Spaces:
Sleeping
Sleeping
Commit
•
bf87708
1
Parent(s):
f744e75
Upload 3 files
Browse files- app.py +74 -0
- mycardata.csv +302 -0
- requirements.txt +5 -0
app.py
ADDED
@@ -0,0 +1,74 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
import streamlit as st
|
2 |
+
import pandas as pd
|
3 |
+
import numpy as np
|
4 |
+
from sklearn.cluster import KMeans
|
5 |
+
import matplotlib.pyplot as plt
|
6 |
+
|
7 |
+
df = pd.read_csv("mycardata.csv")
|
8 |
+
|
9 |
+
# Main content
|
10 |
+
st.title('Simple Car Clustering :blue_car:')
|
11 |
+
|
12 |
+
st.write('**Data Preview:**')
|
13 |
+
st.dataframe(df)
|
14 |
+
|
15 |
+
st.write('**Data Processed:**')
|
16 |
+
df['Selling_Price'] *= 10000
|
17 |
+
df['Present_Price'] *= 10000
|
18 |
+
df = pd.get_dummies(df, columns=['Transmission', 'Seller_Type', 'Fuel_Type'])
|
19 |
+
# Outlier
|
20 |
+
clip_limits = df[['Selling_Price', 'Present_Price', 'Kms_Driven']].quantile(0.97)
|
21 |
+
df[['Selling_Price', 'Present_Price', 'Kms_Driven']] = df[['Selling_Price', 'Present_Price', 'Kms_Driven']].clip(upper=clip_limits, axis=1)
|
22 |
+
st.dataframe(df)
|
23 |
+
|
24 |
+
n_clusters = st.slider('Pick Number Of Clusters',min_value=2, max_value=10, value=4)
|
25 |
+
|
26 |
+
# Perform K-means clustering
|
27 |
+
X = df[['Selling_Price', 'Kms_Driven']]
|
28 |
+
kmeans = KMeans(n_clusters=n_clusters, random_state=42)
|
29 |
+
df['cluster'] = kmeans.fit_predict(X)
|
30 |
+
|
31 |
+
|
32 |
+
# Create a 2x2 grid of subplots
|
33 |
+
fig, axs = plt.subplots(nrows=2, ncols=2, figsize=(12, 8))
|
34 |
+
|
35 |
+
# Define the colors for the clusters
|
36 |
+
colors = ['red', 'blue', 'green', 'orange', 'purple', 'brown', 'pink', 'gray', 'olive', 'cyan']
|
37 |
+
|
38 |
+
# Plot 1: Price vs. Kilometers Driven
|
39 |
+
for i in range(n_clusters):
|
40 |
+
cluster_data = df[df['cluster'] == i]
|
41 |
+
axs[0, 0].scatter(cluster_data['Selling_Price'], cluster_data['Kms_Driven'], c=colors[i], label=f'Cluster {i+1}')
|
42 |
+
axs[0, 0].set_xlabel('Price')
|
43 |
+
axs[0, 0].set_ylabel('Kilometers Driven')
|
44 |
+
axs[0, 0].set_title('KM to Price')
|
45 |
+
|
46 |
+
# Plot 2: Year vs. Kilometers Driven
|
47 |
+
for i in range(n_clusters):
|
48 |
+
cluster_data = df[df['cluster'] == i]
|
49 |
+
axs[0, 1].scatter(cluster_data['Year'], cluster_data['Kms_Driven'], c=colors[i], label=f'Cluster {i+1}')
|
50 |
+
axs[0, 1].set_xlabel('Year')
|
51 |
+
axs[0, 1].set_ylabel('Kilometers Driven')
|
52 |
+
axs[0, 1].set_title('KM to Years')
|
53 |
+
|
54 |
+
# Plot 3: Year vs. Price
|
55 |
+
for i in range(n_clusters):
|
56 |
+
cluster_data = df[df['cluster'] == i]
|
57 |
+
axs[1, 0].scatter(cluster_data['Year'], cluster_data['Selling_Price'], c=colors[i], label=f'Cluster {i+1}')
|
58 |
+
axs[1, 0].set_xlabel('Year')
|
59 |
+
axs[1, 0].set_ylabel('Price')
|
60 |
+
axs[1, 0].set_title('Price to Year')
|
61 |
+
|
62 |
+
# Plot 4: Retail vs. Price
|
63 |
+
for i in range(n_clusters):
