739 lines
1006 KiB
HTML
739 lines
1006 KiB
HTML
<!DOCTYPE html>
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<html>
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<head>
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<meta charset="utf-8" />
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<meta name="generator" content="pandoc" />
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<meta http-equiv="X-UA-Compatible" content="IE=EDGE" />
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<meta name="author" content="Mark Pearl" />
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<title>hw3-p2</title>
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<script>/*! jQuery v1.11.3 | (c) 2005, 2015 jQuery Foundation, Inc. | jquery.org/license */
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) 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<h1 class="title toc-ignore">hw3-p2</h1>
|
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<h4 class="author">Mark Pearl</h4>
|
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<h4 class="date">4/15/2020</h4>
|
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</div>
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<div id="graded-homework-3-part-2" class="section level2">
|
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<h2>Graded Homework #3: Part 2</h2>
|
||
<p>Homework 3 - Part 2 is from Week 11 and 12 and weighs 4% of your grade. It will require you to submit one file (HTML or PDF) which will be peer corrected by three of your peers. The TAs will also go through your submission and eventually assign the final marks.</p>
|
||
<p>Submit ONE HTML or PDF file with your code and answers to these 8 questions neatly labeled, clear and concise. Use RMarkdown to knit the file. You may work on the homework for as long as you like within the given window. As long as you do not click submit, you can enter and exit the assignment as many times as necessary during the time period that it is available. Again, please note, you should only click “submit” when you are completely finished with the assignment and ready to submit it for grading.</p>
|
||
<p>Also, please remember that you are to complete this assignment on your own. Any help given or received constitutes cheating. If you have any general questions about the assignment, please post it to the Piazza board. If your question involves specific references to the answer to a question or questions, please be sure to mark your post as private.</p>
|
||
<p>Instructions for Q.1 to 4</p>
|
||
<p>Please use the Facebook Ad dataset KAG.csv (Links to an external site.) for the next set of questions. We advise solving these questions using R (preferably using dplyr library wherever applicable) after reviewing the code provided for Week 11 and other resources provided for learning dplyr in R Learning Guide.</p>
|
||
<pre class="r"><code>kag_csv <- read.csv('C:/Users/mjpearl/Desktop/omsa/MGT-6402-OAN/assignment_3/KAG.csv')
|
||
head(kag_csv)</code></pre>
|
||
<pre><code>## X ad_id campaign_id age gender interest Impressions Clicks Spent
|
||
## 1 1 708746 916 32 0 15 7350 1 1.43
|
||
## 2 2 708749 916 32 0 16 17861 2 1.82
|
||
## 3 3 708771 916 32 0 20 693 0 0.00
|
||
## 4 4 708815 916 32 0 28 4259 1 1.25
|
||
## 5 5 708818 916 32 0 28 4133 1 1.29
|
||
## 6 6 708820 916 32 0 29 1915 0 0.00
|
||
## Total_Conversion Approved_Conversion CTR CPC CostPerConv_Total
|
||
## 1 2 1 0.0136 1.43 0.715
|
||
## 2 2 0 0.0112 0.91 0.910
|
||
## 3 1 0 0.0000 0.00 0.000
|
||
## 4 1 0 0.0235 1.25 1.250
|
||
## 5 1 1 0.0242 1.29 1.290
|
||
## 6 1 1 0.0000 0.00 0.000
|
||
## CostPerConv_Approved
|
||
## 1 1.43
|
||
## 2 1.82
|
||
## 3 0.00
|
||
## 4 1.25
|
||
## 5 1.29
|
||
## 6 0.00</code></pre>
|
||
</div>
|
||
<div id="including-plots" class="section level2">
|
||
<h2>Including Plots</h2>
|
||
<p>Q.1 Which ad (provide ad_id as the answer) among the ads that have the least CPC led to the most impressions?</p>
|
||
<p>In this case I will determine the max impressions based on the CPC = 0.</p>
|
||
<pre class="r"><code>library(dplyr)</code></pre>
|
||
<pre><code>## Warning: package 'dplyr' was built under R version 3.6.3</code></pre>
|
||
<pre><code>##
|
||
## Attaching package: 'dplyr'</code></pre>
|
||
<pre><code>## The following objects are masked from 'package:stats':
|
||
##
|
||
## filter, lag</code></pre>
|
||
<pre><code>## The following objects are masked from 'package:base':
|
||
##
|
||
## intersect, setdiff, setequal, union</code></pre>
|
||
<pre class="r"><code>max(kag_csv[kag_csv$CPC==0,]$Impressions)</code></pre>
|
||
<pre><code>## [1] 24362</code></pre>
|
||
<pre class="r"><code>kag_csv$ad_id[kag_csv$Impressions==24362]</code></pre>
|
||
<pre><code>## [1] 1121094</code></pre>
|
||
<p>Therefore the ad_id is 1121094.</p>
|
||
<p>Q.2 What campaign (provide campaign_id as the answer) had spent least efficiently on brand awareness on an average(i.e. most Cost per mille or CPM: use total cost for the campaign / total impressions in thousands)?</p>
|
||
<pre class="r"><code>df_campaign <- aggregate(.~campaign_id, kag_csv, sum)
|
||
df_campaign$output <- df_campaign$Spent/df_campaign$Impressions
|
||
df_campaign %>%
|
||
select(campaign_id, output)</code></pre>
|
||
<pre><code>## campaign_id output
|
||
## 1 916 0.0003100067
|
||
## 2 936 0.0003559674
|
||
## 3 1178 0.0002717564</code></pre>
|
||
<p>As you can see, campaign 936 had the least efficient spending.</p>
|
||
<p>Q.3 Assume each conversion (‘Total_Conversion’) is worth $5, each approved conversion (‘Approved_Conversion’) is worth $50. ROAS (return on advertising spent) is revenue as a percentage of the advertising spent . Calculate ROAS and round it to two decimals.</p>
|
||
<p>Make a boxplot of the ROAS grouped by gender for interest = 15, 21, 101 (or interest_id = 15, 21, 101) in one graph. Also try to use the function ‘+ scale_y_log10()’ in ggplot to make the visualization look better (to do so, you just need to add ‘+ scale_y_log10()’ after your ggplot function). The x-axis label should be ‘Interest ID’ while the y-axis label should be ROAS. [8 points]</p>
|
||
<pre class="r"><code>library(ggplot2)</code></pre>
|
||
<pre><code>## Warning: package 'ggplot2' was built under R version 3.6.3</code></pre>
|
||
<pre class="r"><code>calculate_ROAS <- function(total_conversion, approved_conversion, spent) {
|
||
round(100 * (total_conversion * 5 + approved_conversion * 50) / spent, 2)
|
||
}
|
||
|
||
kag_csv %>%
|
||
select(interest, Total_Conversion, Approved_Conversion, Spent, gender) %>%
|
||
filter(interest %in% c(15,21,101)) %>%
|
||
mutate(Gender = factor(gender)) %>%
|
||
mutate(ROAS = calculate_ROAS(Total_Conversion, Approved_Conversion, Spent)) %>%
|
||
filter(is.finite(ROAS)) %>%
|
||
ggplot(aes(x = ordered(interest), y = ROAS, color = Gender)) +
|
||
geom_boxplot() +
|
||
scale_y_log10() +
|
||
xlab("Interest ID") +
|
||
ylab("ROAS %") +
|
||
ggtitle("ROAS % Grouped By Interest, Gender")</code></pre>
|
||
<p><img 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" width="672" /></p>
|
||
<p>Q.4 Summarize the median and mean of ROAS by genders when campaign_id == 1178.</p>
|
||
<pre class="r"><code>kag_csv %>%
|
||
select(interest, Total_Conversion, Approved_Conversion, Spent, gender, campaign_id) %>%
