1215121, 621 AM 'SMOM Business-Report Avvind Son-2 | POF |P Value | Data Analysis eo n0h 1) AEA vieme a TE manee Related titles WT WT 4 3 of 15 Project ‘mdm Weekly Quiz 3 Report_Advanced. assignment.pdf — SMDM, §& SCRIBD ( search Q Read fre for 30 days W W Q Search document Weekly Quizi_ Weekly Quiz3 PGPBABILO.OCT... (AS)_... To Upload This documentis... 5 Useful hitpshww: serod.comidacument1 9388686/SMDM-Susiness-ReporLArvind-Sont-2 ® Not useful x ver1215121, 621 AM 'SMOM Business-Report Avvind Son-2 | POF |P Value | Data Analysis S scriso (search Q) — reodteetorsoaays Related titles a WT WT A WT Wr A 3 of 15 QSearch document bie Project ‘mdm Weekly Quiz 3 Weekly Quizi_ Weekly Quiz3 Report_Advanced. assignment.pdf — SMDM, PGPBABILO.OCT... (AS)_... To Upload 2 - Clear Mountain State University (CMSU) Survey... 2.4Problem 2.1 2.2Problem 2.2. 23Problem 23. 24Problem 2.4. 25Problem 2.5. 26Problem 2.6. 2:7Problem 2.7. 28Problem 2.8. 3~ Hypothesis Testing for Quality of Shingles. 13 3.1.Problem 3.1 14 3.2Problem 3.2. x This documentis... 5 Useful ® Not useful hitpshwww: serod.comidacumentt 93886586/SMDM-Susiness-ReporL-Arvind-Sont-2 2er1215121, 621 AM 'SMOM Business-Report Avvind Son-2 | POF |P Value | Data Analysis §& SCRIBD ( search Q) — Readtreetorsodays rusted by over 1 milion members Related titles a WT WT A WT Wr A 3 of 15 Q Search document bie Project smém Weekly Quiz3 Weekly Quiz1___ Weekly Quiz3 Report Advanced. assignment.pdf —_ SMDM PGPBABLO.OCT... (AS)... To Upload x This documentis... 5 Useful ® Not useful hitpshwww: setod.comidacument’ 9388586/SMDM-Susiness-ReporL-Arvind-Sont-2 ser1215121, 621 AM 'SMOM Business-Report Avnd Soni-2 | POF | P Value | Data Analysis = SScriBod (seach Q) — redtectorsndeys 8 Related titles W WT W WT W A 3 ofts Qsearchdoament BE Project Report_Advanced. assignment.pdf — SMDM_. PGPBABILO.OCT... (AS)_... To Upload ‘smdm Weekly Quiz 3 Weekly Quizi_ Weekly Quiz3 Several items in their stores. across different regions and channels. The data consists of 440 large retailers’ annual spending on 6 different varieties of products in 3 different regions (Lisbon, Oporto, Other) and across different sales channel (Hotel, Retal) ‘Summary-This business report provides detailed explanation of approach to each problem given in the ‘assignment and provides relative information with regards to solving the problem. — Wholesale Customer Data Analysis We imported the ‘Wholesale Customer data’ dataset in python to analyze the spend under each store items across regions and channel to find solutions to each problem. Below is the detailed approach and answer. 4.1Problem 1.1.1. Use methods of descriptive statistics to summarize data count unique top freq mean std_ min 25% 50% 75% max BuyeriSpender 440 NaN NaN NaN 2205 127161 1 11075 2205 30025 440 Channet 440-2 Hotel 208 «NaN NON GN NSN NON NaN NaN Region 4403 Other 318 NaN NaN NQN NaN ONBN NaN NaN Fresh 440 NaN NaN NaN 120003 126473 3 312775 9504 16938 112151 Mik 440 NaN NaN NaN 5706.27 738038 55 15333627 719025 T3498 Grocery 440 NaN NAN NaN 795128 950316 3215347555 106558 92780 Frozen 440 NeN NaN NaN 307193 405467 25 74225 1526 355425 60860 Detergents_Paper 440 NaN NaN NaN 290149 476785 3 25675 8165 302240027 Delicatessen 440 NaN NaN NaN 152487 282011 3 40825 9655 182025 47043 x documentis. 5 Useful ® Not useful hitpshwww. serod.comidacumentt 9388586/SMDM-Susiness-Report-Arvind-Sont-2soot, 921 8 sou bus Rpt An Sen POF [PV Ot Aral & SCRIBD (Search Q) — keadfieetorsodays S ( ) sous Related titles a WT WT A WT Wr A 3 of is Q Search document um Project ‘mdm Weekly Quiz 3 Weekly Quizi_ Weekly Quiz3 Report_Advanced. assignment.pdf — SMDM, PGPBABILO.OCT... (AS)_... To Upload Channel Hotel so 28 244 Retail as a9 aes 4.4Problem 1.1.2. & 1.1.3 Which region and channel spend most & least? Solution: Using describe function in python we first looked at the basic descriptive statistics of the data set. Using bar graph with Region and Channel we were able to identify region with maximum spend and minimum ‘spend. Below is the bar graph representation-Looking at the bar graph, Hotel Channel spends more and Retail spends least. ‘+ Highest spend in the Region is from Others and lowest spend in the region is from Oporto ‘+ Highest spend in the Channelis from Hotel and lowest spendin the Channel is from Retail x This documentis... 