860 lines (845 with data), 675.8 kB

SQLite format 3

@  }¥;
}.fêö.ûö0
E
¾§ ì‘M
¾`-{Dummy_Experiment/Users/arham/Downloads/Projects/03-Experiments/mlruns/5active
!ò¥
!ò¥o
K{Dummy_Classifier_Decision_Tress/Users/arham/Downloads/Projects/03-Experiments/mlruns/1active
Z6Þ
h7EY{AutoGluon/Users/arham/Downloads/Projects/03-Experiments/mlruns/3active

iãÅ

iãÅW{XGBoost/Users/arham/Downloads/Projects/03-Experiments/mlruns/2active

#´Ü

#´ÜX{LightGBM/Users/arham/Downloads/Projects/03-Experiments/mlruns/4active
Ö!Á
Ö!ÁW{Default/Users/arham/Downloads/Projects/03-Experiments/mlruns/0active
Z6Ú
Z6Ú
áÇõ¤èÕ-
Dummy_Experiment"K	Dummy_Classifier_Decision_Tress

AutoGluon
XGBoost
LightGBM
Default

	Ì ûöðêäÞØÒ̗„ˆƒWzƒm‚cb‚)ToK5:z9>
¶
ڝ
ÊÚYh
k
 —³JAMprecision
•n8fdef82198f04be8a4ec466cc1e1dcdf?ìÑ$E‰åÍtF)Mrecall_class_3
ªJE95f46448c4c143d396457d452ee74f37?ê[ÑP%Y|
lF)Mrecall_class_2
¢yý18365b7783714400a782721b7feb083d?è[³•Ò&
ã7@Maccuracy
~HZ8e27978ace8f431daf6e86a84f911c76?êÅzBöÌ°4SE)M
recall_class_0
4=Ž87cd75ef7f104f4ba6c1517ef9820ac9?ìöGJˆM¥9M	precision
+·e97039aef5f14dc6bf7d2d1b7cc37742*…F)Mrecall_class_4
µ-0649ed79bd8341e1856a85d925434ec6?ë—i2xf(
ˆ88H-Mmean_cv_accuracy
–0Kc6a016dc1c0b440081ea575ec1cc2316?ìÃ(D‹×^F)Mrecall_class_1
 X54c2a06f524f483399af4e7048ce27f9?í
^u»
®”F)Mrecall_class_5
åHª0f3681e9484b4a229a1cb383fb29c4b2?îÆn=>x

å­²ƒY²Ö0Ü_%M64e41c8af598400e82af115512b2c498
Ѓ%Md16b13fb33914587b58d50225fdbd78eTv%Ma58c08eb77644c8ca8c38f6f13333c87
Xi$M
87cd75ef7f104f4ba6c1517ef9820ac9.R%M3b3ce63bcf3a4a779b988dba6aac5694ñQ%M189fafb42e84430ea113096468bd6878
!)“%M6ced8b3536514ee9baedcbb5b3480553/ەÖÛ¬ƒD%M54c2a06f524f483399af4e7048ce27f9¯Z%M73257214c1234deeaa6c6988d2c62492
›T~$M
c92bf13dd61e406e8d52c3e60e825ae9Cr%M95f46448c4c143d396457d452ee74f37
C%M264b1ba8ca34492f8c4a1b38043d92ce
w



ðð
%acf3f17fdcc7

ðð%	acf3f17fdcc7

‘¤ûöñëåßÙÓÍÇÁ»µ¯©£—‘¢„"œ„™ƒlƒP‹ƒ+†ƒ|‚tu‚\j‚De‚*\‚PtMUG<= 2/_!5 “VžÝV¡YË–“=@81Mmlflow.source.name1254413f339a43289dfd5de8b7802720žV71M
mlflow.source.named3b261ca0d5d439aa91bd0076a9f9c18"14)Mmlflow.runName5ba59920410e4142a69c589853ef2bcc
ô0>=Mmlflow.log-model.history40e8901ef7394dfc8363dd6af82cf816‘`81Mmlflow.source.typea58c08eb77644c8ca8c38f6f13333c87
30!Mmodel_name8fdef82198f04be8a4ec466cc1e1dcdf÷x0#M
mlflow.user87fc49bf8ec1425285c79fe9794e7ca6A

	Ì¡ûöðêäÞØÒ̘„‰ƒW{ƒn‚cc‚)UoL5<z;>±Lyj}Lø¿š1N,Mrecallc6a016dc1c0b440081ea575ec1cc2316Ú?/Mprecision6ced8b3536514ee9baedcbb5b3480553
Ók4)Mrecall_class_28fdef82198f04be8a4ec466cc1e1dcdfÒd4)Mrecall_class_137d5fd3375b44163bba626b30be16900
ˊ4)Mrecall_class_5673f6effcc694a79afa490e4c4615c9d
e>(Mf16947f20ba997407da8a39f270bf3b43a
Ÿ4)Mrecall_class_3e472909dd57c44d483988edaf4a002da¥-
¯Q-ÁÄp

Â×®
§
d¶
;þ³QnEó
{
{¯‚b11
„otablemodel_version_tagsmodel_version_tagsCREATE TABLE model_version_tags (
	"key" VARCHAR(250) NOT NULL, 
	value VARCHAR(5000), 
	name VARCHAR(256) NOT NULL, 
	version INTEGER NOT NULL, 
	CONSTRAINT model_version_tag_pk PRIMARY KEY ("key", name, version), 
	FOREIGN KEY(name, version) REFERENCES model_versions (name, version) ON UPDATE cascade
)†
‹ytablerunsrunsCREATE TABLE "runs" (
	run_uuid VARCHAR(32) NOT NULL, 
	name VARCHAR(250), 
	source_type VARCHAR(20), 
	source_name VARCHAR(500), 
	entry_point_name VARCHAR(50), 
	user_id VARCHAR(256), 
	status VARCHAR(9), 
	start_time BIGINT, 
	end_time BIGINT, 
	source_version VARCHAR(50), 
	lifecycle_stage VARCHAR(20), 
	artifact_uri VARCHAR(200), 
	experiment_id INTEGER, deleted_time BIGINT, 
	CONSTRAINT run_pk PRIMARY KEY (run_uuid), 
	CONSTRAINT runs_lifecycle_stage CHECK (lifecycle_stage IN ('active', 'deleted')), 
	CONSTRAINT source_type CHECK (source_type IN ('NOTEBOOK', 'JOB', 'LOCAL', 'UNKNOWN', 'PROJECT')), 
	FOREIGN KEY(experiment_id) REFERENCES experiments (experiment_id), 
	CHECK (status IN ('SCHEDULED', 'FAILED', 'FINISHED', 'RUNNING', 'KILLED'))
))++
‚	tablealembic_versionalembic_versionCREATE TABLE alembic_version (
	version_num VARCHAR(32) NOT NULL, 
	CONSTRAINT alembic_version_pkc PRIMARY KEY (version_num)
)=Q+
indexsqlite_autoindex_alembic_version_1alembic_version
ø
I]7
indexsqlite_autoindex_registered_model_tags_1registered_model_tags‚:77
„tableregistered_model_tagsregistered_model_tagsCREATE TABLE registered_model_tags (
	"key" VARCHAR(250) NOT NULL, 
	value VARCHAR(5000), 
	name VARCHAR(256) NOT NULL, 
	CONSTRAINT registered_model_tag_pk PRIMARY KEY ("key", name), 
	FOREIGN KEY(name) REFERENCES registered_models (name) ON UPDATE cascade
)';
indexsqlite_autoindex_runs_1runsAU/
indexsqlite_autoindex_registered_models_1registered_models‚//
ƒ7tableregistered_modelsregistered_modelsCREATE TABLE registered_models (
	name VARCHAR(256) NOT NULL, 
	creation_time BIGINT, 
	last_updated_time BIGINT, 
	description VARCHAR(5000), 
	CONSTRAINT registered_model_pk PRIMARY KEY (name), 
	UNIQUE (name)
)';
indexsqlite_autoindex_tags_1tagsh
ƒ3tabletagstagsCREATE TABLE "tags" (
	"key" VARCHAR(250) NOT NULL, 
	value VARCHAR(5000), 
	run_uuid VARCHAR(32) NOT NULL, 
	CONSTRAINT tag_pk PRIMARY KEY ("key", run_uuid), 
	FOREIGN KEY(run_uuid) REFERENCES runs (run_uuid)
)=Q+
indexsqlite_autoindex_experiment_tags_1experiment_tags‚)++
„	tableexperiment_tagsexperiment_tagsCREATE TABLE experiment_tags (
	"key" VARCHAR(250) NOT NULL, 
	value VARCHAR(5000), 
	experiment_id INTEGER NOT NULL, 
	CONSTRAINT experiment_tag_pk PRIMARY KEY ("key", experiment_id), 
	FOREIGN KEY(experiment_id) REFERENCES experiments (experiment_id)
)ƒ
##
…itableexperimentsexperimentsCREATE TABLE experiments (
	experiment_id INTEGER NOT NULL, 
	name VARCHAR(256) NOT NULL, 
	artifact_location VARCHAR(256), 
	lifecycle_stage VARCHAR(32), creation_time BIGINT, last_update_time BIGINT, 
	CONSTRAINT experiment_pk PRIMARY KEY (experiment_id), 
	CONSTRAINT experiments_lifecycle_stage CHECK (lifecycle_stage IN ('active', 'deleted')), 
	UNIQUE (name)
)5I#
indexsqlite_autoindex_experiments_1experiments
q

³
T	UÞ¡ÖEÄl
ÄO
³
³
³
³ˆJSã
	
á	Â	Â	’
`ƒ;0
†Itabledatasetsdatasets"CREATE TABLE datasets (
	dataset_uuid VARCHAR(36) NOT NULL, 
	experiment_id INTEGER NOT NULL, 
	name VARCHAR(500) NOT NULL, 
	digest VARCHAR(36) NOT NULL, 
	dataset_source_type VARCHAR(36) NOT NULL, 
	dataset_source TEXT NOT NULL, 
	dataset_schema TEXT, 
	dataset_profile TEXT, 
	CONSTRAINT dataset_pk PRIMARY KEY (experiment_id, name, digest), 
	FOREIGN KEY(experiment_id) REFERENCES experiments (experiment_id)
)©ûV*3
sindexindex_tags_run_uuidtagsCREATE INDEX index_tags_run_uuid ON tags (run_uuid))G)
indexindex_latest_metrics_run_uuidlatest_metricsCREATE INDEX index_latest_metrics_run_uuid ON latest_metrics (run_uuid)b(9
indexindex_metrics_run_uuidmetrics	CREATE INDEX index_metrics_run_uuid ON metrics (run_uuid)	’--&A
indexsqlite_autoindex_metrics_1metricsƒ%
†	tablemetricsmetricsCREATE TABLE "metrics" (
	"key" VARCHAR(250) NOT NULL, 
	value FLOAT NOT NULL, 
	timestamp BIGINT NOT NULL, 
	run_uuid VARCHAR(32) NOT NULL, 
	step BIGINT DEFAULT '0' NOT NULL, 
	is_nan BOOLEAN DEFAULT '0' NOT NULL, 
	CONSTRAINT metric_pk PRIMARY KEY ("key", timestamp, step, run_uuid, value, is_nan), 
	FOREIGN KEY(run_uuid) REFERENCES runs (run_uuid), 
	CHECK (is_nan IN (0, 1))
);$O)
indexsqlite_autoindex_latest_metrics_1latest_metrics‚t#))
…#tablelatest_metricslatest_metricsCREATE TABLE "latest_metrics" (
	"key" VARCHAR(250) NOT NULL, 
	value FLOAT NOT NULL, 
	timestamp BIGINT, 
	step BIGINT NOT NULL, 
	is_nan BOOLEAN NOT NULL, 
	run_uuid VARCHAR(32) NOT NULL, 
	CONSTRAINT latest_metric_pk PRIMARY KEY ("key", run_uuid), 
	FOREIGN KEY(run_uuid) REFERENCES runs (run_uuid), 
	CHECK (is_nan IN (0, 1))
);"O)
indexsqlite_autoindex_model_versions_1model_versions 
„(!))
ˆtablemodel_versionsmodel_versionsCREATE TABLE "model_versions" (
	name VARCHAR(256) NOT NULL, 
	version INTEGER NOT NULL, 
	creation_time BIGINT, 
	last_updated_time BIGINT, 
	description VARCHAR(5000), 
	user_id VARCHAR(256), 
	current_stage VARCHAR(20), 
	source VARCHAR(500), 
	run_id VARCHAR(32), 
	status VARCHAR(20), 
	status_message VARCHAR(500), 
	run_link VARCHAR(500), storage_location VARCHAR(500), 
	CONSTRAINT model_version_pk PRIMARY KEY (name, version), 
	FOREIGN KEY(name) REFERENCES registered_models (name) ON UPDATE CASCADE
)C W1
indexsqlite_autoindex_model_version_tags_1model_version_tagsƒ.==
…#tableregistered_model_aliasesregistered_model_aliases
CREATE TABLE registered_model_aliases (
	alias VARCHAR(256) NOT NULL, 
	version INTEGER NOT NULL, 
	name VARCHAR(256) NOT NULL, 
	CONSTRAINT registered_model_alias_pk PRIMARY KEY (name, alias), 
	CONSTRAINT registered_model_alias_name_fkey FOREIGN KEY(name) REFERENCES registered_models (name) ON DELETE cascade ON UPDATE cascade
)O/c=
indexsqlite_autoindex_registered_model_aliases_1registered_model_aliases`ç£ûöñìç›S€AX36$5
U¸j	ïétþ
Í	¥	€
gÇ™#
œ 	Ê
†md*}'õà
òÓ·3X	[ÄãzŸæ¢´‰
ƒ»Á¸?
^	6O–	
¨ì
±qwa-
9®
û0RÐH¾«
Öø’<
ŒLÜE
BÙUÝ$M
8e27978ace8f431daf6e86a84f911c76U$M
fb6d8d4bd41f45abb36b3b58fe160c81T$M
d1475b8a27e24d68ae75c49710547ad1S$M
4c19390a154f4b63ba9e208e73e24a5cR$M
e97039aef5f14dc6bf7d2d1b7cc37742Q$M
af86afa3f2194726b350927336a6b406P$M
a32ccc1cb12b4d00beeae256d8d8c894O$M
89fe397d80d049218100366806f89a2fN$M
5ba59920410e4142a69c589853ef2bccM$M
e40c03c9b5a84eda97a317fc9c2b3937L$M
483cc34ba8424e89aebf16f836111d8dK$M
a2a03aca384e4a65861a1c9d5b5c1fc2J$M
0f3681e9484b4a229a1cb383fb29c4b2I$M
22ca28b0c6b249a68f54721edeb36bb6H$M
d4f3bbd8eac14cdcaf9aa141e6290fa9G$M
6ecbd03e4c0f478d814226174270c17bF$M
6f87dd19758c4f7aafd73cd1b9091096E$M
c3984bc02445400097c1db522d8dde50D$M
d1b51aff7c6c4b36b00915604c4a88dcC$M
b38c37f069304b85913c431a1516e105B$M
37d5fd3375b44163bba626b30be16900A$M
8c4c8bc6eeef41a6a56c4a654b4f835f@$M
7432b033d05b412da743757f24853ab2?$M
9ca38fe0f3ab4c20a735a4d3f1b2cdc2>$M
d16b13fb33914587b58d50225fdbd78e=$M
f758f89f45b84b579ce7af1832fc0b50<$M
6fc4f724758841958eb6cd940336f003;$M
73257214c1234deeaa6c6988d2c62492:$M
6ced8b3536514ee9baedcbb5b34805539$M
0649ed79bd8341e1856a85d925434ec68$M
264b1ba8ca34492f8c4a1b38043d92ce7$M
64e41c8af598400e82af115512b2c4986$M
673f6effcc694a79afa490e4c4615c9d5$M
4b5569715e47432089055f7a3170a6464$M
7885fa93615f4a50b8826629533b02f23$M
21f108117fe64cdfb2e3c9e0bd4462c12$M
a8e345aecabd4718b3f487e2d16e8cb71$M
a58c08eb77644c8ca8c38f6f13333c870$M
95f46448c4c143d396457d452ee74f37/$M
6947f20ba997407da8a39f270bf3b43a.$M
189fafb42e84430ea113096468bd6878-$M
18365b7783714400a782721b7feb083d,$M
3b3ce63bcf3a4a779b988dba6aac5694+$M
0569acda8a2c4c35939ad1804063fcf9*$M
32195c11cf434ed29f29292715a46473)$M
c6a016dc1c0b440081ea575ec1cc2316($M
8fdef82198f04be8a4ec466cc1e1dcdf'$M
88ac1026184a48c1bd036c1c3a0546f9&$M
a7328ac3af944ba49089dc0abac2a5c3%$M
18048826cd1d481e9243f25822f84c64$$M
62b4955e8fd743fca92a115e5ea27a75#$M
54c2a06f524f483399af4e7048ce27f9"$M
e472909dd57c44d483988edaf4a002da!$M
b909ac60efa34916b3a5fcfa7d51b3d0 $M
3e5113ce9ed64954b8b9bee01b9e1a4e$M
dbb799e10ef542809ffd4acb0bf32895$M
d1c8a5a9a969401fad81306cbc9afbdf$M
4d564f28efaa423a9d7e3df2f878b223$M
1254413f339a43289dfd5de8b7802720$M
8ee3eeb040c8478b82d3ec702378c408$M
40e8901ef7394dfc8363dd6af82cf816$M
87cd75ef7f104f4ba6c1517ef9820ac9$M
c92bf13dd61e406e8d52c3e60e825ae9$M
6492d7c77ba4419488020e32f5e31264$M
dfe57537d98d4eb1aa4e2d2acf9a08be$M
3d440a21f9fc4090a164fe9005445b5b$M
effcda97d1d244d7a1d38cb57b4ee9ce$M
19e9ec7327f7489c848f625206caf618$M
e7b64a0462a44858abfe8f0854c7b62c$M
aaaaf6106aad4d6da4790f1b9866b550$M
dedd98e887ad4c8fbc12f11f00980e29$M
ce3dc53ebbf24117ae423eddf3354f33$M
3a51f53a41584668826b144804278683
$M
eb961e7539a14cf298fb29978541e39d$M
001d4e96279c47eaa6b1b4d3a61c1fd1$M
87fc49bf8ec1425285c79fe9794e7ca6
$M
869a6cf62f0f4ab5970b9285da5679e1	$M
f4250c9350044642b30cce896b0e79fa$M
16f7e44d2fe6452399c766fd295f2d16$M
2cb6550b6f724adaab9d539c1e834fee$M
d3b261ca0d5d439aa91bd0076a9f9c18$M
40e18681e750483da4b16d4c60144560$M
e1fd092be86a48178077d59bfa6d2164$M
649c4e675e9346149b1eaac835ae1140#M	ea8efe865c0c4e36abdb6a1d4da593db



/ۖÖÛ¬ƒF%M54c2a06f524f483399af4e7048ce27f9¯[%M73257214c1234deeaa6c6988d2c62492
›T$M
c92bf13dd61e406e8d52c3e60e825ae9Cs%M95f46448c4c143d396457d452ee74f37
E%M264b1ba8ca34492f8c4a1b38043d92ce
w.š×¬‚.Xo%Ma8e345aecabd4718b3f487e2d16e8cb7
;$M
dedd98e887ad4c8fbc12f11f00980e29YO%M87cd75ef7f104f4ba6c1517ef9820ac9‡4%M5ba59920410e4142a69c589853ef2bcc
ö3$M
2cb6550b6f724adaab9d539c1e834fee,

{Ê6ù§.õ·€J
¶
y
>З`)ó_"çy@	Òœ
Ë
{N)EMmlflow.runNameXGB_with_Feature_Engineering40e18681e750483da4b16d4c60144560;1Mmlflow.source.typeLOCAL40e18681e750483da4b16d4c601445601AMmlflow.source.name/Users/arham/anaconda3/envs/DataScience/lib/python3.10/site-packages/ipykernel_launcher.py40e18681e750483da4b16d4c601445604#Mmlflow.userarham40e18681e750483da4b16d4c601445605'MpreprocessingNonee1fd092be86a48178077d59bfa6d21645!Mmodel_nameXGBooste1fd092be86a48178077d59bfa6d21647#MexperimentsArham A.e1fd092be86a48178077d59bfa6d2164„k=ˆiMmlflow.log-model.history[{"run_id": "e1fd092be86a48178077d59bfa6d2164", "artifact_path": "model", "utc_time_created": "2024-04-23 22:55:56.375778", "flavors": {"python_function": {"loader_module": "mlflow.xgboost", "python_version": "3.10.13", "data": "model.xgb", "env": {"conda": "conda.yaml", "virtualenv": "python_env.yaml"}}, "xgboost": {"xgb_version": "1.7.3", "data": "model.xgb", "model_class": "xgboost.sklearn.XGBClassifier", "model_format": "xgb", "code": null}}, "model_uuid": "b69e50c09a96415da29d4625c8eb5a13", "mlflow_version": "2.10.2", "model_size_bytes": 1373770}]e1fd092be86a48178077d59bfa6d21649)Mmlflow.runNameXGBooste1fd092be86a48178077d59bfa6d2164;1Mmlflow.source.typeLOCALe1fd092be86a48178077d59bfa6d21641AMmlflow.source.name/Users/arham/anaconda3/envs/DataScience/lib/python3.10/site-packages/ipykernel_launcher.pye1fd092be86a48178077d59bfa6d21644#Mmlflow.userarhame1fd092be86a48178077d59bfa6d21645'MpreprocessingNone649c4e675e9346149b1eaac835ae11405!Mmodel_nameXGBoost649c4e675e9346149b1eaac835ae11407#MexperimentsArham A.649c4e675e9346149b1eaac835ae1140„k
=ˆiMmlflow.log-model.history[{"run_id": "649c4e675e9346149b1eaac835ae1140", "artifact_path": "model", "utc_time_created": "2024-04-23 22:47:12.162274", "flavors": {"python_function": {"loader_module": "mlflow.xgboost", "python_version": "3.10.13", "data": "model.xgb", "env": {"conda": "conda.yaml", "virtualenv": "python_env.yaml"}}, "xgboost": {"xgb_version": "1.7.3", "data": "model.xgb", "model_class": "xgboost.sklearn.XGBClassifier", "model_format": "xgb", "code": null}}, "model_uuid": "d7f9505466e949139a3986fcd476d297", "mlflow_version": "2.10.2", "model_size_bytes": 1373770}]649c4e675e9346149b1eaac835ae11409)Mmlflow.runNameXGBoost649c4e675e9346149b1eaac835ae1140;1Mmlflow.source.typeLOCAL649c4e675e9346149b1eaac835ae1140
1AMmlflow.source.name/Users/arham/anaconda3/envs/DataScience/lib/python3.10/site-packages/ipykernel_launcher.py649c4e675e9346149b1eaac835ae11404	#Mmlflow.userarham649c4e675e9346149b1eaac835ae11405'MpreprocessingNoneea8efe865c0c4e36abdb6a1d4da593db<!)Mmodel_nameDecision Treesea8efe865c0c4e36abdb6a1d4da593db7#MexperimentsArham A.ea8efe865c0c4e36abdb6a1d4da593db„v=ˆMmlflow.log-model.history[{"run_id": "ea8efe865c0c4e36abdb6a1d4da593db", "artifact_path": "model", "utc_time_created": "2024-04-23 19:07:57.982470", "flavors": {"python_function": {"model_path": "model.pkl", "predict_fn": "predict", "loader_module": "mlflow.sklearn", "python_version": "3.10.13", "env": {"conda": "conda.yaml", "virtualenv": "python_env.yaml"}}, "sklearn": {"pickled_model": "model.pkl", "sklearn_version": "1.4.0", "serialization_format": "cloudpickle", "code": null}}, "model_uuid": "f4980504963844a39cfd4786a075d051", "mlflow_version": "2.10.2", "model_size_bytes": 308206}]ea8efe865c0c4e36abdb6a1d4da593dbP)IMmlflow.runNameDummy_Classifier_Decision_Treeea8efe865c0c4e36abdb6a1d4da593db;1Mmlflow.source.typeLOCALea8efe865c0c4e36abdb6a1d4da593db1AMmlflow.source.name/Users/arham/anaconda3/envs/DataScience/lib/python3.10/site-packages/ipykernel_launcher.pyea8efe865c0c4e36abdb6a1d4da593db4
#Mmlflow.userarhamea8efe865c0c4e36abdb6a1d4da593db
H
’
Y
"ì¶"å’	$ë´~H´w$¶}FÚF	¶H„k5=ˆiMmlflow.log-model.history[{"run_id": "16f7e44d2fe6452399c766fd295f2d16", "artifact_path": "model", "utc_time_created": "2024-04-23 23:19:40.198564", "flavors": {"python_function": {"loader_module": "mlflow.xgboost", "python_version": "3.10.13", "data": "model.xgb", "env": {"conda": "conda.yaml", "virtualenv": "python_env.yaml"}}, "xgboost": {"xgb_version": "1.7.3", "data": "model.xgb", "model_class": "xgboost.sklearn.XGBClassifier", "model_format": "xgb", "code": null}}, "model_uuid": "13cd190145be4c5f8cfd0219ae57bf10", "mlflow_version": "2.10.2", "model_size_bytes": 1400410}]16f7e44d2fe6452399c766fd295f2d16Q4)KMmlflow.runNameXGB_without_Feature_Engineering16f7e44d2fe6452399c766fd295f2d16;31Mmlflow.source.typeLOCAL16f7e44d2fe6452399c766fd295f2d1621AMmlflow.source.name/Users/arham/anaconda3/envs/DataScience/lib/python3.10/site-packages/ipykernel_launcher.py16f7e44d2fe6452399c766fd295f2d1641#Mmlflow.userarham16f7e44d2fe6452399c766fd295f2d1640'MpreprocessingYes2cb6550b6f724adaab9d539c1e834fee5/!Mmodel_nameXGBoost2cb6550b6f724adaab9d539c1e834fee7.#MexperimentsArham A.2cb6550b6f724adaab9d539c1e834fee„k-=ˆiMmlflow.log-model.history[{"run_id": "2cb6550b6f724adaab9d539c1e834fee", "artifact_path": "model", "utc_time_created": "2024-04-23 23:18:41.551521", "flavors": {"python_function": {"loader_module": "mlflow.xgboost", "python_version": "3.10.13", "data": "model.xgb", "env": {"conda": "conda.yaml", "virtualenv": "python_env.yaml"}}, "xgboost": {"xgb_version": "1.7.3", "data": "model.xgb", "model_class": "xgboost.sklearn.XGBClassifier", "model_format": "xgb", "code": null}}, "model_uuid": "8224442895914bf8a7288b6677865b9f", "mlflow_version": "2.10.2", "model_size_bytes": 1580914}]2cb6550b6f724adaab9d539c1e834feeQ,)KMmlflow.runNameXGB_without_Feature_Engineering2cb6550b6f724adaab9d539c1e834fee;+1Mmlflow.source.typeLOCAL2cb6550b6f724adaab9d539c1e834fee*1AMmlflow.source.name/Users/arham/anaconda3/envs/DataScience/lib/python3.10/site-packages/ipykernel_launcher.py2cb6550b6f724adaab9d539c1e834fee4)#Mmlflow.userarham2cb6550b6f724adaab9d539c1e834fee4('MpreprocessingYesd3b261ca0d5d439aa91bd0076a9f9c185'!Mmodel_nameXGBoostd3b261ca0d5d439aa91bd0076a9f9c187&#MexperimentsArham A.d3b261ca0d5d439aa91bd0076a9f9c18„k%=ˆiMmlflow.log-model.history[{"run_id": "d3b261ca0d5d439aa91bd0076a9f9c18", "artifact_path": "model", "utc_time_created": "2024-04-23 23:12:17.204249", "flavors": {"python_function": {"loader_module": "mlflow.xgboost", "python_version": "3.10.13", "data": "model.xgb", "env": {"conda": "conda.yaml", "virtualenv": "python_env.yaml"}}, "xgboost": {"xgb_version": "1.7.3", "data": "model.xgb", "model_class": "xgboost.sklearn.XGBClassifier", "model_format": "xgb", "code": null}}, "model_uuid": "e25f2b63b9e44abbb558f7d5aeac71a8", "mlflow_version": "2.10.2", "model_size_bytes": 1420786}]d3b261ca0d5d439aa91bd0076a9f9c18Q$)KMmlflow.runNameXGB_without_Feature_Engineeringd3b261ca0d5d439aa91bd0076a9f9c18;#1Mmlflow.source.typeLOCALd3b261ca0d5d439aa91bd0076a9f9c18"1AMmlflow.source.name/Users/arham/anaconda3/envs/DataScience/lib/python3.10/site-packages/ipykernel_launcher.pyd3b261ca0d5d439aa91bd0076a9f9c184!#Mmlflow.userarhamd3b261ca0d5d439aa91bd0076a9f9c184 'MpreprocessingYes40e18681e750483da4b16d4c601445605!Mmodel_nameXGBoost40e18681e750483da4b16d4c601445607#MexperimentsArham A.40e18681e750483da4b16d4c60144560„k=ˆiMmlflow.log-model.history[{"run_id": "40e18681e750483da4b16d4c60144560", "artifact_path": "model", "utc_time_created": "2024-04-23 23:05:22.219693", "flavors": {"python_function": {"loader_module": "mlflow.xgboost", "python_version": "3.10.13", "data": "model.xgb", "env": {"conda": "conda.yaml", "virtualenv": "python_env.yaml"}}, "xgboost": {"xgb_version": "1.7.3", "data": "model.xgb", "model_class": "xgboost.sklearn.XGBClassifier", "model_format": "xgb", "code": null}}, "model_uuid": "cf978c88a33d46f4aaf5aa464a4fd2c1", "mlflow_version": "2.10.2", "model_size_bytes": 1373770}]40e18681e750483da4b16d4c60144560









