+Y8YMQJHjhwBABw5cgQjR45s95x79+6hqakJAFBTU4Pi4mLJZ83F5Jo3bx42btyI9evXY+rUqUhLS/NK4fdGtoqKCjgcDgD337/i4mJYrdLeKF1MrubmZmRnZyMtLU221SJicsll4MCBuHnzJu7cuYPm5mYcO3YMI0aMcHvO448/js8//xwA8OWXX2Lo0KGSn62IyaUEMbmuXLmC3NxcLF68GJGRkarJdfPmTdfXp0+fds11KUGVF3nV1tYiJycHNpvNbRnepUuXcOjQIcycORPFxcXYsmULAgIC4HQ68fTTT2Ps2LGK52rt888/x6VLl2RZ6ikm29mzZ7Fz507odDoIgoCMjAykp6crnuvo0aPYuHGj24f3nDlzkJCQoGguAFi2bBlu3LgBu92O8PBwzJw5U5L+8enTp7Fjxw44nU785Cc/wYQJE7B7924MHDgQI0aMgMPhwLp163DlyhWEhYVh/vz5ks+LiMlVWlqK7Oxs1NXVITAwEFFRUVi1apXiuZYvX47r16+7WppyLAUXk2v79u0oLCyEXq9HWFgYXnrpJfTt21fyXB1RZfEnIiJpqbLtQ0RE0mLxJyLSIBZ/IiINYvEnItIgFn8iIg1i8SeS0NSpU3H79m2lYxC1w6WeREQaxJE/UTfJsSsqkVRUuasnkTfNmTMH48ePx9GjR3H79m2MGjUKkydPxoYNG/D1118jMTHRdYXvqlWrUFRUBIfDgYSEBLz88suuKzDXr18Po9EIm82GCxcuYNGiRejfvz/Wr1+PoqIiWK1WJCcn4/z581i+fDkAYOLEiVi7di3i4uKwfv16BAUFoby8HEVFRYiPj8e8efN6vB8VUXdw5E+acOLECfzud7/DmjVr8NVXX+GDDz7A5MmTsXXrVjidTuzfvx8AMGzYMKxduxZbt25F//79sXbtWrfXKSgowLPPPosdO3YgKSkJ27Ztg8lkwpYtWzBnzhzXfkGdOXbsGJ577jls374dcXFx+Mtf/iLZ30zUFRZ/0oSMjAxERUXBbDYjKSkJgwYNQv/+/WE0GpGSkoIrV64AAMaOHYvg4GAEBgbiueeew7Vr11BfX+96nZEjRyIpKQkBAQEwGAw4ceIEJk6ciKCgIMTHx7tuENOZlJQUDBo0CHq9Hj/60Y9w9epVKf9sok6x7UOa0HpnR6PR2O5xY2MjnE4ndu3ahS+//BI1NTWuXTNrampcd2BqfZ+GmpoatLS0tLuBR1da3zshKCgIdru9Z38YUTex+BN9q6CgAKdOncJbb72FXr16ob6+Hr/+9a/dntN6G+WIiAjo9XpUVFS4tsZuvZ87kZqx7UP0rYaGBhgMBoSFhaGxsRG7du3q8vkBAQFISUnB3/72NzQ2NuLGjRsP7fkTqQWLP9G3xowZg169emHmzJnIzMxEYmLiQ39nxowZqK+vx6uvvop169Zh9OjRstw1iqineJEXkRf9+c9/RnV1tWL3ZSUSiyN/oh64ceMGrl27BkEQUFpais8++wwpKSlKxyJ6KE74EvVAQ0MD1qxZg6qqKkRGRuKZZ55R9H7ARGKx7UNEpEFs+xARaRCLPxGRBrH4ExFpEIs/EZEGsfgTEWkQiz8RkQb9P6ieQhubGQ4GAAAAAElFTkSuQmCC
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<h4 id="What's-the-average-contribution-per-vote-from-red-states?">What's the average contribution per vote from red states?<a class="anchor-link" href="#What's-the-average-contribution-per-vote-from-red-states?">&#182;</a></h4>
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<div class="prompt input_prompt">In&nbsp;[59]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">votes_vs_contribs</span><span class="p">[</span><span class="n">votes_vs_contribs</span><span class="p">[</span><span class="s1">&#39;red&#39;</span><span class="p">]][</span><span class="s1">&#39;sum&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">sum</span><span class="p">()</span><span class="o">/</span><span class="n">votes_vs_contribs</span><span class="p">[</span><span class="n">votes_vs_contribs</span><span class="p">[</span><span class="s1">&#39;red&#39;</span><span class="p">]][</span><span class="s1">&#39;total&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">sum</span><span class="p">()</span>
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<pre>2.386809612065317</pre>
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<h4 id="What's-the-average-contribution-per-vote-from-blue-states?">What's the average contribution per vote from blue states?<a class="anchor-link" href="#What's-the-average-contribution-per-vote-from-blue-states?">&#182;</a></h4>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">votes_vs_contribs</span><span class="p">[</span><span class="n">votes_vs_contribs</span><span class="p">[</span><span class="s1">&#39;blue&#39;</span><span class="p">]][</span><span class="s1">&#39;sum&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">sum</span><span class="p">()</span><span class="o">/</span><span class="n">votes_vs_contribs</span><span class="p">[</span><span class="n">votes_vs_contribs</span><span class="p">[</span><span class="s1">&#39;blue&#39;</span><span class="p">]][</span><span class="s1">&#39;total&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">sum</span><span class="p">()</span>
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<pre>6.350111488017808</pre>
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<h4 id="What's-the-average-where-Clinton-won-by-a-lower-margin-than-20%?">What's the average where Clinton won by a lower margin than 20%?<a class="anchor-link" href="#What's-the-average-where-Clinton-won-by-a-lower-margin-than-20%?">&#182;</a></h4>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">votes_vs_contribs</span><span class="p">[(</span><span class="n">votes_vs_contribs</span><span class="p">[</span><span class="s1">&#39;margin&#39;</span><span class="p">]</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">)</span> <span class="o">&amp;</span> <span class="p">(</span><span class="n">votes_vs_contribs</span><span class="p">[</span><span class="s1">&#39;margin&#39;</span><span class="p">]</span> <span class="o">&lt;</span> <span class="mf">0.2</span><span class="p">)][</span><span class="s1">&#39;sum&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">sum</span><span class="p">()</span><span class="o">/</span><span class="n">votes_vs_contribs</span><span class="p">[(</span><span class="n">votes_vs_contribs</span><span class="p">[</span><span class="s1">&#39;margin&#39;</span><span class="p">]</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">)</span> <span class="o">&amp;</span> <span class="p">(</span><span class="n">votes_vs_contribs</span><span class="p">[</span><span class="s1">&#39;margin&#39;</span><span class="p">]</span> <span class="o">&lt;</span> <span class="mf">0.2</span><span class="p">)][</span><span class="s1">&#39;total&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">sum</span><span class="p">()</span>
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<pre>4.162720275817787</pre>
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<h4 id="What's-the-average-where-Clinton-won-by-a-higher-margin-than-20%?">What's the average where Clinton won by a higher margin than 20%?<a class="anchor-link" href="#What's-the-average-where-Clinton-won-by-a-higher-margin-than-20%?">&#182;</a></h4>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">votes_vs_contribs</span><span class="p">[(</span><span class="n">votes_vs_contribs</span><span class="p">[</span><span class="s1">&#39;margin&#39;</span><span class="p">]</span> <span class="o">&gt;=</span> <span class="mf">0.2</span><span class="p">)][</span><span class="s1">&#39;sum&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">sum</span><span class="p">()</span><span class="o">/</span><span class="n">votes_vs_contribs</span><span class="p">[(</span><span class="n">votes_vs_contribs</span><span class="p">[</span><span class="s1">&#39;margin&#39;</span><span class="p">]</span> <span class="o">&gt;=</span> <span class="mf">0.2</span><span class="p">)][</span><span class="s1">&#39;total&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">sum</span><span class="p">()</span>
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<pre>8.63853885919089</pre>
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<h4 id="Which-states-were-those?">Which states were those?<a class="anchor-link" href="#Which-states-were-those?">&#182;</a></h4>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">votes_vs_contribs</span><span class="p">[(</span><span class="n">votes_vs_contribs</span><span class="p">[</span><span class="s1">&#39;margin&#39;</span><span class="p">]</span> <span class="o">&gt;=</span> <span class="mf">0.2</span><span class="p">)]</span>
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      <th></th>
      <th>sum</th>
      <th>percent</th>
      <th>trump</th>
      <th>clinton</th>
      <th>others</th>
      <th>total</th>
      <th>red</th>
      <th>blue</th>
      <th>margin</th>
      <th>dollars_per</th>
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    <tr>
      <th>CA</th>
      <td>119,525,533.58</td>
      <td>21.20</td>
      <td>4483814</td>
      <td>8753792</td>
      <td>943998</td>
      <td>14181604</td>
      <td>False</td>
      <td>True</td>
      <td>0.30</td>
      <td>8.43</td>
    </tr>
    <tr>
      <th>DC</th>
      <td>15,599,028.00</td>
      <td>2.77</td>
      <td>12723</td>
      <td>282830</td>
      <td>15715</td>
      <td>311268</td>
      <td>False</td>
      <td>True</td>
      <td>0.87</td>
      <td>50.11</td>
    </tr>
    <tr>
      <th>HI</th>
      <td>2,125,665.34</td>
      <td>0.38</td>
      <td>128847</td>
      <td>266891</td>
      <td>33199</td>
      <td>428937</td>
      <td>False</td>
      <td>True</td>
      <td>0.32</td>
      <td>4.96</td>
    </tr>
    <tr>
      <th>MA</th>
      <td>29,502,731.70</td>
      <td>5.23</td>
      <td>1090893</td>
      <td>1995196</td>
      <td>238957</td>
      <td>3325046</td>
      <td>False</td>
      <td>True</td>
      <td>0.27</td>
      <td>8.87</td>
    </tr>
    <tr>
      <th>MD</th>
      <td>15,065,546.04</td>
      <td>2.67</td>
      <td>943169</td>
      <td>1677928</td>
      <td>160349</td>
      <td>2781446</td>
      <td>False</td>
      <td>True</td>
      <td>0.26</td>
      <td>5.42</td>
    </tr>
    <tr>
      <th>NY</th>
      <td>67,761,383.71</td>
      <td>12.02</td>
      <td>2819533</td>
      <td>4556118</td>
      <td>345791</td>
      <td>7721442</td>
      <td>False</td>
      <td>True</td>
      <td>0.22</td>
      <td>8.78</td>
    </tr>
    <tr>
      <th>VT</th>
      <td>1,497,602.25</td>
      <td>0.27</td>
      <td>95369</td>
      <td>178573</td>
      <td>41125</td>
      <td>315067</td>
      <td>False</td>
      <td>True</td>
      <td>0.26</td>
      <td>4.75</td>
    </tr>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># votes_vs_contribs[votes_vs_contribs[&#39;dollars_per&#39;] &gt; 7.5]</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># votes_vs_contribs[votes_vs_contribs[&#39;dollars_per&#39;] &lt;= 1.3]</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># votes_vs_contribs.groupby(votes_vs_contribs[&#39;blue&#39;])[&#39;sum&#39;].sum()</span>
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<h4 id="How-much-did-blue-state-contributor-give-to-red-state-candidates-and-vice-versa?">How much did blue state contributor give to red state candidates and vice versa?<a class="anchor-link" href="#How-much-did-blue-state-contributor-give-to-red-state-candidates-and-vice-versa?">&#182;</a></h4>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">contrib_flow</span> <span class="o">=</span> <span class="n">pres_votes</span><span class="p">[[</span><span class="s1">&#39;state&#39;</span><span class="p">,</span><span class="s1">&#39;blue&#39;</span><span class="p">]]</span><span class="o">.</span><span class="n">merge</span><span class="p">(</span><span class="n">pres_votes</span><span class="p">[[</span><span class="s1">&#39;state&#39;</span><span class="p">,</span><span class="s1">&#39;blue&#39;</span><span class="p">]]</span><span class="o">.</span><span class="n">merge</span><span class="p">(</span><span class="n">actblue_states</span><span class="p">,</span> <span class="n">right_on</span><span class="o">=</span><span class="s1">&#39;contributor_state&#39;</span><span class="p">,</span> <span class="n">left_on</span><span class="o">=</span><span class="s1">&#39;state&#39;</span><span class="p">,</span> <span class="n">how</span><span class="o">=</span><span class="s1">&#39;inner&#39;</span><span class="p">),</span> <span class="n">right_on</span><span class="o">=</span><span class="s1">&#39;recipient_state&#39;</span><span class="p">,</span> <span class="n">left_on</span><span class="o">=</span><span class="s1">&#39;state&#39;</span><span class="p">,</span> <span class="n">how</span><span class="o">=</span><span class="s1">&#39;inner&#39;</span><span class="p">,</span> <span class="n">suffixes</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;_recip&#39;</span><span class="p">,</span><span class="s1">&#39;_contrib&#39;</span><span class="p">])</span>