5 Useful ® Not useful hitpshwww. serod.comidacumentt 9388586/SMDM-Susiness-Report-Arvind-Sont-2 sar1215121, 621 AM 'SMOM Business-Report Avvind Son-2 | POF |P Value | Data Analysis = SScRIBD (search Read reeforsodays Related titles a 3 of 15 Q Search document bi Project ‘mdm Weekly Quiz 3 Weekly Quizi_ Weekly Quiz3 Report_Advanced. assignment.pdf — SMDM_. PGPBABILO.OCT... (AS)_... To Upload segs {sate spendin ne Regonis ta Oh nd loves spent te ego om Ort het pend he hanes el ard ved send nthe Similarly, we grouped totals by region to get totals by region, Other regions spend amount is the highest spend amount and Oporto region spend amounts least spend amount by Region, 1.2Problem 1.2 There are 6 different varieties of items are considered. Do all varieties show similar behavior across Region and Channel? Provide justification for your answer. Solution: Using pivot tables for each category and checking spend across Region and Channel we get the following outputs - x documentis. 5 Useful ® Not useful hitpshwww. setod.comidacument386586/SMDM-Susiness-Repor-Arvind-Sont-21215121, 621 AM 'SMOM Business-Report Avvind Son-2 | POF |P Value | Data Analysis = SScriBod (seach Q) — reodteetorsoanys Related titles a 3 of 15 Q Search document bi Project ‘mdm Weekly Quiz 3 Weekly Quizi_ Weekly Quiz3 Report_Advanced. assignment.pdf — SMDM, PGPBABILO.OCT... (AS)_... To Upload aoe LLL Gan Looking at the above tables, we see that some categories like Milk, Grocery & Detergents Paperhave higher spend in the Retail channel versus Hotel, across all ragions. On the other hand, Fresh and Frozen hhave higher consumption in the Hotel channel versus Retail, across all regions. Also, if we plot a box plot we can summarize that the spend for Fresh and groceries is the maximum across region and channel hile for Delicatessen itis the least across region and channel. The output boxplotis below — rroon | Hi} —awwnee oe . van) Hf tomen oe ve . cxocory} Hff}-—temerers 6 oe . Frozen f}Hmeae « . Detergents_Paver] [fp +e + Detcatessen | fae o ’ © 20000-40000 60000-60000 +1000 This documentis... x 5 Useful ® Not useful hitpshwww. serod.comidacumentt 9388586/SMDM-Susiness-Report-Arvind-Sont-2 rer1215121, 621 AM 'SMOM Business-Report Avvind Son-2 | POF |P Value | Data Analysis = SScriBod (seach Q) — reodteetorsoanys | 1.3 Problem On the basis of the descriptive measure of variability, which item shows the most Related titles a WT WT A WT Wr A 3 of 15 Q Search document a Project ‘mdm Weekly Quiz 3 Weekly Quizi_ Weekly Quiz3 Report_Advanced. assignment.pdf — SMDM_.. PGPBABILO.OCT... (AS)_... To Upload 1.4 Problem Are there any outliers in the data? Solution: To find out outliers we ploted boxplot and the output gives the detals that in all the data there are outers x This documentis... 5 Useful ® Not useful hitpshwww. serod.comidacumentt 9388586/SMDM-Susiness-Report-Arvind-Sont-2 ear1215121, 621 AM 'SMOM Business-Report Arvind Son-2 | POF |P Value | Data Analysis = SScriBod (seach Q) — redtectorsndeys 8 | 1.5 Problem On the basis of your analysis, what are your recommendations for the business? How Related titles a W W W W W A 3 of 15 Q Search document a Project ‘mdm Weekly Quiz 3 Weekly Quizi_ Weekly Quiz3 Report_Advanced. assignment.pdf — SMDM_.. PGPBABILO.OCT... (AS)_... Problem 2- ‘The Student News Service at Clear Mountain State University (CMSU) has decided to gather data about the undergraduate students that attend CMSU. CMSU creates and distributes a survey of 14 questions and receives responses from 62 undergraduates. ‘Summary-This business report provides detailed explanation of approach to each problem given in the assignment and provides relative information with regards to solving the problem. 