|
64 |
+
cluster_data = df[df['cluster'] == i]
|
65 |
+
axs[1, 1].scatter(cluster_data['Present_Price'], cluster_data['Selling_Price'], c=colors[i], label=f'Cluster {i+1}')
|
66 |
+
axs[1, 1].set_xlabel('Retail')
|
67 |
+
axs[1, 1].set_ylabel('Price')
|
68 |
+
axs[1, 1].set_title('Price to Retail')
|
69 |
+
|
70 |
+
# Adjust the spacing between subplots
|
71 |
+
fig.tight_layout()
|
72 |
+
|
73 |
+
# Display the plot
|
74 |
+
st.pyplot(fig)
|
mycardata.csv
ADDED
@@ -0,0 +1,302 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
Car_Name,Year,Selling_Price,Present_Price,Kms_Driven,Fuel_Type,Seller_Type,Transmission,Owner
|
2 |
+
ritz,2014,3.35,5.59,27000,Petrol,Dealer,Manual,0
|
3 |
+
sx4,2013,4.75,9.54,43000,Diesel,Dealer,Manual,0
|
4 |
+
ciaz,2017,7.25,9.85,6900,Petrol,Dealer,Manual,0
|
5 |
+
wagon r,2011,2.85,4.15,5200,Petrol,Dealer,Manual,0
|
6 |
+
swift,2014,4.6,6.87,42450,Diesel,Dealer,Manual,0
|
7 |
+
vitara brezza,2018,9.25,9.83,2071,Diesel,Dealer,Manual,0
|
8 |
+
ciaz,2015,6.75,8.12,18796,Petrol,Dealer,Manual,0
|
9 |
+
s cross,2015,6.5,8.61,33429,Diesel,Dealer,Manual,0
|
10 |
+
ciaz,2016,8.75,8.89,20273,Diesel,Dealer,Manual,0
|
11 |
+
ciaz,2015,7.45,8.92,42367,Diesel,Dealer,Manual,0
|
12 |
+
alto 800,2017,2.85,3.6,2135,Petrol,Dealer,Manual,0
|
13 |
+
ciaz,2015,6.85,10.38,51000,Diesel,Dealer,Manual,0
|
14 |
+
ciaz,2015,7.5,9.94,15000,Petrol,Dealer,Automatic,0
|
15 |
+
ertiga,2015,6.1,7.71,26000,Petrol,Dealer,Manual,0
|
16 |
+
dzire,2009,2.25,7.21,77427,Petrol,Dealer,Manual,0
|
17 |
+
ertiga,2016,7.75,10.79,43000,Diesel,Dealer,Manual,0
|
18 |
+
ertiga,2015,7.25,10.79,41678,Diesel,Dealer,Manual,0
|
19 |
+
ertiga,2016,7.75,10.79,43000,Diesel,Dealer,Manual,0
|
20 |
+
wagon r,2015,3.25,05.09,35500,CNG,Dealer,Manual,0
|
21 |
+
sx4,2010,2.65,7.98,41442,Petrol,Dealer,Manual,0
|
22 |
+
alto k10,2016,2.85,3.95,25000,Petrol,Dealer,Manual,0
|
23 |
+
ignis,2017,4.9,5.71,2400,Petrol,Dealer,Manual,0
|
24 |
+
sx4,2011,4.4,08.01,50000,Petrol,Dealer,Automatic,0
|
25 |
+
alto k10,2014,2.5,3.46,45280,Petrol,Dealer,Manual,0
|
26 |
+
wagon r,2013,2.9,4.41,56879,Petrol,Dealer,Manual,0
|
27 |
+
swift,2011,3,4.99,20000,Petrol,Dealer,Manual,0
|
28 |
+
swift,2013,4.15,5.87,55138,Petrol,Dealer,Manual,0
|
29 |
+
swift,2017,6,6.49,16200,Petrol,Individual,Manual,0
|
30 |
+
alto k10,2010,1.95,3.95,44542,Petrol,Dealer,Manual,0
|
31 |
+
ciaz,2015,7.45,10.38,45000,Diesel,Dealer,Manual,0
|
32 |
+
ritz,2012,3.1,5.98,51439,Diesel,Dealer,Manual,0
|
33 |
+
ritz,2011,2.35,4.89,54200,Petrol,Dealer,Manual,0
|
34 |
+
swift,2014,4.95,7.49,39000,Diesel,Dealer,Manual,0
|
35 |
+
ertiga,2014,6,9.95,45000,Diesel,Dealer,Manual,0
|
36 |
+
dzire,2014,5.5,08.06,45000,Diesel,Dealer,Manual,0
|
37 |
+
sx4,2011,2.95,7.74,49998,CNG,Dealer,Manual,0
|
38 |
+
dzire,2015,4.65,7.2,48767,Petrol,Dealer,Manual,0
|
39 |
+
800,2003,0.35,2.28,127000,Petrol,Individual,Manual,0
|
40 |
+
alto k10,2016,3,3.76,10079,Petrol,Dealer,Manual,0
