Answer To: Delete this page before submission Delete this page before submission MATH 1071 – Research Methods...
Payal answered on Sep 24 2021
Final Solution & Analsysis output/66021_Final Solution.docx
UNIVERSITY OF SOUTH AUSTRALIA
Assignment Cover Sheet – Internal
An Assignment cover sheet needs to be included with each assignment. Please complete all details clearly.
When submitting the assignment online, please ensure this cover sheet is included at the start of your document. (Not as a separate attachment.)
Please check your Course Information Booklet or contact your School Office for assignment submission locations.
Name:
Student ID
Email:
Course code and title: MATH 1071 – Research Methods and Statistics
School: ITMS/HLS
Program Code:
Course Coordinator: Dr Belinda Chiera
Tutor:
Day, Time, Location of Tutorial:
Assignment number: 2 (Research Question and Analysis – Part 2)
Due date: by 6:00PM on Friday, 25th September
Assignment topic as stated in Course Outline: Case Study Report
Further Information: (e.g. state if extension was granted and attach evidence of approval, Revised Submission Date)
I declare that the work contained in this assignment is my own, except where acknowledgement of sources is made.
I authorise the University to test any work submitted by me, using text comparison software, for instances of plagiarism. I understand this will involve the University or its contractor copying my work and storing it on a database to be used in future to test work submitted by others.
I understand that I can obtain further information on this matter at http://www.unisanet.unisa.edu.au/learningconnection/student/studying/integrity.asp
Note: The attachment of this statement on any electronically submitted assignments will be deemed to have the same authority as a signed statement.
Signed:
Date:
Date received from student
Assessment/grade
Assessed by:
Recorded:
Dispatched (if applicable):
[ENTER RESEARCH QUESTION AS THE TITLE]
[PART 2]
[Enter the date of submission]
prepared by
[Enter your name here]
Student ID: [Enter your student ID]
Tutorial: [Enter day, time, location of your tutorial]
Tutor: [Enter your tutor's name]
By Season and Day of the Week
… … …
Bike Share Users Casual shares by temperature
INTRODUCTION
The aim of this activity is to do analysis of Bike shares data so as to enable us understand how the frequency of bike shares differs from temperature and the time of the day, so as to promote Bike shares by the relevant policies intervention.
The above Bike share data will be analyzed from different angels, like what is the count of registered and Casual bike shares, and how they differ across weekdays and the weekends for different temperature.
ANALYSIS APPENDIX 1
Aim -
The aim of this analysis is to explore the Total Bike Share usage count by the week day and weekends across different seasons of the year. This will help us to gain insight in which season there is more usage.
a) Bike Share on Weekend & Weekday for different Season
It can be seen from the above analysis that the Usage count is more on weekends for every season of the year. This means that people are using bike more for a recreational purpose rather than for their commuting purposes.
Percentage of Bike Share occur in Summer & on Weekend 73.4% out of total in Summer
Percentage of Bike Share occur in Spring & on Weekday 24.7% out of total in Spring
b) Probability for different combinations –
(i) The probability of a bike share occurring in winter 0.17
(ii)The probability of a bike share occurring in summer and on weekend 0.24
(iii)The probability of a bike share occurring on a weekday given the season is spring 0.06
(iv)Whether the number of bike shares on a weekday is statistically independent of season No
The above table shows the probability for various seasons and the week of the day. It can be seen from the above table values that the probability of Bike sharing is higher on the weekends rather than on the weekdays.
Moreover, as the probabilities on weekdays are almost the same for different season, therefore we cannot say that bike usage is related with the different seasons. In such case, it is not recommended to target a particular season for weekday active transport interventions.
c) 100% stacked Column Chart
The two observations we can draw from the above Stacked bar chart is –
· Demand for Bike sharing is moving in equal ratio throughout the season
· Almost 80% of the bike share is account by the weekends
ANALYSIS APPENDIX 2
Aim –
The aim of this study is to explore the bike share usage for different users (Casual & Registered) across different seasons of the year & further finding out if there is any specific season where the bike share is surging
a) Central tendency and dispersion for daily bike share demand in summer for casual and registered bike share users
The above table shows the Descriptive Statistics for the Casual Bike Share Users across the different seasons of the Year. Now we can see from the above table that the Mean and median values highly differ across different Seasons, therefore, it would be recommended that the Median is considers as Central Measure of Tendency. On a whole Both Median and Mean tells about the Average number of Bike users for the Respective seasons, but median is more suitable as it excludes the Outliers or the very high or low values in the dataset.
The boxplot is a distribution of the values in the data. It can be seen from the above figures that for the casual users, the values are constantly changing with very high values during summers, while for registered users, there is clear pattern in the bike usage.
b) Central tendency and dispersion for daily bike share use for in clear and rainy weather conditions
It can be seen from the above table that Both Mean and the Median are almost the same for the different weather conditions, therefore any of them can be used for interpreting the results. Moreover, from the above result it can be concluded that on an average there is less demand for bikes on a rainy day.
c) investigation into the number of casual and registered users
Summarization
As we can see that during rainy season, there is very less usage of Bike, so active interventions for bike share across all season would not be a feasible idea. During the rainy season, despite of any active policy, people would not be preferring bikes
ANALYSIS APPENDIX 3
Aim –
In this section, the aim is to build a linear regression model taking the casual & registered users as a dependent variable in each case & temperature as an independent variable & see how the temperature is affecting the casual & registered bike share usage
a) Correlation between temperature & Bike share
Linearity of Scatterplot
It can be seen from the above scatterplot that the line is straight with a upward sloping direction, therefore we can conclude that we a direct positive relationship between the temperature and Casual and Registered users.
Data- Data is fairly normal with no issues, as can be seen from the Bell-shaped curve.
b) Regression Charts
Regression for Casual Users
R2- It tells us how well our model is predicting the data. In the above case R2 is 0.316 which 31%. Therefore, it can be concluded that our built model explains only about 31% of the variation present in the data.
Regression for Registered Users
R2- It tells us how well our model is predicting the data. In the above case R2 is 0.257 which 25% Therefore it can be concluded that our built model explains only about 25% of the variation present in the data. Therefore, overall, it is not a good model in predicting the Bike users based on the temperature.
c) Predicted number of casual and registered users
Number of Casual User when the Temperature is 28 is about (-8828). This means as the intercept for temperature is negative, therefore when temperature is 28, there would decline in Casual Bike Users by approx. 8828 counts.
Number of Registered User when the Temperature is 28 is about 42,661 This means as the intercept for temperature is positive, therefore when temperature is 28, there would increase in Registered Bike Users by approx. 42,661 counts
d) Scatterplot of casual bike shares versus temperature
It can be seen from the above scatterplot that as the temperature increases the Casual bikers also increases, therefore having a direct positive relationship between them.
