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cyclistic-google-data-analytics-capstone.r
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{"metadata":{"kernelspec":{"name":"ir","display_name":"R","language":"R"},"language_info":{"name":"R","codemirror_mode":"r","pygments_lexer":"r","mimetype":"text/x-r-source","file_extension":".r","version":"4.0.5"}},"nbformat_minor":4,"nbformat":4,"cells":[{"cell_type":"markdown","source":"# **Introduction**","metadata":{}},{"cell_type":"markdown","source":"As a \"junior data analyst\" working in Cyclistics marking analytics team, I am tasked to understand how casual riders and annual members use Cyclistic bikes differently. I will approach this task through the Ask, Prepare, Process, Analyze, Share, and Act phases. ","metadata":{}},{"cell_type":"markdown","source":"# **Ask**","metadata":{"_uuid":"539d2d07-1aee-4498-b5d8-fb5688ed0beb","_cell_guid":"7976886d-3faa-41c5-9737-54fdcc0ac8cb","trusted":true}},{"cell_type":"markdown","source":"The ask phase requires us to answer related questions that will aid the business task, which in this case is to determine the differences in behaviours between casual members and annual members so that design marketing strategies can be implemented to aid in the conversion of casual members into annual members. This is because, the marketing director and the marketing analysis team have came to the conclusion that an annual membership is much more profitable to the company in comparison to a casual membership.\n\nThe company has provided the data they collected for the past 12 months to help with this business task. I will be using the language R to prepare, process, and analyse this data. I will then use Tableau to share the results to the stakeholders. \n","metadata":{}},{"cell_type":"markdown","source":"# **Prepare**","metadata":{}},{"cell_type":"markdown","source":"In the prepare phase, we have to first determine if the data is usable by checking its credibility. I did this by going through the \"ROCCC\" check (Reliable, Original, Comprehensive, Current, and Cited). After verifying that the [12 months of data](https://divvy-tripdata.s3.amazonaws.com/index.html) provided by [Motivate International Inc](https://ride.divvybikes.com/data-license-agreement) is credible, I then move on to setting up my studio to process the data. As mentioned before, I will be using R for this phase.\n\nI observed that the data is stored in a \".csv\" format (comma seperated values) and that each data set has 13 variables.","metadata":{}},{"cell_type":"markdown","source":"# **Process**","metadata":{}},{"cell_type":"markdown","source":"In this phase, I clean the data by removing all null values, renaming or recoding variables to get more useful data, and format variables to have symmetrical and readable data types. ","metadata":{}},{"cell_type":"code","source":"#Loading Packages & Libraries\nlibrary(\"dplyr\")\nlibrary(\"tidyverse\")\nlibrary(\"lubridate\")\nlibrary(\"readxl\")\nlibrary(\"modeest\")\nlibrary(\"readr\")","metadata":{"_uuid":"57e33d39-5614-4c92-81b8-21b0535611ab","_cell_guid":"44bf23a6-6ede-4faf-b9c3-aefdcb8da935","collapsed":false,"execution":{"iopub.status.busy":"2022-02-24T20:24:09.42395Z","iopub.execute_input":"2022-02-24T20:24:09.42548Z","iopub.status.idle":"2022-02-24T20:24:09.447256Z"},"jupyter":{"outputs_hidden":false},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"After loading in the necessary libraries, I read in all the csv files into their respective months, then I bind them with respect to their rows into a dataframe called \"cyclistic_2021\".","metadata":{}},{"cell_type":"code","source":"#Loading 12 months of cyclistic data\njan <- read.csv(\"../input/cyclistic/202101-divvy-tripdata.csv\")\nfeb <- read.csv(\"../input/cyclistic/202102-divvy-tripdata.csv\")\nmar <- read.csv(\"../input/cyclistic/202103-divvy-tripdata.csv\")\napr <- read.csv(\"../input/cyclistic/202104-divvy-tripdata.csv\")\nmay <- read.csv(\"../input/cyclistic/202105-divvy-tripdata.csv\")\njun <- read.csv(\"../input/cyclistic/202106-divvy-tripdata.csv\")\njul <- read.csv(\"../input/cyclistic/202107-divvy-tripdata.csv\")\naug <- read.csv(\"../input/cyclistic/202108-divvy-tripdata.csv\")\nsep <- read.csv(\"../input/cyclistic/202109-divvy-tripdata.csv\")\noct <- read.csv(\"../input/cyclistic/202110-divvy-tripdata.csv\")\nnov <- read.csv(\"../input/cyclistic/202111-divvy-tripdata.csv\")\ndec <- read.csv(\"../input/cyclistic/202112-divvy-tripdata.csv\")\ncyclistic_2021 <- rbind(jan, feb, mar, apr, may, jun, jul, aug, sep, oct, nov, dec)","metadata":{"_uuid":"5f0bc4e9-f581-4a56-8287-bd479ab6932a","_cell_guid":"fc45ae43-9247-487a-9940-a18c57631e6d","collapsed":false,"execution":{"iopub.status.busy":"2022-02-24T20:22:17.581682Z","iopub.execute_input":"2022-02-24T20:22:17.583639Z","iopub.status.idle":"2022-02-24T20:23:28.508433Z"},"jupyter":{"outputs_hidden":false},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"Next, I take a look at the new data frame to further understand its structure.","metadata":{"_uuid":"87ed1882-795f-45a8-aa87-f65fadd77b6b","_cell_guid":"92d60fd6-0ba1-4408-925b-ff77088e0299","trusted":true}},{"cell_type":"code","source":"View(cyclistic_2021)\nstr(cyclistic_2021)","metadata":{"_uuid":"5af73fd5-bc6d-49d1-bc5d-6e5eebf1e9fc","_cell_guid":"5cc8f3af-ada6-48ff-b6d5-4aacf73132bc","collapsed":false,"execution":{"iopub.status.busy":"2022-02-24T20:23:28.510618Z","iopub.execute_input":"2022-02-24T20:23:28.511928Z","iopub.status.idle":"2022-02-24T20:23:28.542212Z"},"jupyter":{"outputs_hidden":false},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"Now, I have enough information to know what I want to do with this dataframe. I decide that the started_at and ended_at datatypes being in date & time formats aren't very useful so I recode these variables into new variables.\n\nI then make a variable called \"duration\" which tells us the ride length of each user. This will be helpful as I can eventually identify the differences or similarities between annual riders as compared to casual riders.\n\nLastly, to reduce clutter in the dataframe, I remove unecessary variables which include started_at & ended_at variables as I have already recoded the date & time data into individual variables. I also removed the start_station_id and end_station_id variables as I plan to use Tableau as a visualization tool, and Tableau can utilize the start and end latitude and longitude to plot a graph of areas with frequent riders.","metadata":{"_uuid":"a190e519-64fb-41b4-8b58-73a39e05098e","_cell_guid":"4ec1ca0f-6072-49c7-aad7-23f61281d210","trusted":true}},{"cell_type":"code","source":"cyclistic_2021$start_date <- as.Date(cyclistic_2021$started_at)\ncyclistic_2021$end_date <- as.Date(cyclistic_2021$ended_at)\ncyclistic_2021$month <- format(as.Date(cyclistic_2021$start_date), \"%m\")\ncyclistic_2021$day <- format(as.Date(cyclistic_2021$start_date), \"%d\")\ncyclistic_2021$year <- format(as.Date(cyclistic_2021$start_date), \"%Y\")\ncyclistic_2021$day_of_week <- format(as.Date(cyclistic_2021$start_date), \"%A\")\ncyclistic_2021$day_of_week <- ordered(cyclistic_2021$day_of_week, levels=c(\"Sunday\", \"Monday\", \"Tuesday\", \"Wednesday\", \"Thursday\", \"Friday\", \"Saturday\"))\ncyclistic_2021$duration <- difftime(cyclistic_2021$ended_at, cyclistic_2021$started_at, units = c(\"mins\"))\ncyclistic_2021 <- cyclistic_2021[! cyclistic_2021$duration<0,]\ncyclistic_2021 <- cyclistic_2021 %>% \n select(-c(started_at, ended_at, start_station_id, end_station_id)) %>% \n na.omit(cyclistic_2021)","metadata":{"_uuid":"11def484-d64f-4dce-b9cc-e2a199f93ea7","_cell_guid":"462d7695-e0bc-4b71-bf08-6c144a4abbb8","collapsed":false,"jupyter":{"outputs_hidden":false},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"I