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MariaDB Hackathon Team BugBrew Submission #55

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83055de
Added a test file
JainSneha6 Oct 22, 2025
20c66a8
Added missing.py
SiddharthaChakrabarty Oct 24, 2025
867d546
Added init
SiddharthaChakrabarty Oct 24, 2025
1c6a478
Changes
SiddharthaChakrabarty Oct 24, 2025
5d62dbc
Added Drop Missing Magic Command
JainSneha6 Oct 24, 2025
9e0bd79
Added Stats
JainSneha6 Oct 24, 2025
ac016bf
Test
JainSneha6 Oct 26, 2025
b3aab62
Added fillmissing
SiddharthaChakrabarty Oct 26, 2025
d49fefe
Added outliers
SiddharthaChakrabarty Oct 26, 2025
7d72efe
Added clipoutliers
SiddharthaChakrabarty Oct 26, 2025
2deeba6
Added encode.py
JainSneha6 Oct 26, 2025
05cb88b
Added training and evaluation
SiddharthaChakrabarty Oct 27, 2025
c9eeeb6
Added save model
SiddharthaChakrabarty Oct 27, 2025
d198769
Added Select Features
JainSneha6 Oct 27, 2025
56253c4
Added select_model.py
JainSneha6 Oct 27, 2025
c48c2f4
Fixed error
JainSneha6 Oct 27, 2025
4ac7a0c
Added predict
SiddharthaChakrabarty Oct 27, 2025
2b6688e
Added ML pipeline
JainSneha6 Oct 27, 2025
2cb79d2
Removing eggs folder
JainSneha6 Oct 27, 2025
168613f
Removed files
JainSneha6 Oct 27, 2025
d5b0edb
Logging added to data_cleaning
SiddharthaChakrabarty Oct 28, 2025
7180b4a
Ingest added
SiddharthaChakrabarty Oct 28, 2025
ca169c6
Added RAG based commands
SiddharthaChakrabarty Oct 29, 2025
adc4a8b
Vector and RAG ops completed
SiddharthaChakrabarty Oct 29, 2025
4bc119e
Logging completed for data_cleaning
SiddharthaChakrabarty Oct 29, 2025
d356e61
Logging added to data_preprocessing
SiddharthaChakrabarty Oct 29, 2025
b0cf512
Logging added to select_features
SiddharthaChakrabarty Oct 29, 2025
45bd686
Added preview,apply, rollback
SiddharthaChakrabarty Oct 29, 2025
7200efc
Added preview, apply, rollback to data_preprocessing
SiddharthaChakrabarty Oct 29, 2025
53c37b0
Logging added in ml_pipeline
SiddharthaChakrabarty Oct 29, 2025
7cf5d02
All loggings in ml_pipeline completed
SiddharthaChakrabarty Oct 30, 2025
468a342
Logging added to ml_pipeline
SiddharthaChakrabarty Oct 30, 2025
201eec4
Logging completed
SiddharthaChakrabarty Oct 30, 2025
17d5f46
clipoutliers & fillmissing completed
SiddharthaChakrabarty Oct 31, 2025
528b7ca
Notebooks added
SiddharthaChakrabarty Nov 1, 2025
88fedd4
Add initial content to abc.ipynb
JainSneha6 Nov 1, 2025
c3871bc
Created a DemoNotebooks folder
JainSneha6 Nov 1, 2025
a2b0373
Added requirements.txt
SiddharthaChakrabarty Nov 1, 2025
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5 changes: 5 additions & 0 deletions .gitignore
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Original file line number Diff line number Diff line change