CONCLUSION & RECOMMENDATION
As from the above analysis, it has been observed, that Bike share usage is very less during the rainy season as compared to other season so there would be no point in making extra efforts & sources to boost bike share usage during rainy season. It would be feasible to concentrate on the other season
Moreover, it is also observed that the Bike share usage was comparatively higher during the weekends across all seasons. This means that people are using bikes as a recreational purpose rather than for day to day commutation. This might be due to less integrated infrastructure system of the city
Casual 18.86 18.86 10.66 12.3 12.3 11.48 9.02 8.1999999999999993 9.02 8.1999999999999993 8.1999999999999993 9.02 9.84 9.84 13.94 11.48 8.1999999999999993 9.02 16.399999999999999 9.84 15.58 9.02 12.3 12.3 13.94 15.58 11.48 8.1999999999999993 8.1999999999999993 13.12 13.94 17.22 24.6 13.94 18.86 24.6 27.06 19.68 13.94 22.14 10.66 14.76 19.68 18.86 13.94 15.58 14.76 18.04 14.76 18.86 19.68 16.399999999999999 15.58 18.04 21.32 28.7 24.6 14.76 16.399999999999999 18.86 31.16 25.42 22.14 24.6 16.399999999999999 15.58 21.32 30.34 25.42 18.86 24.6 22.14 21.32 22.96 26.24 22.96 20.5 27.06 29.52 21.32 23.78 24.6 24.6 24.6 26.24 27.06 27.06 26.24 21.32 22.96 27.06 29.52 25.42 24.6 24.6 36.9 32.799999999999997 29.52 30.34 30.34 32.799999999999997 33.619999999999997 37.72 38.54 35.26 33.619999999999997 33.619999999999997 28.7 27.88 31.16 29.52 31.98 33.619999999999997 31.16 33.619999999999997 36.08 34.44 33.619999999999997 33.619999999999997 31.98 35.26 32.799999999999997 34.44 34.44 35.26 36.9 34.44 31.16 30.34 31.16 33.619999999999997 34.44 36.9 37.72 36.9 32.799999999999997 32.799999999999997 32.799999999999997 34.44 36.9 35.26 35.26 35.26 32.799999999999997 33.619999999999997 30.34 31.16 31.98 32.799999999999997 33.619999999999997 33.619999999999997 32.799999999999997 30.34 28.7 29.52 32.799999999999997 30.34 22.14 26.24 28.7 30.34 30.34 30.34 30.34 30.34 31.98 27.88 22.14 22.14 23.78 24.6 20.5 16.399999999999999 17.22 23.78 26.24 23.78 27.06 27.06 27.88 30.34 24.6 22.96 27.06 25.42 25.42 25.42 23.78 26.24 24.6 20.5 20.5 21.32 19.68 17.22 19.68 22.96 23.78 21.32 18.86 15.58 21.32 22.14 26.24 22.96 19.68 17.22 13.94 17.22 16.399999999999999 17.22 15.58 17.22 20.5 20.5 19.68 13.12 15.58 13.94 12.3 13.12 16.399999999999999 15.58 21.32 20.5 12.3 13.12 16.399999999999999 19.68 16.399999999999999 8.1999999999999993 8.1999999999999993 14.76 21.32 23.78 16.399999999999999 10.66 17.22 13.94 18.86 16.399999999999999 9.84 9.02 12.3 18.86 18.86 10.66 25.42 18.86 16.399999999999999 13.94 13.12 17.22 18.04 12.3 13.94 13.94 12.3 8.1999999999999993 14.76 17.22 17.22 13.94 17.22 19.68 13.94 24.6 18.04 20.5 16.399999999999999 12.3 14.76 22.96 26.24 23.78 14.76 21.32 25.42 29.52 29.52 29.52 19.68 26.24 22.96 27.06 21.32 20.5 25.42 27.06 21.32 21.32 22.14 26.24 23.78 23.78 18.04 20.5 22.96 26.24 29.52 32.799999999999997 27.88 22.14 25.42 30.34 26.24 29.52 31.16 30.34 25.42 25.42 26.24 27.06 24.6 26.24 28.7 29.52 25.42 28.7 29.52 27.06 27.06 30.34 30.34 26.24 28.7 27.06 24.6 26.24 30.34 31.16 34.44 34.44 33.619999999999997 28.7 29.52 30.34 30.34 30.34 27.06 25.42 32.799999999999997 37.72 35.26 36.9 37.72 37.72 37.72 41 39.36 31.98 33.619999999999997 32.799999999999997 32.799999999999997 32.799999999999997 32.799999999999997 36.9 36.08 38.54 38.54 35.26 33.619999999999997 35.26 36.08 36.9 36.9 34.44 33.619999999999997 34.44 36.08 32.799999999999997 32.799999999999997 32.799999999999997 33.619999999999997 33.619999999999997 31.98 33.619999999999997 35.26 31.16 27.88 35.26 31.16 31.16 32.799999999999997 33.619999999999997 30.34 32.799999999999997 33.619999999999997 29.52 27.06 28.7 29.52 29.52 29.52 27.88 27.06 26.24 28.7 25.42 25.42 25.42 29.52 29.52 30.34 28.7 18.04 17.22 22.14 24.6 21.32 22.96 20.5 27.06 24.6 22.14 23.78 25.42 27.06 16.399999999999999 17.22 14.76 16.399999999999999 15.58 14.76 13.12 18.04 18.86 22.14 24.6 24.6 21.32 14.76 15.58 17.22 17.22 17.22 18.04 16.399999999999999 18.04 24.6 24.6 21.32 13.12 15.58 17.22 16.399999999999999 21.32 18.86 13.94 14.76 16.399999999999999 17.22 16.399999999999999 17.22 20.5 17.22 331 131 120 108 82 88 148 68 54 41 43 25 38 54 222 251 117 9 78 47 72 61 88 100 354 120 64 53 47 149 288 397 208 140 218 259 579 532 137 231 123 214 640 114 244 316 191 46 247 724 982 359 289 321 424 884 1424 307 898 1651 734 167 413 571 172 879 1188 855 257 209 529 642 121 1558 669 409 1138 847 603 255 614 894 1612 1401 664 694 550 695 692 902 1582 773 678 536 735 513 736 898 1869 1685 673 763 676 563 815 1729 1467 863 727 769 545 863 1807 1639 1246 2204 2282 3065 1031 784 754 692 1988 1743 723 662 748 888 1318 2418 2006 841 752 729 801 467 799 1023 1521 1298 846 907 884 812 1051 1504 1338 775 721 668 639 797 783 875 1935 2521 1236 204 118 153 417 1750 1633 690 701 647 428 742 1434 1353 691 480 616 330 486 559 639 949 2235 2397 1514 667 217 290 529 1899 1748 713 637 254 410 370 318 470 1156 952 373 376 305 190 440 1275 1004 595 449 145 139 245 943 182 268 706 634 233 126 50 150 261 502 377 143 155 178 181 178 275 220 260 686 244 89 95 140 307 1070 599 106 173 92 269 174 333 284 217 127 109 130 304 190 310 384 318 206 199 109 163 227 192 73 94 135 141 74 349 1435 618 325 246 956 710 203 221 432 486 447 968 1658 838 762 997 1005 548 3155 2207 982 2347 1208 1348 1058 1192 1807 3252 2230 905 819 482 663 1252 2795 2846 1198 989 347 846 653 667 764 1069 2496 2135 1008 738 620 1026 1319 2622 2172 342 625 991 1242 1521 3410 533 2795 2494 1071 968 1027 1038 1488 2708 2224 1017 477 1173 1180 1563 2963 2634 653 968 1421 904 1052 2562 1405 1366 1448 1203 998 954 975 1032 1511 2355 1920 1088 921 799 888 1074 983 1328 2345 1707 1233 1278 1263 1196 1065 2247 2182 1207 1128 1198 1338 1483 2827 1208 2352 2613 1965 867 832 611 1045 1557 2570 1118 1070 1050 1054 1379 3160 2166 1022 371 788 763 315 728 891 1516 3031 781 874 601 780 834 1060 2252 2080 760 922 979 1008 753 466 618 1029 1201 378 466 326 340 709 2090 2290 1097 327 373 320 484 1313 922 449 951 892 555 551 331 340 349 1153 441 329 282 310 425 429 767 538 212 433 333
