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schema: '2.0'
stages:
retrieve_html:
cmd: python src/stage_01_retrieve_html.py --config config/config.yaml
deps:
- path: config/config.yaml
md5: 0048c295aa47a3d5379de7c6112c1005
size: 829
- path: src/stage_01_retrieve_html.py
md5: 31f2e2f799b79572452f5c9c17af7fb7
size: 2174
- path: src/utils/all_utils.py
md5: 5818f5fceb1639ff03aa7a2ff9c36103
size: 1883
outs:
- path: artifacts/raw_data/Html_Data/
md5: 944e43a3a3e0f0bbb30bb1a33844a8fb.dir
size: 9863848
nfiles: 72
Extracting and combining data:
cmd: python src/stage_02_Extract_combine.py --config config/config.yaml
deps:
- path: artifacts/raw_data/AQI/
md5: a2106931b548e5f3c31848138f32dda6.dir
size: 1415058
nfiles: 6
- path: artifacts/raw_data/Html_Data
md5: 5bd1c3b905030f90327bd3c5824360bc.dir
size: 9857224
nfiles: 72
- path: config/config.yaml
md5: cc1961d1470840882f88abe9027b7dbf
size: 1079
- path: requirements.txt
md5: 4b6389e576c323553f084c0857f2b8e8
size: 1932
- path: src/stage_01_retrieve_html.py
md5: 82feff9d24d66029d8c5d0f8b0457121
size: 2171
- path: src/stage_02_Extract_combine.py
md5: 53d7e805b8848b767e0fbec7186d5e22
size: 6702
- path: src/utils/all_utils.py
md5: d70718aa28c08fe4ac9933611c24dbca
size: 4290
outs:
- path: artifacts/raw_data/Real-Data/Real_Combine.csv
md5: ad9880333f882029f3de0a5ed6bc071e
size: 40630
FETCHING_DATA:
cmd: python src/stage_01_retrieve_html.py --config config/config.yaml
deps:
- path: config/config.yaml
md5: cc1961d1470840882f88abe9027b7dbf
size: 1079
- path: requirements.txt
md5: 4b6389e576c323553f084c0857f2b8e8
size: 1932
- path: src/stage_01_retrieve_html.py
md5: 82feff9d24d66029d8c5d0f8b0457121
size: 2171
- path: src/utils/all_utils.py
md5: d70718aa28c08fe4ac9933611c24dbca
size: 4290
outs:
- path: artifacts/raw_data/Html_Data/
md5: 5bd1c3b905030f90327bd3c5824360bc.dir
size: 9857224
nfiles: 72
Exploratory_Data_Analysis:
cmd: python src/stage_03_EDA.py --config config/config.yaml
deps:
- path: artifacts/raw_data/Real-Data/Real_Combine.csv
md5: ad9880333f882029f3de0a5ed6bc071e
size: 40630
- path: config/config.yaml
md5: cc1961d1470840882f88abe9027b7dbf
size: 1079
- path: requirements.txt
md5: 4b6389e576c323553f084c0857f2b8e8
size: 1932
- path: src/stage_03_EDA.py
md5: d78675f350beb316bf5b3c93e63d3685
size: 4838
- path: src/utils/all_utils.py
md5: d70718aa28c08fe4ac9933611c24dbca
size: 4290
outs:
- path: artifacts/raw_data/Real-Data/Cleaned_Real_Combined_data.csv
md5: 612f973e9d2cc247068c7aa52d5134dd
size: 39830
- path: artifacts/reports_dir/graphs_dir/
md5: fbbd43aebfb6ee2ceaed60a0df02353d.dir
size: 35233
nfiles: 4
Splitting_Data:
cmd: python src/stage_04_splitting_data.py --config config/config.yaml --params
params.yaml
deps:
- path: artifacts/raw_data/Real-Data/Cleaned_Real_Combined_data.csv
md5: 612f973e9d2cc247068c7aa52d5134dd
size: 39830
- path: config/config.yaml
md5: cc1961d1470840882f88abe9027b7dbf
size: 1079
- path: params.yaml
md5: 484d21d863da5508f47511104f8c16ef
size: 183