<span class="n">contrib_flow</span>

<span class="n">pd</span><span class="o">.</span><span class="n">pivot_table</span><span class="p">(</span><span class="n">contrib_flow</span><span class="p">,</span> <span class="n">values</span><span class="o">=</span><span class="s1">&#39;sum&#39;</span><span class="p">,</span> <span class="n">index</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;blue_recip&#39;</span><span class="p">],</span> <span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;blue_contrib&#39;</span><span class="p">],</span> <span class="n">aggfunc</span><span class="o">=</span><span class="n">np</span><span class="o">.</span><span class="n">sum</span><span class="p">)</span>
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      <th>blue_contrib</th>
      <th>False</th>
      <th>True</th>
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      <th>blue_recip</th>
      <th></th>
      <th></th>
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      <th>False</th>
      <td>156,595,882.21</td>
      <td>157,201,060.36</td>
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      <th>True</th>
      <td>27,596,006.96</td>
      <td>220,041,691.35</td>
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<h4 id="How-much-flowed-from-blue-states-to-red-states?">How much flowed from blue states to red states?<a class="anchor-link" href="#How-much-flowed-from-blue-states-to-red-states?">&#182;</a></h4>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">contrib_flow</span><span class="p">[(</span><span class="o">~</span><span class="n">contrib_flow</span><span class="p">[</span><span class="s1">&#39;blue_recip&#39;</span><span class="p">])</span> <span class="o">&amp;</span> <span class="p">(</span><span class="n">contrib_flow</span><span class="p">[</span><span class="s1">&#39;blue_contrib&#39;</span><span class="p">])][</span><span class="s1">&#39;sum&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">sum</span><span class="p">()</span>
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<pre>157201060.36</pre>
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<h4 id="How-much-flowed-from-red-states-to-blue-states?">How much flowed from red states to blue states?<a class="anchor-link" href="#How-much-flowed-from-red-states-to-blue-states?">&#182;</a></h4>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">contrib_flow</span><span class="p">[(</span><span class="n">contrib_flow</span><span class="p">[</span><span class="s1">&#39;blue_recip&#39;</span><span class="p">])</span> <span class="o">&amp;</span> <span class="p">(</span><span class="o">~</span><span class="n">contrib_flow</span><span class="p">[</span><span class="s1">&#39;blue_contrib&#39;</span><span class="p">])][</span><span class="s1">&#39;sum&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">sum</span><span class="p">()</span>
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<pre>27596006.96</pre>
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<h4 id="What's-the-multiple-of-one-to-the-other?">What's the multiple of one to the other?<a class="anchor-link" href="#What's-the-multiple-of-one-to-the-other?">&#182;</a></h4>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">contrib_flow</span><span class="p">[(</span><span class="o">~</span><span class="n">contrib_flow</span><span class="p">[</span><span class="s1">&#39;blue_recip&#39;</span><span class="p">])</span> <span class="o">&amp;</span> <span class="p">(</span><span class="n">contrib_flow</span><span class="p">[</span><span class="s1">&#39;blue_contrib&#39;</span><span class="p">])][</span><span class="s1">&#39;sum&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">sum</span><span class="p">()</span><span class="o">/</span><span class="n">contrib_flow</span><span class="p">[(</span><span class="n">contrib_flow</span><span class="p">[</span><span class="s1">&#39;blue_recip&#39;</span><span class="p">])</span> <span class="o">&amp;</span> <span class="p">(</span><span class="o">~</span><span class="n">contrib_flow</span><span class="p">[</span><span class="s1">&#39;blue_contrib&#39;</span><span class="p">])][</span><span class="s1">&#39;sum&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">sum</span><span class="p">()</span>
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<pre>5.696514738087311</pre>
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<h4 id="Removing-in-state">Removing in-state<a class="anchor-link" href="#Removing-in-state">&#182;</a></h4>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">pd</span><span class="o">.</span><span class="n">pivot_table</span><span class="p">(</span><span class="n">contrib_flow</span><span class="p">[</span><span class="o">~</span><span class="n">contrib_flow</span><span class="p">[</span><span class="s1">&#39;in&#39;</span><span class="p">]],</span> <span class="n">values</span><span class="o">=</span><span class="s1">&#39;sum&#39;</span><span class="p">,</span> <span class="n">index</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;blue_recip&#39;</span><span class="p">],</span> <span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;blue_contrib&#39;</span><span class="p">],</span> <span class="n">aggfunc</span><span class="o">=</span><span class="n">np</span><span class="o">.</span><span class="n">sum</span><span class="p">)</span>
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      <th>blue_contrib</th>
      <th>False</th>
      <th>True</th>
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      <th>blue_recip</th>
      <th></th>
      <th></th>
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      <th>False</th>
      <td>42,465,918.45</td>
      <td>157,201,060.36</td>
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    <tr>
      <th>True</th>
      <td>27,596,006.96</td>
      <td>93,924,559.26</td>
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<h4 id="Recipient-states-not-in-state">Recipient states not in state<a class="anchor-link" href="#Recipient-states-not-in-state">&#182;</a></h4>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">actblue_recipient_out_states</span> <span class="o">=</span> <span class="n">actblue_states</span><span class="p">[</span><span class="o">~</span><span class="n">actblue_states</span><span class="p">[</span><span class="s1">&#39;in&#39;</span><span class="p">]]</span><span class="o">.</span><span class="n">groupby</span><span class="p">(</span><span class="n">actblue_states</span><span class="p">[</span><span class="o">~</span><span class="n">actblue_states</span><span class="p">[</span><span class="s1">&#39;in&#39;</span><span class="p">]][</span><span class="s1">&#39;recipient_state&#39;</span><span class="p">])</span><span class="o">.</span><span class="n">agg</span><span class="p">({</span><span class="s1">&#39;sum&#39;</span><span class="p">:</span> <span class="s1">&#39;sum&#39;</span><span class="p">})</span>

<span class="n">actblue_recipient_out_states</span><span class="p">[</span><span class="s1">&#39;percent&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">actblue_recipient_out_states</span><span class="p">[</span><span class="s1">&#39;sum&#39;</span><span class="p">]</span><span class="o">/</span><span class="n">actblue_recipient_out_states</span><span class="p">[</span><span class="s1">&#39;sum&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">sum</span><span class="p">()</span><span class="o">*</span><span class="mi">100</span>

<span class="n">actblue_recipient_out_states</span><span class="o">.</span><span class="n">sort_values</span><span class="p">(</span><span class="n">by</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;percent&#39;</span><span class="p">],</span> <span class="n">ascending</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
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  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>sum</th>
      <th>percent</th>
    </tr>
    <tr>
      <th>recipient_state</th>
      <th></th>
      <th></th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>TX</th>
      <td>30,611,914.99</td>
      <td>9.47</td>
    </tr>
    <tr>
      <th>GA</th>
      <td>29,408,857.87</td>
      <td>9.09</td>
    </tr>
    <tr>
      <th>AL</th>
      <td>20,526,226.16</td>
      <td>6.35</td>
    </tr>
    <tr>
      <th>CA</th>
      <td>19,337,415.14</td>
      <td>5.98</td>
    </tr>
    <tr>
      <th>NY</th>
      <td>14,166,119.93</td>
      <td>4.38</td>
    </tr>
    <tr>
      <th>PA</th>
      <td>12,623,003.60</td>
      <td>3.90</td>
    </tr>
    <tr>
      <th>MA</th>
      <td>12,556,115.17</td>
      <td>3.88</td>
    </tr>
    <tr>
      <th>OH</th>
      <td>12,531,430.09</td>
      <td>3.87</td>
    </tr>
    <tr>
      <th>FL</th>
      <td>12,141,256.58</td>
      <td>3.75</td>
    </tr>
    <tr>
      <th>WI</th>
      <td>11,812,845.55</td>
      <td>3.65</td>
    </tr>
    <tr>
      <th>NV</th>
      <td>10,393,369.87</td>
      <td>3.21</td>
    </tr>
    <tr>
      <th>MO</th>
      <td>10,220,520.74</td>
      <td>3.16</td>
    </tr>
    <tr>
      <th>MT</th>
      <td>10,091,166.81</td>
      <td>3.12</td>
    </tr>
    <tr>
      <th>VA</th>
      <td>9,763,032.53</td>
      <td>3.02</td>
    </tr>
    <tr>
      <th>AZ</th>
      <td>8,870,446.92</td>
      <td>2.74</td>
    </tr>
    <tr>
      <th>NJ</th>
      <td>8,328,848.83</td>
      <td>2.58</td>
    </tr>
    <tr>
      <th>MN</th>
      <td>8,036,707.50</td>
      <td>2.48</td>
    </tr>
    <tr>
      <th>IL</th>
      <td>7,915,290.30</td>
      <td>2.45</td>
    </tr>
    <tr>
      <th>MI</th>
      <td>7,556,384.57</td>
      <td>2.34</td>
    </tr>
    <tr>
      <th>VT</th>
      <td>7,370,306.42</td>
      <td>2.28</td>
    </tr>
    <tr>
      <th>ND</th>
      <td>5,533,394.95</td>
      <td>1.71</td>
    </tr>
    <tr>
      <th>IA</th>
      <td>4,623,073.18</td>
      <td>1.43</td>
    </tr>
    <tr>
      <th>CT</th>
      <td>4,419,421.02</td>
      <td>1.37</td>
    </tr>
    <tr>
      <th>IN</th>
      <td>4,053,621.95</td>
      <td>1.25</td>
    </tr>
    <tr>
      <th>KY</th>
      <td>3,707,346.57</td>
      <td>1.15</td>
    </tr>
    <tr>
      <th>KS</th>
      <td>3,616,494.27</td>
      <td>1.12</td>
    </tr>
    <tr>
      <th>WV</th>
      <td>3,540,324.30</td>
      <td>1.09</td>
    </tr>
    <tr>
      <th>NM</th>
      <td>3,480,255.23</td>
      <td>1.08</td>
    </tr>
    <tr>
      <th>NH</th>
      <td>3,223,535.24</td>
      <td>1.00</td>
    </tr>
    <tr>
      <th>WA</th>
      <td>2,714,502.06</td>
      <td>0.84</td>
    </tr>
    <tr>
      <th>ME</th>
      <td>2,202,153.52</td>
      <td>0.68</td>
    </tr>
    <tr>
      <th>NC</th>
      <td>2,132,144.87</td>
      <td>0.66</td>
    </tr>
    <tr>
      <th>TN</th>
      <td>1,845,071.70</td>
      <td>0.57</td>
    </tr>
    <tr>
      <th>MD</th>
      <td>1,629,451.17</td>
      <td>0.50</td>
    </tr>
    <tr>
      <th>CO</th>
      <td>1,588,501.12</td>
      <td>0.49</td>
    </tr>
    <tr>
      <th>HI</th>
      <td>1,546,158.85</td>
      <td>0.48</td>
    </tr>
    <tr>
      <th>OR</th>
      <td>1,514,056.05</td>
      <td>0.47</td>
    </tr>
    <tr>
      <th>RI</th>
      <td>1,483,422.40</td>
      <td>0.46</td>
    </tr>
    <tr>
      <th>SC</th>
      <td>1,280,087.86</td>
      <td>0.40</td>
    </tr>
    <tr>
      <th>NE</th>
      <td>1,121,354.43</td>
      <td>0.35</td>
    </tr>
    <tr>
      <th>MS</th>
      <td>969,045.26</td>
      <td>0.30</td>
    </tr>
    <tr>
      <th>DE</th>
      <td>630,833.98</td>
      <td>0.20</td>
    </tr>
    <tr>
      <th>UT</th>
      <td>575,249.84</td>
      <td>0.18</td>
    </tr>
    <tr>
      <th>AR</th>
      <td>538,648.53</td>
      <td>0.17</td>
    </tr>
    <tr>
      <th>US</th>
      <td>451,860.71</td>
      <td>0.14</td>
    </tr>
    <tr>
      <th>WY</th>
      <td>239,306.55</td>
      <td>0.07</td>
    </tr>
    <tr>
      <th>AK</th>
      <td>207,780.18</td>
      <td>0.06</td>
    </tr>
    <tr>
      <th>OK</th>
      <td>135,521.62</td>
      <td>0.04</td>
    </tr>
    <tr>
      <th>LA</th>
      <td>90,627.36</td>
      <td>0.03</td>
    </tr>
    <tr>
      <th>DC</th>
      <td>31,385.47</td>
      <td>0.01</td>
    </tr>
    <tr>
      <th>VI</th>
      <td>22,055.00</td>
      <td>0.01</td>
    </tr>
    <tr>
      <th>SD</th>
      <td>6,230.35</td>
      <td>0.00</td>
    </tr>
    <tr>
      <th>ID</th>
      <td>5,903.80</td>
      <td>0.00</td>
    </tr>
    <tr>
      <th>8M</th>
      <td>1,699.00</td>
      <td>0.00</td>
    </tr>
    <tr>
      <th>MP</th>
      <td>307.40</td>
      <td>0.00</td>
    </tr>
  </tbody>
</table>
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<h3 id="What-about-2014?">What about 2014?<a class="anchor-link" href="#What-about-2014?">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">actblue_states_14</span> <span class="o">=</span> <span class="n">read_or_save</span><span class="p">(</span>
    <span class="s1">&#39;actblue_states_14&#39;</span><span class="p">,</span>
    <span class="k">lambda</span><span class="p">:</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_sql</span><span class="p">(</span><span class="s2">&quot;&quot;&quot;</span>
<span class="s2">    SELECT contributor_state,</span>
<span class="s2">           coalesce(cand_office_st,beneficiary_candidate_state) as recipient_state,</span>
<span class="s2">           count(*),</span>
<span class="s2">           sum(contribution_amount)</span>
<span class="s2">    FROM actblue_contribs</span>
<span class="s2">    WHERE extract(YEAR FROM contribution_date) &gt;= 2013</span>
<span class="s2">    and extract(YEAR FROM contribution_date) &lt;= 2014</span>
<span class="s2">    and coalesce(beneficiary_candidate_office,cand_office) in (&#39;H&#39;,&#39;S&#39;)</span>
<span class="s2">    GROUP BY coalesce(cand_office_st,beneficiary_candidate_state),</span>
<span class="s2">             contributor_state</span>
<span class="s2">    &quot;&quot;&quot;</span><span class="p">,</span> <span class="n">con</span><span class="o">=</span><span class="n">conn</span><span class="p">)</span>
<span class="p">)</span>