weekday
Autumn Spring Summer Winter 0.24553772379146857 0.2476143543620139 0.26510764173167833 0.19597819583466966 weekend
Autumn Spring Summer Winter 0.75446227620853146 0.75238564563798604 0.73489235826832167 0.80402180416533031
i
14
SeasonweekendweekdayGrand Total
Autumn18370075978492434856
Spring18229775999522422929
Summer23427568451343187890
Winter13612663318051693071
Grand Total736400623747409738746
SeasonweekdayweekendGrand Total
Autumn0.060.190.25
Spring0.060.190.25
Summer0.090.240.33
Winter0.030.140.17
Grand Total0.240.761.00
User TypeTotal Bike shares
Casual392135
Registerd1693341
Final Solution & Analsysis output/Appendix 2a.jasp
META-INF/MANIFEST.MF
Manifest-Version: 1.0
Created-By: JASP 0.13.1
Data-Archive-Version: 1.0.2
JASP-Archive-Version: 3.1
metadata.json
{
"computedColumns" : [],
"dataFilePath" : "C:/Users/Somewhere in india/Desktop/New Microsoft Excel Worksheet (3).csv",
"dataFileReadOnly" : false,
"dataFileTimestamp" : 1600863625,
"dataSet" : {
"columnCount" : 4,
"emptyValuesMap" : {
"Casual" : {},
"Registered" : {},
"Season" : {},
"Temperature" : {}
},
"fields" : [
{
"measureType" : "Continuous",
"name" : "Temperature",
"type" : "number"
},
{
"measureType" : "Continuous",
"name" : "Casual",
"type" : "number"
},
{
"measureType" : "Continuous",
"name" : "Registered",
"type" : "number"
},
{
"measureType" : "NominalText",
"name" : "Season",
"type" : "integer"
}
],
"filterVector" : [
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true
],
"rowCount" : 456
},
"emptyValues" : [ "NaN", "nan", ".", "NA" ],
"filterConstructorJSON" : "{\"formulas\":[]}",
"filterData" : "# Add filters using R syntax here, see question mark for help.\n\ngeneratedFilter # by default: pass the non-R filter(s)"
}
xdata.json
{
"Season" : {
"labels" : [
[ 1, "Autumn", true ],
[ 2, "Spring", true ],
[ 3, "Summer", true ],
[ 4, "Winter", true ]
],
"orgStringValues" : null
}
}
data.bin
index.html
Results
Descriptive Statistics
Descriptive Statistics
Casual
Autumn
Spring
Summer
Winter
Valid
114
114
114
114
Missing
0
0
0
0
Mean
1251.912
364.956
1137.474
685.439
Median
1067.500
217.500
898.000
485.000
Mode
ᵃ
799.000
47.000
653.000
178.000
Std. Deviation
634.556
453.693
730.354
560.684
Skewness
0.975
3.254
1.228
1.867
Std. Error of Skewness
0.226
0.226
0.226
0.226
Kurtosis
0.532
14.340
0.909
3.687
Std. Error of Kurtosis
0.449
0.449
0.449
0.449
Minimum
118.000
9.000
121.000
50.000
Maximum
3160.000
3155.000
3410.000
3031.000
25th percentile
799.000
109.000
663.250
321.500
50th percentile
1067.500
217.500
898.000
485.000
75th percentile
1498.750
393.750
1482.750
891.750
ᵃ More than one mode exists, only the first is reported
Descriptive Statistics
Descriptive Statistics
Casual
Registered
Autumn
Spring
Summer
Winter
Autumn
Spring
Summer
Winter
Valid
114
114
114
114
114
114
114
114
Missing
0
0
0
0
0
0
0
0
Mean
1251.912
364.956
1137.474
685.439
4367.930
2376.254
4022.895
4086.789
Std. Deviation
634.556
453.693
730.354
560.684
1293.748
1210.882
1339.207
1259.515
Minimum
118.000
9.000
121.000
50.000
1689.000
491.000
674.000
655.000
Maximum
3160.000
3155.000
3410.000
3031.000
6820.000
5315.000
6456.000
6911.000
Boxplots
Casual
Registered
analyses.json
{
"analyses" : [
{
"id" : 0,
"module" : "Descriptives",
"name" : "Descriptives",
"options" : {
"addSmooth" : true,
"addSmoothCI" : true,
"addSmoothCIValue" : 0.950,
"chartType" : "_1noCharts",
"chartValues" : "_1frequencies",
"colorPalette" : "colorblind",
"descriptivesPiechart" : false,
"descriptivesQQPlot" : false,
"distPlotDensity" : false,
"frequencyTables" : true,
"graphTypeAbove" : "density",
"graphTypeRight" : "density",
"iqr" : false,
"kurtosis" : true,
"mad" : false,
"madrobust" : false,
"maximum" : true,
"mean" : true,
"median" : true,
"minimum" : true,
"mode" : true,
"percentileValuesEqualGroups" : false,
"percentileValuesEqualGroupsNo" : 4,
"percentileValuesPercentiles" : true,
"percentileValuesPercentilesPercentiles" : [],
"percentileValuesQuartiles" : true,
"plotCorrelationMatrix" : false,
"plotHeight" : 320,
"plotVariables" : false,
"plotWidth" : 480,
"range" : false,
"regressionType" : "smooth",
"scatterPlot" : false,
"shapiro" : false,
"showLegend" : true,
"skewness" : true,
"splitPlotBoxplot" : true,
"splitPlotColour" : false,
"splitPlotJitter" : false,
"splitPlotOutlierLabel" : false,
"splitPlotViolin" : false,
"splitPlots" : false,
"splitby" : "Season",
"standardDeviation" : true,
"standardErrorMean" : false,
"statisticsValuesAreGroupMidpoints" : false,
"sum" : false,
"variables" : [ "Casual" ],
"variance" : false
},
"progress" : null,
"results" : {
".meta" : [
{
"name" : "stats",
"type" : "table"
},
{
"meta" : [],
"name" : "tables",
"type" : "collection"
}
],
"citation" : [ "JASP Team (2020). JASP (Version 0.13.1) [Computer software]." ],
"name" : "",
"stats" : {
"casesAcrossColumns" : true,
"data" : [
{
"Kurtosis" : 0.5323221073191036,
"Level" : "Autumn",
"Maximum" : 3160.0,
"Mean" : 1251.912280701754,
"Median" : 1067.50,
"Minimum" : 118.0,
"Missing" : 0,
"Mode" : 799.0,
"Skewness" : 0.9747722760802416,
"Std. Deviation" : 634.5562251343054,
"Std. Error of Kurtosis" : 0.4492618878260770,
"Std. Error of Skewness" : 0.2264729880879673,
"Valid" : 114,
"Variable" : "Casual",
"q1" : 799.0,
"q2" : 1067.50,
