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introduction to child labour

[1] "Any person below the age of 14 years is defined as a child, and child labor is a way of exploitation of these children by giving them work that deprives them of their childhood, dignity and potential and harms their physically and mentally. When the work hinders their schooling or forces them to leave schooling early or they are forced to work for long hours along with schooling."
'data.frame':   20 obs. of  9 variables:
 $ Category.of.States                     : chr  "Non Special Category states" "Non Special Category states" "Non Special Category states" "Non Special Category states" ...
 $ States                                 : chr  "Andhra Pradesh" "Assam" "Bihar" "Chhattisgarh" ...
 $ Agriculture                            : num  69 69.3 71.8 87.9 0 76.7 65.6 65.3 82.6 19.2 ...
 $ Manufacturing                          : num  9.7 8.4 11.2 2.4 11.1 2.6 3.8 14.6 9.3 32.8 ...
 $ Construction                           : num  3.2 1.8 0 0.9 0 0.3 7 4.3 1.2 0 ...
 $ Trade.Hotels...Restaurants             : num  9 7.8 15.5 7.2 57.8 17.8 8.1 12.1 5.7 32 ...
 $ Community..Social.and.Personal.Services: num  7.1 11 1.1 1.7 31.1 1.5 15.5 2.8 0.3 16.1 ...
 $ Others                                 : num  2 1.8 0.5 0 0 1.2 0 0.9 0.9 0 ...
 $ Total                                  : int  100 100 100 100 100 100 100 100 100 100 ...

Summary

 Category.of.States    States           Agriculture    Manufacturing  
 Length:20          Length:20          Min.   : 0.00   Min.   : 0.00  
 Class :character   Class :character   1st Qu.:64.28   1st Qu.: 5.15  
 Mode  :character   Mode  :character   Median :70.55   Median : 9.80  
                                       Mean   :64.66   Mean   :13.96  
                                       3rd Qu.:81.17   3rd Qu.:15.30  
                                       Max.   :87.90   Max.   :44.60  
  Construction   Trade.Hotels...Restaurants
 Min.   :0.000   Min.   : 3.300            
 1st Qu.:0.375   1st Qu.: 6.475            
 Median :1.650   Median : 7.950            
 Mean   :2.215   Mean   :12.100            
 3rd Qu.:3.300   3rd Qu.:10.300            
 Max.   :7.000   Max.   :57.800            
 Community..Social.and.Personal.Services     Others          Total    
 Min.   : 0.000                          Min.   :0.000   Min.   :100  
 1st Qu.: 1.250                          1st Qu.:0.000   1st Qu.:100  
 Median : 2.750                          Median :1.050   Median :100  
 Mean   : 5.980                          Mean   :1.105   Mean   :100  
 3rd Qu.: 7.425                          3rd Qu.:1.800   3rd Qu.:100  
 Max.   :31.100                          Max.   :4.000   Max.   :100  

unique rows in category of states

[1] "Non Special Category states" "Special Category States"    

HISTOGRAMS

Agriculture Histogram

Construction Histogram

Manufacturing Histogram

Trade Hotels & Restaurants Histogram

Others

state_wise distribution of child labour in agricluture sector

BOXPLOT

BOXPLOT FOR CHILD LABOUR IN AGRICULTURAL SECTOR

ASSOCIATION

SCATTERPLOT FOR CHILD LABOUR IN AGRICULTURAL SECTOR AND TOTAL IN EACH STATES

CONCLUSION

Agriculture

percentage total from all states(Child labour in Agriculture )

Manufacturing

percentage total from all states(Child labour in manufacturing )

Trade Hotels & Restaurants

percentage total from all states(Child labour in construction )

inference

[1] "From all of these studies, it is seen that the number of child labour is highest in agricultural sector. The next highest is from manufacturing sector, followed by trade, hotels and restaurants"

DATASET

download dataset

---
title: "CHILD LABOUR DATA SET"
output: 
  flexdashboard::flex_dashboard:
    orientation: columns
    vertical_layout: scroll
    social: menu
    theme: cerulean
    storyboard: True
    source_code: embed
  
---

```{r setup, include=FALSE}
library(flexdashboard)
library(MASS)
library(lattice)
library(DT)
data=read.csv(file.choose(" "))
attach(data)

```

# HOME {data-width=650}

### introduction to child labour 
```{r}
"Any person below the age of 14 years is defined as a child, and child labor is a way of exploitation of these children by giving them work that deprives them of their childhood, dignity and potential and harms their physically and mentally. When the work hinders their schooling or forces them to leave schooling early or they are forced to work for long hours along with schooling."

str(data)
```
### Summary
```{r}
summary(data)
```
### unique rows in category of states
```{r}
unique(data$Category.of.States)
```


# HISTOGRAMS{.tabset}

### Agriculture Histogram

```{r}
histogram(~data$Agriculture, col='yellow', ylab = "frequency", xlab = "child labour in agriculture")
```

### Construction Histogram

```{r}
histogram(~data$Construction, col='blue', ylab = "frequency", xlab = "child labour in construction")
```

### Manufacturing Histogram
```{r}
histogram(~data$Manufacturing, col='red', ylab = "frequency", xlab = "child labour in Manufacturing")
```

### Trade Hotels & Restaurants Histogram

```{r}
histogram(~data$Trade.Hotels...Restaurants, col='brown', ylab = "frequency", xlab = "child labour in Trade Hotels & Restaurants")
```

### Others

```{r}
histogram(~data$Others, col='pink', ylab = "frequency", xlab = "child labour in other sectors")
```

### state_wise distribution of child labour in agricluture sector

```{r}
library(lattice)
histogram(~Agriculture|States, data=data, breaks= 20, col=c(1,2))

```

# BOXPLOT{.tabset}

### BOXPLOT FOR CHILD LABOUR IN AGRICULTURAL SECTOR

```{r}
boxplot(Agriculture~Total, data= data, col='green', xlim=c(0,2), main= "BOXPLOT FOR CHILD LABOUR IN AGRICULTURAL SECTOR")
```


# ASSOCIATION{.tabset}

### SCATTERPLOT FOR CHILD LABOUR IN AGRICULTURAL SECTOR AND TOTAL IN EACH STATES

```{r}

library(ggplot2)
ggplot(data)+geom_point(mapping= aes(x=Agriculture, y=Total, color= States)) +ggtitle(label= "ASSOCIATION OF CHILD LABOUR IN AGRICULTURAL SECTOR AND TOTAL")
```

# CONCLUSION {data-width=350}

### Agriculture

```{r}
value=sum(data$Agriculture)
valueBox("percentage total from all states(Child labour in Agriculture )",value,icon="fa fa-user")

```

### Manufacturing

```{r}
value=sum(data$Manufacturing)
valueBox("percentage total from all states(Child labour in manufacturing )",value,icon="fa fa-user")

```

###  Trade Hotels & Restaurants

```{r}
value=sum(data$Trade.Hotels...Restaurants)
valueBox("percentage total from all states(Child labour in construction )",value,icon="fa fa-user")


```

### inference
```{r}
"From all of these studies, it is seen that the number of child labour is highest in agricultural sector. The next highest is from manufacturing sector, followed by trade, hotels and restaurants"
```

# DATASET{data-width=350}

### download dataset

```{r}
datatable(data,extensions="Buttons", options=list(dom="Bfrtip",buttons= c('copy','print','pdf','csv')))
```