Project
11 pages
Final Project: Digital Marketing Analytics Project
The final digital marketing analytics project focuses on answering specific questions about the current digital marketing campaign of a business. You will first analyze the digital marketing presence (website, advertisement, or social media presence) of a business. Based on your analysis, your group will develop research questions, collect and analyze the data, and draw insightful conclusions based on statistical analyses.
Project Deliverables and Deadline
Grade |
Due |
|
Proposal |
40 points (4% of the final grade) |
Mar 3 |
Project Presentation |
40 points (4% of the final grade) |
Apr 26, 28 in class |
Project Report |
150 points (15% of the final grade) |
May 5 11:59 PM |
Business client selection
· Businesses can range from one-man local shops to multi-national companies.
· If you plan to collect the data from the survey, choose a business that is relevant to your survey sample. You will distribute the A/B testing survey to students taking this class.
· Choose a business that has enough activity for you to analyze. Select a business that has at least 4 landing pages (i.e., webpages) on its website and it is a plus if the client has sufficient social media activities.
Important: Data Requirement
· Your project outcome should be based on the
original data
. You can collect your data from the existing database (e.g., YouTube, Instagram, Twitter, Google Trends, etc.) or from the Qualtrics survey (e.g., A/B testing survey).
· To ensure reliable and valid results, the number of observations (i.e., the number of survey respondents of A/B testing survey; the number of videos, social media posts, Tweets, influencers in other projects) should be at least 140.
· For meaningful data exploration, your data should contain a minimum of 15 variables (the number of questions of your survey; the number of variables in other projects).
NOTE: If you would like to study different questions for the final project, please consult with me in advance. I am open to your suggestions if (1) the topic is relevant to digital marketing, (2) the analysis builds on the original data, and (3) your hypotheses are tested with statistical analyses (e.g., regression analysis). Examples of the topics you may consider include:
“What makes YouTube videos viral?”
“What drives engagement in Instagram posts?”
“What makes Kickstarter projects more successful?”
“The impacts of the Covid-19 Pandemic on Kickstarter project successes”
1. Project Proposal
Student groups are expected to submit the project proposal by 11:59 PM on Mar 3. The proposal provides you with opportunities to prepare the project step-by-step and improve your research questions and data collection plan based on my feedback. The project proposal is worth 4% of the final grade.
Report Format
– PDF or Word document
– 12-point Times font, 1-inch page margins, US Letter paper, left-justification, 1.5 line spacing
– Maximum 3 pages except for the draft of the survey questionnaire and data codebook.
Your report will be evaluated based on the following components (Total 40 points).
1. Understanding of client’s situation and research motivation (10 points)
2. Quality of research questions and hypotheses (10 points)
3. Quality of data collection plan (20 points)
You should provide the following information in your proposal.
· Client Profile
· Research motivation
· Research questions
· Research hypotheses
· Research design and data collection plan
· Required appendix: Qualtrics survey link and codebook (A/B testing survey) or codebook (other projects)
Client Profile:
· Name, Location, URL, social media channels
· Goods and services offered
· Overview of their digital presence (e.g., website, social media posts, search ads, display ads, email marketing, etc.)
Research Motivation and Research Questions:
· Do you see any problems or areas for improvement? How can your research project help improve your client’s digital marketing?
· Specify your research objectives and research questions.
· Research questions should be meaningful and relevant for your client that potentially presents actionable insights to improve the client’s digital marketing presence.
Research Hypotheses
· Craft at least 5 research hypotheses
you plan to test.
· Research hypotheses should be clearly stated and be tested with statistical analyses.
· State
at least 2 hypotheses
on the interaction effects.
[AB Testing: Example of research hypotheses]
· Focusing on the differences between version A and B (main effect)
· Version A drives more likes on Instagram than Version B.
· Customers find Version A more energetic than Version B.
· Focusing on the differences across customer segments (interaction effect)
· The degree of liking Version A over Version B depends on gender. The degree of liking Version A (compared to Version B) is weakened for females (strengthened for males).
· The degree of liking Version A over Version B depends on customers’ fashion trendiness. The degree of liking Version A (compared to Version B) is weakened for fashion trendy customers (strengthened for less fashion trendy customers.)
[Other projects: Example of research hypotheses]
· Focusing on the main effects
· The number of hashtags is positively related to the number of likes on Instagram.
· The number of people featured in the post is positively related to the number of likes on Instagram.
· Posts posted in the evening receive more likes than posts posted in the afternoon.
· Focusing on the interaction effects
· The positive relationship between the number of hashtags and the number of likes is strengthened for fashion Instagrammers.
Research Design/ Data Collection Plan
[AB Testing survey]
· Present an example of your version A and B: provide an image
· Timeline of survey and survey distribution plan
· Sample of your survey
· What to measure?
· List at least 3 dependent variables: How would you compare the performance of two versions?
· List customer characteristics that are potentially relevant to your A/B test.
[Other projects]
· If you plan to collect the data from the existing database (e.g., YouTube, Instagram, Twitter, Google Trends, government data, etc.)
· Source of the data
· Sampling plan:
· Specify the sampling criteria to select 140 YouTube videos, social media posts, etc.
· Timeline of the data collection plan
· What to measure?
· Define dependent variables: What is your focus of the research? (e.g., number of likes, number of shares, number of views, viewing duration, etc.)
· List other variables that are potentially relevant to your dependent variable.
Required appendix for any projects
· Link to your Qualtrics survey
· Data codebook
· Present how each variable is measured.
· Column1: variable name
· Column2: variable description
· Column3: Is it your dependent variable?
· Column4: Is it measured on a nominal scale? (i.e., categorical variable)
2. Project Presentation
Deliverable: PowerPoint slides that summarize the key findings of your final project (slides submission due 11:59 PM on the day before your presentation day) Each group will be given 18 -20 minutes.
Please make sure to deliver the following elements in your presentation:
· Client overview and research motivation
· Research questions and hypotheses
· Research design and data description
· Summary of findings
· Conclusions, recommendations, suggestions
Your report will be evaluated based on the following components (Total 40 points).
1. Organization of presentation, effective use of tables and figures (15 points)
2. Understanding of research project findings (including the quality of Q&A) (15 points)
3. Presentation and communication skills (clarity and enthusiasm) (10 points)
3. Project Report
Report Format
– PDF or Word document
– 12-point Times font, 1-inch page margins, US Letter paper, left-justification, 1.5 line spacing
– Maximum 12 pages except for references and appendices.
Your report will be evaluated based on the following components (Total 150 points).
1. Executive Summary (10 points)
2. Business Overview (20 points)
3. Research Design (30 points)
4. Findings from Statistical Analyses (50 points)
5. Conclusion and Recommendations (20 points)
6. Communication and Readability (20 points)
1. Executive Summary (5 points, maximum one page)
This stand-alone document provides your client with a project snapshot and highlights four key areas:
· Purpose – a basic review of the project by introducing research objectives.
· Methods – an overview of research design and data
· Key Results – major findings of the project.
· Conclusion – a clear synthesis of the report content. This is your chance to tie together the findings and focus on recommendations for your client.
2. Client Overview and Research Motivations (10 points, 1-2 pages)
This section should provide an overview of the client and research objectives.
Client Profile:
· Name, Location, URL
· Goods and services offered
Market Analysis:
· Current and potential customers
· Current and potential competitors
· Market position and unique selling points of the goods/services offered
Current Marketing:
· Strengths and weaknesses of digital marketing presence
· Social media, website design, search ad, display ad, etc.
· If available, summary information from other third-party web tracking service (e.g., Similar Web, SEMRush, etc.)
Objectives of your research:
· Clearly state your research objectives and questions
· Justify how your research can help the business
3. Research Design (25 points, 2-3 pages)
This section should provide an overview of research design. This section should include:
· Research hypotheses:
· List at least 6 hypotheses
· Explore potential differences across respondents/observations in your data
· Research Design and Data Description
· Data collection process: timeline, sample, A/B test design
· Data Description
· Description of your data
· [Required table] Codebook: describe how each variable is coded in your data
· [Required appendix] Qualtrics survey questions and links (if you collected the data from Qualtrics survey)
4. Findings (50 points, 4-6 pages including tables and figures)
· Descriptive analysis
· Summary of survey respondents/ observations
· Summary of key variables
· Include appropriate graphical and numerical summaries (i.e., bar graphs, pie charts, boxplots, scatterplots, counts, correlation coefficients)
· (For A/B testing) Exploratory Difference analysis of the key dependent variables. Focus on meaningful differences.
· Discuss whether you were able to see the differences in your key dependent variables between version A and B.
· Regression analysis that provides an answer to research questions.
· Propose at least four different regression models and summarize the results.
· Must present a model that tests the differences across observations using the interaction effects.
· Select the best model and discuss the findings based on the best regression model.
· Discuss what the data tell you about your research questions. What did you learn?
5. Conclusion (15 points, 1-2 pages)
· Summary of your answers to research questions
· Recommendations and implications for client that describes implications of findings for marketing managers and relevant stakeholders
· Limitations & Suggestions for future research.
4. Communication and readability (15 points)
Your presentation should have a logical flow, be easy to follow, and clear. Feel free to utilize charts, tables, and figures to illustrate your content.
Required Appendix
· Survey questionnaire
· Data and codebook
· Descriptive summary statistics of all your variables
· Additional regression analysis tables
References
· Make sure to include links/screenshots or whatever is necessary to demonstrate your points.
· Please provide the list of references in the slides’ notes (sources of articles, industry reports, blog posts, web links, etc.)
· Always provide with an appropriate reference for your argument.
· The best reports will be factual and analytical. There is no room for personal feelings or emotional response. Think of this as the type of presentation created by a digital marketing consulting firm before a first meeting with a client.
1
data1
StartDate | EndDate | Status | IPAddress | Progress | Duration (in seconds) | Finished | RecordedDate | ResponseId | RecipientLastName | RecipientFirstName | RecipientEmail | ExternalReference | LocationLatitude | LocationLongitude | DistributionChannel | UserLanguage | Q1 Single choice | Q2_1 | Q2_2 | Q2_3 | Q2_4 | Q2_7 | Q2_8 | Q3 | Q4 | Q1 | Q2 | Q3 | Q4 | Q5 | Q1 | Q2 | Q3 | Q4 | Q5 | Q1 | Q2 | Q3 | Q4 | Q1 | Q2_4 | Q2_5 | Q2_6 | Q2_7 | Q2_8 | Q2_9 | FL_17_DO_versionA | FL_17_DO_versionB |
respondent ID | End Date | Response Type | IP Address | Progress | Duration (in seconds) | Finished | Recorded Date | Response ID | Recipient Last Name | Recipient First Name | Recipient Email | External Data Reference | Location Latitude | Location Longitude | Distribution Channel | User Language | Did you find this explanation useful? | Choose your favorite service functions on Starbucks App. Select ALL that apply. – Star balance | Choose your favorite service functions on Starbucks App. Select ALL that apply. – Pay in store | Choose your favorite service functions on Starbucks App. Select ALL that apply. – Order ahead | Choose your favorite service functions on Starbucks App. Select ALL that apply. – Gift | Choose your favorite service functions on Starbucks App. Select ALL that apply. – Offers | Choose your favorite service functions on Starbucks App. Select ALL that apply. – Coffeehouse Pop | Do you think Starbucks is expensive? | The question tour has helped me learn how to configure my own questions in Qualtrics. | How likely would you click the “Start” button? | After viewing this page, how likely would you purchase the promotional products? | After viewing this page, I think this promotion is a good deal. | I think the promotion is presented clearly. | After viewing this page, I feel very happy to be connected on Starbucks App | How likely would you click the “Start” button? | After viewing this page, how likely would you purchase the promotional products? | After viewing the page, I find this promotion a good deal. | I think the promotion is presented clearly. | After view this page, I feel very happy to be connected on Starbucks App | Are you a member of Starbucks reward program? | Have you ever purchased promotional products? | Do you follow Starbucks on social media? | I feel that I can save a lot of money by using coupons and promotions. | Please rank the following question types in order of usefulness. | Please rate the question tour according to the following attributes. – Starbucks | Please rate the question tour according to the following attributes. – Dunkin Donuts | Please rate the question tour according to the following attributes. – Luna Cafe | Please rate the question tour according to the following attributes. – Cafe Kubal | Please rate the question tour according to the following attributes. – Strong Hearts Cafe | Please rate the question tour according to the following attributes. – Salty City Cafe | FL_17 – Block Randomizer – Display Order – versionA | FL_17 – Block Randomizer – Display Order – versionB |
3/2/22 13:02 | 3/2/22 13:07 | 1 | 100 | 255 | 1 | 3/2/22 13:07 | R_3fiTRJoh2dZMaNd | 43.0390930176 | -76.1277008057 | preview | EN | 1 | 8 | 7 | 9 | 11 | ||||||||||||||||||||||||||||||||
3/2/22 13:10 | 3/2/22 13:12 | 1 | 100 | 77 | 1 | 3/2/22 13:12 | R_24O8rqOtujQg3Ui | 43.0390930176 | -76.1277008057 | preview | EN | |||||||||||||||||||||||||||||||||||||
3/2/22 15:33 | 3/2/22 15:33 | 1 | 100 | 24 | 1 | 3/2/22 15:33 | R_3fZtps3DxggL1yz | 43.0390930176 | -76.1277008057 | preview | EN | |||||||||||||||||||||||||||||||||||||
3/2/22 15:44 | 3/2/22 15:45 | 1 | 100 | 35 | 1 | 3/2/22 15:45 | R_3fCMqLbs9hTLodd | 43.0390930176 | -76.1277008057 | preview | EN | |||||||||||||||||||||||||||||||||||||
3/4/22 10:38 | 3/4/22 10:39 | 1 | 100 | 34 | 1 | 3/4/22 10:39 | R_1PXgETEpUI03joa | 43.0390930176 | -76.1277008057 | preview | EN | 14 | ||||||||||||||||||||||||||||||||||||
3/4/22 10:39 | 3/4/22 10:39 | 1 | 100 | 32 | 1 | 3/4/22 10:39 | R_3qJ81cw8f8O4Lvo | 43.0390930176 | -76.1277008057 | preview | EN | |||||||||||||||||||||||||||||||||||||
3/4/22 16:36 | 3/4/22 16:36 | 1 | 100 | 11 | 1 | 3/4/22 16:36 | R_2f1GxVkUXXttkfL | 43.0390930176 | -76.1277008057 | preview | EN | |||||||||||||||||||||||||||||||||||||
3/4/22 18:00 | 3/4/22 18:01 | 1 | 100 | 46 | 1 | 3/4/22 18:01 | R_2rO2LiDshGE2qBL | 43.0390930176 | -76.1277008057 | preview | EN | |||||||||||||||||||||||||||||||||||||
3/4/22 18:14 | 3/4/22 18:14 | 1 | 100 | 15 | 1 | 3/4/22 18:14 | R_3CCJVTgV074ZoCe | 43.0390930176 | -76.1277008057 | preview | EN | |||||||||||||||||||||||||||||||||||||
3/4/22 18:13 | 3/4/22 18:15 | 0 | 216.106.128.65 | 100 | 133 | 1 | 3/4/22 18:15 | R_29c9PmeIY5taQ8z | 43.0390930176 | -76.1277008057 | anonymous | EN | 0 | 0 | 0 | 1 | 1 | 0 | 213 | 30 | ||||||||||||||||||||||||||||
3/4/22 18:57 | 3/4/22 18:59 | 0 | 74.67.166.116 | 100 | 90 | 1 | 3/4/22 18:59 | R_1etorBFU0wJSimg | 43.0187988281 | -76.1650009155 | anonymous | EN | ||||||||||||||||||||||||||||||||||||
3/4/22 18:04 | 3/4/22 18:04 | 0 | 216.106.128.65 | 6 | 4 | 0 | 3/11/22 18:05 | R_11gA53s55rTyVPN | anonymous | EN | ||||||||||||||||||||||||||||||||||||||
3/7/22 8:44 | 3/7/22 9:03 | 0 | 67.249.56.216 | 89 | 1097 | 0 | 3/14/22 10:03 | R_ZeKseqBjJnfZKIF | anonymous | EN | 1 | 1 | 1 | 1 | 0 | 1 | 0 | 213 | 33 | |||||||||||||||||||||||||||||
3/23/22 17:10 | 3/23/22 17:10 | 1 | 100 | 46 | 1 | 3/23/22 17:11 | R_1E6buGFZL475oYd | 43.0390930176 | -76.1277008057 | preview | EN | 0 | 0 | 0 | 1 | 1 | ||||||||||||||||||||||||||||||||
3/23/22 17:44 | 3/23/22 17:44 | 0 | 128.230.246.157 | 100 | 20 | 1 | 3/23/22 17:44 | R_3mkjHz3i7mnHDDO | 43.0390930176 | -76.1277008057 | anonymous | EN | ||||||||||||||||||||||||||||||||||||
3/23/22 17:44 | 3/23/22 17:45 | 0 | 128.230.227.118 | 100 | 19 | 1 | 3/23/22 17:45 | R_11bUcnzCSzx1ZW7 | 43.0390930176 | -76.1277008057 | anonymous | EN | ||||||||||||||||||||||||||||||||||||
3/23/22 17:46 | 3/23/22 17:46 | 8 | 128.230.246.157 | 100 | 28 | 1 | 3/23/22 17:46 | R_1QKEgWHQV424K1m | 43.0390930176 | -76.1277008057 | anonymous | EN | ||||||||||||||||||||||||||||||||||||
3/24/22 7:42 | 3/24/22 7:43 | 0 | 128.230.227.218 | 100 | 69 | 1 | 3/24/22 7:43 | R_22RI7o3h41zZyb2 | 43.0390930176 | -76.1277008057 | anonymous | EN | 1 | 1 | 1 | 1 | 0 | 0 | 0 | 215 | 28 | 35 | 6 | 19 | 1 | 4 | 12 | 1 | 1 | 0 | 0 | 1 | ||||||||||||||||