"q3" : 1498.750
},
{
"Kurtosis" : 14.34013721958147,
"Level" : "Spring",
"Maximum" : 3155.0,
"Mean" : 364.9561403508772,
"Median" : 217.50,
"Minimum" : 9.0,
"Missing" : 0,
"Mode" : 47.0,
"Skewness" : 3.254358120371123,
"Std. Deviation" : 453.6928786611083,
"Std. Error of Kurtosis" : 0.4492618878260770,
"Std. Error of Skewness" : 0.2264729880879673,
"Valid" : 114,
"Variable" : "Casual",
"q1" : 109.0,
"q2" : 217.50,
"q3" : 393.750
},
{
"Kurtosis" : 0.9087908972786818,
"Level" : "Summer",
"Maximum" : 3410.0,
"Mean" : 1137.473684210526,
"Median" : 898.0,
"Minimum" : 121.0,
"Missing" : 0,
"Mode" : 653.0,
"Skewness" : 1.228244144912292,
"Std. Deviation" : 730.3543958580234,
"Std. Error of Kurtosis" : 0.4492618878260770,
"Std. Error of Skewness" : 0.2264729880879673,
"Valid" : 114,
"Variable" : "Casual",
"q1" : 663.250,
"q2" : 898.0,
"q3" : 1482.750
},
{
"Kurtosis" : 3.686812202899743,
"Level" : "Winter",
"Maximum" : 3031.0,
"Mean" : 685.4385964912281,
"Median" : 485.0,
"Minimum" : 50.0,
"Missing" : 0,
"Mode" : 178.0,
"Skewness" : 1.866675396267299,
"Std. Deviation" : 560.6842853849738,
"Std. Error of Kurtosis" : 0.4492618878260770,
"Std. Error of Skewness" : 0.2264729880879673,
"Valid" : 114,
"Variable" : "Casual",
"q1" : 321.50,
"q2" : 485.0,
"q3" : 891.750
}
],
"footnotes" : [
{
"cols" : [ "Mode" ],
"myOrder" : 40,
"rows" : null,
"symbol" : 0,
"text" : "More than one mode exists, only the first is reported"
}
],
"name" : "stats",
"overTitle" : true,
"schema" : {
"fields" : [
{
"name" : "Variable",
"title" : "",
"type" : "string"
},
{
"name" : "Level",
"title" : "",
"type" : "string"
},
{
"name" : "Valid",
"title" : "Valid",
"type" : "integer"
},
{
"name" : "Missing",
"title" : "Missing",
"type" : "integer"
},
{
"format" : "sf:4;dp:3",
"name" : "Mean",
"title" : "Mean",
"type" : "number"
},
{
"format" : "sf:4;dp:3",
"name" : "Median",
"title" : "Median",
"type" : "number"
},
{
".footnotes" : [ 0 ],
"format" : "sf:4;dp:3",
"name" : "Mode",
"title" : "Mode",
"type" : "number"
},
{
"format" : "sf:4;dp:3",
"name" : "Std. Deviation",
"title" : "Std. Deviation",
"type" : "number"
},
{
"format" : "sf:4;dp:3",
"name" : "Skewness",
"title" : "Skewness",
"type" : "number"
},
{
"format" : "sf:4;dp:3",
"name" : "Std. Error of Skewness",
"title" : "Std. Error of Skewness",
"type" : "number"
},
{
"format" : "sf:4;dp:3",
"name" : "Kurtosis",
"title" : "Kurtosis",
"type" : "number"
},
{
"format" : "sf:4;dp:3",
"name" : "Std. Error of Kurtosis",
"title" : "Std. Error of Kurtosis",
"type" : "number"
},
{
"format" : "sf:4;dp:3",
"name" : "Minimum",
"title" : "Minimum",
"type" : "number"
},
{
"format" : "sf:4;dp:3",
"name" : "Maximum",
"title" : "Maximum",
"type" : "number"
},
{
"format" : "sf:4;dp:3",
"name" : "q1",
"title" : "25th percentile",
"type" : "number"
},
{
"format" : "sf:4;dp:3",
"name" : "q2",
"title" : "50th percentile",
"type" : "number"
},
{
"format" : "sf:4;dp:3",
"name" : "q3",
"title" : "75th percentile",
"type" : "number"
}
]
},
"status" : "complete",
"title" : "Descriptive Statistics"
},
"tables" : {
"collection" : {},
"initCollapsed" : false,
"name" : "tables",
"title" : "Frequency Tables"
},
"title" : "Descriptive Statistics"
},
"rfile" : "",
"status" : "complete",
"title" : "Descriptive Statistics",
"titleDef" : "Descriptive Statistics",
"userdata" : null,
"version" : "0.13.1"
},
{
"id" : 1,
"module" : "Descriptives",
"name" : "Descriptives",
"options" : {
"addSmooth" : true,
"addSmoothCI" : true,
"addSmoothCIValue" : 0.950,
"chartType" : "_1noCharts",
"chartValues" : "_1frequencies",
"colorPalette" : "colorblind",
"descriptivesPiechart" : false,
"descriptivesQQPlot" : false,
"distPlotDensity" : false,
"frequencyTables" : false,
"graphTypeAbove" : "density",
"graphTypeRight" : "density",
"iqr" : false,
"kurtosis" : false,
"mad" : false,
"madrobust" : false,
"maximum" : true,
"mean" : true,
"median" : false,
"minimum" : true,
"mode" : false,
"percentileValuesEqualGroups" : false,
"percentileValuesEqualGroupsNo" : 4,
"percentileValuesPercentiles" : false,
"percentileValuesPercentilesPercentiles" : [],
"percentileValuesQuartiles" : false,
"plotCorrelationMatrix" : false,
"plotHeight" : 320,
"plotVariables" : false,
"plotWidth" : 480,
"range" : false,
"regressionType" : "smooth",
"scatterPlot" : false,
"shapiro" : false,
"showLegend" : true,
"skewness" : false,
"splitPlotBoxplot" : true,
"splitPlotColour" : false,
"splitPlotJitter" : false,
"splitPlotOutlierLabel" : false,
"splitPlotViolin" : false,
"splitPlots" : true,
"splitby" : "Season",
"standardDeviation" : true,
"standardErrorMean" : false,
"statisticsValuesAreGroupMidpoints" : false,
"sum" : false,
"variables" : [ "Casual", "Registered" ],
"variance" : false
},
"progress" : null,
"results" : {
".meta" : [
{
"name" : "stats",
"type" : "table"
},
{
"meta" : [
{
"name" : "splitPlots_Casual",
"type" : "image"
},
{
"name" : "splitPlots_Registered",
"type" : "image"
}
],
"name" : "splitPlots",
"type" : "collection"
}
],
"citation" : [ "JASP Team (2020). JASP (Version 0.13.1) [Computer software]." ],
"name" : "",
"splitPlots" : {
"collection" : {
"splitPlots_Casual" : {
"aspectRatio" : 0.0,
"convertible" : true,
"data" : "resources/1/_0_t-1138211864.png",
"editOptions" : {
"xAxis" : {
"settings" : {
"labels" : [ "Autumn", "Spring", "Summer", "Winter" ],
"shown" : [ "Autumn", "Spring", "Summer", "Winter" ],
"title" : "Season"
},
"type" : "ScaleDiscrete"
},
"yAxis" : {
"settings" : {
"breaks" : [ 0, 500, 1000, 1500, 2000, 2500, 3000, 3500 ],
"expand" : [ 0.050, 0, 0.050, 0 ],
"labels" : [ "0", "500", "1000", "1500", "2000", "2500", "3000", "3500" ],
"title" : "Casual"
},
"type" : "ScaleContinuous"
}
},
"editable" : true,
"height" : 320,