2 CMSU Survey Data Analysis We imported the ‘CMSU Survey-1' dataset in python to analyze the data about the undergraduate students who attend CMSU. Below is the detailed approach and answer. x This documentis... 5 Useful ® Not useful hitpshwww. serod.comidacumentt 9388586/SMDM-Susiness-Report-Arvind-Sont-2 ear1215121, 621 AM § SCRIBD C Search Q 'SMOM Business-Report vind Soni-2 | POF | P Value | Data Analysis ) 2 7 | 2.1Problem. For this data, construct the following contingency tables (Keep Gender as row [_oewnicednow | 3 ons Qseaencccimet Project smém Weekly Quiz3 Weekly Quiz1__— Weekly Quiz3 Report_Advanced. _assignment.pdf ‘SMDM. PGPBABI.O.OCT... (AS)_... To Upload 2.1Problem 2.1.2 Gender and Grad Intention Solution Below isthe output from Python Grad intention No Undecided Yes Gender Female as " Male 39 7 2.1Problem 2.1.3 Gender and Employment Solution Employment Ful-Time Part-Time Unemployed Gender Female 3 24 6 Male 7 19 3 2.1Problem 2.1.4 Gender and Computer Solution Below isthe output from Python Computer Desktop Laptop Tablet Gender Female 2 29 2 Male 3 26 ° x This documentis... 5 Useful ® Not useful hitpshww serod.comidacument9388586/SMDM-Susiness-ReporL-Arvind-Sont-2 sor1215121, 621 AM 'SMOM Business-Report Avvind Son-2 | POF |P Value | Data Analysis S scriso (search Q) a | 2.2Problem. Assume that the sample is representative of the population of CMSU. Based on the Project ‘mdm Weekly Quiz 3 Weekly Quizi_ Weekly Quiz3 Report_Advanced. assignment.pdf — SMDM_. PGPBABILO.OCT... (AS)_... To Upload cata, answer tne rollawing question: 2.3 Problem 2.3.1 Find the conditional probability of different majors among the male students in osu. Solution: Using contingency tables of Gender and Majors we got the total numbers of males and number of males ‘opting for different majors Below is the output from Python — Probability of Males opting for Accounting is 13.79% Probability of Males opting for CIS. is 3.45% Probability of Males opting for Economies/Finance. is 13.79% Probability of Males opting for internationalBusiness. is 6.90% Probability of Males opting for Management. is 20.69% Probability of Males opting for Other. is 13.79% Probability of Males opting for Retailing/Marketing is 17.24% Probability of Males opting for Undecided. is 10.34% ‘And from this output we can easily say that mostof the males students prefer Management as Majors and CIS 's the least preferred one 2.3 Problem 2.3.2 Find the conditional probability of different majors among the female students in CMSU, Solution: Using contingency tables of Gender and Majors we got the total numbers of females and number of females ‘opting for different majors Below is the output from Python — x documentis. 5 Useful ® Not useful hitpshww serod.comidacument9388586/SMDM-Susiness-ReporL-Arvind-Sont-2 wer1215121, 621 AM 'SMOM Business-Report Avvind Son-2 | POF |P Value | Data Analysis S scriso (search Probability of Females opting for Accounting. is 9.09% y— TF FTF FTF FF YF Project ‘mdm Weekly Quiz 3 Weekly Quizi_ Weekly Quiz3 Report_Advanced. assignment.pdf — SMDM_. PGPBABILO.OCT... (AS)_... To Upload Using conungency tables of Gender ana Grad intention we got ine total numbers of males anc nuMBEr oF ‘males intends to be graduate ‘And post calculation we find out that - Probability of Males and intends to be Graduate. is 58.62% 2.4Problem 2.4.2 Find the probability that a randomly selected student is a female and