<span class="n">actblue_states_14</span><span class="o">.</span><span class="n">sort_values</span><span class="p">(</span><span class="n">by</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;sum&#39;</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">head</span><span class="p">(</span><span class="mi">10</span><span class="p">)</span>
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  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>contributor_state</th>
      <th>recipient_state</th>
      <th>count</th>
      <th>sum</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>255</th>
      <td>CA</td>
      <td>CA</td>
      <td>133376</td>
      <td>6,967,833.42</td>
    </tr>
    <tr>
      <th>325</th>
      <td>CO</td>
      <td>CO</td>
      <td>72559</td>
      <td>4,331,550.76</td>
    </tr>
    <tr>
      <th>2064</th>
      <td>NY</td>
      <td>NY</td>
      <td>65778</td>
      <td>3,749,591.77</td>
    </tr>
    <tr>
      <th>2705</th>
      <td>VA</td>
      <td>VA</td>
      <td>44953</td>
      <td>3,524,258.10</td>
    </tr>
    <tr>
      <th>820</th>
      <td>IL</td>
      <td>IL</td>
      <td>52903</td>
      <td>3,371,706.41</td>
    </tr>
    <tr>
      <th>517</th>
      <td>FL</td>
      <td>FL</td>
      <td>60414</td>
      <td>2,764,482.61</td>
    </tr>
    <tr>
      <th>1125</th>
      <td>MA</td>
      <td>MA</td>
      <td>34224</td>
      <td>2,743,338.51</td>
    </tr>
    <tr>
      <th>1612</th>
      <td>NC</td>
      <td>NC</td>
      <td>42142</td>
      <td>2,175,535.46</td>
    </tr>
    <tr>
      <th>188</th>
      <td>AZ</td>
      <td>AZ</td>
      <td>48553</td>
      <td>2,156,247.86</td>
    </tr>
    <tr>
      <th>1305</th>
      <td>MI</td>
      <td>MI</td>
      <td>31716</td>
      <td>1,799,948.21</td>
    </tr>
  </tbody>
</table>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">actblue_states_14</span><span class="p">[</span><span class="s1">&#39;in&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">actblue_states_14</span><span class="p">[</span><span class="s1">&#39;contributor_state&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="n">actblue_states_14</span><span class="p">[</span><span class="s1">&#39;recipient_state&#39;</span><span class="p">]</span>

<span class="n">contrib_flow_14</span> <span class="o">=</span> <span class="n">pres_votes</span><span class="p">[[</span><span class="s1">&#39;state&#39;</span><span class="p">,</span><span class="s1">&#39;blue&#39;</span><span class="p">]]</span><span class="o">.</span><span class="n">merge</span><span class="p">(</span><span class="n">pres_votes</span><span class="p">[[</span><span class="s1">&#39;state&#39;</span><span class="p">,</span><span class="s1">&#39;blue&#39;</span><span class="p">]]</span><span class="o">.</span><span class="n">merge</span><span class="p">(</span><span class="n">actblue_states_14</span><span class="p">,</span> <span class="n">right_on</span><span class="o">=</span><span class="s1">&#39;contributor_state&#39;</span><span class="p">,</span> <span class="n">left_on</span><span class="o">=</span><span class="s1">&#39;state&#39;</span><span class="p">,</span> <span class="n">how</span><span class="o">=</span><span class="s1">&#39;inner&#39;</span><span class="p">),</span> <span class="n">right_on</span><span class="o">=</span><span class="s1">&#39;recipient_state&#39;</span><span class="p">,</span> <span class="n">left_on</span><span class="o">=</span><span class="s1">&#39;state&#39;</span><span class="p">,</span> <span class="n">how</span><span class="o">=</span><span class="s1">&#39;inner&#39;</span><span class="p">,</span> <span class="n">suffixes</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;_recip&#39;</span><span class="p">,</span><span class="s1">&#39;_contrib&#39;</span><span class="p">])</span>

<span class="n">pd</span><span class="o">.</span><span class="n">pivot_table</span><span class="p">(</span><span class="n">contrib_flow_14</span><span class="p">,</span> <span class="n">values</span><span class="o">=</span><span class="s1">&#39;sum&#39;</span><span class="p">,</span> <span class="n">index</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;blue_recip&#39;</span><span class="p">],</span> <span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;blue_contrib&#39;</span><span class="p">],</span> <span class="n">aggfunc</span><span class="o">=</span><span class="n">np</span><span class="o">.</span><span class="n">sum</span><span class="p">)</span>
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<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th>blue_contrib</th>
      <th>False</th>
      <th>True</th>
    </tr>
    <tr>
      <th>blue_recip</th>
      <th></th>
      <th></th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>False</th>
      <td>27,667,379.98</td>
      <td>21,801,384.27</td>
    </tr>
    <tr>
      <th>True</th>
      <td>7,554,302.28</td>
      <td>56,554,211.23</td>
    </tr>
  </tbody>
</table>
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</div>

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<h4 id="Removing-in-state">Removing in-state<a class="anchor-link" href="#Removing-in-state">&#182;</a></h4>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">pd</span><span class="o">.</span><span class="n">pivot_table</span><span class="p">(</span><span class="n">contrib_flow_14</span><span class="p">[</span><span class="o">~</span><span class="n">contrib_flow_14</span><span class="p">[</span><span class="s1">&#39;in&#39;</span><span class="p">]],</span> <span class="n">values</span><span class="o">=</span><span class="s1">&#39;sum&#39;</span><span class="p">,</span> <span class="n">index</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;blue_recip&#39;</span><span class="p">],</span> <span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;blue_contrib&#39;</span><span class="p">],</span> <span class="n">aggfunc</span><span class="o">=</span><span class="n">np</span><span class="o">.</span><span class="n">sum</span><span class="p">)</span>
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<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th>blue_contrib</th>
      <th>False</th>
      <th>True</th>
    </tr>
    <tr>
      <th>blue_recip</th>
      <th></th>
      <th></th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>False</th>
      <td>7,481,729.62</td>
      <td>21,801,384.27</td>
    </tr>
    <tr>
      <th>True</th>
      <td>7,554,302.28</td>
      <td>23,523,012.88</td>
    </tr>
  </tbody>
</table>
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<h2 id="What-percent-of-Clinton-votes-from-California-and-New-York?">What percent of Clinton votes from California and New York?<a class="anchor-link" href="#What-percent-of-Clinton-votes-from-California-and-New-York?">&#182;</a></h2>
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<h4 id="How-many-from-California-and-New-York?">How many from California and New York?<a class="anchor-link" href="#How-many-from-California-and-New-York?">&#182;</a></h4>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">pres_votes</span><span class="p">[(</span><span class="n">pres_votes</span><span class="p">[</span><span class="s1">&#39;state&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="s1">&#39;CA&#39;</span><span class="p">)</span> <span class="o">|</span> <span class="p">(</span><span class="n">pres_votes</span><span class="p">[</span><span class="s1">&#39;state&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="s1">&#39;NY&#39;</span><span class="p">)]</span>
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<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>state</th>
      <th>trump</th>
      <th>clinton</th>
      <th>others</th>
      <th>total</th>
      <th>red</th>
      <th>blue</th>
      <th>margin</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>4</th>
      <td>CA</td>
      <td>4483814</td>
      <td>8753792</td>
      <td>943998</td>
      <td>14181604</td>
      <td>False</td>
      <td>True</td>
      <td>0.30</td>
    </tr>
    <tr>
      <th>32</th>
      <td>NY</td>
      <td>2819533</td>
      <td>4556118</td>
      <td>345791</td>
      <td>7721442</td>
      <td>False</td>
      <td>True</td>
      <td>0.22</td>
    </tr>
  </tbody>
</table>
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<h4 id="What-was-the-popular-vote-from-all-states?">What was the popular vote from all states?<a class="anchor-link" href="#What-was-the-popular-vote-from-all-states?">&#182;</a></h4>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">pres_votes</span><span class="p">[</span><span class="s1">&#39;clinton&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">sum</span><span class="p">()</span>
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<pre>65853514</pre>
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<h4 id="What-percentage-of-Clinton-votes-were-from-those-two-states?">What percentage of Clinton votes were from those two states?<a class="anchor-link" href="#What-percentage-of-Clinton-votes-were-from-those-two-states?">&#182;</a></h4>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="p">(</span><span class="n">pres_votes</span><span class="p">[</span><span class="n">pres_votes</span><span class="p">[</span><span class="s1">&#39;state&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="s1">&#39;CA&#39;</span><span class="p">][</span><span class="s1">&#39;clinton&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">sum</span><span class="p">()</span><span class="o">+</span><span class="n">pres_votes</span><span class="p">[</span><span class="n">pres_votes</span><span class="p">[</span><span class="s1">&#39;state&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="s1">&#39;NY&#39;</span><span class="p">][</span><span class="s1">&#39;clinton&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">sum</span><span class="p">())</span><span class="o">/</span><span class="n">pres_votes</span><span class="p">[</span><span class="s1">&#39;clinton&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">sum</span><span class="p">()</span><span class="o">*</span><span class="mi">100</span>
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<pre>20.211389175071204</pre>
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<h3 id="What-about-Texas?-Which-cities-gave?">What about Texas? Which cities gave?<a class="anchor-link" href="#What-about-Texas?-Which-cities-gave?">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">actblue_texas_cities</span> <span class="o">=</span> <span class="n">read_or_save</span><span class="p">(</span>
    <span class="s1">&#39;actblue_texas_cities&#39;</span><span class="p">,</span>
    <span class="k">lambda</span><span class="p">:</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_sql</span><span class="p">(</span><span class="s2">&quot;&quot;&quot;</span>
<span class="s2">    SELECT lower(contributor_city),</span>
<span class="s2">           count(*) AS COUNT,</span>
<span class="s2">           sum(contribution_amount) AS SUM</span>
<span class="s2">    FROM actblue_contribs</span>
<span class="s2">    WHERE contributor_state = &#39;TX&#39;</span>
<span class="s2">      AND extract(YEAR</span>
<span class="s2">                  FROM contribution_date) &gt; 2017</span>
<span class="s2">      AND coalesce(beneficiary_candidate_office,cand_office) IN (&#39;H&#39;,&#39;S&#39;)</span>
<span class="s2">    GROUP BY lower(contributor_city)</span>
<span class="s2">    ORDER BY COUNT DESC</span>
<span class="s2">    &quot;&quot;&quot;</span><span class="p">,</span> <span class="n">con</span><span class="o">=</span><span class="n">conn</span><span class="p">)</span>
<span class="p">)</span>

<span class="n">actblue_texas_cities</span><span class="p">[</span><span class="s1">&#39;percent&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">actblue_texas_cities</span><span class="p">[</span><span class="s1">&#39;sum&#39;</span><span class="p">]</span><span class="o">/</span><span class="n">actblue_texas_cities</span><span class="p">[</span><span class="s1">&#39;sum&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">sum</span><span class="p">()</span><span class="o">*</span><span class="mi">100</span>