"name" : "splitPlots_Casual",
"revision" : 0,
"status" : "complete",
"title" : "Casual",
"width" : 480
},
"splitPlots_Registered" : {
"aspectRatio" : 0.0,
"convertible" : true,
"data" : "resources/1/_1_t-1138210182.png",
"editOptions" : {
"xAxis" : {
"settings" : {
"labels" : [ "Autumn", "Spring", "Summer", "Winter" ],
"shown" : [ "Autumn", "Spring", "Summer", "Winter" ],
"title" : "Season"
},
"type" : "ScaleDiscrete"
},
"yAxis" : {
"settings" : {
"breaks" : [ 1000, 2000, 3000, 4000, 5000, 6000, 7000 ],
"expand" : [ 0.050, 0, 0.050, 0 ],
"labels" : [ "1000", "2000", "3000", "4000", "5000", "6000", "7000" ],
"title" : "Registered"
},
"type" : "ScaleContinuous"
}
},
"editable" : true,
"height" : 320,
"name" : "splitPlots_Registered",
"revision" : 0,
"status" : "complete",
"title" : "Registered",
"width" : 480
}
},
"initCollapsed" : false,
"name" : "splitPlots",
"title" : "Boxplots"
},
"stats" : {
"casesAcrossColumns" : true,
"data" : [
{
"Level" : "Autumn",
"Maximum" : 3160.0,
"Mean" : 1251.912280701754,
"Minimum" : 118.0,
"Missing" : 0,
"Std. Deviation" : 634.5562251343054,
"Valid" : 114,
"Variable" : "Casual"
},
{
"Level" : "Spring",
"Maximum" : 3155.0,
"Mean" : 364.9561403508772,
"Minimum" : 9.0,
"Missing" : 0,
"Std. Deviation" : 453.6928786611083,
"Valid" : 114,
"Variable" : "Casual"
},
{
"Level" : "Summer",
"Maximum" : 3410.0,
"Mean" : 1137.473684210526,
"Minimum" : 121.0,
"Missing" : 0,
"Std. Deviation" : 730.3543958580234,
"Valid" : 114,
"Variable" : "Casual"
},
{
"Level" : "Winter",
"Maximum" : 3031.0,
"Mean" : 685.4385964912281,
"Minimum" : 50.0,
"Missing" : 0,
"Std. Deviation" : 560.6842853849738,
"Valid" : 114,
"Variable" : "Casual"
},
{
"Level" : "Autumn",
"Maximum" : 6820.0,
"Mean" : 4367.929824561404,
"Minimum" : 1689.0,
"Missing" : 0,
"Std. Deviation" : 1293.748000515223,
"Valid" : 114,
"Variable" : "Registered"
},
{
"Level" : "Spring",
"Maximum" : 5315.0,
"Mean" : 2376.254385964912,
"Minimum" : 491.0,
"Missing" : 0,
"Std. Deviation" : 1210.881839206624,
"Valid" : 114,
"Variable" : "Registered"
},
{
"Level" : "Summer",
"Maximum" : 6456.0,
"Mean" : 4022.894736842105,
"Minimum" : 674.0,
"Missing" : 0,
"Std. Deviation" : 1339.206992720911,
"Valid" : 114,
"Variable" : "Registered"
},
{
"Level" : "Winter",
"Maximum" : 6911.0,
"Mean" : 4086.789473684210,
"Minimum" : 655.0,
"Missing" : 0,
"Std. Deviation" : 1259.515354705044,
"Valid" : 114,
"Variable" : "Registered"
}
],
"footnotes" : [],
"name" : "stats",
"overTitle" : true,
"schema" : {
"fields" : [
{
"name" : "Variable",
"title" : "",
"type" : "string"
},
{
"name" : "Level",
"title" : "",
"type" : "string"
},
{
"name" : "Valid",
"title" : "Valid",
"type" : "integer"
},
{
"name" : "Missing",
"title" : "Missing",
"type" : "integer"
},
{
"format" : "sf:4;dp:3",
"name" : "Mean",
"title" : "Mean",
"type" : "number"
},
{
"format" : "sf:4;dp:3",
"name" : "Std. Deviation",
"title" : "Std. Deviation",
"type" : "number"
},
{
"format" : "sf:4;dp:3",
"name" : "Minimum",
"title" : "Minimum",
"type" : "number"
},
{
"format" : "sf:4;dp:3",
"name" : "Maximum",
"title" : "Maximum",
"type" : "number"
}
]
},
"status" : "complete",
"title" : "Descriptive Statistics"
},
"title" : "Descriptive Statistics"
},
"rfile" : "",
"status" : "complete",
"title" : "Descriptive Statistics",
"titleDef" : "Descriptive Statistics",
"userdata" : null,
"version" : "0.13.1"
}
],
"meta" : null
}
resources/0/jaspResults.json
{
"citations" : [ "JASP Team (2020). JASP (Version 0.13.1) [Computer software]." ],
"data" : {
"stats" : {
"citations" : [],
"colCombines" : {
"citations" : [],
"error" : false,
"errorMessage" : "",
"fields" : {},
"listType" : "bool",
"messages" : [],
"name" : "",
"optionMustBe" : {},
"optionMustContain" : {},
"position" : 9999,
"rows" : [],
"title" : "",
"type" : "list"
},
"colFormats" : {
"citations" : [],
"error" : false,
"errorMessage" : "",
"fields" : {
"Kurtosis" : "sf:4;dp:3",
"Maximum" : "sf:4;dp:3",
"Mean" : "sf:4;dp:3",
"Median" : "sf:4;dp:3",
"Minimum" : "sf:4;dp:3",
"Mode" : "sf:4;dp:3",
"Skewness" : "sf:4;dp:3",
"Std. Deviation" : "sf:4;dp:3",
"Std. Error of Kurtosis" : "sf:4;dp:3",
"Std. Error of Skewness" : "sf:4;dp:3",
"q1" : "sf:4;dp:3",
"q2" : "sf:4;dp:3",
"q3" : "sf:4;dp:3"
},
"listType" : "string",
"messages" : [],
"name" : "",
"optionMustBe" : {},
"optionMustContain" : {},
"position" : 9999,
"rows" : [],
"title" : "colFormats",
"type" : "list"
},
"colNames" : {
"citations" : [],
"error" : false,
"errorMessage" : "",
"fields" : {},
"listType" : "string",
"messages" : [],
"name" : "",
"optionMustBe" : {},
"optionMustContain" : {},
"position" : 9999,
"rows" : [
"Variable",
"Level",
"Valid",
"Missing",
"Mean",
"Median",
"Mode",
"Std. Deviation",
"Skewness",
"Std. Error of Skewness",
"Kurtosis",
"Std. Error of Kurtosis",
"Minimum",
"Maximum",
"q1",
"q2",
"q3"
],
"title" : "colNames",
"type" : "list"
},
"colOvertitles" : {
"citations" : [],
"error" : false,
"errorMessage" : "",
"fields" : {},
"listType" : "string",
"messages" : [],
"name" : "",
"optionMustBe" : {},
"optionMustContain" : {},
"position" : 9999,
"rows" : [],
"title" : "colOvertitles",
"type" : "list"
},
"colRowCombinations" : [],
"colTitles" : {
"citations" : [],
"error" : false,
"errorMessage" : "",
"fields" : {
"Kurtosis" : "Kurtosis",
"Level" : "",
"Maximum" : "Maximum",
"Mean" : "Mean",
"Median" : "Median",
"Minimum" : "Minimum",
"Missing" : "Missing",
"Mode" : "Mode",
"Skewness" : "Skewness",
"Std. Deviation" : "Std. Deviation",
"Std. Error of Kurtosis" : "Std. Error of Kurtosis",
"Std. Error of Skewness" : "Std. Error of Skewness",
"Valid" : "Valid",
"Variable" : "",
"q1" : "25th percentile",
"q2" : "50th percentile",
"q3" : "75th percentile"
},
"listType" : "string",