|
41 |
+
sx4,2003,2.25,7.98,62000,Petrol,Dealer,Manual,0
|
42 |
+
baleno,2016,5.85,7.87,24524,Petrol,Dealer,Automatic,0
|
43 |
+
alto k10,2014,2.55,3.98,46706,Petrol,Dealer,Manual,0
|
44 |
+
sx4,2008,1.95,7.15,58000,Petrol,Dealer,Manual,0
|
45 |
+
dzire,2014,5.5,08.06,45780,Diesel,Dealer,Manual,0
|
46 |
+
omni,2012,1.25,2.69,50000,Petrol,Dealer,Manual,0
|
47 |
+
ciaz,2014,7.5,12.04,15000,Petrol,Dealer,Automatic,0
|
48 |
+
ritz,2013,2.65,4.89,64532,Petrol,Dealer,Manual,0
|
49 |
+
wagon r,2006,01.05,4.15,65000,Petrol,Dealer,Manual,0
|
50 |
+
ertiga,2015,5.8,7.71,25870,Petrol,Dealer,Manual,0
|
51 |
+
ciaz,2017,7.75,9.29,37000,Petrol,Dealer,Automatic,0
|
52 |
+
fortuner,2012,14.9,30.61,104707,Diesel,Dealer,Automatic,0
|
53 |
+
fortuner,2015,23,30.61,40000,Diesel,Dealer,Automatic,0
|
54 |
+
innova,2017,18,19.77,15000,Diesel,Dealer,Automatic,0
|
55 |
+
fortuner,2013,16,30.61,135000,Diesel,Individual,Automatic,0
|
56 |
+
innova,2005,2.75,10.21,90000,Petrol,Individual,Manual,0
|
57 |
+
corolla altis,2009,3.6,15.04,70000,Petrol,Dealer,Automatic,0
|
58 |
+
etios cross,2015,4.5,7.27,40534,Petrol,Dealer,Manual,0
|
59 |
+
corolla altis,2010,4.75,18.54,50000,Petrol,Dealer,Manual,0
|
60 |
+
etios g,2014,4.1,6.8,39485,Petrol,Dealer,Manual,1
|
61 |
+
fortuner,2014,19.99,35.96,41000,Diesel,Dealer,Automatic,0
|
62 |
+
corolla altis,2013,6.95,18.61,40001,Petrol,Dealer,Manual,0
|
63 |
+
etios cross,2015,4.5,7.7,40588,Petrol,Dealer,Manual,0
|
64 |
+
fortuner,2014,18.75,35.96,78000,Diesel,Dealer,Automatic,0
|
65 |
+
fortuner,2015,23.5,35.96,47000,Diesel,Dealer,Automatic,0
|
66 |
+
fortuner,2017,33,36.23,6000,Diesel,Dealer,Automatic,0
|
67 |
+
etios liva,2014,4.75,6.95,45000,Diesel,Dealer,Manual,0
|
68 |
+
innova,2017,19.75,23.15,11000,Petrol,Dealer,Automatic,0
|
69 |
+
fortuner,2010,9.25,20.45,59000,Diesel,Dealer,Manual,0
|
70 |
+
corolla altis,2011,4.35,13.74,88000,Petrol,Dealer,Manual,0
|
71 |
+
corolla altis,2016,14.25,20.91,12000,Petrol,Dealer,Manual,0
|
72 |
+
etios liva,2014,3.95,6.76,71000,Diesel,Dealer,Manual,0
|
73 |
+
corolla altis,2011,4.5,12.48,45000,Diesel,Dealer,Manual,0
|
74 |
+
corolla altis,2013,7.45,18.61,56001,Petrol,Dealer,Manual,0
|
75 |
+
etios liva,2011,2.65,5.71,43000,Petrol,Dealer,Manual,0
|
76 |
+
etios cross,2014,4.9,8.93,83000,Diesel,Dealer,Manual,0
|
77 |
+
etios g,2015,3.95,6.8,36000,Petrol,Dealer,Manual,0
|
78 |
+
corolla altis,2013,5.5,14.68,72000,Petrol,Dealer,Manual,0
|
79 |
+
corolla,2004,1.5,12.35,135154,Petrol,Dealer,Automatic,0
|
80 |
+
corolla altis,2010,5.25,22.83,80000,Petrol,Dealer,Automatic,0
|
81 |
+
fortuner,2012,14.5,30.61,89000,Diesel,Dealer,Automatic,0
|
82 |
+
corolla altis,2016,14.73,14.89,23000,Diesel,Dealer,Manual,0
|
83 |
+
etios gd,2015,4.75,7.85,40000,Diesel,Dealer,Manual,0
|
84 |
+
innova,2017,23,25.39,15000,Diesel,Dealer,Automatic,0
|
85 |
+
innova,2015,12.5,13.46,38000,Diesel,Dealer,Manual,0
|
86 |
+
innova,2005,3.49,13.46,197176,Diesel,Dealer,Manual,0