|
||
filter(campaign_id == 1178) %>%
|
||
mutate(Gender = factor(gender)) %>%
|
||
mutate(ROAS = calculate_ROAS(Total_Conversion, Approved_Conversion, Spent)) %>%
|
||
filter(is.finite(ROAS)) %>%
|
||
group_by(interest,gender) %>%
|
||
summarise(Mean=mean(ROAS),Median=median(ROAS))</code></pre>
|
||
<pre><code>## # A tibble: 80 x 4
|
||
## # Groups: interest [40]
|
||
## interest gender Mean Median
|
||
## <int> <int> <dbl> <dbl>
|
||
## 1 2 0 216. 85.2
|
||
## 2 2 1 476. 142.
|
||
## 3 7 0 266. 186.
|
||
## 4 7 1 97.5 45.2
|
||
## 5 10 0 120. 103.
|
||
## 6 10 1 91.0 56.5
|
||
## 7 15 0 496. 164.
|
||
## 8 15 1 341. 119.
|
||
## 9 16 0 235. 113.
|
||
## 10 16 1 96.7 66.1
|
||
## # ... with 70 more rows</code></pre>
|
||
<pre class="r"><code>adv_csv <- read.csv('C:/Users/mjpearl/Desktop/omsa/MGT-6402-OAN/assignment_3/advertising1.csv')
|
||
head(adv_csv)</code></pre>
|
||
<pre><code>## Daily.Time.Spent.on.Site Age Area.Income Daily.Internet.Usage
|
||
## 1 68.95 35 61833.90 256.09
|
||
## 2 80.23 31 68441.85 193.77
|
||
## 3 69.47 26 59785.94 236.50
|
||
## 4 74.15 29 54806.18 245.89
|
||
## 5 68.37 35 73889.99 225.58
|
||
## 6 59.99 23 59761.56 226.74
|
||
## Ad.Topic.Line City Male Country
|
||
## 1 Cloned 5thgeneration orchestration Wrightburgh 0 Tunisia
|
||
## 2 Monitored national standardization West Jodi 1 Nauru
|
||
## 3 Organic bottom-line service-desk Davidton 0 San Marino
|
||
## 4 Triple-buffered reciprocal time-frame West Terrifurt 1 Italy
|
||
## 5 Robust logistical utilization South Manuel 0 Iceland
|
||
## 6 Sharable client-driven software Jamieberg 1 Norway
|
||
## Timestamp Clicked.on.Ad
|
||
## 1 2016-03-27 00:53:11 0
|
||
## 2 2016-04-04 01:39:02 0
|
||
## 3 2016-03-13 20:35:42 0
|
||
## 4 2016-01-10 02:31:19 0
|
||
## 5 2016-06-03 03:36:18 0
|
||
## 6 2016-05-19 14:30:17 0</code></pre>
|
||
<p>Q.5</p>
|
||
<ol style="list-style-type: lower-alpha">
|
||
<li>We aim to explore the dataset so that we can better choose a model to implement. Plot histograms for at least 2 of the continuous variables in the dataset. Note it is acceptable to plot more than 2. [1 point]</li>
|
||
</ol>
|
||
<pre class="r"><code>adv_csv$Clicked.on.Ad <- as.factor(adv_csv$Clicked.on.Ad)
|
||
hist(adv_csv$Area.Income)</code></pre>
|
||
<p><img src="data:image/png;base64,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" width="672" /></p>
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<pre class="r"><code>hist(adv_csv$Daily.Internet.Usage)</code></pre>
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<p><img 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" width="672" /></p>
|
||
<ol start="2" style="list-style-type: lower-alpha">
|
||
<li>Again on the track of exploring the dataset, plot at least 2 bar charts reflecting the counts of different values for different variables. Note it is acceptable to plot more than 2. [1 point]</li>
|
||
</ol>
|
||
<pre class="r"><code>barplot(table(adv_csv$Age), main="Age Value Count",
|
||
xlab="Age")</code></pre>
|
||
<p><img 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" width="672" /></p>
|
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<pre class="r"><code>barplot(table(adv_csv$Country), main="Country Value Count",
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xlab="Country")</code></pre>
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<p><img 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UZAoAuGR6Ayqu4QArVBoBEQ6ILhEaiMqjuEQG0QaAQEumB4BCqj6g4hUBsEGgGBLhgegcqoukMI1AaBRkCgC4ZHoDKq7hACtUGgERDoguERqIyqO4RAbRBoBAS6YHgEKqPqDiFQGwQaAYEuGB6Byqi6QwjUBoFGQKALhkegMqruEAK1QaAREOiC4RGojKo7hEBtEGgEBLpgeAQqo+oOIVAbBBoBgS4YHoHKqLpDCNQGgUZAoAuGR6Ayqu4QArVBoBEQ6ILhEaiMqjuEQG0QaAQEumB4BCqj6g4hUBsEGgGBLhgegcqoukMI1AaBRkCgC4ZHoDKq7hACtUGgERDoguERqIyqO4RAbRBoBAS6YHgEKqPqDiFQGwQaAYEuGB6Byqi6QwjUBoFGQKALhkegMqruEAK1QaAREOiC4RGojKo7hEBtEGgEBLpgeAQqo+oOIVAbBBoBgS4YHoHKqLpDCNQGgUZAoAuGR6Ayqu4QArVBoBEQ6ILhEaiMqjuEQG0QaAQEumB4BCqj6g4hUBsEGgGBLhgegcqoukMI1AaBRkCgC4ZHoDKq7hACtUGgERDoguERqIyqO4RAbRBoBAS6YHgEKqPqDiFQGwQaAYEuGB6Byqi6QwjUBoFGQKALhkegMqruEAK1QaAREOiC4RGojKo7hEBtEGgEBLpgeAQqo+oOIVAbBBoBgS4YHoHKqLpDCNQGgUZAoAuGR6Ayqu6QUKAtkuDOdIrO3R4+d3zTSFOaiycQ6NCwk0G3cfoC3XPcEago6EFqKVTIFVBJGmEOJ1DxubPHN82KAh0adjKwXj1tge497ghUEPIgAg0XcgVUkkYYoUClM+8IVHpuXiEuuRxEAu0Oc463Xz1xge457ghUEvIwAg0VcgVUkkYYBKqMiEARqDI8ApVRSRphEKgyIgJFoMrwCFRGJWmEQaDKiAgUgSrDI1AZlaQRBoEqIyJQBKoMj0BlVJJGGASqjIhAEagyPAKVUUkaYRCoMiICRaDK8AhURiVphEGgyogIFIEqwyNQGZWkEQaBKiMiUASqDI9AZVSSRhgEqoyIQBGoMjwClVFJGmEQqDIiAkWgyvAIVEYlaYRBoMqICBSBKsMjUBmVpBEGgSojIlAEqgyPQGVUkkYYBKqMiEARqDI8ApVRSRphEKgyIgJFoMrwCFRGJWmEQaDKiAgUgSrDI1AZlaQRBoEqIyJQBKoMj0BlVJJGGASqjIhAEagyPAKVUUkaYRCoMiICRaDK8AhURiVphEGgyogIFIEqwyNQGZWkEQaBKiMiUASqDI9AZVSSRhgEqoyIQBGoMjwClVFJGmEQqDIiAkWgyvAIVEYlaYRBoMqICBSBKsMjUBmVpBEGgSojIlAEqgyPQGVUkkYYBKqMiEARqDI8ApVRSRphEKgyIgJFoMrwCFRGJWmEQaDKiAgUgSrDI1AZlaQRBoEqIyJQBKoMj0BlVJJGGASqjIhAEagyPAKVUUkaYRCoMiICRaDK8AhURiVphEGgyogIFIEqwyNQGZWkEQaBKiMiUASqDI9AZVSSRhgEqoyIQBGoMjwClVFJGmEQqDIiAkWgyvAIVEYlaYRBoMqICBSBKsMjUBmVpBEGgSojIlAEqgyPQGVUkkYYBKqMiEARqDI8ApVRSRphEKgyIgJFoMrwCFRGJWmEQaDKiAgUgSrDI1AZlaQRBoEqIyJQBKoMj0BlVJJGGASqjIhAEagyPAKVUUkaYRCoMiICRaDK8AhURiVphEGgyogIFIEqwyNQGZWkEQaBKiMiUASqDI9AZVSSRhgEqoyIQBGoMjwClVFJGmEQqDIiAkWgyvAIVEYlaYRBoMqICBSBKsMjUBmVpBEGgSojIlAEqgyPQGVUkkYYBKqMiEARqDI8ApVRSRphEKgyIgJFoMrwCFRGJWmEQaDKiAgUgSrDI1AZlaQRBoEqIyJQBKoMj0BlVJJGGASqjIhAEagyPAKVUUkaYRCoMiICRaDK8AhURiVphEGgyogIFIEqwyNQGZWkEQaBKiMiUASqDI9AZVSSRhgEqoyIQBGoMjwClXGgND78+tPPb8VnIVBlRASKQJXhEaiMomm8+frOL5v/3b64bFruPhOej0CVEREoAlWGR6AyCqZx+13TtAK9/bbp+VL2LhSBKiMiUASqDI9AZZRLY+vNjUC3/794/Phx+zb0vigEAlVGRKAIVBkegcool8bNxpf//e3u/w/bF27/uhHpj5IQCFQZEYEiUGV4BCqjXBpXnTevxvedV8K3oAhUGRGBIlBleAQqo1gaHx/t3m72/295d9nck3wKikCVEREoAlWGR6AySgp0ewu+/7+Z/DmQSoDMxiy3eCfFoswJNN58uyc+g9152bprdkkHDutflERsXG9mCzRrlMQ0zXRG5uc0Pe3O3qaZdtJ7IR4xPubD/E4mIAfBoeHTww0L10N/zjSdUPlMomaU9jRjmUDTtR5vOC7QPcd8P4oL9Pbbgwp0elI8Slqg8eZ3e2JVNpyXKdB4V8dA+RHdQ82k1OICzRwlIX7f5uc0Pe3O3ibQ24BAE6MbebWf3+kEzCO3nBcg1LB4PcTO8csnsGBmS3uasUigyVqPnTdZcRnzezCKtdzefH/a/uFqvIS/aYpfwvtqiM3vnEDjdZTy2ERdOVdMER33KUkiRs4J5KYaJSH+jMxHS3cw2h23XxnXe4kxn9aS4IJxoc8OFDMfiuQXVkigwsIPtrNHShlBvO7XdD1fruXr3VOg7Qef3Z2j1qkPJSEQqDAiAkWgYyQEegDKtby5Xm/uvjRbk+4eY3p+gMeYECgCRaAGgR6Kgi3ftE/Of/bDb7/9dWPSJ3/7rt0UvQFFoAg0sReBzkRCoAegZMvvLpsJMn8iUASa2ItAZyIh0ANQtOX+V0Q6DvFjIggUgSJQg0APRemWP/zt8dcPNnz2px8O8nN2CBSBIlCDQA/Fei1ngECFEREoAh0jIdADgEDDhyHQuT3zIFAxCDTaMAKVg0CFEREoAh0jIdADgEDDhyHQuT3zIFAxCDTaMAKVg0CFEREoAh0jIdADgEDDhyHQuT3zIFAxCDTaMAKVg0CFEREoAh0jIdADgEDDhyHQuT3zIFAxCDTaMAKVg0CFEREoAh0jIdADgEDDhyHQuT3zIFAxCDTaMAKVg0CFEREoAh0jIdADgEDDhyHQuT3zIFAxCDTaMAKVg0CFEREoAh0jIdADgEDDhyHQuT3zIFAxCDTaMAKVg0CFEREoAh0jIdADgEDDhyHQuT3zIFAxCDTaMAKVg0CFEREoAh0jIdADgEDDhyHQuT3zIFAxCDTaMAKVg0CFEREoAh0jIdADgEDDhyHQuT3zIFAxCDTaMAKVg0CFEREoAh0jIdADgEDDhyHQuT3zIFAxCDTaMAKVg0CFEREoAh0jIdADgEDDhyHQuT3zIFAxCDTaMAKVg0CFEREoAh0jIdADgEDDhyHQuT3zIFAxCDTaMAKVg0CFEREoAh0jIdADgEDDhyHQuT3zIFAxCDTaMAKVg0CFEREoAh0jIdADgEDDhyHQuT3zIFAxCDTaMAKVg0CFEREoAh0jIdADgEDDhyHQuT3zIFAxCDTaMAKVg0CFEREoAh0jIdADgEDDhyHQuT3zIFAxCDTaMAKVg0CFEREoAh0jIdADgEDDhyHQuT3zIFAxCDTaMAKVg0CFEREoAh0jIdADgEDDhyHQuT3zIFAxCDTaMAKVg0CFEREoAh0jIdADgEDDhyHQuT3zIFAxCDTaMAKVg0CFEREoAh0jIdADgEDDhyHQuT3zIFAxCDTaMAKVg0CFEREoAh0jIdADgEDDhyHQuT3zIFAxCDTaMAKVg0CFEREoAh0jIdADgEDDhyHQuT3zIFAxCDTaMAKVg0CFEREoAh0jIdADgEDDhyHQuT3zIFAxCDTaMAKVg0CFEREoAh0jIdADgEDDhyHQuT3zIFAxCDTaMAKVg0CFEREoAh0jIdADgEDDhyHQuT3zIFAxCDTaMAKVg0CFEREoAh0jIdADgEDDhyHQuT3zIFAxCDTaMAKVg0CFEREoAh0jIdADgEDDhyHQuT3zIFAxCDTaMAKVg0CFEREoAh0jIdADgEDDhyHQuT3zIFAxCDTaMAKVoxVoE1qyTRMqne5VZ2N37DZa40Zz2zKNfY59XvCw4RAvixyBNk1gGTkJb5kXqHVYF8B+IZzFdOyCBzbeCxGBetGsYY4th8DetQUaGJPUYvYKJd7BXIHas++1lRBocH0MJ+4t0GYS0Tl0XFfTZKP9QqBalAJtAgUymbR+TzPOkb1hCzRw3j/cveNUBgVqHxXJYl6gQ2indJyE5QL1zguObGAMAod5/RrGcCrQ6bHOCMXGIrB3XYEGxyRlH69Q4h3ME6g7+15bcYHah0+mp/HPmelc4C1sM4noHDrNwK8/r18IVItWoN57ntAwOxUW2Yh8KOC0NZ1KX6BWkFC0SM1OBGqn5LTnteXvCWY+CZ0U6GyJzoxSMlqWrVJmXEmg2VG9PZFijI5FTKCR/MLVaabh/W6kJztboPPh/b/VU0sWgWpBoMZbDggUgSYGxRh3WhFoYRAoAkWgfn4INN2F+Dgg0HpAoMZbDggUgSYGxRh3WhFoYRAoAkWgfn4INN2F+Dgg0HpAoMZbDggUgSYGxRh3WhFoYRAoAkWgfn4INN2F+Dgg0HpAoMZbDggUgSYGxRh3WhFoYRAoAkWgfn4INN2F+Dgg0HpAoMZbDggUgSYGxRh3WhFoYRAoAkWgfn4INN2F+Dgg0HpAoMZbDggUgSYGxRh3WhFoYRAoAkWgfn4INN2F+Dgg0HpAoMZbDggUgSYGxRh3WhFoYRAoAkWgfn4INN2F+Dgg0HpAoMZbDggUgSYGxRh3WhFoYRAoAkWgfn4INN2F+Dgg0HpAoMZbDggUgSYGxRh3WhFoYRAoAkWgfn4INN2F+Dgg0HpAoMZbDggUgSYGxRh3WhFoYRAoAkWgfn4INN2F+Dgg0HpAoMZbDggUgSYGxRh3WhFoYRAoAkWgfn4INN2F+Dgg0HpAoMZbDggUgSYGxRh3WhFoYRAoAkWgfn4INN2F+Dgg0HpAoMZbDggUgSYGxRh3WhFoYRAoAkWgfn4INN2F+Dgg0HpAoMZbDggUgSYGxRh3WhFoYRAoAkWgfn4INN2F+Dgg0HpAoMZbDggUgSYGxRh3WhFoYRAoAkWgfn4INN2F+Dgg0HpAoMZbDggUgSYGxRh3WhFoYRAoAkWgfn4INN2F+Dgg0HpAoMZbDggUgSYGxRh3WhFoYRAoAkWgfn4INN2F+Dgg0HpAoMZbDggUgSYGxRh3WhFoYRAoAkWgfn4INN2F+Dgg0HpAoMZbDggUgSYGxRh3WhFoYRAoAkWgfn4INN2F+Dgg0HpAoMZbDggUgSYGxRh3WhFoYRAoAkWgfn4INN2F+Dgg0HpAoMZbDggUgSYGxRh3WhFoYRAoAkWgfn4INN2F+Dgg0HpAoMZbDggUgSYGxRh3WhFoYRAoAkWgfn4INN2F+Dgg0HpAoMZbDggUgSYGxRh3WhFoYRAoAkWgfn4INN2F+Dgg0HpAoMZbDggUgSYGxRh3WhFoYRAoAkWgfn4INN2F+Dgg0HpAoMZbDggUgSYGxRh3WhFoYRAoAkWgfn4INN2F+Dgg0HpAoMZbDggUgSYGxRh3WhFoYRAoAkWgfn4INN2F+Dgg0HpAoMZbDggUgSYGxRh3WhFoYRAoAkWgfn4INN2F+Dgg0HpAoMZbDggUgSYGxRh3WhFoYRAoAkWgfn4INN2F+Dgg0HpAoMZbDggUgSYGxRh3WhFoYQ7V8u2vP/39rfQkBGq85YBAEWhiUIxxpxWBFuZQLX981Nz5RXoSAjXeckCgCDQxKMa404pAC4NAESgC9fNDoOkuxMcBgS7Eh99s3mwE+vPm/79LQiBQ4y0HBIpAE4NijDutCLQwxVrevOUMIXobikCNtxwQKAJNDIox7rQi0MIgUASKQP38EGi6C/FxQKAL8eqyaS4e9/zxsrn4fPP/P0luxSNQ4y0HBIpAE4NijDutCLQwBVt+/23T3H3ZbWTcRAq9Yc1sKibQJrEKIs5smomtVAJtmnBKY7Shi17Ndv3eHdoHSgh02tbwwnDIGDF0mDdkXhZ2kDFzbzDjoxQcc2uKApnvMnHGwu5xuJMJgTr98toZ+rWPQKdRfXWFU/I6uJdAvYoJD3WoG/FinHQhMDV2G/7yC4yuM4veYf78OiMb3liDoi3/c/O288+7P64h0Oia6s9x5sjyxN4CbZomllLf3oAXxK7MIVDiL2+vLa/2xoihw7wh87NwgoTmRivQSRZO5lY7E78000PnBepl77Qz7tELNJC9Nx6hlJxoews0UDHBPcFuxBxXe6sAACAASURBVIvR6UJwauw2QsvPH117IvzDvPl1Gg9trEPZlt9/1TT3tm9C13iMyd7IFqhnK5VA/WhTgaaDpFNyDk0eFtlo7EPj+XlZTCO6gxkfpeCYhyfOb9hLK55SQqDBAOnQUoF6KXl7Qyk50cINp8d8rgbnZ2RmeqYbwfGzA8SW3+wiExVxdGAOSuGWb//aNBffGAQaFBQCjaQUnJ5wj0NtRUbJD5AOjUDnKjMSAIEuyLvNm9Av3iJQBDod8/DEIVAEmlfE0YE5KOVbvn2+eRP6DIEiUAQaSsmJFm44PeZzNTg/IzPTM90Ijp8dAIEuS/tA0+eXCNRMix6BRlIKTk+4x6G2IqPkB0iHRqBzlRkJgEAXpn2gSfgM/RYEikARKAI9e4FuH2hCoGZa9Ag0klJwesI9DrUVGSU/QDo0Ap2rzEgABLo877+XfQlpCwJFoAgUgSJQJQgUgSJQBIpAlSBQBIpAESgCVYJAESgCRaAIVAkCRaAIFIEiUCUIFIEiUASKQJUgUASKQBEoAlWCQBEoAkWgCFQJAkWgCBSBIlAlCBSBIlAEikCVIFAEikARKAJVgkARKAJFoAhUCQJFoAgUgSJQJQgUgSJQBIpAlSBQBIpAESgCVYJAESgCRaAIVAkCRaAIFIEiUCUIFIEiUASKQJUgUASKQBEoAlWCQBEoAkWgCFQJAkWgCBSBIlAlCBSBIlAEikCVIFAEikARKAJVgkARKAJFoAhUCQJFoAgUgSJQJQgUgSJQBIpAlSBQBIpAESgCVYJAESgCRaAIVAkCRaAIFIEiUCUIFIEiUASKQJUgUASKQBEoAlWCQBEoAkWgCFQJAkWgCBSBIlAlCBSBIlAEikCVIFAEikARKAJVgkARKAJFoAhUCQJFoAgUgSJQJQgUgSJQBIpAlSBQBIpAESgCVYJAESgCRaAIVAkCRaAIFIEiUCUIFIEiUASKQJUgUASKQBEoAlWCQBEoAkWgCFQJAkWgCBSBIlAlCBSBIlAEikCVIFAEikARKAJVgkARKAJFoAhUCQJFoAgUgSJQJQgUgSJQBIpAlSBQBIpAESgCVYJAESgCRaAIVAkCRaAIFIEiUCUIFIEiUASKQJUgUASKQBEoAlWCQBEoAkWgCFQJAkWgCBSBIlAliwm0seui3TB2GWyZm9toW3bYxQSaTsk0WVXppBTIb1agXhZO5tss7MEcR3faVnjM4ymZyCqdW2DuZE9HadgjEahTOtPyCffYGT/TzKY0RLPzGw6bhh6zyBRo08RGyenGdMzNtOuBqRmyaJpxY3whOu7poU6XXGRjLc5CoI1VCnZBTcpgH4GObRxAoM6SSB8W2XAWWDQ/Lws38x7nvHEp2W2Fxzyakpks5kla8ZTsjvqjNOzJCz0tHeOVT7jH7vjZe8MpDb2185tMwj8CWewj0Gk3+pPtgfG6HhWo1Uv7hei4p4d6puSCG5miWJ7zEKg3G8Yug4y/HBNtZUaTCTQrpayqTKYkyS9sq0wN5Y/S/gIVjFJO5imLLJNScGCioY2zx04pUT6zE9efHJkAv+uCwtJVZ9ZgItAkCBSBItBJaOPssVNKlM/sxPUnI1AhCDRnOlNtZRfVkFI0SCQ8Ak2ETw9ZZkqpwxBosOsItBuV1VrOAIEiUAQ6CW2cPXZKifKZnbj+ZAQqBIHmTGeqreyiGlKKBomER6CJ8Okhy0wpdRgCDXYdgXajslrLGSBQBIpAJ6GNs8dOKVE+sxPXn4xAhSDQnOlMtZVdVENK0SCR8Ag0ET49ZJkppQ5DoMGuI9BuVFZrOQMEikAR6CS0cfbYKSXKZ3bi+pMRqBAEmjOdqbayi2pIKRokEh6BJsKnhywzpdRhCDTYdQTajcpqLWeAQBEoAp2ENs4eO6VE+cxOXH8yAhWCQHOmM9VWdlENKUWDRMIj0ET49JBlppQ6DIEGu45Au1FZreUMECgCRaCT0MbZY6eUKJ/ZietPRqBCEGjOdKbayi6qIaVokEh4BJoInx6yzJRShyHQYNcRaDcqq7WcAQJFoAh0Eto4e+yUEuUzO3H9yQhUCALNmc5UW9lFNaQUDRIJj0AT4dNDlplS6jAEGuw6Au1GZbWWM0CgCBSBTkIbZ4+dUqJ8ZieuPxmBCkGgOdOZaiu7qIaUokEi4RFoInx6yDJTSh2GQINdR6DdqKzWcgYIFIEi0Elo4+yxU0qUz+zE9ScjUCEINGc6U21lF9WQUjRIJDwCTYRPD1lmSqnDEGiw6wi0G5XVWs4AgSJQBDoJbZw9dkqJ8pmduP5kBCoEgeZMZ6qt7KIaUooGiYRHoInw6SHLTCl1GAINdh2BdqOyWssZIFAEikAnoY2zx04pUT6zE9efjECFINCc6Uy1lV1UQ0rRIJHwCDQRPj1kmSmlDkOgwa4j0G5UVms5AwSKQBHoJLRx9tgpJcpnduL6kxGoEASaM52ptrKLakgpGiQSHoEmwqeHLDOl1GEINNh1BNqNymotZ4BAESgCnYQ2zh47pUT5zE5cfzICFYJAc6Yz1VZ2UQ0pRYNEwiPQRPj0kGWmlDoMgQa7jkC7UVmt5QwQKAJFoJPQxtljp5Qon9mJ609GoEIQaM50ptrKLqohpWiQSHgEmgifHrLMlFKHIdBg1xFoNyqrtZwBAkWgCHQS2jh77JQS5TM7cf3JCFQIAs2ZzlRb2UU1pBQNEgmPQBPh00OWmVLqMAQa7DoC7UZltZYzQKAIFIFOQhtnj51SonxmJ64/GYEKQaA505lqK7uohpSiQSLhEWgifHrIMlNKHYZAg11HoN2orNZyBggUgSLQSWjj7LFTSpTP7MT1JyNQIQg0ZzpTbWUX1ZBSNEgkPAJNhE8PWWZKqcMQaLDrCLQbldVazgCBIlAEOgltnD12SonymZ24/mQEKgSB5kxnqq3sohpSigaJhEegifDpIctMKXUYAg12HYF2o7JayxkgUASKQCehjbPHTilRPrMT15+MQIUg0JzpTLWVXVRDStEgkfAINBE+PWSZKaUOQ6DBriPQblRWazkDBIpAEegktHH22Cklymd24vqTEagQBJoznam2sotqSCkaJBIegSbCp4csM6XUYQg02HUE2o3Kai1ngEARKAKdhDbOHjulRPnMTlx/MgIVgkBzpjPVVnZRDSlFg0TCI9BE+PSQZaaUOgyBBruOQLtRWa3lDBAoAkWgk9DG2WOnlCif2YnrT0agQhBoznSm2souqiGlaJBIeASaCJ8essyUUoch0GDXEWg3Kqu1nAECRaAIdBLaOHvslBLlMztx/ckIVAgCzZnOVFvZRTWkFA0SCY9AE+HTQ5aZUuowBBrsOgLtRmW1ljNAoAgUgU5CG2ePnVKifGYnrj8ZgQpBoDnTmWoru6iGlKJBIuERaCJ8esgyU0odhkCDXUeg3ais1nIGCBSBItBJaOPssVNKlM/sxPUnI1AhCDRnOlNtZRfVkFI0SCQ8Ak2ETw9ZZkqpwxBosOsItBuV1VrOAIEiUAQ6CW2cPXZKifKZnbj+ZAQqBIHmTGeqreyiGlKKBomER6CJ8Okhy0wpdRgCDXYdgXajslrLGSBQBIpAJ6GNs8dOKVE+sxPXn4xAhSDQnOlMtZVdVENK0SCR8Ag0ET49ZJkppQ5DoMGuI9BuVFZrOQMEikAR6CS0cfbYKSXKZ3bi+pMRqBAEmjOdqbayi2pIKRokEh6BJsKnhywzpdRhCDTYdQTajcpqLWeAQBEoAp2ENs4eO6VE+cxOXH8yAhWCQHOmM9VWdlENKUWDRMIj0ET49JBlppQ6DIEGu45Au1EpGfz2xdcPPv/Pt8P2x0fNnV8E5yNQBIpAJ6GNs8dOKVE+sxPXn4xAhZRs+Z+XTcvFk16hCNQtegQaScmEFnM4fHrIMlNKHYZAg11HoN2olAt93fTc6wyKQN2iR6CRlExoMYfDp4csM6XUYQg02HUE2o1KscjvNu8/7z777bfn7f932kSgbtEj0EhKJrSYw+HTQ5aZUuowBBrsOgLtRqVY5Ov+nef7r3qDIlC36BFoJCUTWszh8Okhy0wpdRgCDXYdgXajUirw7bdN83T849alCNQtegQaScmEFnM4fHrIMlNKHYZAg11HoN2olApsy7I16H0zJ9AmQGZj/gzuonnD3AgWs13NQy5N6LCcaLaggkG2TQT3xFNaVqD9kAUGdDp+XuYZKY0zMpuSCQo0GD6ebEZK6dBuSk3g799ISslZ9M8JDkw8tHEEalV0pDozJ84Zcyel7d4mtOcQAk0O5pkItN1oHh5UoNZE22NulZtoOocKC05nTjT7TXG8mvOqxQmymECHIQsM6HT8wgJIpzTOyGxKJvhuKBg+kex8SunQ7ig1AYFGzkvPondOeGCioY0t0OGweHVmTpxJCnRMJ5hsOYHODOaZCLS9o3Tx4yEv4Wdm0AgFmj4nJ1rsU4UVN0KjNCPQA6VkggKNrRx9w3kT5w+MpnwW2zCOQCVd2XssZLN4yFoXWGVZDvEZaMtN09x5iUAPWlQIVD+l6YHRlM9iGwaBBstgHcq1fL373NPavPO/ESgCzUnJIND4hkGgwTJYh3Itt8+BfvH7uH3VtCDQQztJVucINDFKBoGqC6vwwAissiwFW26/iWT78nnTIFAEmpOSQaDxDYNAg2WwDiVbfnXp+nKzjUAPvNqkdY5AE6NkEKi6sAoPjMAqy1K05dvXf3rrbD+/RKCHdpKszhFoYpQMAlUXVuGBEVhlWdZrOQMEeghbIdDcUTIIVF1YhQdmWfEIQKALVFhONAQqSMkg0PiGQaDBMlgHBLpAheVEQ6CClAwCjW8YBBosg3VAoAtUWE40BCpIySDQ+IZBoMEyWAcEukCF5URDoIKUDAKNbxgEGiyDdUCgC1RYTjQEKkjJIND4hkGgwTJYBwS6QIXlREOggpQMAo1vGAQaLIN1QKALVFhONAQqSMkg0PiGQaDBMlgHBLpAheVEQ6CClAwCjW8YBBosg3VAoAtUWE40BCpIySDQ+IZBoMEyWAcEukCF5URDoIKUDAKNbxgEGiyDdUCgC1RYTjQEKkjJIND4hkGgwTJYBwS6QIXlREOggpQMAo1vGAQaLIN1QKALVFhONAQqSMkg0PiGQaDBMlgHBLpAheVEQ6CClAwCjW8YBBosg3VAoAtUWE40BCpIySDQ+IZBoMEyWAcEukCF5URDoIKUDAKNbxgEGiyDdUCgC1RYTjQEKkjJIND4hkGgwTJYBwS6QIXlREOggpQMAo1vGAQaLIN1QKALVFhONAQqSMkg0PiGQaDBMlgHBLpAheVEQ6CClAwCjW8YBBosg3VAoAtUWE40BCpIySDQ+IZBoMEyWAcEukCF5URDoIKUDAKNbxgEGiyDdUCgC1RYTjQEKkjJIND4hkGgwTJYBwS6QIXlREOggpQMAo1vGAQaLIN1QKALVFhONAQqSMkg0PiGQaDBMlgHBLpAheVEQ6CClAwCjW8YBBosg3VAoAtUWE40BCpIySDQ+IZBoMEyWAcEukCF5URDoIKUDAKNbxgEGiyDdUCgC1RYTjQEKkjJIND4hkGgwTJYBwS6QIXlREOggpQMAo1vGAQaLIN1QKALVFhONAQqSMkg0PiGQaDBMlgHBLpAheVEQ6CClAwCjW8YBBosg3VAoAtUWE40BCpIySDQ+IZBoMEyWAcEukCF5URDoIKUDAKNbxgEGiyDdUCgC1RYTjQEKkjJIND4hkGgwTJYBwS6QIXlREOggpQMAo1vGAQaLIN1QKALVFhONAQqSMkg0PiGQaDBMlgHBLpAheVEQ6CClAwCjW8YBBosg3VAoAtUWE40BCpIySDQ+IZBoMEyWAcEukCF5URDoIKUDAKNbxgEGiyDdUCgC1RYTjQEKkjJIND4hkGgwTJYBwS6QIXlREOggpQMAo1vGAQaLIN1QKALVFhONAQqSMkg0PiGQaDBMlgHBLpAheVEQ6CClAwCjW8YBBosg3VAoAtUWE40BCpIySDQ+IZBoMEyWAcEukCF5URDoIKUDAKNbxgEGiyDdUCgC1RYTjQEKkjJIND4hkGgwTJYBwS6QIXlREOggpQMAo1vGAQaLIN1QKALVFhONAQqSMkg0PiGQaDBMlgHBLpAheVEQ6CClAwCjW8YBBosg3VAoAtUWE40BCpIySDQ+IZBoMEyWAcEukCF5URDoIKUDAKNbxgEGiyDdUCgC1RYTjQEKkjJIND4hkGgwTJYBwS6QIXlREOggpQMAo1vGAQaLIN1QKALVFhONAQqSMkg0PiGQaDBMlgHBLpAheVEQ6CClAwCjW8YBBosg3VAoAtUWE40BCpIySDQ+IZBoMEyWIczFegW4TzFz8mJtunLeNhKSy9jlIZEV03JNLENf+Xsk2zexPkDk06ptECbpvHz2zulnLGQzSICXZvTEqh12EpLL2OUhkTXTamJbfjn7ZNs5sR5A5NzXrmNIQtpV/YeC+EsHnBginooqZ7VWs6gnEDrsFWFKa2cHymdamEVbrioh5LqWa3lDBDouamBlE61sAo3XNRDSfWs1nIGCPTc1EBKp1pYhRsu6qGkelZrOQMEem5qIKVTLazCDRf1UFI9q7WcAQI9NzWQ0qkWVuGGi3ooqZ7VWs4AgZ6bGkjpVAurcMNFPZRUz2otZ4BAz00NpHSqhVW44aIeSqpntZYzQKDnpgZSOtXCKtxwUQ8l1bNayxkg0HNTAymdamEVbrioh5LqWa3lDBDouamBlE61sAo3XNRDSfWs1nIGCPTc1EBKp1pYhRsu6qGkelZrOQMEem5qIKVTLazCDRf1UFI9q7WcAQI9NzWQ0qkWVuGGi3ooqZ7VWs4AgZ6bGkjpVAurcMNFPZRUz2otZ4BAz00NpHSqhVW44aIeSqpntZYzQKDnpgZSOtXCKtxwUQ8l1bNayxkg0HNTAymdamEVbrioh5LqWa3lDBDouamBlE61sAo3XNRDSfWs1nIGCPTc1EBKp1pYhRsu6qGkelZrOQMEem5qIKVTLazCDRf1UFI9q7WcAQI9NzWQ0qkWVuGGi3ooqZ7VWs4AgZ6bGkjpVAurcMNFPZRUz2otZ4BAz00NpHSqhVW44aIeSqpntZYzQKDnpgZSOtXCKtxwUQ8l1bNayxkg0HNTAymdamEVbrioh5LqWa3lDBDouamBlE61sAo3XNRDSfWs1nIGCPTc1EBKp1pYhRsu6qGkelZrOQMEem5qIKVTLazCDRf1UFI9q7WcAQI9NzWQ0qkWVuGGi3ooqZ7VWs4AgZ6bGkjpVAurcMNFPZRUz2otZ4BAz00NpHSqhVW44aIeSqpntZYzQKDnpgZSOtXCKtxwUQ8l1bNayxkg0HNTAymdamEVbrioh5LqWa3lDBDouamBlE61sAo3XNRDSfWs1nIGCPTc1EBKp1pYhRsu6qGkelZrOQMEem5qIKVTLazCDRf1UFI9q7WcAQI9NzWQ0qkWVuGGi3ooqZ7VWs4AgZ6bGkjpVAurcMNFPZRUz2otZ4BAz00NpHSqhVW44aIeSqpntZYzQKDnpgZSOtXCKtxwUQ8l1bNayxkg0HNTAymdamEVbrioh5LqWa3lDBDouamBlE61sAo3XNRDSfWs1nIGCPTc1EBKp1pYhRsu6qGkelZrOQMEem5qIKVTLazCDRf1UFI9q7WcAQI9NzWQ0qkWVuGGi3ooqZ7VWs4AgZ6bGkjpVAurcMNFPZRUz2otZ4BAz00NpHSqhVW44aIeSqpntZYzQKDnpgZSOtXCKtxwUQ8l1bNayxkg0HNTAymdamEVbrioh5LqWa3lDBDouamBlE61sAo3XNRDSfWs1nIGCPTc1EBKp1pYhRsu6qGkelZrOQMEem5qIKVTLazCDRf1UFI9q7WcAQI9NzWQ0qkWVuGGi3ooqZ7VWs4AgZ6bGkjpVAurcMNFPZRUz2otZ4BAz00NpHSqhVW44aIeSqpntZYzQKDnpgZSOtXCKtxwUQ8l1bNayxkg0HNTAymdamEVbrioh5LqWa3lDBDouamBlE61sAo3XNRDSfWUbuD2t19/+umnv//2VnEuAj03NZDSqRZW4YYVdlmGsi2/+a4Z+eJn6ekI9NzUQEqnWliFG5aqZTFKtvz+q8bl7o+yAAj03NRASqdaWIUbFstpKQq2fHO56WDz4PGOT9uNi6eiCAj03NRASqdaWIUblutpIcq1/PHRRpjPrBdeb4R65xdJCAR6bmogpVMtrMINS7SyKOVavvZ02Sr1oSQEAj03NZDSqRZW4YYlWlmUYi3ffts00wv2m6a5J7kbj0DPTQ2kdKqFVbhhgVWWpVjLm7eb3vV66DUrlQCZjYVOBYBzQe2pfUGgAHDsqD21LyUv4S+mTy1JL+EBAGqmnLqvPFu2H4veL9YeAMCBKSfQd5cbg760Xni/8af3phQA4Ggp+OHBdfvZxMXjH35q+dvuSXrRU0wAAFVT8tPXV5eTT3ovvinYGgDAgSl6++r2ha3QiyfcQAKAU6L0/f/bNz+9ePz48ZOffsaeAHBiVP2DygAANYNAAQCUIFAAACUIFABACQIFAFCCQAEAlCBQAAAlCBQAQAkCBQBQgkABAJQgUAAAJQgUAEAJAgUAUIJAAQCUIFAAACUIFABACQIFAFCCQAEAlCBQAAAlCBQAQAkCBQBQgkABAJQgUAAAJQgUAEAJAgUAUIJAAQCUIFAAACUIFABACQIFAFCCQAEAlCBQAAAlCBQAQAkCBQBQgkABAJQgUAAAJQgUAEAJAgUAUIJAAQCUIFAAACUIFABACQIFAFCCQAEAlCBQAAAlCBQAQAkCBQBQsqpAb5rm3lv7hdsXnzbNxZfegbffNhc/SqNvTrrzS3DP+2fSWBpuX3992TTNgye/jwnl9+Ljo8nYyNkMr8PDYUy64PERinK9DWM38TB02Bh5N9aClmIhHYIzqOjOwKZf9rlZSQRbf3fZ3F8sq3BDu7r65E8vl4wq4rqZIh2tk2FNgW5Kq2meTl9oJgXY7VhOoLfPDzHdty8uh+r68m2f0LkJtB/rZQUamcE9BWrXXcUCfTXW1b21FIpAB9YU6LvLiS1vYpOxqEAVi0NO93dBX+lvu9fOTaD9/mUFGjlkX4Faf5nXK1BnUpd9a5sPAh1YU6DXzcWnjlKup5f0PSqBxjiEQLf+vPusvXh/83X/18QKAl28o5kC3SMFvUD34dr1kb4FT6DLsimLTV21hfFbe4mzb4nsncxaCq+GFQXaKuKVU6jX7hX9yNEJ9Mr+S/lV9+YGgeawokBH9VUrUPs9RnsFF14vBwKBrirQtkjdKTgZgbal7f7F0F0xI9BZVhPo55aPqhXolV1C16H7BQcEga4q0G0tXA1F216cjB+nvG8vfD97OX5Ytzn2VXuL/ovhg/MPLx5sjrn4bHdDdvtR0+4ufnfI8OHT7av2wE92d8P7z5Ce5oTQMvksoi20l1m9aHv+XfsgwtsyAi33GWhgKK2x3vMzUCf4ENX6+3ajrXtvx0a8Qc3ql3UnPtav7cDdtlN4t31he6fwk2+sLu8E2lbvJ0/e2q+rsvJxBDrKOjtLs72L366tZ0N1qfOaCtSL7K7i0BFHz3oC3dZ8W6ldDTgC7T+l/sMo0L9c7V666BbN+EH2dnLaOv2v/gbl9pC+ct8Nty3byLZAZ0MoaT8Bdc7/bbiJNNOL4YV7/zougQaGcjmBusGHqNabvWunEW9Q8/rVTtv9dL/agft/3/bV9P6r3Z/6T7h7gXYVt1PdPlmF8wy+mpmlGTabuy+DJwuYCDQa+Q99LXtHHD/rCfS6vy3c/ZVqC9S+1dgL9NP+hWk57krKue29DTnKYuCpI9D5EEo2Cyiki4xejC/821EJNDCUywl0EnyIOgbd/anf9gY1t1/jh4qxfrUD9+99hfxlqJenxhbov/UVZ5ehKiufNsUvf5+8KMjSXg6REszHFagXebqK/SNOgNUE2pvTXpHX1iS3f0dtH3nrVvqmFL55a27/OtbIrpDefDU95LmziNugd3/ebL7/tpvGfnFkhFDifUFg6PJcL7ye70MhgU6IzcZijzF5wW297Xy3ey9q/Y3pHp/Xr4fW4/Q3ifnZltP7rQvaqXp9uXtzNwp0nELrdVVW4UQ3RfT5D5ZEJVm2n5ldPHm7u6y/HxzdfFyBhiK7tTw94hRYTaD99Zf9bq1fEMNHiO8uR7Xdedkf0543Xvp3AbaH/GIf0lXu8CnrdFFnhFCSEOhML7ye74P7HKh9nbm0QENDuZhAveDDIcM1/G6Ou0b84/P6tbseGmoj2K9WCrtpuWmsP1mDOU7c5k/tW4R9sgoxPEg/fJIoybJLakxvn7wcgXqRvVr2jjgFVhPo1fhJ5fB5YS/Q8c7SeP+6X1W7j04tuln0Dxnfgbrf2PDfmEVDKLkJ63e+F9Z9+ugzsaI0DiTQaT8KPUjfL1gran9paDfqHZ/XrzZkv7JDb4N7NT3tXxg/e7Jat9xwZX93QZVVkNvX/SeJF08mFTKfpfXO4GrSR3lezhleZG8VJ9o+XtYS6Dj21tu1TqDWvIwu7KvSVc+HX7+/bPr6nRwy/tXfXvP853DSZHGkQiiJvwOd6YXf830oJND4Y0zOUC4t0DG4fYvH1p3biHW8oF/Xw42qYL/GCfL+NAr0nvPOcJ+sorx58fX40aIkyyvnyYX7gZMFOAKdRvZrOdb2UbOWQJ3Fbb3r6gTaF4bzGNOWoUC731RoSQrUXA1/X//eN90tjtkQSiJnz/fC7/k+HPIuvD+UCwp0Enw8ZDOM7R+u3Ns13vGCfnVXCbF+ZQm0V4PzyawqqyTt827SLO1Hkfsa1OdlC9SL7NVyqO3jZyWBul8V71dMJ1BrdOMCHR9OmhOo9bMe9udbOSGUjBdOfXd/7zo90wu/5/twQIEGhnI5gU6DW3rbXsP3Q+U/tyYXaHcJHuuXVKA7b6izmqH/1DI/S3seumHbI6+JQN3IXi0H2j4BVhKoPWuND9BLAgAACPRJREFUfesm9x3o7omITz770w//ejQj0A2vv7MMat+FnwmhxHsOdNPklzm9ONZ3oKGhXEygXnDrkGvbds5za/bxon5tL+Jj/dK/A1Vl5XHlFtZuU5Cl/y5wn7x4B7qaQO11OOpG8Bno9fAw7scMgW748LdWovbnWxkh9uiec/pwO2GmF4t/BnoggYaGcjGBesGtQzaj9HT4do713Jp7vKhf24v4WL/0n4Gqsgqled/dfCrL0jLwLr198op9BrqNnPwMNHKb9QhZR6DuNe6gm+vhkWT/LryrHuuFm/QlvLV0uykdbznMhtAy+S58LL6Xgt/zfTiYQINDuZRA/eD2p9jfNveHtzrDhE+Pl/WrvYj/j0i/sgTat2k/XKXLysN91GgXVJTl9E74Xnkl78L7tcxd+MVwb1MPT354z4H2D7Ql1NM+K5x8BzrOVUyg8RBqrhurQl5desqO9cLr+T6sIFBrKJcXaB/cPuS6ufO/3Ad9A8cL+3Xdf9rjh8oSaKeJm8Z6DlSXlUdrpfFrkNdNOHQiy+mzmHvllfkcaF/LPAe6GO5fQLf9d5Cn30R6bX0TaaK2q90RuxtEXZ3GH2MavmrRPb3efy9iLoSa7U2y7c+X7H4+ob/JMdeLbc9/tnq+D4e7hA8NZa865/6OJmsvuP337/bD9C70+Dfm5Hhhv3YfCwb7lSfQ5ovfx6/b7JOVzy78z+3kbR8HlWbpfBsoWIIC3Iv+aWRvFXtHnAKrCHT6nYf+4mH4al7ou/CuerzHoOYfY+pX2u4G1tOcEHo+fmVHv7vtbUYvxlf+cEw3kUJD6Yy1TKAWd34JDFIf1XR/U913Ohd8Qk7Ur5teoF6oLIEO34XfHrBPVgFeOcNz3xuxOYF+nHwffZ+8XIFOI3ur2D/iBFhFoNMvSn58NPw60uRHiv4QfYzpeT/nT77tP2qKPcY0PDJ1t7/XsFsf8yH24Pb5UCyBfxMp1ovhm3pH9mtMgaG0xv7hXgL1B2mYwV1CfdH0jfiDKu3X8HvY01B5d+G7Z0x219r7ZBXi3fhX88Wfdy8JsvR/EWmPvCa3nfg1pgPhPeXTFmz3KXP/evdLgt1DISG1bS+N2x9dHG52Ru/Cv/murejhu8O37f34L3NC7MWHF/F/lTPWi7bnm2SP7/dA/aHcRe7Gei+B+oM0zKBzNTM04g+qsF/t3+jBfmU+xtSKwvs9UEVWYd58t/v9zvHLdflZGjP8JmfkZAHT+/bTyJNVHDri6Kn834U/na98VcXpPMcMR8Apr+IqBTo+MHY6jztUxek8xwzVch6ruFaBXrTv8j88P6FPm2tiv1/rA8jgPFZxlQK1v+h5sn91rcb4lA5AOc5jFVcp0PFHY0945FfDfnQSoBhnsYrrFKj50P7bmP0/pAmLcrOp6/92Mo+RQL2cwyquVKAAAPWDQAEAlCBQAAAlCBQAQAkCBQBQgkABAJQgUAAAJQgUAEAJAgUAUIJAAQCUIFAAACUIFABACQIFAFCCQAEAlCBQAAAlCBQAQAkCBQBQgkABAJQgUAAAJQgUAEAJAgUAUIJAAQCUIFAAACUIFABACQIFAFCCQAEAlCBQAAAlCBQAQAkCBQBQgkABAJQgUAAAJQgUAEAJAgUAUIJAAQCUIFAAACUIFABACQIFAFCCQAEAlCBQAAAlCBQAQAkCBQBQgkABAJQgUAAAJQgUAEAJAgUAUIJAAQCUIFAAACUIFABACQKF+rh9/fVl0zQPnvy+Z6D3zxbJByACAoXauH3R2nPHl2/3CfS8ebhUUgAhEChUxu23jcW9PQx60yBQKAsChbrY+vPus/bi/c3Xmz/e14dCoFAaBAp1cdVY2nu12XiqDoVAoTQIFKri3aVjvet9LuIRKJQGgUJVTIz58VFz5+X2T7ev2wv6z57tdm4u9C9+3B2yUW57xuaVO7/cvvi0aS6+2J5x032K+rR9V3vv7evNns/+djlEx66wAAgUaqL9BNS5Zv+t8937rzof3n3ZHRcQ6H9djtKcCLT9MKC5+Mt42tXwJwA1CBRqYmPDO78EXt+8E+3Z7g8KdKTd5wj0k61a77dvcB/2Afe5wQ+wBYFCTdxEPvO82kjxydvdI6LtffmIQC++2RzzvL8NNVyltzem7r20DuYKHpYBgUJNRAS68V7ny+5PYYF2b16vu4efbIH2Ua+6g665gocFQKBQEzfhBz+vx5evtlYMC/Sh84oj0P7t5s3uA9LN0VzBw/4gUKiJyDvQq/HW0saO9yMCnbziCLQ//eOjrYo3h3AFD/uDQKEm3l2GBGrJsTtCKtDxen13Dc8VPCwCAoWa2LxBdM12236nc/uM53jEXgLdXsNzBQ/LgEChJrznQDe++3LRd6Dba3iu4GEZEChUxfS7m7v7P9aHmLvbTHqBbq/huYKHZUCgUBWT78LfNN1HlpO78JYTO+VmC/TdZfuFJK7gYQkQKNTFtfNrTJ1OvedAW4/ulPr+kVCgmwP/8IgreFgEBAp1sf1G0SftP+ax+/mQ3VtF+5tI21eudz9Xf9sqNiHQ/mz7iv26+eSSK3hYBAQKlfHxK+tL7c3d3d336XfhrRf+56OYQN9dDt+Ft4X57nK/H7oHGECgUBvbL7NP/02kya8xbd5edr+89PBjVKC73xd5OBWo9Z0lgP1AoFAfH174/ypn/3ug40HPL7fbcYGa2+9aB3s/Xccv2cFSIFA4N/glO1gMBArnxjVX8LAUCBTOjNeR32wGkINA4ZzY/Uw9b0BhIRAonBPv+sdGAZYAgcI50T5k+iX+hKVAoAAAShAoAIASBAoAoASBAgAoQaAAAEoQKACAEgQKAKAEgQIAKEGgAABKECgAgBIECgCgBIECAChBoAAAShAoAIASBAoAoASBAgAoQaAAAEoQKACAEgQKAKAEgQIAKEGgAABKECgAgBIECgCgBIECAChBoAAAShAoAIASBAoAoASBAgAoQaAAAEoQKACAEgQKAKAEgQIAKEGgAABKECgAgBIECgCgBIECAChBoAAAShAoAIASBAoAoASBAgAoQaAAAEoQKACAEgQKAKDk/wNiqdwEtCn07QAAAABJRU5ErkJggg==" width="672" /> c) Plot boxplots for Age, Area.Income, Daily.Internet.Usage and Daily.Time.Spent.on.Site separated by the variable Clicked.on.Ad. To clarify, we want to create 4 plots, each of which has 2 boxplots: 1 for people who clicked on the ad, one for those who didn’t. [2 points]</p>