3/24/22 9:43 | 3/24/22 9:44 | 1 | 100 | 48 | 1 | 3/24/22 9:44 | R_C354FN4OHUtzfMt | 43.0390930176 | -76.1277008057 | preview | EN | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 215 | 33 | 40 | 7 | 20 | 20 | 1 | 4 | 11 | 1 | 0 | 0 | 0 | 0 | 1 | |||||||||||||||
3/24/22 9:44 | 3/24/22 9:45 | 1 | 100 | 39 | 1 | 3/24/22 9:45 | R_2pKcbq7qc9ey2dn | 43.0390930176 | -76.1277008057 | preview | EN | 2 | 0 | 0 | 0 | 1 | 0 | 0 | 216 | 33 | 40 | 7 | 20 | 1 | 2 | 11 | 1 | 0 | 0 | 0 | 0 | 1 | ||||||||||||||||
3/24/22 9:49 | 3/24/22 9:51 | 1 | 100 | 106 | 1 | 3/24/22 9:51 | R_1gIOXqpc86ADrUB | 43.0390930176 | -76.1277008057 | preview | EN | 2 | 0 | 0 | 0 | 0 | 0 | 1 | 216 | 34 | 40 | 7 | 20 | 20 | 1 | 4 | 11 | 0 | 1 | 0 | 1 | 1 | 1 | |||||||||||||||
3/28/22 14:13 | 3/28/22 14:15 | 0 | 67.249.56.216 | 100 | 104 | 1 | 3/28/22 14:15 | R_1n8ieyjHWtgK62u | 42.9907989502 | -75.9619979858 | anonymous | EN | 1 | 1 | 1 | 1 | 0 | 1 | 0 | 221 | 28 | 18 | 38 | 4 | 7 | 5 | 38 | 1 | 4 | 11 | 12 | 1 | 0 | 0 | 1 | 0 | 1 | 1 | ||||||||||
1/1/00 0:00 | 3/29/22 12:42 | 0 | 128.230.246.227 | 100 | 330419 | 1 | 3/29/22 12:42 | R_2YPOPHX4HPj9gqW | 43.0390930176 | -76.1277008057 | anonymous | EN | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 221 | 33 | 20 | 40 | 7 | 7 | 7 | 39 | 1 | 2 | 4 | 11 | 0 | 0 | 0 | 1 | 1 | 1 | 1 | ||||||||||
1/2/00 0:00 | 3/29/22 12:48 | 0 | 128.230.139.186 | 100 | 199 | 1 | 3/29/22 12:48 | R_1Dx2k1pkAIZNWgP | 43.0390930176 | -76.1277008057 | anonymous | EN | 1 | 1 | 0 | 1 | 1 | 1 | 0 | 218 | 28 | 20 | 40 | 7 | 7 | 7 | 38 | 1 | 2 | 2 | 12 | 1 | 1 | 0 | 1 | 0 | 0 | 1 | ||||||||||
3/23/22 7:48 | 0 | 128.230.54.122 | 33 | 100 | 0 | 3/30/22 7:48 | R_3em35yK2BmFHH0S | anonymous | EN | 1 | 1 | 0 | 1 | 0 | 1 | 0 | 29 | |||||||||||||||||||||||||||||||
3/23/22 17:13 | 3/23/22 17:13 | 0 | 128.230.139.87 | 33 | 12 | 0 | 3/30/22 17:13 | R_vfwIQm9v3VvWCeR | anonymous | EN | ||||||||||||||||||||||||||||||||||||||
3/23/22 17:26 | 3/23/22 17:26 | 0 | 67.249.56.216 | 33 | 26 | 0 | 3/30/22 17:26 | R_xbCAF3M1iJJkbfj | anonymous | EN | ||||||||||||||||||||||||||||||||||||||
3/23/22 17:45 | 3/23/22 18:35 | 0 | 67.249.56.216 | 0 | 2977 | 0 | 3/30/22 18:35 | R_12fq7bGW1PpTNuA | anonymous | EN | ||||||||||||||||||||||||||||||||||||||
3/27/22 19:34 | 4/1/22 18:50 | 0 | 184.153.241.138 | 100 | 429367 | 1 | 4/1/22 18:50 | R_3n6pizkeCVN6tvP | 43.0099945068 | -76.149597168 | anonymous | EN | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 221 | 33 | 19 | 39 | 6 | 6 | 6 | 38 | 2 | 2 | 3 | 12 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | ||||||||||
4/1/22 18:27 | 4/3/22 15:08 | 0 | 216.106.128.65 | 100 | 160867 | 1 | 4/3/22 15:08 | R_YPmojizncP2AUed | 43.0390930176 | -76.1277008057 | anonymous | EN | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 218 | 28 | 14 | 34 | 1 | 1 | 1 | 38 | 1 | 2 | 1 | 12 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | ||||||||||
4/3/22 19:55 | 4/3/22 19:57 | 0 | 216.106.128.65 | 100 | 134 | 1 | 4/3/22 19:57 | R_3iHWhHHKZbcxUFA | 43.0390930176 | -76.1277008057 | anonymous | EN | 2 | 1 | 0 | 0 | 0 | 0 | 0 | 222 | 31 | 18 | 38 | 5 | 6 | 4 | 39 | 2 | 4 | 5 | 12 | 1 | 1 | 0 | 1 | 0 | 0 | 1 | ||||||||||
4/3/22 19:54 | 4/3/22 20:03 | 0 | 216.106.128.65 | 100 | 572 | 1 | 4/3/22 20:03 | R_2WVg5Z4gKFLaThZ | 43.0390930176 | -76.1277008057 | anonymous | EN | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 220 | 31 | 18 | 37 | 4 | 5 | 4 | 39 | 1 | 4 | 4 | 12 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | ||||||||||
4/3/22 20:03 | 4/3/22 20:05 | 0 | 67.241.13.108 | 100 | 128 | 1 | 4/3/22 20:05 | R_838sUXfxoIHWAcp | 43.0099945068 | -76.149597168 | anonymous | EN | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 220 | 31 | 16 | 37 | 4 | 3 | 4 | 39 | 2 | 4 | 5 | 12 | 1 | 1 | 0 | 0 | 0 | 1 | 1 | ||||||||||
4/3/22 20:03 | 4/3/22 20:07 | 0 | 71.176.109.58 | 100 | 233 | 1 | 4/3/22 20:07 | R_Dc7C8mtYwajugKd | 43.0390930176 | -76.1277008057 | anonymous | EN | 2 | 0 | 0 | 0 | 1 | 1 | 0 | 221 | 29 | 19 | 39 | 5 | 6 | 5 | 39 | 2 | 4 | 5 | 12 | 1 | 1 | 0 | 0 | 0 | 1 | 1 | ||||||||||
4/3/22 20:04 | 4/3/22 20:09 | 0 | 171.83.8.139 | 100 | 320 | 1 | 4/3/22 20:09 | R_2vZg5b7Q9z8hdsW | 30.5890045166 | 114.2680969238 | anonymous | EN | 2 | 0 | 0 | 0 | 1 | 0 | 0 | 222 | 29 | 20 | 40 | 7 | 6 | 6 | 39 | 1 | 2 | 10 | 11 | 1 | 1 | 1 | 0 | 0 | 0 | 1 | ||||||||||
4/3/22 20:04 | 4/3/22 20:09 | 0 | 216.106.128.65 | 100 | 349 | 1 | 4/3/22 20:09 | R_21GtLKbD5BL7qna | 43.0390930176 | -76.1277008057 | anonymous | EN | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 220 | 28 | 19 | 40 | 7 | 7 | 6 | 39 | 1 | 4 | 5 | 12 | 1 | 0 | 1 | 1 | 0 | 0 | 1 | ||||||||||
4/3/22 20:08 | 4/3/22 20:12 | 0 | 171.44.133.152 | 100 | 246 | 1 | 4/3/22 20:12 | R_3imVZHJuwL9Zue7 | 30.5890045166 | 114.2680969238 | anonymous | EN | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 220 | 28 | 17 | 37 | 4 | 4 | 4 | 39 | 1 | 4 | 4 | 11 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | ||||||||||
4/3/22 20:19 | 4/3/22 20:20 | 0 | 67.241.7.105 | 100 | 86 | 1 | 4/3/22 20:20 | R_2vcbky7qZkaWb9b | 43.0099945068 | -76.149597168 | anonymous | EN | 1 | 0 | 1 | 1 | 0 | 0 | 0 | 220 | 29 | 19 | 39 | 6 | 6 | 6 | 39 | 2 | 2 | 4 | 11 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | ||||||||||
4/3/22 20:28 | 4/3/22 20:30 | 0 | 184.153.231.201 | 100 | 132 | 1 | 4/3/22 20:30 | R_TsVW1vXOGx2xLC9 | 43.0451049805 | -76.1738967896 | anonymous | EN | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 220 | 29 | 18 | 39 | 5 | 3 | 5 | 39 | 2 | 4 | 5 | 11 | 1 | 1 | 0 | 0 | 0 | 1 | 1 | ||||||||||
4/3/22 20:31 | 4/3/22 20:34 | 0 | 208.125.72.99 | 100 | 161 | 1 | 4/3/22 20:34 | R_1gCnqH2an76Uv4h | 43.0410003662 | -76.1489028931 | anonymous | EN | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 222 | 32 | 17 | 39 | 7 | 7 | 7 | 38 | 1 | 4 | 2 | 12 | 1 | 1 | 1 | 0 | 0 | 0 | 1 | ||||||||||
4/3/22 20:31 | 4/3/22 20:34 | 0 | 184.153.231.201 | 100 | 155 | 1 | 4/3/22 20:34 | R_21FnYaX4tg7JEzE | 43.0451049805 | -76.1738967896 | anonymous | EN | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 220 | 29 | 19 | 40 | 6 | 5 | 5 | 39 | 1 | 4 | 5 | 12 | 1 | 1 | 0 | 0 | 1 | 0 | 1 | ||||||||||
4/3/22 20:32 | 4/3/22 20:34 | 0 | 38.77.21.120 | 100 | 142 | 1 | 4/3/22 20:34 | R_3CVjTSbpoB5xuYf | 43.0410003662 | -76.1489028931 | anonymous | EN | 1 | 1 | 1 | 0 | 1 | 1 | 0 | 220 | 28 | 16 | 36 | 4 | 5 | 4 | 38 | 1 | 4 | 5 | 12 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | ||||||||||
4/3/22 20:35 | 4/3/22 20:37 | 0 | 72.83.186.162 | 100 | 80 | 1 | 4/3/22 20:37 | R_2dPWpZFbZ8chaPg | 39.1089935303 | -77.2489013672 | anonymous | EN | 1 | 0 | 1 | 1 | 0 | 1 | 0 | 220 | 30 | 19 | 38 | 5 | 6 | 5 | 38 | 1 | 4 | 4 | 12 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | ||||||||||
4/3/22 20:35 | 4/3/22 20:37 | 0 | 216.171.38.23 | 100 | 135 | 1 | 4/3/22 20:37 | R_3Pq1JrvaMOXnqeT | 43.0390930176 | -76.1277008057 | anonymous | EN | 1 | 1 | 0 | 1 | 0 | 0 | 0 | 221 | 29 | 19 | 38 | 5 | 6 | 4 | 38 | 1 | 4 | 5 | 12 | 1 | 1 | 0 | 0 | 0 | 1 | 1 | ||||||||||
4/3/22 20:35 | 4/3/22 20:37 | 0 | 67.241.2.209 | 100 | 90 | 1 | 4/3/22 20:37 | R_1kH0xBUWKQOwuBJ | 43.0744934082 | -76.1465988159 | anonymous | EN | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 220 | 33 | 18 | 38 | 5 | 7 | 4 | 38 | 1 | 2 | 3 | 12 | 1 | 1 | 0 | 0 | 0 | 1 | 1 | ||||||||||
4/3/22 20:35 | 4/3/22 20:37 | 0 | 216.106.128.65 | 100 | 146 | 1 | 4/3/22 20:37 | R_7348uKsAfq95Ik1 | 43.0390930176 | -76.1277008057 | anonymous | EN | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 219 | 31 | 15 | 35 | 4 | 1 | 5 | 38 | 1 | 4 | 2 | 12 | 1 | 1 | 0 | 1 | 0 | 1 | 1 | ||||||||||
4/3/22 20:41 | 4/3/22 20:42 | 0 | 97.83.239.205 | 100 | 45 | 1 | 4/3/22 20:42 | R_UF6MsegHtOtl3bj | 43.1204986572 | -89.3523025513 | anonymous | EN | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 219 | 29 | 15 | 36 | 3 | 2 | 5 | 38 | 1 | 2 | 4 | 13 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | ||||||||||
4/3/22 20:29 | 4/3/22 20:45 | 0 | 192.236.68.227 | 100 | 941 | 1 | 4/3/22 20:45 | R_1GDjdZMLrBbXL0s | 43.0390930176 | -76.1277008057 | anonymous | EN | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 221 | 29 | 15 | 37 | 2 | 6 | 6 | 38 | 2 | 4 | 2 | 11 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | ||||||||||
4/3/22 20:42 | 4/3/22 20:46 | 0 | 172.220.65.118 | 100 | 235 | 1 | 4/3/22 20:46 | R_3j6uNWnW8ghUF4y | 43.0628051758 | -89.3171005249 | anonymous | EN | 1 | 0 | 1 | 1 | 0 | 0 | 0 | 220 | 31 | 17 | 38 | 5 | 5 | 5 | 38 | 1 | 4 | 10 | 12 | 1 | 0 | 1 | 1 | 0 | 0 | 1 | ||||||||||
4/3/22 20:45 | 4/3/22 20:49 | 0 | 66.248.0.67 | 100 | 234 | 1 | 4/3/22 20:49 | R_278VJb5RaVkM74o | 38.0563964844 | -84.5072021484 | anonymous | EN | 2 | 0 | 1 | 0 | 0 | 0 | 0 | 220 | 31 | 17 | 37 | 4 | 4 | 4 | 39 | 2 | 4 | 4 | 11 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | ||||||||||
4/3/22 20:49 | 4/3/22 20:49 | 0 | 66.248.0.67 | 100 | 30 | 1 | 4/3/22 20:49 | R_p5TTxoW6LsaOqA1 | 38.0563964844 | -84.5072021484 | anonymous | EN | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 220 | 31 | 17 | 37 | 4 | 4 | 4 | 38 | 1 | 4 | 4 | 11 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | ||||||||||
4/3/22 20:51 | 4/3/22 20:52 | 0 | 96.29.179.85 | 100 | 52 | 1 | 4/3/22 20:52 | R_1E3VAxrrCgrGVaI | 38.0151977539 | -84.489402771 | anonymous | EN | 2 | 0 | 0 | 0 | 1 | 0 | 0 | 220 | 31 | 17 | 37 | 4 | 4 | 4 | 39 | 2 | 4 | 4 | 11 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | ||||||||||
4/3/22 20:51 | 4/3/22 20:52 | 0 | 66.248.0.67 | 100 | 88 | 1 | 4/3/22 20:52 | R_2aG2tmtPa0ZHYGL | 38.0563964844 | -84.5072021484 | anonymous | EN | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 220 | 29 | 17 | 37 | 4 | 5 | 6 | 38 | 1 | 4 | 5 | 12 | 1 | 1 | 0 | 1 | 0 | 0 | 1 | ||||||||||
4/3/22 20:50 | 4/3/22 20:52 | 0 | 119.167.51.204 | 100 | 149 | 1 | 4/3/22 20:52 | R_1IS4MmvwIkHHves | 36.0648956299 | 120.3804016113 | anonymous | EN | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 221 | 31 | 15 | 35 | 4 | 6 | 4 | 39 | 1 | 4 | 11 | 12 | 1 | 1 | 1 | 0 | 0 | 0 | 1 | ||||||||||
4/3/22 20:52 | 4/3/22 20:53 | 0 | 192.181.206.148 | 100 | 45 | 1 | 4/3/22 20:53 | R_puVrvjVLtuFsPAZ | 37.9824066162 | -84.4796981812 | anonymous | EN | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 220 | 29 | 17 | 37 | 4 | 4 | 4 | 38 | 1 | 2 | 4 | 11 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | ||||||||||
4/3/22 20:53 | 4/3/22 20:54 | 0 | 116.149.89.122 | 100 | 29 | 1 | 4/3/22 20:54 | R_1irpiaewc0dCa4J | 31.7684936523 | 119.9526977539 | anonymous | EN | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 219 | 30 | 14 | 36 | 5 | 4 | 5 | 38 | 2 | 4 | 2 | 11 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | ||||||||||
4/3/22 20:53 | 4/3/22 20:54 | 0 | 223.104.21.34 | 100 | 71 | 1 | 4/3/22 20:54 | R_2QofmEVU4EuVevr | 28.1986999512 | 112.9708862305 | anonymous | EN | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 220 | 32 | 18 | 38 | 5 | 5 | 5 | 38 | 1 | 2 | 5 | 12 | 0 | 0 | 1 | 1 | 0 | 0 | 1 | ||||||||||
4/3/22 20:53 | 4/3/22 20:54 | 0 | 59.172.135.54 | 100 | 58 | 1 | 4/3/22 20:54 | R_1mIuCe2nLK4ig3d | 30.5890045166 | 114.2680969238 | anonymous | EN | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 218 | 28 | 17 | 36 | 6 | 2 | 2 | 38 | 1 | 2 | 2 | 11 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | ||||||||||
4/3/22 20:51 | 4/3/22 20:54 | 0 | 172.58.222.251 | 100 | 217 | 1 | 4/3/22 20:54 | R_3lAIZxpbUejqgbc | 42.2902984619 | -71.0798034668 | anonymous | EN | 2 | 0 | 1 | 0 | 0 | 0 | 0 | 218 | 29 | 17 | 37 | 4 | 4 | 4 | 38 | 1 | 4 | 4 | 12 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | ||||||||||
4/3/22 20:53 | 4/3/22 20:55 | 0 | 111.192.164.148 | 100 | 129 | 1 | 4/3/22 20:55 | R_PuGOCWMNt5UIXSN | 39.9075012207 | 116.3971862793 | anonymous | EN | 2 | 0 | 0 | 0 | 0 | 1 | 0 | 221 | 31 | 15 | 38 | 5 | 4 | 5 | 39 | 2 | 2 | 3 | 11 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | ||||||||||
4/3/22 20:55 | 4/3/22 20:55 | 0 | 111.79.221.122 | 100 | 50 | 1 | 4/3/22 20:55 | R_2WInWJOU9RnnMSb | 30.5182037354 | 117.0534057617 | anonymous | EN | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 218 | 28 | 14 | 34 | 1 | 1 | 1 | 38 | 1 | 2 | 1 | 11 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | ||||||||||
4/3/22 20:56 | 4/3/22 20:57 | 0 | 38.77.21.120 | 100 | 74 | 1 | 4/3/22 20:57 | R_eQdbNAeAGy2iQZb | 43.0410003662 | -76.1489028931 | anonymous | EN | 2 | 1 | 0 | 0 | 0 | 0 | 0 | 222 | 31 | 15 | 35 | 2 | 2 | 2 | 39 | 2 | 4 | 2 | 11 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | ||||||||||
4/3/22 20:55 | 4/3/22 20:57 | 0 | 1.26.125.107 | 100 | 103 | 1 | 4/3/22 20:57 | R_1F4Bwqm6qDCnf5P | 39.9075012207 | 116.3971862793 | anonymous | EN | 2 | 0 | 0 | 0 | 1 | 0 | 0 | 220 | 31 | 20 | 40 | 7 | 7 | 7 | 39 | 2 | 4 | 4 | 14 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | ||||||||||
4/3/22 20:52 | 4/3/22 20:57 | 0 | 122.248.221.251 | 100 | 286 | 1 | 4/3/22 20:57 | R_pMFCsFUjnUBpBgR | 1.303604126 | 103.8554077148 | anonymous | EN | 2 | 0 | 0 | 0 | 0 | 0 | 1 | 222 | 31 | 19 | 38 | 3 | 6 | 5 | 39 | 2 | 4 | 5 | 11 | 1 | 1 | 1 | 0 | 0 | 0 | 1 | ||||||||||
4/3/22 20:56 | 4/3/22 20:57 | 0 | 180.140.172.23 | 100 | 90 | 1 | 4/3/22 20:57 | R_3ssRhNfcIXJ57ms | 23.1181030273 | 113.25390625 | anonymous | EN | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 220 | 31 | 15 | 37 | 4 | 4 | 4 | 38 | 1 | 2 | 4 | 12 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | ||||||||||
4/3/22 20:55 | 4/3/22 20:57 | 0 | 72.69.209.149 | 100 | 159 | 1 | 4/3/22 20:57 | R_3qsvFqG5RhOUMIO | 40.7682952881 | -73.9802017212 | anonymous | EN | 1 | 1 | 1 | 1 | 1 | 1 | 0 | 220 | 30 | 19 | 39 | 6 | 6 | 6 | 38 | 1 | 4 | 5 | 12 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | ||||||||||
4/3/22 20:57 | 4/3/22 20:57 | 0 | 111.32.89.200 | 100 | 28 | 1 | 4/3/22 20:57 | R_r7j8ejMwMAnwl8Z | 39.0099945068 | 117.6022033691 | anonymous | EN | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 219 | 29 | 14 | 38 | 6 | 5 | 5 | 38 | 1 | 2 | 1 | 11 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | ||||||||||
4/3/22 20:56 | 4/3/22 20:58 | 0 | 49.78.134.251 | 100 | 97 | 1 | 4/3/22 20:58 | R_1mOigmGR36JeUh6 | 31.5617980957 | 120.2864074707 | anonymous | EN | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 220 | 31 | 17 | 37 | 4 | 4 | 4 | 38 | 1 | 2 | 4 | 13 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | ||||||||||
4/3/22 20:57 | 4/3/22 20:58 | 0 | 112.97.84.181 | 100 | 33 | 1 | 4/3/22 20:58 | R_3MaMEqIe7IVXLPx | 23.1181030273 | 113.25390625 | anonymous | EN | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 219 | 29 | 15 | 38 | 4 | 3 | 3 | 38 | 1 | 2 | 2 | 12 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | ||||||||||
4/3/22 21:01 | 4/3/22 21:01 | 0 | 1.195.39.171 | 100 | 44 | 1 | 4/3/22 21:01 | R_3MQE7yJgxBLgtAs | 34.4499969482 | 115.6499938965 | anonymous | EN | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 218 | 28 | 14 | 34 | 1 | 1 | 1 | 38 | 1 | 4 | 1 | 12 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | ||||||||||
4/3/22 21:00 | 4/3/22 21:01 | 0 | 50.4.58.140 | 100 | 73 | 1 | 4/3/22 21:01 | R_27lfIcvumZ0QjLU | 40.1148986816 | -82.9054031372 | anonymous | EN | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 220 | 30 | 20 | 39 | 6 | 6 | 6 | 38 | 1 | 4 | 10 | 11 | 1 | 1 | 1 | 0 | 0 | 0 | 1 | ||||||||||
4/3/22 21:01 | 4/3/22 21:02 | 0 | 175.167.156.57 | 100 | 43 | 1 | 4/3/22 21:02 | R_31afhtTyjYkai6O | 39.9075012207 | 116.3971862793 | anonymous | EN | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 219 | 29 | 15 | 38 | 2 | 3 | 2 | 38 | 1 | 2 | 1 | 12 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | ||||||||||
4/3/22 21:01 | 4/3/22 21:02 | 0 | 217.180.201.79 | 100 | 60 | 1 | 4/3/22 21:02 | R_23WCBbkGVLmY34O | 38.0052032471 | -84.422996521 | anonymous | EN | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 222 | 30 | 18 | 38 | 5 | 5 | 5 | 39 | 2 | 2 | 5 | 11 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | ||||||||||
4/3/22 21:01 | 4/3/22 21:02 | 0 | 96.29.179.85 | 100 | 83 | 1 | 4/3/22 21:02 | R_xszs0j7CDkE42UV | 38.0151977539 | -84.489402771 | anonymous | EN | 1 | 0 | 0 | 0 | 1 | 1 | 0 | 220 | 31 | 18 | 38 | 3 | 5 | 4 | 39 | 1 | 4 | 10 | 11 | 0 | 0 | 1 | 0 | 1 | 1 | 1 | ||||||||||
4/3/22 21:01 | 4/3/22 21:02 | 0 | 36.28.38.67 | 100 | 97 | 1 | 4/3/22 21:02 | R_tDlcAcvo5Kpoh3z | 30.2993927002 | 120.1611938477 | anonymous | EN | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 219 | 31 | 17 | 38 | 4 | 4 | 4 | 39 | 1 | 4 | 4 | 12 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | ||||||||||
4/3/22 21:03 | 4/3/22 21:03 | 0 | 183.216.123.22 | 100 | 34 | 1 | 4/3/22 21:03 | R_1gBFI8gGB7FA8LL | 28.1986999512 | 112.9708862305 | anonymous | EN | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 220 | 31 | 15 | 36 | 3 | 3 | 4 | 38 | 2 | 2 | 4 | 13 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | ||||||||||
4/3/22 21:03 | 4/3/22 21:04 | 0 | 112.97.84.181 | 100 | 38 | 1 | 4/3/22 21:04 | R_2dQnZ9uLvY4uI7f | 23.1181030273 | 113.25390625 | anonymous | EN | 1 | 1 | 1 | 0 | 0 | 0 | 1 | 218 | 30 | 16 | 35 | 2 | 2 | 2 | 38 | 1 | 2 | 2 | 11 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | ||||||||||
4/3/22 20:52 | 4/3/22 21:05 | 0 | 183.61.23.249 | 100 | 791 | 1 | 4/3/22 21:05 | R_2YhmxzEur9u7zoM | 31.2221984863 | 121.4580993652 | anonymous | EN | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 218 | 28 | 20 | 40 | 7 | 4 | 4 | 39 | 2 | 2 | 2 | 11 | 0 | 0 | 0 | 1 | 1 | 1 | 1 | ||||||||||
4/3/22 21:02 | 4/3/22 21:05 | 0 | 223.104.159.146 | 100 | 164 | 1 | 4/3/22 21:05 | R_ZIST4u0rpR52orD | 30.2993927002 | 120.1611938477 | anonymous | EN | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 220 | 31 | 20 | 40 | 4 | 4 | 4 | 38 | 1 | 4 | 4 | 12 | 1 | 1 | 0 | 0 | 0 | 1 | 1 | ||||||||||
4/3/22 21:05 | 4/3/22 21:06 | 0 | 73.148.207.103 | 100 | 79 | 1 | 4/3/22 21:06 | R_1FlXbKqcwaRf1Zv | 30.1320037842 | -81.7725982666 | anonymous | EN | 2 | 0 | 0 | 1 | 0 | 0 | 0 | 220 | 31 | 17 | 37 | 4 | 4 | 4 | 39 | 2 | 4 | 4 | 12 | 1 | 0 | 1 | 1 | 0 | 0 | 1 | ||||||||||
4/3/22 21:07 | 4/3/22 21:09 | 0 | 217.180.202.105 | 100 | 77 | 1 | 4/3/22 21:09 | R_1M5SsUTYYuGAMxk | 38.0052032471 | -84.422996521 | anonymous | EN | 2 | 0 | 0 | 1 | 0 | 0 | 0 | 221 | 31 | 17 | 37 | 4 | 6 | 4 | 39 | 2 | 4 | 4 | 11 | 1 | 1 | 1 | 0 | 0 | 0 | 1 | ||||||||||
4/3/22 21:09 | 4/3/22 21:10 | 0 | 107.10.183.87 | 100 | 76 | 1 | 4/3/22 21:10 | R_1ifY8ffyUBaW5tm | 38.0012054443 | -84.5325012207 | anonymous | EN | 1 | 1 | 1 | 1 | 0 | 0 | 0 | 220 | 29 | 16 | 35 | 6 | 5 | 5 | 38 | 2 | 4 | 5 | 11 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | ||||||||||