|
87 |
+
camry,2006,2.5,23.73,142000,Petrol,Individual,Automatic,3
|
88 |
+
land cruiser,2010,35,92.6,78000,Diesel,Dealer,Manual,0
|
89 |
+
corolla altis,2012,5.9,13.74,56000,Petrol,Dealer,Manual,0
|
90 |
+
etios liva,2013,3.45,06.05,47000,Petrol,Dealer,Manual,0
|
91 |
+
etios g,2014,4.75,6.76,40000,Petrol,Dealer,Manual,0
|
92 |
+
corolla altis,2009,3.8,18.61,62000,Petrol,Dealer,Manual,0
|
93 |
+
innova,2014,11.25,16.09,58242,Diesel,Dealer,Manual,0
|
94 |
+
innova,2005,3.51,13.7,75000,Petrol,Dealer,Manual,0
|
95 |
+
fortuner,2015,23,30.61,40000,Diesel,Dealer,Automatic,0
|
96 |
+
corolla altis,2008,4,22.78,89000,Petrol,Dealer,Automatic,0
|
97 |
+
corolla altis,2012,5.85,18.61,72000,Petrol,Dealer,Manual,0
|
98 |
+
innova,2016,20.75,25.39,29000,Diesel,Dealer,Automatic,0
|
99 |
+
corolla altis,2017,17,18.64,8700,Petrol,Dealer,Manual,0
|
100 |
+
corolla altis,2013,07.05,18.61,45000,Petrol,Dealer,Manual,0
|
101 |
+
fortuner,2010,9.65,20.45,50024,Diesel,Dealer,Manual,0
|
102 |
+
Royal Enfield Thunder 500,2016,1.75,1.9,3000,Petrol,Individual,Manual,0
|
103 |
+
UM Renegade Mojave,2017,1.7,1.82,1400,Petrol,Individual,Manual,0
|
104 |
+
KTM RC200,2017,1.65,1.78,4000,Petrol,Individual,Manual,0
|
105 |
+
Bajaj Dominar 400,2017,1.45,1.6,1200,Petrol,Individual,Manual,0
|
106 |
+
Royal Enfield Classic 350,2017,1.35,1.47,4100,Petrol,Individual,Manual,0
|
107 |
+
KTM RC390,2015,1.35,2.37,21700,Petrol,Individual,Manual,0
|
108 |
+
Hyosung GT250R,2014,1.35,3.45,16500,Petrol,Individual,Manual,1
|
109 |
+
Royal Enfield Thunder 350,2013,1.25,1.5,15000,Petrol,Individual,Manual,0
|
110 |
+
Royal Enfield Thunder 350,2016,1.2,1.5,18000,Petrol,Individual,Manual,0
|
111 |
+
Royal Enfield Classic 350,2017,1.2,1.47,11000,Petrol,Individual,Manual,0
|
112 |
+
KTM RC200,2016,1.2,1.78,6000,Petrol,Individual,Manual,0
|
113 |
+
Royal Enfield Thunder 350,2016,1.15,1.5,8700,Petrol,Individual,Manual,0
|
114 |
+
KTM 390 Duke,2014,1.15,2.4,7000,Petrol,Individual,Manual,0
|
115 |
+
Mahindra Mojo XT300,2016,1.15,1.4,35000,Petrol,Individual,Manual,0
|
116 |
+
Royal Enfield Classic 350,2015,1.15,1.47,17000,Petrol,Individual,Manual,0
|
117 |
+
Royal Enfield Classic 350,2015,1.11,1.47,17500,Petrol,Individual,Manual,0
|
118 |
+
Royal Enfield Classic 350,2013,1.1,1.47,33000,Petrol,Individual,Manual,0
|
119 |
+
Royal Enfield Thunder 500,2015,1.1,1.9,14000,Petrol,Individual,Manual,0
|
120 |
+
Royal Enfield Classic 350,2015,1.1,1.47,26000,Petrol,Individual,Manual,0
|
121 |
+
Royal Enfield Thunder 500,2013,01.05,1.9,5400,Petrol,Individual,Manual,0
|
122 |
+
Bajaj Pulsar RS200,2016,01.05,1.26,5700,Petrol,Individual,Manual,0
|
123 |
+
Royal Enfield Thunder 350,2011,01.05,1.5,6900,Petrol,Individual,Manual,0
|
124 |
+
Royal Enfield Bullet 350,2016,01.05,1.17,6000,Petrol,Individual,Manual,0
|
125 |
+
Royal Enfield Classic 350,2013,1,1.47,46500,Petrol,Individual,Manual,0
|
126 |
+
Royal Enfield Classic 500,2012,0.95,1.75,11500,Petrol,Individual,Manual,0
