Publications by Anil Kumar Kanasani
German_Income_Analysis
Reading the input CSV and investigating the structure in raw data df <- read.csv("germany_income.csv") str(df) ## 'data.frame': 137 obs. of 7 variables: ## $ age : int 30 22 22 26 59 61 46 30 35 26 ... ## $ fnlwgt : int 77143 34918 151790 109186 212448 134768 134727 111415 178322 152046 ... ## $ sex : Factor w/ 2...
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Analyzing ATHLETICS Datasets
INTRODUCTION :- In this article, I would like to analyze the ATHLETICS Dataset.This data set contains the results for the 25 competitors of the 1988 Olympics women’s heptathlon in Seoul. EDA of input data :- input_df <- tibble(read.csv("heptathlon.csv")) input_df <-add_column(input_df ,Player_ID = c(1:25) , .before = 1) head(input_df) ## # A...
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US ARREST DATA ANALYSIS
INTRODUCTION :- In this article, I am going to analyse the US ARREST Dataset and implementing Prinipal component Analysis to reduce the number of features in input dataset. EDA of input data :- df <- USArrests head(df) ## Murder Assault UrbanPop Rape ## Alabama 13.2 236 58 21.2 ## Alaska 10.0 263 48 4...
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Analysing mpg dataset
Objective :- In this document , I am analyzing the mpg data set. Description about Dataset :- This dataset contains a subset of the fuel economy data that the EPA makes available on http://fueleconomy.gov. It contains only models which had a new release every year between 1999 and 2008 - this was used as a proxy for the popularity of the car. D...
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SUPPORT VECTOR MACHINES - CLASSIFICATION
CATS SEX CLASSIFICATION (SVM) ANIL KUMAR KANASANI 2020-12-31 Description about Data :- The dataset name is cats. It is from MASS package. data(cats , package = "MASS") str(cats) ## 'data.frame': 144 obs. of 3 variables: ## $ Sex: Factor w/ 2 levels "F","M": 1 1 1 1 1 1 1 1 1 1 ... ## $ Bwt: num 2 2 2 2.1 2.1 2.1 2.1 2.1 2.1 2.1 ... ##...
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Complete Analysis of WINE Data set
Complete Analysis of WINE Data set ANIL KUMAR KANASANI - 11013622 2021-02-12 Introduction :- In this report, I am attempting to do Complete Analysis on Wine Data set. Exploratory Data Analysis :- Exploratory data analysis is an approach of analyzing data sets to summarize their main characteristics, often with visual methods. Structure of give...
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Support Vector Machine - Classification of CATs DATA
Support Vector Machine - Classification of CATs DATA Anil Kumar Kanasani - 11013622 2021-02-11 Introduction :- In this report, I am attempting to do Classification of Sex of Cats based on the observations from Cats Data Set. Exploratory Data Analysis :- Exploratory data analysis is an approach of analyzing data sets to summarize their main char...
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Association analysis on Football Data set
Association analysis on Football Data set Anil Kumar Kanasani - 11013622 2021-02-11 Introduction :- In this report, I am attempting to do Association analysis (or) Market baskets analysis on Football Data set. Association analysis :- Association analysis enables us to identify frequent itemsets , items that have an affinity for each other (or) ...
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Association analysis on Adults Data set
Association analysis on Adults Data set Anil Kumar Kanasani - 11013622 2021-02-11 Introduction :- In this report, I am attempting to do Association analysis (or) Market baskets analysis on Adutls Data set. Association analysis :- Association analysis enables us to identify items that have an affinity for each other (or) finding interesting rela...
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Survival Analysis on Brest cancer data
Survival Analysis on Brest Cancer Data set Anil Kumar Kanasani - 11013622 2021-02-10 Introduction :- In this report, I am attempting to do survival analysis (or) time-to-event analysis on Breast Cancer Data set data set. Exploratory Data Analysis :- Exploratory data analysis is an approach of analyzing data sets to summarize their main characte...
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