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2023-113
Commit c8cc3752 authored by di-nethra's avatar di-nethra
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flask backed added

parent a4f7f641
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Soil Analyzer and Optimized Crop Finder - IT20233808/RP-MobileAPP-FE/components/common/Home.js
View file @ c8cc3752
...@@ -2,8 +2,9 @@ import React from 'react'; ...@@ -2,8 +2,9 @@ import React from 'react';
import { View, Text, TouchableOpacity, StyleSheet, ImageBackground } from 'react-native'; import { View, Text, TouchableOpacity, StyleSheet, ImageBackground } from 'react-native';
const HomePage = ({ navigation }) => { const HomePage = ({ navigation }) => {
const handleOptionSelect = (option) => { const handleOptionSelect = (option) => {
// Handle navigation to the selected option
if (option === 'pestDisease') { if (option === 'pestDisease') {
navigation.navigate('PestDiseasePage'); navigation.navigate('PestDiseasePage');
} else if (option === 'soilData') { } else if (option === 'soilData') {
......
Soil Analyzer and Optimized Crop Finder - IT20233808/soil-component-BE/.vscode/launch.json 0 → 100644
View file @ c8cc3752
{
// Use IntelliSense to learn about possible attributes.
// Hover to view descriptions of existing attributes.
// For more information, visit: https://go.microsoft.com/fwlink/?linkid=830387
"version": "0.2.0",
"configurations": [
{
"name": "Python: Current File",
"type": "python",
"request": "launch",
"program": "${file}",
"console": "integratedTerminal",
"justMyCode": true
}
]
}
\ No newline at end of file
Soil Analyzer and Optimized Crop Finder - IT20233808/soil-component-BE/app.py 0 → 100644
View file @ c8cc3752
from flask import Flask, request, jsonify
import csv
app = Flask(__name__)
class Crop:
def __init__(self, name, nutrient_requirements):
self.name = name
self.nutrient_requirements = nutrient_requirements
# Function to calculate the suitability score for a crop
def calculate_suitability_score(crop, user_soil_nutrients, optimization_criteria):
score = 0
for nutrient in user_soil_nutrients:
nutrient_value = user_soil_nutrients[nutrient]
required_value = crop.nutrient_requirements.get(nutrient, 0)
weight = optimization_criteria[nutrient]
difference = abs(nutrient_value - required_value)
if required_value == 0:
if difference == 0:
suitability = 100.0
else:
suitability = 0.0
else:
suitability = (1 - difference / required_value) * 100.0
weighted_suitability = suitability * weight
score += weighted_suitability
return score
def convert_user_soil_nutrients(user_soil_nutrients):
return ', '.join(f"{key}: {value}" for key, value in user_soil_nutrients.items())
def append_crop_data(top_crops, user_soil_nutrients, optimization_criteria):
field_names = ['Crop Name', 'N', 'P', 'K']
csv_file_path = 'crop_data.csv'
with open(csv_file_path, mode='a', newline='') as file:
writer = csv.DictWriter(file, fieldnames=field_names)
is_file_empty = file.tell() == 0
if is_file_empty:
writer.writeheader()
user_soil_nutrients_str = convert_user_soil_nutrients(user_soil_nutrients)
for crop in top_crops:
crop_obj = Crop(crop, {})
crop_data = {
'Crop Name': crop,
'N': user_soil_nutrients.get('N', 0),
'P': user_soil_nutrients.get('P', 0),
'K': user_soil_nutrients.get('K', 0)
}
writer.writerow(crop_data)
@app.route('/npk-data', methods=['POST'])
def receive_npk_data():
npk_data = request.get_json()
user_soil_nutrients = npk_data
crops = [
Crop("Soybean", {'N': 0.4, 'P': 0.3, 'K': 0.4}),
Crop("Barley", {'N': 0.5, 'P': 0.4, 'K': 0.5}),
Crop("Wheat", {'N': 0.7, 'P': 0.4, 'K': 0.6}),
Crop("Rice", {'N': 0.1, 'P': 0.2, 'K': 0.1}),
Crop("Maize", {'N': 0.6, 'P': 0.4, 'K': 0.5}),
Crop("Potato", {'N': 0.3, 'P': 0.4, 'K': 0.5}),
Crop("Tomato", {'N': 0.6, 'P': 0.6, 'K': 0.6}),
Crop("Cotton", {'N': 0.6, 'P': 0.4, 'K': 0.6})
]
optimization_criteria = {
'N': 1,
'P': 1,
'K': 1
}
crop_scores = []
for crop in crops:
suitability_score = calculate_suitability_score(crop, user_soil_nutrients, optimization_criteria)
crop_scores.append((crop, suitability_score))
crop_scores.sort(key=lambda x: x[1], reverse=True)
top_three_crops = []
for crop, score in sorted(crop_scores[:3], key=lambda x: x[1], reverse=True):
top_three_crops.append(crop.name)
append_crop_data(top_three_crops, user_soil_nutrients, optimization_criteria)
response_data = {
'top_crops': top_three_crops,
'highest_score': crop_scores[0][1]
}
return jsonify(response_data)
if __name__ == '__main__':
app.run()
Soil Analyzer and Optimized Crop Finder - IT20233808/soil-component-BE/crop_data.csv 0 → 100644
View file @ c8cc3752
Crop Name,N,P,K
Wheat,0.8,0.5,0.9
Tomato,0.8,0.5,0.9
Cotton,0.8,0.5,0.9
Soybean,0.2,0.1,0.3
Potato,0.2,0.1,0.3
Barley,0.2,0.1,0.3
Wheat,4.46,0.5,5.04
Tomato,4.46,0.5,5.04
Cotton,4.46,0.5,5.04
Wheat,4.46,0.5,5.04
Tomato,4.46,0.5,5.04
Cotton,4.46,0.5,5.04
Wheat,4.46,0.5,5.04
Tomato,4.46,0.5,5.04
Cotton,4.46,0.5,5.04
Wheat,4.46,0.5,5.04
Tomato,4.46,0.5,5.04
Cotton,4.46,0.5,5.04
Potato,0.3,0.2,0.5
Soybean,0.3,0.2,0.5
Barley,0.3,0.2,0.5
Wheat,4.52,0.11,5.38
Cotton,4.52,0.11,5.38
Tomato,4.52,0.11,5.38
Wheat,4.52,0.11,5.38
Cotton,4.52,0.11,5.38
Tomato,4.52,0.11,5.38
Wheat,4.52,0.11,5.38
Cotton,4.52,0.11,5.38
Tomato,4.52,0.11,5.38
Soybean,0,0,0
Barley,0,0,0
Wheat,0,0,0
Wheat,4.52,0.29,5.19
Cotton,4.52,0.29,5.19
Tomato,4.52,0.29,5.19
Wheat,4.57,0.11,5.33
Cotton,4.57,0.11,5.33
Tomato,4.57,0.11,5.33
Tomato,0,0.52,9.48
Wheat,0,0.52,9.48
Cotton,0,0.52,9.48
Wheat,4.52,0.11,5.38
Cotton,4.52,0.11,5.38
Tomato,4.52,0.11,5.38
Wheat,4.52,0.11,5.38
Cotton,4.52,0.11,5.38
Tomato,4.52,0.11,5.38
Wheat,4.52,0.11,5.38
Cotton,4.52,0.11,5.38