4/3/22 21:10 | 4/3/22 21:13 | 0 | 108.36.87.46 | 100 | 199 | 1 | 4/3/22 21:13 | R_9zPD1Y0jRUQUech | 39.9194946289 | -75.15650177 | anonymous | EN | 1 | 1 | 0 | 1 | 0 | 1 | 0 | 220 | 33 | 18 | 39 | 5 | 5 | 5 | 38 | 1 | 2 | 5 | 11 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | ||||||||||
4/3/22 21:03 | 4/3/22 21:15 | 0 | 192.181.144.255 | 100 | 761 | 1 | 4/3/22 21:15 | R_22QXkewnwR455OU | 38.0052032471 | -84.422996521 | anonymous | EN | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 220 | 30 | 18 | 39 | 5 | 5 | 5 | 38 | 1 | 4 | 5 | 12 | 1 | 1 | 0 | 1 | 0 | 0 | 1 | ||||||||||
4/3/22 21:15 | 4/3/22 21:16 | 0 | 206.246.239.82 | 100 | 68 | 1 | 4/3/22 21:16 | R_OuS9DVDm3QUfKil | 38.0413970947 | -84.5494003296 | anonymous | EN | 1 | 1 | 1 | 0 | 0 | 0 | 0 | 221 | 28 | 15 | 35 | 3 | 3 | 3 | 38 | 2 | 4 | 3 | 11 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | ||||||||||
4/3/22 21:23 | 4/3/22 21:25 | 0 | 66.248.0.67 | 100 | 81 | 1 | 4/3/22 21:25 | R_79sUvWRrJV0Ns7T | 38.0563964844 | -84.5072021484 | anonymous | EN | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 220 | 31 | 19 | 39 | 5 | 5 | 5 | 39 | 1 | 4 | 10 | 11 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | ||||||||||
4/3/22 21:23 | 4/3/22 21:25 | 0 | 38.77.21.54 | 100 | 104 | 1 | 4/3/22 21:25 | R_3n0rgKBajsktdnb | 43.0410003662 | -76.1489028931 | anonymous | EN | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 220 | 31 | 18 | 37 | 4 | 4 | 6 | 38 | 2 | 4 | 4 | 11 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | ||||||||||
4/3/22 21:26 | 4/3/22 21:28 | 0 | 60.255.181.118 | 100 | 121 | 1 | 4/3/22 21:28 | R_2aDenFE8m4M036y | 39.9075012207 | 116.3971862793 | anonymous | EN | 1 | 1 | 0 | 1 | 1 | 1 | 0 | 221 | 29 | 18 | 38 | 5 | 5 | 5 | 38 | 1 | 2 | 3 | 12 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | ||||||||||
4/3/22 21:24 | 4/3/22 21:28 | 0 | 111.53.2.198 | 100 | 290 | 1 | 4/3/22 21:28 | R_27sAJKYRPBrZOIl | 39.9075012207 | 116.3971862793 | anonymous | EN | 2 | 1 | 0 | 0 | 0 | 0 | 0 | 221 | 31 | 14 | 37 | 4 | 2 | 4 | 39 | 2 | 4 | 1 | 12 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | ||||||||||
4/3/22 21:36 | 4/3/22 21:38 | 0 | 111.60.2.171 | 100 | 118 | 1 | 4/3/22 21:38 | R_3GvS1vIOa8os5jD | 30.5890045166 | 114.2680969238 | anonymous | EN | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 218 | 28 | 14 | 36 | 4 | 5 | 3 | 38 | 1 | 2 | 1 | 11 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | ||||||||||
4/3/22 21:38 | 4/3/22 21:39 | 0 | 172.58.122.103 | 100 | 87 | 1 | 4/3/22 21:39 | R_2PdH9tw2Xco4WAo | 42.4261016846 | -83.2514038086 | anonymous | EN | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 220 | 31 | 17 | 37 | 4 | 4 | 4 | 38 | 1 | 4 | 5 | 11 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | ||||||||||
4/3/22 21:37 | 4/3/22 21:40 | 0 | 216.171.49.22 | 100 | 139 | 1 | 4/3/22 21:40 | R_3JlAu9xA2vGwCcA | 39.5106964111 | -84.7426986694 | anonymous | EN | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 220 | 30 | 15 | 35 | 3 | 6 | 5 | 38 | 1 | 4 | 4 | 12 | 1 | 1 | 0 | 1 | 0 | 0 | 1 | ||||||||||
4/3/22 21:38 | 4/3/22 21:40 | 0 | 198.232.126.35 | 100 | 112 | 1 | 4/3/22 21:40 | R_2YXNnxm2lw64rG6 | 38.0563964844 | -84.5072021484 | anonymous | EN | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 221 | 31 | 17 | 39 | 6 | 6 | 5 | 38 | 1 | 4 | 10 | 12 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | ||||||||||
4/3/22 21:47 | 4/3/22 21:48 | 0 | 153.34.216.175 | 100 | 60 | 1 | 4/3/22 21:48 | R_3J472ju363xU6iK | 31.2655944824 | 121.2875061035 | anonymous | EN | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 221 | 31 | 16 | 39 | 7 | 4 | 4 | 38 | 2 | 2 | 1 | 12 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | ||||||||||
4/3/22 21:45 | 4/3/22 21:50 | 0 | 119.122.89.182 | 100 | 323 | 1 | 4/3/22 21:50 | R_1Lqbx6Uqz8THdRb | 31.2221984863 | 121.4580993652 | anonymous | EN | 2 | 0 | 0 | 1 | 1 | 1 | 0 | 220 | 30 | 18 | 39 | 4 | 6 | 4 | 39 | 1 | 4 | 11 | 12 | 0 | 0 | 1 | 0 | 1 | 1 | 1 | ||||||||||
4/3/22 21:52 | 4/3/22 21:54 | 0 | 172.220.65.118 | 100 | 112 | 1 | 4/3/22 21:54 | R_2VEZdj2yt8dEuWl | 43.0628051758 | -89.3171005249 | anonymous | EN | 1 | 1 | 0 | 0 | 1 | 0 | 0 | 219 | 30 | 15 | 38 | 5 | 5 | 5 | 38 | 1 | 2 | 10 | 12 | 1 | 0 | 1 | 0 | 0 | 1 | 1 | ||||||||||
4/3/22 21:55 | 4/3/22 21:57 | 0 | 172.220.65.118 | 100 | 124 | 1 | 4/3/22 21:57 | R_3qIs3p9D5Gekk9P | 43.0628051758 | -89.3171005249 | anonymous | EN | 1 | 0 | 1 | 0 | 0 | 1 | 1 | 219 | 31 | 18 | 38 | 6 | 6 | 6 | 38 | 2 | 4 | 10 | 11 | 0 | 0 | 0 | 1 | 1 | 1 | 1 | ||||||||||
4/3/22 22:04 | 4/3/22 22:05 | 0 | 220.191.54.145 | 100 | 58 | 1 | 4/3/22 22:05 | R_1erdBwZK1tLYFV4 | 30.2993927002 | 120.1611938477 | anonymous | EN | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 218 | 31 | 15 | 37 | 6 | 5 | 5 | 38 | 2 | 2 | 2 | 13 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | ||||||||||
4/3/22 22:09 | 4/3/22 22:10 | 0 | 172.220.33.139 | 100 | 79 | 1 | 4/3/22 22:10 | R_1FslO3NuYZkfVmO | 42.8253936768 | -88.7335968018 | anonymous | EN | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 221 | 29 | 15 | 37 | 5 | 6 | 5 | 38 | 2 | 4 | 4 | 11 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | ||||||||||
4/3/22 22:15 | 4/3/22 22:18 | 0 | 113.116.72.238 | 100 | 201 | 1 | 4/3/22 22:18 | R_8dLBniuImSrB98l | 22.545501709 | 114.0682983398 | anonymous | EN | 1 | 0 | 0 | 1 | 0 | 0 | 1 | 221 | 31 | 17 | 38 | 4 | 5 | 4 | 39 | 1 | 4 | 4 | 11 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | ||||||||||
4/3/22 20:53 | 4/3/22 22:20 | 0 | 162.221.219.13 | 100 | 5181 | 1 | 4/3/22 22:20 | R_301UVLtxuj8Q1MA | 38.0012054443 | -84.5325012207 | anonymous | EN | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 220 | 30 | 16 | 36 | 5 | 5 | 5 | 39 | 2 | 4 | 5 | 11 | 1 | 0 | 1 | 1 | 0 | 0 | 1 | ||||||||||
4/3/22 22:19 | 4/3/22 22:21 | 0 | 114.135.154.113 | 100 | 108 | 1 | 4/3/22 22:21 | R_w7Zx39URky6cBvr | 26.1244049072 | 107.6520080566 | anonymous | EN | 2 | 1 | 0 | 0 | 0 | 0 | 0 | 222 | 31 | 17 | 37 | 4 | 4 | 4 | 38 | 2 | 4 | 4 | 12 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | ||||||||||
4/3/22 22:11 | 4/3/22 22:22 | 0 | 171.82.180.112 | 100 | 610 | 1 | 4/3/22 22:22 | R_2bV5vvRoP8Aut9G | 30.5890045166 | 114.2680969238 | anonymous | EN | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 219 | 28 | 14 | 34 | 1 | 1 | 1 | 38 | 1 | 2 | 1 | 11 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | ||||||||||
4/3/22 22:20 | 4/3/22 22:23 | 0 | 172.220.33.139 | 100 | 130 | 1 | 4/3/22 22:23 | R_1BWagE2YC6ILh5o | 42.8253936768 | -88.7335968018 | anonymous | EN | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 220 | 31 | 18 | 38 | 6 | 6 | 5 | 38 | 1 | 2 | 10 | 12 | 1 | 1 | 0 | 1 | 0 | 0 | 1 | ||||||||||
4/3/22 22:26 | 4/3/22 22:29 | 0 | 163.125.45.15 | 100 | 177 | 1 | 4/3/22 22:29 | R_2Sv3WhkImfmZNFi | 22.545501709 | 114.0682983398 | anonymous | EN | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 222 | 29 | 17 | 39 | 4 | 4 | 3 | 39 | 1 | 4 | 5 | 12 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | ||||||||||
4/3/22 21:03 | 4/3/22 23:09 | 0 | 111.181.42.185 | 100 | 7589 | 1 | 4/3/22 23:09 | R_2YIZy3UTdxWC336 | 30.5890045166 | 114.2680969238 | anonymous | EN | 2 | 0 | 1 | 0 | 0 | 0 | 0 | 221 | 30 | 16 | 37 | 4 | 3 | 5 | 39 | 2 | 2 | 4 | 12 | 1 | 0 | 1 | 1 | 0 | 0 | 1 | ||||||||||
4/3/22 20:17 | 4/3/22 23:22 | 0 | 74.67.197.36 | 100 | 11093 | 1 | 4/3/22 23:22 | R_1EXrTPgWeldXc8C | 43.0187988281 | -76.1650009155 | anonymous | EN | 2 | 0 | 0 | 0 | 0 | 1 | 0 | 219 | 31 | 20 | 34 | 4 | 4 | 2 | 39 | 1 | 4 | 3 | 11 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | ||||||||||
4/3/22 23:26 | 4/3/22 23:31 | 0 | 58.60.1.11 | 100 | 318 | 1 | 4/3/22 23:31 | R_1dozAt7snfNtdhv | 22.545501709 | 114.0682983398 | anonymous | EN | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 222 | 31 | 18 | 35 | 3 | 2 | 4 | 39 | 2 | 4 | 11 | 11 | 1 | 1 | 1 | 0 | 0 | 0 | 1 | ||||||||||
4/3/22 23:26 | 4/4/22 0:27 | 0 | 39.144.197.44 | 100 | 3621 | 1 | 4/4/22 0:27 | R_3HqsWoxqYebaF7f | 43.8005981445 | 87.6011962891 | anonymous | EN | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 218 | 28 | 14 | 38 | 3 | 4 | 7 | 38 | 2 | 4 | 1 | 13 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | ||||||||||
4/4/22 0:32 | 4/4/22 0:34 | 0 | 210.59.240.218 | 100 | 138 | 1 | 4/4/22 0:34 | R_3KZzvbkYEgDqqx8 | 25.0503997803 | 121.532409668 | anonymous | EN | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 222 | 31 | 17 | 39 | 5 | 5 | 4 | 38 | 1 | 4 | 10 | 12 | 1 | 1 | 1 | 0 | 0 | 0 | 1 | ||||||||||
4/4/22 1:16 | 4/4/22 1:18 | 0 | 124.236.153.253 | 100 | 143 | 1 | 4/4/22 1:18 | R_1hFiyAeagBIFxIi | 38.0359954834 | 114.4653930664 | anonymous | EN | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 222 | 30 | 17 | 36 | 4 | 4 | 4 | 39 | 2 | 4 | 4 | 12 | 1 | 1 | 1 | 0 | 0 | 0 | 1 | ||||||||||
4/3/22 21:54 | 4/4/22 1:57 | 0 | 111.48.71.202 | 100 | 14601 | 1 | 4/4/22 1:57 | R_3qX0JEF6haqTtnE | 30.5890045166 | 114.2680969238 | anonymous | EN | 2 | 0 | 1 | 0 | 0 | 0 | 0 | 221 | 29 | 17 | 37 | 4 | 4 | 4 | 39 | 2 | 4 | 10 | 11 | 1 | 0 | 0 | 1 | 0 | 1 | 1 | ||||||||||
4/4/22 2:23 | 4/4/22 2:26 | 0 | 31.205.23.119 | 100 | 173 | 1 | 4/4/22 2:26 | R_3LhwDPyuT5MTfMB | 52.6407012939 | -1.1354064941 | anonymous | EN | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 221 | 30 | 15 | 35 | 2 | 2 | 2 | 39 | 2 | 4 | 1 | 11 | 1 | 1 | 0 | 1 | 0 | 0 | 1 | ||||||||||
4/4/22 3:32 | 4/4/22 3:36 | 0 | 117.150.65.219 | 100 | 214 | 1 | 4/4/22 3:36 | R_2pXJ7eTg0mDrd16 | 30.0832977295 | 114.950012207 | anonymous | EN | 2 | 0 | 0 | 0 | 0 | 1 | 0 | 222 | 32 | 14 | 34 | 4 | 3 | 4 | 39 | 2 | 4 | 4 | 12 | 1 | 1 | 1 | 0 | 0 | 0 | 1 | ||||||||||
4/4/22 5:00 | 4/4/22 5:03 | 0 | 107.127.35.120 | 100 | 152 | 1 | 4/4/22 5:03 | R_1Gvm0o9eiMPst7E | 37.7510070801 | -97.8219985962 | anonymous | EN | 1 | 1 | 1 | 1 | 0 | 1 | 0 | 220 | 30 | 18 | 38 | 3 | 5 | 4 | 39 | 1 | 4 | 5 | 12 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | ||||||||||
4/4/22 8:10 | 4/4/22 8:14 | 0 | 107.119.69.34 | 100 | 192 | 1 | 4/4/22 8:14 | R_22YsAyJR1Kt7HxD | 34.0007019043 | -81.0347976685 | anonymous | EN | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 220 | 29 | 18 | 38 | 4 | 6 | 4 | 39 | 1 | 4 | 4 | 12 | 1 | 1 | 1 | 0 | 0 | 0 | 1 | ||||||||||
4/4/22 8:53 | 4/4/22 8:56 | 0 | 183.238.191.85 | 100 | 182 | 1 | 4/4/22 8:56 | R_eJAlqwWaCR6sAet | 22.545501709 | 114.0682983398 | anonymous | EN | 2 | 0 | 0 | 1 | 0 | 0 | 0 | 222 | 29 | 18 | 37 | 5 | 6 | 2 | 39 | 2 | 4 | 2 | 11 | 0 | 0 | 0 | 1 | 1 | 1 | 1 | ||||||||||
4/4/22 9:17 | 4/4/22 9:19 | 0 | 73.212.222.105 | 100 | 118 | 1 | 4/4/22 9:19 | R_86Wj9pKi6xxzmbn | 38.9208068848 | -77.0360031128 | anonymous | EN | 2 | 0 | 0 | 1 | 0 | 0 | 0 | 220 | 30 | 18 | 39 | 3 | 2 | 4 | 39 | 2 | 4 | 2 | 12 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | ||||||||||
4/4/22 16:20 | 4/4/22 16:22 | 0 | 98.46.116.137 | 100 | 117 | 1 | 4/4/22 16:22 | R_21u3gZ5FG6oMVJc | 36.1406 | -86.7508 | anonymous | EN | 2 | 0 | 0 | 1 | 0 | 0 | 0 | 222 | 32 | 17 | 37 | 4 | 4 | 5 | 39 | 2 | 4 | 5 | 11 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | ||||||||||
4/4/22 16:22 | 4/4/22 16:23 | 0 | 184.153.241.138 | 100 | 45 | 1 | 4/4/22 16:23 | R_2ZOM7vD01ZMVJj9 | 43.01 | -76.1496 | anonymous | EN | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 220 | 30 | 18 | 38 | 3 | 4 | 4 | 38 | 1 | 2 | 4 | 12 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | ||||||||||
4/4/22 16:36 | 4/4/22 16:38 | 0 | 173.63.253.35 | 100 | 100 | 1 | 4/4/22 16:38 | R_YWkErh2Sc2PvIw9 | 40.7355 | -74.3253 | anonymous | EN | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 220 | 31 | 18 | 34 | 4 | 2 | 4 | 38 | 2 | 4 | 4 | 12 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | ||||||||||
4/4/22 17:57 | 4/4/22 17:59 | 0 | 96.29.179.85 | 100 | 103 | 1 | 4/4/22 17:59 | R_1FkYlHYgIHgm3ug | 38.0152 | -84.4894 | anonymous | EN | 1 | 1 | 0 | 1 | 0 | 0 | 0 | 219 | 31 | 18 | 36 | 5 | 4 | 4 | 39 | 2 | 4 | 1 | 11 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | ||||||||||
4/1/22 18:26 | 4/4/22 18:21 | 0 | 216.106.128.65 | 100 | 258858 | 1 | 4/4/22 18:21 | R_8ukGz8pbMnidM9H | 43.0391 | -76.1277 | anonymous | EN | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 218 | 28 | 14 | 34 | 1 | 1 | 1 | 38 | 1 | 2 | 1 | 11 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | ||||||||||
4/3/22 22:22 | 4/4/22 20:01 | 0 | 171.82.180.112 | 100 | 77951 | 1 | 4/4/22 20:01 | R_2BtjyZ9HdfNuJHG | 30.589 | 114.2681 | anonymous | EN | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 222 | 28 | 20 | 40 | 6 | 6 | 6 | 38 | 1 | 2 | 10 | 11 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | ||||||||||
4/4/22 20:51 | 4/4/22 20:54 | 0 | 49.36.110.96 | 100 | 169 | 1 | 4/4/22 20:54 | R_2TuwnkF1PPw57Gm | 19.0748 | 72.8856 | anonymous | EN | 1 | 1 | 0 | 0 | 1 | 0 | 0 | 221 | 31 | 18 | 38 | 5 | 5 | 5 | 39 | 2 | 2 | 5 | 12 | 1 | 1 | 1 | 0 | 0 | 0 | 1 | ||||||||||
4/4/22 20:55 | 4/4/22 20:58 | 0 | 106.193.183.81 | 100 | 163 | 1 | 4/4/22 20:58 | R_ukQAWHaKY1sth1T | 19.0748 | 72.8856 | anonymous | EN | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 222 | 31 | 17 | 37 | 5 | 4 | 4 | 39 | 2 | 4 | 5 | 12 | 1 | 1 | 1 | 0 | 0 | 0 | 1 | ||||||||||
4/4/22 21:12 | 4/4/22 21:16 | 0 | 184.153.241.138 | 100 | 199 | 1 | 4/4/22 21:16 | R_2zwKeGYe3aI1m42 | 43.01 | -76.1496 | anonymous | EN | 2 | 0 | 1 | 0 | 0 | 0 | 0 | 222 | 31 | 19 | 36 | 5 | 5 | 4 | 39 | 2 | 4 | 5 | 11 | 1 | 1 | 0 | 1 | 0 | 0 | 1 | ||||||||||
4/4/22 21:46 | 4/4/22 21:49 | 0 | 115.194.221.235 | 100 | 134 | 1 | 4/4/22 21:49 | R_xxCU9P2DGOTDzEZ | 30.2994 | 120.1612 | anonymous | EN | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 220 | 31 | 17 | 36 | 2 | 2 | 2 | 38 | 1 | 2 | 4 | 12 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | ||||||||||
4/4/22 21:52 | 4/4/22 21:57 | 0 | 49.32.204.188 | 100 | 297 | 1 | 4/4/22 21:57 | R_3HTWYQm1niR3FWK | 19.0748 | 72.8856 | anonymous | EN | 2 | 0 | 0 | 0 | 0 | 0 | 1 | 222 | 31 | 17 | 37 | 4 | 4 | 4 | 39 | 2 | 4 | 10 | 12 | 1 | 1 | 1 | 0 | 0 | 0 | 1 | ||||||||||
4/4/22 22:32 | 4/4/22 22:33 | 0 | 171.113.193.51 | 100 | 53 | 1 | 4/4/22 22:33 | R_1NxL3FBYAvMRMJh | 30.589 | 114.2681 | anonymous | EN | 1 | 1 | 0 | 0 | 1 | 0 | 0 | 219 | 30 | 18 | 39 | 6 | 4 | 3 | 38 | 1 | 2 | 5 | 12 | 0 | 1 | 0 | 1 | 1 | 0 | 1 | ||||||||||
4/5/22 7:27 | 4/5/22 7:30 | 0 | 173.63.253.35 | 100 | 138 | 1 | 4/5/22 7:30 | R_2vignbO5xtBpxV3 | 40.7355 | -74.3253 | anonymous | EN | 1 | 0 | 1 | 1 | 0 | 0 | 0 | 220 | 30 | 14 | 34 | 2 | 4 | 2 | 38 | 1 | 4 | 2 | 11 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | ||||||||||
4/5/22 8:02 | 4/5/22 8:04 | 0 | 103.97.97.122 | 100 | 112 | 1 | 4/5/22 8:04 | R_1OZjLqIj4BiyqyD | 19.1963 | 72.9675 | anonymous | EN | 2 | 0 | 0 | 0 | 0 | 1 | 0 | 222 | 31 | 18 | 38 | 4 | 6 | 4 | 39 | 2 | 4 | 5 | 12 | 1 | 0 | 0 | 0 | 1 | 1 | 1 | ||||||||||
4/5/22 15:49 | 4/5/22 15:50 | 0 | 184.153.249.147 | 100 | 72 | 1 | 4/5/22 15:50 | R_1P4VWOM3m9BqO4M | 43.01 | -76.1496 | anonymous | EN | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 220 | 29 | 19 | 38 | 5 | 4 | 5 | 39 | 1 | 4 | 11 | 12 | 1 | 1 | 1 | 0 | 0 | 0 | 1 | ||||||||||
4/5/22 15:50 | 4/5/22 15:52 | 0 | 67.249.103.62 | 100 | 86 | 1 | 4/5/22 15:52 | R_1KjbaaGjie0ioJ7 | 43.0599 | -76.1416 | anonymous | EN | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 221 | 32 | 16 | 36 | 2 | 6 | 6 | 39 | 2 | 2 | 10 | 12 | 1 | 1 | 0 | 0 | 1 | 0 | 1 | ||||||||||
3/29/22 12:42 | 3/29/22 16:37 | 0 | 216.106.128.65 | 48 | 14069 | 0 | 4/5/22 16:37 | R_1OrdffqNRdAlRAs | anonymous | EN | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 220 | 31 | 1 | ||||||||||||||||||||||||||||
4/5/22 17:55 | 4/5/22 17:56 | 0 | 72.0.137.34 | 100 | 52 | 1 | 4/5/22 17:56 | R_8tSEyQ0hxwokb6N | 43.0391 | -76.1277 | anonymous | EN | 2 | 0 | 0 | 1 | 0 | 0 | 0 | 220 | 29 | 19 | 40 | 6 | 7 | 7 | 39 | 1 | 4 | 5 | 12 | 1 | 1 | 0 | 0 | 1 | 0 | 1 | ||||||||||
4/5/22 19:35 | 4/5/22 19:36 | 0 | 67.241.7.105 | 100 | 64 | 1 | 4/5/22 19:36 | R_2wz9sMRcibmlCXX | 43.01 | -76.1496 | anonymous | EN | 1 | 0 | 1 | 1 | 0 | 0 | 0 | 220 | 31 | 19 | 39 | 6 | 7 | 5 | 39 | 1 | 2 | 5 | 11 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | ||||||||||
4/5/22 20:24 | 4/5/22 20:26 | 0 | 49.36.100.230 | 100 | 128 | 1 | 4/5/22 20:26 | R_2UWsOG9SvCKDtlK | 19.0748 | 72.8856 | anonymous | EN | 2 | 0 | 0 | 1 | 0 | 0 | 0 | 222 | 34 | 14 | 34 | 1 | 1 | 1 | 39 | 2 | 4 | 1 | 11 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | ||||||||||
4/5/22 21:21 | 4/5/22 21:22 | 0 | 117.154.105.24 | 100 | 48 | 1 | 4/5/22 21:22 | R_Ui1DNUb4UxRrAiJ | 30.589 | 114.2681 | anonymous | EN | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 218 | 28 | 20 | 40 | 6 | 5 | 5 | 38 | 1 | 2 | 1 | 12 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | ||||||||||
4/5/22 21:20 | 4/5/22 21:22 | 0 | 223.104.20.236 | 100 | 114 | 1 | 4/5/22 21:22 | R_6W4HltyxuJ7q4i5 | 30.589 | 114.2681 | anonymous | EN | 2 | 0 | 0 | 0 | 1 | 0 | 0 | 222 | 31 | 16 | 37 | 4 | 4 | 4 | 39 | 2 | 4 | 2 | 12 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | ||||||||||
4/5/22 21:20 | 4/5/22 21:22 | 0 | 117.154.104.22 | 100 | 141 | 1 | 4/5/22 21:22 | R_1IygQeiuThEwX3L | 30.589 | 114.2681 | anonymous | EN | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 221 | 29 | 19 | 38 | 4 | 2 | 4 | 39 | 1 | 4 | 11 | 12 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | ||||||||||
4/5/22 21:32 | 4/5/22 21:33 | 0 | 223.90.242.68 | 100 | 49 | 1 | 4/5/22 21:33 | R_2yd9GBnAGye2r79 | 34.7599 | 113.6459 | anonymous | EN | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 218 | 28 | 20 | 40 | 7 | 7 | 7 | 38 | 1 | 2 | 11 | 11 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | ||||||||||
4/5/22 21:34 | 4/5/22 21:37 | 0 | 27.17.83.36 | 100 | 134 | 1 | 4/5/22 21:37 | R_1prMOzKQA8B9LzH | 30.589 | 114.2681 | anonymous | EN | 2 | 0 | 1 | 0 | 0 | 0 | 0 | 221 | 31 | 18 | 38 | 3 | 5 | 4 | 38 | 2 | 4 | 2 | 14 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | ||||||||||
4/5/22 21:45 | 4/5/22 21:47 | 0 | 106.109.82.77 | 100 | 135 | 1 | 4/5/22 21:47 | R_2aQrtUDalfgwlwd | 39.9075 | 116.3972 | anonymous | EN | 1 | 0 | 1 | 1 | 1 | 1 | 0 | 220 | 31 | 16 | 37 | 3 | 4 | 3 | 38 | 1 | 2 | 2 | 12 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | ||||||||||
4/5/22 21:08 | 4/5/22 21:59 | 0 | 111.113.179.126 | 100 | 3071 | 1 | 4/5/22 21:59 | R_3FICKchOwyZxYDj | 31.7685 | 119.9527 | anonymous | EN | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 218 | 30 | 17 | 36 | 5 | 5 | 3 | 39 | 2 | 2 | 3 | 13 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | ||||||||||