|
127 |
+
Royal Enfield Classic 500,2009,0.9,1.75,40000,Petrol,Individual,Manual,0
|
128 |
+
Bajaj Avenger 220,2017,0.9,0.95,1300,Petrol,Individual,Manual,0
|
129 |
+
Bajaj Avenger 150,2016,0.75,0.8,7000,Petrol,Individual,Manual,0
|
130 |
+
Honda CB Hornet 160R,2017,0.8,0.87,3000,Petrol,Individual,Manual,0
|
131 |
+
Yamaha FZ S V 2.0,2017,0.78,0.84,5000,Petrol,Individual,Manual,0
|
132 |
+
Honda CB Hornet 160R,2017,0.75,0.87,11000,Petrol,Individual,Manual,0
|
133 |
+
Yamaha FZ 16,2015,0.75,0.82,18000,Petrol,Individual,Manual,0
|
134 |
+
Bajaj Avenger 220,2017,0.75,0.95,3500,Petrol,Individual,Manual,0
|
135 |
+
Bajaj Avenger 220,2016,0.72,0.95,500,Petrol,Individual,Manual,0
|
136 |
+
TVS Apache RTR 160,2017,0.65,0.81,11800,Petrol,Individual,Manual,0
|
137 |
+
Bajaj Pulsar 150,2015,0.65,0.74,5000,Petrol,Individual,Manual,0
|
138 |
+
Honda CBR 150,2014,0.65,1.2,23500,Petrol,Individual,Manual,0
|
139 |
+
Hero Extreme,2013,0.65,787,16000,Petrol,Individual,Manual,0
|
140 |
+
Honda CB Hornet 160R,2016,0.6,0.87,15000,Petrol,Individual,Manual,0
|
141 |
+
Bajaj Avenger 220 dtsi,2015,0.6,0.95,16600,Petrol,Individual,Manual,0
|
142 |
+
Honda CBR 150,2013,0.6,1.2,32000,Petrol,Individual,Manual,0
|
143 |
+
Bajaj Avenger 150 street,2016,0.6,0.8,20000,Petrol,Individual,Manual,0
|
144 |
+
Yamaha FZ v 2.0,2015,0.6,0.84,29000,Petrol,Individual,Manual,0
|
145 |
+
Yamaha FZ v 2.0,2016,0.6,0.84,25000,Petrol,Individual,Manual,0
|
146 |
+
Bajaj Pulsar NS 200,2014,0.6,0.99,25000,Petrol,Individual,Manual,0
|
147 |
+
TVS Apache RTR 160,2012,0.6,0.81,19000,Petrol,Individual,Manual,0
|
148 |
+
Hero Extreme,2014,0.55,787,15000,Petrol,Individual,Manual,0
|
149 |
+
Yamaha FZ S V 2.0,2015,0.55,0.84,58000,Petrol,Individual,Manual,0
|
150 |
+
Bajaj Pulsar 220 F,2010,0.52,0.94,45000,Petrol,Individual,Manual,0
|
151 |
+
Bajaj Pulsar 220 F,2016,0.51,0.94,24000,Petrol,Individual,Manual,0
|
152 |
+
TVS Apache RTR 180,2011,0.5,826,6000,Petrol,Individual,Manual,0
|
153 |
+
Hero Passion X pro,2016,0.5,0.55,31000,Petrol,Individual,Manual,0
|
154 |
+
Bajaj Pulsar NS 200,2012,0.5,0.99,13000,Petrol,Individual,Manual,0
|
155 |
+
Bajaj Pulsar NS 200,2013,0.5,0.99,45000,Petrol,Individual,Manual,0
|
156 |
+
Yamaha Fazer,2014,0.5,0.88,8000,Petrol,Individual,Manual,0
|
157 |
+
Honda Activa 4G,2017,0.48,0.51,4300,Petrol,Individual,Automatic,0
|
158 |
+
TVS Sport,2017,0.48,0.52,15000,Petrol,Individual,Manual,0
|
159 |
+
Yamaha FZ S V 2.0,2015,0.48,0.84,23000,Petrol,Individual,Manual,0
|
160 |
+
Honda Dream Yuga,2017,0.48,0.54,8600,Petrol,Individual,Manual,0
|
161 |
+
Honda Activa 4G,2017,0.45,0.51,4000,Petrol,Individual,Automatic,0
|
162 |
+
Bajaj Avenger Street 220,2011,0.45,0.95,24000,Petrol,Individual,Manual,0
|
163 |
+
TVS Apache RTR 180,2014,0.45,826,23000,Petrol,Individual,Manual,0
|
164 |
+
Bajaj Pulsar NS 200,2012,0.45,0.99,14500,Petrol,Individual,Manual,0
|
165 |
+