<span class="n">actblue_texas_cities</span><span class="o">.</span><span class="n">head</span><span class="p">(</span><span class="mi">5</span><span class="p">)</span>
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<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>lower</th>
      <th>count</th>
      <th>sum</th>
      <th>percent</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>austin</td>
      <td>137366</td>
      <td>6,693,561.19</td>
      <td>19.42</td>
    </tr>
    <tr>
      <th>1</th>
      <td>houston</td>
      <td>92609</td>
      <td>6,809,717.84</td>
      <td>19.75</td>
    </tr>
    <tr>
      <th>2</th>
      <td>dallas</td>
      <td>64514</td>
      <td>4,671,169.01</td>
      <td>13.55</td>
    </tr>
    <tr>
      <th>3</th>
      <td>san antonio</td>
      <td>43410</td>
      <td>1,695,909.08</td>
      <td>4.92</td>
    </tr>
    <tr>
      <th>4</th>
      <td>fort worth</td>
      <td>21909</td>
      <td>792,488.26</td>
      <td>2.30</td>
    </tr>
  </tbody>
</table>
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<h4 id="What-percentage-came-from-the-top-three-Texas-cities?">What percentage came from the top three Texas cities?<a class="anchor-link" href="#What-percentage-came-from-the-top-three-Texas-cities?">&#182;</a></h4>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">actblue_texas_cities</span><span class="p">[</span><span class="n">actblue_texas_cities</span><span class="p">[</span><span class="s1">&#39;lower&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">isin</span><span class="p">([</span><span class="s1">&#39;austin&#39;</span><span class="p">,</span><span class="s1">&#39;houston&#39;</span><span class="p">,</span><span class="s1">&#39;dallas&#39;</span><span class="p">])][</span><span class="s1">&#39;percent&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">sum</span><span class="p">()</span>
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<pre>52.72131445051973</pre>
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<h3 id="What-does-this-look-like-for-special-election-candidates-running-in-2018?">What does this look like for special election candidates running in 2018?<a class="anchor-link" href="#What-does-this-look-like-for-special-election-candidates-running-in-2018?">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">specials</span> <span class="o">=</span> <span class="p">[</span><span class="s1">&#39;C00631564&#39;</span><span class="p">,</span>
            <span class="s1">&#39;C00634543&#39;</span><span class="p">,</span>
            <span class="s1">&#39;C00662650&#39;</span><span class="p">,</span>
            <span class="s1">&#39;C00615823&#39;</span><span class="p">,</span>
            <span class="s1">&#39;C00656116&#39;</span><span class="p">,</span>
            <span class="s1">&#39;C00663161&#39;</span><span class="p">,</span>
            <span class="s1">&#39;C00655332&#39;</span><span class="p">,</span>
            <span class="s1">&#39;C00647339&#39;</span><span class="p">,</span>
            <span class="s1">&#39;C00680348&#39;</span><span class="p">,</span>
            <span class="s1">&#39;C00632067&#39;</span><span class="p">,</span>
            <span class="s1">&#39;C00631945&#39;</span><span class="p">,</span>
            <span class="s1">&#39;C00629659&#39;</span><span class="p">,</span>
            <span class="s1">&#39;C00633362&#39;</span><span class="p">,</span>
            <span class="s1">&#39;C00641340&#39;</span><span class="p">,</span>
            <span class="s1">&#39;C00640623&#39;</span><span class="p">,</span>
            <span class="s1">&#39;C00657411&#39;</span><span class="p">,</span>
            <span class="s1">&#39;C00663914&#39;</span><span class="p">,</span>
            <span class="s1">&#39;C00655977&#39;</span><span class="p">,</span>
            <span class="s1">&#39;C00639401&#39;</span><span class="p">,</span>
            <span class="s1">&#39;C00633610&#39;</span><span class="p">,</span>
            <span class="s1">&#39;C00667964&#39;</span><span class="p">,</span>
            <span class="s1">&#39;C00630426&#39;</span><span class="p">,</span>
            <span class="s1">&#39;C00634709&#39;</span><span class="p">,</span>
            <span class="s1">&#39;C00680942&#39;</span><span class="p">,</span>
            <span class="s1">&#39;C00632232&#39;</span><span class="p">,</span>
            <span class="s1">&#39;C00658708&#39;</span><span class="p">,</span>
            <span class="s1">&#39;C00678672&#39;</span><span class="p">,</span>
            <span class="s1">&#39;C00649897&#39;</span><span class="p">,</span>
            <span class="s1">&#39;C00660142&#39;</span><span class="p">,</span>
            <span class="s1">&#39;C00679779&#39;</span><span class="p">,</span>
            <span class="s1">&#39;C00647917&#39;</span><span class="p">,</span>
            <span class="s1">&#39;C00635128&#39;</span><span class="p">]</span>

<span class="n">actblue_specials</span> <span class="o">=</span> <span class="n">actblue_proportion_amount</span><span class="p">[</span><span class="n">actblue_proportion_amount</span><span class="p">[</span><span class="s1">&#39;cand_pcc&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">isin</span><span class="p">(</span><span class="n">specials</span><span class="p">)]</span><span class="o">.</span><span class="n">merge</span><span class="p">(</span><span class="n">actblue_transfers</span><span class="p">,</span> <span class="n">left_on</span><span class="o">=</span><span class="s1">&#39;cand_pcc&#39;</span><span class="p">,</span> <span class="n">right_on</span><span class="o">=</span><span class="s1">&#39;beneficiary_committee_fec_id&#39;</span><span class="p">,</span> <span class="n">how</span><span class="o">=</span><span class="s1">&#39;inner&#39;</span><span class="p">)[[</span><span class="s1">&#39;cand_pcc&#39;</span><span class="p">,</span><span class="s1">&#39;name&#39;</span><span class="p">,</span><span class="s1">&#39;committee_total&#39;</span><span class="p">,</span><span class="s1">&#39;actblue_total&#39;</span><span class="p">]]</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">actblue_specials</span><span class="p">[[</span><span class="s1">&#39;committee_total&#39;</span><span class="p">,</span><span class="s1">&#39;actblue_total&#39;</span><span class="p">]]</span><span class="o">.</span><span class="n">sum</span><span class="p">()</span>
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<pre>committee_total   82,121,621.48
actblue_total     72,978,917.38
dtype: float64</pre>
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<h3 id="Do-the-majority-of-these-donors-give-repeatedly-or-are-they-one-and-done?-How-&#8220;sticky&#8221;-is-this?-What-percentage-of-donors-gave-how-many-times?">Do the majority of these donors give repeatedly or are they one and done? How &#8220;sticky&#8221; is this? What percentage of donors gave how many times?<a class="anchor-link" href="#Do-the-majority-of-these-donors-give-repeatedly-or-are-they-one-and-done?-How-&#8220;sticky&#8221;-is-this?-What-percentage-of-donors-gave-how-many-times?">&#182;</a></h3><p>Jan. 1, 2013 — Sept. 30, 2018</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">actblue_freq</span> <span class="o">=</span> <span class="n">read_or_save</span><span class="p">(</span>
    <span class="s1">&#39;actblue_freq&#39;</span><span class="p">,</span>
    <span class="k">lambda</span><span class="p">:</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_sql</span><span class="p">(</span><span class="s2">&quot;&quot;&quot;</span>
<span class="s2">    SELECT COUNT,</span>
<span class="s2">           count(*) AS count_of_count</span>
<span class="s2">    FROM</span>
<span class="s2">      (SELECT contributor_first_name,</span>
<span class="s2">              contributor_last_name,</span>
<span class="s2">              left(contributor_zip_code,5),</span>
<span class="s2">              count(DISTINCT contribution_date::text || contribution_amount) AS COUNT</span>
<span class="s2">       FROM actblue_contribs</span>
<span class="s2">       WHERE extract(year from contribution_date) &gt;= 2017</span>
<span class="s2">       GROUP BY contributor_first_name,</span>
<span class="s2">                contributor_last_name,</span>
<span class="s2">                left(contributor_zip_code,5)) AS donors</span>
<span class="s2">    GROUP BY COUNT</span>
<span class="s2">    &quot;&quot;&quot;</span><span class="p">,</span> <span class="n">con</span><span class="o">=</span><span class="n">conn</span><span class="p">)</span>
<span class="p">)</span>

<span class="n">actblue_freq</span><span class="p">[</span><span class="s1">&#39;percent&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">actblue_freq</span><span class="p">[</span><span class="s1">&#39;count_of_count&#39;</span><span class="p">]</span><span class="o">/</span><span class="n">actblue_freq</span><span class="p">[</span><span class="s1">&#39;count_of_count&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">sum</span><span class="p">()</span><span class="o">*</span><span class="mi">100</span>

<span class="n">actblue_freq</span><span class="o">.</span><span class="n">sort_values</span><span class="p">(</span><span class="n">by</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;count_of_count&#39;</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">head</span><span class="p">(</span><span class="mi">5</span><span class="p">)</span>
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  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>count</th>
      <th>count_of_count</th>
      <th>percent</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>1007</th>
      <td>1</td>
      <td>1240596</td>
      <td>34.74</td>
    </tr>
    <tr>
      <th>102</th>
      <td>2</td>
      <td>738666</td>
      <td>20.69</td>
    </tr>
    <tr>
      <th>213</th>
      <td>3</td>
      <td>276326</td>
      <td>7.74</td>
    </tr>
    <tr>
      <th>632</th>
      <td>4</td>
      <td>225961</td>
      <td>6.33</td>
    </tr>
    <tr>
      <th>356</th>
      <td>5</td>
      <td>127387</td>
      <td>3.57</td>
    </tr>
  </tbody>
</table>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">actblue_freq</span><span class="o">.</span><span class="n">to_csv</span><span class="p">(</span><span class="s1">&#39;data/actblue_freq.csv&#39;</span><span class="p">)</span>
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<p>Spreadsheet: <a href="data/actblue_freq.csv">actblue_freq.csv</a></p>