does NOT have a laptop. Solution: Using contingency tables of Gender and Computer we got the total numbers of females and number of females does not have a laptop ‘And post calculation we find out that - Probabilty of randomly selected student is a Female and does NOT have a laptop. is 13.79% 2.5 Problem. Assume that the sample is representative of the population of CMSU. Based on the data, answer the following question: 2.5Problem 2.5.1 Find the probability that a randomly chosen student is either a male or has full- time employment? Solution: Using contingency tables of Gender and Employment we got the total numbers of males and number of males Who are full ime employed ‘And post calculation we find out that - Probabilty of randamly chosen student is either Male or has ful ime ‘employment. is 74.19% 2.5Problem 2.5.2. Find the conditional probability that given a female student is randomly chosen, she is majoring in international business or management, Solution: i x 10 documentis, 5 Useful ® Not useful hitpshwww: serod.comidacumentt 9388586/SMDM-Susiness-ReporLArvind-Sont-2 ser1215121, 621 AM 'SMOM Business-Report Avvind Son-2 | POF |P Value | Data Analysis §& SCRIBD ( search Q) — Readtreetorsodays rusted by over 1 milion members Related titles a WT WT A WT Wr A 3 of 15 Q Search document bi Project smém Weekly Quiz3 Weekly Quiz1___ Weekly Quiz3 Report Advanced. assignment.pdf —_ SMDM PGPBABLO.OCT... (AS)_... To Upload x This documentis... 5 Useful ® Not useful hitpshwww: setod.comidacumentt9386586/SMDM-Susiness-Report-Arvind-Sont-2 sar1215121, 621 AM 'SMOM Business-Report Arvind Son-2 | POF |P Value | Data Analysis S scriso (search Q) a | Using contingency tables of Gender and Major we got the total numbers of females and number of females WT WT A WT Wr A Project ‘mdm Weekly Quiz 3 Weekly Quizi_ Weekly Quiz3 Report_Advanced. assignment.pdf — SMDM_. PGPBABILO.OCT... (AS)_... To Upload Intention | No. yes | total Gender Female | 9 it 20 Male [3 47 20 Total [12 28 40, Is the graduate intention and being female are independent events? The Probability that a randomly selected student ‘being female’ ‘The Probability that a randomly selected student the graduate intention and being female (Grad Intention Yes) = 28/40 = 0.7 {Grad Intention Yes | female) = 11 /20= 0.55 ‘These probabilities are not equal. This suggests that the two events are independent 2.7 Problem. Note that there are four numerical (continuous) variables in the data set, GPA, Salary, Spending, and Text Messages. Answer the following questions based on the data 2.7Problem 2.7.1 If a student is chosen randomly, what is the probability that his/her GPA is less than 3? Solution: Using contingency tables of Gender and GPA we got the total numbers of students and number of students GPAless than 3 ‘And post calculation we find out that - Probabiliy that student is chosen randomly and that hisiher GPA is less than 3 is 22.58% 2.7Problem 2.7.2 Find the conditional probability that a randomly selected male earns 0 or more, Find the conditional probability that a randomly selected female earns 50 or more. i x at documentis, 5 Useful ® Not useful hitpshwww. setod.comidacument386586/SMDM-Susiness-Repor-Arvind-Sont-2 sser1215121, 621 AM 'SMOM Business-Report Avvind Son-2 | POF |P Value | Data Analysis § scriso cosicnine Related titles a 3 of 15 Q Search document bi Project mdm Weekly Quiz3 Weekly Quiz1___ Weekly Quiz3 Report_Advanced. assignment.pdf — SMDM, PGPBABILO.OCT... (AS)_... To Upload 5 fi iE 2 ih i By these details we confirm that out of the given four data sets ‘GPA’ and ‘Salary’ are following normal distribution whereas other two ‘Spending’ and “Text Messages’ are not following the normal distribution This documentis... x 5 Useful ® Not useful hitpshww serod.comidacument9388586/SMDM-Susiness-ReporL-Arvind-Sont-2 