Tomato,4.52,0.11,5.38
Soybean,0.5,0.3,0.2
Barley,0.5,0.3,0.2
Maize,0.5,0.3,0.2
Potato,0.3,0.5,0.2
Barley,0.3,0.5,0.2
Tomato,0.3,0.5,0.2
Potato,0.3,0.5,0.2
Barley,0.3,0.5,0.2
Tomato,0.3,0.5,0.2
Wheat,4.47,0.29,5.24
Cotton,4.47,0.29,5.24
Tomato,4.47,0.29,5.24
Soil Analyzer and Optimized Crop Finder - IT20233808/soil-component-BE/soil_crop.csv 0 → 100644
View file @ c8cc3752
nitrogen,phosphorus,potassium,crop
90,42,43,rice
85,58,41,rice
60,55,44,rice
74,35,40,rice
78,42,42,rice
69,37,42,rice
69,55,38,rice
94,53,40,rice
89,54,38,rice
68,58,38,rice
91,53,40,rice
90,46,42,rice
78,58,44,rice
93,56,36,rice
94,50,37,rice
60,48,39,rice
85,38,41,rice
91,35,39,rice
77,38,36,rice
88,35,40,rice
89,45,36,rice
76,40,43,rice
67,59,41,rice
83,41,43,rice
98,47,37,rice
66,53,41,rice
97,59,43,rice
97,50,41,rice
60,49,44,rice
84,51,35,rice
73,57,41,rice
92,35,40,rice
85,37,39,rice
98,53,38,rice
88,54,44,rice
95,55,42,rice
99,57,35,rice
95,39,36,rice
60,43,44,rice
63,44,41,rice
62,42,36,rice
64,45,43,rice
83,60,36,rice
82,40,40,rice
85,52,45,rice
91,35,38,rice
76,49,42,rice
74,39,38,rice
79,43,39,rice
88,55,45,rice
60,36,43,rice
76,60,39,rice
93,56,42,rice
65,60,43,rice
95,52,36,rice
75,38,39,rice
74,54,38,rice
91,36,45,rice
71,46,40,rice
99,55,35,rice
72,40,38,rice
83,58,45,rice
93,58,38,rice
70,36,42,rice
76,47,42,rice
99,41,36,rice
99,54,37,rice
86,59,35,rice
69,46,41,rice
91,56,37,rice
61,52,41,rice
67,45,38,rice
79,42,37,rice
78,43,42,rice
75,54,36,rice
97,36,45,rice
67,47,44,rice
73,35,38,rice
77,36,37,rice
81,41,38,rice
68,57,43,rice
72,45,35,rice
61,53,43,rice
67,43,39,rice
67,58,39,rice
66,60,38,rice
82,43,38,rice
84,50,44,rice
81,53,42,rice
91,50,40,rice
93,53,38,rice
90,44,38,rice
81,45,35,rice
78,40,38,rice
60,51,36,rice
88,46,42,rice
93,47,37,rice
60,55,45,rice
78,35,44,rice
65,37,40,rice
71,54,16,maize
61,44,17,maize
80,43,16,maize
73,58,21,maize
61,38,20,maize
68,41,16,maize
93,41,17,maize
89,60,19,maize
76,44,17,maize
67,60,25,maize
70,44,19,maize
90,49,21,maize
62,52,16,maize
92,44,16,maize
66,54,21,maize
63,58,22,maize
70,47,17,maize
61,41,17,maize
66,53,19,maize
74,55,19,maize
77,57,21,maize
99,50,15,maize
74,56,22,maize
83,45,21,maize
100,48,16,maize
79,51,16,maize
94,39,18,maize
75,49,15,maize
78,48,22,maize
87,54,20,maize
87,35,25,maize
63,43,19,maize
84,57,25,maize
64,35,23,maize
60,46,22,maize
98,44,21,maize
75,56,18,maize
86,55,21,maize
98,35,18,maize
76,57,18,maize
99,56,17,maize
60,44,23,maize
74,48,17,maize
89,60,17,maize
69,51,23,maize
96,46,22,maize
61,60,15,maize
74,58,18,maize
74,43,23,maize
63,43,17,maize
99,36,20,maize
77,36,23,maize
87,60,23,maize
60,38,17,maize
94,54,17,maize
95,38,22,maize
84,44,21,maize
77,58,19,maize
66,44,20,maize
63,35,16,maize
79,45,20,maize
72,60,25,maize
67,51,24,maize
86,36,24,maize
76,48,18,maize
75,53,18,maize
81,45,23,maize
73,45,21,maize
71,35,24,maize
96,54,22,maize
99,39,18,maize
62,48,20,maize
86,37,16,maize
94,50,19,maize
76,39,24,maize
77,52,17,maize
74,39,23,maize
81,49,20,maize
63,42,21,maize
99,38,21,maize
90,52,25,maize
68,40,19,maize
60,57,24,maize
71,52,18,maize
61,59,17,maize
88,38,15,maize
65,60,22,maize
78,37,22,maize
78,58,15,maize
92,60,23,maize
79,59,17,maize
91,55,15,maize
76,51,18,maize
87,48,25,maize
71,60,22,maize
90,57,24,maize
67,35,22,maize
60,54,19,maize
83,58,23,maize
83,57,19,maize
40,72,77,chickpea
23,72,84,chickpea
39,58,85,chickpea
22,72,85,chickpea
36,67,77,chickpea
32,73,81,chickpea
58,70,84,chickpea
59,70,84,chickpea
42,62,75,chickpea
28,74,81,chickpea
58,66,79,chickpea
43,66,79,chickpea
58,63,81,chickpea
23,62,85,chickpea
27,62,77,chickpea
28,72,84,chickpea
50,56,76,chickpea
39,71,84,chickpea
25,78,76,chickpea
31,70,77,chickpea
26,80,83,chickpea
25,68,77,chickpea
31,78,76,chickpea
60,68,83,chickpea
59,62,83,chickpea
22,67,78,chickpea
36,65,80,chickpea
59,60,84,chickpea
54,77,85,chickpea
43,68,81,chickpea
28,76,82,chickpea
42,79,85,chickpea
32,60,83,chickpea
22,78,76,chickpea
31,79,75,chickpea
28,58,81,chickpea
57,58,77,chickpea
49,55,78,chickpea
46,76,77,chickpea
54,61,77,chickpea
38,60,76,chickpea
59,55,79,chickpea
36,76,75,chickpea
57,68,81,chickpea
35,66,81,chickpea
35,64,78,chickpea
52,60,79,chickpea
27,76,83,chickpea
57,60,84,chickpea
52,68,78,chickpea
43,79,79,chickpea
44,74,85,chickpea
24,55,78,chickpea
29,77,75,chickpea
20,60,78,chickpea
56,67,78,chickpea
37,66,85,chickpea
49,71,76,chickpea
59,69,80,chickpea
20,79,77,chickpea
24,56,85,chickpea
51,72,75,chickpea
57,73,85,chickpea
22,64,82,chickpea
52,73,79,chickpea
29,75,75,chickpea
44,59,78,chickpea
41,69,82,chickpea
52,56,85,chickpea
34,76,80,chickpea
42,74,83,chickpea
34,71,79,chickpea
27,73,79,chickpea
30,70,79,chickpea
57,57,75,chickpea
27,79,82,chickpea
32,71,85,chickpea
31,76,82,chickpea
33,75,84,chickpea
47,80,77,chickpea
54,62,80,chickpea
47,79,78,chickpea
35,57,83,chickpea
53,73,77,chickpea
45,61,78,chickpea
37,78,79,chickpea
30,75,81,chickpea
37,55,82,chickpea
53,65,76,chickpea
22,60,85,chickpea
60,61,78,chickpea
42,67,77,chickpea
39,76,76,chickpea
35,63,76,chickpea
30,65,82,chickpea
57,56,78,chickpea
48,65,78,chickpea
36,56,83,chickpea
40,58,75,chickpea
49,69,82,chickpea
13,60,25,kidneybeans
25,70,16,kidneybeans
31,55,22,kidneybeans
40,64,16,kidneybeans
2,61,20,kidneybeans
26,65,22,kidneybeans
17,57,21,kidneybeans
26,80,18,kidneybeans
17,59,17,kidneybeans
27,59,22,kidneybeans
28,58,24,kidneybeans
25,57,19,kidneybeans
28,80,17,kidneybeans
25,60,22,kidneybeans
12,78,23,kidneybeans
6,77,25,kidneybeans
22,79,17,kidneybeans
27,80,15,kidneybeans
10,55,23,kidneybeans
23,65,20,kidneybeans
19,78,16,kidneybeans
19,65,25,kidneybeans
22,70,19,kidneybeans
37,64,22,kidneybeans
11,71,17,kidneybeans