Bajaj Avenger 220 dtsi,2010,0.45,0.95,27000,Petrol,Individual,Manual,0
|
166 |
+
Hero Splender iSmart,2016,0.45,0.54,14000,Petrol,Individual,Manual,0
|
167 |
+
Activa 3g,2016,0.45,0.54,500,Petrol,Individual,Automatic,0
|
168 |
+
Hero Passion Pro,2016,0.45,0.55,1000,Petrol,Individual,Manual,0
|
169 |
+
TVS Apache RTR 160,2014,0.42,0.81,42000,Petrol,Individual,Manual,0
|
170 |
+
Honda CB Trigger,2013,0.42,0.73,12000,Petrol,Individual,Manual,0
|
171 |
+
Hero Splender iSmart,2015,0.4,0.54,14000,Petrol,Individual,Manual,0
|
172 |
+
Yamaha FZ S,2012,0.4,0.83,5500,Petrol,Individual,Manual,0
|
173 |
+
Hero Passion Pro,2015,0.4,0.55,6700,Petrol,Individual,Manual,0
|
174 |
+
Bajaj Pulsar 135 LS,2014,0.4,0.64,13700,Petrol,Individual,Manual,0
|
175 |
+
Activa 4g,2017,0.4,0.51,1300,Petrol,Individual,Automatic,0
|
176 |
+
Honda CB Unicorn,2015,0.38,0.72,38600,Petrol,Individual,Manual,0
|
177 |
+
Hero Honda CBZ extreme,2011,0.38,787,75000,Petrol,Individual,Manual,0
|
178 |
+
Honda Karizma,2011,0.35,01.05,30000,Petrol,Individual,Manual,0
|
179 |
+
Honda Activa 125,2016,0.35,0.57,24000,Petrol,Individual,Automatic,0
|
180 |
+
TVS Jupyter,2014,0.35,0.52,19000,Petrol,Individual,Automatic,0
|
181 |
+
Honda Karizma,2010,0.31,01.05,213000,Petrol,Individual,Manual,0
|
182 |
+
Hero Honda Passion Pro,2012,0.3,0.51,60000,Petrol,Individual,Manual,0
|
183 |
+
Hero Splender Plus,2016,0.3,0.48,50000,Petrol,Individual,Manual,0
|
184 |
+
Honda CB Shine,2013,0.3,0.58,30000,Petrol,Individual,Manual,0
|
185 |
+
Bajaj Discover 100,2013,0.27,0.47,21000,Petrol,Individual,Manual,0
|
186 |
+
Bajaj Pulsar 150,2008,0.25,0.75,26000,Petrol,Individual,Manual,1
|
187 |
+
Suzuki Access 125,2008,0.25,0.58,1900,Petrol,Individual,Automatic,0
|
188 |
+
TVS Wego,2010,0.25,0.52,22000,Petrol,Individual,Automatic,0
|
189 |
+
Honda CB twister,2013,0.25,0.51,32000,Petrol,Individual,Manual,0
|
190 |
+
Hero Glamour,2013,0.25,0.57,18000,Petrol,Individual,Manual,0
|
191 |
+
Hero Super Splendor,2005,0.2,0.57,55000,Petrol,Individual,Manual,0
|
192 |
+
Bajaj Pulsar 150,2008,0.2,0.75,60000,Petrol,Individual,Manual,0
|
193 |
+
Bajaj Discover 125,2012,0.2,0.57,25000,Petrol,Individual,Manual,1
|
194 |
+
Hero Hunk,2007,0.2,0.75,49000,Petrol,Individual,Manual,1
|
195 |
+
Hero Ignitor Disc,2013,0.2,0.65,24000,Petrol,Individual,Manual,1
|
196 |
+
Hero CBZ Xtreme,2008,0.2,787,50000,Petrol,Individual,Manual,0
|
197 |
+
Bajaj ct 100,2015,0.18,0.32,35000,Petrol,Individual,Manual,0
|
198 |
+
Activa 3g,2008,0.17,0.52,500000,Petrol,Individual,Automatic,0
|
199 |
+
Honda CB twister,2010,0.16,0.51,33000,Petrol,Individual,Manual,0
|
200 |
+
Bajaj Discover 125,2011,0.15,0.57,35000,Petrol,Individual,Manual,1
|
201 |
+
Honda CB Shine,2007,0.12,0.58,53000,Petrol,Individual,Manual,0
|
202 |
+
Bajaj Pulsar 150,2006,0.1,0.75,92233,Petrol,Individual,Manual,0
|
203 |
+
i20,2010,3.25,6.79,58000,Diesel,Dealer,Manual,1
|
204 |
+
grand i10,2015,4.4,5.7,28200,Petrol,Dealer,Manual,0
|
205 |
+
