<!DOCTYPE html>
<html>
<head>
<meta charset="utf-8" />
<title>Markdown to HTML</title>
<style>.markdown-preview:not([data-use-github-style]) { padding: 2em; font-size: 1.2em; color: rgb(171, 178, 191); background-color: rgb(40, 44, 52); overflow: auto; }
.markdown-preview:not([data-use-github-style]) > :first-child { margin-top: 0px; } .markdown-preview:not([data-use-github-style]) h1, .markdown-preview:not([data-use-github-style]) h2, .markdown-preview:not([data-use-github-style]) h3, .markdown-preview:not([data-use-github-style]) h4, .markdown-preview:not([data-use-github-style]) h5, .markdown-preview:not([data-use-github-style]) h6 { line-height: 1.2; margin-top: 1.5em; margin-bottom: 0.5em; color: rgb(255, 255, 255); } .markdown-preview:not([data-use-github-style]) h1 { font-size: 2.4em; font-weight: 300; } .markdown-preview:not([data-use-github-style]) h2 { font-size: 1.8em; font-weight: 400; } .markdown-preview:not([data-use-github-style]) h3 { font-size: 1.5em; font-weight: 500; } .markdown-preview:not([data-use-github-style]) h4 { font-size: 1.2em; font-weight: 600; } .markdown-preview:not([data-use-github-style]) h5 { font-size: 1.1em; font-weight: 600; } .markdown-preview:not([data-use-github-style]) h6 { font-size: 1em; font-weight: 600; } .markdown-preview:not([data-use-github-style]) strong { color: rgb(255, 255, 255); } .markdown-preview:not([data-use-github-style]) del { color: rgb(124, 135, 156); } .markdown-preview:not([data-use-github-style]) a, .markdown-preview:not([data-use-github-style]) a code { color: rgb(82, 139, 255); } .markdown-preview:not([data-use-github-style]) img { max-width: 100%; } .markdown-preview:not([data-use-github-style]) > p { margin-top: 0px; margin-bottom: 1.5em; } .markdown-preview:not([data-use-github-style]) > ul, .markdown-preview:not([data-use-github-style]) > ol { margin-bottom: 1.5em; } .markdown-preview:not([data-use-github-style]) blockquote { margin: 1.5em 0px; font-size: inherit; color: rgb(124, 135, 156); border-color: rgb(75, 83, 98); border-width: 4px; } .markdown-preview:not([data-use-github-style]) hr { margin: 3em 0px; border-top: 2px dashed rgb(75, 83, 98); background: none; } .markdown-preview:not([data-use-github-style]) table { margin: 1.5em 0px; } .markdown-preview:not([data-use-github-style]) th { color: rgb(255, 255, 255); } .markdown-preview:not([data-use-github-style]) th, .markdown-preview:not([data-use-github-style]) td { padding: 0.66em 1em; border: 1px solid rgb(75, 83, 98); } .markdown-preview:not([data-use-github-style]) code { color: rgb(255, 255, 255); background-color: rgb(58, 63, 75); } .markdown-preview:not([data-use-github-style]) pre.editor-colors { margin: 1.5em 0px; padding: 1em; font-size: 0.92em; border-radius: 3px; background-color: rgb(49, 54, 63); } .markdown-preview:not([data-use-github-style]) kbd { color: rgb(255, 255, 255); border-width: 1px 1px 2px; border-style: solid; border-color: rgb(75, 83, 98) rgb(75, 83, 98) rgb(62, 68, 81); border-image: initial; background-color: rgb(58, 63, 75); } .markdown-preview[data-use-github-style] { font-family: "Helvetica Neue", Helvetica, "Segoe UI", Arial, freesans, sans-serif; line-height: 1.6; overflow-wrap: break-word; padding: 30px; font-size: 16px; color: rgb(51, 51, 51); background-color: rgb(255, 255, 255); overflow: scroll; } .markdown-preview[data-use-github-style] > :first-child { margin-top: 0px !important; } .markdown-preview[data-use-github-style] > :last-child { margin-bottom: 0px !important; } .markdown-preview[data-use-github-style] a:not([href]) { color: inherit; text-decoration: none; } .markdown-preview[data-use-github-style] .absent { color: rgb(204, 0, 0); } .markdown-preview[data-use-github-style] .anchor { position: absolute; top: 0px; left: 0px; display: block; padding-right: 6px; padding-left: 30px; margin-left: -30px; } .markdown-preview[data-use-github-style] .anchor:focus { outline: none; } .markdown-preview[data-use-github-style] h1, .markdown-preview[data-use-github-style] h2, .markdown-preview[data-use-github-style] h3, .markdown-preview[data-use-github-style] h4, .markdown-preview[data-use-github-style] h5, .markdown-preview[data-use-github-style] h6 { position: relative; margin-top: 1em; margin-bottom: 16px; font-weight: bold; line-height: 1.4; } .markdown-preview[data-use-github-style] h1 .octicon-link, .markdown-preview[data-use-github-style] h2 .octicon-link, .markdown-preview[data-use-github-style] h3 .octicon-link, .markdown-preview[data-use-github-style] h4 .octicon-link, .markdown-preview[data-use-github-style] h5 .octicon-link, .markdown-preview[data-use-github-style] h6 .octicon-link { display: none; color: rgb(0, 0, 0); vertical-align: middle; } .markdown-preview[data-use-github-style] h1:hover .anchor, .markdown-preview[data-use-github-style] h2:hover .anchor, .markdown-preview[data-use-github-style] h3:hover .anchor, .markdown-preview[data-use-github-style] h4:hover .anchor, .markdown-preview[data-use-github-style] h5:hover .anchor, .markdown-preview[data-use-github-style] h6:hover .anchor { padding-left: 8px; margin-left: -30px; text-decoration: none; } .markdown-preview[data-use-github-style] h1:hover .anchor .octicon-link, .markdown-preview[data-use-github-style] h2:hover .anchor .octicon-link, .markdown-preview[data-use-github-style] h3:hover .anchor .octicon-link, .markdown-preview[data-use-github-style] h4:hover .anchor .octicon-link, .markdown-preview[data-use-github-style] h5:hover .anchor .octicon-link, .markdown-preview[data-use-github-style] h6:hover .anchor .octicon-link { display: inline-block; } .markdown-preview[data-use-github-style] h1 tt, .markdown-preview[data-use-github-style] h2 tt, .markdown-preview[data-use-github-style] h3 tt, .markdown-preview[data-use-github-style] h4 tt, .markdown-preview[data-use-github-style] h5 tt, .markdown-preview[data-use-github-style] h6 tt, .markdown-preview[data-use-github-style] h1 code, .markdown-preview[data-use-github-style] h2 code, .markdown-preview[data-use-github-style] h3 code, .markdown-preview[data-use-github-style] h4 code, .markdown-preview[data-use-github-style] h5 code, .markdown-preview[data-use-github-style] h6 code { font-size: inherit; } .markdown-preview[data-use-github-style] h1 { padding-bottom: 0.3em; font-size: 2.25em; line-height: 1.2; border-bottom: 1px solid rgb(238, 238, 238); } .markdown-preview[data-use-github-style] h1 .anchor { line-height: 1; } .markdown-preview[data-use-github-style] h2 { padding-bottom: 0.3em; font-size: 1.75em; line-height: 1.225; border-bottom: 1px solid rgb(238, 238, 238); } .markdown-preview[data-use-github-style] h2 .anchor { line-height: 1; } .markdown-preview[data-use-github-style] h3 { font-size: 1.5em; line-height: 1.43; } .markdown-preview[data-use-github-style] h3 .anchor { line-height: 1.2; } .markdown-preview[data-use-github-style] h4 { font-size: 1.25em; } .markdown-preview[data-use-github-style] h4 .anchor { line-height: 1.2; } .markdown-preview[data-use-github-style] h5 { font-size: 1em; } .markdown-preview[data-use-github-style] h5 .anchor { line-height: 1.1; } .markdown-preview[data-use-github-style] h6 { font-size: 1em; color: rgb(119, 119, 119); } .markdown-preview[data-use-github-style] h6 .anchor { line-height: 