Expand Up @@ -15,3 +15,8 @@ mariadb_kernel/_version.py

# Ignore vscode editor setting
.vscode/

.eggs/
catboost_info/
mariadb_kernel.egg-info/
models/
2,446 changes: 2,446 additions & 0 deletions DemoNotebooks/AutomatedMLPipeline.ipynb
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151 changes: 151 additions & 0 deletions DemoNotebooks/Iris.csv
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Original file line number Diff line number Diff line change
@@ -0,0 +1,151 @@
Id,SepalLengthCm,SepalWidthCm,PetalLengthCm,PetalWidthCm,Species
1,5.1,3.5,1.4,0.2,Iris-setosa
2,4.9,3,1.4,0.2,Iris-setosa
3,4.7,3.2,1.3,0.2,Iris-setosa
4,4.6,3.1,1.5,0.2,Iris-setosa
5,5,3.6,1.4,0.2,Iris-setosa
6,5.4,3.9,1.7,0.4,Iris-setosa
7,4.6,NULL,1.4,0.3,Iris-setosa
8,5,3.4,1.5,0.2,Iris-setosa
9,4.4,2.9,1.4,0.2,Iris-setosa
10,4.9,3.1,1.5,0.1,Iris-setosa
11,5.4,3.7,1.5,0.2,Iris-setosa
12,4.8,3.4,1.6,0.2,Iris-setosa
13,4.8,3,1.4,0.1,Iris-setosa
14,4.3,3,1.1,0.1,
15,5.8,4,1.2,0.1,Iris-setosa
16,5.7,4.4,1.5,0.1,Iris-setosa
17,5.4,NULL,1.3,0.1,Iris-setosa
18,5.1,3.5,1.4,0.1,Iris-setosa
19,5.7,3.8,1.7,0.1,Iris-setosa
20,5.1,3.8,1.5,0.1,Iris-setosa
21,5.4,3.4,1.7,0.1,Iris-setosa
22,5.1,3.7,1.5,0.1,Iris-setosa
23,4.6,3.6,1,0.1,Iris-setosa
24,5.1,3.3,1.7,0.1,Iris-setosa
25,4.8,3.4,1.9,0.1,Iris-setosa
26,5,3,1.6,0.1,Iris-setosa
27,5,3.4,1.6,0.1,Iris-setosa
28,NULL,3.5,1.5,0.1,Iris-setosa
29,5.2,3.4,1.4,0.1,Iris-setosa
30,4.7,3.2,1.6,0.1,Iris-setosa
31,4.8,3.1,NULL,0.1,Iris-setosa
32,5.4,3.4,1.5,0.1,Iris-setosa
33,5.2,4.1,1.5,0.1,Iris-setosa
34,5.5,4.2,1.4,0.1,Iris-setosa
35,4.9,3.1,1.5,0.1,Iris-setosa
36,5,3.2,1.2,0.1,Iris-setosa
37,5.5,NULL,1.3,0.1,Iris-setosa
38,4.9,3.1,1.5,0.1,Iris-setosa
39,4.4,3,1.3,0.1,Iris-setosa
40,5.1,3.4,1.5,0.1,Iris-setosa
41,5,3.5,1.3,0.1,Iris-setosa
42,4.5,2.3,1.3,0.1,Iris-setosa
43,4.4,3.2,1.3,0.1,Iris-setosa
44,5,3.5,1.6,0.1,Iris-setosa
45,5.1,3.8,1.9,0.1,Iris-setosa
46,4.8,3,1.4,0.1,Iris-setosa
47,5.1,3.8,1.6,0.1,Iris-setosa
48,4.6,3.2,1.4,0.1,Iris-setosa
49,5.3,3.7,1.5,0.1,Iris-setosa
50,5,3.3,1.4,0.1,Iris-setosa
51,7,3.2,4.7,0.1,Iris-versicolor
52,6.4,3.2,4.5,0.1,Iris-versicolor
53,6.9,3.1,4.9,0.1,Iris-versicolor
54,5.5,2.3,4,0.1,Iris-versicolor
55,6.5,2.8,4.6,0.1,Iris-versicolor
56,5.7,2.8,4.5,0.1,Iris-versicolor
57,6.3,3.3,4.7,0.1,Iris-versicolor
58,4.9,2.4,3.3,0.1,Iris-versicolor
59,6.6,2.9,4.6,0.1,Iris-versicolor
60,5.2,2.7,3.9,0.1,Iris-versicolor
61,5,2,3.5,0.1,Iris-versicolor
62,5.9,3,4.2,0.1,Iris-versicolor
63,6,2.2,4,0.1,Iris-versicolor
64,6.1,2.9,4.7,0.1,Iris-versicolor
65,5.6,2.9,3.6,0.1,Iris-versicolor
66,6.7,3.1,4.4,0.1,Iris-versicolor
67,5.6,3,4.5,0.1,Iris-versicolor
68,5.8,2.7,4.1,0.1,Iris-versicolor
69,6.2,2.2,4.5,0.1,Iris-versicolor
70,5.6,2.5,3.9,0.1,Iris-versicolor
71,5.9,3.2,4.8,0.1,Iris-versicolor