19271215121, 621 AM 'SMOM Business-Report Avvind Son-2 | POF |P Value | Data Analysis = SScrisd (search Q) a W WT W WT W A Project ‘mdm Weekly Quiz 3 Weekly Quizi_ Weekly Quiz3 Report_Advanced. assignment.pdf — SMDM_... PGPBABILO.OCT... (AS)_... To Upload ii Problem 3 - ‘An important quality characteristic used by the manufacturers of ABC asphatt shingles is the amount of moisture the shingles contain when they are packaged. Customers may feel that they have purchased a product lacking in quality i they find moisture and wet shingles inside the packaging. In some cases, ‘excessive moisture can cause the granules attached to the shingles for texture and coloring purposes to fall off the shingles resulting in appearance problems. To monitor the amount of moisture present, the company conducts moisture tests. A shingle is weighed and then dried. The shingle is then reweighed, and based on the amount of moisture taken out of the product; the pounds of moisture per 100 square feet are calculated. The company would like to show that the mean moisture content is less than 0.35, pound per 100 square feet. ‘The file (A & B shingles.csv) includes 36 measurements (in pounds per 100 square feet) for A shingles and 31 for B shingles. 13 This documentis... x 5 Useful ® Not useful hitpshww serod.comidacument9388586/SMDM-Susiness-ReporL-Arvind-Sont-2 16271215121, 621 AM 'SMOM Business-Report Avvind Son-2 | POF |P Value | Data Analysis § SCRIBD ( Search 2 3 of 15 Q Search document bie Project mam WeekiyQuiz3 -—WeekiyQuiz1_-Week'yQuiz3.-—_—Business Report Report Advanced. assignment.pdf SMOM... PGPBABI.O.OCT... (AS). ToUpload utout from Python Jupyter One sample test {stati 1.4735046258902782 p value: 0.07477693144907513 Since pvalue > 0.05, do not reject HO. There Is not enough evidence to conclude thatthe mean moisture content for Sampie'A shingles is less than 0.95 pounds per 100 square Yost. p-value =O 0748. I he population mean moisture content isin fact no less than 0.35 pounds per 100 square feet, the probability of observing a sample of 36 shingles that will result in a sample mean moisture content of 0.3167 pounds per 100 square feet or less is 0748, Input - Python Jupyter | stalstic, p_value = test_tsamp(dB, 0.35,nan_policy~omit ) Print(One sample t tes int statisti: (0} p value: {1} ‘format statistic, p_value!2)) Cutout from Python Jupyter One sample t test { statistic: -3.1003313069986995 p value: 0,0020904774003191826 ‘Since pvalue < 0.05, reject HO . There is enough evidence to conclude that the mean moisture content for ‘Sample B shingles is not ess than 0.35 pounds per 100 square feet. p-value = 0.0021. Ifthe population mean moisture content i in fact no less than 0.35pounds per 100 square feet, the probability of observing a sample of 31 shingles that wil result in a sample mean moisture content of 0.2735 pounds per 100 square feet or less is 0021 3.2 Problem Do you think that the population means for shingles A and B are equal? Form the hypothesis and conduct the test of the hypothesis. What assumption do you need to check before the test for equality of means is performed? 14 This documentis... x 5 Useful ® Not useful hitpshww serod.comidacument9388586/SMDM-Susiness-ReporL-Arvind-Sont-2 ser1215121, 621 AM 'SMOM Business-Report Avvind Son-2 | POF |P Value | Data Analysis §& SCRIBD ( search Q) a WT WT A WT Wr A Project ‘mdm Weekly Quiz 3 Weekly Quiz1_ Weekly Quiz 3 Business Report Report_Advanced. assignment.pdf — SMDM_... PGPBABI.O.OCT... (AS)... To Upload 15 This documents... x 5 Useful ® Not useful hitpshwww: serod.comidacumentt 93886586/SMDM-Susiness-ReporL-Arvind-Sont-2 ser1215121, 621 AM 'SMOM Business-Report Avvind Son-2 | POF |P Value | Data Analysis Search Q a § SCRIBD Reward Your Curiosity WT W W W W W Project ‘mdm Weekly Quiz 3 Weekly Quiz1_ Weekly Quiz 3 