4/5/22 21:53 | 4/5/22 22:06 | 0 | 1.197.132.202 | 100 | 793 | 1 | 4/5/22 22:07 | R_6sWxbvTRbZyPUL7 | 31.2222 | 121.4581 | anonymous | EN | 2 | 0 | 0 | 1 | 0 | 0 | 0 | 221 | 31 | 17 | 37 | 4 | 4 | 4 | 39 | 1 | 4 | 4 | 12 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | ||||||||||
4/5/22 21:23 | 4/5/22 22:23 | 0 | 117.154.105.14 | 100 | 3565 | 1 | 4/5/22 22:23 | R_3Gy6FdqAiyYwj4k | 30.589 | 114.2681 | anonymous | EN | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 220 | 31 | 17 | 37 | 4 | 4 | 4 | 39 | 2 | 4 | 4 | 11 | 1 | 1 | 1 | 0 | 0 | 0 | 1 | ||||||||||
4/5/22 22:21 | 4/5/22 22:25 | 0 | 171.82.111.171 | 100 | 225 | 1 | 4/5/22 22:25 | R_2rGEiNKzO0zVRYw | 30.589 | 114.2681 | anonymous | EN | 1 | 0 | 1 | 0 | 1 | 0 | 0 | 222 | 30 | 16 | 36 | 5 | 5 | 5 | 38 | 2 | 4 | 4 | 12 | 1 | 1 | 1 | 0 | 0 | 0 | 1 | ||||||||||
4/5/22 22:46 | 4/5/22 22:47 | 0 | 117.136.52.242 | 100 | 81 | 1 | 4/5/22 22:47 | R_23dwCBlma2wKnaH | 30.589 | 114.2681 | anonymous | EN | 2 | 1 | 0 | 0 | 0 | 0 | 0 | 220 | 31 | 15 | 36 | 3 | 2 | 3 | 39 | 2 | 4 | 3 | 11 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | ||||||||||
4/5/22 23:26 | 4/5/22 23:28 | 0 | 117.154.104.60 | 100 | 114 | 1 | 4/5/22 23:28 | R_2zOT179lLt2QNfJ | 30.589 | 114.2681 | anonymous | EN | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 222 | 29 | 16 | 38 | 3 | 3 | 5 | 38 | 1 | 2 | 5 | 12 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | ||||||||||
4/5/22 23:49 | 4/5/22 23:53 | 0 | 203.194.100.83 | 100 | 184 | 1 | 4/5/22 23:53 | R_xFOUOoCrY2wPqyB | 19.0748 | 72.8856 | anonymous | EN | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 221 | 28 | 17 | 38 | 5 | 6 | 5 | 39 | 1 | 4 | 4 | 12 | 1 | 1 | 1 | 0 | 0 | 0 | 1 | ||||||||||
4/6/22 0:13 | 4/6/22 0:16 | 0 | 111.53.2.198 | 100 | 127 | 1 | 4/6/22 0:16 | R_1CKMp0Rzg8KXwX6 | 39.9075 | 116.3972 | anonymous | EN | 2 | 0 | 1 | 0 | 0 | 0 | 0 | 220 | 31 | 18 | 38 | 7 | 3 | 4 | 39 | 1 | 4 | 2 | 14 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | ||||||||||
4/6/22 0:55 | 4/6/22 0:57 | 0 | 42.107.133.36 | 100 | 117 | 1 | 4/6/22 0:57 | R_2PcAiBqZe9K83Ua | 19.0748 | 72.8856 | anonymous | EN | 2 | 0 | 0 | 1 | 0 | 0 | 0 | 222 | 31 | 18 | 39 | 5 | 6 | 5 | 39 | 1 | 4 | 5 | 11 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | ||||||||||
4/6/22 0:58 | 4/6/22 0:59 | 0 | 103.121.73.7 | 100 | 81 | 1 | 4/6/22 0:59 | R_dhuDIcdrRxdbhFD | 19.1963 | 72.9675 | anonymous | EN | 1 | 0 | 0 | 0 | 1 | 1 | 0 | 221 | 30 | 18 | 38 | 5 | 5 | 5 | 38 | 1 | 2 | 11 | 11 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | ||||||||||
4/6/22 1:04 | 4/6/22 1:07 | 0 | 203.194.100.83 | 100 | 195 | 1 | 4/6/22 1:07 | R_2OGVFHedjDYI0i2 | 19.0748 | 72.8856 | anonymous | EN | 2 | 0 | 0 | 0 | 0 | 1 | 0 | 221 | 29 | 19 | 39 | 6 | 6 | 6 | 39 | 2 | 2 | 10 | 12 | 1 | 1 | 0 | 0 | 1 | 0 | 1 | ||||||||||
4/6/22 1:27 | 4/6/22 1:30 | 0 | 171.77.129.178 | 100 | 217 | 1 | 4/6/22 1:30 | R_3R2RjY4pxyiZ3va | 19.0748 | 72.8856 | anonymous | EN | 2 | 0 | 1 | 0 | 0 | 0 | 0 | 222 | 31 | 18 | 39 | 6 | 5 | 5 | 39 | 2 | 4 | 5 | 11 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | ||||||||||
4/6/22 1:29 | 4/6/22 1:33 | 0 | 157.33.245.167 | 100 | 213 | 1 | 4/6/22 1:33 | R_1jPqdbai5HwrHHG | 19.0748 | 72.8856 | anonymous | EN | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 221 | 29 | 16 | 36 | 3 | 2 | 2 | 39 | 2 | 4 | 3 | 11 | 1 | 0 | 1 | 1 | 0 | 0 | 1 | ||||||||||
4/6/22 1:47 | 4/6/22 1:50 | 0 | 103.177.175.109 | 100 | 192 | 1 | 4/6/22 1:50 | R_cTvHy04FXhhbI3L | 19.0748 | 72.8856 | anonymous | EN | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 220 | 31 | 18 | 39 | 5 | 6 | 6 | 39 | 2 | 4 | 10 | 12 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | ||||||||||
4/6/22 3:57 | 4/6/22 3:58 | 0 | 1.71.249.6 | 100 | 86 | 1 | 4/6/22 3:58 | R_R80q2xQTyjizY3v | 38.4058 | 112.7022 | anonymous | EN | 2 | 1 | 0 | 0 | 1 | 1 | 0 | 220 | 31 | 17 | 37 | 4 | 4 | 4 | 39 | 2 | 4 | 4 | 12 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | ||||||||||
4/6/22 3:59 | 4/6/22 4:01 | 0 | 49.118.78.228 | 100 | 115 | 1 | 4/6/22 4:01 | R_3L8kScy2uwURrjj | 43.8006 | 87.6012 | anonymous | EN | 2 | 0 | 1 | 0 | 0 | 0 | 0 | 220 | 31 | 17 | 37 | 4 | 4 | 4 | 39 | 2 | 4 | 10 | 14 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | ||||||||||
4/6/22 4:01 | 4/6/22 4:05 | 0 | 1.69.216.220 | 100 | 269 | 1 | 4/6/22 4:05 | R_1DGA3gSJOGRUJEo | 39.9075 | 116.3972 | anonymous | EN | 2 | 0 | 1 | 0 | 0 | 0 | 0 | 221 | 31 | 19 | 37 | 4 | 6 | 4 | 39 | 1 | 4 | 10 | 12 | 1 | 1 | 0 | 1 | 0 | 0 | 1 | ||||||||||
4/6/22 8:28 | 4/6/22 8:29 | 0 | 42.122.141.203 | 100 | 62 | 1 | 4/6/22 8:29 | R_1NDQatOj0GXom9d | 39.9075 | 116.3972 | anonymous | EN | 1 | 1 | 0 | 0 | 1 | 0 | 0 | 218 | 28 | 16 | 36 | 4 | 3 | 4 | 38 | 1 | 2 | 1 | 12 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | ||||||||||
4/6/22 8:50 | 4/6/22 8:52 | 0 | 49.32.238.132 | 100 | 138 | 1 | 4/6/22 8:52 | R_XnXsePFKMnjpf6V | 19.0748 | 72.8856 | anonymous | EN | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 222 | 30 | 18 | 38 | 5 | 5 | 5 | 39 | 2 | 4 | 5 | 11 | 1 | 1 | 1 | 0 | 0 | 0 | 1 | ||||||||||
4/6/22 20:14 | 4/6/22 20:17 | 0 | 67.249.56.216 | 100 | 129 | 1 | 4/6/22 20:17 | R_2fm5jLfyDRDD1tr | 42.9908 | -75.962 | anonymous | EN | 1 | 1 | 0 | 1 | 0 | 0 | 0 | 220 | 28 | 19 | 38 | 5 | 7 | 6 | 38 | 1 | 4 | 10 | 12 | 1 | 0 | 0 | 1 | 0 | 1 | 1 |
data
respondent ID | Click | purchase | promotion | clearly | connected | version A | male | Star balance | Order ahead | social meadia | starbuck | member | Luna Cafe | coupons | Salty City Cafe | Expensive | buy | offers | gift | dunkin | Strong Hearts Cafe | Cafe Kubal | Order | Satisfied | Pay in store | coffeehouse pop |
2 | 3 | 7 | 4 | 6 | 7 | 1 | 1 | 0 | 0 | 0 | 1 | 1 | 0 | 6 | 0 | 3 | 1 | 0 | 1 | 0 | 0 | 0 | 1 | 6 | 0 | 0 |
4 | 6 | 7 | 3 | 5 | 7 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 5 | 1 | 4 | 1 | 0 | 0 | 1 | 1 | 1 | 0 | 7 | 0 | 1 |
5 | 5 | 5 | 4 | 7 | 5 | 1 | 0 | 1 | 1 | 0 | 1 | 1 | 0 | 7 | 1 | 4 | 1 | 1 | 0 | 0 | 0 | 1 | 1 | 1 | 1 | 0 |
9 | 1 | 1 | 1 | 1 | 1 | 1 | 0 | 0 | 0 | 1 | 0 | 1 | 1 | 1 | 0 | 1 | 1 | 0 | 1 | 0 | 0 | 0 | 1 | 1 | 0 | 0 |
11 | 5 | 4 | 4 | 5 | 4 | 1 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 4 | 0 | 3 | 1 | 0 | 0 | 1 | 0 | 0 | 1 | 4 | 0 | 0 |
12 | 3 | 4 | 4 | 3 | 4 | 1 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 5 | 1 | 3 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 4 | 0 | 0 |
14 | 7 | 7 | 7 | 6 | 6 | 1 | 1 | 0 | 0 | 1 | 1 | 0 | 1 | 6 | 0 | 5 | 1 | 0 | 1 | 1 | 0 | 0 | 0 | 2 | 0 | 0 |
17 | 6 | 6 | 6 | 6 | 6 | 1 | 1 | 0 | 1 | 1 | 1 | 0 | 0 | 4 | 0 | 3 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 2 | 1 | 0 |
20 | 6 | 7 | 6 | 5 | 5 | 1 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 5 | 0 | 3 | 1 | 0 | 0 | 1 | 1 | 0 | 1 | 2 | 0 | 0 |
22 | 6 | 5 | 5 | 6 | 5 | 1 | 0 | 0 | 1 | 0 | 1 | 1 | 0 | 4 | 0 | 3 | 1 | 1 | 0 | 1 | 0 | 0 | 1 | 3 | 1 | 0 |
23 | 6 | 5 | 5 | 6 | 4 | 1 | 0 | 1 | 1 | 0 | 1 | 1 | 0 | 5 | 1 | 4 | 1 | 0 | 0 | 1 | 0 | 0 | 1 | 2 | 0 | 0 |
25 | 2 | 2 | 4 | 1 | 5 | 1 | 0 | 0 | 1 | 0 | 1 | 1 | 0 | 2 | 1 | 2 | 1 | 0 | 0 | 1 | 0 | 1 | 1 | 4 | 0 | 0 |
28 | 4 | 5 | 5 | 5 | 5 | 1 | 0 | 0 | 1 | 0 | 1 | 1 | 1 | 6 | 0 | 3 | 1 | 0 | 0 | 0 | 0 | 1 | 1 | 4 | 1 | 0 |
32 | 4 | 4 | 4 | 5 | 6 | 1 | 0 | 1 | 0 | 0 | 1 | 1 | 0 | 5 | 0 | 3 | 1 | 0 | 0 | 1 | 0 | 1 | 1 | 2 | 0 | 0 |
33 | 2 | 2 | 4 | 6 | 4 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 7 | 0 | 4 | 1 | 0 | 0 | 1 | 0 | 0 | 1 | 4 | 1 | 0 |
36 | 5 | 5 | 5 | 5 | 5 | 1 | 0 | 0 | 0 | 1 | 0 | 1 | 1 | 5 | 0 | 3 | 1 | 1 | 0 | 0 | 0 | 1 | 1 | 5 | 0 | 0 |
37 | 4 | 3 | 6 | 2 | 2 | 1 | 1 | 0 | 0 | 1 | 1 | 1 | 0 | 2 | 0 | 1 | 1 | 0 | 1 | 0 | 0 | 0 | 1 | 1 | 0 | 0 |
39 | 2 | 5 | 5 | 4 | 5 | 1 | 1 | 0 | 0 | 1 | 0 | 0 | 1 | 3 | 0 | 4 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 4 | 0 | 0 |
41 | 2 | 2 | 2 | 2 | 2 | 1 | 1 | 1 | 0 | 0 | 1 | 0 | 0 | 2 | 0 | 5 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 4 | 0 | 0 |
42 | 7 | 7 | 7 | 7 | 7 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 4 | 1 | 3 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 4 | 0 | 0 |
43 | 6 | 5 | 3 | 6 | 5 | 1 | 1 | 0 | 0 | 0 | 1 | 0 | 1 | 5 | 0 | 5 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 4 | 0 | 1 |
44 | 2 | 4 | 4 | 4 | 4 | 1 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 4 | 0 | 3 | 1 | 0 | 1 | 1 | 0 | 0 | 1 | 4 | 0 | 0 |
48 | 2 | 5 | 4 | 3 | 3 | 1 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 2 | 0 | 2 | 1 | 0 | 0 | 1 | 0 | 0 | 1 | 2 | 1 | 0 |
49 | 1 | 1 | 1 | 1 | 1 | 1 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 1 | 1 | 0 | 0 | 1 | 0 | 0 | 1 | 1 | 0 | 0 |
51 | 2 | 5 | 2 | 3 | 2 | 1 | 0 | 1 | 0 | 1 | 0 | 1 | 0 | 1 | 0 | 2 | 1 | 0 | 0 | 1 | 0 | 0 | 1 | 2 | 0 | 0 |
53 | 5 | 5 | 3 | 5 | 4 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 6 | 1 | 3 | 1 | 1 | 1 | 0 | 1 | 0 | 1 | 4 | 0 | 0 |
55 | 2 | 3 | 3 | 3 | 4 | 1 | 0 | 0 | 0 | 1 | 0 | 1 | 1 | 4 | 0 | 3 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 4 | 1 | 0 |
59 | 4 | 4 | 4 | 4 | 4 | 1 | 0 | 0 | 1 | 0 | 1 | 0 | 1 | 4 | 0 | 3 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 4 | 0 | 0 |
61 | 3 | 2 | 6 | 5 | 5 | 1 | 1 | 1 | 1 | 0 | 1 | 1 | 0 | 5 | 0 | 3 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 2 | 1 | 0 |
62 | 5 | 6 | 5 | 5 | 5 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 0 | 5 | 0 | 3 | 1 | 1 | 0 | 1 | 0 | 0 | 1 | 6 | 0 | 0 |
64 | 2 | 2 | 3 | 3 | 3 | 1 | 1 | 1 | 0 | 0 | 1 | 1 | 0 | 3 | 0 | 4 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 1 | 0 |
65 | 6 | 6 | 5 | 5 | 5 | 1 | 1 | 0 | 1 | 0 | 1 | 0 | 0 | 6 | 0 | 3 | 1 | 0 | 0 | 1 | 0 | 0 | 1 | 4 | 0 | 0 |
67 | 5 | 5 | 5 | 5 | 5 | 1 | 0 | 1 | 1 | 1 | 1 | 1 | 0 | 3 | 0 | 4 | 1 | 1 | 1 | 1 | 0 | 0 | 1 | 2 | 0 | 0 |
72 | 4 | 6 | 6 | 6 | 5 | 1 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 6 | 0 | 4 | 1 | 0 | 1 | 0 | 0 | 0 | 1 | 4 | 0 | 0 |
74 | 5 | 6 | 4 | 6 | 4 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 7 | 1 | 3 | 1 | 1 | 1 | 0 | 1 | 0 | 0 | 3 | 0 | 0 |
75 | 2 | 5 | 5 | 5 | 5 | 1 | 0 | 1 | 0 | 1 | 1 | 1 | 1 | 6 | 1 | 2 | 1 | 0 | 1 | 0 | 0 | 0 | 1 | 3 | 0 | 0 |
77 | 2 | 4 | 6 | 5 | 5 | 1 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 2 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 1 | 1 | 4 | 0 | 0 |
79 | 4 | 5 | 4 | 5 | 4 | 1 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 4 | 0 | 4 | 1 | 0 | 0 | 0 | 1 | 0 | 1 | 4 | 0 | 1 |
80 | 3 | 3 | 5 | 5 | 5 | 1 | 1 | 0 | 1 | 0 | 1 | 0 | 1 | 5 | 0 | 3 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 3 | 0 | 0 |
81 | 4 | 4 | 4 | 4 | 4 | 1 | 0 | 1 | 0 | 0 | 0 | 1 | 1 | 4 | 0 | 5 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 4 | 0 | 0 |
85 | 3 | 4 | 4 | 3 | 5 | 1 | 0 | 0 | 0 | 1 | 1 | 0 | 1 | 4 | 0 | 4 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 3 | 1 | 0 |
86 | 7 | 1 | 4 | 4 | 2 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 3 | 0 | 2 | 1 | 1 | 0 | 1 | 0 | 0 | 0 | 4 | 0 | 0 |
89 | 4 | 6 | 5 | 5 | 4 | 1 | 0 | 0 | 1 | 0 | 1 | 1 | 1 | 6 | 0 | 5 | 1 | 0 | 0 | 1 | 0 | 0 | 1 | 4 | 0 | 0 |
90 | 4 | 3 | 4 | 4 | 4 | 1 | 0 | 1 | 0 | 0 | 1 | 0 | 1 | 4 | 0 | 5 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 3 | 0 | 0 |
94 | 5 | 5 | 3 | 5 | 4 | 1 | 0 | 1 | 1 | 0 | 1 | 0 | 0 | 5 | 0 | 3 | 1 | 1 | 0 | 1 | 0 | 0 | 1 | 3 | 1 | 0 |
96 | 5 | 4 | 5 | 6 | 2 | 1 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 2 | 1 | 5 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 2 | 0 | 0 |
98 | 4 | 4 | 4 | 4 | 5 | 1 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 5 | 0 | 5 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 5 | 0 | 0 |
100 | 5 | 1 | 4 | 2 | 4 | 1 | 0 | 0 | 1 | 0 | 1 | 1 | 0 | 4 | 0 | 3 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 4 | 0 | 0 |
102 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 0 | 0 | 1 | 1 | 1 | 0 | 1 | 0 | 1 | 1 | 0 | 1 | 0 | 0 | 0 | 1 | 1 | 0 | 0 |
105 | 4 | 4 | 5 | 4 | 4 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 5 | 0 | 5 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 4 | 1 | 0 |
106 | 6 | 3 | 5 | 5 | 4 | 1 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 5 | 0 | 5 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 4 | 1 | 0 |
108 | 4 | 4 | 4 | 4 | 4 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 6 | 0 | 5 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 4 | 0 | 1 |
110 | 1 | 1 | 2 | 4 | 2 | 1 | 1 | 0 | 1 | 0 | 1 | 1 | 0 | 2 | 0 | 3 | 1 | 0 | 0 | 1 | 0 | 0 | 1 | 3 | 1 | 0 |
112 | 6 | 5 | 5 | 4 | 5 | 1 | 0 | 0 | 1 | 0 | 1 | 0 | 1 | 7 | 0 | 3 | 1 | 0 | 0 | 1 | 0 | 0 | 1 | 2 | 0 | 0 |
116 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 0 | 1 | 0 | 1 | 0 | 0 | 1 | 0 | 5 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 7 | 0 | 0 |
118 | 3 | 4 | 4 | 4 | 4 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 2 | 1 | 5 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 4 | 0 | 0 |
120 | 7 | 7 | 7 | 7 | 7 | 1 | 1 | 1 | 0 | 1 | 1 | 1 | 0 | 7 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 |
122 | 3 | 4 | 3 | 4 | 3 | 1 | 0 | 0 | 1 | 1 | 0 | 1 | 0 | 2 | 0 | 3 | 1 | 1 | 1 | 0 | 0 | 1 | 1 | 4 | 1 | 0 |
124 | 4 | 4 | 4 | 4 | 4 | 1 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 4 | 0 | 4 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 4 | 0 | 0 |
127 | 2 | 3 | 3 | 2 | 3 | 1 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 3 | 0 | 3 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 4 | 0 | 0 |
128 | 3 | 5 | 3 | 3 | 5 | 1 | 0 | 0 | 0 | 1 | 1 | 1 | 0 | 5 | 0 | 5 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 2 | 1 | 0 |
131 | 5 | 6 | 5 | 6 | 5 | 1 | 1 | 0 | 1 | 0 | 1 | 0 | 0 | 5 | 0 | 5 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 4 | 0 | 0 |
134 | 5 | 6 | 6 | 5 | 5 | 1 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 5 | 0 | 5 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 4 | 1 | 0 |
135 | 3 | 3 | 3 | 2 | 2 | 1 | 1 | 0 | 0 | 0 | 1 | 0 | 1 | 3 | 0 | 4 | 0 | 1 | 0 | 0 | 0 | 1 | 1 | 2 | 0 | 0 |
138 | 4 | 4 | 4 | 4 | 4 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 6 | 0 | 3 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 4 | 1 | 0 |
141 | 5 | 5 | 5 | 5 | 5 | 1 | 1 | 0 | 0 | 0 | 1 | 0 | 1 | 5 | 0 | 5 | 0 | 1 | 0 | 1 | 0 | 0 | 1 | 3 | 0 | 0 |
6 | 7 | 7 | 7 | 7 | 7 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 4 | 1 | 4 | 1 | 0 | 1 | 0 | 1 | 1 | 1 | 6 | 0 | 0 |
7 | 7 | 7 | 7 | 7 | 7 | 0 | 0 | 1 | 1 | 1 | 1 | 1 | 0 | 2 | 0 | 1 | 1 | 1 | 1 | 1 | 0 | 1 | 1 | 1 | 0 | 0 |
8 | 6 | 6 | 6 | 6 | 6 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 3 | 1 | 4 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 6 | 0 | 0 |
10 | 5 | 5 | 5 | 6 | 4 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 5 | 0 | 5 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 4 | 0 | 0 |
13 | 6 | 6 | 5 | 6 | 5 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 5 | 1 | 4 | 0 | 1 | 1 | 1 | 0 | 0 | 0 | 2 | 0 | 0 |
15 | 6 | 7 | 7 | 7 | 6 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 1 | 5 | 0 | 3 | 1 | 0 | 0 | 0 | 0 | 1 | 1 | 1 | 0 | 0 |
16 | 4 | 4 | 4 | 4 | 4 | 0 | 1 | 0 | 1 | 0 | 1 | 0 | 0 | 4 | 0 | 3 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 |
18 | 5 | 6 | 5 | 3 | 5 | 0 | 1 | 0 | 1 | 0 | 1 | 0 | 0 | 5 | 1 | 3 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 2 | 0 | 0 |
19 | 4 | 6 | 7 | 7 | 7 | 0 | 0 | 1 | 0 | 0 | 1 | 1 | 1 | 2 | 0 | 5 | 1 | 0 | 0 | 1 | 0 | 0 | 1 | 5 | 0 | 0 |
21 | 3 | 3 | 4 | 5 | 4 | 0 | 0 | 1 | 0 | 0 | 1 | 1 | 0 | 5 | 0 | 3 | 1 | 1 | 1 | 1 | 0 | 0 | 1 | 1 | 1 | 0 |
24 | 5 | 5 | 5 | 7 | 4 | 0 | 0 | 0 | 1 | 1 | 1 | 1 | 0 | 3 | 1 | 3 | 1 | 0 | 0 | 1 | 0 | 0 | 1 | 6 | 0 | 0 |
26 | 2 | 3 | 3 | 2 | 5 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 1 | 4 | 0 | 2 | 1 | 0 | 1 | 0 | 0 | 0 | 1 | 2 | 0 | 0 |
27 | 2 | 4 | 2 | 6 | 6 | 0 | 1 | 1 | 0 | 0 | 1 | 1 | 0 | 2 | 0 | 4 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 2 | 0 | 0 |
29 | 4 | 4 | 4 | 4 | 4 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 4 | 0 | 3 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 4 | 1 | 0 |
30 | 4 | 4 | 4 | 4 | 4 | 0 | 1 | 0 | 0 | 0 | 1 | 1 | 0 | 4 | 0 | 3 | 1 | 0 | 0 | 1 | 0 | 0 | 1 | 4 | 1 | 0 |
31 | 4 | 4 | 4 | 4 | 4 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 4 | 0 | 3 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 4 | 0 | 0 |
34 | 4 | 4 | 4 | 4 | 4 | 0 | 1 | 0 | 0 | 1 | 1 | 1 | 0 | 4 | 0 | 3 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 2 | 1 | 0 |
35 | 1 | 3 | 5 | 4 | 5 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 2 | 0 | 2 | 0 | 0 | 1 | 1 | 0 | 0 | 1 | 3 | 0 | 0 |
38 | 4 | 4 | 4 | 4 | 4 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 4 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 2 | 1 | 0 |
40 | 1 | 1 | 1 | 1 | 1 | 0 | 1 | 0 | 0 | 1 | 1 | 1 | 0 | 1 | 0 | 1 | 1 | 0 | 1 | 0 | 0 | 0 | 1 | 1 | 0 | 0 |
45 | 6 | 6 | 6 | 6 | 6 | 0 | 0 | 1 | 1 | 0 | 1 | 1 | 0 | 5 | 0 | 3 | 1 | 1 | 1 | 0 | 0 | 0 | 1 | 3 | 1 | 0 |
46 | 1 | 5 | 6 | 5 | 5 | 0 | 1 | 0 | 0 | 1 | 1 | 1 | 0 | 1 | 0 | 2 | 1 | 0 | 1 | 0 | 0 | 0 | 1 | 2 | 0 | 0 |
47 | 4 | 4 | 4 | 4 | 4 | 0 | 0 | 1 | 0 | 1 | 0 | 1 | 0 | 4 | 0 | 3 | 1 | 0 | 0 | 1 | 0 | 0 | 1 | 4 | 0 | 0 |
50 | 7 | 6 | 6 | 6 | 6 | 0 | 1 | 0 | 1 | 0 | 1 | 1 | 1 | 6 | 0 | 3 | 1 | 0 | 0 | 1 | 0 | 0 | 1 | 3 | 0 | 0 |
52 | 5 | 5 | 5 | 5 | 5 | 0 | 1 | 1 | 0 | 1 | 1 | 0 | 0 | 5 | 0 | 5 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 3 | 0 | 0 |
54 | 4 | 5 | 4 | 4 | 4 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 4 | 0 | 2 | 1 | 0 | 0 | 1 | 0 | 0 | 1 | 4 | 1 | 0 |
56 | 3 | 2 | 2 | 2 | 2 | 0 | 1 | 1 | 0 | 1 | 1 | 1 | 0 | 2 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 3 | 1 | 1 |
57 | 7 | 7 | 7 | 4 | 4 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 2 | 1 | 1 | 0 | 1 | 0 | 0 | 1 | 1 | 1 | 1 | 0 | 0 |
58 | 7 | 7 | 4 | 4 | 4 | 0 | 0 | 0 | 1 | 0 | 1 | 1 | 0 | 4 | 1 | 3 | 1 | 0 | 0 | 1 | 0 | 0 | 1 | 4 | 0 | 0 |
60 | 4 | 4 | 4 | 6 | 4 | 0 | 1 | 0 | 1 | 0 | 1 | 0 | 1 | 4 | 0 | 4 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 4 | 0 | 0 |
63 | 5 | 6 | 5 | 5 | 5 | 0 | 0 | 0 | 1 | 0 | 1 | 1 | 0 | 5 | 0 | 3 | 1 | 0 | 0 | 1 | 0 | 1 | 1 | 3 | 0 | 0 |
66 | 5 | 4 | 4 | 4 | 6 | 0 | 1 | 1 | 0 | 0 | 1 | 1 | 0 | 4 | 0 | 3 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 4 | 0 | 0 |
68 | 1 | 4 | 4 | 2 | 4 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 4 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 4 | 0 | 0 |