18,79,20,kidneybeans
21,63,17,kidneybeans
24,80,22,kidneybeans
34,60,22,kidneybeans
16,75,21,kidneybeans
17,77,23,kidneybeans
37,72,18,kidneybeans
40,73,20,kidneybeans
9,77,17,kidneybeans
1,62,23,kidneybeans
33,59,22,kidneybeans
23,59,19,kidneybeans
6,62,22,kidneybeans
25,63,20,kidneybeans
7,79,23,kidneybeans
8,72,17,kidneybeans
27,64,15,kidneybeans
28,66,23,kidneybeans
32,57,18,kidneybeans
27,56,22,kidneybeans
17,77,24,kidneybeans
0,65,15,kidneybeans
13,72,21,kidneybeans
34,60,23,kidneybeans
9,80,19,kidneybeans
11,72,20,kidneybeans
3,67,24,kidneybeans
35,69,23,kidneybeans
3,77,25,kidneybeans
23,62,19,kidneybeans
22,71,17,kidneybeans
31,79,25,kidneybeans
34,59,18,kidneybeans
12,63,17,kidneybeans
27,56,20,kidneybeans
7,63,24,kidneybeans
24,67,22,kidneybeans
11,71,24,kidneybeans
37,74,15,kidneybeans
25,76,24,kidneybeans
34,66,17,kidneybeans
20,69,15,kidneybeans
37,65,16,kidneybeans
18,74,15,kidneybeans
4,67,25,kidneybeans
37,56,25,kidneybeans
5,59,15,kidneybeans
11,61,21,kidneybeans
22,80,20,kidneybeans
12,61,19,kidneybeans
5,74,21,kidneybeans
27,69,22,kidneybeans
31,75,18,kidneybeans
36,68,20,kidneybeans
5,65,16,kidneybeans
32,79,15,kidneybeans
11,78,22,kidneybeans
0,55,22,kidneybeans
14,59,15,kidneybeans
29,68,23,kidneybeans
32,68,19,kidneybeans
17,64,17,kidneybeans
13,69,19,kidneybeans
14,67,22,kidneybeans
9,69,20,kidneybeans
20,73,22,kidneybeans
40,78,20,kidneybeans
27,72,23,kidneybeans
14,67,15,kidneybeans
7,56,18,kidneybeans
27,65,18,kidneybeans
30,63,16,kidneybeans
37,70,25,kidneybeans
27,63,19,kidneybeans
22,60,24,kidneybeans
3,72,24,pigeonpeas
40,59,23,pigeonpeas
33,73,23,pigeonpeas
27,57,24,pigeonpeas
10,79,18,pigeonpeas
30,75,25,pigeonpeas
40,70,20,pigeonpeas
38,55,19,pigeonpeas
35,58,20,pigeonpeas
38,61,21,pigeonpeas
33,58,24,pigeonpeas
16,56,17,pigeonpeas
31,72,17,pigeonpeas
16,80,20,pigeonpeas
27,72,17,pigeonpeas
40,62,19,pigeonpeas
18,58,16,pigeonpeas
3,68,16,pigeonpeas
26,67,24,pigeonpeas
16,70,20,pigeonpeas
24,63,19,pigeonpeas
9,76,25,pigeonpeas
16,55,19,pigeonpeas
28,75,21,pigeonpeas
16,71,24,pigeonpeas
24,70,21,pigeonpeas
38,72,21,pigeonpeas
9,66,21,pigeonpeas
34,56,17,pigeonpeas
1,76,19,pigeonpeas
6,69,19,pigeonpeas
26,73,21,pigeonpeas
27,61,18,pigeonpeas
27,71,23,pigeonpeas
36,61,21,pigeonpeas
17,73,18,pigeonpeas
26,72,22,pigeonpeas
17,64,16,pigeonpeas
14,74,19,pigeonpeas
39,60,15,pigeonpeas
6,66,15,pigeonpeas
8,59,18,pigeonpeas
2,67,18,pigeonpeas
1,76,17,pigeonpeas
16,73,19,pigeonpeas
23,75,25,pigeonpeas
32,70,20,pigeonpeas
28,59,22,pigeonpeas
5,62,23,pigeonpeas
36,67,25,pigeonpeas
1,66,23,pigeonpeas
24,73,20,pigeonpeas
17,67,18,pigeonpeas
5,55,18,pigeonpeas
5,56,24,pigeonpeas
37,77,17,pigeonpeas
13,73,20,pigeonpeas
6,63,23,pigeonpeas
16,77,22,pigeonpeas
25,64,20,pigeonpeas
34,75,24,pigeonpeas
20,77,23,pigeonpeas
35,80,25,pigeonpeas
14,75,24,pigeonpeas
36,80,21,pigeonpeas
7,77,18,pigeonpeas
29,78,25,pigeonpeas
30,60,21,pigeonpeas
20,74,16,pigeonpeas
19,57,23,pigeonpeas
3,60,19,pigeonpeas
5,77,19,pigeonpeas
5,68,20,pigeonpeas
37,73,21,pigeonpeas
9,59,24,pigeonpeas
20,72,15,pigeonpeas
31,56,23,pigeonpeas
0,70,21,pigeonpeas
21,74,15,pigeonpeas
13,67,18,pigeonpeas
27,74,20,pigeonpeas
29,72,24,pigeonpeas
5,68,20,pigeonpeas
39,57,19,pigeonpeas
22,62,16,pigeonpeas
18,55,23,pigeonpeas
39,77,21,pigeonpeas
13,75,20,pigeonpeas
27,71,24,pigeonpeas
26,64,22,pigeonpeas
23,55,16,pigeonpeas
4,69,19,pigeonpeas
20,67,19,pigeonpeas
7,74,17,pigeonpeas
17,64,18,pigeonpeas
35,71,17,pigeonpeas
11,72,22,pigeonpeas
20,60,22,pigeonpeas
10,71,18,pigeonpeas
33,61,24,pigeonpeas
3,49,18,mothbeans
22,59,23,mothbeans
36,58,25,mothbeans
4,43,18,mothbeans
29,54,16,mothbeans
32,43,22,mothbeans
14,55,15,mothbeans
5,35,20,mothbeans
25,57,24,mothbeans
11,53,24,mothbeans
40,49,17,mothbeans
38,56,25,mothbeans
27,43,23,mothbeans
24,38,22,mothbeans
23,45,21,mothbeans
29,57,20,mothbeans
31,35,23,mothbeans
0,55,25,mothbeans
7,45,22,mothbeans
17,58,25,mothbeans
11,44,17,mothbeans
22,49,22,mothbeans
9,51,19,mothbeans
28,48,15,mothbeans
26,50,19,mothbeans
36,56,20,mothbeans
8,60,18,mothbeans
24,37,21,mothbeans
22,43,24,mothbeans
36,43,24,mothbeans
22,44,24,mothbeans
17,43,22,mothbeans
8,45,15,mothbeans
7,56,23,mothbeans
36,57,16,mothbeans
11,45,19,mothbeans
6,36,22,mothbeans
17,57,20,mothbeans
4,47,20,mothbeans
9,49,16,mothbeans
25,51,24,mothbeans
36,44,21,mothbeans
21,38,20,mothbeans
37,57,20,mothbeans
32,48,18,mothbeans
29,44,20,mothbeans
25,51,18,mothbeans
10,44,24,mothbeans
23,35,18,mothbeans
9,60,23,mothbeans
3,58,21,mothbeans
22,42,22,mothbeans
12,39,21,mothbeans
39,36,22,mothbeans
32,41,16,mothbeans
30,41,15,mothbeans
19,36,22,mothbeans
4,46,15,mothbeans
21,39,20,mothbeans
35,57,25,mothbeans
22,55,24,mothbeans
35,51,17,mothbeans
17,56,17,mothbeans
28,57,17,mothbeans
22,36,16,mothbeans
11,41,19,mothbeans
38,38,18,mothbeans
23,37,24,mothbeans
25,35,20,mothbeans
40,45,20,mothbeans
23,58,19,mothbeans
2,56,23,mothbeans
3,56,17,mothbeans
26,51,25,mothbeans
39,42,20,mothbeans
27,59,20,mothbeans
24,45,19,mothbeans
7,40,17,mothbeans
15,45,23,mothbeans
26,52,23,mothbeans
20,45,16,mothbeans
34,54,24,mothbeans
19,51,25,mothbeans
29,41,21,mothbeans
20,50,22,mothbeans
11,40,23,mothbeans
15,54,15,mothbeans
35,55,22,mothbeans
9,59,25,mothbeans
40,45,18,mothbeans
35,38,19,mothbeans
14,58,17,mothbeans
40,55,18,mothbeans
18,36,23,mothbeans
35,52,15,mothbeans
4,59,22,mothbeans
22,51,16,mothbeans
33,47,17,mothbeans
2,51,17,mothbeans
16,51,21,mothbeans
19,55,20,mungbean
8,54,20,mungbean
36,55,20,mungbean
10,56,16,mungbean
22,56,17,mungbean
9,57,24,mungbean
34,59,23,mungbean
31,51,25,mungbean
0,49,18,mungbean
21,39,20,mungbean
28,35,22,mungbean
17,52,17,mungbean