À’ûöðêäÞØÒÌÆÀŽ…‡„[‚„ wƒbpƒ$g‚ff‚(]jW,BnA8ë	
š„B
Ó
š#Ç³|[B=Y4)MTarget_Drift_3c3984bc02445400097c1db522d8dde50…I4)MTarget_Drift_295f46448c4c143d396457d452ee74f37
H‘1#Meval_metric264b1ba8ca34492f8c4a1b38043d92ce
åH3)M
Target_Drift_162b4955e8fd743fca92a115e5ea27a75dq2%Mn_estimatorsc6a016dc1c0b440081ea575ec1cc2316¯Œ3'Mlearning_ratea58c08eb77644c8ca8c38f6f13333c87
N8a3)M
Target_Drift_519e9ec7327f7489c848f625206caf618}/Mreg_alpha21f108117fe64cdfb2e3c9e0bd4462c1
|8h4)MTarget_Drift_66ecbd03e4c0f478d814226174270c17b–
	dÏZ¤
[
.Çú"
í	ñ	Ä	d^<7
{indexindex_params_run_uuidparamsCREATE INDEX index_params_run_uuid ON params (run_uuid)+;?
indexsqlite_autoindex_params_1params-y:
ƒMtableparamsparams,CREATE TABLE "params" (
	"key" VARCHAR(250) NOT NULL, 
	value VARCHAR(8000) NOT NULL, 
	run_uuid VARCHAR(32) NOT NULL, 
	CONSTRAINT param_pk PRIMARY KEY ("key", run_uuid), 
	FOREIGN KEY(run_uuid) REFERENCES runs (run_uuid)
)39G!
indexsqlite_autoindex_input_tags_1input_tags+U8!!
‚utableinput_tagsinput_tags*CREATE TABLE input_tags (
	input_uuid VARCHAR(36) NOT NULL, 
	name VARCHAR(255) NOT NULL, 
	value VARCHAR(500) NOT NULL, 
	CONSTRAINT input_tags_pk PRIMARY KEY (input_uuid, name)
)J7}
‚indexindex_inputs_destination_type_destination_id_source_typeinputs)CREATE INDEX index_inputs_destination_type_destination_id_source_type ON inputs (destination_type, destination_id, source_type)e6;
indexindex_inputs_input_uuidinputs(CREATE INDEX index_inputs_input_uuid ON inputs (input_uuid)+5?
indexsqlite_autoindex_inputs_1inputs'‚F4
„gtableinputsinputs&CREATE TABLE inputs (
	input_uuid VARCHAR(36) NOT NULL, 
	source_type VARCHAR(36) NOT NULL, 
	source_id VARCHAR(36) NOT NULL, 
	destination_type VARCHAR(36) NOT NULL, 
	destination_id VARCHAR(36) NOT NULL, 
	CONSTRAINT inputs_pk PRIMARY KEY (source_type, source_id, destination_type, destination_id)
)33m
iindexindex_datasets_experiment_id_dataset_source_typedatasets%CREATE INDEX index_datasets_experiment_id_dataset_source_type ON datasets (experiment_id, dataset_source_type)s2C
indexindex_datasets_dataset_uuiddatasets$CREATE INDEX index_datasets_dataset_uuid ON datasets (dataset_uuid)/1C
indexsqlite_autoindex_datasets_1datasets#
*dǐZ$S

Ë
7ú¨rÞ¡O
…
H	ö	À	,ïgÓ–DË’TçSÄŽ
ú
½
k
5¡d;_1Mmlflow.source.typeLOCALaaaaf6106aad4d6da4790f1b9866b550^1AMmlflow.source.name/Users/arham/anaconda3/envs/DataScience/lib/python3.10/site-packages/ipykernel_launcher.pyaaaaf6106aad4d6da4790f1b9866b5504]#Mmlflow.userarhamaaaaf6106aad4d6da4790f1b9866b550P\)IMmlflow.runNameDummy_Classifier_Decision_Treededd98e887ad4c8fbc12f11f00980e29;[1Mmlflow.source.typeLOCALdedd98e887ad4c8fbc12f11f00980e29Z1AMmlflow.source.name/Users/arham/anaconda3/envs/DataScience/lib/python3.10/site-packages/ipykernel_launcher.pydedd98e887ad4c8fbc12f11f00980e294Y#Mmlflow.userarhamdedd98e887ad4c8fbc12f11f00980e29PX)IMmlflow.runNameDummy_Classifier_Decision_Treece3dc53ebbf24117ae423eddf3354f33;W1Mmlflow.source.typeLOCALce3dc53ebbf24117ae423eddf3354f33V1AMmlflow.source.name/Users/arham/anaconda3/envs/DataScience/lib/python3.10/site-packages/ipykernel_launcher.pyce3dc53ebbf24117ae423eddf3354f334U#Mmlflow.userarhamce3dc53ebbf24117ae423eddf3354f335T'MpreprocessingNone3a51f53a41584668826b144804278683<S!)Mmodel_nameDecision Trees3a51f53a41584668826b1448042786837R#MexperimentsArham A.3a51f53a41584668826b144804278683„vQ=ˆMmlflow.log-model.history[{"run_id": "3a51f53a41584668826b144804278683", "artifact_path": "model", "utc_time_created": "2024-04-25 16:46:38.877120", "flavors": {"python_function": {"model_path": "model.pkl", "predict_fn": "predict", "loader_module": "mlflow.sklearn", "python_version": "3.10.13", "env": {"conda": "conda.yaml", "virtualenv": "python_env.yaml"}}, "sklearn": {"pickled_model": "model.pkl", "sklearn_version": "1.4.0", "serialization_format": "cloudpickle", "code": null}}, "model_uuid": "ab5808b8975340dcb8bf249cc16886f7", "mlflow_version": "2.10.2", "model_size_bytes": 309406}]3a51f53a41584668826b144804278683PP)IMmlflow.runNameDummy_Classifier_Decision_Tree3a51f53a41584668826b144804278683;O1Mmlflow.source.typeLOCAL3a51f53a41584668826b144804278683N1AMmlflow.source.name/Users/arham/anaconda3/envs/DataScience/lib/python3.10/site-packages/ipykernel_launcher.py3a51f53a41584668826b1448042786834M#Mmlflow.userarham3a51f53a41584668826b144804278683PL)IMmlflow.runNameDummy_Classifier_Decision_Treeeb961e7539a14cf298fb29978541e39d;K1Mmlflow.source.typeLOCALeb961e7539a14cf298fb29978541e39dJ1AMmlflow.source.name/Users/arham/anaconda3/envs/DataScience/lib/python3.10/site-packages/ipykernel_launcher.pyeb961e7539a14cf298fb29978541e39d4I#Mmlflow.userarhameb961e7539a14cf298fb29978541e39dPH)IMmlflow.runNameDummy_Classifier_Decision_Tree001d4e96279c47eaa6b1b4d3a61c1fd1;G1Mmlflow.source.typeLOCAL001d4e96279c47eaa6b1b4d3a61c1fd1F1AMmlflow.source.name/Users/arham/anaconda3/envs/DataScience/lib/python3.10/site-packages/ipykernel_launcher.py001d4e96279c47eaa6b1b4d3a61c1fd14E#Mmlflow.userarham001d4e96279c47eaa6b1b4d3a61c1fd1PD)IMmlflow.runNameDummy_Classifier_Decision_Tree87fc49bf8ec1425285c79fe9794e7ca6;C1Mmlflow.source.typeLOCAL87fc49bf8ec1425285c79fe9794e7ca6B1AMmlflow.source.name/Users/arham/anaconda3/envs/DataScience/lib/python3.10/site-packages/ipykernel_launcher.py87fc49bf8ec1425285c79fe9794e7ca64A#Mmlflow.userarham87fc49bf8ec1425285c79fe9794e7ca6P@)IMmlflow.runNameDummy_Classifier_Decision_Tree869a6cf62f0f4ab5970b9285da5679e1;?1Mmlflow.source.typeLOCAL869a6cf62f0f4ab5970b9285da5679e1>1AMmlflow.source.name/Users/arham/anaconda3/envs/DataScience/lib/python3.10/site-packages/ipykernel_launcher.py869a6cf62f0f4ab5970b9285da5679e14=#Mmlflow.userarham869a6cf62f0f4ab5970b9285da5679e1P<)IMmlflow.runNameDummy_Classifier_Decision_Treef4250c9350044642b30cce896b0e79fa;;1Mmlflow.source.typeLOCALf4250c9350044642b30cce896b0e79fa:1AMmlflow.source.name/Users/arham/anaconda3/envs/DataScience/lib/python3.10/site-packages/ipykernel_launcher.pyf4250c9350044642b30cce896b0e79fa49#Mmlflow.userarhamf4250c9350044642b30cce896b0e79fa48'MpreprocessingYes16f7e44d2fe6452399c766fd295f2d1657!Mmodel_nameXGBoost16f7e44d2fe6452399c766fd295f2d1676#MexperimentsArham A.16f7e44d2fe6452399c766fd295f2d16

FÔÎœj8Õ¤r@
Ý
«
y
H
å³OÔ뺈V$
ò
À
Ž
\
*	øŒ	Æ
Ä	”	b	0þZÌš(h6Ó¡p>
öÛ©j+ì­o0ò³t5÷¸y;ü¾
D
1#Mexperiments5ba59920410e4142a69c589853ef2bcc
ö¾1#Mexperiments8e27978ace8f431daf6e86a84f911c76*1#Mexperimentse97039aef5f14dc6bf7d2d1b7cc377421#Mexperimentsaf86afa3f2194726b350927336a6b4061#Mexperimentsa32ccc1cb12b4d00beeae256d8d8c8941#Mexperiments89fe397d80d049218100366806f89a2f
þ==M
mlflow.log-model.history40e18681e750483da4b16d4c60144560>=Mmlflow.log-model.history3e5113ce9ed64954b8b9bee01b9e1a4e½==M
mlflow.log-model.history3a51f53a41584668826b144804278683Q>=Mmlflow.log-model.history37d5fd3375b44163bba626b30be16900
±>=Mmlflow.log-model.history32195c11cf434ed29f29292715a46473
==M
mlflow.log-model.history2cb6550b6f724adaab9d539c1e834fee->=Mmlflow.log-model.history264b1ba8ca34492f8c4a1b38043d92ce
m>=Mmlflow.log-model.history22ca28b0c6b249a68f54721edeb36bb6
Ñ>=Mmlflow.log-model.history21f108117fe64cdfb2e3c9e0bd4462c1
E==M
mlflow.log-model.history19e9ec7327f7489c848f625206caf618i>=Mmlflow.log-model.history18365b7783714400a782721b7feb083d
==M
mlflow.log-model.history16f7e44d2fe6452399c766fd295f2d165>=Mmlflow.log-model.history1254413f339a43289dfd5de8b7802720¡>=Mmlflow.log-model.history0f3681e9484b4a229a1cb383fb29c4b2
Ù>=Mmlflow.log-model.history0649ed79bd8341e1856a85d925434ec6
u>=Mmlflow.log-model.history0569acda8a2c4c35939ad1804063fcf9

1#Mexperimentsf758f89f45b84b579ce7af1832fc0b50
–0#M
experimentsea8efe865c0c4e36abdb6a1d4da593db1#Mexperimentse472909dd57c44d483988edaf4a002daÎ1#Mexperimentse40c03c9b5a84eda97a317fc9c2b3937
î0#M
experimentse1fd092be86a48178077d59bfa6d21641#Mexperimentsdbb799e10ef542809ffd4acb0bf32895¶0#M
experimentsd3b261ca0d5d439aa91bd0076a9f9c18&1#Mexperimentsc92bf13dd61e406e8d52c3e60e825ae9‚1#Mexperimentsc6a016dc1c0b440081ea575ec1cc2316þ1#Mexperimentsb909ac60efa34916b3a5fcfa7d51b3d0Æ1#Mexperimentsa8e345aecabd4718b3f487e2d16e8cb7
>1#Mexperimentsa58c08eb77644c8ca8c38f6f13333c87
61#Mexperimentsa2a03aca384e4a65861a1c9d5b5c1fc2
â1#Mexperiments95f46448c4c143d396457d452ee74f37
.1#Mexperiments8fdef82198f04be8a4ec466cc1e1dcdfö1#Mexperiments8ee3eeb040c8478b82d3ec702378c408š1#Mexperiments8c4c8bc6eeef41a6a56c4a654b4f835f
ª1#Mexperiments88ac1026184a48c1bd036c1c3a0546f9î1#Mexperiments87cd75ef7f104f4ba6c1517ef9820ac9Š1#Mexperiments7885fa93615f4a50b8826629533b02f2
N1#Mexperiments73257214c1234deeaa6c6988d2c62492
†1#Mexperiments6fc4f724758841958eb6cd940336f003
Ž1#Mexperiments6ced8b3536514ee9baedcbb5b3480553
~1#Mexperiments6947f20ba997407da8a39f270bf3b43a
&1#Mexperiments673f6effcc694a79afa490e4c4615c9d
^1#Mexperiments64e41c8af598400e82af115512b2c498
f0#M
experiments649c4e675e9346149b1eaac835ae11401#Mexperiments62b4955e8fd743fca92a115e5ea27a75Þ1#Mexperiments54c2a06f524f483399af4e7048ce27f9Ö1#Mexperiments4d564f28efaa423a9d7e3df2f878b223ª1#Mexperiments4b5569715e47432089055f7a3170a646
V1#Mexperiments40e8901ef7394dfc8363dd6af82cf816’0#M
experiments40e18681e750483da4b16d4c601445601#Mexperiments3e5113ce9ed64954b8b9bee01b9e1a4e¾0#M
experiments3a51f53a41584668826b144804278683R1#Mexperiments37d5fd3375b44163bba626b30be16900
²1#Mexperiments32195c11cf434ed29f29292715a46473
0#M
experiments2cb6550b6f724adaab9d539c1e834fee.1#Mexperiments264b1ba8ca34492f8c4a1b38043d92ce
n1#Mexperiments22ca28b0c6b249a68f54721edeb36bb6
Ò1#Mexperiments21f108117fe64cdfb2e3c9e0bd4462c1
F0#M
experiments19e9ec7327f7489c848f625206caf618j1#Mexperiments18365b7783714400a782721b7feb083d
0#M
experiments16f7e44d2fe6452399c766fd295f2d1661#Mexperiments1254413f339a43289dfd5de8b7802720¢1#Mexperiments0f3681e9484b4a229a1cb383fb29c4b2
Ú1#Mexperiments0649ed79bd8341e1856a85d925434ec6
v1#Mexperiments0569acda8a2c4c35939ad1804063fcf9

R@ö}Ùš[Þ6÷¸y:û¼ÁŸ‚öCÅ
©`†G!
É
Š
L

Ï
5âRߪu
è@
×
¢
m
9
	Ï	›	f	1ýÈ”_+ö
tÁ­ŒWÞ©u˖¾RŸ>=Mmlflow.log-model.history8e27978ace8f431daf6e86a84f911c76)>=Mmlflow.log-model.historye40c03c9b5a84eda97a317fc9c2b3937
í4)Mmlflow.runName483cc34ba8424e89aebf16f836111d8d
è>=Mmlflow.log-model.historya2a03aca384e4a65861a1c9d5b5c1fc2
á4)Mmlflow.runName0f3681e9484b4a229a1cb383fb29c4b2
Ø4)Mmlflow.runName22ca28b0c6b249a68f54721edeb36bb6
Ðu+>=Mmlflow.log-model.history4b5569715e47432089055f7a3170a646
U>=Mmlflow.log-model.history87cd75ef7f104f4ba6c1517ef9820ac9‰>=Mmlflow.log-model.history7885fa93615f4a50b8826629533b02f2
M>=Mmlflow.log-model.history73257214c1234deeaa6c6988d2c62492
…>=Mmlflow.log-model.history6fc4f724758841958eb6cd940336f003
>=Mmlflow.log-model.history6ced8b3536514ee9baedcbb5b3480553
}>=Mmlflow.log-model.history6947f20ba997407da8a39f270bf3b43a
%>=Mmlflow.log-model.history673f6effcc694a79afa490e4c4615c9d
]84)Mmlflow.runName4c19390a154f4b63ba9e208e73e24a5c>=Mmlflow.log-model.historye97039aef5f14dc6bf7d2d1b7cc37742>=Mmlflow.log-model.historyaf86afa3f2194726b350927336a6b406
>=Mmlflow.log-model.historya32ccc1cb12b4d00beeae256d8d8c894>=Mmlflow.log-model.history89fe397d80d049218100366806f89a2f
ý>=Mmlflow.log-model.history64e41c8af598400e82af115512b2c498
e==M
mlflow.log-model.history649c4e675e9346149b1eaac835ae1140
>=Mmlflow.log-model.history62b4955e8fd743fca92a115e5ea27a75Ý>=Mmlflow.log-model.history5ba59920410e4142a69c589853ef2bcc
õ>=Mmlflow.log-model.history54c2a06f524f483399af4e7048ce27f9Õ>=Mmlflow.log-model.history4d564f28efaa423a9d7e3df2f878b223©4)Mmlflow.runName54c2a06f524f483399af4e7048ce27f9Ô4)Mmlflow.runName4d564f28efaa423a9d7e3df2f878b223¨4)Mmlflow.runName4b5569715e47432089055f7a3170a646
T4)Mmlflow.runName40e8901ef7394dfc8363dd6af82cf8163)M
mlflow.runName40e18681e750483da4b16d4c601445604)Mmlflow.runName3e5113ce9ed64954b8b9bee01b9e1a4e¼3)M
mlflow.runName3d440a21f9fc4090a164fe9005445b5bt4)Mmlflow.runName3b3ce63bcf3a4a779b988dba6aac5694
3)M
mlflow.runName3a51f53a41584668826b144804278683P4)Mmlflow.runName37d5fd3375b44163bba626b30be16900
°4)Mmlflow.runName32195c11cf434ed29f29292715a46473
3)M
mlflow.runName2cb6550b6f724adaab9d539c1e834fee,4)Mmlflow.runName264b1ba8ca34492f8c4a1b38043d92ce
l4)Mmlflow.runName21f108117fe64cdfb2e3c9e0bd4462c1
D3)M
mlflow.runName19e9ec7327f7489c848f625206caf618h4)Mmlflow.runName189fafb42e84430ea113096468bd6878
 4)Mmlflow.runName18365b7783714400a782721b7feb083d
4)Mmlflow.runName18048826cd1d481e9243f25822f84c64ä3)M
mlflow.runName16f7e44d2fe6452399c766fd295f2d1644)Mmlflow.runName1254413f339a43289dfd5de8b7802720 4)Mmlflow.runName0649ed79bd8341e1856a85d925434ec6
t4)Mmlflow.runName0569acda8a2c4c35939ad1804063fcf9
3)M
mlflow.runName001d4e96279c47eaa6b1b4d3a61c1fd1H>=Mmlflow.log-model.historyf758f89f45b84b579ce7af1832fc0b50
•==M
mlflow.log-model.historyea8efe865c0c4e36abdb6a1d4da593db>=Mmlflow.log-model.historye472909dd57c44d483988edaf4a002daÍ==M
mlflow.log-model.historye1fd092be86a48178077d59bfa6d2164>=Mmlflow.log-model.historydbb799e10ef542809ffd4acb0bf32895µ==M
mlflow.log-model.historyd3b261ca0d5d439aa91bd0076a9f9c18%>=Mmlflow.log-model.historyc92bf13dd61e406e8d52c3e60e825ae9>=Mmlflow.log-model.historyc6a016dc1c0b440081ea575ec1cc2316ý>=Mmlflow.log-model.historyb909ac60efa34916b3a5fcfa7d51b3d0Å>=Mmlflow.log-model.historya8e345aecabd4718b3f487e2d16e8cb7
=>=Mmlflow.log-model.historya58c08eb77644c8ca8c38f6f13333c87
5>=Mmlflow.log-model.history95f46448c4c143d396457d452ee74f37
->=Mmlflow.log-model.history8fdef82198f04be8a4ec466cc1e1dcdfõ>=Mmlflow.log-model.history8ee3eeb040c8478b82d3ec702378c408™>=Mmlflow.log-model.history8c4c8bc6eeef41a6a56c4a654b4f835f
©>=Mmlflow.log-model.history88ac1026184a48c1bd036c1c3a0546f9í
#c®xä§U
‹
Nü
ƒ
J
	Õ	Ÿ	Î|F²u#íYÊ”Ãq;§jc7#MexperimentsArham A.c92bf13dd61e406e8d52c3e60e825ae9„v
=ˆMmlflow.log-model.history[{"run_id": "c92bf13dd61e406e8d52c3e60e825ae9", "artifact_path": "model", "utc_time_created": "2024-04-25 17:00:05.266384", "flavors": {"python_function": {"model_path": "model.pkl", "predict_fn": "predict", "loader_module": "mlflow.sklearn", "python_version": "3.10.13", "env": {"conda": "conda.yaml", "virtualenv": "python_env.yaml"}}, "sklearn": {"pickled_model": "model.pkl", "sklearn_version": "1.4.0", "serialization_format": "cloudpickle", "code": null}}, "model_uuid": "86df9a65f3254c2cbf983618e1a0f43c", "mlflow_version": "2.10.2", "model_size_bytes": 309886}]c92bf13dd61e406e8d52c3e60e825ae9P)IMmlflow.runNameDummy_Classifier_Decision_Treec92bf13dd61e406e8d52c3e60e825ae9;1Mmlflow.source.typeLOCALc92bf13dd61e406e8d52c3e60e825ae9~1AMmlflow.source.name/Users/arham/anaconda3/envs/DataScience/lib/python3.10/site-packages/ipykernel_launcher.pyc92bf13dd61e406e8d52c3e60e825ae94}#Mmlflow.userarhamc92bf13dd61e406e8d52c3e60e825ae9P|)IMmlflow.runNameDummy_Classifier_Decision_Tree6492d7c77ba4419488020e32f5e31264;{1Mmlflow.source.typeLOCAL6492d7c77ba4419488020e32f5e31264z1AMmlflow.source.name/Users/arham/anaconda3/envs/DataScience/lib/python3.10/site-packages/ipykernel_launcher.py6492d7c77ba4419488020e32f5e312644y#Mmlflow.userarham6492d7c77ba4419488020e32f5e31264Px)IMmlflow.runNameDummy_Classifier_Decision_Treedfe57537d98d4eb1aa4e2d2acf9a08be;w1Mmlflow.source.typeLOCALdfe57537d98d4eb1aa4e2d2acf9a08bev1AMmlflow.source.name/Users/arham/anaconda3/envs/DataScience/lib/python3.10/site-packages/ipykernel_launcher.pydfe57537d98d4eb1aa4e2d2acf9a08be4u#Mmlflow.userarhamdfe57537d98d4eb1aa4e2d2acf9a08bePt)IMmlflow.runNameDummy_Classifier_Decision_Tree3d440a21f9fc4090a164fe9005445b5b;s1Mmlflow.source.typeLOCAL3d440a21f9fc4090a164fe9005445b5br1AMmlflow.source.name/Users/arham/anaconda3/envs/DataScience/lib/python3.10/site-packages/ipykernel_launcher.py3d440a21f9fc4090a164fe9005445b5b4q#Mmlflow.userarham3d440a21f9fc4090a164fe9005445b5bPp)IMmlflow.runNameDummy_Classifier_Decision_Treeeffcda97d1d244d7a1d38cb57b4ee9ce;o1Mmlflow.source.typeLOCALeffcda97d1d244d7a1d38cb57b4ee9cen1AMmlflow.source.name/Users/arham/anaconda3/envs/DataScience/lib/python3.10/site-packages/ipykernel_launcher.pyeffcda97d1d244d7a1d38cb57b4ee9ce4m#Mmlflow.userarhameffcda97d1d244d7a1d38cb57b4ee9ce5l'MpreprocessingNone19e9ec7327f7489c848f625206caf618<k!)Mmodel_nameDecision Trees19e9ec7327f7489c848f625206caf6187j#MexperimentsArham A.19e9ec7327f7489c848f625206caf618„vi=ˆMmlflow.log-model.history[{"run_id": "19e9ec7327f7489c848f625206caf618", "artifact_path": "model", "utc_time_created": "2024-04-25 16:56:26.999919", "flavors": {"python_function": {"model_path": "model.pkl", "predict_fn": "predict", "loader_module": "mlflow.sklearn", "python_version": "3.10.13", "env": {"conda": "conda.yaml", "virtualenv": "python_env.yaml"}}, "sklearn": {"pickled_model": "model.pkl", "sklearn_version": "1.4.0", "serialization_format": "cloudpickle", "code": null}}, "model_uuid": "1e58a8e3f94c4663974b054776279177", "mlflow_version": "2.10.2", "model_size_bytes": 308686}]19e9ec7327f7489c848f625206caf618Ph)IMmlflow.runNameDummy_Classifier_Decision_Tree19e9ec7327f7489c848f625206caf618;g1Mmlflow.source.typeLOCAL19e9ec7327f7489c848f625206caf618f1AMmlflow.source.name/Users/arham/anaconda3/envs/DataScience/lib/python3.10/site-packages/ipykernel_launcher.py19e9ec7327f7489c848f625206caf6184e#Mmlflow.userarham19e9ec7327f7489c848f625206caf618Pd)IMmlflow.runNameDummy_Classifier_Decision_Treee7b64a0462a44858abfe8f0854c7b62c;c1Mmlflow.source.typeLOCALe7b64a0462a44858abfe8f0854c7b62cb1AMmlflow.source.name/Users/arham/anaconda3/envs/DataScience/lib/python3.10/site-packages/ipykernel_launcher.pye7b64a0462a44858abfe8f0854c7b62c4a#Mmlflow.userarhame7b64a0462a44858abfe8f0854c7b62cP`)IMmlflow.runNameDummy_Classifier_Decision_Treeaaaaf6106aad4d6da4790f1b9866b550
Ô_øÛ¶‘lF úÔ®ˆb<
Ü
¶

j
b<ðM'
Ûµ
ð
Ê
¤
~
X
2
çÂxS.	侘rL&
Ú
´
Ž
h
B
	ö	Ð	ª	„	_	:	ð˦\6êÄžxR,®ˆø2X~¤Ê
DæÀštN(⽘sF úÔ%M22ca28b0c6b249a68f54721edeb36bb6
Ï%M0649ed79bd8341e1856a85d925434ec6
v%M264b1ba8ca34492f8c4a1b38043d92ce
i%M0649ed79bd8341e1856a85d925434ec6
u%M0649ed79bd8341e1856a85d925434ec6
t%M0649ed79bd8341e1856a85d925434ec6
s%M0649ed79bd8341e1856a85d925434ec6
r%M0649ed79bd8341e1856a85d925434ec6
q%M264b1ba8ca34492f8c4a1b38043d92ce
p%M264b1ba8ca34492f8c4a1b38043d92ce
o%M264b1ba8ca34492f8c4a1b38043d92ce
n%M264b1ba8ca34492f8c4a1b38043d92ce
m%M264b1ba8ca34492f8c4a1b38043d92ce
l%M264b1ba8ca34492f8c4a1b38043d92ce
k%M264b1ba8ca34492f8c4a1b38043d92ce
j%M22ca28b0c6b249a68f54721edeb36bb6
Ð%M22ca28b0c6b249a68f54721edeb36bb6
Ñ%M22ca28b0c6b249a68f54721edeb36bb6
Ò%M22ca28b0c6b249a68f54721edeb36bb6
Ó%M22ca28b0c6b249a68f54721edeb36bb6
Ô%M0f3681e9484b4a229a1cb383fb29c4b2
Õ%M0f3681e9484b4a229a1cb383fb29c4b2
Ö%M0649ed79bd8341e1856a85d925434ec6
x%M0649ed79bd8341e1856a85d925434ec6
w%M22ca28b0c6b249a68f54721edeb36bb6
Î%M22ca28b0c6b249a68f54721edeb36bb6
Ís»%M0f3681e9484b4a229a1cb383fb29c4b2
Ü%M0f3681e9484b4a229a1cb383fb29c4b2
Û%M0f3681e9484b4a229a1cb383fb29c4b2
Ú%M0f3681e9484b4a229a1cb383fb29c4b2
Ù%M0f3681e9484b4a229a1cb383fb29c4b2
Ø%M0f3681e9484b4a229a1cb383fb29c4b2
×J$M
2cb6550b6f724adaab9d539c1e834fee+$M
2cb6550b6f724adaab9d539c1e834fee*$M
2cb6550b6f724adaab9d539c1e834fee)%M21f108117fe64cdfb2e3c9e0bd4462c1
H%M21f108117fe64cdfb2e3c9e0bd4462c1
G%M21f108117fe64cdfb2e3c9e0bd4462c1
F%M21f108117fe64cdfb2e3c9e0bd4462c1
E%M21f108117fe64cdfb2e3c9e0bd4462c1
D%M21f108117fe64cdfb2e3c9e0bd4462c1
C%M21f108117fe64cdfb2e3c9e0bd4462c1
B%M21f108117fe64cdfb2e3c9e0bd4462c1
A$M
19e9ec7327f7489c848f625206caf618l$M
19e9ec7327f7489c848f625206caf618k$M
19e9ec7327f7489c848f625206caf618j$M
19e9ec7327f7489c848f625206caf618i$M
19e9ec7327f7489c848f625206caf618h$M
19e9ec7327f7489c848f625206caf618g$M
19e9ec7327f7489c848f625206caf618f$M
19e9ec7327f7489c848f625206caf618e%M189fafb42e84430ea113096468bd6878
 %M189fafb42e84430ea113096468bd6878
%M189fafb42e84430ea113096468bd6878
%M189fafb42e84430ea113096468bd6878
%M18365b7783714400a782721b7feb083d
%M18365b7783714400a782721b7feb083d
%M18365b7783714400a782721b7feb083d
%M18365b7783714400a782721b7feb083d
%M18365b7783714400a782721b7feb083d
%M18365b7783714400a782721b7feb083d
%M18365b7783714400a782721b7feb083d
%M18365b7783714400a782721b7feb083d
%M18048826cd1d481e9243f25822f84c64ä%M18048826cd1d481e9243f25822f84c64ã%M18048826cd1d481e9243f25822f84c64â%M18048826cd1d481e9243f25822f84c64á$M
16f7e44d2fe6452399c766fd295f2d168$M
16f7e44d2fe6452399c766fd295f2d167$M
16f7e44d2fe6452399c766fd295f2d166$M
16f7e44d2fe6452399c766fd295f2d165$M
16f7e44d2fe6452399c766fd295f2d164$M
16f7e44d2fe6452399c766fd295f2d163$M
16f7e44d2fe6452399c766fd295f2d162$M
16f7e44d2fe6452399c766fd295f2d161%M1254413f339a43289dfd5de8b7802720¤%M1254413f339a43289dfd5de8b7802720£%M1254413f339a43289dfd5de8b7802720¢%M1254413f339a43289dfd5de8b7802720¡%M1254413f339a43289dfd5de8b7802720 %M1254413f339a43289dfd5de8b7802720Ÿ%M1254413f339a43289dfd5de8b7802720ž%M1254413f339a43289dfd5de8b7802720%M0569acda8a2c4c35939ad1804063fcf9
%M0569acda8a2c4c35939ad1804063fcf9
%M0569acda8a2c4c35939ad1804063fcf9
%M0569acda8a2c4c35939ad1804063fcf9

%M0569acda8a2c4c35939ad1804063fcf9
%M0569acda8a2c4c35939ad1804063fcf9
%M0569acda8a2c4c35939ad1804063fcf9