69 | 1 | 3 | 4 | 5 | 3 | 0 | 1 | 0 | 0 | 1 | 0 | 1 | 0 | 1 | 0 | 1 | 1 | 0 | 1 | 0 | 0 | 1 | 1 | 1 | 0 | 0 |
70 | 4 | 4 | 4 | 4 | 4 | 0 | 1 | 1 | 0 | 0 | 1 | 1 | 0 | 5 | 0 | 3 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 4 | 0 | 0 |
71 | 2 | 2 | 3 | 6 | 5 | 0 | 0 | 0 | 1 | 0 | 1 | 1 | 0 | 4 | 0 | 3 | 1 | 0 | 0 | 1 | 0 | 1 | 1 | 3 | 0 | 0 |
73 | 3 | 6 | 7 | 4 | 4 | 0 | 0 | 1 | 0 | 1 | 1 | 1 | 0 | 1 | 0 | 4 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 4 | 0 | 0 |
76 | 5 | 5 | 6 | 6 | 6 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 6 | 1 | 2 | 0 | 1 | 0 | 0 | 1 | 1 | 1 | 4 | 1 | 1 |
78 | 2 | 4 | 5 | 6 | 5 | 0 | 1 | 1 | 0 | 0 | 1 | 1 | 0 | 4 | 0 | 4 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 2 | 0 | 0 |
82 | 1 | 1 | 1 | 1 | 1 | 0 | 1 | 1 | 0 | 1 | 1 | 1 | 0 | 1 | 0 | 2 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 |
83 | 5 | 5 | 6 | 6 | 5 | 0 | 0 | 0 | 0 | 1 | 1 | 1 | 0 | 6 | 0 | 3 | 1 | 0 | 0 | 1 | 0 | 1 | 1 | 4 | 1 | 0 |
84 | 4 | 6 | 4 | 4 | 3 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 5 | 0 | 5 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 2 | 0 | 1 |
87 | 5 | 2 | 3 | 2 | 4 | 0 | 1 | 0 | 1 | 0 | 1 | 0 | 1 | 7 | 0 | 5 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 4 | 0 | 0 |
88 | 1 | 5 | 3 | 4 | 7 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 1 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 |
91 | 4 | 4 | 4 | 4 | 4 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 6 | 1 | 4 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 2 | 1 | 0 |
92 | 2 | 2 | 2 | 2 | 2 | 0 | 1 | 0 | 1 | 0 | 1 | 0 | 0 | 1 | 0 | 4 | 0 | 0 | 0 | 1 | 0 | 1 | 1 | 3 | 0 | 0 |
93 | 1 | 1 | 4 | 3 | 4 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 4 | 0 | 5 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 5 | 0 | 0 |
95 | 5 | 5 | 4 | 6 | 4 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 4 | 0 | 3 | 1 | 0 | 0 | 1 | 0 | 0 | 1 | 2 | 0 | 1 |
97 | 5 | 6 | 3 | 2 | 4 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 2 | 0 | 3 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 3 | 0 | 0 |
99 | 5 | 5 | 3 | 4 | 4 | 0 | 0 | 0 | 0 | 1 | 1 | 1 | 0 | 4 | 0 | 3 | 1 | 0 | 1 | 0 | 0 | 0 | 1 | 3 | 0 | 0 |
101 | 5 | 3 | 5 | 4 | 4 | 0 | 1 | 1 | 1 | 0 | 1 | 0 | 0 | 1 | 0 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 4 | 0 | 0 |
103 | 7 | 7 | 6 | 6 | 6 | 0 | 1 | 1 | 0 | 1 | 0 | 1 | 0 | 6 | 0 | 5 | 1 | 0 | 0 | 0 | 0 | 1 | 1 | 1 | 0 | 0 |
104 | 5 | 5 | 5 | 5 | 5 | 0 | 0 | 1 | 0 | 1 | 1 | 0 | 1 | 5 | 0 | 4 | 0 | 0 | 1 | 1 | 0 | 0 | 1 | 4 | 0 | 0 |
107 | 4 | 3 | 2 | 2 | 2 | 0 | 0 | 0 | 0 | 1 | 1 | 1 | 0 | 4 | 0 | 3 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 4 | 1 | 0 |
109 | 5 | 6 | 6 | 4 | 3 | 0 | 0 | 1 | 0 | 1 | 0 | 1 | 0 | 5 | 0 | 2 | 1 | 0 | 1 | 1 | 1 | 1 | 1 | 3 | 0 | 0 |
111 | 5 | 5 | 4 | 6 | 4 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 5 | 1 | 5 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 4 | 0 | 0 |
113 | 3 | 3 | 2 | 6 | 6 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 6 | 0 | 4 | 0 | 0 | 1 | 1 | 1 | 0 | 1 | 5 | 0 | 0 |
114 | 6 | 7 | 6 | 7 | 7 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 5 | 0 | 3 | 1 | 0 | 0 | 1 | 1 | 0 | 0 | 2 | 0 | 0 |
115 | 6 | 6 | 6 | 7 | 5 | 0 | 1 | 0 | 1 | 1 | 1 | 0 | 0 | 5 | 0 | 3 | 1 | 0 | 0 | 1 | 0 | 0 | 1 | 4 | 1 | 0 |
117 | 7 | 7 | 6 | 5 | 5 | 0 | 0 | 1 | 0 | 1 | 0 | 1 | 0 | 1 | 0 | 1 | 1 | 0 | 0 | 1 | 0 | 0 | 1 | 1 | 0 | 0 |
119 | 6 | 5 | 4 | 2 | 4 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 7 | 0 | 4 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 2 | 1 | 0 |
121 | 5 | 5 | 3 | 5 | 4 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 2 | 0 | 4 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 4 | 1 | 0 |
123 | 4 | 3 | 5 | 5 | 3 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 3 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 3 | 0 | 0 |
125 | 4 | 4 | 4 | 4 | 4 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 1 | 4 | 0 | 3 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 4 | 1 | 0 |
126 | 3 | 3 | 5 | 5 | 5 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 1 | 4 | 0 | 5 | 0 | 0 | 1 | 1 | 0 | 0 | 1 | 3 | 1 | 0 |
129 | 4 | 5 | 5 | 6 | 5 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 1 | 4 | 0 | 4 | 1 | 0 | 0 | 1 | 0 | 0 | 1 | 1 | 0 | 0 |
130 | 5 | 5 | 7 | 3 | 4 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 2 | 0 | 3 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 4 | 1 | 0 |
132 | 5 | 5 | 5 | 5 | 5 | 0 | 1 | 0 | 0 | 1 | 1 | 1 | 0 | 7 | 0 | 4 | 1 | 1 | 1 | 1 | 0 | 0 | 1 | 3 | 0 | 0 |
133 | 6 | 6 | 6 | 6 | 6 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 6 | 0 | 4 | 0 | 1 | 0 | 1 | 1 | 0 | 0 | 2 | 0 | 0 |
136 | 5 | 6 | 5 | 6 | 6 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 6 | 0 | 3 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 4 | 0 | 1 |
137 | 4 | 4 | 4 | 4 | 4 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 4 | 0 | 3 | 0 | 1 | 1 | 0 | 0 | 1 | 0 | 4 | 0 | 0 |
139 | 6 | 4 | 4 | 6 | 4 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 6 | 0 | 4 | 1 | 0 | 0 | 1 | 0 | 1 | 0 | 4 | 1 | 0 |
140 | 3 | 3 | 4 | 3 | 4 | 0 | 0 | 1 | 0 | 1 | 0 | 1 | 0 | 1 | 0 | 1 | 1 | 0 | 1 | 1 | 0 | 0 | 1 | 1 | 0 | 0 |
142 | 6 | 5 | 5 | 7 | 6 | 0 | 0 | 1 | 1 | 0 | 1 | 1 | 0 | 6 | 1 | 3 | 1 | 0 | 0 | 0 | 0 | 1 | 1 | 1 | 0 | 0 |
code book
Variable name | description | scale type | DV |
ID | respondent ID | scale | N |
order | 1 if order,0 no order | Nominal | N |
Star Balance | 1 if star balance, 0 otherwise | Nominal | N |
Pay in store | 1 if pay in sotre, 0 orderwise | Nominal | N |
Order ahead | 1if order ahead, 0 otherwise | Nominal | N |
Gift | 1 if gift,0 otherwise | Nominal | N |
Offers | 1 if offers, 0 otherwise | Nominal | N |
Coffeehouse pop | 1 if coffeehouse, 0 otherwise | Nominal | N |
Expensive | DO you think Starbucks is expensive?(5 point scale; 5 being storngly agree) | interval | N |
satisfied | How satisfied are you with Starbucks App?(7 point scale; 7 being extremely dissatisfied) | interval | N |
Click | How likely would you click the “Start” button?(7 point scale; 7 being extremely likely) | interval | Y |
purchase | After viewing this page, how likely would you purchase the promotional products?(7 point scale; 7 being extremely likely) | interval | Y |
promotion | After viewing this page, I think this promotion is a good deal.(7 point scale; 7 being strongly agree) | interval | Y |
clearly | I think the promotion is presented clearly.(7 point scale; 7 being strongly agree) | interval | Y |
connected | After viewing this page, I feel very happy to be connected on Starbucks App (7 point scale; 7 being strongly agree) | interval | Y |
Version A | 1 if Version A,0 if Version B | Nominal | N |
member | 1 if yes, 0 if no | Nominal | N |
buy | 1 if yes, 0 if no | Nominal | N |
social media | 1 if yes, 0 if no | Nominal | N |
coupons | I feel that I can save a lot of money by using coupons and promotions.(7 point scale; 7 being strongly agree) | interval | N |
male | 1 if male, 0 otherwise | Nominal | N |
starbucks | 1 if star bucks, 0 otherwise | Nominal | N |
dunkin | 1 if dunkin, 0 otherwise | Nominal | N |
luna café | 1 if luna café, 0 otherwise | Nominal | N |
café kubal | 1 if café kubal, 0 otherwise | Nominal | N |
strong hearts café | 1 if strong hearts café, 0 otherwise | Nominal | N |
salty city café | 1 if salty city café, 0 otherwise | Nominal | N |
Descriptive Statistics
mean | median | standard deviation | minimum | maximum | count | |
order | 0.40 | 1 | 0.45 | 0 | 1 | 140 |
Star Balance | 0.29 | 0 | 0.46 | 0 | 1 | 140 |
Pay in store | 0.26 | 0 | 0.44 | 0 | 1 | 140 |
Order ahead | 0.33 | 0 | 0.47 | 0 | 1 | 140 |
Gift | 0.25 | 0 | 0.43 | 0 | 1 | 140 |
Offers | 0.18 | 0 | 0.38 | 0 | 1 | 140 |
Coffeehouse pop | 0.06 | 0 | 0.25 | 0 | 1 | 140 |
Expensive | 3.26 | 3 | 1.20 | 1 | 5 | 140 |
satisfied | 3.15 | 3 | 1.37 | 1 | 7 | 140 |
Click | 4.11 | 4 | 1.71 | 1 | 7 | 140 |
purchase | 4.40 | 5 | 1.63 | 1 | 7 | 140 |
promotion | 4.36 | 4 | 1.43 | 1 | 7 | 140 |
clearly | 4.47 | 5 | 1.58 | 1 | 7 | 140 |
connected | 4.36 | 4 | 1.38 | 1 | 7 | 140 |
Version A | 0.47 | 0 | 0.50 | 0 | 1 | 140 |
member | 0.50 | 1 | 0.50 | 0 | 1 | 140 |
buy | 0.56 | 1 | 0.50 | 0 | 1 | 140 |
social media | 0.34 | 0 | 0.47 | 0 | 1 | 140 |
coupons | 4.03 | 4 | 1.72 | 1 | 7 | 140 |
male | 0.41 | 0 | 0.69 | 1 | 4 | 140 |
starbucks | 0.71 | 1 | 0.45 | 0 | 1 | 140 |
dunkin | 0.51 | 1 | 0.50 | 0 | 1 | 140 |
luna café | 0.27 | 0 | 0.45 | 0 | 1 | 140 |
café kubal | 0.23 | 0 | 0.42 | 0 | 1 | 140 |
strong hearts café | 0.11 | 0 | 0.31 | 0 | 1 | 140 |
salty city café | 0.16 | 0 | 0.37 | 0 | 1 | 140 |
Summarize respondents’ characteristics.
-41% of survey respondents are male.
-Starbucks App is a popular platform to order, there are 40% of responders choose to use the App to purchase drinks.
-Survey respondents are active on social media: 34% of responders follow the Starbucks brands coffee on social media.
-Survey respondents prefer to use the “Order ahead” function in the Starbucks app.
-Survey respondents have a high level of participation with the Starbucks app, 50% of them are a member of the app.
-Survey respondents have a better evaluation of the Starbucks brand, 71% of them rank “Starbucks brand” in the top 3, and the mean satisfaction degree is 3.15.
2_correlation
Click | purchase | promotion | clearly | connected | Order | Star balance | Pay in store | Order ahead | gift | offers | coffeehouse pop | Expensive | Satisfied | member | buy | social meadia | coupons | male | starbuck | dunkin | Luna Cafe | Cafe Kubal | Strong Hearts Cafe | Salty City Cafe | version A | |
Click | 1.00 | |||||||||||||||||||||||||
purchase | 0.68 | 1.00 | ||||||||||||||||||||||||
promotion | 0.59 | 0.67 | 1.00 | |||||||||||||||||||||||
clearly | 0.56 | 0.63 | 0.63 | 1.00 | ||||||||||||||||||||||
connected | 0.47 | 0.67 | 0.63 | 0.70 | 1.00 | |||||||||||||||||||||
Order | -0.10 | -0.01 | 0.03 | 0.00 | 0.05 | 1.00 | ||||||||||||||||||||
Star balance | -0.07 | -0.01 | 0.00 | 0.03 | 0.05 | 0.19 | 1.00 | |||||||||||||||||||
Pay in store | -0.01 | -0.11 | -0.04 | -0.01 | -0.07 | 0.01 | -0.14 | 1.00 | ||||||||||||||||||
Order ahead | 0.22 | 0.09 | 0.08 | 0.15 | 0.07 | 0.10 | -0.12 | -0.07 | 1.00 | |||||||||||||||||
gift | -0.14 | -0.00 | 0.05 | 0.04 | 0.02 | 0.10 | -0.05 | -0.20 | -0.23 | 1.00 | ||||||||||||||||
offers | 0.21 | 0.13 | 0.12 | 0.18 | 0.08 | -0.04 | 0.03 | 0.02 | 0.03 | 0.16 | 1.00 | |||||||||||||||
coffeehouse pop | 0.09 | 0.10 | -0.09 | 0.07 | 0.04 | -0.03 | -0.10 | -0.03 | -0.12 | -0.15 | -0.05 | 1.00 | ||||||||||||||
Expensive | 0.16 | 0.13 | 0.06 | 0.21 | 0.16 | -0.37 | -0.08 | 0.02 | 0.04 | -0.26 | 0.02 | 0.06 | 1.00 | |||||||||||||
Satisfied | 0.06 | 0.04 | 0.01 | 0.08 | 0.13 | -0.28 | -0.25 | -0.01 | 0.03 | -0.10 | 0.02 | 0.12 | 0.37 | 1.00 | ||||||||||||
member | -0.23 | -0.07 | -0.07 | -0.05 | 0.03 | 0.49 | 0.30 | 0.08 | -0.09 | 0.18 | -0.02 | -0.09 | -0.39 | -0.18 | 1.00 | |||||||||||
buy | 0.13 | 0.18 | 0.02 | 0.11 | -0.02 | 0.39 | 0.03 | 0.04 | 0.15 | 0.14 | -0.00 | -0.00 | -0.33 | -0.22 | 0.42 | 1.00 | ||||||||||
social meadia | -0.07 | 0.08 | 0.09 | -0.07 | -0.05 | 0.31 | 0.07 | -0.05 | -0.27 | 0.36 | 0.06 | -0.12 | -0.35 | -0.16 | 0.35 | 0.23 | 1.00 | |||||||||
coupons | 0.50 | 0.38 | 0.30 | 0.47 | 0.46 | -0.03 | -0.16 | 0.15 | 0.11 | -0.10 | 0.12 | 0.11 | 0.38 | 0.15 | -0.21 | 0.10 | -0.22 | 1.00 | ||||||||
male | -0.03 | -0.14 | -0.06 | -0.08 | -0.09 | -0.03 | -0.06 | -0.04 | -0.00 | -0.08 | -0.05 | 0.08 | 0.03 | 0.01 | -0.12 | -0.17 | -0.01 | -0.06 | 1.00 | |||||||
starbuck | 0.08 | -0.04 | 0.01 | 0.12 | 0.08 | 0.10 | 0.02 | 0.13 | 0.24 | -0.22 | -0.12 | -0.03 | 0.28 | -0.07 | -0.06 | 0.02 | -0.22 | 0.28 | 0.08 | 1.00 | ||||||
dunkin | 0.15 | -0.02 | 0.06 | 0.11 | 0.05 | 0.07 | 0.03 | -0.00 | 0.19 | -0.17 | -0.03 | -0.04 | 0.14 | 0.14 | -0.06 | 0.07 | -0.13 | 0.12 | -0.11 | 0.24 | 1.00 | |||||
Luna Cafe | -0.09 | -0.05 | -0.02 | -0.02 | 0.05 | -0.05 | -0.11 | -0.11 | -0.05 | -0.02 | 0.01 | 0.04 | 0.17 | 0.04 | -0.22 | -0.18 | -0.09 | 0.17 | -0.12 | -0.04 | -0.02 | 1.00 | ||||
Cafe Kubal | 0.11 | 0.06 | 0.15 | 0.16 | 0.12 | -0.04 | -0.05 | 0.02 | 0.13 | -0.04 | 0.10 | -0.00 | -0.02 | -0.01 | 0.03 | -0.00 | 0.01 | 0.07 | -0.01 | -0.15 | -0.15 | -0.06 | 1.00 | |||
Strong Hearts Cafe | 0.25 | 0.27 | 0.17 | 0.20 | 0.13 | -0.15 | -0.17 | -0.10 | 0.00 | 0.07 | 0.20 | 0.19 | 0.02 | 0.10 | -0.21 | 0.02 | -0.00 | 0.13 | 0.04 | -0.29 | -0.08 | -0.11 | 0.14 | 1.00 | ||
Salty City Cafe | 0.25 | 0.24 | 0.14 | 0.21 | 0.14 | -0.08 | -0.11 | -0.13 | 0.12 | 0.07 | 0.21 | 0.05 | 0.04 | 0.10 | -0.04 | -0.06 | -0.10 | 0.13 | -0.04 | -0.16 | -0.13 | -0.13 | 0.19 | 0.36 | 1.00 | |
version A | -0.11 | -0.12 | -0.12 | -0.11 | -0.13 | -0.12 | -0.10 | 0.02 | 0.19 | -0.05 | 0.05 | -0.01 | 0.14 | 0.13 | -0.06 | 0.02 | -0.10 | 0.10 | 0.02 | -0.10 | 0.03 | 0.16 | -0.00 | -0.05 | 0.02 | 1.00 |
T-AB
respondent ID | version A | Click | purchase | promotion | clearly | connected | coupons | Expensive | Satisfied | Are Version A and B significantly different from each other? | ||||||
2 | 1 | 3 | 7 | 4 | 6 | 7 | 6 | 3 | 6 | |||||||
4 | 1 | 6 | 7 | 3 | 5 | 7 | 5 | 4 | 7 | Click | purchase | promotion | clearly | connected | ||
5 | 1 | 5 | 5 | 4 | 7 | 5 | 7 | 4 | 1 | Average of Version A | 3.92 | 4.20 | 4.18 | 4.29 | 4.17 | |
9 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | Average of Version B | 4.28 | 4.58 | 4.51 | 4.64 | 4.53 | |
11 | 1 | 5 | 4 | 4 | 5 | 4 | 4 | 3 | 4 | p-value | 0.22 | 0.17 | 0.17 | 0.19 | 0.13 | |
12 | 1 | 3 | 4 | 4 | 3 | 4 | 5 | 3 | 4 | |||||||
14 | 1 | 7 | 7 | 7 | 6 | 6 | 6 | 5 | 2 | |||||||
17 | 1 | 6 | 6 | 6 | 6 | 6 | 4 | 3 | 2 | |||||||
20 | 1 | 6 | 7 | 6 | 5 | 5 | 5 | 3 | 2 | |||||||
22 | 1 | 6 | 5 | 5 | 6 | 5 | 4 | 3 | 3 | |||||||
23 | 1 | 6 | 5 | 5 | 6 | 4 | 5 | 4 | 2 | |||||||
25 | 1 | 2 | 2 | 4 | 1 | 5 | 2 | 2 | 4 | |||||||
28 | 1 | 4 | 5 | 5 | 5 | 5 | 6 | 3 | 4 | coupons | Expensive | Satisfied | ||||
32 | 1 | 4 | 4 | 4 | 5 | 6 | 5 | 3 | 2 | Average of Version A | 4.21 | 3.44 | 3.33 | |||
33 | 1 | 2 | 2 | 4 | 6 | 4 | 7 | 4 | 4 | Average of Version B | 3.86 | 3.11 | 2.99 | |||
36 | 1 | 5 | 5 | 5 | 5 | 5 | 5 | 3 | 5 | p-value | 0.23 | 0.10 | 0.14 | |||
37 | 1 | 4 | 3 | 6 | 2 | 2 | 2 | 1 | 1 | |||||||
39 | 1 | 2 | 5 | 5 | 4 | 5 | 3 | 4 | 4 | |||||||
41 | 1 | 2 | 2 | 2 | 2 | 2 | 2 | 5 | 4 | |||||||
42 | 1 | 7 | 7 | 7 | 7 | 7 | 4 | 3 | 4 | |||||||
43 | 1 | 6 | 5 | 3 | 6 | 5 | 5 | 5 | 4 | |||||||
44 | 1 | 2 | 4 | 4 | 4 | 4 | 4 | 3 | 4 | |||||||
48 | 1 | 2 | 5 | 4 | 3 | 3 | 2 | 2 | 2 | |||||||
49 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | |||||||
51 | 1 | 2 | 5 | 2 | 3 | 2 | 1 | 2 | 2 | |||||||
53 | 1 | 5 | 5 | 3 | 5 | 4 | 6 | 3 | 4 | |||||||
55 | 1 | 2 | 3 | 3 | 3 | 4 | 4 | 3 | 4 | |||||||
59 | 1 | 4 | 4 | 4 | 4 | 4 | 4 | 3 | 4 | |||||||
61 | 1 | 3 | 2 | 6 | 5 | 5 | 5 | 3 | 2 | |||||||
62 | 1 | 5 | 6 | 5 | 5 | 5 | 5 | 3 | 6 | |||||||
64 | 1 | 2 | 2 | 3 | 3 | 3 | 3 | 4 | 1 | |||||||
65 | 1 | 6 | 6 | 5 | 5 | 5 | 6 | 3 | 4 | |||||||
67 | 1 | 5 | 5 | 5 | 5 | 5 | 3 | 4 | 2 | |||||||
72 | 1 | 4 | 6 | 6 | 6 | 5 | 6 | 4 | 4 | |||||||
74 | 1 | 5 | 6 | 4 | 6 | 4 | 7 | 3 | 3 | |||||||
75 | 1 | 2 | 5 | 5 | 5 | 5 | 6 | 2 | 3 | |||||||
77 | 1 | 2 | 4 | 6 | 5 | 5 | 2 | 1 | 4 | |||||||
79 | 1 | 4 | 5 | 4 | 5 | 4 | 4 | 4 | 4 | |||||||
80 | 1 | 3 | 3 | 5 | 5 | 5 | 5 | 3 | 3 | |||||||
81 | 1 | 4 | 4 | 4 | 4 | 4 | 4 | 5 | 4 | |||||||
85 | 1 | 3 | 4 | 4 | 3 | 5 | 4 | 4 | 3 | |||||||
86 | 1 | 7 | 1 | 4 | 4 | 2 | 3 | 2 | 4 | |||||||
89 | 1 | 4 | 6 | 5 | 5 | 4 | 6 | 5 | 4 | |||||||
90 | 1 | 4 | 3 | 4 | 4 | 4 | 4 | 5 | 3 | |||||||
94 | 1 | 5 | 5 | 3 | 5 | 4 | 5 | 3 | 3 | |||||||
96 | 1 | 5 | 4 | 5 | 6 | 2 | 2 | 5 | 2 | |||||||
98 | 1 | 4 | 4 | 4 | 4 | 5 | 5 | 5 | 5 | |||||||
100 | 1 | 5 | 1 | 4 | 2 | 4 | 4 | 3 | 4 | |||||||
102 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | |||||||
105 | 1 | 4 | 4 | 5 | 4 | 4 | 5 | 5 | 4 | |||||||
106 | 1 | 6 | 3 | 5 | 5 | 4 | 5 | 5 | 4 | |||||||
108 | 1 | 4 | 4 | 4 | 4 | 4 | 6 | 5 | 4 | |||||||
110 | 1 | 1 | 1 | 2 | 4 | 2 | 2 | 3 | 3 | |||||||
112 | 1 | 6 | 5 | 5 | 4 | 5 | 7 | 3 | 2 | |||||||
116 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 5 | 7 | |||||||
118 | 1 | 3 | 4 | 4 | 4 | 4 | 2 | 5 | 4 | |||||||
120 | 1 | 7 | 7 | 7 | 7 | 7 | 7 | 1 | 1 | |||||||
122 | 1 | 3 | 4 | 3 | 4 | 3 | 2 | 3 | 4 | |||||||
124 | 1 | 4 | 4 | 4 | 4 | 4 | 4 | 4 | 4 | |||||||
127 | 1 | 2 | 3 | 3 | 2 | 3 | 3 | 3 | 4 | |||||||
128 | 1 | 3 | 5 | 3 | 3 | 5 | 5 | 5 | 2 | |||||||
131 | 1 | 5 | 6 | 5 | 6 | 5 | 5 | 5 | 4 | |||||||
134 | 1 | 5 | 6 | 6 | 5 | 5 | 5 | 5 | 4 | |||||||
135 | 1 | 3 | 3 | 3 | 2 | 2 | 3 | 4 | 2 | |||||||
138 | 1 | 4 | 4 | 4 | 4 | 4 | 6 | 3 | 4 | |||||||
141 | 1 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 3 | |||||||
6 | 0 | 7 | 7 | 7 | 7 | 7 | 4 | 4 | 6 | |||||||
7 | 0 | 7 | 7 | 7 | 7 | 7 | 2 | 1 | 1 | |||||||
8 | 0 | 6 | 6 | 6 | 6 | 6 | 3 | 4 | 6 | |||||||
10 | 0 | 5 | 5 | 5 | 6 | 4 | 5 | 5 | 4 | |||||||
13 | 0 | 6 | 6 | 5 | 6 | 5 | 5 | 4 | 2 | |||||||
15 | 0 | 6 | 7 | 7 | 7 | 6 | 5 | 3 | 1 | |||||||
16 | 0 | 4 | 4 | 4 | 4 | 4 | 4 | 3 | 1 | |||||||
18 | 0 | 5 | 6 | 5 | 3 | 5 | 5 | 3 | 2 | |||||||
19 | 0 | 4 | 6 | 7 | 7 | 7 | 2 | 5 | 5 | |||||||
21 | 0 | 3 | 3 | 4 | 5 | 4 | 5 | 3 | 1 | |||||||
24 | 0 | 5 | 5 | 5 | 7 | 4 | 3 | 3 | 6 | |||||||
26 | 0 | 2 | 3 | 3 | 2 | 5 | 4 | 2 | 2 | |||||||
27 | 0 | 2 | 4 | 2 | 6 | 6 | 2 | 4 | 2 | |||||||
29 | 0 | 4 | 4 | 4 | 4 | 4 | 4 | 3 | 4 | |||||||
30 | 0 | 4 | 4 | 4 | 4 | 4 | 4 | 3 | 4 | |||||||
31 | 0 | 4 | 4 | 4 | 4 | 4 | 4 | 3 | 4 | |||||||
34 | 0 | 4 | 4 | 4 | 4 | 4 | 4 | 3 | 2 | |||||||
35 | 0 | 1 | 3 | 5 | 4 | 5 | 2 | 2 | 3 | |||||||
38 | 0 | 4 | 4 | 4 | 4 | 4 | 4 | 1 | 2 | |||||||
40 | 0 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | |||||||
45 | 0 | 6 | 6 | 6 | 6 | 6 | 5 | 3 | 3 | |||||||
46 | 0 | 1 | 5 | 6 | 5 | 5 | 1 | 2 | 2 | |||||||
47 | 0 | 4 | 4 | 4 | 4 | 4 | 4 | 3 | 4 | |||||||
50 | 0 | 7 | 6 | 6 | 6 | 6 | 6 | 3 | 3 | |||||||
52 | 0 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 3 | |||||||
54 | 0 | 4 | 5 | 4 | 4 | 4 | 4 | 2 | 4 | |||||||
56 | 0 | 3 | 2 | 2 | 2 | 2 | 2 | 1 | 3 | |||||||
57 | 0 | 7 | 7 | 7 | 4 | 4 | 2 | 1 | 1 | |||||||
58 | 0 | 7 | 7 | 4 | 4 | 4 | 4 | 3 | 4 | |||||||
60 | 0 | 4 | 4 | 4 | 6 | 4 | 4 | 4 | 4 | |||||||
63 | 0 | 5 | 6 | 5 | 5 | 5 | 5 | 3 | 3 | |||||||
66 | 0 | 5 | 4 | 4 | 4 | 6 | 4 | 3 | 4 | |||||||
68 | 0 | 1 | 4 | 4 | 2 | 4 | 1 | 4 | 4 | |||||||
69 | 0 | 1 | 3 | 4 | 5 | 3 | 1 | 1 | 1 | |||||||
70 | 0 | 4 | 4 | 4 | 4 | 4 | 5 | 3 | 4 | |||||||
71 | 0 | 2 | 2 | 3 | 6 | 5 | 4 | 3 | 3 | |||||||