72,6.1,2.8,4,0.1,Iris-versicolor
73,6.3,2.5,4.9,0.1,Iris-versicolor
74,6.1,2.8,4.7,0.1,Iris-versicolor
75,6.4,2.9,4.3,0.1,Iris-versicolor
76,6.6,3,4.4,0.1,Iris-versicolor
77,6.8,2.8,4.8,0.1,Iris-versicolor
78,6.7,3,5,0.1,Iris-versicolor
79,6,2.9,4.5,0.1,Iris-versicolor
80,5.7,2.6,3.5,0.1,Iris-versicolor
81,5.5,2.4,3.8,0.1,Iris-versicolor
82,5.5,2.4,3.7,0.1,Iris-versicolor
83,5.8,2.7,3.9,0.1,Iris-versicolor
84,6,2.7,5.1,0.1,Iris-versicolor
85,5.4,3,4.5,0.1,Iris-versicolor
86,6,3.4,4.5,0.1,Iris-versicolor
87,6.7,3.1,4.7,0.1,Iris-versicolor
88,6.3,2.3,4.4,0.1,Iris-versicolor
89,5.6,3,4.1,0.1,Iris-versicolor
90,5.5,2.5,4,0.1,Iris-versicolor
91,5.5,2.6,4.4,0.1,Iris-versicolor
92,6.1,3,4.6,0.1,Iris-versicolor
93,5.8,2.6,4,0.1,Iris-versicolor
94,5,2.3,3.3,0.1,Iris-versicolor
95,5.6,2.7,4.2,0.1,Iris-versicolor
96,5.7,3,4.2,0.1,Iris-versicolor
97,5.7,2.9,4.2,0.1,Iris-versicolor
98,6.2,2.9,4.3,0.1,Iris-versicolor
99,5.1,2.5,3,0.1,Iris-versicolor
100,5.7,2.8,4.1,0.1,Iris-versicolor
101,6.3,3.3,6,0.1,Iris-virginica
102,5.8,2.7,5.1,0.1,Iris-virginica
103,7.1,3,5.9,0.1,Iris-virginica
104,6.3,2.9,5.6,0.1,Iris-virginica
105,6.5,3,5.8,0.1,Iris-virginica
106,7.6,3,6.6,0.1,Iris-virginica
107,4.9,2.5,4.5,0.1,Iris-virginica
108,7.3,2.9,6.3,0.1,Iris-virginica
109,6.7,2.5,5.8,0.1,Iris-virginica
110,7.2,3.6,6.1,0.1,Iris-virginica
111,6.5,3.2,5.1,0.1,Iris-virginica
112,6.4,2.7,5.3,0.1,Iris-virginica
113,6.8,3,5.5,0.1,Iris-virginica
114,5.7,2.5,5,0.1,Iris-virginica
115,5.8,2.8,5.1,0.1,Iris-virginica
116,6.4,3.2,5.3,0.1,Iris-virginica
117,6.5,3,5.5,0.1,Iris-virginica
118,7.7,3.8,6.7,0.1,Iris-virginica
119,7.7,2.6,6.9,0.1,Iris-virginica
120,6,2.2,5,0.1,Iris-virginica
121,6.9,3.2,5.7,0.1,Iris-virginica
122,5.6,2.8,4.9,0.1,Iris-virginica
123,7.7,2.8,6.7,0.1,Iris-virginica
124,6.3,2.7,4.9,0.1,Iris-virginica
125,6.7,3.3,5.7,0.1,Iris-virginica
126,7.2,3.2,6,0.1,Iris-virginica
127,6.2,2.8,4.8,0.1,Iris-virginica
128,6.1,3,4.9,0.1,Iris-virginica
129,6.4,2.8,5.6,0.1,Iris-virginica
130,7.2,3,5.8,0.1,Iris-virginica
131,7.4,2.8,6.1,0.1,Iris-virginica
132,7.9,3.8,6.4,0.1,Iris-virginica
133,6.4,2.8,5.6,0.1,Iris-virginica
134,6.3,2.8,5.1,0.1,Iris-virginica
135,6.1,2.6,5.6,0.1,Iris-virginica
136,7.7,3,6.1,0.1,Iris-virginica
137,6.3,3.4,5.6,0.1,Iris-virginica
138,6.4,3.1,5.5,0.1,Iris-virginica
139,6,3,4.8,0.1,Iris-virginica
140,6.9,3.1,5.4,0.1,Iris-virginica
141,6.7,3.1,5.6,0.1,Iris-virginica
142,6.9,3.1,5.1,0.1,Iris-virginica
143,5.8,2.7,5.1,0.1,Iris-virginica
144,6.8,3.2,5.9,0.1,Iris-virginica
145,6.7,3.3,5.7,0.1,Iris-virginica
146,6.7,3,5.2,0.1,Iris-virginica
147,6.3,2.5,5,0.1,Iris-virginica
148,6.5,3,5.2,0.1,Iris-virginica
149,6.2,3.4,5.4,0.1,
150,NULL,3,5.1,0.1,Iris-virginica
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