24,42,23,mungbean
28,46,16,mungbean
21,38,21,mungbean
34,60,25,mungbean
19,53,22,mungbean
31,58,15,mungbean
19,35,24,mungbean
24,53,17,mungbean
13,47,20,mungbean
31,53,16,mungbean
28,45,23,mungbean
31,37,21,mungbean
33,60,15,mungbean
34,45,21,mungbean
13,57,25,mungbean
33,57,17,mungbean
32,57,22,mungbean
23,59,25,mungbean
35,41,18,mungbean
6,48,24,mungbean
29,36,25,mungbean
4,36,22,mungbean
10,59,22,mungbean
14,48,21,mungbean
8,50,21,mungbean
20,40,15,mungbean
36,43,22,mungbean
14,57,15,mungbean
11,60,23,mungbean
10,59,15,mungbean
7,60,25,mungbean
2,47,15,mungbean
20,45,22,mungbean
2,39,15,mungbean
27,40,24,mungbean
35,48,15,mungbean
4,59,25,mungbean
1,48,24,mungbean
36,43,21,mungbean
11,46,24,mungbean
34,47,19,mungbean
21,44,18,mungbean
17,58,20,mungbean
25,40,21,mungbean
2,38,18,mungbean
9,48,20,mungbean
37,49,25,mungbean
36,38,15,mungbean
40,58,15,mungbean
30,44,16,mungbean
1,59,23,mungbean
9,48,22,mungbean
14,41,17,mungbean
35,52,19,mungbean
31,48,17,mungbean
4,41,20,mungbean
30,37,25,mungbean
9,35,20,mungbean
20,41,20,mungbean
37,50,23,mungbean
34,35,21,mungbean
14,37,15,mungbean
23,39,22,mungbean
5,45,21,mungbean
22,37,20,mungbean
40,51,17,mungbean
27,56,20,mungbean
31,40,22,mungbean
38,36,21,mungbean
6,37,17,mungbean
6,47,18,mungbean
24,44,17,mungbean
25,59,19,mungbean
32,56,21,mungbean
8,45,18,mungbean
19,39,17,mungbean
39,37,15,mungbean
33,37,19,mungbean
26,54,17,mungbean
21,51,15,mungbean
22,54,20,mungbean
29,45,16,mungbean
4,40,21,mungbean
10,37,22,mungbean
4,44,19,mungbean
20,45,17,mungbean
23,45,23,mungbean
25,48,21,mungbean
56,79,15,blackgram
25,62,21,blackgram
42,61,22,blackgram
42,73,25,blackgram
44,58,18,blackgram
50,55,16,blackgram
35,72,21,blackgram
30,64,20,blackgram
27,64,21,blackgram
50,74,17,blackgram
39,73,24,blackgram
57,67,25,blackgram
52,63,19,blackgram
55,66,22,blackgram
51,56,18,blackgram
36,66,15,blackgram
59,55,19,blackgram
50,58,23,blackgram
30,65,25,blackgram
20,62,18,blackgram
58,71,15,blackgram
25,71,24,blackgram
52,71,16,blackgram
40,63,18,blackgram
20,60,25,blackgram
48,61,21,blackgram
49,68,22,blackgram
48,62,15,blackgram
32,66,17,blackgram
21,63,22,blackgram
20,72,19,blackgram
25,65,21,blackgram
41,78,21,blackgram
53,67,17,blackgram
39,60,21,blackgram
25,76,17,blackgram
21,78,19,blackgram
57,60,17,blackgram
56,75,15,blackgram
49,72,15,blackgram
24,80,19,blackgram
49,76,18,blackgram
28,68,19,blackgram
55,78,21,blackgram
50,64,25,blackgram
34,80,19,blackgram
20,68,23,blackgram
55,67,16,blackgram
23,70,15,blackgram
53,74,15,blackgram
26,67,16,blackgram
33,80,22,blackgram
37,79,19,blackgram
33,75,21,blackgram
22,55,20,blackgram
20,68,17,blackgram
43,68,20,blackgram
44,76,22,blackgram
34,60,16,blackgram
21,72,17,blackgram
25,68,19,blackgram
41,62,15,blackgram
28,65,23,blackgram
35,64,15,blackgram
52,58,16,blackgram
58,75,25,blackgram
34,66,19,blackgram
52,70,16,blackgram
23,57,19,blackgram
42,58,25,blackgram
37,62,17,blackgram
44,75,22,blackgram
21,80,20,blackgram
56,76,16,blackgram
29,76,15,blackgram
43,61,20,blackgram
55,60,15,blackgram
44,63,15,blackgram
29,67,21,blackgram
47,63,16,blackgram
40,68,17,blackgram
58,61,15,blackgram
41,74,18,blackgram
58,79,17,blackgram
27,62,24,blackgram
27,60,17,blackgram
52,65,20,blackgram
44,55,25,blackgram
21,62,24,blackgram
60,59,22,blackgram
33,77,21,blackgram
59,58,17,blackgram
29,63,17,blackgram
59,63,18,blackgram
29,70,15,blackgram
58,73,16,blackgram
55,77,22,blackgram
42,79,23,blackgram
44,77,21,blackgram
38,62,25,blackgram
32,76,15,lentil
13,61,22,lentil
38,60,20,lentil
11,74,17,lentil
37,71,16,lentil
29,71,18,lentil
2,72,18,lentil
6,59,21,lentil
13,64,20,lentil
8,58,17,lentil
6,77,20,lentil
2,75,22,lentil
3,69,23,lentil
27,80,24,lentil
39,78,15,lentil
40,79,17,lentil
37,62,22,lentil
31,60,24,lentil
22,67,22,lentil
3,78,18,lentil
4,80,16,lentil
13,61,24,lentil
12,66,20,lentil
4,61,21,lentil
9,60,21,lentil
18,66,22,lentil
32,56,18,lentil
6,72,15,lentil
15,77,20,lentil
0,65,24,lentil
30,79,22,lentil
3,63,16,lentil
2,78,23,lentil
10,78,18,lentil
14,67,25,lentil
39,65,23,lentil
19,72,15,lentil
18,57,21,lentil
31,58,15,lentil
28,58,25,lentil
5,65,19,lentil
16,65,19,lentil
34,65,19,lentil
14,69,19,lentil
22,55,16,lentil
24,61,17,lentil
2,79,15,lentil
26,63,17,lentil
27,61,15,lentil
24,70,16,lentil
13,74,25,lentil
6,64,23,lentil
12,58,23,lentil
32,79,22,lentil
6,68,18,lentil
10,79,20,lentil
38,77,22,lentil
17,74,17,lentil
26,68,24,lentil
23,75,17,lentil
32,78,22,lentil
19,79,19,lentil
22,60,18,lentil
28,69,16,lentil
1,67,21,lentil
12,67,23,lentil
36,67,20,lentil
28,70,21,lentil
12,71,19,lentil
22,68,16,lentil
26,66,22,lentil
16,65,16,lentil
14,59,22,lentil
33,59,19,lentil
21,63,17,lentil
0,69,21,lentil
10,75,17,lentil
30,61,18,lentil
0,74,17,lentil
35,74,22,lentil
7,63,24,lentil
9,56,17,lentil
14,74,15,lentil
14,76,20,lentil
36,65,16,lentil
28,67,21,lentil
28,79,16,lentil
40,61,22,lentil
10,70,19,lentil
12,80,19,lentil
37,77,20,lentil
0,67,22,lentil
7,73,25,lentil
10,56,18,lentil
39,70,15,lentil
26,56,22,lentil
9,77,17,lentil
4,59,19,lentil
34,73,15,lentil
33,77,15,lentil
2,24,38,pomegranate
6,18,37,pomegranate
8,26,36,pomegranate
37,18,39,pomegranate
0,27,38,pomegranate
31,25,38,pomegranate
21,21,38,pomegranate
6,30,40,pomegranate
25,27,41,pomegranate
15,11,38,pomegranate
14,5,36,pomegranate
16,10,41,pomegranate
36,7,37,pomegranate
4,20,41,pomegranate
29,22,40,pomegranate
16,15,42,pomegranate
18,27,41,pomegranate
11,18,42,pomegranate
5,15,38,pomegranate
18,23,44,pomegranate
9,8,40,pomegranate
40,27,45,pomegranate
22,23,44,pomegranate
9,16,39,pomegranate
12,29,40,pomegranate
0,17,42,pomegranate
2,21,44,pomegranate
28,6,40,pomegranate