|
||
<pre class="r"><code>adv_csv %>%
|
||
select(Age, Area.Income, Daily.Internet.Usage, Daily.Time.Spent.on.Site, Clicked.on.Ad) %>%
|
||
ggplot(aes(x = ordered(Clicked.on.Ad), y = Age, color = Clicked.on.Ad)) +
|
||
geom_boxplot() +
|
||
xlab("Clicked On Ad") +
|
||
ylab("Age") +
|
||
ggtitle("Age Grouped by Click On Ad")</code></pre>
|
||
<p><img 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" width="672" /></p>
|
||
<pre class="r"><code>adv_csv %>%
|
||
select(Age, Area.Income, Daily.Internet.Usage, Daily.Time.Spent.on.Site, Clicked.on.Ad) %>%
|
||
ggplot(aes(x = ordered(Clicked.on.Ad), y = Area.Income, color = Clicked.on.Ad)) +
|
||
geom_boxplot() +
|
||
xlab("Clicked On Ad") +
|
||
ylab("Income") +
|
||
ggtitle("Income Grouped by Click On Ad")</code></pre>
|
||
<p><img 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" width="672" /></p>
|
||
<pre class="r"><code>adv_csv %>%
|
||
select(Age, Area.Income, Daily.Internet.Usage, Daily.Time.Spent.on.Site, Clicked.on.Ad) %>%
|
||
ggplot(aes(x = ordered(Clicked.on.Ad), y = Daily.Time.Spent.on.Site, color = Clicked.on.Ad)) +
|
||
geom_boxplot() +
|
||
xlab("Clicked On Ad") +
|
||
ylab("Daily.Time.Spent.on.Site") +
|
||
ggtitle("Daily Time Spent on Site Grouped by Click On Ad")</code></pre>
|
||
<p><img 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" width="672" /></p>
|
||
<pre class="r"><code>adv_csv %>%
|
||
select(Age, Area.Income, Daily.Internet.Usage, Daily.Time.Spent.on.Site, Clicked.on.Ad) %>%
|
||
ggplot(aes(x = ordered(Clicked.on.Ad), y = Daily.Internet.Usage, color = Clicked.on.Ad)) +
|
||
geom_boxplot() +
|
||
xlab("Clicked On Ad") +
|
||
ylab("Daily.Internet.Usage") +
|
||
ggtitle("Daily Internet Usage Grouped by Click On Ad")</code></pre>
|
||
<p><img 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width="672" /> d) Based on our preliminary boxplots, would you expect an older person to be more likely to click on the ad than someone younger? [2 points]</p>
|
||
<p>Yes based on the results you can see that with increasing Age, people click more on the advertisement compared to the younger generation.</p>
|
||
<p>Q.6</p>
|
||
<p>Part (a) [3 points]</p>
|
||
<ol style="list-style-type: decimal">
|
||
<li>Make a scatter plot for Area.Income against Age. Separate the datapoints by different shapes based on if the datapoint has clicked on the ad or not.</li>
|
||
</ol>
|
||
<p><img 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" width="672" /></p>
|
||
<ol start="2" style="list-style-type: decimal">
|
||
<li>Based on this plot, would you expect a 31-year-old person with an Area income of $62,000 to click on the ad or not?</li>
|
||
</ol>
|
||
<p>You can see based on the plot you can see that it’s highly likely the person matching these conditions did not click on the Ad.</p>
|
||
<p>Part (b) [3 points]</p>
|
||
<ol style="list-style-type: decimal">
|
||
<li>Similar to part a), create a scatter plot for Daily.Time.Spent.on.Site against Age. Separate the datapoints by different shapes based on if the datapoint has clicked on the ad or not.</li>
|
||
</ol>
|
||
<p><img 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" width="672" /></p>
|
||
<ol start="2" style="list-style-type: decimal">
|
||
<li>Based on this plot, would you expect a 50-year-old person who spends 60 minutes daily on the site to click on the ad or not?</li>
|
||
</ol>
|
||
<p>Yes you could still likely say that they would click on the ad. However, this seems to be very close to the cut-off point where most observations start to become 0 or no for Clicked on Ad.</p>
|
||
<p>Q.7</p>
|
||
<p>Part (a) [2 points]</p>
|
||
<ol style="list-style-type: decimal">
|
||
<li><p>Now that we have done some exploratory data analysis to get a better understanding of our raw data, we can begin to move towards designing a model to predict advert clicks.</p></li>
|
||
<li><p>Generate a correlation funnel (using the correlation funnel package) to see which of the variable in the dataset have the most correlation with having clicked the advert.</p></li>
|
||
</ol>
|
||
<pre class="r"><code>library(correlationfunnel)</code></pre>
|
||
<pre><code>## Warning: package 'correlationfunnel' was built under R version 3.6.3</code></pre>
|
||
<pre><code>## == Using correlationfunnel? ================================================================================================