"messages" : [],
"name" : "",
"optionMustBe" : {},
"optionMustContain" : {},
"position" : 9999,
"rows" : [],
"title" : "colTitles",
"type" : "list"
},
"colTypes" : {
"citations" : [],
"error" : false,
"errorMessage" : "",
"fields" : {
"Kurtosis" : "number",
"Level" : "string",
"Maximum" : "number",
"Mean" : "number",
"Median" : "number",
"Minimum" : "number",
"Missing" : "integer",
"Mode" : "number",
"Skewness" : "number",
"Std. Deviation" : "number",
"Std. Error of Kurtosis" : "number",
"Std. Error of Skewness" : "number",
"Valid" : "integer",
"Variable" : "string",
"q1" : "number",
"q2" : "number",
"q3" : "number"
},
"listType" : "string",
"messages" : [],
"name" : "",
"optionMustBe" : {},
"optionMustContain" : {},
"position" : 9999,
"rows" : [],
"title" : "colTypes",
"type" : "list"
},
"data" : [
[ "Casual", "Casual", "Casual", "Casual" ],
[ "Autumn", "Spring", "Summer", "Winter" ],
[ 114, 114, 114, 114 ],
[ 0, 0, 0, 0 ],
[
1251.912280701754,
364.9561403508772,
1137.473684210526,
685.4385964912281
],
[ 1067.50, 217.50, 898.0, 485.0 ],
[ 799.0, 47.0, 653.0, 178.0 ],
[
634.5562251343054,
453.6928786611083,
730.3543958580234,
560.6842853849738
],
[
0.9747722760802416,
3.254358120371123,
1.228244144912292,
1.866675396267299
],
[
0.2264729880879673,
0.2264729880879673,
0.2264729880879673,
0.2264729880879673
],
[
0.5323221073191036,
14.34013721958147,
0.9087908972786818,
3.686812202899743
],
[
0.4492618878260770,
0.4492618878260770,
0.4492618878260770,
0.4492618878260770
],
[ 118.0, 9.0, 121.0, 50.0 ],
[ 3160.0, 3155.0, 3410.0, 3031.0 ],
[ 799.0, 109.0, 663.250, 321.50 ],
[ 1067.50, 217.50, 898.0, 485.0 ],
[ 1498.750, 393.750, 1482.750, 891.750 ]
],
"error" : false,
"errorMessage" : "",
"expectedColumnCount" : 0,
"expectedRowCount" : 0,
"footnotes" : [
{
"cols" : [ "Mode" ],
"rows" : null,
"symbol" : "",
"text" : "More than one mode exists, only the first is reported"
}
],
"messages" : [],
"name" : "stats",
"optionMustBe" : {
"iqr" : false,
"kurtosis" : true,
"mad" : false,
"madrobust" : false,
"maximum" : true,
"mean" : true,
"median" : true,
"minimum" : true,
"mode" : true,
"percentileValuesEqualGroups" : false,
"percentileValuesEqualGroupsNo" : 4,
"percentileValuesPercentiles" : true,
"percentileValuesPercentilesPercentiles" : [],
"percentileValuesQuartiles" : true,
"range" : false,
"shapiro" : false,
"skewness" : true,
"splitby" : "Season",
"standardDeviation" : true,
"standardErrorMean" : false,
"sum" : false,
"variables" : [ "Casual" ],
"variance" : false
},
"optionMustContain" : {},
"position" : 1,
"rowNames" : {
"citations" : [],
"error" : false,
"errorMessage" : "",
"fields" : {},
"listType" : "string",
"messages" : [],
"name" : "",
"optionMustBe" : {},
"optionMustContain" : {},
"position" : 9999,
"rows" : [ "Casual1", "Casual2", "Casual3", "Casual4" ],
"title" : "rowNames",
"type" : "list"
},
"rowTitles" : {
"citations" : [],
"error" : false,
"errorMessage" : "",
"fields" : {},
"listType" : "string",
"messages" : [],
"name" : "",
"optionMustBe" : {},
"optionMustContain" : {},
"position" : 9999,
"rows" : [],
"title" : "rowTitles",
"type" : "list"
},
"showSpecifiedColumnsOnly" : false,
"specifiedColumns" : [
"Kurtosis",
"Level",
"Maximum",
"Mean",
"Median",
"Minimum",
"Missing",
"Mode",
"Skewness",
"Std. Deviation",
"Std. Error of Kurtosis",
"Std. Error of Skewness",
"Valid",
"Variable",
"q1",
"q2",
"q3"
],
"status" : "complete",
"title" : "Descriptive Statistics",
"transposeTable" : true,
"transposeWithOvertitle" : true,
"type" : "table"
},
"tables" : {
"citations" : [],
"data" : {},
"data_order" : {},
"error" : false,
"errorMessage" : "",
"initCollapsed" : false,
"messages" : [],
"name" : "tables",
"optionMustBe" : {
"frequencyTables" : true,
"splitby" : "Season"
},
"optionMustContain" : {},
"order_increment" : 0,
"position" : 3,
"title" : "Frequency Tables",
"type" : "container"
}
},
"data_order" : {
"stats" : 0,
"tables" : 1
},
"error" : false,
"errorMessage" : "",
"initCollapsed" : false,
"messages" : [],
"name" : "",
"optionMustBe" : {},
"optionMustContain" : {},
"options" : {
".meta" : {
"splitby" : {
"containsColumn" : true
},
"variables" : {
"containsColumn" : true
}
},
"addSmooth" : true,
"addSmoothCI" : true,
"addSmoothCIValue" : 0.950,
"chartType" : "_1noCharts",
"chartValues" : "_1frequencies",
"colorPalette" : "colorblind",
"descriptivesPiechart" : false,
"descriptivesQQPlot" : false,
"distPlotDensity" : false,
"frequencyTables" : true,
"graphTypeAbove" : "density",
"graphTypeRight" : "density",
"iqr" : false,
"kurtosis" : true,
"mad" : false,
"madrobust" : false,
"maximum" : true,
"mean" : true,
"median" : true,
"minimum" : true,
"mode" : true,
"percentileValuesEqualGroups" : false,
"percentileValuesEqualGroupsNo" : 4,
"percentileValuesPercentiles" : true,
"percentileValuesPercentilesPercentiles" : [],
"percentileValuesQuartiles" : true,
"plotCorrelationMatrix" : false,
"plotHeight" : 320,
"plotVariables" : false,
"plotWidth" : 480,
"range" : false,
"regressionType" : "smooth",
"scatterPlot" : false,
"shapiro" : false,
"showLegend" : true,
"skewness" : true,
"splitPlotBoxplot" : true,
"splitPlotColour" : false,
"splitPlotJitter" : false,
"splitPlotOutlierLabel" : false,
"splitPlotViolin" : false,
"splitPlots" : false,
"splitby" : "Season",
"standardDeviation" : true,
"standardErrorMean" : false,
"statisticsValuesAreGroupMidpoints" : false,
"sum" : false,
"variables" : [ "Casual" ],
"variance" : false
},
"order_increment" : 2,
"position" : 9999,
"relativePathKeep" : "resources/0/state",
"title" : "Descriptive Statistics",
"type" : "results"
}
resources/0/jaspResultsFinishedWriting.txt
Writing state, plot and jaspResults.json seems to have been successful!