%M0569acda8a2c4c35939ad1804063fcf9
	$M
001d4e96279c47eaa6b1b4d3a61c1fd1H$M
001d4e96279c47eaa6b1b4d3a61c1fd1G$M
001d4e96279c47eaa6b1b4d3a61c1fd1F$M
001d4e96279c47eaa6b1b4d3a61c1fd1E
üaÖ
‹
f§‚\6êÄžxR,ÖÚ´ŽhBøÓ®‰d?
ô
Î
¨
‚
]
8
îÈ¢|V0
ä¾™tO*
à
»
–
p
J
$	þ	Ø	²	Œ	fດn	@	ôΨ‚\6

>°ŠêÄžxR,ດnH"üÖH"
ü
Ö
°d>òÌü%M37d5fd3375b44163bba626b30be16900
¯Ì%M4c19390a154f4b63ba9e208e73e24a5c%M4c19390a154f4b63ba9e208e73e24a5c$M
2cb6550b6f724adaab9d539c1e834fee.$M
2cb6550b6f724adaab9d539c1e834fee-%M5ba59920410e4142a69c589853ef2bcc
õ%M5ba59920410e4142a69c589853ef2bcc
ô%M5ba59920410e4142a69c589853ef2bcc
ó%M5ba59920410e4142a69c589853ef2bcc
ò%M5ba59920410e4142a69c589853ef2bcc
ñ%M483cc34ba8424e89aebf16f836111d8d
è%M483cc34ba8424e89aebf16f836111d8d
ç%M483cc34ba8424e89aebf16f836111d8d
æ%M483cc34ba8424e89aebf16f836111d8d
å%M37d5fd3375b44163bba626b30be16900
®%M37d5fd3375b44163bba626b30be16900
­%M32195c11cf434ed29f29292715a46473
%M32195c11cf434ed29f29292715a46473
%M32195c11cf434ed29f29292715a46473
%M32195c11cf434ed29f29292715a46473
%M32195c11cf434ed29f29292715a46473
%M32195c11cf434ed29f29292715a46473
%M32195c11cf434ed29f29292715a46473
%M32195c11cf434ed29f29292715a46473

$M
2cb6550b6f724adaab9d539c1e834fee0$M
2cb6550b6f724adaab9d539c1e834fee/¾%M4c19390a154f4b63ba9e208e73e24a5c%M4c19390a154f4b63ba9e208e73e24a5c%M54c2a06f524f483399af4e7048ce27f9Ø%M54c2a06f524f483399af4e7048ce27f9×%M54c2a06f524f483399af4e7048ce27f9Ö%M54c2a06f524f483399af4e7048ce27f9Õ%M54c2a06f524f483399af4e7048ce27f9Ô%M54c2a06f524f483399af4e7048ce27f9Ó%M54c2a06f524f483399af4e7048ce27f9Ò%M54c2a06f524f483399af4e7048ce27f9Ñ%M4d564f28efaa423a9d7e3df2f878b223¬%M4d564f28efaa423a9d7e3df2f878b223«%M4d564f28efaa423a9d7e3df2f878b223ª%M4d564f28efaa423a9d7e3df2f878b223©%M4d564f28efaa423a9d7e3df2f878b223¨%M4d564f28efaa423a9d7e3df2f878b223§%M4d564f28efaa423a9d7e3df2f878b223¦%M4d564f28efaa423a9d7e3df2f878b223¥%M4b5569715e47432089055f7a3170a646
X%M4b5569715e47432089055f7a3170a646
W%M4b5569715e47432089055f7a3170a646
V%M4b5569715e47432089055f7a3170a646
U%M4b5569715e47432089055f7a3170a646
T%M4b5569715e47432089055f7a3170a646
S%M4b5569715e47432089055f7a3170a646
R%M4b5569715e47432089055f7a3170a646
Q%M40e8901ef7394dfc8363dd6af82cf816”%M40e8901ef7394dfc8363dd6af82cf816“%M40e8901ef7394dfc8363dd6af82cf816’%M40e8901ef7394dfc8363dd6af82cf816‘%M40e8901ef7394dfc8363dd6af82cf816%M40e8901ef7394dfc8363dd6af82cf816%M40e8901ef7394dfc8363dd6af82cf816Ž%M40e8901ef7394dfc8363dd6af82cf816$M
40e18681e750483da4b16d4c60144560 $M
40e18681e750483da4b16d4c60144560$M
40e18681e750483da4b16d4c60144560$M
40e18681e750483da4b16d4c60144560$M
40e18681e750483da4b16d4c60144560$M
40e18681e750483da4b16d4c60144560$M
40e18681e750483da4b16d4c60144560$M
40e18681e750483da4b16d4c60144560%M3e5113ce9ed64954b8b9bee01b9e1a4eÀ%M3e5113ce9ed64954b8b9bee01b9e1a4e¿%M3e5113ce9ed64954b8b9bee01b9e1a4e¾%M3e5113ce9ed64954b8b9bee01b9e1a4e½%M3e5113ce9ed64954b8b9bee01b9e1a4e¼%M3e5113ce9ed64954b8b9bee01b9e1a4e»%M3e5113ce9ed64954b8b9bee01b9e1a4eº%M3e5113ce9ed64954b8b9bee01b9e1a4e¹$M
3d440a21f9fc4090a164fe9005445b5bt$M
3d440a21f9fc4090a164fe9005445b5bs$M
3d440a21f9fc4090a164fe9005445b5br$M
3d440a21f9fc4090a164fe9005445b5bq%M3b3ce63bcf3a4a779b988dba6aac5694
%M3b3ce63bcf3a4a779b988dba6aac5694
%M3b3ce63bcf3a4a779b988dba6aac5694
%M3b3ce63bcf3a4a779b988dba6aac5694
$M
3a51f53a41584668826b144804278683T$M
3a51f53a41584668826b144804278683S$M
3a51f53a41584668826b144804278683R$M
3a51f53a41584668826b144804278683Q$M
3a51f53a41584668826b144804278683P$M
3a51f53a41584668826b144804278683O$M
3a51f53a41584668826b144804278683N$M
3a51f53a41584668826b144804278683M%M37d5fd3375b44163bba626b30be16900
´%M37d5fd3375b44163bba626b30be16900
³%M37d5fd3375b44163bba626b30be16900
²%M37d5fd3375b44163bba626b30be16900
±%M37d5fd3375b44163bba626b30be16900
°
‡‡
”6^×
g¹'IãÁŸ]	;

÷]
MI


Q	ea8efe865c0c4e36abdb6a1d4da593dbDummy_Classifier_Decision_TreeUNKNOWNarhamFINISHED
[‹d
[˜@deleted/Users/arham/Downloads/Projects/03-Experiments/mlruns/1/ea8efe865c0c4e36abdb6a1d4da593db/artifacts
¾X
_MK


Q
2cb6550b6f724adaab9d539c1e834feeXGB_without_Feature_EngineeringUNKNOWNarhamFINISHED

@h³

A)vdeleted/Users/arham/Downloads/Projects/03-Experiments/mlruns/2/2cb6550b6f724adaab9d539c1e834fee/artifacts
w´[
MI


Q	87fc49bf8ec1425285c79fe9794e7ca6Dummy_Classifier_Decision_TreeUNKNOWNarhamFAILED
$²<
$²”deleted/Users/arham/Downloads/Projects/03-Experiments/mlruns/1/87fc49bf8ec1425285c79fe9794e7ca6/artifacts
eq1[MI


Q	f4250c9350044642b30cce896b0e79faDummy_Classifier_Decision_TreeUNKNOWNarhamFAILED
 Q¸
 VÇdeleted/Users/arham/Downloads/Projects/03-Experiments/mlruns/1/f4250c9350044642b30cce896b0e79fa/artifacts
eq1[	MI


Q	869a6cf62f0f4ab5970b9285da5679e1Dummy_Classifier_Decision_TreeUNKNOWNarhamFAILED
#µT
#µŽdeleted/Users/arham/Downloads/Projects/03-Experiments/mlruns/1/869a6cf62f0f4ab5970b9285da5679e1/artifacts
eq1[MI


Q	001d4e96279c47eaa6b1b4d3a61c1fd1Dummy_Classifier_Decision_TreeUNKNOWNarhamFAILED
%Â6
%Âcdeleted/Users/arham/Downloads/Projects/03-Experiments/mlruns/1/001d4e96279c47eaa6b1b4d3a61c1fd1/artifacts
eq.[MI


Q	eb961e7539a14cf298fb29978541e39dDummy_Classifier_Decision_TreeUNKNOWNarhamFAILED
&ˆR
&ˆŠdeleted/Users/arham/Downloads/Projects/03-Experiments/mlruns/1/eb961e7539a14cf298fb29978541e39d/artifacts
eq.]
MI


Q	3a51f53a41584668826b144804278683Dummy_Classifier_Decision_TreeUNKNOWNarhamFINISHED
&Ó²
&ú˜deleted/Users/arham/Downloads/Projects/03-Experiments/mlruns/1/3a51f53a41584668826b144804278683/artifacts
eq*[MI


Q	dedd98e887ad4c8fbc12f11f00980e29Dummy_Classifier_Decision_TreeUNKNOWNarhamFAILED
(÷ü
(ødeleted/Users/arham/Downloads/Projects/03-Experiments/mlruns/1/dedd98e887ad4c8fbc12f11f00980e29/artifacts
eq&[MI


Q	ce3dc53ebbf24117ae423eddf3354f33Dummy_Classifier_Decision_TreeUNKNOWNarhamFAILED
(
(<deleted/Users/arham/Downloads/Projects/03-Experiments/mlruns/1/ce3dc53ebbf24117ae423eddf3354f33/artifacts
eq)[MI


Q	aaaaf6106aad4d6da4790f1b9866b550Dummy_Classifier_Decision_TreeUNKNOWNarhamFAILED
)´þ
)µdeleted/Users/arham/Downloads/Projects/03-Experiments/mlruns/1/aaaaf6106aad4d6da4790f1b9866b550/artifacts
eq%[MI


Q	e7b64a0462a44858abfe8f0854c7b62cDummy_Classifier_Decision_TreeUNKNOWNarhamFAILED
/“ø
/”Ddeleted/Users/arham/Downloads/Projects/03-Experiments/mlruns/1/e7b64a0462a44858abfe8f0854c7b62c/artifacts
eq!]MI


Q	19e9ec7327f7489c848f625206caf618Dummy_Classifier_Decision_TreeUNKNOWNarhamFINISHED
/Îé
/íßdeleted/Users/arham/Downloads/Projects/03-Experiments/mlruns/1/19e9ec7327f7489c848f625206caf618/artifacts
eq _MK


Q
d3b261ca0d5d439aa91bd0076a9f9c18XGB_without_Feature_EngineeringUNKNOWNarhamFINISHED

:Ϊ

;MÌdeleted/Users/arham/Downloads/Projects/03-Experiments/mlruns/2/d3b261ca0d5d439aa91bd0076a9f9c18/artifacts

OýGXMK


Q
16f7e44d2fe6452399c766fd295f2d16XGB_without_Feature_EngineeringUNKNOWNarhamFINISHED

Ak“

B
active/Users/arham/Downloads/Projects/03-Experiments/mlruns/2/16f7e44d2fe6452399c766fd295f2d16/artifactsGM


Q
649c4e675e9346149b1eaac835ae1140XGBoostUNKNOWNarhamFINISHED

#¿


$Ròdeleted/Users/arham/Downloads/Projects/03-Experiments/mlruns/2/649c4e675e9346149b1eaac835ae1140/artifacts

P8-UME


Q
40e18681e750483da4b16d4c60144560XGB_with_Feature_EngineeringUNKNOWNarhamFINISHED

4Z¶

4ó+active/Users/arham/Downloads/Projects/03-Experiments/mlruns/2/40e18681e750483da4b16d4c60144560/artifactsGM


Q
e1fd092be86a48178077d59bfa6d2164XGBoostUNKNOWNarhamFINISHED

+•t

,Sdeleted/Users/arham/Downloads/Projects/03-Experiments/mlruns/2/e1fd092be86a48178077d59bfa6d2164/artifacts

P8/
v’"D
fˆ¨
È	è	(O
›áÃ{)
`’K$M'


Q
18048826cd1d481e9243f25822f84c64XGB_FE_RecallUNKNOWNarhamFAILED
‰Ž[
‰÷ädeleted/Users/arham/Downloads/Projects/03-Experiments/mlruns/2/18048826cd1d481e9243f25822f84c64/artifacts
:‘÷F#M'


Q
62b4955e8fd743fca92a115e5ea27a75XGB_FE_RecallUNKNOWNarhamFINISHED
‚Oi
‚Õíactive/Users/arham/Downloads/Projects/03-Experiments/mlruns/2/62b4955e8fd743fca92a115e5ea27a75/artifactsU"ME


Q
54c2a06f524f483399af4e7048ce27f9XGB_with_Feature_EngineeringUNKNOWNarhamFINISHED
~®ˆ
(bactive/Users/arham/Downloads/Projects/03-Experiments/mlruns/2/54c2a06f524f483399af4e7048ce27f9/artifacts]MK


Q
d1c8a5a9a969401fad81306cbc9afbdfXGB_without_Feature_EngineeringUNKNOWNarhamFAILED
o·£
pIdeleted/Users/arham/Downloads/Projects/03-Experiments/mlruns/2/d1c8a5a9a969401fad81306cbc9afbdf/artifacts
w´
_MK


Q
3e5113ce9ed64954b8b9bee01b9e1a4eXGB_without_Feature_EngineeringUNKNOWNarhamFINISHED
sò€
t8>deleted/Users/arham/Downloads/Projects/03-Experiments/mlruns/2/3e5113ce9ed64954b8b9bee01b9e1a4e/artifacts
w´U ME


Q
b909ac60efa34916b3a5fcfa7d51b3d0XGB_with_Feature_EngineeringUNKNOWNarhamFINISHED
t8¿
tžOactive/Users/arham/Downloads/Projects/03-Experiments/mlruns/2/b909ac60efa34916b3a5fcfa7d51b3d0/artifactsXMK


Q
dbb799e10ef542809ffd4acb0bf32895XGB_without_Feature_EngineeringUNKNOWNarhamFINISHED
p˼
qkactive/Users/arham/Downloads/Projects/03-Experiments/mlruns/2/dbb799e10ef542809ffd4acb0bf32895/artifactsQ!M=


Q
e472909dd57c44d483988edaf4a002daXGB_SoftMax_ClassWeightsUNKNOWNarhamFINISHED
|Ri
|¼active/Users/arham/Downloads/Projects/03-Experiments/mlruns/2/e472909dd57c44d483988edaf4a002da/artifactsVMI


Q	4d564f28efaa423a9d7e3df2f878b223Dummy_Classifier_Decision_TreeUNKNOWNarhamFINISHED
^Ä|
^ØÑactive/Users/arham/Downloads/Projects/03-Experiments/mlruns/1/4d564f28efaa423a9d7e3df2f878b223/artifacts]MI


Q	1254413f339a43289dfd5de8b7802720Dummy_Classifier_Decision_TreeUNKNOWNarhamFINISHED
6ÈÔ
6äªdeleted/Users/arham/Downloads/Projects/03-Experiments/mlruns/1/1254413f339a43289dfd5de8b7802720/artifacts
eq
]MI


Q	8ee3eeb040c8478b82d3ec702378c408Dummy_Classifier_Decision_TreeUNKNOWNarhamFINISHED
5Û
5ö'deleted/Users/arham/Downloads/Projects/03-Experiments/mlruns/1/8ee3eeb040c8478b82d3ec702378c408/artifacts
eq
]MI


Q	40e8901ef7394dfc8363dd6af82cf816Dummy_Classifier_Decision_TreeUNKNOWNarhamFINISHED
5]
5{!deleted/Users/arham/Downloads/Projects/03-Experiments/mlruns/1/40e8901ef7394dfc8363dd6af82cf816/artifacts
eq
]MI


Q	87cd75ef7f104f4ba6c1517ef9820ac9Dummy_Classifier_Decision_TreeUNKNOWNarhamFINISHED
48
4Udeleted/Users/arham/Downloads/Projects/03-Experiments/mlruns/1/87cd75ef7f104f4ba6c1517ef9820ac9/artifacts
eq
]MI


Q	c92bf13dd61e406e8d52c3e60e825ae9Dummy_Classifier_Decision_TreeUNKNOWNarhamFINISHED
3"ú
3Gždeleted/Users/arham/Downloads/Projects/03-Experiments/mlruns/1/c92bf13dd61e406e8d52c3e60e825ae9/artifacts
eq[MI


Q	6492d7c77ba4419488020e32f5e31264Dummy_Classifier_Decision_TreeUNKNOWNarhamFAILED
2±=
2±ddeleted/Users/arham/Downloads/Projects/03-Experiments/mlruns/1/6492d7c77ba4419488020e32f5e31264/artifacts
eq[MI


Q	dfe57537d98d4eb1aa4e2d2acf9a08beDummy_Classifier_Decision_TreeUNKNOWNarhamFAILED
2/ã
20deleted/Users/arham/Downloads/Projects/03-Experiments/mlruns/1/dfe57537d98d4eb1aa4e2d2acf9a08be/artifacts
eq[MI


Q	3d440a21f9fc4090a164fe9005445b5bDummy_Classifier_Decision_TreeUNKNOWNarhamFAILED
1á
1ž.deleted/Users/arham/Downloads/Projects/03-Experiments/mlruns/1/3d440a21f9fc4090a164fe9005445b5b/artifacts
eq [MI


Q	effcda97d1d244d7a1d38cb57b4ee9ceDummy_Classifier_Decision_TreeUNKNOWNarhamFAILED
0qY
0q{deleted/Users/arham/Downloads/Projects/03-Experiments/mlruns/1/effcda97d1d244d7a1d38cb57b4ee9ce/artifacts
eq#
7*ÁA
ÁA

Á

A

ÁA
À>
ý
¼
{
:	ù	¸	w	6õ´s2ñ°o.í¬k*é¨g&å¤c"á _Ýœc*
é
¯
u
;

Ǎ
8M	accuracy
+²e97039aef5f14dc6bf7d2d1b7cc37742)8M	accuracy
šÝaf86afa3f2194726b350927336a6b406@Maccuracy
Ý6Éa32ccc1cb12b4d00beeae256d8d8c894?ì՚!“®n@Maccuracy
Î 89fe397d80d049218100366806f89a2f?ì՚!“®n@Maccuracy
„O5ba59920410e4142a69c589853ef2bcc?ìúB•¬X
ý@Maccuracy
‰E‹e40c03c9b5a84eda97a317fc9c2b3937?ì½R’Z}
ò@Maccuracy
çE}a2a03aca384e4a65861a1c9d5b5c1fc2?ìݹÖÆ·ë
ç@Maccuracy
åHE0f3681e9484b4a229a1cb383fb29c4b2?ìô
¢¶
Ü@Maccuracy
◥22ca28b0c6b249a68f54721edeb36bb6?ìô
¢¶
Ñ@Maccuracy
Ü)´37d5fd3375b44163bba626b30be16900?ìô
¢¶
Æ@Maccuracy
Û3å8c4c8bc6eeef41a6a56c4a654b4f835f?ì„ëõ×k
»@Maccuracy
ºNjf758f89f45b84b579ce7af1832fc0b50?ìðë:U,Ý
°@Maccuracy
¹Ò6fc4f724758841958eb6cd940336f003?ìêÙ4Ô×á
¤@Maccuracy
·sÖ73257214c1234deeaa6c6988d2c62492?ìðë:U,Ý
˜@Maccuracy
¶PV6ced8b3536514ee9baedcbb5b3480553?ìóô=W[
Œ@Maccuracy
µ,ö0649ed79bd8341e1856a85d925434ec6?ìäÇ/T‚å
€@Maccuracy
´%264b1ba8ca34492f8c4a1b38043d92ce?ìÞµ)Ô-è
t@Maccuracy
³”g64e41c8af598400e82af115512b2c498?ì.ªŠJT
h@Maccuracy
²ö673f6effcc694a79afa490e4c4615c9d?ìґӃð
\@Maccuracy
±ü§4b5569715e47432089055f7a3170a646?ì´7QÛ
P@Maccuracy
¯[c7885fa93615f4a50b8826629533b02f2?ìýEUÖÖ
D@Maccuracy
­´21f108117fe64cdfb2e3c9e0bd4462c1?ìÀ[R„û
8@Maccuracy
«¶Åa8e345aecabd4718b3f487e2d16e8cb7?ìtyɎ^©
,@Maccuracy
ªó;a58c08eb77644c8ca8c38f6f13333c87?ìíâ7•_
 @Maccuracy
ªJ!95f46448c4c143d396457d452ee74f37?ìÛ¬'j
@Maccuracy
§§Ú6947f20ba997407da8a39f270bf3b43a?ëʁ/…
@Maccuracy
¢yâ18365b7783714400a782721b7feb083d?ìçÐ2­cü@Maccuracy
™z0569acda8a2c4c35939ad1804063fcf9?ìŒÁߏ²šð@Maccuracy
˜îj32195c11cf434ed29f29292715a46473?ìÉv“uä@Maccuracy
–Z¦c6a016dc1c0b440081ea575ec1cc2316?ìá¾,”XfØ@Maccuracy
•n8fdef82198f04be8a4ec466cc1e1dcdf?ìψYrÌ@Maccuracy
•;88ac1026184a48c1bd036c1c3a0546f9?ìäÇ/T‚åÀ@Maccuracy
‚Éu62b4955e8fd743fca92a115e5ea27a75?ìêÙ4Ô×á´@Maccuracy
 654c2a06f524f483399af4e7048ce27f9?ìêÙ4Ô×á©@Maccuracy
|°Äe472909dd57c44d483988edaf4a002da?ìêÙ4Ô×áž@Maccuracy
t–0b909ac60efa34916b3a5fcfa7d51b3d0?ìêÙ4Ô×á“@Maccuracy
t-;3e5113ce9ed64954b8b9bee01b9e1a4e?ìóô=W[@Maccuracy
q
–dbb799e10ef542809ffd4acb0bf32895?ìºIÒ/þ„@Maccuracy
p3d1c8a5a9a969401fad81306cbc9afbdf?ìºIÒ/þ€?M
accuracy
^ǒ4d564f28efaa423a9d7e3df2f878b223?ê¡!ôÎÆu?M
accuracy
6Í}1254413f339a43289dfd5de8b7802720?êŽØsÏÑj?M
accuracy
5à$8ee3eeb040c8478b82d3ec702378c408?ê°;/µ£=_?M
accuracy
5b”40e8901ef7394dfc8363dd6af82cf816?ê‹Ï³¥ST?M
accuracy
4=q87cd75ef7f104f4ba6c1517ef9820ac9?ê‘á3úOI?M
accuracy
3'ôc92bf13dd61e406e8d52c3e60e825ae9?ê|¢òÐÜ>?M
accuracy
/Óã19e9ec7327f7489c848f625206caf618?êª)*5N@3?M
accuracy
&Ù¬3a51f53a41584668826b144804278683?êž4¤H(?M
accuracy
 VŒf4250c9350044642b30cce896b0e79fa?ê§ 'u#Â?M
accuracy

Aÿw16f7e44d2fe6452399c766fd295f2d16?ìºIÒ/þ?M
accuracy

AS2cb6550b6f724adaab9d539c1e834fee?æϸ¬?\?M
accuracy

;=d3b261ca0d5d439aa91bd0076a9f9c18?ìóô=W[?M
accuracy

4è
40e18681e750483da4b16d4c60144560?ìêÙ4Ô×á
?M
accuracy

,E·e1fd092be86a48178077d59bfa6d2164?ìêÙ4Ô×á	?M
accuracy

$Eø649c4e675e9346149b1eaac835ae1140?ìêÙ4Ô×á>M	accuracy
[Žea8efe865c0c4e36abdb6a1d4da593db?ê¤$´ùD


:¤Ý£i/õ»
b
ƌRޤj/
ô
¹
~
C
Í’Wá¦k0
õ
º

D
		Î	“	X	â§l1ö»€E
Ï”Yãפ€šQÀw.
å
œ2M	f1
+¼e97039aef5f14dc6bf7d2d1b7cc37742,2M	f1
šæaf86afa3f2194726b350927336a6b406!
S9M
f1
&Ùê3a51f53a41584668826b144804278683?êœqE›“s+
œ9M
f1
 Vœf4250c9350044642b30cce896b0e79fa?ê¥êhZ‡à 
ä:Mf1
~Hi8e27978ace8f431daf6e86a84f911c76?êÂÑúÙÝ79M
f1

Aÿ¢16f7e44d2fe6452399c766fd295f2d16?ì»$Ÿ‡ÑU9M
f1

A‡2cb6550b6f724adaab9d539c1e834fee?æ¾a­™>h9M
f1

;=#d3b261ca0d5d439aa91bd0076a9f9c18?ìôª|ɽ_9M
f1

4è&40e18681e750483da4b16d4c60144560?ìí[Ýõ69M
f1

,EÓe1fd092be86a48178077d59bfa6d2164?ìí[Ýõ69M
f1

$F649c4e675e9346149b1eaac835ae1140?ìí[Ýõ69M
f1
[Ž›ea8efe865c0c4e36abdb6a1d4da593db?ê£$‰^ûÚH-Mmean_cv_accuracy
•_Á8fdef82198f04be8a4ec466cc1e1dcdf?ìéÝ°ïüpËH-Mmean_cv_accuracy
”^88ac1026184a48c1bd036c1c3a0546f9?ìæ(_¸Z¿:Mf1
Ý6×a32ccc1cb12b4d00beeae256d8d8c894?ìÓO&aB:Mf1
Î(89fe397d80d049218100366806f89a2f?ìÓO&aB:Mf1
„X5ba59920410e4142a69c589853ef2bcc?ì÷h>­D:Mf1
‰E•e40c03c9b5a84eda97a317fc9c2b3937?ìºÒ¹ã)
õ:Mf1
çE•a2a03aca384e4a65861a1c9d5b5c1fc2?ìÜš]‹•
ê:Mf1
åH[0f3681e9484b4a229a1cb383fb29c4b2?ìòº	ðÎx
ß:Mf1
â—î22ca28b0c6b249a68f54721edeb36bb6?ìòº	ðÎx
Ô:Mf1
Ü)Æ37d5fd3375b44163bba626b30be16900?ìòº	ðÎx
É:Mf1
Û3þ8c4c8bc6eeef41a6a56c4a654b4f835f?ì€ú£9Ó{
¾:Mf1
ºN{f758f89f45b84b579ce7af1832fc0b50?ìòŒÕ½î
³:Mf1
¹ß6fc4f724758841958eb6cd940336f003?ìíËéuÈ
§:Mf1
·sä73257214c1234deeaa6c6988d2c62492?ìôµž?0
›:Mf1
¶Pf6ced8b3536514ee9baedcbb5b3480553?ìöž2V
:Mf1
µ-0649ed79bd8341e1856a85d925434ec6?ìæƌ!ö+
ƒ:Mf1
´5264b1ba8ca34492f8c4a1b38043d92ce?ìà~"³k
w:Mf1
³”v64e41c8af598400e82af115512b2c498?ì.Õv4–
k:Mf1
²ö«673f6effcc694a79afa490e4c4615c9d?ìÓͨ(Z;
_:Mf1
±ü¹4b5569715e47432089055f7a3170a646?쵁(ŠÃ
S:Mf1
¯[q7885fa93615f4a50b8826629533b02f2?ìýkõ~œ³
G:Mf1
­´%21f108117fe64cdfb2e3c9e0bd4462c1?ìÁ A€•
;:Mf1
«¶Óa8e345aecabd4718b3f487e2d16e8cb7?ìv
£ó§C
/:Mf1
ªóIa58c08eb77644c8ca8c38f6f13333c87?ìðK¶ÓÎ
#:Mf1
ªJ395f46448c4c143d396457d452ee74f37?ìÜçiŠ
:Mf1
§§ç6947f20ba997407da8a39f270bf3b43a?ëʀša‰U
:Mf1
¢yï18365b7783714400a782721b7feb083d?ìélÆ4œÿ:Mf1
™Œ0569acda8a2c4c35939ad1804063fcf9?썏#c‹Kó:Mf1
˜î|32195c11cf434ed29f29292715a46473?ìËðÁè^&ç:Mf1
–Z´c6a016dc1c0b440081ea575ec1cc2316?ìäçÛ:Mf1
•n!8fdef82198f04be8a4ec466cc1e1dcdf?ìÐI›ÃüÏ:Mf1
•S88ac1026184a48c1bd036c1c3a0546f9?ìå³DÃ:Mf1
‚É¡62b4955e8fd743fca92a115e5ea27a75?ìí[Ýõ6·:Mf1
 M54c2a06f524f483399af4e7048ce27f9?ìí[Ýõ6¬:Mf1
|°Ûe472909dd57c44d483988edaf4a002da?ìí[Ýõ6¡:Mf1
t–@b909ac60efa34916b3a5fcfa7d51b3d0?ìí[Ýõ6–:Mf1
t-N3e5113ce9ed64954b8b9bee01b9e1a4e?ìôª|ɽ_’:Mf1
q
£dbb799e10ef542809ffd4acb0bf32895?ì»$Ÿ‡ÑU‡:Mf1
pFd1c8a5a9a969401fad81306cbc9afbdf?ì»$Ÿ‡ÑUƒ9M
f1
^ǜ4d564f28efaa423a9d7e3df2f878b223?Ɦ­ß¥vx9M
f1
6͉1254413f339a43289dfd5de8b7802720?ꊎXݱÛm9M
f1
5à08ee3eeb040c8478b82d3ec702378c408?ê­"þš}:b9M
f1
5bÉ40e8901ef7394dfc8363dd6af82cf816?êŠfi‘ËHW9M
f1
4=„87cd75ef7f104f4ba6c1517ef9820ac9?êŒw<ˆ©L9M
f1
3(c92bf13dd61e406e8d52c3e60e825ae9?êz²¿úô
A9M
f1
/Óú19e9ec7327f7489c848f625206caf618?ê¦z\ìà6
>†ÁDÌŒO
×
—
Z
!â¢e,í­p7
ø
¸
{
B
	Ã	†	M	ΑXΉDÿºu6ö¹€;ö±l'â^á¨c
Ù
”
O