8,23,44,pomegranate
29,16,36,pomegranate
17,18,43,pomegranate
34,21,42,pomegranate
21,23,42,pomegranate
25,17,40,pomegranate
8,25,36,pomegranate
26,18,42,pomegranate
4,19,42,pomegranate
36,24,41,pomegranate
5,24,40,pomegranate
19,17,39,pomegranate
39,30,38,pomegranate
5,29,44,pomegranate
4,24,43,pomegranate
38,21,35,pomegranate
37,11,36,pomegranate
9,25,41,pomegranate
29,22,43,pomegranate
5,21,38,pomegranate
22,26,38,pomegranate
4,18,37,pomegranate
21,6,41,pomegranate
29,21,45,pomegranate
23,5,44,pomegranate
13,7,43,pomegranate
5,13,37,pomegranate
27,24,41,pomegranate
7,23,35,pomegranate
12,20,39,pomegranate
4,19,43,pomegranate
3,9,45,pomegranate
1,27,36,pomegranate
23,30,44,pomegranate
24,21,42,pomegranate
13,30,37,pomegranate
40,11,44,pomegranate
21,9,40,pomegranate
3,27,44,pomegranate
40,29,42,pomegranate
14,25,40,pomegranate
38,14,37,pomegranate
34,9,36,pomegranate
32,14,37,pomegranate
18,21,35,pomegranate
8,23,38,pomegranate
15,6,41,pomegranate
0,5,36,pomegranate
22,9,44,pomegranate
14,8,43,pomegranate
31,11,45,pomegranate
39,17,45,pomegranate
10,5,42,pomegranate
8,28,38,pomegranate
32,13,42,pomegranate
18,9,40,pomegranate
20,27,41,pomegranate
39,25,36,pomegranate
20,7,45,pomegranate
11,10,45,pomegranate
40,18,43,pomegranate
3,26,39,pomegranate
9,16,36,pomegranate
30,20,38,pomegranate
40,9,41,pomegranate
40,30,35,pomegranate
32,25,35,pomegranate
33,23,45,pomegranate
4,14,41,pomegranate
13,17,45,pomegranate
39,24,39,pomegranate
8,28,37,pomegranate
91,94,46,banana
105,95,50,banana
108,92,53,banana
86,76,54,banana
80,77,49,banana
93,94,53,banana
90,92,55,banana
108,89,53,banana
108,88,55,banana
105,77,52,banana
118,88,52,banana
101,87,54,banana
95,75,50,banana
106,85,53,banana
86,95,49,banana
83,79,55,banana
85,95,47,banana
109,79,45,banana
100,76,45,banana
117,86,48,banana
114,94,53,banana
110,78,50,banana
94,70,48,banana
80,71,47,banana
114,79,51,banana
88,78,45,banana
112,73,48,banana
117,76,47,banana
111,87,48,banana
89,83,47,banana
93,91,47,banana
92,81,52,banana
105,74,45,banana
102,71,48,banana
94,91,51,banana
116,71,47,banana
117,79,49,banana
119,72,55,banana
99,73,53,banana
91,84,52,banana
80,90,47,banana
101,70,48,banana
108,89,53,banana
100,80,52,banana
109,91,53,banana
82,78,46,banana
106,70,55,banana
90,86,52,banana
83,95,50,banana
119,90,48,banana
107,72,45,banana
116,81,55,banana
101,75,50,banana
93,81,50,banana
95,75,45,banana
107,71,55,banana
83,94,47,banana
102,73,54,banana
86,79,45,banana
117,86,53,banana
111,79,53,banana
95,74,50,banana
91,75,55,banana
93,83,46,banana
92,85,51,banana
104,80,54,banana
103,72,51,banana
92,75,45,banana
93,85,49,banana
120,87,52,banana
108,72,46,banana
105,88,54,banana
98,79,50,banana
111,88,55,banana
97,74,45,banana
95,82,48,banana
89,91,55,banana
89,85,55,banana
118,88,51,banana
101,92,45,banana
99,92,47,banana
82,77,46,banana
90,86,55,banana
95,88,52,banana
104,73,46,banana
102,73,52,banana
100,74,52,banana
94,89,48,banana
99,70,46,banana
112,87,48,banana
117,82,45,banana
96,86,51,banana
113,85,45,banana
105,93,46,banana
85,89,51,banana
108,94,47,banana
92,81,52,banana
110,71,54,banana
82,75,55,banana
117,81,53,banana
2,40,27,mango
39,24,31,mango
21,26,27,mango
25,22,25,mango
0,21,32,mango
20,19,35,mango
19,21,34,mango
18,17,31,mango
11,36,33,mango
30,28,30,mango
18,19,27,mango
23,23,27,mango
37,30,34,mango
11,27,30,mango
12,19,31,mango
3,28,33,mango
37,38,32,mango
26,37,30,mango
14,18,30,mango
40,16,35,mango
4,20,25,mango
36,25,33,mango
30,17,31,mango
28,37,28,mango
38,15,30,mango
12,37,30,mango
38,19,31,mango
8,33,29,mango
15,27,28,mango
34,16,25,mango
11,36,31,mango
33,29,34,mango
12,31,26,mango
12,34,28,mango
5,16,31,mango
1,30,29,mango
16,35,31,mango
35,18,26,mango
4,40,26,mango
9,29,34,mango
2,38,33,mango
26,32,32,mango
34,38,31,mango
5,32,33,mango
31,29,26,mango
34,34,35,mango
36,19,32,mango
7,17,26,mango
38,15,27,mango
5,19,25,mango
37,36,26,mango
21,31,32,mango
37,36,27,mango
23,23,30,mango
36,26,26,mango
24,33,35,mango
26,18,30,mango
22,17,26,mango
11,34,32,mango
29,35,28,mango
22,28,26,mango
23,24,32,mango
1,35,34,mango
2,24,34,mango
39,37,25,mango
15,36,27,mango
3,18,31,mango
8,38,32,mango
33,31,34,mango
14,29,32,mango
18,20,26,mango
9,21,32,mango
20,30,27,mango
9,38,25,mango
26,24,34,mango
31,36,29,mango
14,18,35,mango
40,16,35,mango
28,27,34,mango
0,17,30,mango
1,29,29,mango
2,36,31,mango
12,27,26,mango
7,28,35,mango
0,36,26,mango
26,35,31,mango
27,21,30,mango
22,38,31,mango
22,18,31,mango
28,23,28,mango
7,31,27,mango
29,34,26,mango
8,37,33,mango
39,16,27,mango
40,24,25,mango
19,38,26,mango
21,21,30,mango
22,18,33,mango
31,20,30,mango
18,26,31,mango
24,130,195,grapes
13,144,204,grapes
22,123,205,grapes
36,125,196,grapes
24,131,196,grapes
2,123,198,grapes
35,140,197,grapes
11,122,195,grapes
6,123,203,grapes
17,134,204,grapes
25,130,197,grapes
27,145,205,grapes
9,122,201,grapes
16,139,203,grapes
32,141,204,grapes
22,138,195,grapes
31,144,202,grapes
3,136,205,grapes
28,122,197,grapes
4,136,204,grapes
39,145,201,grapes
38,132,197,grapes
36,133,198,grapes
25,121,201,grapes
15,125,199,grapes
24,140,205,grapes
13,132,203,grapes
5,126,197,grapes
30,120,200,grapes
23,142,197,grapes
26,135,203,grapes
7,126,203,grapes
32,139,198,grapes
9,141,202,grapes
20,142,196,grapes
32,129,201,grapes
3,134,199,grapes
38,138,204,grapes
14,131,198,grapes
20,122,204,grapes
40,126,201,grapes
36,128,204,grapes
11,132,197,grapes
0,137,195,grapes
19,123,200,grapes
31,136,197,grapes
4,134,200,grapes
39,139,201,grapes
8,127,196,grapes
39,138,203,grapes
32,120,204,grapes
12,142,203,grapes
8,133,195,grapes
8,139,199,grapes
21,134,202,grapes
40,140,195,grapes
39,127,202,grapes
19,120,195,grapes