check the data again after doing more cleaning to make sure everything is how I planned.","metadata":{"_uuid":"c6905b0a-e704-49ba-9523-32d59ea27c97","_cell_guid":"777122ef-ec25-49a1-b229-65fba75ced6a","trusted":true}},{"cell_type":"code","source":"View(cyclistic_2021)\nstr(cyclistic_2021)","metadata":{"_uuid":"2622bebc-2584-46f8-9855-552b3ee6e36b","_cell_guid":"bf859dd9-cb5a-40ec-987f-9647a4118ced","collapsed":false,"execution":{"iopub.status.busy":"2022-02-24T20:29:02.223366Z","iopub.execute_input":"2022-02-24T20:29:02.224986Z","iopub.status.idle":"2022-02-24T20:29:02.414752Z"},"jupyter":{"outputs_hidden":false},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# **Analyze**","metadata":{"_uuid":"9a781928-5504-4ca5-93c1-215361a9816a","_cell_guid":"7b8f0e00-930c-4446-8ee0-2c575aac05f9","trusted":true}},{"cell_type":"markdown","source":"In the analyze phase, we analyze the data to help achieve our business task. Thus, I will analyze the cleaned data to further understand the behaviours and characteristics of casual riders as compared to annual members and come up with a data-driven conclusion to present to the stakeholders. ","metadata":{}},{"cell_type":"code","source":"summary(cyclistic_2021)","metadata":{"_uuid":"c80edfcd-8b6a-4a73-94d6-8d9552c0343f","_cell_guid":"490e86ef-66b3-438a-a120-aa8b74bb235e","collapsed":false,"jupyter":{"outputs_hidden":false},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"First, I check the average ride duration in days of riders (regardless of their type).","metadata":{"_uuid":"8761244d-2756-48d4-8cf9-5e31a6858ae4","_cell_guid":"ee85db3c-bf64-477e-b4e3-50276fb5a0f2","trusted":true}},{"cell_type":"code","source":"mean(cyclistic_2021$end_date - cyclistic_2021$start_date)","metadata":{"_uuid":"6d862e14-d4b3-46fe-990a-26c3224574ad","_cell_guid":"bf20737c-3421-4a90-ac42-adc3a9a60370","collapsed":false,"execution":{"iopub.status.busy":"2022-02-24T20:33:21.915529Z","iopub.execute_input":"2022-02-24T20:33:21.917117Z","iopub.status.idle":"2022-02-24T20:33:22.022101Z"},"jupyter":{"outputs_hidden":false},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"Next, I aggregate the data between ride frequency and membership type to further understand the differences between the casual and annual riders","metadata":{}},{"cell_type":"markdown","source":"\n\n##Aggregation of Ride Frequency vs Membership Type","metadata":{"_uuid":"8c89d0c2-4d52-495a-a732-799be07c8ffc","_cell_guid":"00bdbb81-d57a-4ddd-8c21-068c6d4d1c10","trusted":true}},{"cell_type":"code","source":"aggregate(cyclistic_2021$duration ~ cyclistic_2021$member_casual, FUN = mean)\naggregate(cyclistic_2021$duration ~ cyclistic_2021$member_casual, FUN = median)\naggregate(cyclistic_2021$day_of_week ~ cyclistic_2021$member_casual, FUN = mode)\naggregate(cyclistic_2021$day_of_week ~ cyclistic_2021$member_casual, FUN = mfv)\naggregate(cyclistic_2021$month ~ cyclistic_2021$member_casual, FUN = mfv)\naggregate(cyclistic_2021$duration ~ cyclistic_2021$member_casual, FUN = max)\naggregate(cyclistic_2021$duration ~ cyclistic_2021$member_casual, FUN = min)\naggregate(cyclistic_2021$duration ~ cyclistic_2021$member_casual + cyclistic_2021$day_of_week, FUN = mean)","metadata":{"_uuid":"8734d3b6-11b6-4a4e-af7c-28f9076671b3","_cell_guid":"312000ef-950e-40b1-9aac-3d967ee5fc06","collapsed":false,"jupyter":{"outputs_hidden":false},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"##Arranging membership status and ride duration according to days of the week (week day)","metadata":{"_uuid":"fbfc0be1-4b79-4eef-a093-c08e5a9d6047","_cell_guid":"39aa2b1a-56f6-4eeb-a8b4-cf44256191b0","trusted":true}},{"cell_type":"code","source":"cyclistic_2021 %>% \n mutate(weekday = wday(start_date, label = TRUE)) %>%\n group_by(member_casual, weekday) %>% \n summarise(number_of_rides = n(),average_duration = mean(duration)) %>% \t\t\n