Data Analysis and Forecasting of Wind Speed in London City
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This report presents the data of wind speed of London from 11th to 20th April in tabular format and two types of charts. It also calculates mean, mode, median, range, and standard deviation. Linear forecasting is used to compute m and c values and wind speed on day 12 and 14.
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Data Analysis and Forecasting
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TABLE OF CONTENTS INTRODUCTION..........................................................................................................................1 MAIN BODY...................................................................................................................................1 Tabular format of the data of wind of the city London.............................................................1 Present the data using two types of appropriate charts...............................................................2 Calculating as follows:................................................................................................................2 Using the linear forecasting for calculation...............................................................................5 CONCLUSION...............................................................................................................................6 REFERENCES................................................................................................................................8
INTRODUCTION Data analysis is concerned with having the significant process of inspecting, cleansing, transforming and modelling data in turn accomplishing the goal of discovering the crucial information which can allow getting appropriate decision-making. In the current era, there are different form of aspects which are basically required to be evaluated in order to have the crucial insights through forecasting via having data analysis. The present report is based on wind speed of London city of UK. It will present thedata in tabular format. Presentation of datain tow types chars and calculation of mean, median, mode, range and standard deviation.Current investigation will emphasize on n using linear h forecasting model for computing value of m, c and wind speed on day 12 & 14 for h gaining depth understanding. MAIN BODY Tabular format of the data of wind of the city London S. No.Date Data related to Wind speed of London city 111th April 202215 212th April 20228 313th April 20225 414th April 20228 515th April 20228 616th April 20228 717th April 20226 818th April 202217 919th April 202214 1020th April 202214 1
Present the data using two types of appropriate charts Calculating as follows: Mean S. No.DateData related to Wind 2
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speed of London city 111th April 202215 212th April 20228 313th April 20225 414th April 20228 515th April 20228 616th April 20228 717th April 20226 818th April 202217 919th April 202214 1020th April 202214 sum103 Mean10.3 Mean refers to the average of the set value, in the current data provided in the table it can be identified that the derived value is 10.3. It is computed by paying attention on having the sum of the all data and dividing it by the number of observation (Ho and et.al., 2019). On the basis of the given information it can be mentioned that mean of the wind speed of the provided information of the London city is 10.3 km/hr Mode This is related with having the significant information regarding the related with the data which is repeating more than 1 time (Yan and et.al., 202). From the valuation of the above provided data it can be interpreted that 8 is the frequency which is repeating for the three times in the presented data set of the wind of London. The main reason behind the calculation of the mode is to ascertain that how many times the 8 is repeating so that depth information can be derived. Median 3
This is concerned with having the information regarding the middle value of the given data set in turn proper insights to get appropriate details can become possible (Miles, Huberman and Saldaña, 2018). For computing the h median value the below formula can be taken into the consideration. Formula = [n/2 cell + (n/2+1)] cell /2 = 8+8/2 =8 From the above information it can be mentioned that the median of the provided data set is having the relevant insights which is depicting that for 10 consecutive days median is 8. Range Particular s Formularesults Max value 17 min value 5 RangeMaxvalue-min value 12 On the basis of this it can be articulated that range of the computed figure is 12 that is indicating that the particular city is having the data given for the 10 consecutive days is having max wind speed of 17 and lower speed is 5 (London Weather,2022). This is specifying that London is possessing the range of wind speed of 12 km/hr. Standard Deviation Date Data related to Wind speedof London city mean (U)X-UX-U^2 4
11thApril 20221510.34.722.09 12thApril 2022810.3-2.35.29 13thApril 2022510.3-5.328.09 14thApril 2022810.3-2.35.29 15thApril 2022810.3-2.35.29 16thApril 2022810.3-2.35.29 17thApril 2022610.3-4.318.49 18thApril 20221710.36.744.89 19thApril 20221410.33.713.69 20thApril 20221410.33.713.69 Total103162.1 Formula =√ΣX-U^2/ 10 =√16.21 SD=4.026164 On the basis of the above providedinformationit can be mentionedthatSD of the wind from the 11 to 20thApril is 4.02 Using the linear forecasting for calculation DateX Data relatedX*YX^2 5
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to Wind speed of London city (Y) 11thApril 2022115151 12thApril 202228164 13thApril 202235159 14thApril 2022483216 15thApril 2022584025 16thApril 2022684836 17thApril 2022764249 18thApril 202281713664 19thApril 202291412681 20thApril 20221014140100 Sum5589610385 Calculating m value m= NΣxy-ΣxΣy/(Σx^2)- (Σx)^2 6
= (10*610)-(55*103)/10*385- (55)^2 =(6100-5665)/(3850-3025) = 435/825 = 0.52 Computing c value c = Σy- mΣx/n = 103-0.52*55/10 = 103 -28.6/10 =74.4/10 = 7.44 forecasting wind speed on day 12 and day 14 12thday wind speed calculation = mx+c = 0.52 (12) + 7.44 = 6.24+7.44 = 13.68 14thday wind speed calculation = mx+c = 0.52 (14) + 7.44 = 7.28+7.44 = 14.72 CONCLUSION from the above report it can be concluded that data analysis is highly important for having the depth understanding about prevailing circumstances in turn accomplishing the significant decision-making can become possible. The current study is related with presenting the data of wind speed of London from11thto 20thApril which is articulated in the tabular format and shown in the twodistinctform of charts. The current study has computed mean, mode, median, range and SD which has given deeper insights. Present report has determined m and c value which are0.52 and 7.44 respectively.The wind speed of the 12thand 14thdays are 13.68 & 14.72km/hr respectively. 7
REFERENCES Books and Journals Ho, J. and et.al., 2019. Moving beyond P values: data analysis with estimation graphics.Nature methods. 16(7). pp.565-566. Miles, M.B., Huberman, A.M. and Saldaña, J., 2018.Qualitative data analysis: A methods sourcebook. Sage publications. Yan, F. and et.al., 2020. From reads to insight: a hitchhiker’s guide to ATAC-seq data analysis.Genome biology. 21(1). pp.1-16. Online LondonWeather.2022.[Online].Availablethrough: <https://www.worldweatheronline.com/london-weather-history/city-of-london-greater- london/gb.aspx> 8