1.1; } .markdown-preview[data-use-github-style] p, .markdown-preview[data-use-github-style] blockquote, .markdown-preview[data-use-github-style] ul, .markdown-preview[data-use-github-style] ol, .markdown-preview[data-use-github-style] dl, .markdown-preview[data-use-github-style] table, .markdown-preview[data-use-github-style] pre { margin-top: 0px; margin-bottom: 16px; } .markdown-preview[data-use-github-style] hr { height: 4px; padding: 0px; margin: 16px 0px; background-color: rgb(231, 231, 231); border: 0px none; } .markdown-preview[data-use-github-style] ul, .markdown-preview[data-use-github-style] ol { padding-left: 2em; } .markdown-preview[data-use-github-style] ul.no-list, .markdown-preview[data-use-github-style] ol.no-list { padding: 0px; list-style-type: none; } .markdown-preview[data-use-github-style] ul ul, .markdown-preview[data-use-github-style] ul ol, .markdown-preview[data-use-github-style] ol ol, .markdown-preview[data-use-github-style] ol ul { margin-top: 0px; margin-bottom: 0px; } .markdown-preview[data-use-github-style] li > p { margin-top: 16px; } .markdown-preview[data-use-github-style] dl { padding: 0px; } .markdown-preview[data-use-github-style] dl dt { padding: 0px; margin-top: 16px; font-size: 1em; font-style: italic; font-weight: bold; } .markdown-preview[data-use-github-style] dl dd { padding: 0px 16px; margin-bottom: 16px; } .markdown-preview[data-use-github-style] blockquote { padding: 0px 15px; color: rgb(119, 119, 119); border-left: 4px solid rgb(221, 221, 221); } .markdown-preview[data-use-github-style] blockquote > :first-child { margin-top: 0px; } .markdown-preview[data-use-github-style] blockquote > :last-child { margin-bottom: 0px; } .markdown-preview[data-use-github-style] table { display: block; width: 100%; overflow: auto; word-break: keep-all; } .markdown-preview[data-use-github-style] table th { font-weight: bold; } .markdown-preview[data-use-github-style] table th, .markdown-preview[data-use-github-style] table td { padding: 6px 13px; border: 1px solid rgb(221, 221, 221); } .markdown-preview[data-use-github-style] table tr { background-color: rgb(255, 255, 255); border-top: 1px solid rgb(204, 204, 204); } .markdown-preview[data-use-github-style] table tr:nth-child(2n) { background-color: rgb(248, 248, 248); } .markdown-preview[data-use-github-style] img { max-width: 100%; box-sizing: border-box; } .markdown-preview[data-use-github-style] .emoji { max-width: none; } .markdown-preview[data-use-github-style] span.frame { display: block; overflow: hidden; } .markdown-preview[data-use-github-style] span.frame > span { display: block; float: left; width: auto; padding: 7px; margin: 13px 0px 0px; overflow: hidden; border: 1px solid rgb(221, 221, 221); } .markdown-preview[data-use-github-style] span.frame span img { display: block; float: left; } .markdown-preview[data-use-github-style] span.frame span span { display: block; padding: 5px 0px 0px; clear: both; color: rgb(51, 51, 51); } .markdown-preview[data-use-github-style] span.align-center { display: block; overflow: hidden; clear: both; } .markdown-preview[data-use-github-style] span.align-center > span { display: block; margin: 13px auto 0px; overflow: hidden; text-align: center; } .markdown-preview[data-use-github-style] span.align-center span img { margin: 0px auto; text-align: center; } .markdown-preview[data-use-github-style] span.align-right { display: block; overflow: hidden; clear: both; } .markdown-preview[data-use-github-style] span.align-right > span { display: block; margin: 13px 0px 0px; overflow: hidden; text-align: right; } .markdown-preview[data-use-github-style] span.align-right span img { margin: 0px; text-align: right; } .markdown-preview[data-use-github-style] span.float-left { display: block; float: left; margin-right: 13px; overflow: hidden; } .markdown-preview[data-use-github-style] span.float-left span { margin: 13px 0px 0px; } .markdown-preview[data-use-github-style] span.float-right { display: block; float: right; margin-left: 13px; overflow: hidden; } .markdown-preview[data-use-github-style] span.float-right > span { display: block; margin: 13px auto 0px; overflow: hidden; text-align: right; } .markdown-preview[data-use-github-style] code, .markdown-preview[data-use-github-style] tt { padding: 0.2em 0px; margin: 0px; font-size: 85%; background-color: rgba(0, 0, 0, 0.04); border-radius: 3px; } .markdown-preview[data-use-github-style] code::before, .markdown-preview[data-use-github-style] tt::before, .markdown-preview[data-use-github-style] code::after, .markdown-preview[data-use-github-style] tt::after { letter-spacing: -0.2em; content: " "; } .markdown-preview[data-use-github-style] code br, .markdown-preview[data-use-github-style] tt br { display: none; } .markdown-preview[data-use-github-style] del code { text-decoration: inherit; } .markdown-preview[data-use-github-style] pre > code { padding: 0px; margin: 0px; font-size: 100%; word-break: normal; white-space: pre; background: transparent; border: 0px; } .markdown-preview[data-use-github-style] .highlight { margin-bottom: 16px; } .markdown-preview[data-use-github-style] .highlight pre, .markdown-preview[data-use-github-style] pre { padding: 16px; overflow: auto; font-size: 85%; line-height: 1.45; background-color: rgb(247, 247, 247); border-radius: 3px; } .markdown-preview[data-use-github-style] .highlight pre { margin-bottom: 0px; word-break: normal; } .markdown-preview[data-use-github-style] pre { overflow-wrap: normal; } .markdown-preview[data-use-github-style] pre code, .markdown-preview[data-use-github-style] pre tt { display: inline; max-width: initial; padding: 0px; margin: 0px; overflow: initial; line-height: inherit; overflow-wrap: normal; background-color: transparent; border: 0px; } .markdown-preview[data-use-github-style] pre code::before, .markdown-preview[data-use-github-style] pre tt::before, .markdown-preview[data-use-github-style] pre code::after, .markdown-preview[data-use-github-style] pre tt::after { content: normal; } .markdown-preview[data-use-github-style] kbd { display: inline-block; padding: 3px 5px; font-size: 11px; line-height: 10px; color: rgb(85, 85, 85); vertical-align: middle; background-color: rgb(252, 252, 252); border-width: 1px; border-style: solid; border-color: rgb(204, 204, 204) rgb(204, 204, 204) rgb(187, 187, 187); border-image: initial; border-radius: 3px; box-shadow: rgb(187, 187, 187) 0px -1px 0px inset; } .markdown-preview[data-use-github-style] a { color: rgb(51, 122, 183); } .markdown-preview[data-use-github-style] code { color: inherit; } .markdown-preview[data-use-github-style] pre.editor-colors { padding: 0.8em 1em; margin-bottom: 1em; font-size: 0.85em; border-radius: 4px; overflow: auto; } .markdown-preview pre.editor-colors { user-select: auto; } .scrollbars-visible-always .markdown-preview pre.editor-colors .vertical-scrollbar, .scrollbars-visible-always .markdown-preview pre.editor-colors .horizontal-scrollbar { visibility: hidden; } .scrollbars-visible-always .markdown-preview pre.editor-colors:hover .vertical-scrollbar, .scrollbars-visible-always .markdown-preview pre.editor-colors:hover .horizontal-scrollbar { visibility: visible; } .markdown-preview .task-list-item input[type="checkbox"] { position: absolute; margin: 0.25em 0px 0px -1.4em; } .markdown-preview .task-list-item { list-style-type: none; } .bracket-matcher .region { border-bottom: 1px dotted lime; position: absolute; } .line-number.bracket-matcher.bracket-matcher { color: #abb2bf; background-color: #3a3f4b; }