21,139,201,grapes
17,136,195,grapes
33,139,203,grapes
22,133,201,grapes
32,130,196,grapes
37,135,205,grapes
15,140,195,grapes
39,132,196,grapes
40,121,199,grapes
40,132,202,grapes
29,142,203,grapes
32,121,199,grapes
6,140,205,grapes
8,120,196,grapes
34,133,202,grapes
35,135,199,grapes
16,145,199,grapes
8,136,201,grapes
25,129,195,grapes
16,130,201,grapes
39,129,203,grapes
38,135,203,grapes
33,120,205,grapes
35,125,204,grapes
1,132,200,grapes
39,140,203,grapes
28,145,202,grapes
6,128,200,grapes
6,139,199,grapes
29,122,196,grapes
37,144,197,grapes
38,120,197,grapes
38,141,198,grapes
14,121,203,grapes
6,125,204,grapes
32,138,197,grapes
11,124,204,grapes
23,138,200,grapes
40,143,201,grapes
6,142,202,grapes
37,124,195,grapes
35,134,204,grapes
119,25,51,watermelon
119,19,55,watermelon
105,30,50,watermelon
114,8,50,watermelon
93,22,52,watermelon
80,26,55,watermelon
85,27,45,watermelon
85,22,53,watermelon
82,22,45,watermelon
118,13,54,watermelon
83,25,53,watermelon
86,15,47,watermelon
101,10,47,watermelon
119,9,50,watermelon
104,17,46,watermelon
95,12,51,watermelon
102,14,52,watermelon
109,21,55,watermelon
81,18,50,watermelon
103,17,51,watermelon
105,14,50,watermelon
97,8,52,watermelon
120,19,49,watermelon
95,16,55,watermelon
83,29,52,watermelon
83,9,45,watermelon
91,21,50,watermelon
116,5,54,watermelon
112,28,54,watermelon
88,29,51,watermelon
118,15,45,watermelon
92,21,48,watermelon
106,14,45,watermelon
99,5,47,watermelon
98,8,51,watermelon
108,22,46,watermelon
119,7,55,watermelon
117,27,48,watermelon
109,10,53,watermelon
80,16,46,watermelon
100,18,52,watermelon
91,7,53,watermelon
86,6,53,watermelon
107,5,52,watermelon
103,16,49,watermelon
101,20,48,watermelon
85,25,47,watermelon
84,7,51,watermelon
102,28,54,watermelon
98,25,52,watermelon
97,25,50,watermelon
90,16,45,watermelon
95,12,46,watermelon
82,23,49,watermelon
82,25,51,watermelon
110,28,46,watermelon
118,21,51,watermelon
120,20,45,watermelon
91,7,52,watermelon
81,6,55,watermelon
101,13,54,watermelon
101,17,55,watermelon
111,6,53,watermelon
107,10,49,watermelon
115,11,46,watermelon
84,25,52,watermelon
120,7,47,watermelon
91,12,46,watermelon
89,22,52,watermelon
113,19,46,watermelon
97,22,50,watermelon
117,30,50,watermelon
90,14,52,watermelon
104,23,47,watermelon
81,16,45,watermelon
88,5,47,watermelon
92,7,45,watermelon
81,18,50,watermelon
111,5,55,watermelon
108,23,51,watermelon
113,30,50,watermelon
83,10,53,watermelon
101,11,51,watermelon
114,21,55,watermelon
99,6,45,watermelon
92,20,55,watermelon
92,7,48,watermelon
91,24,55,watermelon
110,21,54,watermelon
112,25,51,watermelon
89,25,54,watermelon
100,10,53,watermelon
83,22,54,watermelon
95,14,50,watermelon
119,30,49,watermelon
97,12,47,watermelon
110,7,45,watermelon
96,18,50,watermelon
83,23,55,watermelon
120,24,47,watermelon
115,17,55,muskmelon
114,27,48,muskmelon
101,25,52,muskmelon
118,18,52,muskmelon
95,26,45,muskmelon
81,25,49,muskmelon
117,24,53,muskmelon
114,30,51,muskmelon
113,6,52,muskmelon
108,26,52,muskmelon
81,30,48,muskmelon
115,9,52,muskmelon
83,7,45,muskmelon
84,21,55,muskmelon
109,26,45,muskmelon
95,27,55,muskmelon
119,5,55,muskmelon
110,14,51,muskmelon
82,18,48,muskmelon
87,14,48,muskmelon
85,9,53,muskmelon
100,6,53,muskmelon
107,12,46,muskmelon
91,13,47,muskmelon
102,25,50,muskmelon
117,25,53,muskmelon
85,21,52,muskmelon
104,25,55,muskmelon
102,24,54,muskmelon
116,25,50,muskmelon
100,17,48,muskmelon
110,25,54,muskmelon
104,25,51,muskmelon
107,11,54,muskmelon
98,26,52,muskmelon
88,17,52,muskmelon
87,25,46,muskmelon
120,8,46,muskmelon
95,13,46,muskmelon
108,22,47,muskmelon
82,13,52,muskmelon
120,23,55,muskmelon
110,22,47,muskmelon
95,23,45,muskmelon
106,10,49,muskmelon
99,12,52,muskmelon
106,20,51,muskmelon
83,11,53,muskmelon
117,19,55,muskmelon
98,26,49,muskmelon
113,20,48,muskmelon
101,17,47,muskmelon
98,7,45,muskmelon
93,22,48,muskmelon
95,21,47,muskmelon
109,12,48,muskmelon
118,12,47,muskmelon
100,14,49,muskmelon
89,9,47,muskmelon
95,16,46,muskmelon
95,7,45,muskmelon
87,6,45,muskmelon
93,20,50,muskmelon
84,29,49,muskmelon
111,5,47,muskmelon
111,5,52,muskmelon
111,15,54,muskmelon
89,11,47,muskmelon
110,15,48,muskmelon
95,30,52,muskmelon
115,12,52,muskmelon
120,25,50,muskmelon
102,11,45,muskmelon
94,5,55,muskmelon
84,18,46,muskmelon
107,22,54,muskmelon
80,18,52,muskmelon
86,18,45,muskmelon
113,28,48,muskmelon
115,18,53,muskmelon
82,20,54,muskmelon
98,22,47,muskmelon
117,25,54,muskmelon
83,15,49,muskmelon
120,16,51,muskmelon
111,5,50,muskmelon
85,21,47,muskmelon
90,23,54,muskmelon
99,29,55,muskmelon
102,11,47,muskmelon
80,18,51,muskmelon
87,21,52,muskmelon
114,8,52,muskmelon
99,6,46,muskmelon
89,25,50,muskmelon
96,13,55,muskmelon
82,26,47,muskmelon
106,21,52,muskmelon
90,15,52,muskmelon
106,16,54,muskmelon
24,128,196,apple
7,144,197,apple
14,128,205,apple
8,120,201,apple
20,129,201,apple
32,137,204,apple
27,139,205,apple
0,123,205,apple
22,144,196,apple
1,124,199,apple
30,122,197,apple
29,121,196,apple
13,126,204,apple
9,139,199,apple
0,133,200,apple
30,143,199,apple
36,140,198,apple
37,137,199,apple
33,121,203,apple
7,144,195,apple
35,128,205,apple
29,128,198,apple
2,143,196,apple
34,140,198,apple
29,144,204,apple
32,141,203,apple
13,144,197,apple
25,143,198,apple
9,137,200,apple
6,144,198,apple
37,126,196,apple
2,120,203,apple
11,143,197,apple
10,141,201,apple
24,142,202,apple
23,138,195,apple
18,125,204,apple
13,121,196,apple
26,122,202,apple
28,123,202,apple
26,121,201,apple
21,137,196,apple
21,135,198,apple
5,144,205,apple
2,123,205,apple
15,133,199,apple
31,130,198,apple
25,143,200,apple
16,143,204,apple
19,122,202,apple
10,125,196,apple
20,139,202,apple
28,123,198,apple
28,136,200,apple
2,131,199,apple