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<h3 id="ActBlue-addicts:-Do-certain-donors-give-a-lot-through-ActBlue?">ActBlue addicts: Do certain donors give a lot through ActBlue?<a class="anchor-link" href="#ActBlue-addicts:-Do-certain-donors-give-a-lot-through-ActBlue?">&#182;</a></h3><p>Jan. 1, 2017 — Sept. 30, 2018</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">actblue_addicts</span> <span class="o">=</span> <span class="n">read_or_save</span><span class="p">(</span>
    <span class="s1">&#39;actblue_addicts&#39;</span><span class="p">,</span>
    <span class="k">lambda</span><span class="p">:</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_sql</span><span class="p">(</span><span class="s2">&quot;&quot;&quot;</span>
<span class="s2">    SELECT contributor_first_name,</span>
<span class="s2">           contributor_last_name,</span>
<span class="s2">           array_agg(DISTINCT contributor_occupation),</span>
<span class="s2">           array_agg(DISTINCT contributor_employer),</span>
<span class="s2">           array_agg(DISTINCT contributor_street_1),</span>
<span class="s2">           array_agg(DISTINCT contributor_city),</span>
<span class="s2">           contributor_state,</span>
<span class="s2">           left(contributor_zip_code,5) AS contributor_zip_code,</span>
<span class="s2">           count(DISTINCT contribution_date::text || contribution_amount) AS COUNT,</span>
<span class="s2">           sum(contribution_amount) AS total,</span>
<span class="s2">           sum(contribution_amount)/count(DISTINCT contribution_date::text || contribution_amount) AS avg_per</span>
<span class="s2">    FROM actblue_contribs</span>
<span class="s2">    WHERE extract(YEAR</span>
<span class="s2">                  FROM contribution_date) &gt; 2016</span>
<span class="s2">    GROUP BY contributor_first_name,</span>
<span class="s2">             contributor_last_name,</span>
<span class="s2">             contributor_state,</span>
<span class="s2">             left(contributor_zip_code,5)</span>
<span class="s2">    ORDER BY COUNT DESC</span>
<span class="s2">    LIMIT 100</span>
<span class="s2">    &quot;&quot;&quot;</span><span class="p">,</span> <span class="n">con</span><span class="o">=</span><span class="n">conn</span><span class="p">)</span>
<span class="p">)</span>
<span class="n">actblue_addicts</span>
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<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>contributor_first_name</th>
      <th>contributor_last_name</th>
      <th>array_agg</th>
      <th>array_agg</th>
      <th>array_agg</th>
      <th>array_agg</th>
      <th>contributor_state</th>
      <th>contributor_zip_code</th>
      <th>count</th>
      <th>total</th>
      <th>avg_per</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>SIBYLLE</td>
      <td>BARLOW</td>
      <td>[RETIRED]</td>
      <td>[RETIRED]</td>
      <td>[241 HOLDEN WOOD ROAD]</td>
      <td>[CONCORD]</td>
      <td>MA</td>
      <td>01742</td>
      <td>4877</td>
      <td>67,973.95</td>
      <td>13.94</td>
    </tr>
    <tr>
      <th>1</th>
      <td>VICKI</td>
      <td>FARRAR</td>
      <td>[NOT EMPLOYED]</td>
      <td>[NOT EMPLOYED]</td>
      <td>[P O BOX 140375]</td>
      <td>[GARDEN CITY]</td>
      <td>ID</td>
      <td>83714</td>
      <td>4154</td>
      <td>37,014.92</td>
      <td>8.91</td>
    </tr>
    <tr>
      <th>2</th>
      <td>MONIQUE</td>
      <td>WEIL</td>
      <td>[RETIRED]</td>
      <td>[NONE]</td>
      <td>[6022 MERRIEWOOD DR]</td>
      <td>[OAKLAND]</td>
      <td>CA</td>
      <td>94611</td>
      <td>3844</td>
      <td>55,854.87</td>
      <td>14.53</td>
    </tr>
    <tr>
      <th>3</th>
      <td>ROXANNE</td>
      <td>WARREN</td>
      <td>[ARCHITECT, ARCHITECTS]</td>
      <td>[SELF]</td>
      <td>[523 WEST 112TH STREET 72]</td>
      <td>[NEW YORK]</td>
      <td>NY</td>
      <td>10025</td>
      <td>3394</td>
      <td>96,462.68</td>
      <td>28.42</td>
    </tr>
    <tr>
      <th>4</th>
      <td>JAN</td>
      <td>GARRETT</td>
      <td>[NONE, NOT EMPLOYED]</td>
      <td>[NONE, NOT EMPLOYED]</td>
      <td>[2108 MCCUBBIN DR, 218 MCCUBBIN DR]</td>
      <td>[BOWLING GREEN]</td>
      <td>KY</td>
      <td>42104</td>
      <td>3191</td>
      <td>20,348.06</td>
      <td>6.38</td>
    </tr>
    <tr>
      <th>5</th>
      <td>CAROLINE</td>
      <td>MERRIAM</td>
      <td>[FOUNDATION PRESIDENT]</td>
      <td>[RAMSAY MERRIAM FUND]</td>
      <td>[1316 30TH STREET NW]</td>
      <td>[WASHINGTON]</td>
      <td>DC</td>
      <td>20007</td>
      <td>3004</td>
      <td>125,572.80</td>
      <td>41.80</td>
    </tr>
    <tr>
      <th>6</th>
      <td>RICHARD</td>
      <td>GOLDSTEIN</td>
      <td>[NOT EMPLOYED, RETIRED]</td>
      <td>[NOT EMPLOYED, RETIRED]</td>
      <td>[375 SAGAPONACK RD, L O BOX752, P O 752, POB0X...</td>
      <td>[SAFAPONACK, SAGAPONACK]</td>
      <td>NY</td>
      <td>11962</td>
      <td>2861</td>
      <td>146,650.73</td>
      <td>51.26</td>
    </tr>
    <tr>
      <th>7</th>
      <td>VIRGINIA</td>
      <td>SMITH</td>
      <td>[NONE, NOT EMPLOYED, RETIRED]</td>
      <td>[NONE, NOT EMPLOYED, RETIRED]</td>
      <td>[130 BULMER DRIVE, 130BULMER DRIVE, 130 NULMER...</td>
      <td>[STRATFORD]</td>
      <td>CT</td>
      <td>06614</td>
      <td>2845</td>
      <td>85,852.79</td>
      <td>30.18</td>
    </tr>
    <tr>
      <th>8</th>
      <td>THOMAS</td>
      <td>RE'</td>
      <td>[ENTREPRENEUR]</td>
      <td>[SELF]</td>
      <td>[661 BLANDFORD ROAD]</td>
      <td>[GRANVILLE]</td>
      <td>MA</td>
      <td>01034</td>
      <td>2817</td>
      <td>29,391.08</td>
      <td>10.43</td>
    </tr>
    <tr>
      <th>9</th>
      <td>GARLAND</td>
      <td>RIGGS</td>
      <td>[NONE, NOT EMPLOYED]</td>
      <td>[NONE, NOT EMPLOYED]</td>
      <td>[8603 NIGHTINGALE DR ]</td>
      <td>[LANHAM]</td>
      <td>MD</td>
      <td>20706</td>
      <td>2668</td>
      <td>22,681.83</td>
      <td>8.50</td>
    </tr>
    <tr>
      <th>10</th>
      <td>BRENDA</td>
      <td>TROUP</td>
      <td>[NONE]</td>
      <td>[NONE]</td>
      <td>[21 MEADOW ROAD]</td>
      <td>[BOLTON]</td>
      <td>MA</td>
      <td>01740</td>
      <td>2657</td>
      <td>23,249.87</td>
      <td>8.75</td>
    </tr>
    <tr>
      <th>11</th>
      <td>TOM</td>
      <td>BROWNSCOMBE</td>
      <td>[NOT EMPLOYED]</td>
      <td>[NOT EMPLOYED]</td>
      <td>[3019 TANGEY, 3019 TANGLEY, 3019 TANGLEY ROAD]</td>
      <td>[HOUSTON]</td>
      <td>TX</td>
      <td>77005</td>
      <td>2614</td>
      <td>47,833.06</td>
      <td>18.30</td>
    </tr>
    <tr>
      <th>12</th>
      <td>JUDITH</td>
      <td>HUNT</td>
      <td>[NONE, NOT EMPLOYED]</td>
      <td>[NONE, NOT EMPLOYED]</td>
      <td>[513 YELLOWSTONE CT, 513 YELLOWSTONE CT ]</td>
      <td>[PETALUMA]</td>
      <td>CA</td>
      <td>94954</td>
      <td>2570</td>
      <td>38,378.62</td>
      <td>14.93</td>
    </tr>
    <tr>
      <th>13</th>
      <td>WILLIAM</td>
      <td>CHEEK</td>
      <td>[RETIRED PROFESSOR]</td>
      <td>[NONE]</td>
      <td>[6209 ESTELLE ST]</td>
      <td>[SAN DIEGO]</td>
      <td>CA</td>
      <td>92115</td>
      <td>2568</td>
      <td>88,468.61</td>
      <td>34.45</td>
    </tr>
    <tr>
      <th>14</th>
      <td>EDITH</td>
      <td>ALLEN</td>
      <td>[ECONOMIST (RETIRED)]</td>
      <td>[NONE]</td>
      <td>[83 LINCOLN AVENUE 2]</td>
      <td>[ALBANY]</td>
      <td>NY</td>
      <td>12206</td>
      <td>2540</td>
      <td>18,474.99</td>
      <td>7.27</td>
    </tr>
    <tr>
      <th>15</th>
      <td>WENDY</td>
      <td>TSIEN</td>
      <td>[NONE]</td>
      <td>[NONE]</td>
      <td>[85200 RIDGETOP DRIVE]</td>
      <td>[EUGENE]</td>
      <td>OR</td>
      <td>97405</td>
      <td>2395</td>
      <td>57,838.56</td>
      <td>24.15</td>
    </tr>
    <tr>
      <th>16</th>
      <td>ELIZABETH M.</td>
      <td>POSTELL</td>
      <td>[NONE]</td>
      <td>[NONE]</td>
      <td>[425 DAVIS ST UNIT 909]</td>
      <td>[EVANSTON]</td>
      <td>IL</td>
      <td>60201</td>
      <td>2296</td>
      <td>61,851.50</td>
      <td>26.94</td>
    </tr>
    <tr>
      <th>17</th>
      <td>CLAUDIA</td>
      <td>PALMER</td>
      <td>[NONE, NOT EMPLOYED]</td>
      <td>[NONE, NOT EMPLOYED]</td>
      <td>[15 GORHAM ROAD]</td>
      <td>[SCARSDALE]</td>
      <td>NY</td>
      <td>10583</td>
      <td>2237</td>
      <td>34,337.22</td>
      <td>15.35</td>
    </tr>
    <tr>
      <th>18</th>
      <td>CHARLES</td>
      <td>FAVREAU</td>
      <td>[NONE, NOT EMPLOYED]</td>
      <td>[NONE, NOT EMPLOYED]</td>
      <td>[20 CONTINENTAL AVE, 20 CONTINENTAL AVENUE]</td>
      <td>[FOREST HILLS, QUEENS]</td>
      <td>NY</td>
      <td>11375</td>
      <td>2228</td>
      <td>24,705.00</td>
      <td>11.09</td>
    </tr>
    <tr>
      <th>19</th>
      <td>CLAUDIA</td>
      <td>BUDGE</td>
      <td>[NOT EMPLOYED]</td>
      <td>[NONE]</td>
      <td>[2 LYFORD DRIVE 6]</td>
      <td>[TIBURON]</td>
      <td>CA</td>
      <td>94920</td>
      <td>2224</td>
      <td>17,082.78</td>
      <td>7.68</td>
    </tr>
    <tr>
      <th>20</th>
      <td>PATRICIA</td>
      <td>WALKER</td>
      <td>[NONE, NOT EMPLOYED]</td>
      <td>[NONE, NOT EMPLOYED]</td>
      <td>[3868 POTOMAC AV ]</td>
      <td>[DALLAS]</td>
      <td>TX</td>
      <td>75205</td>
      <td>2218</td>
      <td>322,887.47</td>
      <td>145.58</td>
    </tr>
    <tr>
      <th>21</th>
      <td>ROBERT</td>
      <td>ECKEL</td>
      <td>[NONE, NOT EMPLOYED]</td>
      <td>[NONE, NOT EMPLOYED]</td>
      <td>[331 L DOLINGTON RD APT R2, 331LOWERDOLINGT N ...</td>
      <td>[NEWTOWN]</td>
      <td>PA</td>
      <td>18940</td>
      <td>2212</td>
      <td>19,833.66</td>
      <td>8.97</td>
    </tr>
    <tr>
      <th>22</th>
      <td>PIERRE</td>
      <td>PIPER</td>
      <td>[NOT EMPLOYED]</td>
      <td>[NOT EMPLOYED]</td>
      <td>[8792 BRUNELL WAY]</td>
      <td>[INVER GROVE HEIGHT]</td>
      <td>MN</td>
      <td>55076</td>
      <td>2163</td>
      <td>31,057.99</td>
      <td>14.36</td>
    </tr>
    <tr>
      <th>23</th>
      <td>SONIA</td>
      <td>IMMASCHE</td>
      <td>[NONE, NOT EMPLOYED, RETIRED]</td>
      <td>[NONE, NOT EMPLOYED, RETIRED]</td>
      <td>[730 COTTONWOOD DRIVE]</td>
      <td>[FORT COLLINS]</td>
      <td>CO</td>
      <td>80524</td>
      <td>2120</td>
      <td>16,423.02</td>
      <td>7.75</td>
    </tr>
    <tr>
      <th>24</th>
      <td>CHARLES Y</td>
      <td>WRIGLEY</td>
      <td>[CEO, PRESIDENT]</td>
      <td>[LUMITEK INTERNATIONAL, INC.]</td>
      <td>[2732 HILLSIDE COURT]</td>
      <td>[IJAMSVILLE]</td>
      <td>MD</td>
      <td>21754</td>
      <td>2103</td>
      <td>16,559.56</td>
      <td>7.87</td>
    </tr>
    <tr>
      <th>25</th>
      <td>SAMUEL</td>
      <td>BRADLEY</td>
      <td>[NONE]</td>
      <td>[NONE]</td>
      <td>[4824 27TH PLL N]</td>
      <td>[ARLINGTON]</td>
      <td>VA</td>
      <td>22207</td>
      <td>2075</td>
      <td>27,972.25</td>
      <td>13.48</td>
    </tr>
    <tr>
      <th>26</th>
      <td>CATHERINE</td>
      <td>BOYAN</td>
      <td>[NOT EMPLOYED]</td>
      <td>[NONE, NOT EMPLOYED]</td>
      <td>[4 S COVE RD]</td>
      <td>[BURLINGTON]</td>
      <td>VT</td>
      <td>05401</td>
      <td>2065</td>
      <td>56,162.46</td>
      <td>27.20</td>
    </tr>
    <tr>
      <th>27</th>
      <td>LINDA</td>
      <td>KOHN</td>
      <td>[NURSE PRACTITIONER]</td>
      <td>[WHITFORD FAMILY MEDICINE]</td>
      <td>[PO BOX 655, POBOX 655]</td>
      <td>[DEVAULT]</td>
      <td>PA</td>
      <td>19432</td>
      <td>1977</td>
      <td>13,463.43</td>
      <td>6.81</td>
    </tr>
    <tr>
      <th>28</th>
      <td>LUCY</td>
      <td>HARMON</td>
      <td>[NOT EMPLOYED]</td>
      <td>[SELF]</td>
      <td>[13621SHANNON ST]</td>
      <td>[LINDALE]</td>
      <td>TX</td>
      <td>75771</td>
      <td>1974</td>
      <td>65,058.73</td>
      <td>32.96</td>
    </tr>
    <tr>
      <th>29</th>
      <td>DENNIS</td>
      <td>MCPHERSON</td>
      <td>[NONE, NOT EMPLOYED]</td>
      <td>[NONE, NOT EMPLOYED]</td>
      <td>[128 NW WHITMAN DRIVE]</td>
      <td>[LEES SUMMIT]</td>
      <td>MO</td>
      <td>64081</td>
      <td>1967</td>
      <td>13,392.20</td>
      <td>6.81</td>
    </tr>
    <tr>
      <th>...</th>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
    </tr>
    <tr>
      <th>70</th>
      <td>ELLEN</td>
      <td>TAYLOR</td>
      <td>[RETIRED]</td>
      <td>[NONE]</td>
      <td>[5381 ASPENWOOD COURT, 5381ASPENWOOD CT]</td>
      <td>[CONCORD]</td>
      <td>CA</td>
      <td>94521</td>
      <td>1550</td>
      <td>9,451.86</td>
      <td>6.10</td>
    </tr>
    <tr>
      <th>71</th>
      <td>BEN</td>
      <td>RUBINROI</td>
      <td>[ACCOUNTAINT]</td>
      <td>[SELF]</td>
      <td>[739 DUMONT PL]</td>
      <td>[VALLEY]</td>
      <td>NY</td>
      <td>11581</td>
      <td>1530</td>
      <td>1,606.78</td>
      <td>1.05</td>
    </tr>
    <tr>
      <th>72</th>
      <td>BEVERLY</td>
      <td>MULLINEAUX</td>
      <td>[NOT EMPLOYED]</td>
      <td>[NOT EMPLOYED]</td>
      <td>[602 N 116TH ST NONE]</td>
      <td>[WAUWATOSA]</td>
      <td>WI</td>
      <td>53226</td>
      <td>1524</td>
      <td>29,296.53</td>
      <td>19.22</td>
    </tr>
    <tr>
      <th>73</th>
      <td>SARAH</td>
      <td>WEATHERSBY</td>
      <td>[NONE, NOT EMPLOYED]</td>
      <td>[NONE, NOT EMPLOYED]</td>
      <td>[700 QUIET WALK CIRCLE, PO BOX 548]</td>
      <td>[ROLESVILLE]</td>
      <td>NC</td>
      <td>27571</td>
      <td>1521</td>
      <td>19,286.11</td>
      <td>12.68</td>
    </tr>
    <tr>
      <th>74</th>
      <td>ROBERTA</td>
      <td>CAMP</td>
      <td>[NOT EMPLOYED]</td>
      <td>[NOT EMPLOYED]</td>
      <td>[713 SOUTH WARNOCK STREET, 713 S WARNOCK ST ]</td>
      <td>[PHILADELPHIA]</td>
      <td>PA</td>
      <td>19147</td>
      <td>1519</td>
      <td>8,584.61</td>
      <td>5.65</td>
    </tr>
    <tr>
      <th>75</th>
      <td>JOHN</td>
      <td>COMELLA</td>
      <td>[NONE]</td>
      <td>[NONE]</td>
      <td>[1900 J F KENNEDY BLVD SUITE 1624]</td>
      <td>[PHILADELPHIA]</td>
      <td>PA</td>
      <td>19103</td>
      <td>1512</td>
      <td>35,048.60</td>
      <td>23.18</td>
    </tr>
    <tr>
      <th>76</th>
      <td>KARL</td>
      <td>ANDERSON</td>
      <td>[NOT EMPLOYED]</td>
      <td>[NOT EMPLOYED]</td>
      <td>[6733 N ASHLAND]</td>
      <td>[CHICAGO]</td>
      <td>IL</td>
      <td>60626</td>
      <td>1498</td>
      <td>26,026.75</td>
      <td>17.37</td>
    </tr>
    <tr>
      <th>77</th>
      <td>DAVID</td>
      <td>COLES</td>
      <td>[PROFESSOR OF HISTORY AND THEOLOGY]</td>
      <td>[CONCORDIA THEOLOGICAL SEMINARY]</td>
      <td>[5414-C RIVER RUN TRAIL]</td>
      <td>[FORT WAYNE]</td>
      <td>IN</td>
      <td>46825</td>
      <td>1497</td>
      <td>130,395.10</td>
      <td>87.10</td>
    </tr>
    <tr>
      <th>78</th>
      <td>JANE</td>
      <td>WHEELER</td>
      <td>[NOT EMPLOYED, RETIRED]</td>
      <td>[NOT EMPLOYED]</td>
      <td>[15 HAMILTON ROAD]</td>
      <td>[HOPEWELL JUNCTION]</td>
      <td>NY</td>
      <td>12533</td>
      <td>1493</td>
      <td>24,920.45</td>
      <td>16.69</td>
    </tr>
    <tr>
      <th>79</th>
      <td>JONATHAN</td>
      <td>WEINSTOCK</td>
      <td>[PROGRAM MANAGER]</td>
      <td>[EDGEWOOD]</td>
      <td>[1846B PAGE ST]</td>
      <td>[SAN FRANCISCO]</td>
      <td>CA</td>
      <td>94117</td>
      <td>1493</td>
      <td>13,580.55</td>
      <td>9.10</td>
    </tr>
    <tr>
      <th>80</th>
      <td>MICHAEL</td>
      <td>AARSVOLD</td>
      <td>[ARTIST]</td>
      <td>[ELECTRONIC ARTS]</td>
      <td>[4550 W 153RD PLACE]</td>
      <td>[LAWNDALE]</td>
      <td>CA</td>
      <td>90260</td>
      <td>1484</td>
      <td>5,548.11</td>
      <td>3.74</td>
    </tr>
    <tr>
      <th>81</th>
      <td>LARRY</td>
      <td>AUERBACH</td>
      <td>[PROFESSOR]</td>
      <td>[UNIVERSITY SOUTHERN CALIFORNIA, UNIV SOUTHERN...</td>
      <td>[1040 COVE WAY]</td>
      <td>[BEVERLY HILLS]</td>
      <td>CA</td>
      <td>90210</td>
      <td>1478</td>
      <td>19,541.78</td>
      <td>13.22</td>
    </tr>
    <tr>
      <th>82</th>
      <td>JOYCE</td>
      <td>THIBODEAUX</td>
      <td>[NOT EMPLOYED]</td>
      <td>[NONE]</td>
      <td>[113 OAKDALE LOOP]</td>
      <td>[HOUMA]</td>
      <td>LA</td>
      <td>70360</td>
      <td>1478</td>
      <td>91,449.25</td>
      <td>61.87</td>
    </tr>
    <tr>
      <th>83</th>
      <td>JOYCE</td>
      <td>ABRAMS</td>
      <td>[RANCHER/WRITER]</td>
      <td>[SELF]</td>
      <td>[5489 TAKILMA ROAD CAVE JUNCTION]</td>
      <td>[CAVE JUNCTION]</td>
      <td>OR</td>
      <td>97523</td>
      <td>1473</td>
      <td>17,767.18</td>
      <td>12.06</td>
    </tr>
    <tr>
      <th>84</th>
      <td>ROTRAUD</td>
      <td>COFFEY</td>
      <td>[NOT EMPLOYED]</td>
      <td>[NONE, NOT EMPLOYED]</td>
      <td>[3304 OAKELLAR AVE, 3304 W OAKELLAR AVE]</td>
      <td>[TAMPA]</td>
      <td>FL</td>
      <td>33611</td>
      <td>1469</td>
      <td>6,202.65</td>
      <td>4.22</td>
    </tr>
    <tr>
      <th>85</th>
      <td>EILEEN</td>
      <td>LAWRENCE</td>
      <td>[NOT EMPLOYED, RETIRED]</td>
      <td>[NOT EMPLOYED, RETIRED]</td>
      <td>[44-30 DOUGLASTON PKWY, 4430 DOUGLASTON PKWY]</td>
      <td>[LITTLE NECK]</td>
      <td>NY</td>
      <td>11363</td>
      <td>1454</td>
      <td>21,409.36</td>
      <td>14.72</td>
    </tr>
    <tr>
      <th>86</th>
      <td>MIRIAM</td>
      <td>CASTELLANOS</td>
      <td>[RDA]</td>
      <td>[GROSSMAN AND MCKAY DENTAL]</td>
      <td>[2875 GRACELAND WAY]</td>
      <td>[GLENDALE]</td>
      <td>CA</td>
      <td>91206</td>
      <td>1444</td>
      <td>9,354.60</td>
      <td>6.48</td>
    </tr>
    <tr>
      <th>87</th>
      <td>CHRISTINA</td>
      <td>EINSTEIN</td>
      <td>[NOT EMPLOYED, RETIRED]</td>
      <td>[NONE, NOT EMPLOYED]</td>
      <td>[3401 CHRIS LANE]</td>
      <td>[SAN MATEO]</td>
      <td>CA</td>
      <td>94403</td>
      <td>1440</td>
      <td>18,057.56</td>
      <td>12.54</td>
    </tr>
    <tr>
      <th>88</th>
      <td>HERMAN</td>
      <td>WHITERABBIT</td>
      <td>[FINISHER]</td>
      <td>[BOB'S COPY SHOP]</td>
      <td>[481 MARIGOLD DRIVE]</td>
      <td>[MADISON]</td>
      <td>WI</td>
      <td>53713</td>
      <td>1437</td>
      <td>4,540.05</td>
      <td>3.16</td>
    </tr>
    <tr>
      <th>89</th>
      <td>PATRICIA</td>
      <td>GOUGHAN</td>
      <td>[NOT EMPLOYED]</td>
      <td>[NOT EMPLOYED]</td>
      <td>[951 14TH STREET]</td>
      <td>[PACIFIC GROVE]</td>
      <td>CA</td>
      <td>93950</td>
      <td>1433</td>
      <td>57,988.47</td>
      <td>40.47</td>
    </tr>
    <tr>
      <th>90</th>
      <td>SUZIE</td>
      <td>RHEA HAUGHN</td>
      <td>[NONE, RETIRED]</td>
      <td>[NONE, RETIRED]</td>
      <td>[1725PO, 1725 SUN CITY AZ 85372, PO 1725]</td>
      <td>[SUN CITY]</td>
      <td>AZ</td>
      <td>85372</td>
      <td>1422</td>
      <td>13,194.66</td>
      <td>9.28</td>
    </tr>
    <tr>
      <th>91</th>
      <td>CHARLES W</td>
      <td>BAUMANN</td>
      <td>[NOT EMPLOYED]</td>
      <td>[NONE]</td>
      <td>[949 S BATAVIA AVE]</td>
      <td>[GENEVA]</td>
      <td>IL</td>
      <td>60134</td>
      <td>1410</td>
      <td>10,657.70</td>
      <td>7.56</td>
    </tr>
    <tr>
      <th>92</th>
      <td>JANET</td>
      <td>BULLOCK</td>
      <td>[CEO, PRESIDENT]</td>
      <td>[INNOVATIVE LEARNING CONCEPTS, INNOVATIVE LEAR...</td>
      <td>[9 ALTA VISTA ROAD, 9ALTA VISTA ROAD]</td>
      <td>[COLORADO SPRINGS]</td>
      <td>CO</td>
      <td>80906</td>
      <td>1409</td>
      <td>81,360.44</td>
      <td>57.74</td>
    </tr>
    <tr>
      <th>93</th>
      <td>LEE JAMES</td>
      <td>SHARP</td>
      <td>[RETIRED]</td>
      <td>[NONE]</td>
      <td>[644 MAINSAIL PLACE]</td>
      <td>[NAPLES]</td>
      <td>FL</td>
      <td>34110</td>
      <td>1390</td>
      <td>12,068.30</td>
      <td>8.68</td>
    </tr>
    <tr>
      <th>94</th>
      <td>PRISCILLA</td>
      <td>GILMAN</td>
      <td>[NOT EMPLOYED]</td>
      <td>[NOT EMPLOYED]</td>
      <td>[4537 DEER RUN, 4537DEER RUN]</td>
      <td>[EVANS]</td>
      <td>GA</td>
      <td>30809</td>
      <td>1390</td>
      <td>51,678.85</td>
      <td>37.18</td>
    </tr>
    <tr>
      <th>95</th>
      <td>TIMOTHY</td>
      <td>TOMASIK</td>
      <td>[LIBRARIAN]</td>
      <td>[SACRAMENTO PUBLIC LIBRARY AUTHORITY]</td>
      <td>[9128 DUPONT WAY]</td>
      <td>[SACRAMENTO]</td>
      <td>CA</td>
      <td>95826</td>
      <td>1384</td>
      <td>9,163.86</td>
      <td>6.62</td>
    </tr>
    <tr>
      <th>96</th>
      <td>WILLIAM</td>
      <td>BONDINELL</td>
      <td>[NONE, NOT EMPLOYED, RETIRED]</td>
      <td>[NONE, NOT EMPLOYED, RETIRED]</td>
      <td>[1512 FRANKLIN LANE, 1512FRANKLIN LANE, 1522 F...</td>
      <td>[CHESTERBROOK, WAYNE]</td>
      <td>PA</td>
      <td>19087</td>
      <td>1376</td>
      <td>36,079.80</td>
      <td>26.22</td>
    </tr>
    <tr>
      <th>97</th>
      <td>JAMES</td>
      <td>AMORY</td>
      <td>[NONE]</td>
      <td>[NONE]</td>
      <td>[228 SQUIRES AVE R1]</td>
      <td>[ENDICOTT]</td>
      <td>NY</td>
      <td>13760</td>
      <td>1376</td>
      <td>15,154.42</td>
      <td>11.01</td>
    </tr>
    <tr>
      <th>98</th>
      <td>JANET</td>
      <td>FAIRCHILD</td>
      <td>[ATTORNEY, NONE]</td>
      <td>[NONE, SELF]</td>
      <td>[10329 SAN PABLO AVE, 2432 - 10TH ST, 2432 10T...</td>
      <td>[BERKELEY, EL CERRITO]</td>
      <td>CA</td>
      <td>94710</td>
      <td>1368</td>
      <td>12,722.34</td>
      <td>9.30</td>
    </tr>
    <tr>
      <th>99</th>
      <td>HILDA</td>
      <td>BROWN</td>
      <td>[NOT EMPLOYED]</td>
      <td>[NOT EMPLOYED]</td>
      <td>[1032 N HORSEPOUND ROAD, 1032 N HOSEPOUND ROAD...</td>
      <td>[CARMEL, CARMEL HAMLET]</td>
      <td>NY</td>
      <td>10512</td>
      <td>1365</td>
      <td>12,201.85</td>
      <td>8.94</td>
    </tr>
  </tbody>
</table>
<p>100 rows × 11 columns</p>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">actblue_addicts</span><span class="o">.</span><span class="n">to_csv</span><span class="p">(</span><span class="s1">&#39;data/actblue_addicts.csv&#39;</span><span class="p">)</span>
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<p>Spreadsheet: <a href="data/actblue_addicts.csv">actblue_addicts.csv</a></p>