73 | 0 | 3 | 6 | 7 | 4 | 4 | 1 | 4 | 4 | |||||||
76 | 0 | 5 | 5 | 6 | 6 | 6 | 6 | 2 | 4 | |||||||
78 | 0 | 2 | 4 | 5 | 6 | 5 | 4 | 4 | 2 | |||||||
82 | 0 | 1 | 1 | 1 | 1 | 1 | 1 | 2 | 1 | |||||||
83 | 0 | 5 | 5 | 6 | 6 | 5 | 6 | 3 | 4 | |||||||
84 | 0 | 4 | 6 | 4 | 4 | 3 | 5 | 5 | 2 | |||||||
87 | 0 | 5 | 2 | 3 | 2 | 4 | 7 | 5 | 4 | |||||||
88 | 0 | 1 | 5 | 3 | 4 | 7 | 1 | 1 | 1 | |||||||
91 | 0 | 4 | 4 | 4 | 4 | 4 | 6 | 4 | 2 | |||||||
92 | 0 | 2 | 2 | 2 | 2 | 2 | 1 | 4 | 3 | |||||||
93 | 0 | 1 | 1 | 4 | 3 | 4 | 4 | 5 | 5 | |||||||
95 | 0 | 5 | 5 | 4 | 6 | 4 | 4 | 3 | 2 | |||||||
97 | 0 | 5 | 6 | 3 | 2 | 4 | 2 | 3 | 3 | |||||||
99 | 0 | 5 | 5 | 3 | 4 | 4 | 4 | 3 | 3 | |||||||
101 | 0 | 5 | 3 | 5 | 4 | 4 | 1 | 2 | 4 | |||||||
103 | 0 | 7 | 7 | 6 | 6 | 6 | 6 | 5 | 1 | |||||||
104 | 0 | 5 | 5 | 5 | 5 | 5 | 5 | 4 | 4 | |||||||
107 | 0 | 4 | 3 | 2 | 2 | 2 | 4 | 3 | 4 | |||||||
109 | 0 | 5 | 6 | 6 | 4 | 3 | 5 | 2 | 3 | |||||||
111 | 0 | 5 | 5 | 4 | 6 | 4 | 5 | 5 | 4 | |||||||
113 | 0 | 3 | 3 | 2 | 6 | 6 | 6 | 4 | 5 | |||||||
114 | 0 | 6 | 7 | 6 | 7 | 7 | 5 | 3 | 2 | |||||||
115 | 0 | 6 | 6 | 6 | 7 | 5 | 5 | 3 | 4 | |||||||
117 | 0 | 7 | 7 | 6 | 5 | 5 | 1 | 1 | 1 | |||||||
119 | 0 | 6 | 5 | 4 | 2 | 4 | 7 | 4 | 2 | |||||||
121 | 0 | 5 | 5 | 3 | 5 | 4 | 2 | 4 | 4 | |||||||
123 | 0 | 4 | 3 | 5 | 5 | 3 | 3 | 1 | 3 | |||||||
125 | 0 | 4 | 4 | 4 | 4 | 4 | 4 | 3 | 4 | |||||||
126 | 0 | 3 | 3 | 5 | 5 | 5 | 4 | 5 | 3 | |||||||
129 | 0 | 4 | 5 | 5 | 6 | 5 | 4 | 4 | 1 | |||||||
130 | 0 | 5 | 5 | 7 | 3 | 4 | 2 | 3 | 4 | |||||||
132 | 0 | 5 | 5 | 5 | 5 | 5 | 7 | 4 | 3 | |||||||
133 | 0 | 6 | 6 | 6 | 6 | 6 | 6 | 4 | 2 | |||||||
136 | 0 | 5 | 6 | 5 | 6 | 6 | 6 | 3 | 4 | |||||||
137 | 0 | 4 | 4 | 4 | 4 | 4 | 4 | 3 | 4 | |||||||
139 | 0 | 6 | 4 | 4 | 6 | 4 | 6 | 4 | 4 | |||||||
140 | 0 | 3 | 3 | 4 | 3 | 4 | 1 | 1 | 1 | |||||||
142 | 0 | 6 | 5 | 5 | 7 | 6 | 6 | 3 | 1 |
3_randomization_check_nominal
respondent ID | version A | Order | Star balance | Pay in store | Order ahead | gift | offers | coffeehouse pop | member | buy | social meadia | male | starbuck | dunkin | Luna Cafe | Cafe Kubal | Strong Hearts Cafe | Salty City Cafe | Randomization check (Nominal scale questions) | |||||||||||||||||||
2 | 1 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 1 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | What if survey respondents in Version A are systematically different from those in Version B? | |||||||||||||||||||
4 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 1 | 0 | 1 | 0 | 1 | 0 | 1 | 1 | 1 | Order | Star balance | Pay in store | Order ahead | gift | offers | coffeehouse pop | member | buy | social meadia | male | starbuck | dunkin | Luna Cafe | Cafe Kubal | Strong Hearts Cafe | Salty City Cafe | |||
5 | 1 | 1 | 1 | 1 | 1 | 0 | 1 | 0 | 1 | 1 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 1 | version A | 67% | 24% | 27% | 42% | 23% | 20% | 6% | 47% | 58% | 29% | 42% | 67% | 53% | 35% | 23% | 9% | 17% | ||
9 | 1 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 1 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | version B | 77% | 34% | 26% | 24% | 27% | 16% | 7% | 53% | 55% | 38% | 41% | 76% | 50% | 20% | 23% | 12% | 15% | ||
11 | 1 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | ||||||||||||||||||||
12 | 1 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 1 | ||||||||||||||||||||
14 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 1 | 1 | 1 | 1 | 1 | 0 | 0 | 0 | ||||||||||||||||||||
17 | 1 | 1 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 1 | 1 | 0 | 0 | 0 | 0 | ||||||||||||||||||||
20 | 1 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 1 | 0 | 0 | 1 | 0 | ||||||||||||||||||||
22 | 1 | 1 | 0 | 1 | 1 | 0 | 1 | 0 | 1 | 1 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | version A | 66 | ||||||||||||||||||
23 | 1 | 1 | 1 | 0 | 1 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 1 | version B | 74 | ||||||||||||||||||
25 | 1 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 1 | 1 | 0 | 1 | 0 | 1 | ||||||||||||||||||||
28 | 1 | 1 | 0 | 1 | 1 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 1 | 0 | 1 | 1 | 0 | 0 | ||||||||||||||||||||
32 | 1 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 1 | 1 | 0 | 1 | 0 | 0 | ||||||||||||||||||||
33 | 1 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 1 | 1 | 0 | 0 | 0 | ||||||||||||||||||||
36 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 1 | 1 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | ||||||||||||||||||||
37 | 1 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 1 | 1 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | ||||||||||||||||||||
39 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | ||||||||||||||||||||
41 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 1 | 0 | 0 | 0 | 0 | ||||||||||||||||||||
42 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | ||||||||||||||||||||
43 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 1 | 1 | 1 | 0 | 0 | 0 | ||||||||||||||||||||
44 | 1 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 1 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | ||||||||||||||||||||
48 | 1 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 1 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | ||||||||||||||||||||
49 | 1 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | ||||||||||||||||||||
51 | 1 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | ||||||||||||||||||||
53 | 1 | 1 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 1 | 0 | 1 | 1 | ||||||||||||||||||||
55 | 1 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | ||||||||||||||||||||
59 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 1 | 0 | 0 | ||||||||||||||||||||
61 | 1 | 1 | 1 | 1 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 1 | 1 | 0 | 0 | 0 | 0 | ||||||||||||||||||||
62 | 1 | 1 | 1 | 0 | 1 | 0 | 1 | 0 | 1 | 1 | 1 | 1 | 1 | 1 | 0 | 0 | 0 | 0 | ||||||||||||||||||||
64 | 1 | 1 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | ||||||||||||||||||||
65 | 1 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 1 | 1 | 0 | 0 | 0 | 0 | ||||||||||||||||||||
67 | 1 | 1 | 1 | 0 | 1 | 1 | 1 | 0 | 1 | 1 | 1 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | ||||||||||||||||||||
72 | 1 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | ||||||||||||||||||||
74 | 1 | 0 | 0 | 0 | 1 | 1 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 1 | ||||||||||||||||||||
75 | 1 | 1 | 1 | 0 | 0 | 1 | 0 | 0 | 1 | 1 | 1 | 0 | 1 | 0 | 1 | 0 | 0 | 1 | ||||||||||||||||||||
77 | 1 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | ||||||||||||||||||||
79 | 1 | 1 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | ||||||||||||||||||||
80 | 1 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 1 | 1 | 0 | 0 | ||||||||||||||||||||
81 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | ||||||||||||||||||||
85 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 1 | 1 | 0 | 0 | ||||||||||||||||||||
86 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | ||||||||||||||||||||
89 | 1 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 1 | 1 | 1 | 0 | 0 | 0 | ||||||||||||||||||||
90 | 1 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 1 | 0 | 0 | 0 | ||||||||||||||||||||
94 | 1 | 1 | 1 | 1 | 1 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | ||||||||||||||||||||
96 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 1 | 1 | ||||||||||||||||||||
98 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | ||||||||||||||||||||
100 | 1 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | ||||||||||||||||||||
102 | 1 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 1 | 1 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | ||||||||||||||||||||
105 | 1 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 1 | 0 | 0 | 0 | ||||||||||||||||||||
106 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 1 | 0 | 1 | 0 | 0 | ||||||||||||||||||||
108 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 1 | 1 | 0 | 0 | 0 | ||||||||||||||||||||
110 | 1 | 1 | 0 | 1 | 1 | 0 | 0 | 0 | 1 | 1 | 0 | 1 | 1 | 1 | 0 | 0 | 0 | 0 | ||||||||||||||||||||
112 | 1 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 1 | 1 | 0 | 0 | 0 | ||||||||||||||||||||
116 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 1 | 0 | 0 | 0 | 0 | ||||||||||||||||||||
118 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | ||||||||||||||||||||
120 | 1 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 1 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | ||||||||||||||||||||
122 | 1 | 1 | 0 | 1 | 1 | 1 | 1 | 0 | 1 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | ||||||||||||||||||||
124 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | ||||||||||||||||||||
127 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | ||||||||||||||||||||
128 | 1 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 1 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | ||||||||||||||||||||
131 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 1 | 1 | 0 | 0 | 0 | 0 | ||||||||||||||||||||
134 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | ||||||||||||||||||||
135 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 1 | 1 | 0 | 0 | ||||||||||||||||||||
138 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | ||||||||||||||||||||
141 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 1 | 1 | 1 | 0 | 0 | 0 | ||||||||||||||||||||
6 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 1 | 1 | 0 | 0 | 0 | 1 | 1 | 1 | ||||||||||||||||||||
7 | 0 | 1 | 1 | 0 | 1 | 1 | 1 | 0 | 1 | 1 | 1 | 0 | 1 | 1 | 0 | 1 | 0 | 0 | ||||||||||||||||||||
8 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | ||||||||||||||||||||
10 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 1 | 0 | 0 | ||||||||||||||||||||
13 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 1 | ||||||||||||||||||||
15 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 1 | 1 | 0 | 0 | ||||||||||||||||||||
16 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | ||||||||||||||||||||
18 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 1 | 0 | 0 | 0 | 1 | ||||||||||||||||||||
19 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 1 | 1 | 1 | 0 | 0 | 0 | ||||||||||||||||||||
21 | 0 | 1 | 1 | 1 | 0 | 1 | 1 | 0 | 1 | 1 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | ||||||||||||||||||||
24 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 1 | 1 | 0 | 1 | 1 | 0 | 0 | 0 | 1 | ||||||||||||||||||||
26 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 1 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | ||||||||||||||||||||
27 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | ||||||||||||||||||||
29 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 1 | 0 | 0 | 0 | 0 | ||||||||||||||||||||
30 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 1 | 1 | 1 | 0 | 0 | 0 | 0 | ||||||||||||||||||||
31 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | ||||||||||||||||||||
34 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 1 | 1 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | ||||||||||||||||||||
35 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | ||||||||||||||||||||
38 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | ||||||||||||||||||||
40 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 1 | 1 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | ||||||||||||||||||||
45 | 0 | 1 | 1 | 1 | 1 | 1 | 1 | 0 | 1 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | ||||||||||||||||||||
46 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 1 | 1 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | ||||||||||||||||||||
47 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | ||||||||||||||||||||
50 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 1 | 0 | 1 | 1 | 1 | 1 | 0 | 0 | 0 | ||||||||||||||||||||
52 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | ||||||||||||||||||||
54 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | ||||||||||||||||||||
56 | 0 | 1 | 1 | 1 | 0 | 0 | 0 | 1 | 1 | 1 | 1 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | ||||||||||||||||||||
57 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 1 | 1 | 1 | ||||||||||||||||||||
58 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 1 | ||||||||||||||||||||
60 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 1 | 1 | 0 | 0 | 0 | ||||||||||||||||||||
63 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 1 | 1 | 0 | 1 | 0 | 0 | ||||||||||||||||||||
66 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 1 | 1 | 0 | 0 | 0 | 0 | ||||||||||||||||||||
68 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | ||||||||||||||||||||
69 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 1 | 1 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | ||||||||||||||||||||
70 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | ||||||||||||||||||||
71 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 1 | 1 | 0 | 1 | 0 | 0 | ||||||||||||||||||||
73 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | ||||||||||||||||||||
76 | 0 | 1 | 0 | 1 | 0 | 0 | 1 | 1 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 1 | 1 | ||||||||||||||||||||
78 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | ||||||||||||||||||||
82 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 1 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | ||||||||||||||||||||
83 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 1 | 1 | 0 | 1 | 1 | 0 | 1 | 0 | 0 | ||||||||||||||||||||
84 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | ||||||||||||||||||||
87 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 1 | 1 | 0 | 0 | 0 | ||||||||||||||||||||
88 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | ||||||||||||||||||||
91 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 1 | 0 | 1 | ||||||||||||||||||||
92 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 1 | 0 | 1 | 0 | 0 | ||||||||||||||||||||
93 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 1 | 0 | 0 | 0 | ||||||||||||||||||||
95 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 1 | 1 | 1 | 0 | 0 | 0 | ||||||||||||||||||||
97 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | ||||||||||||||||||||
99 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 1 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | ||||||||||||||||||||
101 | 0 | 1 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | ||||||||||||||||||||
103 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 1 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | ||||||||||||||||||||
104 | 0 | 1 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 1 | 1 | 0 | 0 | 0 | ||||||||||||||||||||
107 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 1 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | ||||||||||||||||||||
109 | 0 | 1 | 1 | 0 | 0 | 1 | 0 | 0 | 1 | 1 | 1 | 0 | 0 | 1 | 0 | 1 | 1 | 0 | ||||||||||||||||||||
111 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 1 | ||||||||||||||||||||
113 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 1 | 0 | 0 | 1 | 0 | ||||||||||||||||||||
114 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 1 | 0 | 0 | 1 | 0 | ||||||||||||||||||||
115 | 0 | 1 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 1 | 1 | 1 | 1 | 0 | 0 | 0 | 0 | ||||||||||||||||||||
117 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | ||||||||||||||||||||
119 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | ||||||||||||||||||||
121 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | ||||||||||||||||||||
123 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | ||||||||||||||||||||
125 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 1 | 1 | 0 | 0 | 0 | ||||||||||||||||||||
126 | 0 | 1 | 0 | 1 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 1 | 1 | 0 | 0 | 0 | ||||||||||||||||||||
129 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 1 | 1 | 0 | 0 | 0 | ||||||||||||||||||||
130 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | ||||||||||||||||||||
132 | 0 | 1 | 0 | 0 | 0 | 1 | 1 | 0 | 1 | 1 | 1 | 1 | 1 | 1 | 0 | 0 | 0 | 0 | ||||||||||||||||||||
133 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 1 | 1 | 0 | 0 | 1 | 0 | ||||||||||||||||||||
136 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | ||||||||||||||||||||
137 | 0 | 0 | 1 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | ||||||||||||||||||||
139 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 1 | 0 | 1 | 0 | 0 | ||||||||||||||||||||
140 | 0 | 1 | 1 | 0 | 0 | 1 | 0 | 0 | 1 | 1 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | ||||||||||||||||||||
142 | 0 | 1 | 1 | 0 | 1 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 1 |
4_regression_click
MODEL 1:Version A + customer characteristics that did not pass the randomization check | DV: Click | ||||||||||
SUMMARY OUTPUT | |||||||||||
Regression Statistics | |||||||||||
Multiple R | 0.3690818547 | ||||||||||
R Square | 0.1362 | ||||||||||
Adjusted R Square | 0.0835 | ||||||||||
Standard Error | 1.6365159922 | ||||||||||
Observations | 140 | ||||||||||
ANOVA | |||||||||||
df | SS | MS | F | Significance F | |||||||
Regression | 8 | 55.3292469157 | 6.9161558645 | 2.5824044702 | 0.0118962887 | ||||||
Residual | 131 | 350.8421816557 | 2.6781845928 | ||||||||
Total | 139 | 406.1714285714 | |||||||||
Coefficients | Standard Error | t Stat | P-value | Lower 95% | Upper 95% | Lower 95.0% | Upper 95.0% | ||||
Intercept | 4.6384056918 | 0.4115120511 | 11.2716156891 | 5.10243496767462E-21 | 3.8243366929 | 5.4524746907 | 3.8243366929 | 5.4524746907 | |||
version A | -0.4699342498 | 0.2915849528 | -1.6116546663 | 0.1094438569 | -1.046758841 | 0.1068903413 | -1.046758841 | 0.1068903413 | |||
male | -0.2536061789 | 0.2878301083 | -0.8810967707 | 0.3798791413 | -0.8230027918 | 0.315790434 | -0.8230027918 | 0.315790434 | |||
Star balance | -0.0007636315 | 0.3223251875 | -0.0023691337 | 0.9981133105 | -0.6383997395 | 0.6368724766 | -0.6383997395 | 0.6368724766 | |||
Order ahead | 0.8455236918 | 0.3222781798 | 2.6235834286 | 0.0097336388 | 0.2079805763 | 1.4830668073 | 0.2079805763 | 1.4830668073 | |||
social meadia | 0.2493592593 | 0.3290044445 | 0.7579206406 | 0.4498597811 | -0.4014900123 | 0.900208531 | -0.4014900123 | 0.900208531 | |||
starbuck | 0.0345390206 | 0.3259653186 | 0.1059591882 | 0.9157768156 | -0.6102981352 | 0.6793761763 | -0.6102981352 | 0.6793761763 | |||