2,140,197,apple
27,138,201,apple
30,127,204,apple
32,145,203,apple
29,139,205,apple
26,126,195,apple
40,136,202,apple
6,124,200,apple
35,138,200,apple
17,136,196,apple
33,134,205,apple
16,143,197,apple
27,120,200,apple
29,145,205,apple
3,141,197,apple
15,123,204,apple
5,136,195,apple
10,136,204,apple
7,141,195,apple
2,129,201,apple
29,138,197,apple
30,137,200,apple
29,132,204,apple
14,139,197,apple
18,125,203,apple
33,143,204,apple
40,144,196,apple
9,143,197,apple
38,135,203,apple
28,130,196,apple
35,142,203,apple
12,129,205,apple
1,135,203,apple
0,145,205,apple
31,121,201,apple
35,131,203,apple
29,140,195,apple
33,138,198,apple
14,140,197,apple
35,145,195,apple
40,120,197,apple
25,132,198,apple
31,137,196,apple
36,144,196,apple
10,140,197,apple
22,30,12,orange
37,6,13,orange
27,13,6,orange
7,16,9,orange
20,7,9,orange
26,27,10,orange
5,23,15,orange
0,18,14,orange
39,24,14,orange
13,23,6,orange
21,17,15,orange
33,12,8,orange
6,9,12,orange
19,7,10,orange
24,18,6,orange
9,11,8,orange
31,8,7,orange
22,17,5,orange
13,5,8,orange
16,8,9,orange
4,13,6,orange
0,25,14,orange
8,7,10,orange
4,23,5,orange
33,14,8,orange
30,7,15,orange
21,29,12,orange
11,14,5,orange
9,8,15,orange
5,18,14,orange
29,25,14,orange
33,12,15,orange
8,16,6,orange
15,14,8,orange
16,7,8,orange
0,12,7,orange
5,25,6,orange
6,8,11,orange
10,5,5,orange
1,17,6,orange
1,30,10,orange
0,23,15,orange
24,27,9,orange
36,11,13,orange
40,21,8,orange
40,22,6,orange
32,18,13,orange
9,10,10,orange
13,16,8,orange
15,9,11,orange
29,11,5,orange
1,15,9,orange
18,5,11,orange
14,22,9,orange
33,15,7,orange
4,6,7,orange
17,16,14,orange
12,20,10,orange
34,29,8,orange
39,28,10,orange
31,25,12,orange
12,6,8,orange
12,29,13,orange
26,11,11,orange
19,24,15,orange
39,21,9,orange
16,29,13,orange
36,29,13,orange
37,23,12,orange
39,9,15,orange
31,5,14,orange
18,12,8,orange
20,20,10,orange
5,8,5,orange
20,8,12,orange
25,21,11,orange
14,19,14,orange
37,18,12,orange
26,15,6,orange
13,22,5,orange
32,25,9,orange
19,7,9,orange
28,7,9,orange
24,30,11,orange
7,17,10,orange
18,23,8,orange
7,20,12,orange
20,23,11,orange
18,14,11,orange
34,11,10,orange
20,29,10,orange
37,24,13,orange
12,8,10,orange
34,10,14,orange
6,13,9,orange
27,30,5,orange
13,8,12,orange
6,7,7,orange
40,17,15,orange
31,26,9,orange
61,68,50,papaya
58,46,45,papaya
45,47,55,papaya
39,65,53,papaya
31,68,45,papaya
70,68,45,papaya
68,62,50,papaya
34,65,47,papaya
38,68,54,papaya
69,64,47,papaya
58,51,47,papaya
59,47,53,papaya
44,64,54,papaya
56,57,48,papaya
69,60,54,papaya
56,58,49,papaya
49,55,53,papaya
38,51,52,papaya
54,65,47,papaya
57,57,51,papaya
39,52,53,papaya
58,67,45,papaya
61,64,52,papaya
34,62,55,papaya
31,48,45,papaya
47,46,52,papaya
32,68,52,papaya
36,59,46,papaya
61,51,51,papaya
70,54,46,papaya
44,56,49,papaya
34,68,51,papaya
50,59,47,papaya
39,70,52,papaya
34,61,49,papaya
44,60,55,papaya
31,62,52,papaya
65,62,51,papaya
44,57,53,papaya
50,47,48,papaya
43,50,48,papaya
60,46,53,papaya
70,68,55,papaya
59,62,52,papaya
60,58,51,papaya
42,60,47,papaya
35,66,47,papaya
34,65,48,papaya
36,54,46,papaya
39,64,52,papaya
37,52,47,papaya
33,47,46,papaya
34,48,48,papaya
49,54,50,papaya
40,65,49,papaya
68,52,49,papaya
50,46,52,papaya
65,63,50,papaya
40,49,47,papaya
42,53,48,papaya
49,55,51,papaya
59,62,49,papaya
63,58,47,papaya
70,65,52,papaya
63,50,52,papaya
40,64,47,papaya
63,58,50,papaya
45,58,49,papaya
66,69,47,papaya
54,67,52,papaya
69,67,52,papaya
67,68,49,papaya
45,57,47,papaya
56,50,52,papaya
70,50,53,papaya
44,47,45,papaya
50,60,47,papaya
52,51,53,papaya
35,68,45,papaya
68,69,52,papaya
32,55,52,papaya
32,55,51,papaya
48,62,47,papaya
39,69,53,papaya
49,61,45,papaya
48,57,54,papaya
69,66,49,papaya
53,55,55,papaya
38,61,52,papaya
57,64,55,papaya
51,57,55,papaya
56,65,45,papaya
54,66,52,papaya
58,55,47,papaya
68,70,54,papaya
42,59,55,papaya
43,64,47,papaya
35,67,49,papaya
56,59,55,papaya
39,64,53,papaya
18,30,29,coconut
37,23,28,coconut
13,28,33,coconut
2,21,35,coconut
10,18,35,coconut
7,11,32,coconut
39,5,31,coconut
34,6,27,coconut
31,30,29,coconut
25,7,35,coconut
16,18,26,coconut
26,10,33,coconut
27,8,32,coconut
37,18,30,coconut
19,15,34,coconut
0,19,33,coconut
31,20,26,coconut
9,17,32,coconut
22,11,29,coconut
31,6,26,coconut
34,6,30,coconut
24,6,32,coconut
1,8,26,coconut
31,13,33,coconut
10,9,28,coconut
36,27,26,coconut
38,24,33,coconut
11,6,25,coconut
16,14,30,coconut
33,14,35,coconut
16,6,29,coconut
32,11,31,coconut
38,14,30,coconut
8,6,33,coconut
23,6,33,coconut
29,25,35,coconut
24,14,33,coconut
32,12,30,coconut
30,25,31,coconut
14,21,35,coconut
27,22,29,coconut
40,5,29,coconut
17,11,32,coconut
30,30,35,coconut
28,10,30,coconut
39,7,29,coconut
32,20,35,coconut
7,15,32,coconut
29,17,29,coconut
34,15,34,coconut
14,23,25,coconut
18,19,29,coconut
7,21,35,coconut
24,27,34,coconut
39,29,29,coconut
29,8,28,coconut
10,24,27,coconut
0,29,32,coconut
32,11,31,coconut
37,10,32,coconut
20,29,27,coconut
31,29,35,coconut
17,30,27,coconut
1,12,30,coconut
6,13,29,coconut
15,28,32,coconut
27,24,29,coconut
3,23,30,coconut
8,26,26,coconut
20,28,26,coconut
26,18,27,coconut
1,6,35,coconut
27,30,31,coconut
23,7,34,coconut
0,26,31,coconut
38,6,25,coconut
25,12,26,coconut
40,5,32,coconut
0,19,31,coconut
26,9,32,coconut
35,30,34,coconut
19,30,30,coconut
31,13,33,coconut
17,29,26,coconut
2,30,30,coconut
30,13,25,coconut
8,15,33,coconut
18,12,35,coconut
8,28,30,coconut
40,22,29,coconut
27,10,33,coconut
21,20,31,coconut
3,9,35,coconut
22,16,27,coconut
27,8,30,coconut
22,8,33,coconut
28,27,32,coconut
23,21,26,coconut
37,5,34,coconut
19,26,29,coconut
133,47,24,cotton
136,36,20,cotton
104,47,18,cotton
133,47,23,cotton
126,38,23,cotton
126,50,19,cotton
113,41,20,cotton