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<h3 id="How-did-Terry-Wolfe-give?">How did Terry Wolfe give?<a class="anchor-link" href="#How-did-Terry-Wolfe-give?">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">actblue_wolfe</span> <span class="o">=</span> <span class="n">read_or_save</span><span class="p">(</span>
    <span class="s1">&#39;actblue_wolfe&#39;</span><span class="p">,</span>
    <span class="k">lambda</span><span class="p">:</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_sql</span><span class="p">(</span><span class="s2">&quot;&quot;&quot;</span>
<span class="s2">    SELECT contribution_date,</span>
<span class="s2">           contribution_amount,</span>
<span class="s2">           </span>
<span class="s2">           count(*),</span>
<span class="s2">           sum(contribution_amount)</span>
<span class="s2">    FROM actblue_contribs</span>
<span class="s2">    WHERE contributor_last_name = &#39;WOLFE&#39;</span>
<span class="s2">      AND contributor_first_name = &#39;TERRY&#39;</span>
<span class="s2">      AND contributor_zip_code ILIKE &#39;26508%&#39;</span>
<span class="s2">      AND coalesce(beneficiary_candidate_office,cand_office) IN (&#39;S&#39;,</span>
<span class="s2">                          &#39;H&#39;)</span>
<span class="s2">      AND cand_pty_affiliation IN (&#39;DEM&#39;,&#39;DFL&#39;)</span>
<span class="s2">      AND extract(YEAR</span>
<span class="s2">                  FROM contribution_date) &gt;= 2017</span>
<span class="s2">    GROUP BY contribution_date,</span>
<span class="s2">             contribution_amount</span>
<span class="s2">    ORDER BY count(*) DESC</span>
<span class="s2">    &quot;&quot;&quot;</span><span class="p">,</span> <span class="n">con</span><span class="o">=</span><span class="n">conn</span><span class="p">)</span>
<span class="p">)</span>
<span class="n">actblue_wolfe</span><span class="o">.</span><span class="n">head</span><span class="p">(</span><span class="mi">5</span><span class="p">)</span>
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<style scoped>
    .dataframe tbody tr th:only-of-type {
        vertical-align: middle;
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    .dataframe tbody tr th {
        vertical-align: top;
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    .dataframe thead th {
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<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>contribution_date</th>
      <th>contribution_amount</th>
      <th>count</th>
      <th>sum</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>2017-10-03</td>
      <td>1.00</td>
      <td>55</td>
      <td>55.00</td>
    </tr>
    <tr>
      <th>1</th>
      <td>2017-09-28</td>
      <td>1.00</td>
      <td>55</td>
      <td>55.00</td>
    </tr>
    <tr>
      <th>2</th>
      <td>2017-11-30</td>
      <td>1.00</td>
      <td>47</td>
      <td>47.00</td>
    </tr>
    <tr>
      <th>3</th>
      <td>2018-03-31</td>
      <td>1.00</td>
      <td>46</td>
      <td>46.00</td>
    </tr>
    <tr>
      <th>4</th>
      <td>2018-03-30</td>
      <td>1.00</td>
      <td>44</td>
      <td>44.00</td>
    </tr>
  </tbody>
</table>
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<h4 id="How-much-did-Wolfe-give-in-total-to-Democrats?">How much did Wolfe give in total to Democrats?<a class="anchor-link" href="#How-much-did-Wolfe-give-in-total-to-Democrats?">&#182;</a></h4>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">actblue_wolfe</span><span class="p">[</span><span class="s1">&#39;sum&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">sum</span><span class="p">()</span>
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<pre>14530.66</pre>
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<h4 id="What-Wolfe's-(at-most)-average-contribution?">What Wolfe's (at most) average contribution?<a class="anchor-link" href="#What-Wolfe's-(at-most)-average-contribution?">&#182;</a></h4>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">actblue_wolfe</span><span class="p">[</span><span class="s1">&#39;sum&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">mean</span><span class="p">()</span>
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<pre>10.925308270676691</pre>
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<h4 id="Did-he-give-to-non-Democrats?">Did he give to non-Democrats?<a class="anchor-link" href="#Did-he-give-to-non-Democrats?">&#182;</a></h4>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">actblue_wolfe_indies</span> <span class="o">=</span> <span class="n">read_or_save</span><span class="p">(</span>
    <span class="s1">&#39;actblue_wolfe_indies&#39;</span><span class="p">,</span>
    <span class="k">lambda</span><span class="p">:</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_sql</span><span class="p">(</span><span class="s2">&quot;&quot;&quot;</span>
<span class="s2">    SELECT *</span>
<span class="s2">    FROM actblue_contribs</span>
<span class="s2">    WHERE contributor_last_name = &#39;WOLFE&#39;</span>
<span class="s2">      AND contributor_first_name = &#39;TERRY&#39;</span>
<span class="s2">      AND contributor_zip_code ILIKE &#39;26508%&#39;</span>
<span class="s2">      AND coalesce(beneficiary_candidate_office,cand_office) IN (&#39;S&#39;,</span>
<span class="s2">                          &#39;H&#39;)</span>
<span class="s2">      AND cand_pty_affiliation NOT IN (&#39;DEM&#39;,&#39;DFL&#39;)</span>
<span class="s2">      AND extract(YEAR</span>
<span class="s2">                  FROM contribution_date) &gt;= 2017</span>
<span class="s2">    &quot;&quot;&quot;</span><span class="p">,</span> <span class="n">con</span><span class="o">=</span><span class="n">conn</span><span class="p">)</span>
<span class="p">)</span>