Business Report Report_Advanced. assignment.pdf — SMDM_... PGPBABI.O.OCT... (AS)... To Upload TF Ww = You might also like Project Report_Advanced.Stats_Final.pdf Bibin Vadakkekara ‘smdm assignment.pdf Eric Norman This documentis... Weekly Quiz 3 SMDM_ PGPBABI.0.0C1 © Useful ® Not useful emg Making - Great Learning.pdf hitpshww: serod.comidacument1@388586/SMDM-Susiness-ReporL-Arvind-Sont-2 s9e71215121, 621 AM 'SMOM Business-Report Avvind Son-2 | POF |P Value | Data Analysis = SJ SCRIBD ( Search WT W W W W W Project ‘mdm Weekly Quiz 3 Weekly Quiz1_ Weekly Quiz 3 Business Report Report_Advanced. assignment.pdf — SMDM_... PGPBABI.O.OCT... (AS)... To Upload Weekly Quiz 3 (AS)_ PGPBABI.O.OCT19 Advanced Statistics - Great Learning.pdf = Ankit Business Report - To Upload Staffing Studio Data Mining Business Report Hansraj Yadav cose P Venkata Krishna Rao ; x This documentis... 5 Useful ® Not useful hitpshww: serod.comidacument’t 9388586/SMDM-Susiness-ReporLArvind-Sont-2 201271215121, 621 AM 'SMOM Business-Report Avvind Son-2 | POF |P Value | Data Analysis = SJ SCRIBD ( Search Q DATA_MINING___Jupyter_1_Notebook.pdf WT W W W W Project ‘mdm Weekly Quiz 3 Weekly Quiz1_ Weekly Quiz 3 Report_Advanced. assignment.pdf — SMDM_... PGPBABI.O.OCT... (AS)... Awholesale distributor Anil Bera Mountain State University 2 Anil Bera Mountain State University 1 Anil Bera This documentis... Business Report To Upload 5 Useful ® Not useful hitpshwww serod.comidacumentt 93886586/SMDM-Susiness-ReporLArvind-Sont-2 271215121, 621 AM 'SMOM Business-Report Avvind Son-2 | POF |P Value | Data Analysis = SJ SCRIBD ( Search Project_SMDM_Kundan_Sinha.pdf WT W W W W W Project mdm Weekly Quiz3 Weekly Quiz1_ Weekly Quiz3-—_Business Report Report Advanced, assignment.pdf —SMOM... PGPBABIO.OCT... (AS). Topload pd wo ANIL Assighment Project 1 ANIL ‘4 Adv stats proj Zohaib Imam This documentis... = 5 Useful ® Not useful hitpshww: setod.comidacumentt9388586/SMDM-Susiness-ReporLArvind-Sont-2 zat1215121, 621 AM 'SMOM Business-Report Avvind Son-2 | POF |P Value | Data Analysis = SJ SCRIBD ( Search WT W W W W W Project ‘mdm Weekly Quiz 3 Weekly Quiz1_ Weekly Quiz 3 Business Report Report_Advanced. assignment.pdf — SMDM_... PGPBABI.O.OCT... (AS)... 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Business Report 5 Useful ® Not useful Pa Varun Bhayana hntpshwww setod.comidacument 388686/SMDM-Susiness-ReporLArvind-Sont-2 271215121, 621 AM 'SMOM Business-Report Arvind Son-2 | POF |P Value | Data Analysis §& SCRIBD ( search Q) a > Project ‘smdm Weekly Quiz3 Weekly Quiz1__- Weekly Quiz3.»——_—Business Report Report Advanced. assignment.pdf | SMDM.... PGPBABILO.OCT... (AS)_.. To Upload Project 4 Data Mining Final v2 Tina LPF | Linear Regression Zirconia arvindsonioo8 x This documentis... a Sales 5 Useful ® Not useful \dsoni008 : arvin hntpshww. serod.comidacumentt 9386586/SMDM-Susiness-ReporLArvind-Sont-2 2si271215121, 621 AM = § scriBD About About Scribd Press Our blog Join our team! 'SMOM Business-Report vind Soni-2 | POF | P Value | Data Analysis Search 7 Habits of Highly Effective People Summary Covey arvindsonio08. Halloweenmath Man arvindsonioos. Halloweenmath Doc arvindsonioo8 Support Legal Help / FAQ Terms Accessibility Privacy Purchase help Copyright ‘AdChoices Cookie Pre hitpshww: serod.comidacument1 9388686/SMDM-Susiness-ReporLArvind-Sont-2 2 Social © Instagram x This documentis... 5 Useful ® Not useful 20271215121, 621 AM 'SMOM Business-Report Avvind Son-2 | POF |P Value | Data Analysis = SScrIBD (seach Q) — reodteetorsoanys Gifts Scribd for enterprise Get our free apps Books + Audiobooks + Magazines + Podcasts + SheetMusic + Documents + Snapshots + Directory Language: English ¥ Copyright © 2021 Seribd ine documentis. 5 Useful ® Not useful hitpshww: serod.comidacument1 9388686/SMDM-Susiness-ReporLArvind-Sont-2 2ner