.spell-check-misspelling .region { border-bottom: 2px dotted rgba(255, 51, 51, 0.75); } .spell-check-corrections { width: 25em !important; }
pre.editor-colors { background-color: #282c34; color: #abb2bf; } pre.editor-colors .line.cursor-line { background-color: rgba(153, 187, 255, 0.04); } pre.editor-colors .invisible { color: #abb2bf; } pre.editor-colors .cursor { border-left: 2px solid #528bff; } pre.editor-colors .selection .region { background-color: #3e4451; } pre.editor-colors .bracket-matcher .region { border-bottom: 1px solid #528bff; box-sizing: border-box; } pre.editor-colors .invisible-character { color: rgba(171, 178, 191, 0.15); } pre.editor-colors .indent-guide { color: rgba(171, 178, 191, 0.15); } pre.editor-colors .wrap-guide { background-color: rgba(171, 178, 191, 0.15); } pre.editor-colors .find-result .region.region.region, pre.editor-colors .current-result .region.region.region { border-radius: 2px; background-color: rgba(82, 139, 255, 0.24); transition: border-color 0.4s; } pre.editor-colors .find-result .region.region.region { border: 2px solid transparent; } pre.editor-colors .current-result .region.region.region { border: 2px solid #528bff; transition-duration: .1s; } pre.editor-colors .gutter .line-number { color: #636d83; -webkit-font-smoothing: antialiased; } pre.editor-colors .gutter .line-number.cursor-line { color: #abb2bf; background-color: #3a3f4b; } pre.editor-colors .gutter .line-number.cursor-line-no-selection { background-color: transparent; } pre.editor-colors .gutter .line-number .icon-right { color: #abb2bf; } pre.editor-colors .gutter:not(.git-diff-icon) .line-number.git-line-removed.git-line-removed::before { bottom: -3px; } pre.editor-colors .gutter:not(.git-diff-icon) .line-number.git-line-removed::after { content: ""; position: absolute; left: 0px; bottom: 0px; width: 25px; border-bottom: 1px dotted rgba(224, 82, 82, 0.5); pointer-events: none; } pre.editor-colors .gutter .line-number.folded, pre.editor-colors .gutter .line-number:after, pre.editor-colors .fold-marker:after { color: #abb2bf; } .syntax--comment { color: #5c6370; font-style: italic; } .syntax--comment .syntax--markup.syntax--link { color: #5c6370; } .syntax--entity.syntax--name.syntax--type { color: #e5c07b; } .syntax--entity.syntax--other.syntax--inherited-class { color: #e5c07b; } .syntax--keyword { color: #c678dd; } .syntax--keyword.syntax--control { color: #c678dd; } .syntax--keyword.syntax--operator { color: #c678dd; } .syntax--keyword.syntax--other.syntax--special-method { color: #61afef; } .syntax--keyword.syntax--other.syntax--unit { color: #d19a66; } .syntax--storage { color: #c678dd; } .syntax--storage.syntax--type.syntax--annotation, .syntax--storage.syntax--type.syntax--primitive { color: #c678dd; } .syntax--storage.syntax--modifier.syntax--package, .syntax--storage.syntax--modifier.syntax--import { color: #abb2bf; } .syntax--constant { color: #d19a66; } .syntax--constant.syntax--variable { color: #d19a66; } .syntax--constant.syntax--character.syntax--escape { color: #56b6c2; } .syntax--constant.syntax--numeric { color: #d19a66; } .syntax--constant.syntax--other.syntax--color { color: #56b6c2; } .syntax--constant.syntax--other.syntax--symbol { color: #56b6c2; } .syntax--variable { color: #e06c75; } .syntax--variable.syntax--interpolation { color: #be5046; } .syntax--variable.syntax--parameter { color: #abb2bf; } .syntax--string { color: #98c379; } .syntax--string > .syntax--source, .syntax--string .syntax--embedded { color: #abb2bf; } .syntax--string.syntax--regexp { color: #56b6c2; } .syntax--string.syntax--regexp .syntax--source.syntax--ruby.syntax--embedded { color: #e5c07b; } .syntax--string.syntax--other.syntax--link { color: #e06c75; } .syntax--punctuation.syntax--definition.syntax--comment { color: #5c6370; } .syntax--punctuation.syntax--definition.syntax--method-parameters, .syntax--punctuation.syntax--definition.syntax--function-parameters, .syntax--punctuation.syntax--definition.syntax--parameters, .syntax--punctuation.syntax--definition.syntax--separator, .syntax--punctuation.syntax--definition.syntax--seperator, .syntax--punctuation.syntax--definition.syntax--array { color: #abb2bf; } .syntax--punctuation.syntax--definition.syntax--heading, .syntax--punctuation.syntax--definition.syntax--identity { color: #61afef; } .syntax--punctuation.syntax--definition.syntax--bold { color: #e5c07b; font-weight: bold; } .syntax--punctuation.syntax--definition.syntax--italic { color: #c678dd; font-style: italic; } .syntax--punctuation.syntax--section.syntax--embedded { color: #be5046; } .syntax--punctuation.syntax--section.syntax--method, .syntax--punctuation.syntax--section.syntax--class, .syntax--punctuation.syntax--section.syntax--inner-class { color: #abb2bf; } .syntax--support.syntax--class { color: #e5c07b; } .syntax--support.syntax--type { color: #56b6c2; } .syntax--support.syntax--function { color: #56b6c2; } .syntax--support.syntax--function.syntax--any-method { color: #61afef; } .syntax--entity.syntax--name.syntax--function { color: #61afef; } .syntax--entity.syntax--name.syntax--class, .syntax--entity.syntax--name.syntax--type.syntax--class { color: #e5c07b; } .syntax--entity.syntax--name.syntax--section { color: #61afef; } .syntax--entity.syntax--name.syntax--tag { color: #e06c75; } .syntax--entity.syntax--other.syntax--attribute-name { color: #d19a66; } .syntax--entity.syntax--other.syntax--attribute-name.syntax--id { color: #61afef; } .syntax--meta.syntax--class { color: #e5c07b; } .syntax--meta.syntax--class.syntax--body { color: #abb2bf; } .syntax--meta.syntax--method-call, .syntax--meta.syntax--method { color: #abb2bf; } .syntax--meta.syntax--definition.syntax--variable { color: #e06c75; } .syntax--meta.syntax--link { color: #d19a66; } .syntax--meta.syntax--require { color: #61afef; } .syntax--meta.syntax--selector { color: #c678dd; } .syntax--meta.syntax--separator { color: #abb2bf; } .syntax--meta.syntax--tag { color: #abb2bf; } .syntax--underline { text-decoration: underline; } .syntax--none { color: #abb2bf; } .syntax--invalid.syntax--deprecated { color: #523d14 !important; background-color: #e0c285 !important; } .syntax--invalid.syntax--illegal { color: white !important; background-color: #e05252 !important; } .syntax--markup.syntax--bold { color: #d19a66; font-weight: bold; } .syntax--markup.syntax--changed { color: #c678dd; } .syntax--markup.syntax--deleted { color: #e06c75; } .syntax--markup.syntax--italic { color: #c678dd; font-style: italic; } .syntax--markup.syntax--heading { color: #e06c75; } .syntax--markup.syntax--heading .syntax--punctuation.syntax--definition.syntax--heading { color: #61afef; } .syntax--markup.syntax--link { color: #56b6c2; } .syntax--markup.syntax--inserted { color: #98c379; } .syntax--markup.syntax--quote { color: #d19a66; } .syntax--markup.syntax--raw { color: #98c379; } .syntax--source.syntax--c .syntax--keyword.syntax--operator { color: #c678dd; } .syntax--source.syntax--cpp .syntax--keyword.syntax--operator { color: #c678dd; } .syntax--source.syntax--cs .syntax--keyword.syntax--operator { color: #c678dd; } .syntax--source.syntax--css .syntax--property-name, .syntax--source.syntax--css .syntax--property-value { color: #828997; } .syntax--source.syntax--css .syntax--property-name.syntax--support, .syntax--source.syntax--css .syntax--property-value.syntax--support { color: #abb2bf; } .syntax--source.syntax--elixir .syntax--source.syntax--embedded.syntax--source { color: #abb2bf; } .syntax--source.syntax--elixir .syntax--constant.syntax--language, .syntax--source.syntax--elixir .syntax--constant.syntax--numeric, .syntax--source.syntax--elixir .syntax--constant.syntax--definition { color: #61afef; } .syntax--source.syntax--elixir .syntax--variable.syntax--definition, .syntax--source.syntax--elixir .syntax--variable.syntax--anonymous { color: #c678dd; } .syntax--source.syntax--elixir .syntax--parameter.syntax--variable.syntax--function { color: #d19a66; font-style: italic; } .syntax--source.syntax--elixir .syntax--quoted { color: #98c379; } .syntax--source.syntax--elixir .syntax--keyword.syntax--special-method, .syntax--source.syntax--elixir .syntax--embedded.syntax--section, .syntax--source.syntax--elixir .syntax--embedded.syntax--source.syntax--empty { color: #e06c75; } .syntax--source.syntax--elixir .syntax--readwrite.syntax--module .syntax--punctuation { color: #e06c75; 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Please refer to the links below for a detailed blog post walking through the analysis:
- Exploratory Data Analysis: https://medium.com/@andrewcole.817/customer-churn-analysis-eda-a688c8a166ed
- Building the Logistic Regression Model: https://towardsdatascience.com/predicting-customer-churn-using-logistic-regression-c6076f37eaca
In the commercial world, customers are king. Understanding the customer is of the utmost importance and understanding their behavior patterns can lead to very impactful business decisions. Customer Churn is the rate at which a commercial customer leaves the commercial business/platform and takes their money elsewhere, and understanding the underlying customer patterns will greatly impact a business' ability to retain their customers. As a data researcher trying to break into the professional world, I thought it would be pertinent to get a better understanding of what these churn data features may look like and how they can be used to understand the customer.
In this repository I will utilize a telecommunication company's (Telco) customer dataset to perform a very detailed Exploratory Data Analysis to develop a strong understanding of any patterns or trends existing in our data. Secondly, I will process the data and build a series of binary outcome classification models that will try to effectively predict whether a customer will or will not churn from the telecommunications platform.
The data is sourced from Kaggle (https://www.kaggle.com/blastchar/telco-customer-churn). Our dataset contains 7043 entries representing 7043 unique customers. There are 21 columns, with 19 features (target feature = 'Churn'). The features are numeric and categorical in nature, so we will need to address these differences before modeling.
- EDA.ipynb : Commented Walkthrough of the Exploratory Data Analysis process
- eda_module.py: Module with functions for execution of EDA process
- regression.ipynb: Commented walkthrough of Logistic Regression
- regression_module.py: Module with functions for execution of Logistic regression
- KNN.ipynb: K-Nearest Neighbors Classification Model
- Telco Customer Churn Analysis.pdf: Google slides presentation (as if an insight presentation was required per deliverables)
- data [folder]: Folder containing all used data
- pics [folder]: Folder containing figures & screenshots for medium blog posts