<span class="n">actblue_wolfe_indies</span>
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<div>
<style scoped>
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        vertical-align: middle;
    }

    .dataframe tbody tr th {
        vertical-align: top;
    }

    .dataframe thead th {
        text-align: right;
    }
</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>filing_id</th>
      <th>transaction_id</th>
      <th>contributor_last_name</th>
      <th>contributor_first_name</th>
      <th>contributor_street_1</th>
      <th>contributor_city</th>
      <th>contributor_state</th>
      <th>contributor_zip_code</th>
      <th>contribution_date</th>
      <th>contribution_amount</th>
      <th>...</th>
      <th>election_code</th>
      <th>beneficiary_committee_fec_id</th>
      <th>beneficiary_candidate_fec_id</th>
      <th>beneficiary_candidate_state</th>
      <th>beneficiary_candidate_office</th>
      <th>cand_id</th>
      <th>cand_pty_affiliation</th>
      <th>cand_office_st</th>
      <th>cand_office</th>
      <th>cand_pcc</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>1217370</td>
      <td>SA11AI_87875771</td>
      <td>WOLFE</td>
      <td>TERRY</td>
      <td>1199 E 3RD ST</td>
      <td>MORGANTOWN</td>
      <td>WV</td>
      <td>265089706</td>
      <td>2017-07-28</td>
      <td>2.00</td>
      <td>...</td>
      <td>P2016</td>
      <td>C00411330</td>
      <td>S4VT00033</td>
      <td>VT</td>
      <td>S</td>
      <td>S4VT00033</td>
      <td>IND</td>
      <td>VT</td>
      <td>S</td>
      <td>C00411330</td>
    </tr>
    <tr>
      <th>1</th>
      <td>1217370</td>
      <td>SA11AI_88116332</td>
      <td>WOLFE</td>
      <td>TERRY</td>
      <td>1199 E 3RD ST</td>
      <td>MORGANTOWN</td>
      <td>WV</td>
      <td>265089706</td>
      <td>2017-07-31</td>
      <td>1.00</td>
      <td>...</td>
      <td>P2016</td>
      <td>C00411330</td>
      <td>S4VT00033</td>
      <td>VT</td>
      <td>S</td>
      <td>S4VT00033</td>
      <td>IND</td>
      <td>VT</td>
      <td>S</td>
      <td>C00411330</td>
    </tr>
    <tr>
      <th>2</th>
      <td>1219420</td>
      <td>SA11AI_92459910</td>
      <td>WOLFE</td>
      <td>TERRY</td>
      <td>1199 E 3RD ST</td>
      <td>MORGANTOWN</td>
      <td>WV</td>
      <td>265089706</td>
      <td>2017-10-03</td>
      <td>1.00</td>
      <td>...</td>
      <td>P2016</td>
      <td>C00411330</td>
      <td>S4VT00033</td>
      <td>VT</td>
      <td>S</td>
      <td>S4VT00033</td>
      <td>IND</td>
      <td>VT</td>
      <td>S</td>
      <td>C00411330</td>
    </tr>
    <tr>
      <th>3</th>
      <td>1219434</td>
      <td>SA11AI_95626237</td>
      <td>WOLFE</td>
      <td>TERRY</td>
      <td>1199 E 3RD ST</td>
      <td>MORGANTOWN</td>
      <td>WV</td>
      <td>265089706</td>
      <td>2017-11-13</td>
      <td>1.00</td>
      <td>...</td>
      <td>P2016</td>
      <td>C00602920</td>
      <td>H6FL23063</td>
      <td>FL</td>
      <td>H</td>
      <td>H6FL23063</td>
      <td>IND</td>
      <td>FL</td>
      <td>H</td>
      <td>C00602920</td>
    </tr>
    <tr>
      <th>4</th>
      <td>1225971</td>
      <td>SA11AI_107101579</td>
      <td>WOLFE</td>
      <td>TERRY</td>
      <td>1199 EAST THIRD STREET</td>
      <td>MORGANTOWN</td>
      <td>WV</td>
      <td>26508</td>
      <td>2018-03-27</td>
      <td>1.00</td>
      <td>...</td>
      <td>P2016</td>
      <td>C00516047</td>
      <td>S2ME00109</td>
      <td>ME</td>
      <td>S</td>
      <td>S2ME00109</td>
      <td>IND</td>
      <td>ME</td>
      <td>S</td>
      <td>C00516047</td>
    </tr>
    <tr>
      <th>5</th>
      <td>1224416</td>
      <td>SA11AI_97631489</td>
      <td>WOLFE</td>
      <td>TERRY</td>
      <td>1199 E 3RD ST</td>
      <td>MORGANTOWN</td>
      <td>WV</td>
      <td>265089706</td>
      <td>2017-12-05</td>
      <td>1.00</td>
      <td>...</td>
      <td>P2016</td>
      <td>C00411330</td>
      <td>S4VT00033</td>
      <td>VT</td>
      <td>S</td>
      <td>S4VT00033</td>
      <td>IND</td>
      <td>VT</td>
      <td>S</td>
      <td>C00411330</td>
    </tr>
    <tr>
      <th>6</th>
      <td>1215697</td>
      <td>SA11AI_102924562</td>
      <td>WOLFE</td>
      <td>TERRY</td>
      <td>1199 EAST THIRD STREET</td>
      <td>MORGANTOWN</td>
      <td>WV</td>
      <td>26508</td>
      <td>2018-02-10</td>
      <td>1.00</td>
      <td>...</td>
      <td>P2016</td>
      <td>C00602920</td>
      <td>H6FL23063</td>
      <td>FL</td>
      <td>H</td>
      <td>H6FL23063</td>
      <td>IND</td>
      <td>FL</td>
      <td>H</td>
      <td>C00602920</td>
    </tr>
  </tbody>
</table>
<p>7 rows × 23 columns</p>
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<h4 id="How-much-did-Wolfe-give-to-Richard-Ojeda?">How much did Wolfe give to Richard Ojeda?<a class="anchor-link" href="#How-much-did-Wolfe-give-to-Richard-Ojeda?">&#182;</a></h4>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">actblue_wolfe_ojeda</span> <span class="o">=</span> <span class="n">read_or_save</span><span class="p">(</span>
    <span class="s1">&#39;actblue_wolfe_ojeda&#39;</span><span class="p">,</span>
    <span class="k">lambda</span><span class="p">:</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_sql</span><span class="p">(</span><span class="s2">&quot;&quot;&quot;</span>
<span class="s2">    SELECT *</span>
<span class="s2">    FROM actblue_contribs</span>
<span class="s2">    WHERE contributor_last_name = &#39;WOLFE&#39;</span>
<span class="s2">      AND contributor_first_name = &#39;TERRY&#39;</span>
<span class="s2">      AND contributor_zip_code ILIKE &#39;26508%&#39;</span>
<span class="s2">      AND cand_pcc = &#39;C00639989&#39;</span>
<span class="s2">      AND extract(YEAR</span>
<span class="s2">                  FROM contribution_date) &gt;= 2017</span>
<span class="s2">    &quot;&quot;&quot;</span><span class="p">,</span> <span class="n">con</span><span class="o">=</span><span class="n">conn</span><span class="p">)</span>
<span class="p">)</span>
<span class="n">actblue_wolfe_ojeda</span><span class="p">[</span><span class="s1">&#39;contribution_amount&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">sum</span><span class="p">()</span>
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<pre>229.65000000000003</pre>
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<h4 id="How-many-times-did-Wolfe-give-to-Ojeda?">How many times did Wolfe give to Ojeda?<a class="anchor-link" href="#How-many-times-did-Wolfe-give-to-Ojeda?">&#182;</a></h4>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">actblue_wolfe_ojeda</span><span class="p">[</span><span class="s1">&#39;contribution_amount&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">count</span><span class="p">()</span>
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<pre>99</pre>
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<h3 id="How-did-Sibylle-Barlow-give?">How did Sibylle Barlow give?<a class="anchor-link" href="#How-did-Sibylle-Barlow-give?">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">actblue_barlow</span> <span class="o">=</span> <span class="n">read_or_save</span><span class="p">(</span>
    <span class="s1">&#39;actblue_barlow&#39;</span><span class="p">,</span>
    <span class="k">lambda</span><span class="p">:</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_sql</span><span class="p">(</span><span class="s2">&quot;&quot;&quot;</span>
<span class="s2">    SELECT contribution_date,</span>
<span class="s2">           contribution_amount,</span>
<span class="s2">           count(*),</span>
<span class="s2">           sum(contribution_amount)</span>
<span class="s2">    FROM actblue_contribs</span>
<span class="s2">    WHERE contributor_last_name = &#39;BARLOW&#39;</span>
<span class="s2">      AND contributor_first_name = &#39;SIBYLLE&#39;</span>
<span class="s2">      AND contributor_zip_code ILIKE &#39;01742%&#39;</span>
<span class="s2">      --AND coalesce(beneficiary_candidate_office,cand_office) IN (&#39;S&#39;,</span>
<span class="s2">    --                      &#39;H&#39;)</span>
<span class="s2">      AND extract(YEAR</span>
<span class="s2">                  FROM contribution_date) &gt;= 2017</span>
<span class="s2">    GROUP BY contribution_date,</span>
<span class="s2">             contribution_amount</span>
<span class="s2">    ORDER BY count(*) DESC</span>
<span class="s2">    &quot;&quot;&quot;</span><span class="p">,</span> <span class="n">con</span><span class="o">=</span><span class="n">conn</span><span class="p">)</span>
<span class="p">)</span>
<span class="n">actblue_barlow</span><span class="p">[</span><span class="s1">&#39;contribution_amount&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">describe</span><span class="p">()</span>
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<pre>count   4,877.00
mean        6.26
std        56.45
min         0.10
25%         0.50
50%         2.50
75%         5.00
max     2,700.00
Name: contribution_amount, dtype: float64</pre>
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<h4 id="How-many-out-of-state?">How many out of state?<a class="anchor-link" href="#How-many-out-of-state?">&#182;</a></h4>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">actblue_barlow_out_of_state</span> <span class="o">=</span> <span class="n">read_or_save</span><span class="p">(</span>
    <span class="s1">&#39;actblue_barlow_out_of_state&#39;</span><span class="p">,</span>
    <span class="k">lambda</span><span class="p">:</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_sql</span><span class="p">(</span><span class="s2">&quot;&quot;&quot;</span>
<span class="s2">    SELECT sum(CASE WHEN contributor_state != coalesce(cand_office_st,beneficiary_candidate_state) THEN 1 ELSE 0 END) as out_of_state,</span>
<span class="s2">    sum(CASE WHEN contributor_state = coalesce(cand_office_st,beneficiary_candidate_state) THEN 1 ELSE 0 END) as in_state</span>
<span class="s2">    FROM actblue_contribs</span>
<span class="s2">    WHERE contributor_last_name = &#39;BARLOW&#39;</span>
<span class="s2">      AND contributor_first_name = &#39;SIBYLLE&#39;</span>
<span class="s2">      AND contributor_zip_code ILIKE &#39;01742%&#39;</span>
<span class="s2">      --AND coalesce(beneficiary_candidate_office,cand_office) IN (&#39;S&#39;,</span>
<span class="s2">    --                      &#39;H&#39;)</span>
<span class="s2">      AND extract(YEAR</span>
<span class="s2">                  FROM contribution_date) &gt;= 2017</span>
<span class="s2">    &quot;&quot;&quot;</span><span class="p">,</span> <span class="n">con</span><span class="o">=</span><span class="n">conn</span><span class="p">)</span>
<span class="p">)</span>
<span class="n">actblue_barlow_out_of_state</span>
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<div>
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    .dataframe tbody tr th:only-of-type {
        vertical-align: middle;
    }