ņ=>Maccuracy?ê|¢òÐÜ
3'ôc92bf13dd61e406e8d52c3e60e825ae9C=)Mrecall_class_6?ïÏnJà¡æ
/Ô(19e9ec7327f7489c848f625206caf618C<)Mrecall_class_5?íǧÏ
9’
/Ô 19e9ec7327f7489c848f625206caf618C;)Mrecall_class_4?é<3°
/Ô19e9ec7327f7489c848f625206caf618C:)Mrecall_class_3?å°¡Ù 
/Ô19e9ec7327f7489c848f625206caf618C9)Mrecall_class_2?åÇsd‚­
/Ô19e9ec7327f7489c848f625206caf618C8)Mrecall_class_1?éPÅ"9
/Ô
19e9ec7327f7489c848f625206caf618C7)Mrecall_class_0?ëó	¸µwæ
/Ô19e9ec7327f7489c848f625206caf61876Mf1?ê¦z\ìà
/Óú19e9ec7327f7489c848f625206caf618;5Mrecall?êª)*5N@
/Óó19e9ec7327f7489c848f625206caf618>4Mprecision?ê¢Ì“ïú
/Óí19e9ec7327f7489c848f625206caf618=3Maccuracy?êª)*5N@
/Óã19e9ec7327f7489c848f625206caf618C2)Mrecall_class_6?ïÏnJà¡æ
&Ú#3a51f53a41584668826b144804278683C1)Mrecall_class_5?íŒÜz|ð
&Ú3a51f53a41584668826b144804278683C0)Mrecall_class_4?é(½¸?=j
&Ú3a51f53a41584668826b144804278683C/)Mrecall_class_3?æ;#ãý
&Ú3a51f53a41584668826b144804278683C.)Mrecall_class_2?åø[³•Ò
&Ú3a51f53a41584668826b144804278683C-)Mrecall_class_1?é'³V>ù(
&Ùÿ3a51f53a41584668826b144804278683C,)Mrecall_class_0?ë¿0›‹W~
&Ùô3a51f53a41584668826b1448042786837+Mf1?êœqE›“s
&Ùê3a51f53a41584668826b144804278683;*Mrecall?êž4¤H
&Ùä3a51f53a41584668826b144804278683>)Mprecision?êšÝ›Þ|È
&ÙÝ3a51f53a41584668826b144804278683=(Maccuracy?êž4¤H
&Ù¬3a51f53a41584668826b144804278683C')Mrecall_class_6?ïÏnJà¡æ
 Vµf4250c9350044642b30cce896b0e79faC&)Mrecall_class_5?íŒÜz|ð
 V²f4250c9350044642b30cce896b0e79faC%)Mrecall_class_4?év“'†b‚
 V¯f4250c9350044642b30cce896b0e79faC$)Mrecall_class_3?åân~
Ž
 V¬f4250c9350044642b30cce896b0e79faC#)Mrecall_class_2?åø[³•Ò
 V©f4250c9350044642b30cce896b0e79faC")Mrecall_class_1?èûäžÍXü
 V¦f4250c9350044642b30cce896b0e79faC!)Mrecall_class_0?ìöGJˆ
 V¢f4250c9350044642b30cce896b0e79fa7 Mf1?ê¥êhZ‡à
 Vœf4250c9350044642b30cce896b0e79fa;Mrecall?ê§ 'u#Â
 V™f4250c9350044642b30cce896b0e79fa>Mprecision?ꤴÅ^Ë
 V“f4250c9350044642b30cce896b0e79fa=Maccuracy?ê§ 'u#Â
 VŒf4250c9350044642b30cce896b0e79fa7Mf1?ì»$Ÿ‡ÑU

Aÿ¢16f7e44d2fe6452399c766fd295f2d16;Mrecall?ìºIÒ/þ

Aÿ16f7e44d2fe6452399c766fd295f2d16>Mprecision?ì¼CZÓF

Aÿ™16f7e44d2fe6452399c766fd295f2d16=Maccuracy?ìºIÒ/þ

Aÿw16f7e44d2fe6452399c766fd295f2d167Mf1?æ¾a­™>h

A‡2cb6550b6f724adaab9d539c1e834fee;Mrecall?æϸ¬?\

A2cb6550b6f724adaab9d539c1e834fee>Mprecision?æ­$÷xÚ

Av2cb6550b6f724adaab9d539c1e834fee=Maccuracy?æϸ¬?\

AS2cb6550b6f724adaab9d539c1e834fee7Mf1?ìôª|ɽ_

;=#d3b261ca0d5d439aa91bd0076a9f9c18;Mrecall?ìóô=W[

;=d3b261ca0d5d439aa91bd0076a9f9c18>Mprecision?ìõ`Åt¿

;=d3b261ca0d5d439aa91bd0076a9f9c18=Maccuracy?ìóô=W[

;=d3b261ca0d5d439aa91bd0076a9f9c187Mf1?ìí[Ýõ6

4è&40e18681e750483da4b16d4c60144560;Mrecall?ìêÙ4Ô×á

4è"40e18681e750483da4b16d4c60144560>Mprecision?ìïÝnA±ê

4è40e18681e750483da4b16d4c60144560=
Maccuracy?ìêÙ4Ô×á

4è
40e18681e750483da4b16d4c601445607Mf1?ìí[Ýõ6

,EÓe1fd092be86a48178077d59bfa6d2164;Mrecall?ìêÙ4Ô×á

,EÎe1fd092be86a48178077d59bfa6d2164>
Mprecision?ìïÝnA±ê

,EÉe1fd092be86a48178077d59bfa6d2164=	Maccuracy?ìêÙ4Ô×á

,E·e1fd092be86a48178077d59bfa6d21647Mf1?ìí[Ýõ6

$F649c4e675e9346149b1eaac835ae1140;Mrecall?ìêÙ4Ô×á

$F649c4e675e9346149b1eaac835ae1140>Mprecision?ìïÝnA±ê

$F649c4e675e9346149b1eaac835ae1140=Maccuracy?ìêÙ4Ô×á

$Eø649c4e675e9346149b1eaac835ae11407Mf1?ê£$‰^ûÚ
[Ž›ea8efe865c0c4e36abdb6a1d4da593db;Mrecall?ê¤$´ùD
[Ž˜ea8efe865c0c4e36abdb6a1d4da593db>Mprecision?ê¢1ÿJýƒ
[Ž•ea8efe865c0c4e36abdb6a1d4da593db=
Maccuracy?ê¤$´ùD
[Žea8efe865c0c4e36abdb6a1d4da593db
<ˆÀƒJÀ{6
ñ
¬
g
(è«r-è£^
Ô

P
	Ó	š	U	ˆAü·x8ûÂ}8ó®i$ß `#ê¥`Ö‘L
È
ˆ
K
͈Cz)Mrecall_class_1?é'³V>ù(
^Ç¢4d564f28efaa423a9d7e3df2f878b223Cy)Mrecall_class_0?ëó	¸µwæ
^Ç 4d564f28efaa423a9d7e3df2f878b2237xMf1?Ɦ­ß¥v
^ǜ4d564f28efaa423a9d7e3df2f878b223;wMrecall?ê¡!ôÎÆ
^Ǚ4d564f28efaa423a9d7e3df2f878b223>vMprecision?êœG§pÕs
^Ǘ4d564f28efaa423a9d7e3df2f878b223=uMaccuracy?ê¡!ôÎÆ
^ǒ4d564f28efaa423a9d7e3df2f878b223Ct)Mrecall_class_6?ïÏnJà¡æ
6ͬ1254413f339a43289dfd5de8b7802720Cs)Mrecall_class_5?íŒÜz|ð
6Í©1254413f339a43289dfd5de8b7802720Cr)Mrecall_class_4?écË´™<
6Í¥1254413f339a43289dfd5de8b7802720Cq)Mrecall_class_3?åeîá§Kz
6Í¢1254413f339a43289dfd5de8b7802720Cp)Mrecall_class_2?å~ìå@õ
6͞1254413f339a43289dfd5de8b7802720Co)Mrecall_class_1?é=š±÷É>
6͕1254413f339a43289dfd5de8b7802720Cn)Mrecall_class_0?ìöGJˆ
6͐1254413f339a43289dfd5de8b78027207mMf1?ꊎXݱÛ
6͉1254413f339a43289dfd5de8b7802720;lMrecall?êŽØsÏÑ
6͆1254413f339a43289dfd5de8b7802720>kMprecision?ê†F†”7
6͂1254413f339a43289dfd5de8b7802720=jMaccuracy?êŽØsÏÑ
6Í}1254413f339a43289dfd5de8b7802720Ci)Mrecall_class_6?ïÏnJà¡æ
5àK8ee3eeb040c8478b82d3ec702378c408Ch)Mrecall_class_5?í´²Õ!
5àG8ee3eeb040c8478b82d3ec702378c408Cg)Mrecall_class_4?éO¨oâÏö
5àD8ee3eeb040c8478b82d3ec702378c408Cf)Mrecall_class_3?æFÇùÆk
5à@8ee3eeb040c8478b82d3ec702378c408Ce)Mrecall_class_2?å®ÿ<^Â
5à=8ee3eeb040c8478b82d3ec702378c408Cd)Mrecall_class_1?é=š±÷É>
5à:8ee3eeb040c8478b82d3ec702378c408Cc)Mrecall_class_0?ëó	¸µwæ
5à68ee3eeb040c8478b82d3ec702378c4087bMf1?ê­"þš}:
5à08ee3eeb040c8478b82d3ec702378c408;aMrecall?ê°;/µ£=
5à-8ee3eeb040c8478b82d3ec702378c408>`Mprecision?ꪅNe
5à)8ee3eeb040c8478b82d3ec702378c408=_Maccuracy?ê°;/µ£=
5à$8ee3eeb040c8478b82d3ec702378c408C^)Mrecall_class_6?ïÏnJà¡æ
5c40e8901ef7394dfc8363dd6af82cf816C])Mrecall_class_5?íŒÜz|ð
5bý40e8901ef7394dfc8363dd6af82cf816C\)Mrecall_class_4?èÚèHøS
5bö40e8901ef7394dfc8363dd6af82cf816C[)Mrecall_class_3?å°¡Ù 
5bì40e8901ef7394dfc8363dd6af82cf816CZ)Mrecall_class_2?æA¸*ËEŠ
5bæ40e8901ef7394dfc8363dd6af82cf816CY)Mrecall_class_1?é=š±÷É>
5bâ40e8901ef7394dfc8363dd6af82cf816CX)Mrecall_class_0?ë‹W~a7
5bÙ40e8901ef7394dfc8363dd6af82cf8167WMf1?êŠfi‘ËH
5bÉ40e8901ef7394dfc8363dd6af82cf816;VMrecall?ê‹Ï³¥S
5bÄ40e8901ef7394dfc8363dd6af82cf816>UMprecision?êˆý굺
5b·40e8901ef7394dfc8363dd6af82cf816=TMaccuracy?ê‹Ï³¥S
5b”40e8901ef7394dfc8363dd6af82cf816CS)Mrecall_class_6?ïÏnJà¡æ
4=´87cd75ef7f104f4ba6c1517ef9820ac9CR)Mrecall_class_5?í u–©“
4=­87cd75ef7f104f4ba6c1517ef9820ac9CQ)Mrecall_class_4?év“'†b‚
4=¥87cd75ef7f104f4ba6c1517ef9820ac9CP)Mrecall_class_3?äЈòŤ/
4=Ÿ87cd75ef7f104f4ba6c1517ef9820ac9CO)Mrecall_class_2?åßç‹ØC?
4=š87cd75ef7f104f4ba6c1517ef9820ac9CN)Mrecall_class_1?éS‚
°™T
4=”87cd75ef7f104f4ba6c1517ef9820ac9CM)Mrecall_class_0?ìöGJˆ
4=Ž87cd75ef7f104f4ba6c1517ef9820ac97LMf1?êŒw<ˆ©
4=„87cd75ef7f104f4ba6c1517ef9820ac9;KMrecall?ê‘á3úO
4=~87cd75ef7f104f4ba6c1517ef9820ac9>JMprecision?ê‡*¶
ç
4=y87cd75ef7f104f4ba6c1517ef9820ac9=IMaccuracy?ê‘á3úO
4=q87cd75ef7f104f4ba6c1517ef9820ac9CH)Mrecall_class_6?ïÏnJà¡æ
3(8c92bf13dd61e406e8d52c3e60e825ae9CG)Mrecall_class_5?íeªB$¿
3(2c92bf13dd61e406e8d52c3e60e825ae9CF)Mrecall_class_4?é
ӛªß
3(-c92bf13dd61e406e8d52c3e60e825ae9CE)Mrecall_class_3?å~Õ4"<±
3(&c92bf13dd61e406e8d52c3e60e825ae9CD)Mrecall_class_2?åÇsd‚­
3( c92bf13dd61e406e8d52c3e60e825ae9CC)Mrecall_class_1?èûäžÍXü
3(c92bf13dd61e406e8d52c3e60e825ae9CB)Mrecall_class_0?ìöGJˆ
3(c92bf13dd61e406e8d52c3e60e825ae97AMf1?êz²¿úô

3(c92bf13dd61e406e8d52c3e60e825ae9;@Mrecall?ê|¢òÐÜ
3(c92bf13dd61e406e8d52c3e60e825ae9>?Mprecision?êxÃÇVk‘
3'ûc92bf13dd61e406e8d52c3e60e825ae9
>†ÁDÌŒO
×
—
Z
!â¢e,í­p7
ø
¸
{
B
	Ã	†	M	ΑXΉDÿºu6ö¹€;ö±l'â^á¨c
Ù
”
O

ņ=>Maccuracy?ê|¢òÐÜ
3'ôc92bf13dd61e406e8d52c3e60e825ae9C=)Mrecall_class_6?ïÏnJà¡æ
/Ô(19e9ec7327f7489c848f625206caf618C<)Mrecall_class_5?íǧÏ
9’
/Ô 19e9ec7327f7489c848f625206caf618C;)Mrecall_class_4?é<3°
/Ô19e9ec7327f7489c848f625206caf618C:)Mrecall_class_3?å°¡Ù 
/Ô19e9ec7327f7489c848f625206caf618C9)Mrecall_class_2?åÇsd‚­
/Ô19e9ec7327f7489c848f625206caf618C8)Mrecall_class_1?éPÅ"9
/Ô
19e9ec7327f7489c848f625206caf618C7)Mrecall_class_0?ëó	¸µwæ
/Ô19e9ec7327f7489c848f625206caf61876Mf1?ê¦z\ìà
/Óú19e9ec7327f7489c848f625206caf618;5Mrecall?êª)*5N@
/Óó19e9ec7327f7489c848f625206caf618>4Mprecision?ê¢Ì“ïú
/Óí19e9ec7327f7489c848f625206caf618=3Maccuracy?êª)*5N@
/Óã19e9ec7327f7489c848f625206caf618C2)Mrecall_class_6?ïÏnJà¡æ
&Ú#3a51f53a41584668826b144804278683C1)Mrecall_class_5?íŒÜz|ð
&Ú3a51f53a41584668826b144804278683C0)Mrecall_class_4?é(½¸?=j
&Ú3a51f53a41584668826b144804278683C/)Mrecall_class_3?æ;#ãý
&Ú3a51f53a41584668826b144804278683C.)Mrecall_class_2?åø[³•Ò
&Ú3a51f53a41584668826b144804278683C-)Mrecall_class_1?é'³V>ù(
&Ùÿ3a51f53a41584668826b144804278683C,)Mrecall_class_0?ë¿0›‹W~
&Ùô3a51f53a41584668826b1448042786837+Mf1?êœqE›“s
&Ùê3a51f53a41584668826b144804278683;*Mrecall?êž4¤H
&Ùä3a51f53a41584668826b144804278683>)Mprecision?êšÝ›Þ|È
&ÙÝ3a51f53a41584668826b144804278683=(Maccuracy?êž4¤H
&Ù¬3a51f53a41584668826b144804278683C')Mrecall_class_6?ïÏnJà¡æ
 Vµf4250c9350044642b30cce896b0e79faC&)Mrecall_class_5?íŒÜz|ð
 V²f4250c9350044642b30cce896b0e79faC%)Mrecall_class_4?év“'†b‚
 V¯f4250c9350044642b30cce896b0e79faC$)Mrecall_class_3?åân~
Ž
 V¬f4250c9350044642b30cce896b0e79faC#)Mrecall_class_2?åø[³•Ò
 V©f4250c9350044642b30cce896b0e79faC")Mrecall_class_1?èûäžÍXü
 V¦f4250c9350044642b30cce896b0e79faC!)Mrecall_class_0?ìöGJˆ
 V¢f4250c9350044642b30cce896b0e79fa7 Mf1?ê¥êhZ‡à
 Vœf4250c9350044642b30cce896b0e79fa;Mrecall?ê§ 'u#Â
 V™f4250c9350044642b30cce896b0e79fa>Mprecision?ꤴÅ^Ë
 V“f4250c9350044642b30cce896b0e79fa=Maccuracy?ê§ 'u#Â
 VŒf4250c9350044642b30cce896b0e79fa7Mf1?ì»$Ÿ‡ÑU

Aÿ¢16f7e44d2fe6452399c766fd295f2d16;Mrecall?ìºIÒ/þ

Aÿ16f7e44d2fe6452399c766fd295f2d16>Mprecision?ì¼CZÓF

Aÿ™16f7e44d2fe6452399c766fd295f2d16=Maccuracy?ìºIÒ/þ

Aÿw16f7e44d2fe6452399c766fd295f2d167Mf1?æ¾a­™>h

A‡2cb6550b6f724adaab9d539c1e834fee;Mrecall?æϸ¬?\

A2cb6550b6f724adaab9d539c1e834fee>Mprecision?æ­$÷xÚ

Av2cb6550b6f724adaab9d539c1e834fee=Maccuracy?æϸ¬?\

AS2cb6550b6f724adaab9d539c1e834fee7Mf1?ìôª|ɽ_

;=#d3b261ca0d5d439aa91bd0076a9f9c18;Mrecall?ìóô=W[

;=d3b261ca0d5d439aa91bd0076a9f9c18>Mprecision?ìõ`Åt¿

;=d3b261ca0d5d439aa91bd0076a9f9c18=Maccuracy?ìóô=W[

;=d3b261ca0d5d439aa91bd0076a9f9c187Mf1?ìí[Ýõ6

4è&40e18681e750483da4b16d4c60144560;Mrecall?ìêÙ4Ô×á

4è"40e18681e750483da4b16d4c60144560>Mprecision?ìïÝnA±ê

4è40e18681e750483da4b16d4c60144560=
Maccuracy?ìêÙ4Ô×á

4è
40e18681e750483da4b16d4c601445607Mf1?ìí[Ýõ6

,EÓe1fd092be86a48178077d59bfa6d2164;Mrecall?ìêÙ4Ô×á

,EÎe1fd092be86a48178077d59bfa6d2164>
Mprecision?ìïÝnA±ê

,EÉe1fd092be86a48178077d59bfa6d2164=	Maccuracy?ìêÙ4Ô×á

,E·e1fd092be86a48178077d59bfa6d21647Mf1?ìí[Ýõ6

$F649c4e675e9346149b1eaac835ae1140;Mrecall?ìêÙ4Ô×á

$F649c4e675e9346149b1eaac835ae1140>Mprecision?ìïÝnA±ê

$F649c4e675e9346149b1eaac835ae1140=Maccuracy?ìêÙ4Ô×á

$Eø649c4e675e9346149b1eaac835ae11407Mf1?ê£$‰^ûÚ
[Ž›ea8efe865c0c4e36abdb6a1d4da593db;Mrecall?ê¤$´ùD
[Ž˜ea8efe865c0c4e36abdb6a1d4da593db>Mprecision?ê¢1ÿJýƒ
[Ž•ea8efe865c0c4e36abdb6a1d4da593db=
Maccuracy?ê¤$´ùD
[Žea8efe865c0c4e36abdb6a1d4da593db
<ˆÀƒJÀ{6
ñ
¬
g
(è«r-è£^
Ô

P
	Ó	š	U	ˆAü·x8ûÂ}8ó®i$ß `#ê¥`Ö‘L
È
ˆ
K
͈Cz)Mrecall_class_1?é'³V>ù(
^Ç¢4d564f28efaa423a9d7e3df2f878b223Cy)Mrecall_class_0?ëó	¸µwæ
^Ç 4d564f28efaa423a9d7e3df2f878b2237xMf1?Ɦ­ß¥v
^ǜ4d564f28efaa423a9d7e3df2f878b223;wMrecall?ê¡!ôÎÆ
^Ǚ4d564f28efaa423a9d7e3df2f878b223>vMprecision?êœG§pÕs
^Ǘ4d564f28efaa423a9d7e3df2f878b223=uMaccuracy?ê¡!ôÎÆ
^ǒ4d564f28efaa423a9d7e3df2f878b223Ct)Mrecall_class_6?ïÏnJà¡æ
6ͬ1254413f339a43289dfd5de8b7802720Cs)Mrecall_class_5?íŒÜz|ð
6Í©1254413f339a43289dfd5de8b7802720Cr)Mrecall_class_4?écË´™<
6Í¥1254413f339a43289dfd5de8b7802720Cq)Mrecall_class_3?åeîá§Kz
6Í¢1254413f339a43289dfd5de8b7802720Cp)Mrecall_class_2?å~ìå@õ
6͞1254413f339a43289dfd5de8b7802720Co)Mrecall_class_1?é=š±÷É>
6͕1254413f339a43289dfd5de8b7802720Cn)Mrecall_class_0?ìöGJˆ
6͐1254413f339a43289dfd5de8b78027207mMf1?ꊎXݱÛ
6͉1254413f339a43289dfd5de8b7802720;lMrecall?êŽØsÏÑ
6͆1254413f339a43289dfd5de8b7802720>kMprecision?ê†F†”7
6͂1254413f339a43289dfd5de8b7802720=jMaccuracy?êŽØsÏÑ
6Í}1254413f339a43289dfd5de8b7802720Ci)Mrecall_class_6?ïÏnJà¡æ
5àK8ee3eeb040c8478b82d3ec702378c408Ch)Mrecall_class_5?í´²Õ!
5àG8ee3eeb040c8478b82d3ec702378c408Cg)Mrecall_class_4?éO¨oâÏö
5àD8ee3eeb040c8478b82d3ec702378c408Cf)Mrecall_class_3?æFÇùÆk
5à@8ee3eeb040c8478b82d3ec702378c408Ce)Mrecall_class_2?å®ÿ<^Â
5à=8ee3eeb040c8478b82d3ec702378c408Cd)Mrecall_class_1?é=š±÷É>
5à:8ee3eeb040c8478b82d3ec702378c408Cc)Mrecall_class_0?ëó	¸µwæ
5à68ee3eeb040c8478b82d3ec702378c4087bMf1?ê­"þš}:
5à08ee3eeb040c8478b82d3ec702378c408;aMrecall?ê°;/µ£=
5à-8ee3eeb040c8478b82d3ec702378c408>`Mprecision?ꪅNe
5à)8ee3eeb040c8478b82d3ec702378c408=_Maccuracy?ê°;/µ£=
5à$8ee3eeb040c8478b82d3ec702378c408C^)Mrecall_class_6?ïÏnJà¡æ
5c40e8901ef7394dfc8363dd6af82cf816C])Mrecall_class_5?íŒÜz|ð
5bý40e8901ef7394dfc8363dd6af82cf816C\)Mrecall_class_4?èÚèHøS
5bö40e8901ef7394dfc8363dd6af82cf816C[)Mrecall_class_3?å°¡Ù 
5bì40e8901ef7394dfc8363dd6af82cf816CZ)Mrecall_class_2?æA¸*ËEŠ
5bæ40e8901ef7394dfc8363dd6af82cf816CY)Mrecall_class_1?é=š±÷É>
5bâ40e8901ef7394dfc8363dd6af82cf816CX)Mrecall_class_0?ë‹W~a7
5bÙ40e8901ef7394dfc8363dd6af82cf8167WMf1?êŠfi‘ËH
5bÉ40e8901ef7394dfc8363dd6af82cf816;VMrecall?ê‹Ï³¥S
5bÄ40e8901ef7394dfc8363dd6af82cf816>UMprecision?êˆý굺
5b·40e8901ef7394dfc8363dd6af82cf816=TMaccuracy?ê‹Ï³¥S
5b”40e8901ef7394dfc8363dd6af82cf816CS)Mrecall_class_6?ïÏnJà¡æ
4=´87cd75ef7f104f4ba6c1517ef9820ac9CR)Mrecall_class_5?í u–©“
4=­87cd75ef7f104f4ba6c1517ef9820ac9CQ)Mrecall_class_4?év“'†b‚
4=¥87cd75ef7f104f4ba6c1517ef9820ac9CP)Mrecall_class_3?äЈòŤ/
4=Ÿ87cd75ef7f104f4ba6c1517ef9820ac9CO)Mrecall_class_2?åßç‹ØC?
4=š87cd75ef7f104f4ba6c1517ef9820ac9CN)Mrecall_class_1?éS‚
°™T
4=”87cd75ef7f104f4ba6c1517ef9820ac9CM)Mrecall_class_0?ìöGJˆ
4=Ž87cd75ef7f104f4ba6c1517ef9820ac97LMf1?êŒw<ˆ©
4=„87cd75ef7f104f4ba6c1517ef9820ac9;KMrecall?ê‘á3úO
4=~87cd75ef7f104f4ba6c1517ef9820ac9>JMprecision?ê‡*¶
ç
4=y87cd75ef7f104f4ba6c1517ef9820ac9=IMaccuracy?ê‘á3úO
4=q87cd75ef7f104f4ba6c1517ef9820ac9CH)Mrecall_class_6?ïÏnJà¡æ
3(8c92bf13dd61e406e8d52c3e60e825ae9CG)Mrecall_class_5?íeªB$¿
3(2c92bf13dd61e406e8d52c3e60e825ae9CF)Mrecall_class_4?é
ӛªß
3(-c92bf13dd61e406e8d52c3e60e825ae9CE)Mrecall_class_3?å~Õ4"<±
3(&c92bf13dd61e406e8d52c3e60e825ae9CD)Mrecall_class_2?åÇsd‚­
3( c92bf13dd61e406e8d52c3e60e825ae9CC)Mrecall_class_1?èûäžÍXü
3(c92bf13dd61e406e8d52c3e60e825ae9CB)Mrecall_class_0?ìöGJˆ
3(c92bf13dd61e406e8d52c3e60e825ae97AMf1?êz²¿úô

3(c92bf13dd61e406e8d52c3e60e825ae9;@Mrecall?ê|¢òÐÜ
3(c92bf13dd61e406e8d52c3e60e825ae9>?Mprecision?êxÃÇVk‘
3'ûc92bf13dd61e406e8d52c3e60e825ae9
”Á‰R½,²x9