resources/0/state
resources/1/jaspResults.json
{
"citations" : [ "JASP Team (2020). JASP (Version 0.13.1) [Computer software]." ],
"data" : {
"splitPlots" : {
"citations" : [],
"data" : {
"Casual" : {
"aspectRatio" : 0.0,
"citations" : [],
"editOptions" : {
"xAxis" : {
"settings" : {
"labels" : [ "Autumn", "Spring", "Summer", "Winter" ],
"shown" : [ "Autumn", "Spring", "Summer", "Winter" ],
"title" : "Season"
},
"type" : "ScaleDiscrete"
},
"yAxis" : {
"settings" : {
"breaks" : [ 0, 500, 1000, 1500, 2000, 2500, 3000, 3500 ],
"expand" : [ 0.050, 0, 0.050, 0 ],
"labels" : [ "0", "500", "1000", "1500", "2000", "2500", "3000", "3500" ],
"title" : "Casual"
},
"type" : "ScaleContinuous"
}
},
"environmentName" : "plot_0",
"error" : false,
"errorMessage" : "",
"filePathPng" : "resources/1/_0_t-1138211864.png",
"height" : 320,
"messages" : [],
"name" : "Casual",
"optionMustBe" : {
"splitPlotBoxplot" : true,
"splitPlotColour" : false,
"splitPlotJitter" : false,
"splitPlotOutlierLabel" : false,
"splitPlotViolin" : false
},
"optionMustContain" : {
"variables" : "Casual"
},
"position" : 9999,
"revision" : 0,
"status" : "complete",
"title" : "Casual",
"type" : "plot",
"width" : 480
},
"Registered" : {
"aspectRatio" : 0.0,
"citations" : [],
"editOptions" : {
"xAxis" : {
"settings" : {
"labels" : [ "Autumn", "Spring", "Summer", "Winter" ],
"shown" : [ "Autumn", "Spring", "Summer", "Winter" ],
"title" : "Season"
},
"type" : "ScaleDiscrete"
},
"yAxis" : {
"settings" : {
"breaks" : [ 1000, 2000, 3000, 4000, 5000, 6000, 7000 ],
"expand" : [ 0.050, 0, 0.050, 0 ],
"labels" : [ "1000", "2000", "3000", "4000", "5000", "6000", "7000" ],
"title" : "Registered"
},
"type" : "ScaleContinuous"
}
},
"environmentName" : "plot_1",
"error" : false,
"errorMessage" : "",
"filePathPng" : "resources/1/_1_t-1138210182.png",
"height" : 320,
"messages" : [],
"name" : "Registered",
"optionMustBe" : {
"splitPlotBoxplot" : true,
"splitPlotColour" : false,
"splitPlotJitter" : false,
"splitPlotOutlierLabel" : false,
"splitPlotViolin" : false
},
"optionMustContain" : {
"variables" : "Registered"
},
"position" : 9999,
"revision" : 0,
"status" : "complete",
"title" : "Registered",
"type" : "plot",
"width" : 480
}
},
"data_order" : {
"Casual" : 0,
"Registered" : 1
},
"error" : false,
"errorMessage" : "",
"initCollapsed" : false,
"messages" : [],
"name" : "splitPlots",
"optionMustBe" : {
"splitPlots" : true,
"splitby" : "Season"
},
"optionMustContain" : {},
"order_increment" : 2,
"position" : 7,
"title" : "Boxplots",
"type" : "container"
},
"stats" : {
"citations" : [],
"colCombines" : {
"citations" : [],
"error" : false,
"errorMessage" : "",
"fields" : {},
"listType" : "bool",
"messages" : [],
"name" : "",
"optionMustBe" : {},
"optionMustContain" : {},
"position" : 9999,
"rows" : [],
"title" : "",
"type" : "list"
},
"colFormats" : {
"citations" : [],
"error" : false,
"errorMessage" : "",
"fields" : {
"Maximum" : "sf:4;dp:3",
"Mean" : "sf:4;dp:3",
"Minimum" : "sf:4;dp:3",
"Std. Deviation" : "sf:4;dp:3"
},
"listType" : "string",
"messages" : [],
"name" : "",
"optionMustBe" : {},
"optionMustContain" : {},
"position" : 9999,
"rows" : [],
"title" : "colFormats",
"type" : "list"
},
"colNames" : {
"citations" : [],
"error" : false,
"errorMessage" : "",
"fields" : {},
"listType" : "string",
"messages" : [],
"name" : "",
"optionMustBe" : {},
"optionMustContain" : {},
"position" : 9999,
"rows" : [
"Variable",
"Level",
"Valid",
"Missing",
"Mean",
"Std. Deviation",
"Minimum",
"Maximum"
],
"title" : "colNames",
"type" : "list"
},
"colOvertitles" : {
"citations" : [],
"error" : false,
"errorMessage" : "",
"fields" : {},
"listType" : "string",
"messages" : [],
"name" : "",
"optionMustBe" : {},
"optionMustContain" : {},
"position" : 9999,
"rows" : [],
"title" : "colOvertitles",
"type" : "list"
},
"colRowCombinations" : [],
"colTitles" : {
"citations" : [],
"error" : false,
"errorMessage" : "",
"fields" : {
"Level" : "",
"Maximum" : "Maximum",
"Mean" : "Mean",
"Minimum" : "Minimum",
"Missing" : "Missing",
"Std. Deviation" : "Std. Deviation",
"Valid" : "Valid",
"Variable" : ""
},
"listType" : "string",
"messages" : [],
"name" : "",
"optionMustBe" : {},
"optionMustContain" : {},
"position" : 9999,
"rows" : [],
"title" : "colTitles",
"type" : "list"
},
"colTypes" : {
"citations" : [],
"error" : false,
"errorMessage" : "",
"fields" : {
"Level" : "string",
"Maximum" : "number",
"Mean" : "number",
"Minimum" : "number",
"Missing" : "integer",
"Std. Deviation" : "number",
"Valid" : "integer",
"Variable" : "string"
},
"listType" : "string",
"messages" : [],
"name" : "",
"optionMustBe" : {},
"optionMustContain" : {},
"position" : 9999,
"rows" : [],
"title" : "colTypes",
"type" : "list"
},
"data" : [
[
"Casual",
"Casual",
"Casual",
"Casual",
"Registered",
"Registered",
"Registered",
"Registered"
],
[
"Autumn",
"Spring",
"Summer",
"Winter",
"Autumn",
"Spring",
"Summer",
"Winter"
],
[ 114, 114, 114, 114, 114, 114, 114, 114 ],
[ 0, 0, 0, 0, 0, 0, 0, 0 ],
[
1251.912280701754,
364.9561403508772,
1137.473684210526,
685.4385964912281,
4367.929824561404,
2376.254385964912,
4022.894736842105,
4086.789473684210
],
[
634.5562251343054,
453.6928786611083,
730.3543958580234,
560.6842853849738,
1293.748000515223,
1210.881839206624,
1339.206992720911,
1259.515354705044
],
[ 118.0, 9.0, 121.0, 50.0, 1689.0, 491.0, 674.0, 655.0 ],
[ 3160.0, 3155.0, 3410.0, 3031.0, 6820.0, 5315.0, 6456.0, 6911.0 ]
],
"error" : false,
"errorMessage" : "",
"expectedColumnCount" : 0,
"expectedRowCount" : 0,
"footnotes" : [],
"messages" : [],
"name" : "stats",
"optionMustBe" : {
"iqr" : false,
"kurtosis" : false,
"mad" : false,
"madrobust" : false,
"maximum" : true,
"mean" : true,
"median" : false,
"minimum" : true,
"mode" : false,
"percentileValuesEqualGroups" : false,
"percentileValuesEqualGroupsNo" : 4,
"percentileValuesPercentiles" : false,
"percentileValuesPercentilesPercentiles" : [],
"percentileValuesQuartiles" : false,
"range" : false,
"shapiro" : false,
"skewness" : false,
"splitby" : "Season",
"standardDeviation" : true,
"standardErrorMean" : false,
"sum" : false,
"variables" : [ "Casual", "Registered" ],
"variance" : false
},
"optionMustContain" : {},
"position" : 1,
"rowNames" : {
"citations" : [],
"error" : false,
"errorMessage" : "",
"fields" : {},
"listType" : "string",
"messages" : [],
"name" : "",
"optionMustBe" : {},
"optionMustContain" : {},
"position" : 9999,
"rows" : [
"Casual1",
"Casual2",
"Casual3",
"Casual4",
"Registered1",
"Registered2",
"Registered3",
"Registered4"
],
"title" : "rowNames",
"type" : "list"
},
"rowTitles" : {
"citations" : [],
"error" : false,
"errorMessage" : "",
"fields" : {},
"listType" : "string",
"messages" : [],
"name" : "",
"optionMustBe" : {},
"optionMustContain" : {},
"position" : 9999,
"rows" : [],
"title" : "rowTitles",
"type" : "list"
},
"showSpecifiedColumnsOnly" : false,
"specifiedColumns" : [
"Level",
"Maximum",
"Mean",
"Minimum",
"Missing",
"Std. Deviation",
"Valid",
"Variable"
],
"status" : "complete",
"title" : "Descriptive Statistics",
"transposeTable" : true,
"transposeWithOvertitle" : true,
"type" : "table"
}
},
"data_order" : {
"splitPlots" : 2,
"stats" : 0
},
"error" : false,
"errorMessage" : "",
"initCollapsed" : false,
"messages" : [],
"name" : "",
"optionMustBe" : {},
"optionMustContain" : {},
"options" : {
".meta" : {
"splitby" : {
"containsColumn" : true
},
"variables" : {
"containsColumn" : true
}
},
"addSmooth" : true,
"addSmoothCI" : true,
"addSmoothCIValue" : 0.950,
"chartType" : "_1noCharts",
"chartValues" : "_1frequencies",
"colorPalette" : "colorblind",
"descriptivesPiechart" : false,
"descriptivesQQPlot" : false,
"distPlotDensity" : false,
"frequencyTables" : false,
"graphTypeAbove" : "density",
"graphTypeRight" : "density",
"iqr" : false,
"kurtosis" : false,
"mad" : false,
"madrobust" : false,
"maximum" : true,
"mean" : true,
"median" : false,
"minimum" : true,
"mode" : false,
"percentileValuesEqualGroups" : false,
"percentileValuesEqualGroupsNo" : 4,
"percentileValuesPercentiles" : false,
"percentileValuesPercentilesPercentiles" : [],
"percentileValuesQuartiles" : false,
"plotCorrelationMatrix" : false,
"plotHeight" : 320,
"plotVariables" : false,
"plotWidth" : 480,
"range" : false,
"regressionType" : "smooth",
"scatterPlot" : false,
"shapiro" : false,
"showLegend" : true,
"skewness" : false,
"splitPlotBoxplot" : true,
"splitPlotColour" : false,
"splitPlotJitter" : false,
"splitPlotOutlierLabel" : false,
"splitPlotViolin" : false,
"splitPlots" : true,
"splitby" : "Season",
"standardDeviation" : true,
"standardErrorMean" : false,
"statisticsValuesAreGroupMidpoints" : false,
"sum" : false,
"variables" : [ "Casual", "Registered" ],
"variance" : false
},
"order_increment" : 3,
"position" : 9999,
"relativePathKeep" : "resources/1/state",
"title" : "Descriptive Statistics",
"type" : "results"
}
resources/1/jaspResultsFinishedWriting.txt
Writing state, plot and jaspResults.json seems to have been successful!