|
||
## You might also be interested in applied data science training for business.
|
||
## </> Learn more at - www.business-science.io </></code></pre>
|
||
<pre class="r"><code>library(dplyr)
|
||
|
||
adv_csv_binarized_tbl <- adv_csv %>%
|
||
mutate(Age= as.numeric(Age),
|
||
Male = factor(Male)) %>%
|
||
binarize(n_bins=5, thresh_infreq = 0.01, name_infreq = "OTHER", one_hot = TRUE)
|
||
|
||
adv_csv_corr_tbl <- adv_csv_binarized_tbl %>%
|
||
correlate(Clicked.on.Ad__1)
|
||
|
||
adv_csv_corr_tbl %>%
|
||
arrange(desc(correlation)) %>%
|
||
plot_correlation_funnel()</code></pre>
|
||
<p><img 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" width="672" /> From the correlation plot, we can see that the first 4 varaibles containing the highest correlation to Click.on.Ad is</p>
|
||
<pre class="r"><code>#Let's retrieve the 4 highest correlated variables to use for the logistic regression
|
||
adv_csv_corr_tbl</code></pre>
|
||
<pre><code>## # A tibble: 32 x 3
|
||
## feature bin correlation
|
||
## <fct> <chr> <dbl>
|
||
## 1 Clicked.on.Ad 0 -1
|
||
## 2 Clicked.on.Ad 1 1
|
||
## 3 Daily.Time.Spent.on.Site -Inf_47.23 0.502
|
||
## 4 Daily.Internet.Usage -Inf_132.366 0.5
|
||
## 5 Daily.Internet.Usage 132.366_163.44 0.445
|
||
## 6 Daily.Internet.Usage 224.836_Inf -0.44
|
||
## 7 Daily.Time.Spent.on.Site 79.982_Inf -0.42
|
||
## 8 Area.Income -Inf_43644.412 0.41
|
||
## 9 Daily.Internet.Usage 198.948_224.836 -0.41
|
||
## 10 Daily.Time.Spent.on.Site 47.23_62.26 0.395
|
||
## # ... with 22 more rows</code></pre>
|
||
<p>NOTE: Here we are creating the correlation funnel in regards to HAVING clicked the advert, rather than not. This will lead to a minor distinction in your code between the 2 cases. However, it will not affect your results and subsequent variable selection. Part (b) [2 points]</p>
|
||
<ol style="list-style-type: decimal">
|
||
<li>Based on the generated correlation funnel, choose the 4 most covarying variables (with having clicked the advert) and run a logistic regression model for Clicked.on.Ad using these 4 variables.</li>
|
||
</ol>
|
||
<pre class="r"><code>#Let's retrieve the 4 highest correlated variables to use for the logistic regression
|
||
|
||
logit <- glm(Clicked.on.Ad ~ `Daily.Time.Spent.on.Site` + `Daily.Internet.Usage` + `Area.Income` + `Age`, data=adv_csv,
|
||
family = "binomial")</code></pre>
|
||
<ol start="2" style="list-style-type: decimal">
|
||
<li>Output the summary of this model.</li>
|
||
</ol>
|
||
<pre class="r"><code>summary(logit)</code></pre>
|
||
<pre><code>##
|
||
## Call:
|
||
## glm(formula = Clicked.on.Ad ~ Daily.Time.Spent.on.Site + Daily.Internet.Usage +
|
||
## Area.Income + Age, family = "binomial", data = adv_csv)
|
||
##
|
||
## Deviance Residuals:
|
||
## Min 1Q Median 3Q Max
|
||
## -2.4578 -0.1341 -0.0333 0.0167 3.1961
|
||
##
|
||
## Coefficients:
|
||
## Estimate Std. Error z value Pr(>|z|)
|
||
## (Intercept) 2.713e+01 2.714e+00 9.995 < 2e-16 ***
|
||
## Daily.Time.Spent.on.Site -1.919e-01 2.066e-02 -9.291 < 2e-16 ***
|
||
## Daily.Internet.Usage -6.391e-02 6.745e-03 -9.475 < 2e-16 ***
|
||
## Area.Income -1.354e-04 1.868e-05 -7.247 4.25e-13 ***
|
||
## Age 1.709e-01 2.568e-02 6.655 2.83e-11 ***
|
||
## ---
|
||
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
|
||
##
|
||
## (Dispersion parameter for binomial family taken to be 1)
|
||
##
|
||
## Null deviance: 1386.3 on 999 degrees of freedom
|
||
## Residual deviance: 182.9 on 995 degrees of freedom
|
||
## AIC: 192.9
|
||
##
|
||
## Number of Fisher Scoring iterations: 8</code></pre>
|
||
<p>Q.8 [4 points]</p>
|
||
<p>Now that we have created our logistic regression model using variables of significance, we must test the model. When testing such models, it is always recommended to split the data into a training (from which we build the model) and test (on which we test the model) set. This is done to avoid bias, as testing the model on the data from which it is originally built from is unrepresentative of how the model will perform on new data. That said, for the case of simplicity, test the model on the full original dataset. Use type =“response” to ensure we get the predicted probabilities of clicking the advert Append the predicted probabilities to a new column in the original dataset or simply to a new data frame. The choice is up to you, but ensure you know how to reference this column of probabilities. Using a threshold of 80% (0.8), create a new column in the original dataset that represents if the model predicts a click or not for that person. Note this means probabilities above 80% should be treated as a click prediction. Now using the caret package, create a confusion matrix for the model predictions and actual clicks. Note you do not need to graph or plot this confusion matrix. How many false-negative occurrences do you observe? Recall false negative means the instances where the model predicts the case to be false when in reality it is true. For this example, this refers to cases where the ad is clicked but the model predicts that it isn’t</p>
|
||
<pre class="r"><code>library(ROCR)</code></pre>
|
||
<pre><code>## Loading required package: gplots</code></pre>
|
||
<pre><code>##
|
||
## Attaching package: 'gplots'</code></pre>
|
||
<pre><code>## The following object is masked from 'package:stats':
|
||
##
|
||
## lowess</code></pre>
|
||
<pre class="r"><code>predictLogit <- predict(logit, type='response')
|
||
adv_csv$output <- predictLogit
|
||
|
||
head(adv_csv)</code></pre>
|
||
<pre><code>## Daily.Time.Spent.on.Site Age Area.Income Daily.Internet.Usage
|
||
## 1 68.95 35 61833.90 256.09
|
||
## 2 80.23 31 68441.85 193.77
|
||
## 3 69.47 26 59785.94 236.50
|
||
## 4 74.15 29 54806.18 245.89
|
||
## 5 68.37 35 73889.99 225.58
|
||
## 6 59.99 23 59761.56 226.74
|
||
## Ad.Topic.Line City Male Country
|
||
## 1 Cloned 5thgeneration orchestration Wrightburgh 0 Tunisia
|
||
## 2 Monitored national standardization West Jodi 1 Nauru
|
||
## 3 Organic bottom-line service-desk Davidton 0 San Marino
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## 4 Triple-buffered reciprocal time-frame West Terrifurt 1 Italy
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## 5 Robust logistical utilization South Manuel 0 Iceland
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## 6 Sharable client-driven software Jamieberg 1 Norway
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## Timestamp Clicked.on.Ad output
|
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## 1 2016-03-27 00:53:11 0 0.007678840
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## 2 2016-04-04 01:39:02 0 0.009738814
|
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## 3 2016-03-13 20:35:42 0 0.006892949
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## 4 2016-01-10 02:31:19 0 0.005057957
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## 5 2016-06-03 03:36:18 0 0.011744099
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## 6 2016-05-19 14:30:17 0 0.045802993</code></pre>
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<p>We can see the results from the output of the original dataset that the prediction colum “output” has been added as a column.</p>
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<pre class="r"><code>table(adv_csv$Clicked.on.Ad,adv_csv$output > 0.8)</code></pre>
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<pre><code>##
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## FALSE TRUE
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## 0 497 3
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## 1 36 464</code></pre>
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<p>From our table result we can see that the False Negative in our case is 36. Or in other words, this refers to 36 cases where the ad is clicked but the model predicts that it isn’t.</p>
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