Ê
5	÷	¤*ð±yB­o¢h)
ñ
º
%ç”P )IMmlflow.runNameDummy_Classifier_Decision_Tree1254413f339a43289dfd5de8b7802720;1Mmlflow.source.typeLOCAL1254413f339a43289dfd5de8b78027201AMmlflow.source.name/Users/arham/anaconda3/envs/DataScience/lib/python3.10/site-packages/ipykernel_launcher.py1254413f339a43289dfd5de8b78027204#Mmlflow.userarham1254413f339a43289dfd5de8b78027205'MpreprocessingNone8ee3eeb040c8478b82d3ec702378c408<!)Mmodel_nameDecision Trees8ee3eeb040c8478b82d3ec702378c4087#MexperimentsArham A.8ee3eeb040c8478b82d3ec702378c408„v=ˆMmlflow.log-model.history[{"run_id": "8ee3eeb040c8478b82d3ec702378c408", "artifact_path": "model", "utc_time_created": "2024-04-25 17:03:03.240416", "flavors": {"python_function": {"model_path": "model.pkl", "predict_fn": "predict", "loader_module": "mlflow.sklearn", "python_version": "3.10.13", "env": {"conda": "conda.yaml", "virtualenv": "python_env.yaml"}}, "sklearn": {"pickled_model": "model.pkl", "sklearn_version": "1.4.0", "serialization_format": "cloudpickle", "code": null}}, "model_uuid": "6b2e56af1568489b86a750cc3545d7f1", "mlflow_version": "2.10.2", "model_size_bytes": 310126}]8ee3eeb040c8478b82d3ec702378c408P)IMmlflow.runNameDummy_Classifier_Decision_Tree8ee3eeb040c8478b82d3ec702378c408;1Mmlflow.source.typeLOCAL8ee3eeb040c8478b82d3ec702378c4081AMmlflow.source.name/Users/arham/anaconda3/envs/DataScience/lib/python3.10/site-packages/ipykernel_launcher.py8ee3eeb040c8478b82d3ec702378c4084#Mmlflow.userarham8ee3eeb040c8478b82d3ec702378c4085'MpreprocessingNone40e8901ef7394dfc8363dd6af82cf816<!)Mmodel_nameDecision Trees40e8901ef7394dfc8363dd6af82cf8167#MexperimentsArham A.40e8901ef7394dfc8363dd6af82cf816„v=ˆMmlflow.log-model.history[{"run_id": "40e8901ef7394dfc8363dd6af82cf816", "artifact_path": "model", "utc_time_created": "2024-04-25 17:02:31.328481", "flavors": {"python_function": {"model_path": "model.pkl", "predict_fn": "predict", "loader_module": "mlflow.sklearn", "python_version": "3.10.13", "env": {"conda": "conda.yaml", "virtualenv": "python_env.yaml"}}, "sklearn": {"pickled_model": "model.pkl", "sklearn_version": "1.4.0", "serialization_format": "cloudpickle", "code": null}}, "model_uuid": "977da3b54f284de19255bdcca0ef3d9d", "mlflow_version": "2.10.2", "model_size_bytes": 308926}]40e8901ef7394dfc8363dd6af82cf816P)IMmlflow.runNameDummy_Classifier_Decision_Tree40e8901ef7394dfc8363dd6af82cf816;1Mmlflow.source.typeLOCAL40e8901ef7394dfc8363dd6af82cf8161AMmlflow.source.name/Users/arham/anaconda3/envs/DataScience/lib/python3.10/site-packages/ipykernel_launcher.py40e8901ef7394dfc8363dd6af82cf8164
#Mmlflow.userarham40e8901ef7394dfc8363dd6af82cf8165'MpreprocessingNone87cd75ef7f104f4ba6c1517ef9820ac9<!)Mmodel_nameDecision Trees87cd75ef7f104f4ba6c1517ef9820ac97
#MexperimentsArham A.87cd75ef7f104f4ba6c1517ef9820ac9„v	=ˆMmlflow.log-model.history[{"run_id": "87cd75ef7f104f4ba6c1517ef9820ac9", "artifact_path": "model", "utc_time_created": "2024-04-25 17:01:16.104629", "flavors": {"python_function": {"model_path": "model.pkl", "predict_fn": "predict", "loader_module": "mlflow.sklearn", "python_version": "3.10.13", "env": {"conda": "conda.yaml", "virtualenv": "python_env.yaml"}}, "sklearn": {"pickled_model": "model.pkl", "sklearn_version": "1.4.0", "serialization_format": "cloudpickle", "code": null}}, "model_uuid": "855f08b8ca7a4cfd921778372623e040", "mlflow_version": "2.10.2", "model_size_bytes": 308686}]87cd75ef7f104f4ba6c1517ef9820ac9P)IMmlflow.runNameDummy_Classifier_Decision_Tree87cd75ef7f104f4ba6c1517ef9820ac9;1Mmlflow.source.typeLOCAL87cd75ef7f104f4ba6c1517ef9820ac91AMmlflow.source.name/Users/arham/anaconda3/envs/DataScience/lib/python3.10/site-packages/ipykernel_launcher.py87cd75ef7f104f4ba6c1517ef9820ac94#Mmlflow.userarham87cd75ef7f104f4ba6c1517ef9820ac95'MpreprocessingNonec92bf13dd61e406e8d52c3e60e825ae9<!)Mmodel_nameDecision Treesc92bf13dd61e406e8d52c3e60e825ae9
ûQÒÑ¢sE躋\-
ÿ
Ð
¡
s
D
è¹‹\-þСrC
å
¶
‡
Y
*¶	û
ú	Í	ž	o	@‡	âX³„V'ùÊœm>)ã´‹b9éÀ˜oFõÌ£{R*Ù±ˆÒ_7å
ð
Ç
ž
v
M
$û(Mf15ba59920410e4142a69c589853ef2bccÿ.Maccuracy8e27978ace8f431daf6e86a84f911c764.Maccuracye97039aef5f14dc6bf7d2d1b7cc37742).Maccuracyaf86afa3f2194726b350927336a6b406.Maccuracya32ccc1cb12b4d00beeae256d8d8c894.Maccuracy89fe397d80d049218100366806f89a2f(Mf1673f6effcc694a79afa490e4c4615c9d
_(Mf164e41c8af598400e82af115512b2c498
k'M
f1649c4e675e9346149b1eaac835ae1140(Mf162b4955e8fd743fca92a115e5ea27a75·(Mf154c2a06f524f483399af4e7048ce27f9¬'M
f14d564f28efaa423a9d7e3df2f878b223x(Mf14b5569715e47432089055f7a3170a646
S'M
f140e8901ef7394dfc8363dd6af82cf816W'M
f140e18681e750483da4b16d4c60144560(Mf13e5113ce9ed64954b8b9bee01b9e1a4e’'M
f13a51f53a41584668826b144804278683+(Mf137d5fd3375b44163bba626b30be16900
É(Mf132195c11cf434ed29f29292715a46473ç'M
f12cb6550b6f724adaab9d539c1e834fee(Mf1264b1ba8ca34492f8c4a1b38043d92ce
w(Mf122ca28b0c6b249a68f54721edeb36bb6
Ô(Mf121f108117fe64cdfb2e3c9e0bd4462c1
;'M
f119e9ec7327f7489c848f625206caf6186(Mf118365b7783714400a782721b7feb083dÿ'M
f116f7e44d2fe6452399c766fd295f2d16'M
f11254413f339a43289dfd5de8b7802720m(Mf10f3681e9484b4a229a1cb383fb29c4b2
ß(Mf10649ed79bd8341e1856a85d925434ec6
ƒ(Mf10569acda8a2c4c35939ad1804063fcf9ó.Maccuracyf758f89f45b84b579ce7af1832fc0b50
°-M
accuracyf4250c9350044642b30cce896b0e79fa,M	accuracyea8efe865c0c4e36abdb6a1d4da593db.Maccuracye472909dd57c44d483988edaf4a002daž.Maccuracye40c03c9b5a84eda97a317fc9c2b3937
ò-M
accuracye1fd092be86a48178077d59bfa6d2164	.Maccuracydbb799e10ef542809ffd4acb0bf32895„-M
accuracyd3b261ca0d5d439aa91bd0076a9f9c18.Maccuracyd1c8a5a9a969401fad81306cbc9afbdf€-M
accuracyc92bf13dd61e406e8d52c3e60e825ae9>.Maccuracyc6a016dc1c0b440081ea575ec1cc2316Ø.Maccuracyb909ac60efa34916b3a5fcfa7d51b3d0“.Maccuracya8e345aecabd4718b3f487e2d16e8cb7
,.Maccuracya58c08eb77644c8ca8c38f6f13333c87
 .Maccuracya2a03aca384e4a65861a1c9d5b5c1fc2
ç.Maccuracy95f46448c4c143d396457d452ee74f37
.Maccuracy8fdef82198f04be8a4ec466cc1e1dcdfÌ-M
accuracy8ee3eeb040c8478b82d3ec702378c408_.Maccuracy8c4c8bc6eeef41a6a56c4a654b4f835f
».Maccuracy88ac1026184a48c1bd036c1c3a0546f9À-M
accuracy87cd75ef7f104f4ba6c1517ef9820ac9I.Maccuracy7885fa93615f4a50b8826629533b02f2
D.Maccuracy73257214c1234deeaa6c6988d2c62492
˜.Maccuracy6fc4f724758841958eb6cd940336f003
¤.Maccuracy6ced8b3536514ee9baedcbb5b3480553
Œ.Maccuracy6947f20ba997407da8a39f270bf3b43a
.Maccuracy673f6effcc694a79afa490e4c4615c9d
\.Maccuracy64e41c8af598400e82af115512b2c498
h-M
accuracy649c4e675e9346149b1eaac835ae1140.Maccuracy62b4955e8fd743fca92a115e5ea27a75´.Maccuracy5ba59920410e4142a69c589853ef2bcc
ý.Maccuracy54c2a06f524f483399af4e7048ce27f9©-M
accuracy4d564f28efaa423a9d7e3df2f878b223u.Maccuracy4b5569715e47432089055f7a3170a646
P-M
accuracy40e8901ef7394dfc8363dd6af82cf816T-M
accuracy40e18681e750483da4b16d4c60144560
.Maccuracy3e5113ce9ed64954b8b9bee01b9e1a4e-M
accuracy3a51f53a41584668826b144804278683(.Maccuracy37d5fd3375b44163bba626b30be16900
Æ.Maccuracy32195c11cf434ed29f29292715a46473ä-M
accuracy2cb6550b6f724adaab9d539c1e834fee.Maccuracy264b1ba8ca34492f8c4a1b38043d92ce
t.Maccuracy22ca28b0c6b249a68f54721edeb36bb6
Ñ.Maccuracy21f108117fe64cdfb2e3c9e0bd4462c1
8-M
accuracy19e9ec7327f7489c848f625206caf6183.Maccuracy18365b7783714400a782721b7feb083dü-M
accuracy16f7e44d2fe6452399c766fd295f2d16-M
accuracy1254413f339a43289dfd5de8b7802720j.Maccuracy0f3681e9484b4a229a1cb383fb29c4b2
Ü.Maccuracy0649ed79bd8341e1856a85d925434ec6
€.Maccuracy0569acda8a2c4c35939ad1804063fcf9ð
M
ßmDòÊ¡ƒx
ßP'þÕZ¬×1®…]4ã»’iA
ð
¹
‚
K
Ý¦o8
Ê“\%
î
·
€
I
	Û	¤	m	=	
Ý®O ðÀa1
Ò¢sDåµ…U&öÆ–
:

Û«ë(Mf18e27978ace8f431daf6e86a84f911c767(Mf1e97039aef5f14dc6bf7d2d1b7cc37742,(Mf1af86afa3f2194726b350927336a6b406!(Mf1a32ccc1cb12b4d00beeae256d8d8c894(Mf189fe397d80d049218100366806f89a2f(Mf1a58c08eb77644c8ca8c38f6f13333c87
#(Mf1a2a03aca384e4a65861a1c9d5b5c1fc2
ê(Mf195f46448c4c143d396457d452ee74f37
(Mf18fdef82198f04be8a4ec466cc1e1dcdfÏ'M
f18ee3eeb040c8478b82d3ec702378c408b(Mf18c4c8bc6eeef41a6a56c4a654b4f835f
¾(Mf188ac1026184a48c1bd036c1c3a0546f9Ã'M
f187cd75ef7f104f4ba6c1517ef9820ac9L(Mf17885fa93615f4a50b8826629533b02f2
G(Mf173257214c1234deeaa6c6988d2c62492
›(Mf16fc4f724758841958eb6cd940336f003
§(Mf16ced8b3536514ee9baedcbb5b3480553
/Mprecision6947f20ba997407da8a39f270bf3b43a
	/Mprecision673f6effcc694a79afa490e4c4615c9d
]/Mprecision64e41c8af598400e82af115512b2c498
i.M
precision649c4e675e9346149b1eaac835ae1140/Mprecision62b4955e8fd743fca92a115e5ea27a75µ/Mprecision5ba59920410e4142a69c589853ef2bcc
þ/Mprecision54c2a06f524f483399af4e7048ce27f9ª.M
precision4d564f28efaa423a9d7e3df2f878b223v/Mprecision4b5569715e47432089055f7a3170a646
Q.M
precision40e8901ef7394dfc8363dd6af82cf816U.M
precision40e18681e750483da4b16d4c60144560/Mprecision3e5113ce9ed64954b8b9bee01b9e1a4e.M
precision3a51f53a41584668826b144804278683)/Mprecision37d5fd3375b44163bba626b30be16900
Ç/Mprecision32195c11cf434ed29f29292715a46473å.M
precision2cb6550b6f724adaab9d539c1e834fee/Mprecision264b1ba8ca34492f8c4a1b38043d92ce
u/Mprecision22ca28b0c6b249a68f54721edeb36bb6
Ò/Mprecision21f108117fe64cdfb2e3c9e0bd4462c1
9.M
precision19e9ec7327f7489c848f625206caf6184/Mprecision18365b7783714400a782721b7feb083dý.M
precision16f7e44d2fe6452399c766fd295f2d16.M
precision1254413f339a43289dfd5de8b7802720k/Mprecision0f3681e9484b4a229a1cb383fb29c4b2
Ý/Mprecision0649ed79bd8341e1856a85d925434ec6
/Mprecision0569acda8a2c4c35939ad1804063fcf9ñ6-Mmean_cv_accuracyf758f89f45b84b579ce7af1832fc0b50
¯6-Mmean_cv_accuracyc6a016dc1c0b440081ea575ec1cc2316×6-Mmean_cv_accuracya8e345aecabd4718b3f487e2d16e8cb7
+6-Mmean_cv_accuracya58c08eb77644c8ca8c38f6f13333c87
6-Mmean_cv_accuracy95f46448c4c143d396457d452ee74f37
6-Mmean_cv_accuracy8fdef82198f04be8a4ec466cc1e1dcdfË6-Mmean_cv_accuracy88ac1026184a48c1bd036c1c3a0546f9¿6-Mmean_cv_accuracy7885fa93615f4a50b8826629533b02f2
C6-Mmean_cv_accuracy73257214c1234deeaa6c6988d2c62492
—6-Mmean_cv_accuracy6fc4f724758841958eb6cd940336f003
£6-Mmean_cv_accuracy6ced8b3536514ee9baedcbb5b3480553
‹6-Mmean_cv_accuracy6947f20ba997407da8a39f270bf3b43a
6-Mmean_cv_accuracy673f6effcc694a79afa490e4c4615c9d
[6-Mmean_cv_accuracy64e41c8af598400e82af115512b2c498
g6-Mmean_cv_accuracy4b5569715e47432089055f7a3170a646
O6-Mmean_cv_accuracy32195c11cf434ed29f29292715a46473ã6-Mmean_cv_accuracy264b1ba8ca34492f8c4a1b38043d92ce
s6-Mmean_cv_accuracy21f108117fe64cdfb2e3c9e0bd4462c1
76-Mmean_cv_accuracy18365b7783714400a782721b7feb083dû6-Mmean_cv_accuracy0649ed79bd8341e1856a85d925434ec6
6-Mmean_cv_accuracy0569acda8a2c4c35939ad1804063fcf9ï(Mf1f758f89f45b84b579ce7af1832fc0b50
³'M
f1f4250c9350044642b30cce896b0e79fa 'M
f1ea8efe865c0c4e36abdb6a1d4da593db(Mf1e472909dd57c44d483988edaf4a002da¡(Mf1e40c03c9b5a84eda97a317fc9c2b3937
õ'M
f1e1fd092be86a48178077d59bfa6d2164(Mf1dbb799e10ef542809ffd4acb0bf32895‡'M
f1d3b261ca0d5d439aa91bd0076a9f9c18(Mf1d1c8a5a9a969401fad81306cbc9afbdfƒ'M
f1c92bf13dd61e406e8d52c3e60e825ae9A(Mf1c6a016dc1c0b440081ea575ec1cc2316Û(Mf1b909ac60efa34916b3a5fcfa7d51b3d0–(Mf1a8e345aecabd4718b3f487e2d16e8cb7
/
=_S북Lâ­xCÙ¥p<ҝ_Ë–a,÷hX$3
ï
º
…
P
çÉ²}HߪvB
Ù
¤
pþ
<
	Ô	 	k”	3úÁˆÆT
â
©
p
7þÅÁÃ4)Mmlflow.runName8e27978ace8f431daf6e86a84f911c76(4)Mmlflow.runNamefb6d8d4bd41f45abb36b3b58fe160c81$4)Mmlflow.runNamed1475b8a27e24d68ae75c49710547ad1 4)Mmlflow.runNamee97039aef5f14dc6bf7d2d1b7cc377424)Mmlflow.runNameaf86afa3f2194726b350927336a6b4064)Mmlflow.runNamea32ccc1cb12b4d00beeae256d8d8c8944)Mmlflow.runName8c4c8bc6eeef41a6a56c4a654b4f835f
¨4)Mmlflow.runName89fe397d80d049218100366806f89a2f
ü4)Mmlflow.runName88ac1026184a48c1bd036c1c3a0546f9ì3)M
mlflow.runName87fc49bf8ec1425285c79fe9794e7ca6D4)Mmlflow.runName87cd75ef7f104f4ba6c1517ef9820ac9ˆ3)M
mlflow.runName869a6cf62f0f4ab5970b9285da5679e1@4)Mmlflow.runName7885fa93615f4a50b8826629533b02f2
L4)Mmlflow.runName7432b033d05b412da743757f24853ab2
¤4)Mmlflow.runName73257214c1234deeaa6c6988d2c62492
„4)Mmlflow.runName6fc4f724758841958eb6cd940336f003
Œ4)Mmlflow.runName6f87dd19758c4f7aafd73cd1b9091096
Ä4)Mmlflow.runName6ecbd03e4c0f478d814226174270c17b
È4)Mmlflow.runName6ced8b3536514ee9baedcbb5b3480553
|4)Mmlflow.runName6947f20ba997407da8a39f270bf3b43a
$4)Mmlflow.runName673f6effcc694a79afa490e4c4615c9d
\4)Mmlflow.runName64e41c8af598400e82af115512b2c498
d3)M
mlflow.runName649c4e675e9346149b1eaac835ae11403)M
mlflow.runName6492d7c77ba4419488020e32f5e31264|4)Mmlflow.runName62b4955e8fd743fca92a115e5ea27a75Ü81Mmlflow.source.name0f3681e9484b4a229a1cb383fb29c4b2
Ö81Mmlflow.source.name0649ed79bd8341e1856a85d925434ec6
r81Mmlflow.source.name0569acda8a2c4c35939ad1804063fcf9

71M
mlflow.source.name001d4e96279c47eaa6b1b4d3a61c1fd1F4)Mmlflow.runNamef758f89f45b84b579ce7af1832fc0b50
”3)M
mlflow.runNamef4250c9350044642b30cce896b0e79fa<3)M
mlflow.runNameeffcda97d1d244d7a1d38cb57b4ee9cep3)M
mlflow.runNameeb961e7539a14cf298fb29978541e39dL3)M
mlflow.runNameea8efe865c0c4e36abdb6a1d4da593db3)M
mlflow.runNamee7b64a0462a44858abfe8f0854c7b62cd4)Mmlflow.runNamee472909dd57c44d483988edaf4a002daÌ4)Mmlflow.runNamee40c03c9b5a84eda97a317fc9c2b3937
ì3)M
mlflow.runNamee1fd092be86a48178077d59bfa6d21643)M
mlflow.runNamedfe57537d98d4eb1aa4e2d2acf9a08bex3)M
mlflow.runNamededd98e887ad4c8fbc12f11f00980e29\4)Mmlflow.runNamedbb799e10ef542809ffd4acb0bf32895´4)Mmlflow.runNamed4f3bbd8eac14cdcaf9aa141e6290fa9
Ì3)M
mlflow.runNamed3b261ca0d5d439aa91bd0076a9f9c18$4)Mmlflow.runNamed1c8a5a9a969401fad81306cbc9afbdf°4)Mmlflow.runNamed1b51aff7c6c4b36b00915604c4a88dc
¼4)Mmlflow.runNamed16b13fb33914587b58d50225fdbd78e
œ3)M
mlflow.runNamece3dc53ebbf24117ae423eddf3354f33X4)Mmlflow.runNamec92bf13dd61e406e8d52c3e60e825ae9€4)Mmlflow.runNamec6a016dc1c0b440081ea575ec1cc2316ü4)Mmlflow.runNamec3984bc02445400097c1db522d8dde50
À4)Mmlflow.runNameb909ac60efa34916b3a5fcfa7d51b3d0Ä4)Mmlflow.runNameb38c37f069304b85913c431a1516e105
¸3)M
mlflow.runNameaaaaf6106aad4d6da4790f1b9866b550`4)Mmlflow.runNamea8e345aecabd4718b3f487e2d16e8cb7
<4)Mmlflow.runNamea7328ac3af944ba49089dc0abac2a5c3è4)Mmlflow.runNamea58c08eb77644c8ca8c38f6f13333c87
44)Mmlflow.runNamea2a03aca384e4a65861a1c9d5b5c1fc2
à4)Mmlflow.runName9ca38fe0f3ab4c20a735a4d3f1b2cdc2
 4)Mmlflow.runName95f46448c4c143d396457d452ee74f37
,4)Mmlflow.runName8fdef82198f04be8a4ec466cc1e1dcdfô4)Mmlflow.runName8ee3eeb040c8478b82d3ec702378c408˜
8 ºt.è¢]
Ñ
‹
Eÿ¹t.è¢\
Î
ˆ
A	û	µ	o	(á›TÈ‚;ô®g!Û•NÁz4î¨aԍG

»
t
-ç E8)3MTarget_Drift_6-505.8020939497822640e8901ef7394dfc8363dd6af82cf816D7)1MTarget_Drift_5-417.845455387751340e8901ef7394dfc8363dd6af82cf816E6)3MTarget_Drift_4-420.8612063374409340e8901ef7394dfc8363dd6af82cf816E5)3MTarget_Drift_3-328.8791809506161640e8901ef7394dfc8363dd6af82cf816D4)1MTarget_Drift_2-334.884647456684940e8901ef7394dfc8363dd6af82cf816D3)1MTarget_Drift_1-373.849439451496340e8901ef7394dfc8363dd6af82cf816D2)1MTarget_Drift_0-315.877976466228140e8901ef7394dfc8363dd6af82cf816E1)3MTarget_Drift_6-505.8020939497822687cd75ef7f104f4ba6c1517ef9820ac9D0)1MTarget_Drift_5-417.845455387751387cd75ef7f104f4ba6c1517ef9820ac9E/)3MTarget_Drift_4-420.8612063374409387cd75ef7f104f4ba6c1517ef9820ac9E.)3MTarget_Drift_3-328.8791809506161687cd75ef7f104f4ba6c1517ef9820ac9D-)1MTarget_Drift_2-334.884647456684987cd75ef7f104f4ba6c1517ef9820ac9D,)1MTarget_Drift_1-373.849439451496387cd75ef7f104f4ba6c1517ef9820ac9D+)1MTarget_Drift_0-315.877976466228187cd75ef7f104f4ba6c1517ef9820ac9E*)3MTarget_Drift_6-505.80209394978226c92bf13dd61e406e8d52c3e60e825ae9D))1MTarget_Drift_5-417.8454553877513c92bf13dd61e406e8d52c3e60e825ae9E()3MTarget_Drift_4-420.86120633744093c92bf13dd61e406e8d52c3e60e825ae9E')3MTarget_Drift_3-328.87918095061616c92bf13dd61e406e8d52c3e60e825ae9D&)1MTarget_Drift_2-334.8846474566849c92bf13dd61e406e8d52c3e60e825ae9D%)1MTarget_Drift_1-373.8494394514963c92bf13dd61e406e8d52c3e60e825ae9D$)1MTarget_Drift_0-315.8779764662281c92bf13dd61e406e8d52c3e60e825ae9E#)3MTarget_Drift_6-505.802093949782266492d7c77ba4419488020e32f5e31264D")1MTarget_Drift_5-417.84545538775136492d7c77ba4419488020e32f5e31264E!)3MTarget_Drift_4-420.861206337440936492d7c77ba4419488020e32f5e31264E )3MTarget_Drift_3-328.879180950616166492d7c77ba4419488020e32f5e31264D)1MTarget_Drift_2-334.88464745668496492d7c77ba4419488020e32f5e31264D)1MTarget_Drift_1-373.84943945149636492d7c77ba4419488020e32f5e31264D)1MTarget_Drift_0-315.87797646622816492d7c77ba4419488020e32f5e31264E)3MTarget_Drift_6-505.80209394978226dfe57537d98d4eb1aa4e2d2acf9a08beD)1MTarget_Drift_5-417.8454553877513dfe57537d98d4eb1aa4e2d2acf9a08beE)3MTarget_Drift_4-420.86120633744093dfe57537d98d4eb1aa4e2d2acf9a08beE)3MTarget_Drift_3-328.87918095061616dfe57537d98d4eb1aa4e2d2acf9a08beD)1MTarget_Drift_2-334.8846474566849dfe57537d98d4eb1aa4e2d2acf9a08beD)1MTarget_Drift_1-373.8494394514963dfe57537d98d4eb1aa4e2d2acf9a08beD)1MTarget_Drift_0-315.8779764662281dfe57537d98d4eb1aa4e2d2acf9a08beE)3MTarget_Drift_6-505.802093949782263d440a21f9fc4090a164fe9005445b5bD)1MTarget_Drift_5-417.84545538775133d440a21f9fc4090a164fe9005445b5bE)3MTarget_Drift_4-420.861206337440933d440a21f9fc4090a164fe9005445b5bE)3MTarget_Drift_3-328.879180950616163d440a21f9fc4090a164fe9005445b5bD)1MTarget_Drift_2-334.88464745668493d440a21f9fc4090a164fe9005445b5bD)1MTarget_Drift_1-373.84943945149633d440a21f9fc4090a164fe9005445b5bD)1MTarget_Drift_0-315.87797646622813d440a21f9fc4090a164fe9005445b5bD)1MTarget_Drift_60.7631086142322098effcda97d1d244d7a1d38cb57b4ee9ceC
)/MTarget_Drift_50.749400479616307effcda97d1d244d7a1d38cb57b4ee9ceD)1MTarget_Drift_40.7189586114819759effcda97d1d244d7a1d38cb57b4ee9ceD)1MTarget_Drift_30.7476993865030674effcda97d1d244d7a1d38cb57b4ee9ceD
)1MTarget_Drift_20.7309236947791165effcda97d1d244d7a1d38cb57b4ee9ceD	)1MTarget_Drift_10.7698461538461538effcda97d1d244d7a1d38cb57b4ee9ceD)1MTarget_Drift_00.7600607441154138effcda97d1d244d7a1d38cb57b4ee9ceD)1MTarget_Drift_60.763108614232209819e9ec7327f7489c848f625206caf618C)/MTarget_Drift_50.74940047961630719e9ec7327f7489c848f625206caf618D)1MTarget_Drift_40.718958611481975919e9ec7327f7489c848f625206caf618D)1MTarget_Drift_30.747699386503067419e9ec7327f7489c848f625206caf618D)1MTarget_Drift_20.730923694779116519e9ec7327f7489c848f625206caf618D)1MTarget_Drift_10.769846153846153819e9ec7327f7489c848f625206caf618D
)1MTarget_Drift_00.760060744115413819e9ec7327f7489c848f625206caf618
6º¸p)à—L
½
u
.åœQ
Âz3
ê
¡
V
	Ç		8ï¦[Ì„=ô«`щBù°eÖŽGþµj#
Û
“
L
ºGn)7MTarget_Drift_4-0.01719003510673608518048826cd1d481e9243f25822f84c64Gm)7MTarget_Drift_3-0.00107794950461730118048826cd1d481e9243f25822f84c64El)3MTarget_Drift_2-0.008767501145799818048826cd1d481e9243f25822f84c64Fk)5MTarget_Drift_10.01199070782192579518048826cd1d481e9243f25822f84c64Fj)5MTarget_Drift_00.00494313362368614718048826cd1d481e9243f25822f84c64Ei)3MTarget_Drift_60.0104292069424465962b4955e8fd743fca92a115e5ea27a75Ih);MTarget_Drift_5-0.0003275626309053314462b4955e8fd743fca92a115e5ea27a75Gg)7MTarget_Drift_4-0.01719003510673608562b4955e8fd743fca92a115e5ea27a75Gf)7MTarget_Drift_3-0.00107794950461730162b4955e8fd743fca92a115e5ea27a75Ee)3MTarget_Drift_2-0.008767501145799862b4955e8fd743fca92a115e5ea27a75Fd)5MTarget_Drift_10.01199070782192579562b4955e8fd743fca92a115e5ea27a75Fc)5MTarget_Drift_00.00494313362368614762b4955e8fd743fca92a115e5ea27a75Eb)3MTarget_Drift_60.01042920694244659b909ac60efa34916b3a5fcfa7d51b3d0Ia);MTarget_Drift_5-0.00032756263090533144b909ac60efa34916b3a5fcfa7d51b3d0G`)7MTarget_Drift_4-0.017190035106736085b909ac60efa34916b3a5fcfa7d51b3d0G_)7MTarget_Drift_3-0.001077949504617301b909ac60efa34916b3a5fcfa7d51b3d0E^)3MTarget_Drift_2-0.0087675011457998b909ac60efa34916b3a5fcfa7d51b3d0F])5MTarget_Drift_10.011990707821925795b909ac60efa34916b3a5fcfa7d51b3d0F\)5MTarget_Drift_00.004943133623686147b909ac60efa34916b3a5fcfa7d51b3d0E[)3MTarget_Drift_60.01042920694244659dbb799e10ef542809ffd4acb0bf32895IZ);MTarget_Drift_5-0.00032756263090533144dbb799e10ef542809ffd4acb0bf32895GY)7MTarget_Drift_4-0.017190035106736085dbb799e10ef542809ffd4acb0bf32895GX)7MTarget_Drift_3-0.001077949504617301dbb799e10ef542809ffd4acb0bf32895EW)3MTarget_Drift_2-0.0087675011457998dbb799e10ef542809ffd4acb0bf32895FV)5MTarget_Drift_10.011990707821925795dbb799e10ef542809ffd4acb0bf32895FU)5MTarget_Drift_00.004943133623686147dbb799e10ef542809ffd4acb0bf32895ET)3MTarget_Drift_60.01042920694244659d1c8a5a9a969401fad81306cbc9afbdfIS);MTarget_Drift_5-0.00032756263090533144d1c8a5a9a969401fad81306cbc9afbdfGR)7MTarget_Drift_4-0.017190035106736085d1c8a5a9a969401fad81306cbc9afbdfGQ)7MTarget_Drift_3-0.001077949504617301d1c8a5a9a969401fad81306cbc9afbdfEP)3MTarget_Drift_2-0.0087675011457998d1c8a5a9a969401fad81306cbc9afbdfFO)5MTarget_Drift_10.011990707821925795d1c8a5a9a969401fad81306cbc9afbdfFN)5MTarget_Drift_00.004943133623686147d1c8a5a9a969401fad81306cbc9afbdfEM)3MTarget_Drift_60.010429206942446594d564f28efaa423a9d7e3df2f878b223IL);MTarget_Drift_5-0.000327562630905331444d564f28efaa423a9d7e3df2f878b223GK)7MTarget_Drift_4-0.0171900351067360854d564f28efaa423a9d7e3df2f878b223GJ)7MTarget_Drift_3-0.0010779495046173014d564f28efaa423a9d7e3df2f878b223EI)3MTarget_Drift_2-0.00876750114579984d564f28efaa423a9d7e3df2f878b223FH)5MTarget_Drift_10.0119907078219257954d564f28efaa423a9d7e3df2f878b223FG)5MTarget_Drift_00.0049431336236861474d564f28efaa423a9d7e3df2f878b223EF)3MTarget_Drift_60.010429206942446591254413f339a43289dfd5de8b7802720IE);MTarget_Drift_5-0.000327562630905331441254413f339a43289dfd5de8b7802720GD)7MTarget_Drift_4-0.0171900351067360851254413f339a43289dfd5de8b7802720GC)7MTarget_Drift_3-0.0010779495046173011254413f339a43289dfd5de8b7802720EB)3MTarget_Drift_2-0.00876750114579981254413f339a43289dfd5de8b7802720FA)5MTarget_Drift_10.0119907078219257951254413f339a43289dfd5de8b7802720F@)5MTarget_Drift_00.0049431336236861471254413f339a43289dfd5de8b7802720E?)3MTarget_Drift_60.010429206942446598ee3eeb040c8478b82d3ec702378c408I>);MTarget_Drift_5-0.000327562630905331448ee3eeb040c8478b82d3ec702378c408G=)7MTarget_Drift_4-0.0171900351067360858ee3eeb040c8478b82d3ec702378c408G<)7MTarget_Drift_3-0.0010779495046173018ee3eeb040c8478b82d3ec702378c408E;)3MTarget_Drift_2-0.00876750114579988ee3eeb040c8478b82d3ec702378c408F:)5MTarget_Drift_10.0119907078219257958ee3eeb040c8478b82d3ec702378c408F9)5MTarget_Drift_00.0049431336236861478ee3eeb040c8478b82d3ec702378c408
ddøÚ´ŽhBöЪ„^8¸’lF úÔ
vP*Âœø
j
Dðʤ~X
î
É
¤