- path: requirements.txt
md5: 4b6389e576c323553f084c0857f2b8e8
size: 1932
- path: src/stage_04_splitting_data.py
md5: 60b94e2e5b2e46740268668bf3740d21
size: 3536
- path: src/utils/all_utils.py
md5: d70718aa28c08fe4ac9933611c24dbca
size: 4290
outs:
- path: artifacts/split_data_dir/
md5: 8be001a1ad20d7a25849272de0ab20cc.dir
size: 39860
nfiles: 2
GENERATING_MODEL:
cmd: python src/stage_05_xgboost_regression.py --config config/config.yaml --params
params.yaml
deps:
- path: artifacts/split_data_dir/train_data_dir
md5: 0aafde6d032013f8775aa005e764409b.dir
size: 27951
nfiles: 1
- path: config/config.yaml
md5: 8f2a5fbdbe547b28546eb638603a916a
size: 959
- path: src/stage_05_xgboost_regression.py
md5: bdba27f2a534d70db97f2067064eb1b7
size: 4776
- path: src/utils/all_utils.py
md5: 4e4347814a6fdb05f471b20171a19425
size: 3588
outs:
- path: artifacts/trained_model/
md5: dad2d74d1774ddf5e69b5687585bcb5b.dir
size: 243077
nfiles: 1
TRAINING_AND_GENERATING_MODEL:
cmd: python src/stage_05_xgboost_regression.py --config config/config.yaml --params
params.yaml
deps:
- path: artifacts/split_data_dir/train_data_dir
md5: 79c8f2594f389390545ff3d135a16472.dir
size: 27835
nfiles: 1
- path: config/config.yaml
md5: cc1961d1470840882f88abe9027b7dbf
size: 1079
- path: params.yaml
md5: 484d21d863da5508f47511104f8c16ef
size: 183
- path: requirements.txt
md5: 4b6389e576c323553f084c0857f2b8e8
size: 1932
- path: src/stage_05_xgboost_regression.py
md5: c9716e17ef06c5a6c233b6179e03c339
size: 6142
- path: src/utils/all_utils.py
md5: d70718aa28c08fe4ac9933611c24dbca
size: 4290
outs:
- path: artifacts/reports_dir/scores.json
md5: 05a714659633292e91ceb9d480867f7c
size: 340
- path: artifacts/trained_model/
md5: fecf26f5081142f05d07bbd9800d0816.dir
size: 791810
nfiles: 1
TESTING_AND_GENERATING_GRAPH:
cmd: python src/stage_06_model_accuracy_testing.py --config config/config.yaml
deps:
- path: artifacts/split_data_dir/test_data_dir
md5: 199e6efd3464e7e37408ff71c7c6cd62.dir
size: 12025
nfiles: 1
- path: artifacts/trained_model/
md5: fecf26f5081142f05d07bbd9800d0816.dir
size: 791810
nfiles: 1
- path: config/config.yaml
md5: cc1961d1470840882f88abe9027b7dbf
size: 1079
- path: requirements.txt
md5: 4b6389e576c323553f084c0857f2b8e8
size: 1932
- path: src/stage_06_model_accuracy_testing.py
md5: e95baf610dc116e6923ce2333340c007
size: 2703
- path: src/utils/all_utils.py
md5: d70718aa28c08fe4ac9933611c24dbca
size: 4290
outs:
- path: artifacts/reports_dir/trained_model_graph_dir
md5: 0d828bdf0d2bc617f2ed5cb163828016.dir
size: 24856
nfiles: 1
LAUNCHING_WEB_APPLICATION:
cmd: flask run
deps:
- path: app.py
md5: 7e1273e7bfe95fbb7c5a5e37a94297bb
size: 2470
- path: artifacts/trained_model/
md5: fecf26f5081142f05d07bbd9800d0816.dir
size: 791810
nfiles: 1
- path: config/config.yaml
md5: cc1961d1470840882f88abe9027b7dbf
size: 1079
- path: static/
md5: b773bf35f7ba3e2436a9024ad4c71ac8.dir
size: 0
nfiles: 1
- path: templates/
md5: e4214a0091c2d14f8f1ebc2c9dbe7c98.dir
size: 1812
nfiles: 1