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        vertical-align: top;
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<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>out_of_state</th>
      <th>in_state</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>4073</td>
      <td>303</td>
    </tr>
  </tbody>
</table>
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<h3 id="How-much-did-William-Nottingham-give?">How much did William Nottingham give?<a class="anchor-link" href="#How-much-did-William-Nottingham-give?">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">actblue_nottingham</span> <span class="o">=</span> <span class="n">read_or_save</span><span class="p">(</span>
    <span class="s1">&#39;actblue_nottingham&#39;</span><span class="p">,</span>
    <span class="k">lambda</span><span class="p">:</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_sql</span><span class="p">(</span><span class="s2">&quot;&quot;&quot;</span>
<span class="s2">    SELECT *</span>
<span class="s2">    FROM actblue_contribs</span>
<span class="s2">    WHERE contributor_first_name = &#39;WILLIAM&#39;</span>
<span class="s2">      AND contributor_last_name = &#39;NOTTINGHAM&#39;</span>
<span class="s2">      AND contributor_zip_code ILIKE &#39;90720%&#39;</span>
<span class="s2">      AND extract(YEAR</span>
<span class="s2">                  FROM contribution_date) &gt;= 2017</span>
<span class="s2">    &quot;&quot;&quot;</span><span class="p">,</span> <span class="n">con</span><span class="o">=</span><span class="n">conn</span><span class="p">)</span>
<span class="p">)</span>
<span class="n">actblue_nottingham</span><span class="p">[</span><span class="s1">&#39;contribution_amount&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">sum</span><span class="p">()</span>
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<pre>7615.0</pre>
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<h3 id="What's-the-gender-breakdown-of-ActBlue-contribs?">What's the gender breakdown of ActBlue contribs?<a class="anchor-link" href="#What's-the-gender-breakdown-of-ActBlue-contribs?">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">actblue_first_names</span> <span class="o">=</span> <span class="n">read_or_save</span><span class="p">(</span>
    <span class="s1">&#39;actblue_first_names&#39;</span><span class="p">,</span>
    <span class="k">lambda</span><span class="p">:</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_sql</span><span class="p">(</span><span class="s2">&quot;&quot;&quot;</span>
<span class="s2">    SELECT contributor_first_name,</span>
<span class="s2">           count(*),</span>
<span class="s2">           sum(contribution_amount)</span>
<span class="s2">    FROM actblue_contribs</span>
<span class="s2">    WHERE extract(YEAR FROM contribution_date) &gt;= 2017</span>
<span class="s2">    and coalesce(beneficiary_candidate_office,cand_office) in (&#39;H&#39;,&#39;S&#39;)</span>
<span class="s2">    GROUP BY contributor_first_name</span>
<span class="s2">    &quot;&quot;&quot;</span><span class="p">,</span> <span class="n">con</span><span class="o">=</span><span class="n">conn</span><span class="p">)</span>
<span class="p">)</span>

<span class="n">d</span> <span class="o">=</span> <span class="n">gender</span><span class="o">.</span><span class="n">Detector</span><span class="p">(</span><span class="n">case_sensitive</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>

<span class="n">actblue_first_names</span><span class="p">[</span><span class="s1">&#39;gender&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">actblue_first_names</span><span class="p">[</span><span class="s1">&#39;contributor_first_name&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">apply</span><span class="p">(</span><span class="n">d</span><span class="o">.</span><span class="n">get_gender</span><span class="p">)</span>
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<h4 id="What-are-the-most-common-first-names-and-what-gender-do-we-guess-those-donors-are?">What are the most common first names and what gender do we guess those donors are?<a class="anchor-link" href="#What-are-the-most-common-first-names-and-what-gender-do-we-guess-those-donors-are?">&#182;</a></h4>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">actblue_first_names</span><span class="o">.</span><span class="n">sort_values</span><span class="p">(</span><span class="n">by</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;count&#39;</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">head</span><span class="p">(</span><span class="mi">5</span><span class="p">)</span>
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      <th></th>
      <th>contributor_first_name</th>
      <th>count</th>
      <th>sum</th>
      <th>gender</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>58433</th>
      <td>JOHN</td>
      <td>255113</td>
      <td>12,025,056.38</td>
      <td>male</td>
    </tr>
    <tr>
      <th>26279</th>
      <td>DAVID</td>
      <td>235457</td>
      <td>12,658,613.07</td>
      <td>male</td>
    </tr>
    <tr>
      <th>85072</th>
      <td>MICHAEL</td>
      <td>212219</td>
      <td>10,088,318.41</td>
      <td>male</td>
    </tr>
    <tr>
      <th>103642</th>
      <td>ROBERT</td>
      <td>208469</td>
      <td>9,789,717.16</td>
      <td>male</td>
    </tr>
    <tr>
      <th>117025</th>
      <td>SUSAN</td>
      <td>203822</td>
      <td>6,307,945.32</td>
      <td>female</td>
    </tr>
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<h4 id="What's-the-overall-breakdown-by-guessed-gender?">What's the overall breakdown by guessed gender?<a class="anchor-link" href="#What's-the-overall-breakdown-by-guessed-gender?">&#182;</a></h4>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">actblue_gender</span> <span class="o">=</span> <span class="n">actblue_first_names</span><span class="o">.</span><span class="n">groupby</span><span class="p">(</span><span class="n">actblue_first_names</span><span class="p">[</span><span class="s1">&#39;gender&#39;</span><span class="p">])[</span><span class="s1">&#39;count&#39;</span><span class="p">,</span><span class="s1">&#39;sum&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">sum</span><span class="p">()</span>

<span class="n">actblue_gender</span><span class="p">[</span><span class="s1">&#39;percent_by_count&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">actblue_gender</span><span class="p">[</span><span class="s1">&#39;count&#39;</span><span class="p">]</span><span class="o">/</span><span class="n">actblue_gender</span><span class="p">[</span><span class="s1">&#39;count&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">sum</span><span class="p">()</span><span class="o">*</span><span class="mi">100</span>
<span class="n">actblue_gender</span><span class="p">[</span><span class="s1">&#39;percent_by_sum&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">actblue_gender</span><span class="p">[</span><span class="s1">&#39;sum&#39;</span><span class="p">]</span><span class="o">/</span><span class="n">actblue_gender</span><span class="p">[</span><span class="s1">&#39;sum&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">sum</span><span class="p">()</span><span class="o">*</span><span class="mi">100</span>

<span class="n">actblue_gender</span>
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<table border="1" class="dataframe">
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    <tr style="text-align: right;">
      <th></th>
      <th>count</th>
      <th>sum</th>
      <th>percent_by_count</th>
      <th>percent_by_sum</th>
    </tr>
    <tr>
      <th>gender</th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
    </tr>
  </thead>
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    <tr>
      <th>andy</th>
      <td>98467</td>
      <td>3,367,157.39</td>
      <td>0.64</td>
      <td>0.60</td>
    </tr>
    <tr>
      <th>female</th>
      <td>7066117</td>
      <td>209,183,436.95</td>
      <td>46.27</td>
      <td>37.11</td>
    </tr>
    <tr>
      <th>male</th>
      <td>5683018</td>
      <td>265,078,157.11</td>
      <td>37.21</td>
      <td>47.03</td>
    </tr>
    <tr>
      <th>mostly_female</th>
      <td>739311</td>
      <td>22,404,141.40</td>
      <td>4.84</td>
      <td>3.97</td>
    </tr>
    <tr>
      <th>mostly_male</th>
      <td>349683</td>
      <td>13,945,558.53</td>
      <td>2.29</td>
      <td>2.47</td>
    </tr>
    <tr>
      <th>unknown</th>
      <td>1336396</td>
      <td>49,706,579.83</td>
      <td>8.75</td>
      <td>8.82</td>
    </tr>
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<div class=" highlight hl-ipython3"><pre><span></span>%%bash
jupyter nbconvert analysis.ipynb
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<pre>[NbConvertApp] Converting notebook analysis.ipynb to html
[NbConvertApp] Writing 710606 bytes to analysis.html
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