Z
5
ëÆ¡|W2
çÁ›uO)
Ý
·
‘
k
E
 	û	Ö	±	Œ	g	B	øÓ®2æÀštN(
Ü
¶
Þ>ò̦€Z4讈b<‰d%M0f3681e9484b4a229a1cb383fb29c4b2
Þ%M0649ed79bd8341e1856a85d925434ec6
†%M0f3681e9484b4a229a1cb383fb29c4b2
à%M0f3681e9484b4a229a1cb383fb29c4b2
ß%M21f108117fe64cdfb2e3c9e0bd4462c1
B%M21f108117fe64cdfb2e3c9e0bd4462c1
A%M21f108117fe64cdfb2e3c9e0bd4462c1
@%M21f108117fe64cdfb2e3c9e0bd4462c1
?%M21f108117fe64cdfb2e3c9e0bd4462c1
>%M21f108117fe64cdfb2e3c9e0bd4462c1
=%M21f108117fe64cdfb2e3c9e0bd4462c1
<%M21f108117fe64cdfb2e3c9e0bd4462c1
;%M21f108117fe64cdfb2e3c9e0bd4462c1
:%M21f108117fe64cdfb2e3c9e0bd4462c1
9%M21f108117fe64cdfb2e3c9e0bd4462c1
8%M21f108117fe64cdfb2e3c9e0bd4462c1
7%M0f3681e9484b4a229a1cb383fb29c4b2
æ%M0f3681e9484b4a229a1cb383fb29c4b2
å%M0f3681e9484b4a229a1cb383fb29c4b2
ä%M0f3681e9484b4a229a1cb383fb29c4b2
ã%M0f3681e9484b4a229a1cb383fb29c4b2
â%M0f3681e9484b4a229a1cb383fb29c4b2
á%M264b1ba8ca34492f8c4a1b38043d92ce
v%M264b1ba8ca34492f8c4a1b38043d92ce
u%M264b1ba8ca34492f8c4a1b38043d92ce
t%M264b1ba8ca34492f8c4a1b38043d92ce
s%M0649ed79bd8341e1856a85d925434ec6
…%M0649ed79bd8341e1856a85d925434ec6
„%M0649ed79bd8341e1856a85d925434ec6
ƒ%M0649ed79bd8341e1856a85d925434ec6
‚%M0649ed79bd8341e1856a85d925434ec6
%M0649ed79bd8341e1856a85d925434ec6
€%M0649ed79bd8341e1856a85d925434ec6
%M22ca28b0c6b249a68f54721edeb36bb6
Ñ%M0649ed79bd8341e1856a85d925434ec6
Š%M0649ed79bd8341e1856a85d925434ec6
‰%M0649ed79bd8341e1856a85d925434ec6
ˆ%M0649ed79bd8341e1856a85d925434ec6
‡%M0f3681e9484b4a229a1cb383fb29c4b2
Ý%M0f3681e9484b4a229a1cb383fb29c4b2
Ü%M22ca28b0c6b249a68f54721edeb36bb6
Û%M22ca28b0c6b249a68f54721edeb36bb6
Ú%M22ca28b0c6b249a68f54721edeb36bb6
Ù%M22ca28b0c6b249a68f54721edeb36bb6
Ø%M22ca28b0c6b249a68f54721edeb36bb6
×%M22ca28b0c6b249a68f54721edeb36bb6
Ö%M22ca28b0c6b249a68f54721edeb36bb6
Õ%M22ca28b0c6b249a68f54721edeb36bb6
Ô%M22ca28b0c6b249a68f54721edeb36bb6
Ó%M22ca28b0c6b249a68f54721edeb36bb6
ÒJ$M
19e9ec7327f7489c848f625206caf618=$M
19e9ec7327f7489c848f625206caf618<$M
19e9ec7327f7489c848f625206caf618;$M
19e9ec7327f7489c848f625206caf618:$M
19e9ec7327f7489c848f625206caf6189$M
19e9ec7327f7489c848f625206caf6188$M
19e9ec7327f7489c848f625206caf6187$M
19e9ec7327f7489c848f625206caf6186$M
19e9ec7327f7489c848f625206caf6185$M
19e9ec7327f7489c848f625206caf6184$M
19e9ec7327f7489c848f625206caf6183%M18365b7783714400a782721b7feb083d
%M18365b7783714400a782721b7feb083d
%M18365b7783714400a782721b7feb083d
%M18365b7783714400a782721b7feb083d
%M18365b7783714400a782721b7feb083d
%M18365b7783714400a782721b7feb083d

%M18365b7783714400a782721b7feb083d
%M18365b7783714400a782721b7feb083dÿ%M18365b7783714400a782721b7feb083dþ%M18365b7783714400a782721b7feb083dý%M18365b7783714400a782721b7feb083dü%M18365b7783714400a782721b7feb083dû$M
16f7e44d2fe6452399c766fd295f2d16$M
16f7e44d2fe6452399c766fd295f2d16$M
16f7e44d2fe6452399c766fd295f2d16$M
16f7e44d2fe6452399c766fd295f2d16$M
1254413f339a43289dfd5de8b7802720t$M
1254413f339a43289dfd5de8b7802720s$M
1254413f339a43289dfd5de8b7802720r$M
1254413f339a43289dfd5de8b7802720q$M
1254413f339a43289dfd5de8b7802720p$M
1254413f339a43289dfd5de8b7802720o$M
1254413f339a43289dfd5de8b7802720n$M
1254413f339a43289dfd5de8b7802720m$M
1254413f339a43289dfd5de8b7802720l$M
1254413f339a43289dfd5de8b7802720k$M
1254413f339a43289dfd5de8b7802720j%M0569acda8a2c4c35939ad1804063fcf9ú%M0569acda8a2c4c35939ad1804063fcf9ù%M0569acda8a2c4c35939ad1804063fcf9ø%M0569acda8a2c4c35939ad1804063fcf9÷%M0569acda8a2c4c35939ad1804063fcf9ö%M0569acda8a2c4c35939ad1804063fcf9õ%M0569acda8a2c4c35939ad1804063fcf9ô%M0569acda8a2c4c35939ad1804063fcf9ó%M0569acda8a2c4c35939ad1804063fcf9ò%M0569acda8a2c4c35939ad1804063fcf9ñ%M0569acda8a2c4c35939ad1804063fcf9ð%M0569acda8a2c4c35939ad1804063fcf9ï
Q]ß
	ïÉ£}W1çÂôΨ‚\6	ù	Ó	­	‡	a	;+
Q
+
ß
é
Ã

wßûÖº•pK&
Ü·’lF °‹fA÷Ò­ˆc>Û¶‘lF úÔ®ˆb<
ð
Ê
¤

Z
5
ëÆ¡|W2
çÁ›uO)óͧ[5wQ%M37d5fd3375b44163bba626b30be16900
Ê%M37d5fd3375b44163bba626b30be16900
É%M37d5fd3375b44163bba626b30be16900
È%M37d5fd3375b44163bba626b30be16900
Ç%M37d5fd3375b44163bba626b30be16900
Î%M37d5fd3375b44163bba626b30be16900
Í%M37d5fd3375b44163bba626b30be16900
Ì%M37d5fd3375b44163bba626b30be16900
Ë%M32195c11cf434ed29f29292715a46473è%M32195c11cf434ed29f29292715a46473ç%M32195c11cf434ed29f29292715a46473æ%M32195c11cf434ed29f29292715a46473å%M32195c11cf434ed29f29292715a46473ä%M32195c11cf434ed29f29292715a46473ã$M
2cb6550b6f724adaab9d539c1e834fee$M
40e8901ef7394dfc8363dd6af82cf816Z$M
40e8901ef7394dfc8363dd6af82cf816Y$M
40e8901ef7394dfc8363dd6af82cf816X$M
40e8901ef7394dfc8363dd6af82cf816W$M
40e8901ef7394dfc8363dd6af82cf816V$M
40e8901ef7394dfc8363dd6af82cf816U$M
40e8901ef7394dfc8363dd6af82cf816T$M
40e18681e750483da4b16d4c60144560$M
40e18681e750483da4b16d4c60144560$M
40e18681e750483da4b16d4c60144560$M
40e18681e750483da4b16d4c60144560
%M3e5113ce9ed64954b8b9bee01b9e1a4e’$M
3a51f53a41584668826b144804278683)$M
3a51f53a41584668826b144804278683(%M3e5113ce9ed64954b8b9bee01b9e1a4e‘%M3e5113ce9ed64954b8b9bee01b9e1a4e%M3e5113ce9ed64954b8b9bee01b9e1a4e$M
3a51f53a41584668826b1448042786832$M
3a51f53a41584668826b1448042786831$M
3a51f53a41584668826b1448042786830$M
3a51f53a41584668826b144804278683/$M
3a51f53a41584668826b144804278683.$M
3a51f53a41584668826b144804278683-$M
3a51f53a41584668826b144804278683,$M
3a51f53a41584668826b144804278683+$M
3a51f53a41584668826b144804278683*%M37d5fd3375b44163bba626b30be16900
Ï%M37d5fd3375b44163bba626b30be16900
Ð%M37d5fd3375b44163bba626b30be16900
Æ
q$M
2cb6550b6f724adaab9d539c1e834fee$M
2cb6550b6f724adaab9d539c1e834fee$M
2cb6550b6f724adaab9d539c1e834fee%M264b1ba8ca34492f8c4a1b38043d92ce
~%M264b1ba8ca34492f8c4a1b38043d92ce
}%M264b1ba8ca34492f8c4a1b38043d92ce
|%M264b1ba8ca34492f8c4a1b38043d92ce
{%M264b1ba8ca34492f8c4a1b38043d92ce
z%M264b1ba8ca34492f8c4a1b38043d92ce
y%M264b1ba8ca34492f8c4a1b38043d92ce
x%M32195c11cf434ed29f29292715a46473î%M32195c11cf434ed29f29292715a46473í%M32195c11cf434ed29f29292715a46473ì%M32195c11cf434ed29f29292715a46473ë%M32195c11cf434ed29f29292715a46473ê%M32195c11cf434ed29f29292715a46473é

%M54c2a06f524f483399af4e7048ce27f9®%M54c2a06f524f483399af4e7048ce27f9­%M54c2a06f524f483399af4e7048ce27f9¬%M54c2a06f524f483399af4e7048ce27f9«%M54c2a06f524f483399af4e7048ce27f9ª%M54c2a06f524f483399af4e7048ce27f9©$M
4d564f28efaa423a9d7e3df2f878b223$M
4d564f28efaa423a9d7e3df2f878b223~$M
4d564f28efaa423a9d7e3df2f878b223}$M
4d564f28efaa423a9d7e3df2f878b223|$M
4d564f28efaa423a9d7e3df2f878b223{$M
4d564f28efaa423a9d7e3df2f878b223z$M
4d564f28efaa423a9d7e3df2f878b223y$M
4d564f28efaa423a9d7e3df2f878b223x$M
4d564f28efaa423a9d7e3df2f878b223w$M
4d564f28efaa423a9d7e3df2f878b223v$M
4d564f28efaa423a9d7e3df2f878b223u%M4b5569715e47432089055f7a3170a646
Z%M4b5569715e47432089055f7a3170a646
Y%M4b5569715e47432089055f7a3170a646
X%M4b5569715e47432089055f7a3170a646
W%M4b5569715e47432089055f7a3170a646
V%M4b5569715e47432089055f7a3170a646
U%M4b5569715e47432089055f7a3170a646
T%M4b5569715e47432089055f7a3170a646
S%M4b5569715e47432089055f7a3170a646
R%M4b5569715e47432089055f7a3170a646
Q%M4b5569715e47432089055f7a3170a646
P%M4b5569715e47432089055f7a3170a646
O$M
40e8901ef7394dfc8363dd6af82cf816^$M
40e8901ef7394dfc8363dd6af82cf816]$M
40e8901ef7394dfc8363dd6af82cf816\$M
40e8901ef7394dfc8363dd6af82cf816[
ddøÚ´ŽhBöЪ„^8¸’lF úÔ
vP*Âœø
j
Dðʤ~X
î
É
¤

Z
5
ëÆ¡|W2
çÁ›uO)
Ý
·
‘
k
E
 	û	Ö	±	Œ	g	B	øÓ®2æÀštN(
Ü
¶
Þ>ò̦€Z4讈b<‰d%M0f3681e9484b4a229a1cb383fb29c4b2
Þ%M0649ed79bd8341e1856a85d925434ec6
†%M0f3681e9484b4a229a1cb383fb29c4b2
à%M0f3681e9484b4a229a1cb383fb29c4b2
ß%M21f108117fe64cdfb2e3c9e0bd4462c1
B%M21f108117fe64cdfb2e3c9e0bd4462c1
A%M21f108117fe64cdfb2e3c9e0bd4462c1
@%M21f108117fe64cdfb2e3c9e0bd4462c1
?%M21f108117fe64cdfb2e3c9e0bd4462c1
>%M21f108117fe64cdfb2e3c9e0bd4462c1
=%M21f108117fe64cdfb2e3c9e0bd4462c1
<%M21f108117fe64cdfb2e3c9e0bd4462c1
;%M21f108117fe64cdfb2e3c9e0bd4462c1
:%M21f108117fe64cdfb2e3c9e0bd4462c1
9%M21f108117fe64cdfb2e3c9e0bd4462c1
8%M21f108117fe64cdfb2e3c9e0bd4462c1
7%M0f3681e9484b4a229a1cb383fb29c4b2
æ%M0f3681e9484b4a229a1cb383fb29c4b2
å%M0f3681e9484b4a229a1cb383fb29c4b2
ä%M0f3681e9484b4a229a1cb383fb29c4b2
ã%M0f3681e9484b4a229a1cb383fb29c4b2
â%M0f3681e9484b4a229a1cb383fb29c4b2
á%M264b1ba8ca34492f8c4a1b38043d92ce
v%M264b1ba8ca34492f8c4a1b38043d92ce
u%M264b1ba8ca34492f8c4a1b38043d92ce
t%M264b1ba8ca34492f8c4a1b38043d92ce
s%M0649ed79bd8341e1856a85d925434ec6
…%M0649ed79bd8341e1856a85d925434ec6
„%M0649ed79bd8341e1856a85d925434ec6
ƒ%M0649ed79bd8341e1856a85d925434ec6
‚%M0649ed79bd8341e1856a85d925434ec6
%M0649ed79bd8341e1856a85d925434ec6
€%M0649ed79bd8341e1856a85d925434ec6
%M22ca28b0c6b249a68f54721edeb36bb6
Ñ%M0649ed79bd8341e1856a85d925434ec6
Š%M0649ed79bd8341e1856a85d925434ec6
‰%M0649ed79bd8341e1856a85d925434ec6
ˆ%M0649ed79bd8341e1856a85d925434ec6
‡%M0f3681e9484b4a229a1cb383fb29c4b2
Ý%M0f3681e9484b4a229a1cb383fb29c4b2
Ü%M22ca28b0c6b249a68f54721edeb36bb6
Û%M22ca28b0c6b249a68f54721edeb36bb6
Ú%M22ca28b0c6b249a68f54721edeb36bb6
Ù%M22ca28b0c6b249a68f54721edeb36bb6
Ø%M22ca28b0c6b249a68f54721edeb36bb6
×%M22ca28b0c6b249a68f54721edeb36bb6
Ö%M22ca28b0c6b249a68f54721edeb36bb6
Õ%M22ca28b0c6b249a68f54721edeb36bb6
Ô%M22ca28b0c6b249a68f54721edeb36bb6
Ó%M22ca28b0c6b249a68f54721edeb36bb6
ÒJ$M
19e9ec7327f7489c848f625206caf618=$M
19e9ec7327f7489c848f625206caf618<$M
19e9ec7327f7489c848f625206caf618;$M
19e9ec7327f7489c848f625206caf618:$M
19e9ec7327f7489c848f625206caf6189$M
19e9ec7327f7489c848f625206caf6188$M
19e9ec7327f7489c848f625206caf6187$M
19e9ec7327f7489c848f625206caf6186$M
19e9ec7327f7489c848f625206caf6185$M
19e9ec7327f7489c848f625206caf6184$M
19e9ec7327f7489c848f625206caf6183%M18365b7783714400a782721b7feb083d
%M18365b7783714400a782721b7feb083d
%M18365b7783714400a782721b7feb083d
%M18365b7783714400a782721b7feb083d
%M18365b7783714400a782721b7feb083d
%M18365b7783714400a782721b7feb083d

%M18365b7783714400a782721b7feb083d
%M18365b7783714400a782721b7feb083dÿ%M18365b7783714400a782721b7feb083dþ%M18365b7783714400a782721b7feb083dý%M18365b7783714400a782721b7feb083dü%M18365b7783714400a782721b7feb083dû$M
16f7e44d2fe6452399c766fd295f2d16$M
16f7e44d2fe6452399c766fd295f2d16$M
16f7e44d2fe6452399c766fd295f2d16$M
16f7e44d2fe6452399c766fd295f2d16$M
1254413f339a43289dfd5de8b7802720t$M
1254413f339a43289dfd5de8b7802720s$M
1254413f339a43289dfd5de8b7802720r$M
1254413f339a43289dfd5de8b7802720q$M
1254413f339a43289dfd5de8b7802720p$M
1254413f339a43289dfd5de8b7802720o$M
1254413f339a43289dfd5de8b7802720n$M
1254413f339a43289dfd5de8b7802720m$M
1254413f339a43289dfd5de8b7802720l$M
1254413f339a43289dfd5de8b7802720k$M
1254413f339a43289dfd5de8b7802720j%M0569acda8a2c4c35939ad1804063fcf9ú%M0569acda8a2c4c35939ad1804063fcf9ù%M0569acda8a2c4c35939ad1804063fcf9ø%M0569acda8a2c4c35939ad1804063fcf9÷%M0569acda8a2c4c35939ad1804063fcf9ö%M0569acda8a2c4c35939ad1804063fcf9õ%M0569acda8a2c4c35939ad1804063fcf9ô%M0569acda8a2c4c35939ad1804063fcf9ó%M0569acda8a2c4c35939ad1804063fcf9ò%M0569acda8a2c4c35939ad1804063fcf9ñ%M0569acda8a2c4c35939ad1804063fcf9ð%M0569acda8a2c4c35939ad1804063fcf9ï
Q]ß
	ïÉ£}W1çÂôΨ‚\6	ù	Ó	­	‡	a	;+
Q
+
ß
é
Ã

wßûÖº•pK&
Ü·’lF °‹fA÷Ò­ˆc>Û¶‘lF úÔ®ˆb<
ð
Ê
¤

Z
5
ëÆ¡|W2
çÁ›uO)óͧ[5wQ%M37d5fd3375b44163bba626b30be16900
Ê%M37d5fd3375b44163bba626b30be16900
É%M37d5fd3375b44163bba626b30be16900
È%M37d5fd3375b44163bba626b30be16900
Ç%M37d5fd3375b44163bba626b30be16900
Î%M37d5fd3375b44163bba626b30be16900
Í%M37d5fd3375b44163bba626b30be16900
Ì%M37d5fd3375b44163bba626b30be16900
Ë%M32195c11cf434ed29f29292715a46473è%M32195c11cf434ed29f29292715a46473ç%M32195c11cf434ed29f29292715a46473æ%M32195c11cf434ed29f29292715a46473å%M32195c11cf434ed29f29292715a46473ä%M32195c11cf434ed29f29292715a46473ã$M
2cb6550b6f724adaab9d539c1e834fee$M
40e8901ef7394dfc8363dd6af82cf816Z$M
40e8901ef7394dfc8363dd6af82cf816Y$M
40e8901ef7394dfc8363dd6af82cf816X$M
40e8901ef7394dfc8363dd6af82cf816W$M
40e8901ef7394dfc8363dd6af82cf816V$M
40e8901ef7394dfc8363dd6af82cf816U$M
40e8901ef7394dfc8363dd6af82cf816T$M
40e18681e750483da4b16d4c60144560$M
40e18681e750483da4b16d4c60144560$M
40e18681e750483da4b16d4c60144560$M
40e18681e750483da4b16d4c60144560
%M3e5113ce9ed64954b8b9bee01b9e1a4e’$M
3a51f53a41584668826b144804278683)$M
3a51f53a41584668826b144804278683(%M3e5113ce9ed64954b8b9bee01b9e1a4e‘%M3e5113ce9ed64954b8b9bee01b9e1a4e%M3e5113ce9ed64954b8b9bee01b9e1a4e$M
3a51f53a41584668826b1448042786832$M
3a51f53a41584668826b1448042786831$M
3a51f53a41584668826b1448042786830$M
3a51f53a41584668826b144804278683/$M
3a51f53a41584668826b144804278683.$M
3a51f53a41584668826b144804278683-$M
3a51f53a41584668826b144804278683,$M
3a51f53a41584668826b144804278683+$M
3a51f53a41584668826b144804278683*%M37d5fd3375b44163bba626b30be16900
Ï%M37d5fd3375b44163bba626b30be16900
Ð%M37d5fd3375b44163bba626b30be16900
Æ
q$M
2cb6550b6f724adaab9d539c1e834fee$M
2cb6550b6f724adaab9d539c1e834fee$M
2cb6550b6f724adaab9d539c1e834fee%M264b1ba8ca34492f8c4a1b38043d92ce
~%M264b1ba8ca34492f8c4a1b38043d92ce
}%M264b1ba8ca34492f8c4a1b38043d92ce
|%M264b1ba8ca34492f8c4a1b38043d92ce
{%M264b1ba8ca34492f8c4a1b38043d92ce
z%M264b1ba8ca34492f8c4a1b38043d92ce
y%M264b1ba8ca34492f8c4a1b38043d92ce
x%M32195c11cf434ed29f29292715a46473î%M32195c11cf434ed29f29292715a46473í%M32195c11cf434ed29f29292715a46473ì%M32195c11cf434ed29f29292715a46473ë%M32195c11cf434ed29f29292715a46473ê%M32195c11cf434ed29f29292715a46473é

%M54c2a06f524f483399af4e7048ce27f9®%M54c2a06f524f483399af4e7048ce27f9­%M54c2a06f524f483399af4e7048ce27f9¬%M54c2a06f524f483399af4e7048ce27f9«%M54c2a06f524f483399af4e7048ce27f9ª%M54c2a06f524f483399af4e7048ce27f9©$M
4d564f28efaa423a9d7e3df2f878b223$M
4d564f28efaa423a9d7e3df2f878b223~$M
4d564f28efaa423a9d7e3df2f878b223}$M
4d564f28efaa423a9d7e3df2f878b223|$M
4d564f28efaa423a9d7e3df2f878b223{$M
4d564f28efaa423a9d7e3df2f878b223z$M
4d564f28efaa423a9d7e3df2f878b223y$M
4d564f28efaa423a9d7e3df2f878b223x$M
4d564f28efaa423a9d7e3df2f878b223w$M
4d564f28efaa423a9d7e3df2f878b223v$M
4d564f28efaa423a9d7e3df2f878b223u%M4b5569715e47432089055f7a3170a646
Z%M4b5569715e47432089055f7a3170a646
Y%M4b5569715e47432089055f7a3170a646
X%M4b5569715e47432089055f7a3170a646
W%M4b5569715e47432089055f7a3170a646
V%M4b5569715e47432089055f7a3170a646
U%M4b5569715e47432089055f7a3170a646
T%M4b5569715e47432089055f7a3170a646
S%M4b5569715e47432089055f7a3170a646
R%M4b5569715e47432089055f7a3170a646
Q%M4b5569715e47432089055f7a3170a646
P%M4b5569715e47432089055f7a3170a646
O$M
40e8901ef7394dfc8363dd6af82cf816^$M
40e8901ef7394dfc8363dd6af82cf816]$M
40e8901ef7394dfc8363dd6af82cf816\$M
40e8901ef7394dfc8363dd6af82cf816[


†
L

Õž	ËxþÄ…MCï¸#å‘"è°yB
­
o
Q<)KMmlflow.runNameXGB_without_Feature_Engineering3e5113ce9ed64954b8b9bee01b9e1a4e;;1Mmlflow.source.typeLOCAL3e5113ce9ed64954b8b9bee01b9e1a4e:1AMmlflow.source.name/Users/arham/anaconda3/envs/DataScience/lib/python3.10/site-packages/ipykernel_launcher.py3e5113ce9ed64954b8b9bee01b9e1a4e49#Mmlflow.userarham3e5113ce9ed64954b8b9bee01b9e1a4e48'MpreprocessingYesdbb799e10ef542809ffd4acb0bf3289557!Mmodel_nameXGBoostdbb799e10ef542809ffd4acb0bf3289576#MexperimentsArham A.dbb799e10ef542809ffd4acb0bf32895„k5=ˆiMmlflow.log-model.history[{"run_id": "dbb799e10ef542809ffd4acb0bf32895", "artifact_path": "model", "utc_time_created": "2024-04-25 18:07:38.950325", "flavors": {"python_function": {"loader_module": "mlflow.xgboost", "python_version": "3.10.13", "data": "model.xgb", "env": {"conda": "conda.yaml", "virtualenv": "python_env.yaml"}}, "xgboost": {"xgb_version": "1.7.3", "data": "model.xgb", "model_class": "xgboost.sklearn.XGBClassifier", "model_format": "xgb", "code": null}}, "model_uuid": "4185f41ef48a4638821bd9cac5009df0", "mlflow_version": "2.10.2", "model_size_bytes": 1400410}]dbb799e10ef542809ffd4acb0bf32895Q4)KMmlflow.runNameXGB_without_Feature_Engineeringdbb799e10ef542809ffd4acb0bf32895;31Mmlflow.source.typeLOCALdbb799e10ef542809ffd4acb0bf3289521AMmlflow.source.name/Users/arham/anaconda3/envs/DataScience/lib/python3.10/site-packages/ipykernel_launcher.pydbb799e10ef542809ffd4acb0bf3289541#Mmlflow.userarhamdbb799e10ef542809ffd4acb0bf32895Q0)KMmlflow.runNameXGB_without_Feature_Engineeringd1c8a5a9a969401fad81306cbc9afbdf;/1Mmlflow.source.typeLOCALd1c8a5a9a969401fad81306cbc9afbdf.1AMmlflow.source.name/Users/arham/anaconda3/envs/DataScience/lib/python3.10/site-packages/ipykernel_launcher.pyd1c8a5a9a969401fad81306cbc9afbdf4-#Mmlflow.userarhamd1c8a5a9a969401fad81306cbc9afbdf5,'MpreprocessingNone4d564f28efaa423a9d7e3df2f878b223<+!)Mmodel_nameDecision Trees4d564f28efaa423a9d7e3df2f878b2237*#MexperimentsArham A.4d564f28efaa423a9d7e3df2f878b223„v)=ˆMmlflow.log-model.history[{"run_id": "4d564f28efaa423a9d7e3df2f878b223", "artifact_path": "model", "utc_time_created": "2024-04-25 17:47:42.959945", "flavors": {"python_function": {"model_path": "model.pkl", "predict_fn": "predict", "loader_module": "mlflow.sklearn", "python_version": "3.10.13", "env": {"conda": "conda.yaml", "virtualenv": "python_env.yaml"}}, "sklearn": {"pickled_model": "model.pkl", "sklearn_version": "1.4.0", "serialization_format": "cloudpickle", "code": null}}, "model_uuid": "0fbfe83bf15249239d8f99e5d4fa6939", "mlflow_version": "2.10.2", "model_size_bytes": 309406}]4d564f28efaa423a9d7e3df2f878b223P()IMmlflow.runNameDummy_Classifier_Decision_Tree4d564f28efaa423a9d7e3df2f878b223;'1Mmlflow.source.typeLOCAL4d564f28efaa423a9d7e3df2f878b223&1AMmlflow.source.name/Users/arham/anaconda3/envs/DataScience/lib/python3.10/site-packages/ipykernel_launcher.py4d564f28efaa423a9d7e3df2f878b2234%#Mmlflow.userarham4d564f28efaa423a9d7e3df2f878b2235$'MpreprocessingNone1254413f339a43289dfd5de8b7802720<#!)Mmodel_nameDecision Trees1254413f339a43289dfd5de8b78027207"#MexperimentsArham A.1254413f339a43289dfd5de8b7802720„v!=ˆMmlflow.log-model.history[{"run_id": "1254413f339a43289dfd5de8b7802720", "artifact_path": "model", "utc_time_created": "2024-04-25 17:04:04.080227", "flavors": {"python_function": {"model_path": "model.pkl", "predict_fn": "predict", "loader_module": "mlflow.sklearn", "python_version": "3.10.13", "env": {"conda": "conda.yaml", "virtualenv": "python_env.yaml"}}, "sklearn": {"pickled_model": "model.pkl", "sklearn_version": "1.4.0", "serialization_format": "cloudpickle", "code": null}}, "model_uuid": "debf5d4f9d6a40ea91ab22d557875aa6", "mlflow_version": "2.10.2", "model_size_bytes": 309406}]1254413f339a43289dfd5de8b7802720
ÚFýË–b.ùÄ‘\á'
ò
Ñ
½
‰
U
 ì¸„Oå°Ký{Fp
Ý
¨w
t
?