i10,2011,2.95,4.6,53460,Petrol,Dealer,Manual,0
|
206 |
+
eon,2015,2.75,4.43,28282,Petrol,Dealer,Manual,0
|
207 |
+
grand i10,2016,5.25,5.7,3493,Petrol,Dealer,Manual,1
|
208 |
+
xcent,2017,5.75,7.13,12479,Petrol,Dealer,Manual,0
|
209 |
+
grand i10,2015,5.15,5.7,34797,Petrol,Dealer,Automatic,0
|
210 |
+
i20,2017,7.9,8.1,3435,Petrol,Dealer,Manual,0
|
211 |
+
grand i10,2015,4.85,5.7,21125,Diesel,Dealer,Manual,0
|
212 |
+
i10,2012,3.1,4.6,35775,Petrol,Dealer,Manual,0
|
213 |
+
elantra,2015,11.75,14.79,43535,Diesel,Dealer,Manual,0
|
214 |
+
creta,2016,11.25,13.6,22671,Petrol,Dealer,Manual,0
|
215 |
+
i20,2011,2.9,6.79,31604,Petrol,Dealer,Manual,0
|
216 |
+
grand i10,2017,5.25,5.7,20114,Petrol,Dealer,Manual,0
|
217 |
+
verna,2012,4.5,9.4,36100,Petrol,Dealer,Manual,0
|
218 |
+
eon,2016,2.9,4.43,12500,Petrol,Dealer,Manual,0
|
219 |
+
eon,2016,3.15,4.43,15000,Petrol,Dealer,Manual,0
|
220 |
+
verna,2014,6.45,9.4,45078,Petrol,Dealer,Manual,0
|
221 |
+
verna,2012,4.5,9.4,36000,Petrol,Dealer,Manual,0
|
222 |
+
eon,2017,3.5,4.43,38488,Petrol,Dealer,Manual,0
|
223 |
+
i20,2013,4.5,6.79,32000,Petrol,Dealer,Automatic,0
|
224 |
+
i20,2014,6,7.6,77632,Diesel,Dealer,Manual,0
|
225 |
+
verna,2015,8.25,9.4,61381,Diesel,Dealer,Manual,0
|
226 |
+
verna,2013,5.11,9.4,36198,Petrol,Dealer,Automatic,0
|
227 |
+
i10,2011,2.7,4.6,22517,Petrol,Dealer,Manual,0
|
228 |
+
grand i10,2015,5.25,5.7,24678,Petrol,Dealer,Manual,0
|
229 |
+
i10,2011,2.55,4.43,57000,Petrol,Dealer,Manual,0
|
230 |
+
verna,2012,4.95,9.4,60000,Diesel,Dealer,Manual,0
|
231 |
+
i20,2012,3.1,6.79,52132,Diesel,Dealer,Manual,0
|
232 |
+
verna,2013,6.15,9.4,45000,Diesel,Dealer,Manual,0
|
233 |
+
verna,2017,9.25,9.4,15001,Petrol,Dealer,Manual,0
|
234 |
+
elantra,2015,11.45,14.79,12900,Petrol,Dealer,Automatic,0
|
235 |
+
grand i10,2013,3.9,5.7,53000,Diesel,Dealer,Manual,0
|
236 |
+
grand i10,2015,5.5,5.7,4492,Petrol,Dealer,Manual,0
|
237 |
+
verna,2017,9.1,9.4,15141,Petrol,Dealer,Manual,0
|
238 |
+
eon,2016,3.1,4.43,11849,Petrol,Dealer,Manual,0
|
239 |
+
creta,2015,11.25,13.6,68000,Diesel,Dealer,Manual,0
|
240 |
+
verna,2013,4.8,9.4,60241,Petrol,Dealer,Manual,0
|
241 |
+
eon,2012,2,4.43,23709,Petrol,Dealer,Manual,0
|
242 |
+
verna,2012,5.35,9.4,32322,Diesel,Dealer,Manual,0
|
243 |
+
xcent,2015,4.75,7.13,35866,Petrol,Dealer,Manual,1
|
244 |
+
xcent,2014,4.4,7.13,34000,Petrol,Dealer,Manual,0
|
245 |
+
i20,2016,6.25,7.6,7000,Petrol,Dealer,Manual,0
|
246 |
+
verna,2013,5.95,9.4,49000,Diesel,Dealer,Manual,0
|
247 |
+
verna,2012,5.2,9.4,71000,Diesel,Dealer,Manual,0
|
248 |
+
i20,2012,3.75,6.79,35000,Petrol,Dealer,Manual,0
|
249 |
+
verna,2015,5.95,9.4,36000,Petrol,Dealer,Manual,0
|
250 |
+
i10,2013,4,4.6,30000,Petrol,Dealer,Manual,0
|
251 |
+
i20,2016,5.25,7.6,17000,Petrol,Dealer,Manual,0
|
252 |
+
creta,2016,12.9,13.6,35934,Diesel,Dealer,Manual,0
|
253 |
+
city,2013,5,9.9,56701,Petrol,Dealer,Manual,0
|
254 |
+
brio,2015,5.4,6.82,31427,Petrol,Dealer,Automatic,0
|
