#!/usr/bin/env python
# coding: utf-8

# In[1]:


import pandas as pd
import numpy as np
from ggplot import *
import matplotlib.pyplot as plt
get_ipython().run_line_magic('matplotlib', 'inline')


# In[2]:


#relation of price with carat
ggplot(diamonds, aes('carat', 'price')) + geom_point()+ggtitle("Price VS Carat")


# In[3]:


ggplot(diamonds, aes('carat', 'price')) + geom_point()+ggtitle("Price VS Carat")+\
geom_jitter(alpha=0.1,color='blue')+stat_smooth(color='red')+\
scale_y_continuous(limits=(0,25000))


# In[4]:


#Closer obsvervation
ggplot(diamonds, aes('carat', 'price')) + geom_point()+\
scale_y_continuous(limits=(5000,17500)) +\
    scale_x_continuous(name="size in carats", limits=(0.5,2.5))


# In[5]:


ggplot(diamonds, aes('carat', 'price')) + geom_point()+\
scale_y_continuous(limits=(5000,10000)) +\
    scale_x_continuous(name="size in carats", limits=(1.0,1.5))


# In[6]:


ggplot(diamonds, aes('carat', 'price',color='cut')) + geom_point()+\
scale_y_continuous(limits=(5000,10000)) +\
    scale_x_continuous(name="size in carats", limits=(1.0,1.5))


# In[7]:


ggplot(diamonds, aes('carat', 'price',color='clarity')) + geom_point()+\
scale_y_continuous(limits=(5000,10000)) +\
    scale_x_continuous(name="size in carats", limits=(1.0,1.5))


# In[8]:


#conclusion


# In[9]:


ggplot(diamonds, aes('carat', 'price',color='color')) + geom_jitter(alpha=0.1)+ggtitle(" w.r.t Color")


# In[10]:


ggplot(diamonds, aes('carat', 'price',color='cut')) + geom_jitter(alpha=0.1)+ggtitle(" w.r.t Cut")


# In[11]:


ggplot(diamonds, aes('carat', 'price',color='clarity')) + geom_jitter(alpha=0.1)+ggtitle(" w.r.t Clarity")


# In[12]:


##FACETS
ggplot(aes(x='carat', y='price', colour='cut'), data=diamonds) + \
    geom_point() + facet_wrap("clarity")


# In[13]:


ggplot(aes(x='carat', y='price'), data=diamonds) + \
    geom_point() + facet_wrap("clarity")


# In[14]:


ggplot(aes(x='carat', y='price'), data=diamonds) + \
    geom_point() + facet_wrap("clarity")


# In[15]:


ggplot(aes(x='carat', y='price'), data=diamonds) + \
    geom_point() + facet_wrap("color")


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