resources/1/state
resources/1/_0_t-1138211864.png
resources/1/_1_t-1138210182.png
Final Solution & Analsysis output/Appendix 2b.jasp
META-INF/MANIFEST.MF
Manifest-Version: 1.0
Created-By: JASP 0.13.1
Data-Archive-Version: 1.0.2
JASP-Archive-Version: 3.1
metadata.json
{
"computedColumns" : [],
"dataFilePath" : "C:/Users/Somewhere in india/Downloads/appendix2b-sihmsr4l-1e40jziy.csv",
"dataFileReadOnly" : false,
"dataFileTimestamp" : 1600865078,
"dataSet" : {
"columnCount" : 2,
"emptyValuesMap" : {
"Count" : {},
"Weather" : {}
},
"fields" : [
{
"measureType" : "Continuous",
"name" : "Count",
"type" : "number"
},
{
"measureType" : "NominalText",
"name" : "Weather",
"type" : "integer"
}
],
"filterVector" : [
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true,
true
],
"rowCount" : 451
},
"emptyValues" : [ "NaN", "nan", ".", "NA" ],
"filterConstructorJSON" : "{\"formulas\":[]}",
"filterData" : "# Add filters using R syntax here, see question mark for help.\n\ngeneratedFilter # by default: pass the non-R filter(s)"
}
xdata.json
{
"Weather" : {
"labels" : [
[ 1, "Clear", true ],
[ 2, "Cloudy", true ],
[ 3, "Rainy", true ]
],
"orgStringValues" : null
}
}
data.bin
index.html
Results
Descriptive Statistics
Descriptive Statistics
Count
Clear
Cloudy
Rainy
Valid
335
100
16
Missing
0
0
0
Mean
4816.501
4181.900
1923.875
Median
4803.000
4172.500
2079.000
Mode
ᵃ
3974.000
3351.000
795.000
Std. Deviation
1838.976
1748.902
678.745
Minimum
822.000
605.000
795.000
Maximum
8714.000
7836.000
2918.000
25th percentile
3606.000
2943.500
1614.000
50th percentile
4803.000
4172.500
2079.000
75th percentile
6293.000
5350.500
2418.000
ᵃ More than one mode exists, only the first is reported
Boxplots
Count
analyses.json
{
"analyses" : [
{
"id" : 0,
"module" : "Descriptives",
"name" : "Descriptives",
"options" : {
"addSmooth" : true,
"addSmoothCI" : true,
"addSmoothCIValue" : 0.950,
"chartType" : "_1noCharts",
"chartValues" : "_1frequencies",
"colorPalette" : "colorblind",
"descriptivesPiechart" : false,
"descriptivesQQPlot" : false,
"distPlotDensity" : false,
"frequencyTables" : true,
"graphTypeAbove" : "density",
"graphTypeRight" : "density",
"iqr" : false,
"kurtosis" : false,
"mad" : false,
"madrobust" : false,
"maximum" : true,
"mean" : true,
"median" : true,
"minimum" : true,
"mode" : true,
"percentileValuesEqualGroups" : false,
"percentileValuesEqualGroupsNo" : 4,
"percentileValuesPercentiles" : false,
"percentileValuesPercentilesPercentiles" : [],
"percentileValuesQuartiles" : true,
"plotCorrelationMatrix" : false,
"plotHeight" : 320,
"plotVariables" : false,
"plotWidth" : 480,
"range" : false,
"regressionType" : "smooth",
"scatterPlot" : false,
"shapiro" : false,
"showLegend" : true,
"skewness" : false,
"splitPlotBoxplot" : true,
"splitPlotColour" : false,
"splitPlotJitter" : false,
"splitPlotOutlierLabel" : false,
"splitPlotViolin" : false,
"splitPlots" : true,
"splitby" : "Weather",
"standardDeviation" : true,
"standardErrorMean" : false,
"statisticsValuesAreGroupMidpoints" : false,
"sum" : false,
"variables" : [ "Count" ],
"variance" : false
},
"progress" : null,
"results" : {
".meta" : [
{
"name" : "stats",
"type" : "table"
},
{
"meta" : [],
"name" : "tables",
"type" : "collection"
},
{
"meta" : [
{
"name" : "splitPlots_Count",
"type" : "image"
}
],
"name" : "splitPlots",
"type" : "collection"
}
],
"citation" : [ "JASP Team (2020). JASP (Version 0.13.1) [Computer software]." ],
"name" : "",
"splitPlots" : {
"collection" : {
"splitPlots_Count" : {
"aspectRatio" : 0.0,
"convertible" : true,
"data" : "resources/0/_0_t-1137794190.png",
"editOptions" : {
"xAxis" : {
"settings" : {
"labels" : [ "Clear", "Cloudy", "Rainy" ],
"shown" : [ "Clear", "Cloudy", "Rainy" ],
"title" : "Weather"
},
"type" : "ScaleDiscrete"
},
"yAxis" : {
"settings" : {
"breaks" : [ 2000, 4000, 6000, 8000 ],
"expand" : [ 0.050, 0, 0.050, 0 ],
"labels" : [ "2000", "4000", "6000", "8000" ],
"title" : "Count"
},
"type" : "ScaleContinuous"
}
},
"editable" : true,
"height" : 320,
"name" : "splitPlots_Count",
"revision" : 0,
"status" : "complete",
"title" : "Count",
"width" : 480
}
},
"initCollapsed" : false,
"name" : "splitPlots",
"title" : "Boxplots"
},
"stats" : {
"casesAcrossColumns" : true,
"data" : [
{
"Level" : "Clear",
"Maximum" : 8714.0,
"Mean" : 4816.501492537313,
"Median" : 4803.0,
"Minimum" : 822.0,
"Missing" : 0,
"Mode" : 3974.0,
"Std. Deviation" : 1838.975808215366,
"Valid" : 335,
"Variable" : "Count",
"q1" : 3606.0,
"q2" : 4803.0,
"q3" : 6293.0
},
{
"Level" : "Cloudy",
"Maximum" : 7836.0,
"Mean" : 4181.90,
"Median" : 4172.50,
"Minimum" : 605.0,
"Missing" : 0,
"Mode" : 3351.0,
"Std. Deviation" : 1748.902267542169,
"Valid" : 100,
"Variable" : "Count",
"q1" : 2943.50,
"q2" : 4172.50,
"q3" : 5350.50
},
{
"Level" : "Rainy",
...