member | -0.9240453979 | 0.3168347118 | -2.9164904081 | 0.0041661542 | -1.5508200354 | -0.2972707605 | -1.5508200354 | -0.2972707605 | |||
Luna Cafe | -0.4475096922 | 0.3296613341 | -1.3574831076 | 0.1769617222 | -1.0996584482 | 0.2046390637 | -1.0996584482 | 0.2046390637 | |||
MODEL 2:all variables | |||||||||||
SUMMARY OUTPUT | |||||||||||
Regression Statistics | |||||||||||
Multiple R | 0.6659070461 | ||||||||||
R Square | 0.4434 | ||||||||||
Adjusted R Square | 0.3710 | ||||||||||
Standard Error | 1.3556924276 | ||||||||||
Observations | 140 | ||||||||||
ANOVA | |||||||||||
df | SS | MS | F | Significance F | |||||||
Regression | 16 | 180.1094877074 | 11.2568429817 | 6.1248332269 | 0.0000000009 | ||||||
Residual | 123 | 226.0619408641 | 1.8379019582 | ||||||||
Total | 139 | 406.1714285714 | |||||||||
Coefficients | Standard Error | t Stat | P-value | Lower 95% | Upper 95% | Lower 95.0% | Upper 95.0% | ||||
Intercept | 2.3953586733 | 0.5691153471 | 4.2089159701 | 0.0000 | 1.268829739 | 3.5218876077 | 1.268829739 | 3.5218876077 | |||
version A | -0.6396980686 | 0.2477280147 | -2.5822596985 | 0.0110 | -1.1300604842 | -0.1493356529 | -1.1300604842 | -0.1493356529 | |||
male | 0.0239198832 | 0.2461879595 | 0.0971610602 | 0.9228 | -0.4633940878 | 0.5112338541 | -0.4633940878 | 0.5112338541 | |||
Star balance | 0.2094048203 | 0.2742802567 | 0.763470265 | 0.4466 | -0.3335161304 | 0.7523257709 | -0.3335161304 | 0.7523257709 | |||
Order ahead | 0.5859929175 | 0.2842873724 | 2.0612695973 | 0.0414 | 0.023263495 | 1.1487223401 | 0.023263495 | 1.1487223401 | |||
social meadia | 0.5197243763 | 0.2913842995 | 1.7836389164 | 0.0769 | -0.0570529784 | 1.096501731 | -0.0570529784 | 1.096501731 | |||
starbuck | -0.3926503412 | 0.3180305426 | -1.2346309193 | 0.2193 | -1.0221723003 | 0.2368716179 | -1.0221723003 | 0.2368716179 | |||
member | -0.7922918667 | 0.2981143973 | -2.6576773009 | 0.0089 | -1.3823910373 | -0.2021926962 | -1.3823910373 | -0.2021926962 | |||
Luna Cafe | -0.4667058122 | 0.2862000686 | -1.6306977651 | 0.1055 | -1.0332212995 | 0.0998096752 | -1.0332212995 | 0.0998096752 | |||
coupons | 0.4629960806 | 0.0818862353 | 5.6541380692 | 0.0000 | 0.3009072986 | 0.6250848626 | 0.3009072986 | 0.6250848626 | |||
buy | 0.4298968831 | 0.2916699467 | 1.4739155951 | 0.1431 | -0.1474458927 | 1.0072396589 | -0.1474458927 | 1.0072396589 | |||
Expensive | 0.0076935117 | 0.1225477551 | 0.0627797036 | 0.9500 | -0.2348822555 | 0.250269279 | -0.2348822555 | 0.250269279 | |||
Salty City Cafe | 0.6650308333 | 0.361338773 | 1.840463529 | 0.0681 | -0.0502171124 | 1.3802787789 | -0.0502171124 | 1.3802787789 | |||
offers | 0.521735198 | 0.3184235583 | 1.6384943401 | 0.1039 | -0.1085647115 | 1.1520351075 | -0.1085647115 | 1.1520351075 | |||
dunkin | 0.3101697495 | 0.2458969303 | 1.2613811369 | 0.2096 | -0.1765681469 | 0.7969076458 | -0.1765681469 | 0.7969076458 | |||
Strong Hearts Cafe | 0.1860528429 | 0.445358575 | 0.4177596511 | 0.6769 | -0.6955071491 | 1.067612835 | -0.6955071491 | 1.067612835 | |||
gift | -0.4980050798 | 0.3009205638 | -1.6549386771 | 0.1005 | -1.0936588849 | 0.0976487254 | -1.0936588849 | 0.0976487254 | |||
SUMMARY OUTPUT | |||||||||||
Regression Statistics | |||||||||||
Multiple R | 0.6597731674 | ||||||||||
R Square | 0.4353 | ||||||||||
Adjusted R Square | 0.3770 | ||||||||||
Standard Error | 1.3492053772 | ||||||||||
Observations | 140 | ||||||||||
ANOVA | |||||||||||
df | SS | MS | F | Significance F | |||||||
Regression | 13 | 176.8066797028 | 13.6005138233 | 7.4713518541 | 0.0000000001 | ||||||
Residual | 126 | 229.3647488686 | 1.8203551498 | ||||||||
Total | 139 | 406.1714285714 | |||||||||
Coefficients | Standard Error | t Stat | P-value | Lower 95% | Upper 95% | Lower 95.0% | Upper 95.0% | ||||
Intercept | 2.5809859231 | 0.4453453382 | 5.7954708438 | 0.000 | 1.699660591 | 3.4623112551 | 1.699660591 | 3.4623112551 | |||
version A | -0.6419806899 | 0.2416513522 | -2.656640172 | 0.009 | -1.1202016118 | -0.1637597679 | -1.1202016118 | -0.1637597679 | |||
male | -0.0134149443 | 0.2418089192 | -0.0554774587 | 0.956 | -0.4919476867 | 0.4651177981 | -0.4919476867 | 0.4651177981 | |||
Star balance | 0.2127439965 | 0.2718591145 | 0.7825523778 | 0.435 | -0.325257199 | 0.750745192 | -0.325257199 | 0.750745192 | |||
Order ahead | 0.6240952645 | 0.2792730858 | 2.2347132473 | 0.027 | 0.0714220377 | 1.1767684914 | 0.0714220377 | 1.1767684914 | |||
social meadia | 0.511910683 | 0.2881815936 | 1.7763476033 | 0.078 | -0.0583922187 | 1.0822135848 | -0.0583922187 | 1.0822135848 | |||
starbuck | -0.3739496012 | 0.2917586411 | -1.2817087433 | 0.202 | -0.9513313749 | 0.2034321724 | -0.9513313749 | 0.2034321724 | |||
member | -0.8440816156 | 0.2845427049 | -2.9664496786 | 0.004 | -1.4071832637 | -0.2809799675 | -1.4071832637 | -0.2809799675 | |||
Luna Cafe | -0.5030118764 | 0.2815820173 | -1.786377842 | 0.076 | -1.0602544107 | 0.0542306579 | -1.0602544107 | 0.0542306579 | |||
coupons | 0.4732412188 | 0.0775171097 | 6.1049905074 | 0.000 | 0.3198371376 | 0.6266453 | 0.3198371376 | 0.6266453 | |||
Salty City Cafe | 0.647674612 | 0.3439476984 | 1.8830613347 | 0.062 | -0.0329877717 | 1.3283369958 | -0.0329877717 | 1.3283369958 | |||
buy | 0.4536563216 | 0.2780951263 | 1.6312990729 | 0.105 | -0.0966857578 | 1.003998401 | -0.0966857578 | 1.003998401 | |||
offers | 0.5420355561 | 0.3147088067 | 1.7223399682 | 0.087 | -0.0807639205 | 1.1648350328 | -0.0807639205 | 1.1648350328 | |||
gift | -0.5323265057 | 0.2961261518 | -1.797634226 | 0.075 | -1.1183514546 | 0.0536984432 | -1.1183514546 | 0.0536984432 |
4-regression-purchase
MODEL 1:Version A + customer characteristics that did not pass the randomization check | ||||||||
SUMMARY OUTPUT | ||||||||
Regression Statistics | ||||||||
Multiple R | 0.2754990752 | |||||||
R Square | 0.0758997404 | |||||||
Adjusted R Square | 0.0194661368 | |||||||
Standard Error | 1.6146926915 | |||||||
Observations | 140 | |||||||
ANOVA | ||||||||
df | SS | MS | F | Significance F | ||||
Regression | 8 | 28.0525440656 | 3.5065680082 | 1.3449387518 | 0.227010511 | |||
Residual | 131 | 341.5474559344 | 2.607232488 | |||||
Total | 139 | 369.6 | ||||||
Coefficients | Standard Error | t Stat | P-value | Lower 95% | Upper 95% | Lower 95.0% | Upper 95.0% | |
Intercept | 4.9301209769 | 0.4060244474 | 12.1424239557 | 0.000 | 4.1269077672 | 5.7333341867 | 4.1269077672 | 5.7333341867 |
version A | -0.43741826 | 0.2876966033 | -1.5204151003 | 0.131 | -1.0065507684 | 0.1317142483 | -1.0065507684 | 0.1317142483 |
male | -0.4959071997 | 0.2839918305 | -1.7462023428 | 0.083 | -1.0577107835 | 0.0658963841 | -1.0577107835 | 0.0658963841 |
Star balance | 0.0335068832 | 0.3180269102 | 0.1053586413 | 0.916 | -0.5956262072 | 0.6626399735 | -0.5956262072 | 0.6626399735 |
Order ahead | 0.5204782474 | 0.3179805293 | 1.6368242688 | 0.104 | -0.1085630904 | 1.1495195853 | -0.1085630904 | 1.1495195853 |
social meadia | 0.4632266293 | 0.3246170978 | 1.4269939333 | 0.156 | -0.1789434242 | 1.1053966827 | -0.1789434242 | 1.1053966827 |
starbuck | -0.2109339913 | 0.3216184994 | -0.6558515498 | 0.513 | -0.8471721018 | 0.4253041192 | -0.8471721018 | 0.4253041192 |
member | -0.484557914 | 0.3126096512 | -1.5500414402 | 0.124 | -1.1029743738 | 0.1338585458 | -1.1029743738 | 0.1338585458 |
Luna Cafe | -0.2278866864 | 0.3252652277 | -0.7006180404 | 0.485 | -0.8713388953 | 0.4155655224 | -0.8713388953 | 0.4155655224 |
SUMMARY OUTPUT | ||||||||
Regression Statistics | ||||||||
Multiple R | 0.5656048652 | |||||||
R Square | 0.3199088636 | |||||||
Adjusted R Square | 0.2314417239 | |||||||
Standard Error | 1.4295422089 | |||||||
Observations | 140 | |||||||
ANOVA | ||||||||
df | SS | MS | F | Significance F | ||||
Regression | 16 | 118.2383159685 | 7.389894748 | 3.6161320987 | 0.0000229166 | |||
Residual | 123 | 251.3616840315 | 2.0435909271 | |||||
Total | 139 | 369.6 | ||||||
Coefficients | Standard Error | t Stat | P-value | Lower 95% | Upper 95% | Lower 95.0% | Upper 95.0% | |
Intercept | 2.5796645838 | 0.6001172492 | 4.2986009603 | 0.000 | 1.3917692851 | 3.7675598825 | 1.3917692851 | 3.7675598825 |
version A | -0.5821462912 | 0.2612227126 | -2.2285439329 | 0.028 | -1.0992206339 | -0.0650719485 | -1.0992206339 | -0.0650719485 |
male | -0.3043686183 | 0.2595987647 | -1.1724578841 | 0.243 | -0.8182284558 | 0.2094912191 | -0.8182284558 | 0.2094912191 |
Star balance | 0.29940367 | 0.2892213573 | 1.03520595 | 0.303 | -0.2730922733 | 0.8718996132 | -0.2730922733 | 0.8718996132 |
Order ahead | 0.4108034431 | 0.2997735991 | 1.370378994 | 0.173 | -0.1825800157 | 1.0041869019 | -0.1825800157 | 1.0041869019 |
social meadia | 0.6904994309 | 0.3072571232 | 2.2473016208 | 0.026 | 0.082302795 | 1.2986960668 | 0.082302795 | 1.2986960668 |
starbuck | -0.4641867453 | 0.3353548896 | -1.3841657292 | 0.169 | -1.1280011871 | 0.1996276964 | -1.1280011871 | 0.1996276964 |
member | -0.3335668951 | 0.3143538352 | -1.0611192157 | 0.291 | -0.9558110373 | 0.2886772472 | -0.9558110373 | 0.2886772472 |
Luna Cafe | -0.1966405472 | 0.3017904872 | -0.6515796739 | 0.516 | -0.7940163124 | 0.4007352179 | -0.7940163124 | 0.4007352179 |
coupons | 0.3381358166 | 0.0863468936 | 3.9160159989 | 0.000 | 0.1672174352 | 0.5090541981 | 0.1672174352 | 0.5090541981 |
Salty City Cafe | 0.6358120431 | 0.3810222858 | 1.668700406 | 0.098 | -0.1183982094 | 1.3900222956 | -0.1183982094 | 1.3900222956 |
buy | 0.5406855804 | 0.3075583307 | 1.7579936113 | 0.081 | -0.0681072772 | 1.1494784381 | -0.0681072772 | 1.1494784381 |
offers | 0.0100646434 | 0.3357693143 | 0.0299748754 | 0.976 | -0.6545701267 | 0.6746994134 | -0.6545701267 | 0.6746994134 |
gift | -0.1723737771 | 0.3173128644 | -0.5432297156 | 0.588 | -0.8004751362 | 0.455727582 | -0.8004751362 | 0.455727582 |
Expensive | 0.1879542556 | 0.1292234027 | 1.4544908398 | 0.148 | -0.0678355468 | 0.443744058 | -0.0678355468 | 0.443744058 |
dunkin | -0.1607064718 | 0.2592918819 | -0.6197898314 | 0.537 | -0.6739588537 | 0.3525459101 | -0.6739588537 | 0.3525459101 |
Strong Hearts Cafe | 0.5722213419 | 0.4696189697 | 1.2184800421 | 0.225 | -0.3573606139 | 1.5018032977 | -0.3573606139 | 1.5018032977 |
SUMMARY OUTPUT | ||||||||
Regression Statistics | ||||||||
Multiple R | 0.5551047024 | |||||||
R Square | 0.3081412306 | |||||||
Adjusted R Square | 0.2427687485 | |||||||
Standard Error | 1.4189687981 | |||||||
Observations | 140 | |||||||
ANOVA | ||||||||
df | SS | MS | F | Significance F | ||||
Regression | 12 | 113.8889988429 | 9.4907499036 | 4.7136229271 | 0.0000025041 | |||
Residual | 127 | 255.7110011571 | 2.0134724501 | |||||
Total | 139 | 369.6 | ||||||
Coefficients | Standard Error | t Stat | P-value | Lower 95% | Upper 95% | Lower 95.0% | Upper 95.0% | |
Intercept | 2.5621759634 | 0.571516836 | 4.4831154608 | 0.0000162436 | 1.431247284 | 3.6931046429 | 1.431247284 | 3.6931046429 |
version A | -0.6245188057 | 0.2571415965 | -2.4286961513 | 0.0165534142 | -1.13335562 | -0.1156819914 | -1.13335562 | -0.1156819914 |
male | -0.2530765137 | 0.2540697456 | -0.9960907116 | 0.32110016 | -0.7558346895 | 0.2496816621 | -0.7558346895 | 0.2496816621 |
Star balance | 0.2832353735 | 0.2834261105 | 0.9993270308 | 0.3195365425 | -0.2776137507 | 0.8440844977 | -0.2776137507 | 0.8440844977 |
Order ahead | 0.4178640301 | 0.290330953 | 1.4392679316 | 0.1525348152 | -0.1566485311 | 0.9923765914 | -0.1566485311 | 0.9923765914 |
social meadia | 0.6738657064 | 0.2956308079 | 2.2794163814 | 0.0243107181 | 0.0888656886 | 1.2588657241 | 0.0888656886 | 1.2588657241 |
starbuck | -0.6108552861 | 0.3121120243 | -1.9571667819 | 0.0525214883 | -1.2284686567 | 0.0067580845 | -1.2284686567 | 0.0067580845 |
member | -0.4187450223 | 0.3033089456 | -1.3805890939 | 0.1698303084 | -1.0189386889 | 0.1814486442 | -1.0189386889 | 0.1814486442 |
Luna Cafe | -0.2407333771 | 0.2960802944 | -0.8130678791 | 0.4177007759 | -0.8266228475 | 0.3451560934 | -0.8266228475 | 0.3451560934 |
coupons | 0.3511014451 | 0.084274031 | 4.1661878655 | 0.0000568181 | 0.1843383464 | 0.5178645439 | 0.1843383464 | 0.5178645439 |
Salty City Cafe | 0.778287203 | 0.3554331183 | 2.1896867877 | 0.0303740045 | 0.0749492053 | 1.4816252008 | 0.0749492053 | 1.4816252008 |
Expensive | 0.1970919969 | 0.126728089 | 1.5552352953 | 0.1223785582 | -0.0536800212 | 0.4478640149 | -0.0536800212 | 0.4478640149 |
buy | 0.5698345898 | 0.3017175608 | 1.8886358103 | 0.0612214339 | -0.0272100134 | 1.166879193 | -0.0272100134 | 1.166879193 |
4-regression promotion
MODEL 1:Version A + customer characteristics that did not pass the randomization check | ||||||||
SUMMARY OUTPUT | ||||||||
Regression Statistics | ||||||||
Multiple R | 0.232322015 | |||||||
R Square | 0.0539735187 | |||||||
Adjusted R Square | -0.0037990909 | |||||||
Standard Error | 1.4324661576 | |||||||
Observations | 140 | |||||||
ANOVA | ||||||||
df | SS | MS | F | Significance F | ||||
Regression | 8 | 15.3361898044 | 1.9170237255 | 0.9342406218 | 0.4906994519 | |||
Residual | 131 | 268.8066673385 | 2.0519592927 | |||||
Total | 139 | 284.1428571429 | ||||||
Coefficients | Standard Error | t Stat | P-value | Lower 95% | Upper 95% | Lower 95.0% | Upper 95.0% | |
Intercept | 4.5013859521 | 0.3602024603 | 12.4968217834 | 4.41727117627556E-24 | 3.7888195632 | 5.2139523409 | 3.7888195632 | 5.2139523409 |
version A | -0.3705291348 | 0.2552285336 | -1.4517543533 | 0.1489606408 | -0.8754320564 | 0.1343737868 | -0.8754320564 | 0.1343737868 |
male | -0.1982186927 | 0.2519418638 | -0.7867636196 | 0.4328412563 | -0.6966197973 | 0.3001824119 | -0.6966197973 | 0.3001824119 |
Star balance | 0.0964744368 | 0.2821359064 | 0.3419431365 | 0.7329416327 | -0.4616576866 | 0.6546065601 | -0.4616576866 | 0.6546065601 |
Order ahead | 0.4214701412 | 0.2820947599 | 1.4940729185 | 0.1375613873 | -0.1365805845 | 0.9795208668 | -0.1365805845 | 0.9795208668 |
social meadia | 0.4711184051 | 0.2879823568 | 1.635928014 | 0.1042550787 | -0.0985793918 | 1.0408162019 | -0.0985793918 | 1.0408162019 |
starbuck | -0.0064906606 | 0.2853221659 | -0.0227485326 | 0.9818854767 | -0.5709259654 | 0.5579446442 | -0.5709259654 | 0.5579446442 |
Luna Cafe | -0.0354857328 | 0.2885573418 | -0.1229763642 | 0.9023142846 | -0.6063209871 | 0.5353495216 | -0.6063209871 | 0.5353495216 |
member | -0.3961506536 | 0.2773300135 | -1.4284449366 | 0.1555437521 | -0.9447755744 | 0.1524742672 | -0.9447755744 | 0.1524742672 |
MODEL 2:all variables | ||||||||
SUMMARY OUTPUT | ||||||||
Multiple R | 0.4301861959 | |||||||
R Square | 0.1850601631 | |||||||
Adjusted R Square | 0.0790517291 | |||||||
Standard Error | 1.3720773333 | |||||||
Observations | 140 | |||||||
ANOVA | ||||||||
df | SS | MS | F | Significance F | ||||
Regression | 16 | 52.5835234928 | 3.2864702183 | 1.7457116951 | 0.0466111596 | |||
Residual | 123 | 231.55933365 | 1.8825962085 | |||||
Total | 139 | 284.1428571429 | ||||||
Coefficients | Standard Error | t Stat | P-value | Lower 95% | Upper 95% | Lower 95.0% | Upper 95.0% | |
Intercept | 3.2070642564 | 0.5759936781 | 5.5678809996 | 0.0000001541 | 2.0669200875 | 4.3472084253 | 2.0669200875 | 4.3472084253 |
version A | -0.4274892141 | 0.2507220568 | -1.705032336 | 0.0907128131 | -0.9237781525 | 0.0687997242 | -0.9237781525 | 0.0687997242 |
male | -0.0944577648 | 0.2491633885 | -0.379099696 | 0.7052674727 | -0.5876614149 | 0.3987458853 | -0.5876614149 | 0.3987458853 |
Star balance | 0.2477088554 | 0.2775952093 | 0.8923383659 | 0.3739540226 | -0.3017738406 | 0.7971915515 | -0.3017738406 | 0.7971915515 |
Order ahead | 0.4394929251 | 0.287723271 | 1.527484807 | 0.1292080025 | -0.1300376482 | 1.0090234983 | -0.1300376482 | 1.0090234983 |
social meadia | 0.6012192077 | 0.2949059717 | 2.0386810217 | 0.0436252644 | 0.0174709188 | 1.1849674965 | 0.0174709188 | 1.1849674965 |
starbuck | -0.1782640199 | 0.3218742614 | -0.5538312355 | 0.5806997842 | -0.8153943846 | 0.4588663449 | -0.8153943846 | 0.4588663449 |
Luna Cafe | -0.0966351027 | 0.2896590841 | -0.3336166826 | 0.7392368948 | -0.6699974992 | 0.4767272938 | -0.6699974992 | 0.4767272938 |
member | -0.1543702078 | 0.3017174094 | -0.511638384 | 0.6098214349 | -0.75160132 | 0.4428609044 | -0.75160132 | 0.4428609044 |
buy | -0.2394453209 | 0.2951950712 | -0.8111426789 | 0.4188505537 | -0.8237658645 | 0.3448752227 | -0.8237658645 | 0.3448752227 |
coupons | 0.2918991958 | 0.0828759128 | 3.5221234483 | 0.0006015001 | 0.1278514079 | 0.4559469836 | 0.1278514079 | 0.4559469836 |
Salty City Cafe | 0.2311278291 | 0.3657059152 | 0.632004623 | 0.5285568214 | -0.4927646069 | 0.9550202651 | -0.4927646069 | 0.9550202651 |
gift | 0.1421082823 | 0.3045574913 | 0.4666057687 | 0.6416073523 | -0.4607445978 | 0.7449611624 | -0.4607445978 | 0.7449611624 |
offers | 0.074234154 | 0.322272027 | 0.2303462533 | 0.8182053914 | -0.5636835635 | 0.7121518714 | -0.5636835635 | 0.7121518714 |
Expensive | -0.0147040703 | 0.1240288679 | -0.1185536117 | 0.9058224152 | -0.2602116095 | 0.230803469 | -0.2602116095 | 0.230803469 |
dunkin | 0.1636315875 | 0.2488688419 | 0.6575013019 | 0.5120871772 | -0.3289890256 | 0.6562522006 | -0.3289890256 | 0.6562522006 |
Strong Hearts Cafe | 0.3791410936 | 0.450741181 | 0.841150331 | 0.4018960313 | -0.5130734371 | 1.2713556243 | -0.5130734371 | 1.2713556243 |
Model 3: variables in model 1, remove insignificant variables from Model 2 | ||||||||
SUMMARY OUTPUT | ||||||||
Regression Statistics | ||||||||
Multiple R | 0.4067872144 | |||||||
R Square | 0.1654758378 | |||||||
Adjusted R Square | 0.1077010881 | |||||||
Standard Error | 1.3505670598 | |||||||
Observations | 140 | |||||||
ANOVA | ||||||||
df | SS | MS | F | Significance F | ||||
Regression | 9 | 47.018777346 | 5.224308594 | 2.8641549935 | 0.0040922943 | |||
Residual | 130 | 237.1240797968 | 1.8240313831 | |||||
Total | 139 | 284.1428571429 | ||||||
Coefficients | Standard Error | t Stat | P-value | Lower 95% | Upper 95% | Lower 95.0% | Upper 95.0% | |
Intercept | 3.3962353625 | 0.4308711548 | 7.8822527903 | 0.000 | 2.5438083125 | 4.2486624125 | 2.5438083125 | 4.2486624125 |
version A | -0.4633982018 | 0.2416657462 | -1.9175171041 | 0.057 | -0.9415049786 | 0.0147085751 | -0.9415049786 | 0.0147085751 |
male | -0.0950093386 | 0.2388248634 | -0.3978201319 | 0.691 | -0.5674957686 | 0.3774770914 | -0.5674957686 | 0.3774770914 |
Star balance | 0.2255627413 | 0.267802428 | 0.842272951 | 0.401 | -0.3042523348 | 0.7553778174 | -0.3042523348 | 0.7553778174 |
Order ahead | 0.4404005746 | 0.2660051996 | 1.6556088953 | 0.100 | -0.0858589 | 0.9666600491 | -0.0858589 | 0.9666600491 |