255 |
+
city,2014,7.2,9.9,48000,Diesel,Dealer,Manual,0
|
256 |
+
city,2013,5.25,9.9,54242,Petrol,Dealer,Manual,0
|
257 |
+
brio,2012,3,5.35,53675,Petrol,Dealer,Manual,0
|
258 |
+
city,2016,10.25,13.6,49562,Petrol,Dealer,Manual,0
|
259 |
+
city,2015,8.5,13.6,40324,Petrol,Dealer,Manual,0
|
260 |
+
city,2015,8.4,13.6,25000,Petrol,Dealer,Manual,0
|
261 |
+
amaze,2014,3.9,7,36054,Petrol,Dealer,Manual,0
|
262 |
+
city,2016,9.15,13.6,29223,Petrol,Dealer,Manual,0
|
263 |
+
brio,2016,5.5,5.97,5600,Petrol,Dealer,Manual,0
|
264 |
+
amaze,2015,4,5.8,40023,Petrol,Dealer,Manual,0
|
265 |
+
jazz,2016,6.6,7.7,16002,Petrol,Dealer,Manual,0
|
266 |
+
amaze,2015,4,7,40026,Petrol,Dealer,Manual,0
|
267 |
+
jazz,2017,6.5,8.7,21200,Petrol,Dealer,Manual,0
|
268 |
+
amaze,2014,3.65,7,35000,Petrol,Dealer,Manual,0
|
269 |
+
city,2016,8.35,9.4,19434,Diesel,Dealer,Manual,0
|
270 |
+
brio,2017,4.8,5.8,19000,Petrol,Dealer,Manual,0
|
271 |
+
city,2015,6.7,10,18828,Petrol,Dealer,Manual,0
|
272 |
+
city,2011,4.1,10,69341,Petrol,Dealer,Manual,0
|
273 |
+
city,2009,3,10,69562,Petrol,Dealer,Manual,0
|
274 |
+
city,2015,7.5,10,27600,Petrol,Dealer,Manual,0
|
275 |
+
jazz,2010,2.25,7.5,61203,Petrol,Dealer,Manual,0
|
276 |
+
brio,2014,5.3,6.8,16500,Petrol,Dealer,Manual,0
|
277 |
+
city,2016,10.9,13.6,30753,Petrol,Dealer,Automatic,0
|
278 |
+
city,2015,8.65,13.6,24800,Petrol,Dealer,Manual,0
|
279 |
+
city,2015,9.7,13.6,21780,Petrol,Dealer,Manual,0
|
280 |
+
jazz,2016,6,8.4,4000,Petrol,Dealer,Manual,0
|
281 |
+
city,2014,6.25,13.6,40126,Petrol,Dealer,Manual,0
|
282 |
+
brio,2015,5.25,5.9,14465,Petrol,Dealer,Manual,0
|
283 |
+
city,2006,2.1,7.6,50456,Petrol,Dealer,Manual,0
|
284 |
+
city,2014,8.25,14,63000,Diesel,Dealer,Manual,0
|
285 |
+
city,2016,8.99,11.8,9010,Petrol,Dealer,Manual,0
|
286 |
+
brio,2013,3.5,5.9,9800,Petrol,Dealer,Manual,0
|
287 |
+
jazz,2016,7.4,8.5,15059,Petrol,Dealer,Automatic,0
|
288 |
+
jazz,2016,5.65,7.9,28569,Petrol,Dealer,Manual,0
|
289 |
+
amaze,2015,5.75,7.5,44000,Petrol,Dealer,Automatic,0
|
290 |
+
city,2015,8.4,13.6,34000,Petrol,Dealer,Manual,0
|
291 |
+
city,2016,10.11,13.6,10980,Petrol,Dealer,Manual,0
|
292 |
+
amaze,2014,4.5,6.4,19000,Petrol,Dealer,Manual,0
|
293 |
+
brio,2015,5.4,6.1,31427,Petrol,Dealer,Manual,0
|
294 |
+
jazz,2016,6.4,8.4,12000,Petrol,Dealer,Manual,0
|
295 |
+
city,2010,3.25,9.9,38000,Petrol,Dealer,Manual,0
|
296 |
+
amaze,2014,3.75,6.8,33019,Petrol,Dealer,Manual,0
|
297 |
+
city,2015,8.55,13.09,60076,Diesel,Dealer,Manual,0
|
298 |
+
city,2016,9.5,11.6,33988,Diesel,Dealer,Manual,0
|
299 |
+
brio,2015,4,5.9,60000,Petrol,Dealer,Manual,0
|
300 |
+
city,2009,3.35,11,87934,Petrol,Dealer,Manual,0
|
301 |
+
city,2017,11.5,12.5,9000,Diesel,Dealer,Manual,0
|
302 |
+
brio,2016,5.3,5.9,5464,Petrol,Dealer,Manual,0
|
requirements.txt
ADDED
@@ -0,0 +1,5 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
streamlit
|
2 |
+
pandas
|
3 |
+
numpy
|
4 |
+
scikit-learn
|
5 |
+
matplotlib
|