121,45,22,cotton
121,47,16,cotton
129,60,22,cotton
107,45,25,cotton
122,59,18,cotton
140,38,15,cotton
102,49,21,cotton
111,40,25,cotton
131,35,18,cotton
135,43,16,cotton
100,46,18,cotton
123,39,24,cotton
117,56,15,cotton
121,36,24,cotton
101,58,18,cotton
107,42,24,cotton
100,41,22,cotton
125,39,21,cotton
105,60,23,cotton
102,46,19,cotton
131,49,22,cotton
139,35,15,cotton
108,36,19,cotton
118,45,23,cotton
107,51,22,cotton
125,60,17,cotton
113,37,20,cotton
131,52,16,cotton
115,48,16,cotton
113,38,25,cotton
111,41,18,cotton
111,53,19,cotton
122,48,16,cotton
108,46,17,cotton
132,41,22,cotton
103,42,17,cotton
133,50,25,cotton
127,37,18,cotton
110,39,25,cotton
131,38,19,cotton
108,38,24,cotton
122,40,17,cotton
111,50,15,cotton
140,40,17,cotton
100,40,20,cotton
123,50,16,cotton
107,36,21,cotton
118,50,19,cotton
103,51,20,cotton
133,57,19,cotton
129,47,20,cotton
116,52,19,cotton
114,40,23,cotton
131,60,17,cotton
107,43,18,cotton
123,44,21,cotton
112,49,25,cotton
119,44,15,cotton
130,59,19,cotton
127,53,24,cotton
134,52,18,cotton
109,36,18,cotton
100,48,17,cotton
132,52,19,cotton
102,37,25,cotton
111,39,22,cotton
117,51,15,cotton
136,36,24,cotton
134,56,18,cotton
112,54,15,cotton
105,56,15,cotton
140,45,15,cotton
126,46,25,cotton
106,49,24,cotton
121,53,19,cotton
108,60,17,cotton
116,56,17,cotton
100,52,19,cotton
129,43,16,cotton
118,44,23,cotton
117,43,25,cotton
126,37,21,cotton
120,48,16,cotton
102,45,16,cotton
131,56,20,cotton
114,40,17,cotton
101,37,18,cotton
106,46,20,cotton
113,38,20,cotton
102,53,21,cotton
110,39,18,cotton
107,58,15,cotton
120,60,15,cotton
89,47,38,jute
60,37,39,jute
63,41,45,jute
86,40,39,jute
96,41,40,jute
100,35,36,jute
63,37,43,jute
70,43,40,jute
67,55,44,jute
74,40,40,jute
89,53,44,jute
74,46,45,jute
89,41,38,jute
60,55,40,jute
67,43,38,jute
70,38,35,jute
74,49,38,jute
90,40,39,jute
82,35,44,jute
73,45,37,jute
85,53,38,jute
81,56,36,jute
84,55,38,jute
80,45,42,jute
76,54,45,jute
76,56,39,jute
81,40,45,jute
76,44,45,jute
69,47,40,jute
82,40,45,jute
69,57,35,jute
81,36,38,jute
67,60,38,jute
72,51,40,jute
65,39,45,jute
78,50,43,jute
77,52,41,jute
89,52,42,jute
62,49,37,jute
90,48,45,jute
66,47,36,jute
80,52,39,jute
89,52,45,jute
77,51,44,jute
94,37,41,jute
75,41,35,jute
60,55,36,jute
62,56,35,jute
84,40,42,jute
100,56,40,jute
75,56,44,jute
78,46,42,jute
82,48,36,jute
100,58,41,jute
88,50,40,jute
67,41,40,jute
72,42,43,jute
89,40,43,jute
89,57,43,jute
61,41,44,jute
79,45,43,jute
84,40,43,jute
98,43,35,jute
75,36,44,jute
89,58,35,jute
91,41,37,jute
77,48,36,jute
66,58,35,jute
62,59,41,jute
82,35,35,jute
61,41,35,jute
99,57,38,jute
70,42,43,jute
90,59,35,jute
73,43,42,jute
67,46,44,jute
84,37,42,jute
72,41,36,jute
71,56,37,jute
64,53,38,jute
65,54,39,jute
60,58,37,jute
86,39,43,jute
90,50,44,jute
91,38,36,jute
87,48,38,jute
72,41,36,jute
71,54,35,jute
82,46,41,jute
71,52,43,jute
80,43,43,jute
77,55,43,jute
95,57,41,jute
63,47,35,jute
93,43,38,jute
87,44,43,jute
88,52,39,jute
90,39,37,jute
90,39,43,jute
84,38,43,jute
91,21,26,coffee
107,21,26,coffee
83,38,35,coffee
108,24,31,coffee
116,28,34,coffee
116,23,25,coffee
109,31,27,coffee
89,25,34,coffee
118,18,32,coffee
111,32,34,coffee
84,36,28,coffee
85,33,25,coffee
99,15,27,coffee
81,30,31,coffee
95,39,29,coffee
81,34,30,coffee
80,15,28,coffee
104,20,26,coffee
109,29,28,coffee
100,32,26,coffee
100,24,28,coffee
83,21,28,coffee
120,23,28,coffee
104,26,30,coffee
108,33,31,coffee
91,25,26,coffee
86,26,27,coffee
98,18,27,coffee
111,27,31,coffee
84,39,35,coffee
98,27,27,coffee
118,21,34,coffee
103,27,31,coffee
82,24,33,coffee
86,31,35,coffee
88,35,35,coffee
84,27,29,coffee
120,40,33,coffee
106,40,30,coffee
113,21,33,coffee
117,34,25,coffee
80,30,25,coffee
88,21,27,coffee
113,33,34,coffee
87,23,28,coffee
113,15,29,coffee
98,29,30,coffee
97,29,27,coffee
85,35,32,coffee
82,29,35,coffee
103,33,25,coffee
112,17,28,coffee
99,19,33,coffee
120,20,34,coffee
114,27,28,coffee
100,40,35,coffee
108,35,25,coffee
115,31,30,coffee
87,28,30,coffee
82,24,26,coffee
94,26,27,coffee
87,28,35,coffee
118,40,35,coffee
87,38,29,coffee
92,40,30,coffee
97,22,26,coffee
99,40,32,coffee
89,28,33,coffee
112,39,29,coffee
111,28,26,coffee
114,20,26,coffee
117,26,30,coffee
111,29,31,coffee
119,30,28,coffee
116,40,33,coffee
95,37,35,coffee
86,40,33,coffee
117,37,32,coffee
105,18,35,coffee
109,23,25,coffee
80,18,31,coffee
101,31,26,coffee
103,33,33,coffee
93,26,27,coffee
104,35,28,coffee
116,36,25,coffee
107,38,29,coffee
101,33,33,coffee
107,31,31,coffee
99,16,30,coffee
103,40,30,coffee
118,31,34,coffee
106,21,35,coffee
116,38,34,coffee
97,35,26,coffee
107,34,32,coffee
99,15,27,coffee
118,33,30,coffee
117,32,34,coffee
104,18,30,coffee
\ No newline at end of file
Soil Analyzer and Optimized Crop Finder - IT20233808/soil-component-BE/soil_randomForest.py 0 → 100644
View file @ c8cc3752
from flask import Flask, request, jsonify
import joblib
import pandas as pd
from sklearn.metrics import accuracy_score
model = joblib.load('./soil_crop_model.joblib')
eval_data = pd.read_csv('soil_crop.csv')
eval_X = eval_data[['nitrogen', 'phosphorus', 'potassium']]
eval_y = eval_data['crop']
predicted_labels = model.predict(eval_X)
accuracy = accuracy_score(eval_y, predicted_labels)
app = Flask(__name__)
@app.route('/predict', methods=['POST'])
def predict():
input_data = request.get_json()
nitrogen = input_data['N']
phosphorus = input_data['P']
potassium = input_data['K']
predicted_crop = model.predict([[nitrogen, phosphorus, potassium]])
response = {
'crop': predicted_crop[0],
'accuracy': accuracy
}
return jsonify(response)
if __name__ == '__main__':
app.run()
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