social meadia | 0.5883915205 | 0.2729715832 | 2.155504663 | 0.033 | 0.048349889 | 1.1284331519 | 0.048349889 | 1.1284331519 |
starbuck | -0.3265809364 | 0.2797583027 | -1.1673681649 | 0.245 | -0.8800492807 | 0.2268874079 | -0.8800492807 | 0.2268874079 |
member | -0.286691586 | 0.2627898124 | -1.0909539583 | 0.277 | -0.8065898016 | 0.2332066295 | -0.8065898016 | 0.2332066295 |
Luna Cafe | -0.160382418 | 0.2737050488 | -0.5859680659 | 0.559 | -0.7018751234 | 0.3811102873 | -0.7018751234 | 0.3811102873 |
coupons | 0.305464554 | 0.0732937012 | 4.1676781074 | 0.000 | 0.1604617317 | 0.4504673764 | 0.1604617317 | 0.4504673764 |
4-regression clearly
MODEL 1:Version A + customer characteristics that did not pass the randomization check | ||||||||
SUMMARY OUTPUT | ||||||||
Regression Statistics | ||||||||
Multiple R | 0.2373341784 | |||||||
R Square | 0.0563275122 | |||||||
Adjusted R Square | -0.001301342 | |||||||
Standard Error | 1.5762046405 | |||||||
Observations | 140 | |||||||
ANOVA | ||||||||
df | SS | MS | F | Significance F | ||||
Regression | 8 | 19.4265542906 | 2.4283192863 | 0.9774185692 | 0.4565673667 | |||
Residual | 131 | 325.4591599951 | 2.4844210687 | |||||
Total | 139 | 344.8857142857 | ||||||
Coefficients | Standard Error | t Stat | P-value | Lower 95% | Upper 95% | Lower 95.0% | Upper 95.0% | |
Intercept | 4.4982547252 | 0.3963463893 | 11.3493016367 | 0.0000 | 3.7141870229 | 5.2823224274 | 3.7141870229 | 5.2823224274 |
version A | -0.4091417421 | 0.2808390251 | -1.4568550153 | 0.1475 | -0.9647083248 | 0.1464248405 | -0.9647083248 | 0.1464248405 |
male | -0.2702640186 | 0.2772225597 | -0.9748990806 | 0.3314 | -0.81867637 | 0.2781483329 | -0.81867637 | 0.2781483329 |
Star balance | 0.1377795364 | 0.3104463743 | 0.4438110661 | 0.6579 | -0.4763574457 | 0.7519165184 | -0.4763574457 | 0.7519165184 |
Order ahead | 0.5112694711 | 0.310401099 | 1.6471251966 | 0.1019 | -0.1027779454 | 1.1253168877 | -0.1027779454 | 1.1253168877 |
social meadia | -0.0347382631 | 0.3168794772 | -0.1096261058 | 0.9129 | -0.6616014573 | 0.5921249311 | -0.6616014573 | 0.5921249311 |
starbuck | 0.2421880101 | 0.3139523538 | 0.7714164495 | 0.4418 | -0.3788846358 | 0.863260656 | -0.3788846358 | 0.863260656 |
member | -0.1702499208 | 0.3051582419 | -0.557907005 | 0.5779 | -0.7739257155 | 0.4334258739 | -0.7739257155 | 0.4334258739 |
Luna Cafe | -0.024025219 | 0.3175121582 | -0.0756670834 | 0.9398 | -0.6521400069 | 0.604089569 | -0.6521400069 | 0.604089569 |
MODEL 2:all variables | ||||||||
SUMMARY OUTPUT | ||||||||
Regression Statistics | ||||||||
Multiple R | 0.5831970624 | |||||||
R Square | 0.3401188136 | |||||||
Adjusted R Square | 0.2542806105 | |||||||
Standard Error | 1.3602474497 | |||||||
Observations | 140 | |||||||
ANOVA | ||||||||
df | SS | MS | F | Significance F | ||||
Regression | 16 | 117.3021199707 | 7.3313824982 | 3.9623244812 | 0.0000053717 | |||
Residual | 123 | 227.583594315 | 1.8502731245 | |||||
Total | 139 | 344.8857142857 | ||||||
Coefficients | Standard Error | t Stat | P-value | Lower 95% | Upper 95% | Lower 95.0% | Upper 95.0% | |
Intercept | 1.8863655448 | 0.5602215249 | 3.3671779126 | 0.0010 | 0.7774413862 | 2.9952897033 | 0.7774413862 | 2.9952897033 |
version A | -0.5582921194 | 0.2489187022 | -2.2428693162 | 0.0267 | -1.051011428 | -0.0655728108 | -1.051011428 | -0.0655728108 |
male | -0.0541411724 | 0.246507491 | -0.2196329702 | 0.8265 | -0.5420876363 | 0.4338052914 | -0.5420876363 | 0.4338052914 |
Star balance | 0.3661604035 | 0.2737888122 | 1.3373826364 | 0.1836 | -0.175787763 | 0.90810857 | -0.175787763 | 0.90810857 |
Order ahead | 0.3964551774 | 0.2861690026 | 1.3853882629 | 0.1684 | -0.1699988168 | 0.9629091717 | -0.1699988168 | 0.9629091717 |
social meadia | 0.1925209325 | 0.2855450784 | 0.6742225556 | 0.5014 | -0.372698042 | 0.757739907 | -0.372698042 | 0.757739907 |
starbuck | -0.0565522088 | 0.3221735791 | -0.1755333537 | 0.8609 | -0.6942750545 | 0.5811706369 | -0.6942750545 | 0.5811706369 |
member | 0.1173811984 | 0.2998780169 | 0.3914298208 | 0.6962 | -0.476208949 | 0.7109713458 | -0.476208949 | 0.7109713458 |
Luna Cafe | -0.0498623747 | 0.2875683125 | -0.1733931472 | 0.8626 | -0.619086217 | 0.5193614675 | -0.619086217 | 0.5193614675 |
coupons | 0.3792911603 | 0.0826675447 | 4.5881507889 | 0.0000 | 0.2156558244 | 0.5429264962 | 0.2156558244 | 0.5429264962 |
buy | 0.1878465764 | 0.2928278281 | 0.6414915468 | 0.5224 | -0.3917881546 | 0.7674813074 | -0.3917881546 | 0.7674813074 |
Salty City Cafe | 0.4141227643 | 0.3624711533 | 1.1424985422 | 0.2555 | -0.3033666588 | 1.1316121874 | -0.3033666588 | 1.1316121874 |
offers | 0.3097532551 | 0.3162949515 | 0.9793177337 | 0.3293 | -0.3163332078 | 0.935839718 | -0.3163332078 | 0.935839718 |
Expensive | 0.1748643322 | 0.1220145393 | 1.4331434036 | 0.1544 | -0.0666559671 | 0.4163846315 | -0.0666559671 | 0.4163846315 |
dunkin | 0.2066604489 | 0.2484749655 | 0.8317153741 | 0.4072 | -0.2851805101 | 0.6985014078 | -0.2851805101 | 0.6985014078 |
Strong Hearts Cafe | 0.5155732108 | 0.4471212448 | 1.1530948636 | 0.2511 | -0.3694758781 | 1.4006222998 | -0.3694758781 | 1.4006222998 |
Cafe Kubal | 0.3372132464 | 0.2903778723 | 1.1612911266 | 0.2478 | -0.2375719472 | 0.9119984401 | -0.2375719472 | 0.9119984401 |
Model 3: variables in model 1, remove insignificant variables from Model 2 | ||||||||
SUMMARY OUTPUT | ||||||||
Regression Statistics | ||||||||
Multiple R | 0.5458421585 | |||||||
R Square | 0.297943662 | |||||||
Adjusted R Square | 0.24352069 | |||||||
Standard Error | 1.3700257498 | |||||||
Observations | 140 | |||||||
ANOVA | ||||||||
df | SS | MS | F | Significance F | ||||
Regression | 10 | 102.7565126808 | 10.2756512681 | 5.4745937491 | 0.0000009461 | |||
Residual | 129 | 242.1292016049 | 1.8769705551 | |||||
Total | 139 | 344.8857142857 | ||||||
Coefficients | Standard Error | t Stat | P-value | Lower 95% | Upper 95% | Lower 95.0% | Upper 95.0% | |
Intercept | 2.2914543535 | 0.5338585855 | 4.2922496999 | 0.0000 | 1.2352020671 | 3.34770664 | 1.2352020671 | 3.34770664 |
version A | -0.6095839928 | 0.2477391014 | -2.4605885356 | 0.0152 | -1.0997418724 | -0.1194261131 | -1.0997418724 | -0.1194261131 |
male | -0.1077804819 | 0.2422661158 | -0.4448846739 | 0.6571 | -0.5871099254 | 0.3715489616 | -0.5871099254 | 0.3715489616 |
Star balance | 0.3171450314 | 0.27215326 | 1.165317775 | 0.2460 | -0.2213168589 | 0.8556069216 | -0.2213168589 | 0.8556069216 |
Order ahead | 0.5993974431 | 0.2726043022 | 2.1987820375 | 0.0297 | 0.0600431546 | 1.1387517316 | 0.0600431546 | 1.1387517316 |
social meadia | 0.2297217584 | 0.281871151 | 0.8149885421 | 0.4166 | -0.3279672173 | 0.7874107341 | -0.3279672173 | 0.7874107341 |
starbuck | -0.3618955315 | 0.2912363699 | -1.2426179175 | 0.2163 | -0.9381138221 | 0.2143227592 | -0.9381138221 | 0.2143227592 |
member | 0.1198408605 | 0.2777392357 | 0.4314869674 | 0.6668 | -0.4296730195 | 0.6693547406 | -0.4296730195 | 0.6693547406 |
Luna Cafe | -0.2425164764 | 0.278005199 | -0.8723451119 | 0.3846 | -0.7925565714 | 0.3075236186 | -0.7925565714 | 0.3075236186 |
coupons | 0.4544544932 | 0.0766769048 | 5.9268758194 | 0.0000 | 0.3027473591 | 0.6061616274 | 0.3027473591 | 0.6061616274 |
Expensive | 0.1772692243 | 0.1179562397 | 1.502838889 | 0.1353 | -0.056110085 | 0.4106485335 | -0.056110085 | 0.4106485335 |
4-regression connect
MODEL 1:Version A + customer characteristics that did not pass the randomization check | ||||||||
SUMMARY OUTPUT | ||||||||
Regression Statistics | ||||||||
Multiple R | 0.2188749835 | |||||||
R Square | 0.0479062584 | |||||||
Adjusted R Square | -0.0102368709 | |||||||
Standard Error | 1.385554595 | |||||||
Observations | 140 | |||||||
ANOVA | ||||||||
df | SS | MS | F | Significance F | ||||
Regression | 8 | 12.6540959697 | 1.5817619962 | 0.8239367061 | 0.5829043054 | |||
Residual | 131 | 251.4887611732 | 1.9197615357 | |||||
Total | 139 | 264.1428571429 | ||||||
Coefficients | Standard Error | t Stat | P-value | Lower 95% | Upper 95% | Lower 95.0% | Upper 95.0% | |
Intercept | 4.322948911 | 0.3484062582 | 12.4077820339 | 0.0000 | 3.6337182237 | 5.0121795983 | 3.6337182237 | 5.0121795983 |
version A | -0.423435776 | 0.2468701028 | -1.7152169144 | 0.0887 | -0.9118037275 | 0.0649321756 | -0.9118037275 | 0.0649321756 |
male | -0.2095886647 | 0.2436910675 | -0.8600588724 | 0.3913 | -0.691667726 | 0.2724903966 | -0.691667726 | 0.2724903966 |
Star balance | 0.1100779109 | 0.2728962911 | 0.403369025 | 0.6873 | -0.4297760494 | 0.6499318712 | -0.4297760494 | 0.6499318712 |
Order ahead | 0.2673330146 | 0.272856492 | 0.9797568408 | 0.3290 | -0.2724422136 | 0.8071082429 | -0.2724422136 | 0.8071082429 |
social meadia | -0.1300222038 | 0.2785512772 | -0.4667801386 | 0.6414 | -0.6810630755 | 0.4210186679 | -0.6810630755 | 0.4210186679 |
starbuck | 0.1477381692 | 0.2759782044 | 0.535325496 | 0.5933 | -0.3982125508 | 0.6936888891 | -0.3982125508 | 0.6936888891 |
member | 0.1344310082 | 0.2682477855 | 0.5011448945 | 0.6171 | -0.3962270991 | 0.6650891154 | -0.3962270991 | 0.6650891154 |
Luna Cafe | 0.2633315605 | 0.2791074321 | 0.943477422 | 0.3472 | -0.2888095183 | 0.8154726393 | -0.2888095183 | 0.8154726393 |
MODEL 2:all variables | ||||||||
SUMMARY OUTPUT | ||||||||
Regression Statistics | ||||||||
Multiple R | 0.5600248327 | |||||||
R Square | 0.3136278133 | |||||||
Adjusted R Square | 0.2243436264 | |||||||
Standard Error | 1.2140783599 | |||||||
Observations | 140 | |||||||
ANOVA | ||||||||
df | SS | MS | F | Significance F | ||||
Regression | 16 | 82.8425466793 | 5.1776591675 | 3.5126915998 | 0.0000353993 | |||
Residual | 123 | 181.3003104635 | 1.4739862639 | |||||
Total | 139 | 264.1428571429 | ||||||
Coefficients | Standard Error | t Stat | P-value | Lower 95% | Upper 95% | Lower 95.0% | Upper 95.0% | |
Intercept | 2.5926357008 | 0.500021397 | 5.1850495125 | 0.0000 | 1.6028740042 | 3.5823973974 | 1.6028740042 | 3.5823973974 |
version A | -0.5166434439 | 0.222170466 | -2.3254370994 | 0.0217 | -0.9564162589 | -0.0768706289 | -0.9564162589 | -0.0768706289 |
male | -0.1266003816 | 0.220018358 | -0.5754082649 | 0.5661 | -0.5621132309 | 0.3089124677 | -0.5621132309 | 0.3089124677 |
Star balance | 0.2846897167 | 0.2443680906 | 1.1650036464 | 0.2463 | -0.1990219354 | 0.7684013687 | -0.1990219354 | 0.7684013687 |
Order ahead | 0.3518097566 | 0.255417934 | 1.3773886237 | 0.1709 | -0.1537743829 | 0.8573938961 | -0.1537743829 | 0.8573938961 |
social meadia | 0.1518085506 | 0.2548610552 | 0.5956522093 | 0.5525 | -0.3526732815 | 0.6562903827 | -0.3526732815 | 0.6562903827 |
starbuck | -0.1777871321 | 0.2875535407 | -0.6182748842 | 0.5375 | -0.7469817347 | 0.3914074705 | -0.7469817347 | 0.3914074705 |
member | 0.5445502518 | 0.2676538089 | 2.0345320476 | 0.0440 | 0.0147459483 | 1.0743545552 | 0.0147459483 | 1.0743545552 |
Luna Cafe | 0.1043486829 | 0.2566668772 | 0.4065529764 | 0.6850 | -0.403707663 | 0.6124050288 | -0.403707663 | 0.6124050288 |
coupons | 0.423029235 | 0.0737842788 | 5.7333247939 | 0.0000 | 0.2769777792 | 0.5690806908 | 0.2769777792 | 0.5690806908 |
Expensive | 0.0282304204 | 0.1089031351 | 0.2592250479 | 0.7959 | -0.1873366581 | 0.243797499 | -0.1873366581 | 0.243797499 |
buy | -0.501971385 | 0.2613612173 | -1.9206039451 | 0.0571 | -1.0193198892 | 0.0153771193 | -1.0193198892 | 0.0153771193 |
Salty City Cafe | 0.1535970403 | 0.3235208296 | 0.4747670823 | 0.6358 | -0.4867926051 | 0.7939866858 | -0.4867926051 | 0.7939866858 |
offers | -0.0712577634 | 0.2823066171 | -0.2524126575 | 0.8011 | -0.6300664024 | 0.4875508755 | -0.6300664024 | 0.4875508755 |
dunkin | 0.0762794998 | 0.2217744122 | 0.3439508602 | 0.7315 | -0.362709351 | 0.5152683506 | -0.362709351 | 0.5152683506 |
Strong Hearts Cafe | 0.3818005756 | 0.3990746152 | 0.9567147623 | 0.3406 | -0.408143156 | 1.1717443072 | -0.408143156 | 1.1717443072 |
Cafe Kubal | 0.1414322882 | 0.2591745281 | 0.545702887 | 0.5863 | -0.3715877989 | 0.6544523754 | -0.3715877989 | 0.6544523754 |
Model 3: variables in model 1, remove insignificant variables from Model 2 | ||||||||
SUMMARY OUTPUT | ||||||||
Regression Statistics | ||||||||
Multiple R | 0.5498378705 | |||||||
R Square | 0.3023216838 | |||||||
Adjusted R Square | 0.2482380934 | |||||||
Standard Error | 1.1952319479 | |||||||
Observations | 140 | |||||||
ANOVA | ||||||||
df | SS | MS | F | Significance F | ||||
Regression | 10 | 79.8561133371 | 7.9856113337 | 5.5898967054 | 0.0000006679 | |||
Residual | 129 | 184.2867438058 | 1.4285794093 | |||||
Total | 139 | 264.1428571429 | ||||||
Coefficients | Standard Error | t Stat | P-value | Lower 95% | Upper 95% | Lower 95.0% | Upper 95.0% | |
Intercept | 2.851403991 | 0.3822527602 | 7.4594726008 | 0.0000 | 2.0951075431 | 3.6077004389 | 2.0951075431 | 3.6077004389 |
version A | -0.5437429041 | 0.2139046021 | -2.5419878712 | 0.0122 | -0.9669583981 | -0.12052741 | -0.9669583981 | -0.12052741 |
male | -0.1317235084 | 0.213515343 | -0.6169276013 | 0.5384 | -0.5541688439 | 0.2907218271 | -0.5541688439 | 0.2907218271 |
Star balance | 0.2504821766 | 0.2376696494 | 1.0539089749 | 0.2939 | -0.2197530456 | 0.7207173988 | -0.2197530456 | 0.7207173988 |
Order ahead | 0.4054305363 | 0.2411301812 | 1.6813761526 | 0.0951 | -0.0716514328 | 0.8825125055 | -0.0716514328 | 0.8825125055 |
social meadia | 0.1319530678 | 0.2460156616 | 0.536360437 | 0.5926 | -0.3547949441 | 0.6187010796 | -0.3547949441 | 0.6187010796 |
starbuck | -0.3028472973 | 0.247608428 | -1.2230896167 | 0.2235 | -0.7927466365 | 0.1870520418 | -0.7927466365 | 0.1870520418 |
member | 0.4894667972 | 0.2512144528 | 1.9484022188 | 0.0535 | -0.0075671502 | 0.9865007446 | -0.0075671502 | 0.9865007446 |
Luna Cafe | 0.0207855281 | 0.2444012892 | 0.0850467202 | 0.9324 | -0.4627684083 | 0.5043394644 | -0.4627684083 | 0.5043394644 |
coupons | 0.4532103637 | 0.0664178388 | 6.8236240706 | 0.0000 | 0.3218010429 | 0.5846196845 | 0.3218010429 | 0.5846196845 |
buy | -0.5211313032 | 0.2431162211 | -2.1435480559 | 0.0339 | -1.0021427009 | -0.0401199054 | -1.0021427009 | -0.0401199054 |
GROUP 7
STARBUCKS – FINAL PROJECT PROPOSAL
https://www.starbucks.com/
CLIENT PROFILE
– Starbucks Coffee Company is an American coffee maker based in Seattle, Washington, it operates in 62
countries around the world and has grown internationally.
– Total company revenue in 2021 was $ 24.61 billion with a profit of $ 8.1 billion and is on the Fortune 500
list of companies and is known as one of the most ethical companies in the world.
– Starbucks aims to “promote and nurture the human spirit – one person, one cup and one neighbour at a
time”. As a leading leader, Starbucks seeks to gain leadership in the supply of its products, especially the
best quality coffee.
DIGITAL MARKETING PRESENCE
Strength
– Usage of social media channels have helped the brand to engage with their customers in more real, authentic,
and emotional way which lowered the cost of customer acquisition and helped to build customer loyalty.
– Brand website has helped in gaining new traffic, improving product visibility, customers can access their own
persona and find about the upcoming season specials, reward programs, store location.
Weakness
– Shift of customer base due to promotional activities done by competitive brands on social media channels.
– Older generation or customers who do not use smartphones can be a drawback for target segment.
– Facing issues due to negative/hateful comments from audience on social media platforms.
RESEARCH MOTIVATION
– To find out how likely people are interested in buying more to reach the points limit and redeem rewards.
– To understand how A/B Testing can motivate more audience engagement through mobile application.
RESEARCH QUESTIONS
– Will changing the picture on the “Bonus Star” promotion have any effect on sales?
– Has Starbucks created an impact on the purchasing behavior of customers?
– How engaged are Starbucks customers with the brand through Mobile applications?
A/B TESTING OBJECTIVE
– A/b Tests are performed between Version A and Version B where the difference between the picture in
“Bonus Star” promotion will influence the customer to use the promotion.
– Large differences in different pictures will motivate the customers to reach their goal faster, hence Version B
would engage more customers to redeem and get rewarded.
A/B TESTING DESIGNS
RESEARCH HYPOTHESES
– Consumers are more likely to click CTA button ‘Start’ in Version B than Version A.
– Consumers are more likely to use the promotion when they see the drink picture on the promotion page as they
are more willing to be attracted to the product in Version B than the abstract picture in Version A.
– The likelihood to buy a product in Starbucks when seeing Version B is moreover Version A as there
is a real product in the promotion.
– The likelihood to understand the promotion of Version B is more than in Version A as customers are easier to
understand what they should do or what’s the meaning of this promotion.
Version A:
there is a star
logo on the
“Bonus Star”
promotion page
Version B: we
use a cup of
Starbucks drink
as the logo on the
“Bonus Star”
promotion page
SURVEY DISTRIBUTION PLAN
Survey Sample
– We are targeting customers from age group of 18 years to 45 years old.
– This age group consists of young adults and middle-aged working professionals who are tech savvy, open to
exploring new products, they believe in gaining experience and customer satisfaction is a priority.
– We aim to target urban and semi urban cities, where Starbucks outlets is easily accessible to the target
segment.
Distribution Plan
– We plan to conduct the survey via digital medium through Starbucks Website, Mobile Application, and
social media channels like Facebook, twitter, Instagram, where Starbucks has good number of followers and
has a good possibility to reach large group of people at a single time.
– We also have an option to conduct an offline survey by distributing survey sheets at Starbucks outlets.
APPENDIX A: QUALTRICS LINK TO THE SURVEY OR SCAN THE QR CODE
https://syracuseuniversity.qualtrics.com/jfe/form/SV_eD1eGSSrX9nmWCG
APPENDIX B: CODEBOOK
- GROUP 7
- CLIENT PROFILE
- DIGITAL MARKETING PRESENCE
- Weakness
- RESEARCH MOTIVATION
- RESEARCH QUESTIONS
- A/B TESTING OBJECTIVE
- A/B TESTING DESIGNS
- SURVEY DISTRIBUTION PLAN
- Distribution Plan
- APPENDIX A: QUALTRICS LINK TO THE SURVEY OR SCAN T
- APPENDIX B: CODEBOOK
Needs help with similar assignment?
We are available 24x7 to deliver the best services and assignment ready within 3-4 hours? Order a custom-written, plagiarism-free paper
Get Answer Over WhatsApp Order Paper Now