arrange(member_casual, weekday)\ncount(cyclistic_2021, \"ride_id\")","metadata":{"_uuid":"b214bf1d-ac18-41f0-9674-7aeb62931fd5","_cell_guid":"3f5ff68f-c8a1-45a7-9c30-3cd921d1d09a","collapsed":false,"execution":{"iopub.status.busy":"2022-02-24T20:36:22.755453Z","iopub.execute_input":"2022-02-24T20:36:22.757282Z","iopub.status.idle":"2022-02-24T20:36:29.32675Z"},"jupyter":{"outputs_hidden":false},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"After analyzing the data, I now see that the average duration for both members and casual riders are highest on weekends (Saturday & Sunday). I also notice the average duration time for casual riders is always significantly longer than that of members. This tells me that casual riders more likely to use their rides for leisure purposes whereas members probably use their rides to commute to work or someplace regularly as a routine.","metadata":{}},{"cell_type":"markdown","source":"# **Share**","metadata":{}},{"cell_type":"markdown","source":"In the share phase, we use the information attained from the previous phases to provide suggestions or share the story the data provided us to the stakeholders. In this case study, I used Tableau to create detailed visualizations that will help the stakeholders better understand the suggestions I am trying to present. The link to that tableau database is attached. [here](https://public.tableau.com/authoring/Ranesh_Portfolio_Project_1/)","metadata":{},"attachments":{"82a4f7e4-6670-461c-8e31-ec355d04cd28.png":{"image/png":"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"},"34c0ceca-0f97-49eb-aaaa-624b8c4656d5.png":{"image/png":"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"}}},{"cell_type":"markdown","source":"Firstly, I found that casual riders tend to have an average ride length (duration) of 29 minutes as compared to annual members who have an average ride length of about 13 minutes. This tells us that the average ride length of a casual rider is about 2.2x longer than that of an annual member. This, as proposed earlier, could be due to the differences in usage of these rides. Casual riders probably use these rides for leisure or tourist purposes (will be explained later), whereas members probably use their rides to get to a specific destination routinely (explaining their shorter ride lengths). \n\nAs seen in the Tableau visualizations, the highest day in which rides are taken (both casual and annual members) are on Sundays, followed by Saturdays. This could be due to the fact most people don't work on the weekends which allows them to have leisure time with their family. Additionally, the visualization also shows us that during the summer months, ride times for casual users spike drastically which tells us that it is a popular choice for tourists visiting in the summer. We also can see that the casual riders decrease to nearly zero during the winter months. \n\nIn terms of bike preferences, the classic bike is the most favoured bike accross the board, followed by the docked bike and lastly the electric bike. ","metadata":{}},{"cell_type":"markdown","source":"# **Act**","metadata":{}},{"cell_type":"markdown","source":"In the Act phase, I am tasked to come up with my top three recomendations based on my analysis. \n\n1) I would recommend that a weekend pass be implemented as the data suggests users spend more time on the bikes during the weekend and the frequency of rides are higher.\n\n2) A summer membership would be beneficial as tourists could tour the city of Chicago during their visits. This would convert the bulk of casual riders who use the bikes in the summer months.\n\n3) The classic bikes should be more readily availble as it seems to be preferred by both member types. The electric bikes should be removed, redesigned, or revamped as its usage seems dissapointing in this modern era. \n","metadata":{}}]}