¥	Õ	¡	l
g	8;	Ïš
2f2þÊ•`+÷ÃŽY%𬻆
œQé´€DÈڞ
×D54)MTarget_Drift_06f87dd19758c4f7aafd73cd1b9091096‰4)MTarget_Drift_0d1b51aff7c6c4b36b00915604c4a88dc{4)MTarget_Drift_0b38c37f069304b85913c431a1516e105t4)MTarget_Drift_137d5fd3375b44163bba626b30be16900n4)MTarget_Drift_037d5fd3375b44163bba626b30be16900m4)MTarget_Drift_08c4c8bc6eeef41a6a56c4a654b4f835ff4)MTarget_Drift_0c3984bc02445400097c1db522d8dde50‚4)MTarget_Drift_07432b033d05b412da743757f24853ab2_4)MTarget_Drift_09ca38fe0f3ab4c20a735a4d3f1b2cdc2X4)MTarget_Drift_08e27978ace8f431daf6e86a84f911c76¥4)MTarget_Drift_122ca28b0c6b249a68f54721edeb36bb6Ÿ4)MTarget_Drift_022ca28b0c6b249a68f54721edeb36bb6ž4)MTarget_Drift_0d4f3bbd8eac14cdcaf9aa141e6290fa9—4)MTarget_Drift_06ecbd03e4c0f478d814226174270c17b3)M
Target_Drift_14d564f28efaa423a9d7e3df2f878b223H4)MTarget_Drift_14b5569715e47432089055f7a3170a646
«3)M
Target_Drift_140e8901ef7394dfc8363dd6af82cf81633)M
Target_Drift_13d440a21f9fc4090a164fe9005445b5b4)MTarget_Drift_13b3ce63bcf3a4a779b988dba6aac5694÷4)MTarget_Drift_132195c11cf434ed29f29292715a46473Ï4)MTarget_Drift_1264b1ba8ca34492f8c4a1b38043d92ce
ç4)MTarget_Drift_121f108117fe64cdfb2e3c9e0bd4462c1
ƒ3)M
Target_Drift_119e9ec7327f7489c848f625206caf6184)MTarget_Drift_1189fafb42e84430ea113096468bd6878
4)MTarget_Drift_118365b7783714400a782721b7feb083d
3)M
Target_Drift_118048826cd1d481e9243f25822f84c64k3)M
Target_Drift_11254413f339a43289dfd5de8b7802720A4)MTarget_Drift_10649ed79bd8341e1856a85d925434ec6
û4)MTarget_Drift_10569acda8a2c4c35939ad1804063fcf9ã4)MTarget_Drift_0f758f89f45b84b579ce7af1832fc0b50J3)M
Target_Drift_0effcda97d1d244d7a1d38cb57b4ee9ce3)M
Target_Drift_0dfe57537d98d4eb1aa4e2d2acf9a08be3)M
Target_Drift_0dbb799e10ef542809ffd4acb0bf32895U3)M
Target_Drift_0d1c8a5a9a969401fad81306cbc9afbdfN4)MTarget_Drift_0d16b13fb33914587b58d50225fdbd78eQ3)M
Target_Drift_0c92bf13dd61e406e8d52c3e60e825ae9$4)MTarget_Drift_0c6a016dc1c0b440081ea575ec1cc2316º3)M
Target_Drift_0b909ac60efa34916b3a5fcfa7d51b3d0\4)MTarget_Drift_0a8e345aecabd4718b3f487e2d16e8cb7
n3)M
Target_Drift_0a7328ac3af944ba49089dc0abac2a5c3~4)MTarget_Drift_0a58c08eb77644c8ca8c38f6f13333c87
Z4)MTarget_Drift_095f46448c4c143d396457d452ee74f37
F4)MTarget_Drift_08fdef82198f04be8a4ec466cc1e1dcdf¦3)M
Target_Drift_08ee3eeb040c8478b82d3ec702378c40894)MTarget_Drift_088ac1026184a48c1bd036c1c3a0546f9’3)M
Target_Drift_087cd75ef7f104f4ba6c1517ef9820ac9+4)MTarget_Drift_07885fa93615f4a50b8826629533b02f2
–4)MTarget_Drift_073257214c1234deeaa6c6988d2c62492"4)MTarget_Drift_06fc4f724758841958eb6cd940336f00364)MTarget_Drift_06ced8b3536514ee9baedcbb5b34805534)MTarget_Drift_06947f20ba997407da8a39f270bf3b43a
24)MTarget_Drift_0673f6effcc694a79afa490e4c4615c9d
¾4)MTarget_Drift_064e41c8af598400e82af115512b2c498
Ò3)M
Target_Drift_06492d7c77ba4419488020e32f5e312643)M
Target_Drift_062b4955e8fd743fca92a115e5ea27a75c3)M
Target_Drift_04d564f28efaa423a9d7e3df2f878b223G4)MTarget_Drift_04b5569715e47432089055f7a3170a646
ª3)M
Target_Drift_040e8901ef7394dfc8363dd6af82cf81623)M
Target_Drift_03d440a21f9fc4090a164fe9005445b5b4)MTarget_Drift_03b3ce63bcf3a4a779b988dba6aac5694ö4)MTarget_Drift_032195c11cf434ed29f29292715a46473Î4)MTarget_Drift_0264b1ba8ca34492f8c4a1b38043d92ce
æ4)MTarget_Drift_021f108117fe64cdfb2e3c9e0bd4462c1
‚2)M	Target_Drift_019e9ec7327f7489c848f625206caf6184)MTarget_Drift_0189fafb42e84430ea113096468bd6878
4)MTarget_Drift_018365b7783714400a782721b7feb083d

3)M
Target_Drift_018048826cd1d481e9243f25822f84c64j3)M
Target_Drift_01254413f339a43289dfd5de8b7802720@4)MTarget_Drift_00649ed79bd8341e1856a85d925434ec6
ú4)MTarget_Drift_00569acda8a2c4c35939ad1804063fcf9â
F
–|GݨŸs>	ÔË—b-
ËùďZ%
ñ
¼
‡
S
éµ€K5ã¯{F
Ü
¨
t
?

	Ö	¡	l	7	Í™e0üÈ”_*õÀj‹V!ì·ƒN
–å°
f
1üÇ
Û4)MTarget_Drift_364e41c8af598400e82af11é4)MTarget_Drift_28e27978ace8f431daf6e86a84f911c76§4)MTarget_Drift_18e27978ace8f431daf6e86a84f911c76¦4)MTarget_Drift_222ca28b0c6b249a68f54721edeb36bb6 4)MTarget_Drift_1d4f3bbd8eac14cdcaf9aa141e6290fa9˜4)MTarget_Drift_26ecbd03e4c0f478d814226174270c17b’4)MTarget_Drift_16ecbd03e4c0f478d814226174270c17b‘4)MTarget_Drift_17432b033d05b412da743757f24853ab2`4)MTarget_Drift_173257214c1234deeaa6c6988d2c62492#4)MTarget_Drift_16fc4f724758841958eb6cd940336f00374)MTarget_Drift_16f87dd19758c4f7aafd73cd1b9091096Š4)MTarget_Drift_16ced8b3536514ee9baedcbb5b34805534)MTarget_Drift_16947f20ba997407da8a39f270bf3b43a
34)MTarget_Drift_1673f6effcc694a79afa490e4c4615c9d
¿4)MTarget_Drift_164e41c8af598400e82af115512b2c498
Ó3)M
Target_Drift_16492d7c77ba4419488020e32f5e312644)MTarget_Drift_28fdef82198f04be8a4ec466cc1e1dcdf¨3)M
Target_Drift_28ee3eeb040c8478b82d3ec702378c408;4)MTarget_Drift_28c4c8bc6eeef41a6a56c4a654b4f835fh4)MTarget_Drift_288ac1026184a48c1bd036c1c3a0546f9”3)M
Target_Drift_287cd75ef7f104f4ba6c1517ef9820ac9-4)MTarget_Drift_27885fa93615f4a50b8826629533b02f2
˜4)MTarget_Drift_27432b033d05b412da743757f24853ab2a4)MTarget_Drift_273257214c1234deeaa6c6988d2c62492$4)MTarget_Drift_26fc4f724758841958eb6cd940336f00384)MTarget_Drift_26f87dd19758c4f7aafd73cd1b9091096‹4)MTarget_Drift_26ced8b3536514ee9baedcbb5b34805534)MTarget_Drift_26947f20ba997407da8a39f270bf3b43a
44)MTarget_Drift_2673f6effcc694a79afa490e4c4615c9d
À4)MTarget_Drift_264e41c8af598400e82af115512b2c498
Ô3)M
Target_Drift_26492d7c77ba4419488020e32f5e312643)M
Target_Drift_262b4955e8fd743fca92a115e5ea27a75e3)M
Target_Drift_24d564f28efaa423a9d7e3df2f878b223I4)MTarget_Drift_24b5569715e47432089055f7a3170a646
¬3)M
Target_Drift_240e8901ef7394dfc8363dd6af82cf81643)M
Target_Drift_23d440a21f9fc4090a164fe9005445b5b4)MTarget_Drift_23b3ce63bcf3a4a779b988dba6aac5694ø4)MTarget_Drift_237d5fd3375b44163bba626b30be16900o4)MTarget_Drift_232195c11cf434ed29f29292715a46473Ð4)MTarget_Drift_2264b1ba8ca34492f8c4a1b38043d92ce
è4)MTarget_Drift_221f108117fe64cdfb2e3c9e0bd4462c1
„3)M
Target_Drift_219e9ec7327f7489c848f625206caf6184)MTarget_Drift_2189fafb42e84430ea113096468bd6878
 4)MTarget_Drift_218365b7783714400a782721b7feb083d
3)M
Target_Drift_218048826cd1d481e9243f25822f84c64l3)M
Target_Drift_21254413f339a43289dfd5de8b7802720B4)MTarget_Drift_20649ed79bd8341e1856a85d925434ec6
ü4)MTarget_Drift_20569acda8a2c4c35939ad1804063fcf9ä4)MTarget_Drift_1f758f89f45b84b579ce7af1832fc0b50K3)M
Target_Drift_1effcda97d1d244d7a1d38cb57b4ee9ce	3)M
Target_Drift_1dfe57537d98d4eb1aa4e2d2acf9a08be3)M
Target_Drift_1dbb799e10ef542809ffd4acb0bf32895V3)M
Target_Drift_1d1c8a5a9a969401fad81306cbc9afbdfO4)MTarget_Drift_1d1b51aff7c6c4b36b00915604c4a88dc|4)MTarget_Drift_1d16b13fb33914587b58d50225fdbd78eR3)M
Target_Drift_1c92bf13dd61e406e8d52c3e60e825ae9%4)MTarget_Drift_1c6a016dc1c0b440081ea575ec1cc2316»4)MTarget_Drift_1c3984bc02445400097c1db522d8dde50ƒ3)M
Target_Drift_1b909ac60efa34916b3a5fcfa7d51b3d0]4)MTarget_Drift_1b38c37f069304b85913c431a1516e105u4)MTarget_Drift_1a8e345aecabd4718b3f487e2d16e8cb7
o3)M
Target_Drift_1a7328ac3af944ba49089dc0abac2a5c34)MTarget_Drift_1a58c08eb77644c8ca8c38f6f13333c87
[4)MTarget_Drift_19ca38fe0f3ab4c20a735a4d3f1b2cdc2Y4)MTarget_Drift_195f46448c4c143d396457d452ee74f37
G4)MTarget_Drift_18fdef82198f04be8a4ec466cc1e1dcdf§3)M
Target_Drift_18ee3eeb040c8478b82d3ec702378c408:4)MTarget_Drift_18c4c8bc6eeef41a6a56c4a654b4f835fg4)MTarget_Drift_188ac1026184a48c1bd036c1c3a0546f9“3)M
Target_Drift_187cd75ef7f104f4ba6c1517ef9820ac9,4)MTarget_Drift_17885fa93615f4a50b8826629533b02f2
—
Î*…φ=ô«b
Ð
‡ä›R…
@÷®m,ëªi(ç¦e$ã¢a¿~=û¹w5
ó
±
o
-	‘	O	
ˉݛYՓQ
Í
‹
Qέ>H-Mmean_cv_accuracy
´ö˜0649ed79bd8341e1856a85d925434ec6?ìÿŠPã

Q:H-Mmean_cv_accuracy
¶B6ced8b3536514ee9baedcbb5b3480553?í9ÇZŽ>
‹‰6H-Mmean_cv_accuracy
±vÏ4b5569715e47432089055f7a3170a646?ì½ë§@
OH-Mmean_cv_accuracy
¯	¿7885fa93615f4a50b8826629533b02f2?ìïï­3)
CH-Mmean_cv_accuracy
­P21f108117fe64cdfb2e3c9e0bd4462c1?ìÍR
7H-Mmean_cv_accuracy
«’a8e345aecabd4718b3f487e2d16e8cb7?종/µcý
+H-Mmean_cv_accuracy
ªÓ»a58c08eb77644c8ca8c38f6f13333c87?ìô}{ċ
H-Mmean_cv_accuracy
©¾á95f46448c4c143d396457d452ee74f37?ìݸ0¡d
H-Mmean_cv_accuracy
§h6947f20ba997407da8a39f270bf3b43a?ëüK¿<í
H-Mmean_cv_accuracy
¢Læ18365b7783714400a782721b7feb083d?ìú
˜ÚûH-Mmean_cv_accuracy
™{Õ0569acda8a2c4c35939ad1804063fcf9?ì[íß8ɃïH-Mmean_cv_accuracy
˜j¾32195c11cf434ed29f29292715a46473?ìóº«|À`ã@M
precision
5b·40e8901ef7394dfc8363dd6af82cf816?êˆý굺U@M
precision
4=y87cd75ef7f104f4ba6c1517ef9820ac9?ê‡*¶
çJ@M
precision
3'ûc92bf13dd61e406e8d52c3e60e825ae9?êxÃÇVk‘?@M
precision
/Óí19e9ec7327f7489c848f625206caf618?ê¢Ì“ïú4@M
precision
&ÙÝ3a51f53a41584668826b144804278683?êšÝ›Þ|È)@M
precision
 V“f4250c9350044642b30cce896b0e79fa?ꤴÅ^Ë@M
precision

Aÿ™16f7e44d2fe6452399c766fd295f2d16?ì¼CZÓF@M
precision

Av2cb6550b6f724adaab9d539c1e834fee?æ­$÷xÚ@M
precision

;=d3b261ca0d5d439aa91bd0076a9f9c18?ìõ`Åt¿@M
precision

4è40e18681e750483da4b16d4c60144560?ìïÝnA±ê@M
precision

,EÉe1fd092be86a48178077d59bfa6d2164?ìïÝnA±ê
@M
precision

$F649c4e675e9346149b1eaac835ae1140?ìïÝnA±ê@M
precision
[Ž•ea8efe865c0c4e36abdb6a1d4da593db?ê¢1ÿJýƒH-Mmean_cv_accuracy
ºëf758f89f45b84b579ce7af1832fc0b50?ìúF»ô6
¯H-Mmean_cv_accuracy
¸Ç%6fc4f724758841958eb6cd940336f003?ìÓÚ«Íóâ
£H-Mmean_cv_accuracy
·<T73257214c1234deeaa6c6988d2c62492?í9=á…
—ÉH-Mmean_cv_accuracy
³ù264b1ba8ca34492f8c4a1b38043d92ce?ìÖ!d¤2»
sH-Mmean_cv_accuracy
³v‘64e41c8af598400e82af115512b2c498?ì?Ù"öê¾
gH-Mmean_cv_accuracy
²ÅE673f6effcc694a79afa490e4c4615c9d?ìÃëAÃ
[AMprecision
•K88ac1026184a48c1bd036c1c3a0546f9?ìåp8¸0ÁAMprecision
‚É—62b4955e8fd743fca92a115e5ea27a75?ìïÝnA±êµAMprecision
 E54c2a06f524f483399af4e7048ce27f9?ìïÝnA±êªAMprecision
|°Òe472909dd57c44d483988edaf4a002da?ìïÝnA±êŸAMprecision
t–8b909ac60efa34916b3a5fcfa7d51b3d0?ìïÝnA±ê”AMprecision
t-G3e5113ce9ed64954b8b9bee01b9e1a4e?ìõ`Åt¿AMprecision
q
›dbb799e10ef542809ffd4acb0bf32895?ì¼CZÓF…AMprecision
p>d1c8a5a9a969401fad81306cbc9afbdf?ì¼CZÓF@M
precision
^Ǘ4d564f28efaa423a9d7e3df2f878b223?êœG§pÕsv@M
precision
6͂1254413f339a43289dfd5de8b7802720?ê†F†”7k@M
precision
5à)8ee3eeb040c8478b82d3ec702378c408?ꪅNe`
;¨»v1ì§g&
è
®
n
-ïµo)ãW
Ë
‹
J
	Ò	’	Q	Ù“MÁ{5ï¯n0ö°j$Þ˜RÌ‹M͇A
û
µ
o
)é¨>5Mprecision?ìïÝnA±ê
‚É—62b4955e8fd743fca92a115e5ea27a75=4Maccuracy?ìêÙ4Ô×á
‚Éu62b4955e8fd743fca92a115e5ea27a75C3)Mrecall_class_6?ïߞܕÁD
 k54c2a06f524f483399af4e7048ce27f9C2)Mrecall_class_5?îí u–©	
 g54c2a06f524f483399af4e7048ce27f9C1)Mrecall_class_4?ëø³ý‘T†
 c54c2a06f524f483399af4e7048ce27f9C0)Mrecall_class_3?ë
‘ñþ
 `54c2a06f524f483399af4e7048ce27f9C/)Mrecall_class_2?èC?mG“
 \54c2a06f524f483399af4e7048ce27f9C.)Mrecall_class_1?í
^u»

 X54c2a06f524f483399af4e7048ce27f9C-)Mrecall_class_0?í‘Ò¢{$
 T54c2a06f524f483399af4e7048ce27f97,Mf1?ìí[Ýõ6
 M54c2a06f524f483399af4e7048ce27f9;+Mrecall?ìêÙ4Ô×á
 I54c2a06f524f483399af4e7048ce27f9>*Mprecision?ìïÝnA±ê
 E54c2a06f524f483399af4e7048ce27f9=)Maccuracy?ìêÙ4Ô×á
 654c2a06f524f483399af4e7048ce27f9C()Mrecall_class_6?ïߞܕÁD
|°úe472909dd57c44d483988edaf4a002daC')Mrecall_class_5?îí u–©	
|°öe472909dd57c44d483988edaf4a002daC&)Mrecall_class_4?ëø³ý‘T†
|°óe472909dd57c44d483988edaf4a002daC%)Mrecall_class_3?ë
‘ñþ
|°ïe472909dd57c44d483988edaf4a002daC$)Mrecall_class_2?èC?mG“
|°ëe472909dd57c44d483988edaf4a002daC#)Mrecall_class_1?í
^u»

|°çe472909dd57c44d483988edaf4a002daC")Mrecall_class_0?í‘Ò¢{$
|°ãe472909dd57c44d483988edaf4a002da7!Mf1?ìí[Ýõ6
|°Ûe472909dd57c44d483988edaf4a002da; Mrecall?ìêÙ4Ô×á
|°×e472909dd57c44d483988edaf4a002da>Mprecision?ìïÝnA±ê
|°Òe472909dd57c44d483988edaf4a002da=Maccuracy?ìêÙ4Ô×á
|°Äe472909dd57c44d483988edaf4a002daC)Mrecall_class_6?ïߞܕÁD
t–_b909ac60efa34916b3a5fcfa7d51b3d0C)Mrecall_class_5?îí u–©	
t–[b909ac60efa34916b3a5fcfa7d51b3d0C)Mrecall_class_4?ëø³ý‘T†
t–Xb909ac60efa34916b3a5fcfa7d51b3d0C)Mrecall_class_3?ë
‘ñþ
t–Tb909ac60efa34916b3a5fcfa7d51b3d0C)Mrecall_class_2?èC?mG“
t–Pb909ac60efa34916b3a5fcfa7d51b3d0C)Mrecall_class_1?í
^u»

t–Kb909ac60efa34916b3a5fcfa7d51b3d0C)Mrecall_class_0?í‘Ò¢{$
t–Gb909ac60efa34916b3a5fcfa7d51b3d07Mf1?ìí[Ýõ6
t–@b909ac60efa34916b3a5fcfa7d51b3d0;Mrecall?ìêÙ4Ô×á
t–<b909ac60efa34916b3a5fcfa7d51b3d0>Mprecision?ìïÝnA±ê
t–8b909ac60efa34916b3a5fcfa7d51b3d0=Maccuracy?ìêÙ4Ô×á
t–0b909ac60efa34916b3a5fcfa7d51b3d07Mf1?ìôª|ɽ_
t-N3e5113ce9ed64954b8b9bee01b9e1a4e;Mrecall?ìóô=W[
t-J3e5113ce9ed64954b8b9bee01b9e1a4e>Mprecision?ìõ`Åt¿
t-G3e5113ce9ed64954b8b9bee01b9e1a4e=Maccuracy?ìóô=W[
t-;3e5113ce9ed64954b8b9bee01b9e1a4eC)Mrecall_class_6?ïߞܕÁD
q
¿dbb799e10ef542809ffd4acb0bf32895C
)Mrecall_class_5?èº.Œ
q
¼dbb799e10ef542809ffd4acb0bf32895C)Mrecall_class_4?ëø³ý‘T†
q
¸dbb799e10ef542809ffd4acb0bf32895C)Mrecall_class_3?êBêýªhD
q
µdbb799e10ef542809ffd4acb0bf32895C
)Mrecall_class_2?çánÎTI
q
±dbb799e10ef542809ffd4acb0bf32895C	)Mrecall_class_1?ìՏ¾IìÖ
q
­dbb799e10ef542809ffd4acb0bf32895C)Mrecall_class_0?íߘMÅ«¿
q
©dbb799e10ef542809ffd4acb0bf328957Mf1?ì»$Ÿ‡ÑU
q
£dbb799e10ef542809ffd4acb0bf32895;Mrecall?ìºIÒ/þ
q
Ÿdbb799e10ef542809ffd4acb0bf32895>Mprecision?ì¼CZÓF
q
›dbb799e10ef542809ffd4acb0bf32895=Maccuracy?ìºIÒ/þ
q
–dbb799e10ef542809ffd4acb0bf328957Mf1?ì»$Ÿ‡ÑU
pFd1c8a5a9a969401fad81306cbc9afbdf;Mrecall?ìºIÒ/þ
pBd1c8a5a9a969401fad81306cbc9afbdf>
Mprecision?ì¼CZÓF
p>d1c8a5a9a969401fad81306cbc9afbdf=Maccuracy?ìºIÒ/þ
p3d1c8a5a9a969401fad81306cbc9afbdfC)Mrecall_class_6?ïÏnJà¡æ
^Ç­4d564f28efaa423a9d7e3df2f878b223C~)Mrecall_class_5?íyC^Pה
^Ç«4d564f28efaa423a9d7e3df2f878b223C})Mrecall_class_4?écË´™<
^Ç©4d564f28efaa423a9d7e3df2f878b223C|)Mrecall_class_3?åûTЈòÆ
^ǧ4d564f28efaa423a9d7e3df2f878b223C{)Mrecall_class_2?åÇsd‚­
^Ç¥4d564f28efaa423a9d7e3df2f878b223
;¨»v1ì§g&
è
®
n
-ïµo)ãW
Ë
‹
J
	Ò	’	Q	Ù“MÁ{5ï¯n0ö°j$Þ˜RÌ‹M͇A
û
µ
o
)é¨>5Mprecision?ìïÝnA±ê
‚É—62b4955e8fd743fca92a115e5ea27a75=4Maccuracy?ìêÙ4Ô×á
‚Éu62b4955e8fd743fca92a115e5ea27a75C3)Mrecall_class_6?ïߞܕÁD
 k54c2a06f524f483399af4e7048ce27f9C2)Mrecall_class_5?îí u–©	
 g54c2a06f524f483399af4e7048ce27f9C1)Mrecall_class_4?ëø³ý‘T†
 c54c2a06f524f483399af4e7048ce27f9C0)Mrecall_class_3?ë
‘ñþ
 `54c2a06f524f483399af4e7048ce27f9C/)Mrecall_class_2?èC?mG“
 \54c2a06f524f483399af4e7048ce27f9C.)Mrecall_class_1?í
^u»

 X54c2a06f524f483399af4e7048ce27f9C-)Mrecall_class_0?í‘Ò¢{$
 T54c2a06f524f483399af4e7048ce27f97,Mf1?ìí[Ýõ6
 M54c2a06f524f483399af4e7048ce27f9;+Mrecall?ìêÙ4Ô×á
 I54c2a06f524f483399af4e7048ce27f9>*Mprecision?ìïÝnA±ê
 E54c2a06f524f483399af4e7048ce27f9=)Maccuracy?ìêÙ4Ô×á
 654c2a06f524f483399af4e7048ce27f9C()Mrecall_class_6?ïߞܕÁD
|°úe472909dd57c44d483988edaf4a002daC')Mrecall_class_5?îí u–©	
|°öe472909dd57c44d483988edaf4a002daC&)Mrecall_class_4?ëø³ý‘T†
|°óe472909dd57c44d483988edaf4a002daC%)Mrecall_class_3?ë
‘ñþ
|°ïe472909dd57c44d483988edaf4a002daC$)Mrecall_class_2?èC?mG“
|°ëe472909dd57c44d483988edaf4a002daC#)Mrecall_class_1?í
^u»

|°çe472909dd57c44d483988edaf4a002daC")Mrecall_class_0?í‘Ò¢{$
|°ãe472909dd57c44d483988edaf4a002da7!Mf1?ìí[Ýõ6
|°Ûe472909dd57c44d483988edaf4a002da; Mrecall?ìêÙ4Ô×á
|°×e472909dd57c44d483988edaf4a002da>Mprecision?ìïÝnA±ê
|°Òe472909dd57c44d483988edaf4a002da=Maccuracy?ìêÙ4Ô×á
|°Äe472909dd57c44d483988edaf4a002daC)Mrecall_class_6?ïߞܕÁD
t–_b909ac60efa34916b3a5fcfa7d51b3d0C)Mrecall_class_5?îí u–©	
t–[b909ac60efa34916b3a5fcfa7d51b3d0C)Mrecall_class_4?ëø³ý‘T†
t–Xb909ac60efa34916b3a5fcfa7d51b3d0C)Mrecall_class_3?ë
‘ñþ
t–Tb909ac60efa34916b3a5fcfa7d51b3d0C)Mrecall_class_2?èC?mG“
t–Pb909ac60efa34916b3a5fcfa7d51b3d0C)Mrecall_class_1?í
^u»

t–Kb909ac60efa34916b3a5fcfa7d51b3d0C)Mrecall_class_0?í‘Ò¢{$
t–Gb909ac60efa34916b3a5fcfa7d51b3d07Mf1?ìí[Ýõ6
t–@b909ac60efa34916b3a5fcfa7d51b3d0;Mrecall?ìêÙ4Ô×á
t–<b909ac60efa34916b3a5fcfa7d51b3d0>Mprecision?ìïÝnA±ê
t–8b909ac60efa34916b3a5fcfa7d51b3d0=Maccuracy?ìêÙ4Ô×á
t–0b909ac60efa34916b3a5fcfa7d51b3d07Mf1?ìôª|ɽ_
t-N3e5113ce9ed64954b8b9bee01b9e1a4e;Mrecall?ìóô=W[
t-J3e5113ce9ed64954b8b9bee01b9e1a4e>Mprecision?ìõ`Åt¿
t-G3e5113ce9ed64954b8b9bee01b9e1a4e=Maccuracy?ìóô=W[
t-;3e5113ce9ed64954b8b9bee01b9e1a4eC)Mrecall_class_6?ïߞܕÁD
q
¿dbb799e10ef542809ffd4acb0bf32895C
)Mrecall_class_5?èº.Œ
q
¼dbb799e10ef542809ffd4acb0bf32895C)Mrecall_class_4?ëø³ý‘T†
q
¸dbb799e10ef542809ffd4acb0bf32895C)Mrecall_class_3?êBêýªhD
q
µdbb799e10ef542809ffd4acb0bf32895C
)Mrecall_class_2?çánÎTI
q
±dbb799e10ef542809ffd4acb0bf32895C	)Mrecall_class_1?ìՏ¾IìÖ
q
­dbb799e10ef542809ffd4acb0bf32895C)Mrecall_class_0?íߘMÅ«¿
q
©dbb799e10ef542809ffd4acb0bf328957Mf1?ì»$Ÿ‡ÑU
q
£dbb799e10ef542809ffd4acb0bf32895;Mrecall?ìºIÒ/þ
q
Ÿdbb799e10ef542809ffd4acb0bf32895>Mprecision?ì¼CZÓF
q
›dbb799e10ef542809ffd4acb0bf32895=Maccuracy?ìºIÒ/þ
q
–dbb799e10ef542809ffd4acb0bf328957Mf1?ì»$Ÿ‡ÑU
pFd1c8a5a9a969401fad81306cbc9afbdf;Mrecall?ìºIÒ/þ
pBd1c8a5a9a969401fad81306cbc9afbdf>
Mprecision?ì¼CZÓF
p>d1c8a5a9a969401fad81306cbc9afbdf=Maccuracy?ìºIÒ/þ
p3d1c8a5a9a969401fad81306cbc9afbdfC)Mrecall_class_6?ïÏnJà¡æ
^Ç­4d564f28efaa423a9d7e3df2f878b223C~)Mrecall_class_5?íyC^Pה
^Ç«4d564f28efaa423a9d7e3df2f878b223C})Mrecall_class_4?écË´™<
^Ç©4d564f28efaa423a9d7e3df2f878b223C|)Mrecall_class_3?åûTЈòÆ
^ǧ4d564f28efaa423a9d7e3df2f878b223C{)Mrecall_class_2?åÇsd‚­
^Ç¥4d564f28efaa423a9d7e3df2f878b223
<
‘
W
è±ލ	ä¬u>©k¯u=Ï:ü«<„kU=ˆiMmlflow.log-model.history[{"run_id": "54c2a06f524f483399af4e7048ce27f9", "artifact_path": "model", "utc_time_created": "2024-04-25 18:23:01.231075", "flavors": {"python_function": {"loader_module": "mlflow.xgboost", "python_version": "3.10.13", "data": "model.xgb", "env": {"conda": "conda.yaml", "virtualenv": "python_env.yaml"}}, "xgboost": {"xgb_version": "1.7.3", "data": "model.xgb", "model_class": "xgboost.sklearn.XGBClassifier", "model_format": "xgb", "code": null}}, "model_uuid": "f4553a7ab5bc43dd8db40818eb0c7a37", "mlflow_version": "2.10.2", "model_size_bytes": 1373798}]54c2a06f524f483399af4e7048ce27f9NT)EMmlflow.runNameXGB_with_Feature_Engineering54c2a06f524f483399af4e7048ce27f9;S1Mmlflow.source.typeLOCAL54c2a06f524f483399af4e7048ce27f9R1AMmlflow.source.name/Users/arham/anaconda3/envs/DataScience/lib/python3.10/site-packages/ipykernel_launcher.py54c2a06f524f483399af4e7048ce27f94Q#Mmlflow.userarham54c2a06f524f483399af4e7048ce27f94P'MpreprocessingYese472909dd57c44d483988edaf4a002da5O!Mmodel_nameXGBooste472909dd57c44d483988edaf4a002da7N#MexperimentsArham A.e472909dd57c44d483988edaf4a002da„kM=ˆiMmlflow.log-model.history[{"run_id": "e472909dd57c44d483988edaf4a002da", "artifact_path": "model", "utc_time_created": "2024-04-25 18:20:21.632380", "flavors": {"python_function": {"loader_module": "mlflow.xgboost", "python_version": "3.10.13", "data": "model.xgb", "env": {"conda": "conda.yaml", "virtualenv": "python_env.yaml"}}, "xgboost": {"xgb_version": "1.7.3", "data": "model.xgb", "model_class": "xgboost.sklearn.XGBClassifier", "model_format": "xgb", "code": null}}, "model_uuid": "5a22aec4f4154675b16382870a4586bd", "mlflow_version": "2.10.2", "model_size_bytes": 1373930}]e472909dd57c44d483988edaf4a002daJL)=Mmlflow.runNameXGB_SoftMax_ClassWeightse472909dd57c44d483988edaf4a002da;K1Mmlflow.source.typeLOCALe472909dd57c44d483988edaf4a002daJ1AMmlflow.source.name/Users/arham/anaconda3/envs/DataScience/lib/python3.10/site-packages/ipykernel_launcher.pye472909dd57c44d483988edaf4a002da4I#Mmlflow.userarhame472909dd57c44d483988edaf4a002da4H'MpreprocessingYesb909ac60efa34916b3a5fcfa7d51b3d05G!Mmodel_nameXGBoostb909ac60efa34916b3a5fcfa7d51b3d07F#MexperimentsArham A.b909ac60efa34916b3a5fcfa7d51b3d0„kE=ˆiMmlflow.log-model.history[{"run_id": "b909ac60efa34916b3a5fcfa7d51b3d0", "artifact_path": "model", "utc_time_created": "2024-04-25 18:11:30.531294", "flavors": {"python_function": {"loader_module": "mlflow.xgboost", "python_version": "3.10.13", "data": "model.xgb", "env": {"conda": "conda.yaml", "virtualenv": "python_env.yaml"}}, "xgboost": {"xgb_version": "1.7.3", "data": "model.xgb", "model_class": "xgboost.sklearn.XGBClassifier", "model_format": "xgb", "code": null}}, "model_uuid": "303f098f638942f1bae953070a589efa", "mlflow_version": "2.10.2", "model_size_bytes": 1373770}]b909ac60efa34916b3a5fcfa7d51b3d0ND)EMmlflow.runNameXGB_with_Feature_Engineeringb909ac60efa34916b3a5fcfa7d51b3d0;C1Mmlflow.source.typeLOCALb909ac60efa34916b3a5fcfa7d51b3d0B1AMmlflow.source.name/Users/arham/anaconda3/envs/DataScience/lib/python3.10/site-packages/ipykernel_launcher.pyb909ac60efa34916b3a5fcfa7d51b3d04A#Mmlflow.userarhamb909ac60efa34916b3a5fcfa7d51b3d04@'MpreprocessingYes3e5113ce9ed64954b8b9bee01b9e1a4e5?!Mmodel_nameXGBoost3e5113ce9ed64954b8b9bee01b9e1a4e7>#MexperimentsArham A.3e5113ce9ed64954b8b9bee01b9e1a4e„k==ˆiMmlflow.log-model.history[{"run_id": "3e5113ce9ed64954b8b9bee01b9e1a4e", "artifact_path": "model", "utc_time_created": "2024-04-25 18:11:03.636666", "flavors": {"python_function": {"loader_module": "mlflow.xgboost", "python_version": "3.10.13", "data": "model.xgb", "env": {"conda": "conda.yaml", "virtualenv": "python_env.yaml"}}, "xgboost": {"xgb_version": "1.7.3", "data": "model.xgb", "model_class": "xgboost.sklearn.XGBClassifier", "model_format": "xgb", "code": null}}, "model_uuid": "b1cd5eaf58cb4f1cbdf80dbdb9662c96", "mlflow_version": "2.10.2", "model_size_bytes": 1420786}]3e5113ce9ed64954b8b9bee01b9e1a4e
IæE嶆ZV'÷Ç—ýg7 ×¨xI꺊CÑ¢rEë¿“f:

à
³
‡
Z
-

Ô¨|O#öÉœpC
é
¼

b
5
		Ü-	¯æ	ƒ	V	)üÐÏ¢su¡l7
Í
˜
d
/ú@5{,Mrecall8e27978ace8f431daf6e86a84f911c766/Mprecision8e27978ace8f431daf6e86a84f911c765/Mprecisione97039aef5f14dc6bf7d2d1b7cc37742*,Mrecallaf86afa3f2194726b350927336a6b406 /Mprecisionaf86afa3f2194726b350927336a6b406,Mrecalla32ccc1cb12b4d00beeae256d8d8c894/Mprecisiona32ccc1cb12b4d00beeae256d8d8c894,Mrecall89fe397d80d049218100366806f89a2f
/Mprecision89fe397d80d049218100366806f89a2f	/Mprecisione472909dd57c44d483988edaf4a002daŸ/Mprecisione40c03c9b5a84eda97a317fc9c2b3937
ó.M
precisione1fd092be86a48178077d59bfa6d2164
/Mprecisiondbb799e10ef542809ffd4acb0bf32895….M
precisiond3b261ca0d5d439aa91bd0076a9f9c18/Mprecisiond1c8a5a9a969401fad81306cbc9afbdf.M
precisionc92bf13dd61e406e8d52c3e60e825ae9?/Mprecisionc6a016dc1c0b440081ea575ec1cc2316Ù/Mprecisionb909ac60efa34916b3a5fcfa7d51b3d0”/Mprecisiona8e345aecabd4718b3f487e2d16e8cb7
-/Mprecisiona58c08eb77644c8ca8c38f6f13333c87
!/Mprecisiona2a03aca384e4a65861a1c9d5b5c1fc2
è/Mprecision95f46448c4c143d396457d452ee74f37
/Mprecision8fdef82198f04be8a4ec466cc1e1dcdfÍ.M
precision8ee3eeb040c8478b82d3ec702378c408`/Mprecision8c4c8bc6eeef41a6a56c4a654b4f835f
¼/Mprecision88ac1026184a48c1bd036c1c3a0546f9Á.M
precision87cd75ef7f104f4ba6c1517ef9820ac9J/Mprecision7885fa93615f4a50b8826629533b02f2
E/Mprecision73257214c1234deeaa6c6988d2c62492
™/Mprecision6fc4f724758841958eb6cd940336f003
¥,Mrecallb909ac60efa34916b3a5fcfa7d51b3d0•,Mrecalla8e345aecabd4718b3f487e2d16e8cb7
.,Mrecalla58c08eb77644c8ca8c38f6f13333c87
",Mrecalla2a03aca384e4a65861a1c9d5b5c1fc2
é,Mrecall95f46448c4c143d396457d452ee74f37
,Mrecall8fdef82198f04be8a4ec466cc1e1dcdfÎ+M
recall8ee3eeb040c8478b82d3ec702378c408a,Mrecall8c4c8bc6eeef41a6a56c4a654b4f835f
½,Mrecall88ac1026184a48c1bd036c1c3a0546f9Â+M
recall87cd75ef7f104f4ba6c1517ef9820ac9K,Mrecall7885fa93615f4a50b8826629533b02f2
F,Mrecall73257214c1234deeaa6c6988d2c62492
š,Mrecall6fc4f724758841958eb6cd940336f003
¦,Mrecall6ced8b3536514ee9baedcbb5b3480553
Ž,Mrecall6947f20ba997407da8a39f270bf3b43a

,Mrecall673f6effcc694a79afa490e4c4615c9d
^,Mrecall64e41c8af598400e82af115512b2c498
j+M
recall649c4e675e9346149b1eaac835ae1140,Mrecall62b4955e8fd743fca92a115e5ea27a75¶,Mrecall5ba59920410e4142a69c589853ef2bcc
ÿ,Mrecall54c2a06f524f483399af4e7048ce27f9«+M
recall4d564f28efaa423a9d7e3df2f878b223w,Mrecall4b5569715e47432089055f7a3170a646
R+M
recall40e8901ef7394dfc8363dd6af82cf816V+M
recall40e18681e750483da4b16d4c60144560,Mrecall3e5113ce9ed64954b8b9bee01b9e1a4e‘+M
recall3a51f53a41584668826b144804278683*,Mrecall37d5fd3375b44163bba626b30be16900
È,Mrecall32195c11cf434ed29f29292715a46473æ+M
recall2cb6550b6f724adaab9d539c1e834fee,Mrecall264b1ba8ca34492f8c4a1b38043d92ce
v,Mrecall22ca28b0c6b249a68f54721edeb36bb6
Ó,Mrecall21f108117fe64cdfb2e3c9e0bd4462c1
:+M
recall19e9ec7327f7489c848f625206caf6185,Mrecall18365b7783714400a782721b7feb083dþ+M
recall16f7e44d2fe6452399c766fd295f2d16+M
recall1254413f339a43289dfd5de8b7802720l,Mrecall0f3681e9484b4a229a1cb383fb29c4b2
Þ,Mrecall0649ed79bd8341e1856a85d925434ec6
‚,Mrecall0569acda8a2c4c35939ad1804063fcf9ò/Mprecisionf758f89f45b84b579ce7af1832fc0b50
±.M
precisionf4250c9350044642b30cce896b0e79fa.M
precisionea8efe865c0c4e36abdb6a1d4da593db
À`äÚ´ŽhBöЪ„A÷Ò­ˆc>ôϪ„^8ìÆ	 	z	T	.	â¼–´Ú(ÜpJ$þ¶jDøÒ¬B
öNštŽh
V
0

ä
Ð
ª
„
^†`:
î
È
¢
|
8
	ì	ÆزŒf^8
ì
Ç
¢
}
X
2
ä¾˜rL&—%M6fc4f724758841958eb6cd940336f003
Œ%M6fc4f724758841958eb6cd940336f003
‹%M6fc4f724758841958eb6cd940336f003
Š%M6fc4f724758841958eb6cd940336f003
‰%M73257214c1234deeaa6c6988d2c62492
ˆ%M73257214c1234deeaa6c6988d2c62492
‡%M73257214c1234deeaa6c6988d2c62492
†%M73257214c1234deeaa6c6988d2c62492
…%M73257214c1234deeaa6c6988d2c62492
„%M73257214c1234deeaa6c6988d2c62492
ƒ%M73257214c1234deeaa6c6988d2c62492
‚%M73257214c1234deeaa6c6988d2c62492
%M6ced8b3536514ee9baedcbb5b3480553
€%M6ced8b3536514ee9baedcbb5b3480553
%M6ced8b3536514ee9baedcbb5b3480553
~%M6ced8b3536514ee9baedcbb5b3480553
}%M6ced8b3536514ee9baedcbb5b3480553
|%M6ced8b3536514ee9baedcbb5b3480553
{%M6ced8b3536514ee9baedcbb5b3480553
z%M6ced8b3536514ee9baedcbb5b3480553
y%M6947f20ba997407da8a39f270bf3b43a
$%M6947f20ba997407da8a39f270bf3b43a
#%M6947f20ba997407da8a39f270bf3b43a
"%M6ecbd03e4c0f478d814226174270c17b
È%M6f87dd19758c4f7aafd73cd1b9091096
Â%M6f87dd19758c4f7aafd73cd1b9091096
Á&%M64e41c8af598400e82af115512b2c498
f%M64e41c8af598400e82af115512b2c498
e%M64e41c8af598400e82af115512b2c498
d%M64e41c8af598400e82af115512b2c498
c%M64e41c8af598400e82af115512b2c498
b%M64e41c8af598400e82af115512b2c498
a$M
649c4e675e9346149b1eaac835ae1140$M
649c4e675e9346149b1eaac835ae1140$M
649c4e675e9346149b1eaac835ae1140$M
649c4e675e9346149b1eaac835ae1140
$M
649c4e675e9346149b1eaac835ae1140$M
649c4e675e9346149b1eaac835ae1140$M
649c4e675e9346149b1eaac835ae1140
$M
649c4e675e9346149b1eaac835ae1140	$M
6492d7c77ba4419488020e32f5e31264|$M
6492d7c77ba4419488020e32f5e31264{$M
6492d7c77ba4419488020e32f5e31264z$M
6492d7c77ba4419488020e32f5e31264y%M7885fa93615f4a50b8826629533b02f2
L%M7885fa93615f4a50b8826629533b02f2
K%M7885fa93615f4a50b8826629533b02f2
J%M7885fa93615f4a50b8826629533b02f2
I%M6947f20ba997407da8a39f270bf3b43a
(%M6947f20ba997407da8a39f270bf3b43a
'%M6947f20ba997407da8a39f270bf3b43a
&%M6947f20ba997407da8a39f270bf3b43a
%%M673f6effcc694a79afa490e4c4615c9d
^%M673f6effcc694a79afa490e4c4615c9d
]%M673f6effcc694a79afa490e4c4615c9d
\%M673f6effcc694a79afa490e4c4615c9d
[%M673f6effcc694a79afa490e4c4615c9d
Z%M673f6effcc694a79afa490e4c4615c9d
Y%M64e41c8af598400e82af115512b2c498
h%M64e41c8af598400e82af115512b2c498
g%M7432b033d05b412da743757f24853ab2
¤%M7432b033d05b412da743757f24853ab2
£%M7432b033d05b412da743757f24853ab2
¢%M7432b033d05b412da743757f24853ab2
¡%M6fc4f724758841958eb6cd940336f003
%M6fc4f724758841958eb6cd940336f003
%M6fc4f724758841958eb6cd940336f003
Ž%M6fc4f724758841958eb6cd940336f003
%M6ecbd03e4c0f478d814226174270c17b
Ç%M6ecbd03e4c0f478d814226174270c17b
Æ%M6ecbd03e4c0f478d814226174270c17b
Å%M6f87dd19758c4f7aafd73cd1b9091096
Ä%M6f87dd19758c4f7aafd73cd1b9091096
Ã%M673f6effcc694a79afa490e4c4615c9d
_%M673f6effcc694a79afa490e4c4615c9d
`%M6947f20ba997407da8a39f270bf3b43a
!æ%M87cd75ef7f104f4ba6c1517ef9820ac9†%M87cd75ef7f104f4ba6c1517ef9820ac9…$M
869a6cf62f0f4ab5970b9285da5679e1@$M
869a6cf62f0f4ab5970b9285da5679e1?$M
869a6cf62f0f4ab5970b9285da5679e1>$M
869a6cf62f0f4ab5970b9285da5679e1=%M7885fa93615f4a50b8826629533b02f2
P%M7885fa93615f4a50b8826629533b02f2
O%M7885fa93615f4a50b8826629533b02f2
N%M7885fa93615f4a50b8826629533b02f2
M%M62b4955e8fd743fca92a115e5ea27a75à%M62b4955e8fd743fca92a115e5ea27a75ß%M62b4955e8fd743fca92a115e5ea27a75Þ%M62b4955e8fd743fca92a115e5ea27a75Ý%M62b4955e8fd743fca92a115e5ea27a75Ü%M62b4955e8fd743fca92a115e5ea27a75Û%M62b4955e8fd743fca92a115e5ea27a75Ú%M62b4955e8fd743fca92a115e5ea27a75Ù%M5ba59920410e4142a69c589853ef2bcc
ø%M5ba59920410e4142a69c589853ef2bcc
÷
bÆŽW ‹Mœb*
ó
¼
'	é	§	p۝Cw9ßo5ýƏú¼bWt)WMmlflow.runNameXGB_with_Feature_Engineering_optuna_18fdef82198f04be8a4ec466cc1e1dcdf;s1Mmlflow.source.typeLOCAL8fdef82198f04be8a4ec466cc1e1dcdfr1AMmlflow.source.name/Users/arham/anaconda3/envs/DataScience/lib/python3.10/site-packages/ipykernel_launcher.py8fdef82198f04be8a4ec466cc1e1dcdf4q#Mmlflow.userarham8fdef82198f04be8a4ec466cc1e1dcdf4p'MpreprocessingYes88ac1026184a48c1bd036c1c3a0546f95o!Mmodel_nameXGBoost88ac1026184a48c1bd036c1c3a0546f97n#MexperimentsArham A.88ac1026184a48c1bd036c1c3a0546f9„lm=ˆkMmlflow.log-model.history[{"run_id": "88ac1026184a48c1bd036c1c3a0546f9", "artifact_path": "model", "utc_time_created": "2024-04-25 18:47:02.005177", "flavors": {"python_function": {"loader_module": "mlflow.xgboost", "python_version": "3.10.13", "data": "model.xgb", "env": {"conda": "conda.yaml", "virtualenv": "python_env.yaml"}}, "xgboost": {"xgb_version": "1.7.3", "data": "model.xgb", "model_class": "xgboost.sklearn.XGBClassifier", "model_format": "xgb", "code": null}}, "model_uuid": "efb724a5a93944d5b82c89360a2cd02a", "mlflow_version": "2.10.2", "model_size_bytes": 18074073}]88ac1026184a48c1bd036c1c3a0546f9Wl)WMmlflow.runNameXGB_with_Feature_Engineering_optuna_088ac1026184a48c1bd036c1c3a0546f9;k1Mmlflow.source.typeLOCAL88ac1026184a48c1bd036c1c3a0546f9j1AMmlflow.source.name/Users/arham/anaconda3/envs/DataScience/lib/python3.10/site-packages/ipykernel_launcher.py88ac1026184a48c1bd036c1c3a0546f94i#Mmlflow.userarham88ac1026184a48c1bd036c1c3a0546f9Wh)WMmlflow.runNameXGB_with_Feature_Engineering_optuna_0a7328ac3af944ba49089dc0abac2a5c3;g1Mmlflow.source.typeLOCALa7328ac3af944ba49089dc0abac2a5c3f1AMmlflow.source.name/Users/arham/anaconda3/envs/DataScience/lib/python3.10/site-packages/ipykernel_launcher.pya7328ac3af944ba49089dc0abac2a5c34e#Mmlflow.userarhama7328ac3af944ba49089dc0abac2a5c3?d)'Mmlflow.runNameXGB_FE_Recall18048826cd1d481e9243f25822f84c64;c1Mmlflow.source.typeLOCAL18048826cd1d481e9243f25822f84c64b1AMmlflow.source.name/Users/arham/anaconda3/envs/DataScience/lib/python3.10/site-packages/ipykernel_launcher.py18048826cd1d481e9243f25822f84c644a#Mmlflow.userarham18048826cd1d481e9243f25822f84c644`'MpreprocessingYes62b4955e8fd743fca92a115e5ea27a755_!Mmodel_nameXGBoost62b4955e8fd743fca92a115e5ea27a757^#MexperimentsArham A.62b4955e8fd743fca92a115e5ea27a75„k]=ˆiMmlflow.log-model.history[{"run_id": "62b4955e8fd743fca92a115e5ea27a75", "artifact_path": "model", "utc_time_created": "2024-04-25 18:27:01.197499", "flavors": {"python_function": {"loader_module": "mlflow.xgboost", "python_version": "3.10.13", "data": "model.xgb", "env": {"conda": "conda.yaml", "virtualenv": "python_env.yaml"}}, "xgboost": {"xgb_version": "1.7.3", "data": "model.xgb", "model_class": "xgboost.sklearn.XGBClassifier", "model_format": "xgb", "code": null}}, "model_uuid": "b0a4eec8f1d14480929edba08c29e8b6", "mlflow_version": "2.10.2", "model_size_bytes": 1373770}]62b4955e8fd743fca92a115e5ea27a75?\)'Mmlflow.runNameXGB_FE_Recall62b4955e8fd743fca92a115e5ea27a75;[1Mmlflow.source.typeLOCAL62b4955e8fd743fca92a115e5ea27a75Z1AMmlflow.source.name/Users/arham/anaconda3/envs/DataScience/lib/python3.10/site-packages/ipykernel_launcher.py62b4955e8fd743fca92a115e5ea27a754Y#Mmlflow.userarham62b4955e8fd743fca92a115e5ea27a754X'MpreprocessingYes54c2a06f524f483399af4e7048ce27f95W!Mmodel_nameXGBoost54c2a06f524f483399af4e7048ce27f97V#MexperimentsArham A.54c2a06f524f483399af4e7048ce27f9

>Zò²Œf@ôΨ‚\6êÄžxR,à
ü
Ö
°
ŠþØ	Ò¬†`:
dº”nH"pJÛ¶‘lG"ýسŽiD
ú0

ä
¾
˜
r
L
&
	Ú	´	Ž	h	Bâ¼–îÈ¢|V
òìÆ zT.öЪ„^8
>
Ö
±
Œ
g
B
ø$%M189fafb42e84430ea113096468bd6878
%M189fafb42e84430ea113096468bd6878
$&%M0649ed79bd8341e1856a85d925434ec6
ù%M0649ed79bd8341e1856a85d925434ec6
ð%M0649ed79bd8341e1856a85d925434ec6
ï%M0649ed79bd8341e1856a85d925434ec6
î%M0649ed79bd8341e1856a85d925434ec6
í%M0649ed79bd8341e1856a85d925434ec6
þ%M0649ed79bd8341e1856a85d925434ec6
ý%M0649ed79bd8341e1856a85d925434ec6
ü%M0649ed79bd8341e1856a85d925434ec6
û%M0649ed79bd8341e1856a85d925434ec6
ú%M0569acda8a2c4c35939ad1804063fcf9è%M0569acda8a2c4c35939ad1804063fcf9ç%M0569acda8a2c4c35939ad1804063fcf9æ%M0569acda8a2c4c35939ad1804063fcf9å%M0569acda8a2c4c35939ad1804063fcf9ä%M0569acda8a2c4c35939ad1804063fcf9ã%M0569acda8a2c4c35939ad1804063fcf9â%M0569acda8a2c4c35939ad1804063fcf9á%M0569acda8a2c4c35939ad1804063fcf9à%M0569acda8a2c4c35939ad1804063fcf9ß%M0569acda8a2c4c35939ad1804063fcf9Þ%M0569acda8a2c4c35939ad1804063fcf9Ý%M0569acda8a2c4c35939ad1804063fcf9Ü%M0569acda8a2c4c35939ad1804063fcf9Û%M0569acda8a2c4c35939ad1804063fcf9Ú%M0569acda8a2c4c35939ad1804063fcf9Ù%M0569acda8a2c4c35939ad1804063fcf9Ø%M0569acda8a2c4c35939ad1804063fcf9×%M0569acda8a2c4c35939ad1804063fcf9Ö%M0569acda8a2c4c35939ad1804063fcf9Õ%M0649ed79bd8341e1856a85d925434ec6
ò%M0649ed79bd8341e1856a85d925434ec6
ñ8&%M0649ed79bd8341e1856a85d925434ec6%M0649ed79bd8341e1856a85d925434ec6
ÿ%M18365b7783714400a782721b7feb083d

%M18365b7783714400a782721b7feb083d
%M18365b7783714400a782721b7feb083d
%M189fafb42e84430ea113096468bd6878
%M189fafb42e84430ea113096468bd6878
%M189fafb42e84430ea113096468bd6878
%M189fafb42e84430ea113096468bd6878
%M189fafb42e84430ea113096468bd6878
%M189fafb42e84430ea113096468bd6878
%M189fafb42e84430ea113096468bd6878
%M189fafb42e84430ea113096468bd6878
ør%M189fafb42e84430ea113096468bd6878
 %M189fafb42e84430ea113096468bd6878
%M189fafb42e84430ea113096468bd6878
%M0649ed79bd8341e1856a85d925434ec6
ó%M18365b7783714400a782721b7feb083d

%M18365b7783714400a782721b7feb083d
	%M18365b7783714400a782721b7feb083d
%M18365b7783714400a782721b7feb083d
%M18365b7783714400a782721b7feb083d
%M18365b7783714400a782721b7feb083d
%M18365b7783714400a782721b7feb083d
%M18365b7783714400a782721b7feb083d
%M18365b7783714400a782721b7feb083d
%M18365b7783714400a782721b7feb083d

%M18365b7783714400a782721b7feb083d
%M18365b7783714400a782721b7feb083dÿ%M18365b7783714400a782721b7feb083dþ%M18365b7783714400a782721b7feb083dý%M189fafb42e84430ea113096468bd6878
%M189fafb42e84430ea113096468bd6878
%M189fafb42e84430ea113096468bd6878
%M18365b7783714400a782721b7feb083d
%M18365b7783714400a782721b7feb083d
%M18365b7783714400a782721b7feb083d
%M0649ed79bd8341e1856a85d925434ec6
ø%M0649ed79bd8341e1856a85d925434ec6
÷%M0649ed79bd8341e1856a85d925434ec6
ö%M0649ed79bd8341e1856a85d925434ec6
õ%M0649ed79bd8341e1856a85d925434ec6
ô
$M
18048826cd1d481e9243f25822f84c64p$M
18048826cd1d481e9243f25822f84c64o$M
18048826cd1d481e9243f25822f84c64n$M
18048826cd1d481e9243f25822f84c64m$M
18048826cd1d481e9243f25822f84c64l$M
18048826cd1d481e9243f25822f84c64k$M
18048826cd1d481e9243f25822f84c64j$M
1254413f339a43289dfd5de8b7802720F$M
1254413f339a43289dfd5de8b7802720E$M
1254413f339a43289dfd5de8b7802720D$M
1254413f339a43289dfd5de8b7802720C$M
1254413f339a43289dfd5de8b7802720B$M
1254413f339a43289dfd5de8b7802720A$M
1254413f339a43289dfd5de8b7802720@
ö\ê	ž	x	R	.		ä¿šuP*ª„^8ìÆ@ zT.â¼–pJ
êÐÞ¸’l$þÚ´ŽhBöЪ„^8
ìزŒf
Æ
 
z
T
.
â¼–pJ$þزŒf@
ô
ô
Î
¨
‚
\
6
Î
¨
‚
\
6
	ê	ÄCùÔ¯Še@ö%%M264b1ba8ca34492%M22ca28b0c6b249a68f54721edeb36bb6Ÿ%M22ca28b0c6b249a68f54721edeb36bb6ž%M37d5fd3375b44163bba626b30be16900s%M37d5fd3375b44163bba626b30be16900r%M37d5fd3375b44163bba626b30be16900q%M37d5fd3375b44163bba626b30be16900p%M37d5fd3375b44163bba626b30be16900o%M37d5fd3375b44163bba626b30be16900n%M37d5fd3375b44163bba626b30be16900m%M21f108117fe64cdfb2e3c9e0bd4462c1
~%M264b1ba8ca34492f8c4a1b38043d92ce
ì%M264b1ba8ca34492f8c4a1b38043d92ce
ë%M264b1ba8ca34492f8c4a1b38043d92ce
ê%M264b1ba8ca34492f8c4a1b38043d92ce
é%M264b1ba8ca34492f8c4a1b38043d92ce
Ú%M264b1ba8ca34492f8c4a1b38043d92ce
Ù%M21f108117fe64cdfb2e3c9e0bd4462c1
ˆ%M21f108117fe64cdfb2e3c9e0bd4462c1
‡%M21f108117fe64cdfb2e3c9e0bd4462c1
†%M21f108117fe64cdfb2e3c9e0bd4462c1
…%M21f108117fe64cdfb2e3c9e0bd4462c1
„%M21f108117fe64cdfb2e3c9e0bd4462c1
ƒ%M21f108117fe64cdfb2e3c9e0bd4462c1
‚%M21f108117fe64cdfb2e3c9e0bd4462c1
%M21f108117fe64cdfb2e3c9e0bd4462c1
€%M21f108117fe64cdfb2e3c9e0bd4462c1
%M21f108117fe64cdfb2e3c9e0bd4462c1
}%M21f108117fe64cdfb2e3c9e0bd4462c1
|%M21f108117fe64cdfb2e3c9e0bd4462c1
{%M21f108117fe64cdfb2e3c9e0bd4462c1
z%M21f108117fe64cdfb2e3c9e0bd4462c1
y%M21f108117fe64cdfb2e3c9e0bd4462c1
x%M21f108117fe64cdfb2e3c9e0bd4462c1
w%M22ca28b0c6b249a68f54721edeb36bb6 
v%M22ca28b0c6b249a68f54721edeb36bb6¤%M22ca28b0c6b249a68f54721edeb36bb6£%M22ca28b0c6b249a68f54721edeb36bb6¢%M22ca28b0c6b249a68f54721edeb36bb6¡%M21f108117fe64cdfb2e3c9e0bd4462c1
v%M21f108117fe64cdfb2e3c9e0bd4462c1
u$M
19e9ec7327f7489c848f625206caf618$M
19e9ec7327f7489c848f625206caf618$M
19e9ec7327f7489c848f625206caf618$M
19e9ec7327f7489c848f625206caf618$M
19e9ec7327f7489c848f625206caf618$M
19e9ec7327f7489c848f625206caf618#M	19e9ec7327f7489c848f625206caf618%M189fafb42e84430ea113096468bd6878
$%M189fafb42e84430ea113096468bd6878
#%M189fafb42e84430ea113096468bd6878
"%M3b3ce63bcf3a4a779b988dba6aac5694ð%M3b3ce63bcf3a4a779b988dba6aac5694ï%M3b3ce63bcf3a4a779b988dba6aac5694î%M3b3ce63bcf3a4a779b988dba6aac5694í%M3b3ce63bcf3a4a779b988dba6aac5694ì%M3b3ce63bcf3a4a779b988dba6aac5694ë%M3b3ce63bcf3a4a779b988dba6aac5694ê%M3b3ce63bcf3a4a779b988dba6aac5694é%M32195c11cf434ed29f29292715a46473Ô%M32195c11cf434ed29f29292715a46473Ó%M32195c11cf434ed29f29292715a46473Ò%M32195c11cf434ed29f29292715a46473Ñ%M32195c11cf434ed29f29292715a46473Ð%M32195c11cf434ed29f29292715a46473Ï%M32195c11cf434ed29f29292715a46473Î%M32195c11cf434ed29f29292715a46473Í%M32195c11cf434ed29f29292715a46473Ì%M32195c11cf434ed29f29292715a46473Ë%M32195c11cf434ed29f29292715a46473Ê%M32195c11cf434ed29f29292715a46473É%M32195c11cf434ed29f29292715a46473È%M32195c11cf434ed29f29292715a46473Ç%M32195c11cf434ed29f29292715a46473Æ%M32195c11cf434ed29f29292715a46473Å%M32195c11cf434ed29f29292715a46473Ä%M32195c11cf434ed29f29292715a46473Ã%M32195c11cf434ed29f29292715a46473Â%M32195c11cf434ed29f29292715a46473Á%M264b1ba8ca34492f8c4a1b38043d92ce
è%M264b1ba8ca34492f8c4a1b38043d92ce
ç%M264b1ba8ca34492f8c4a1b38043d92ce
æ%M264b1ba8ca34492f8c4a1b38043d92ce
å%M264b1ba8ca34492f8c4a1b38043d92ce
ä%M264b1ba8ca34492f8c4a1b38043d92ce
ã%M264b1ba8ca34492f8c4a1b38043d92ce
â%M264b1ba8ca34492f8c4a1b38043d92ce
á%M264b1ba8ca34492f8c4a1b38043d92ce
à%M264b1ba8ca34492f8c4a1b38043d92ce
ß%M264b1ba8ca34492f8c4a1b38043d92ce
Þ%M264b1ba8ca34492f8c4a1b38043d92ce
Ý%M264b1ba8ca34492f8c4a1b38043d92ce
Ü%M264b1ba8ca34492f8c4a1b38043d92ce
Û
=þ
=„FʌN
Ò
”
V
Úœ^ á¢c$
å
¦
g
(	é	ª	k	,í®o0ñ²s4õ¶w8ùº{<ý¾@
ƒDΗþQ
Å
­>MrecÒ>Mrecall
~Hf8e27978ace8f431daf6e86a84f911c76?êÅzBöÌ°6AMprecision
~Hc8e27978ace8f431daf6e86a84f911c76?êÀ*9ºä5E)M
recall_class_0
3(c92bf13dd61e406e8d52c3e60e825ae9?ìöGJˆBE)M
recall_class_0
/Ô19e9ec7327f7489c848f625206caf618?ëó	¸µwæ7E)M
recall_class_0
&Ùô3a51f53a41584668826b144804278683?ë¿0›‹W~,E)M
recall_class_0
 V¢f4250c9350044642b30cce896b0e79fa?ìöGJˆ!6M	recall
+¹e97039aef5f14dc6bf7d2d1b7cc37742+6M	recall
šäaf86afa3f2194726b350927336a6b406 >Mrecall
Ý6Óa32ccc1cb12b4d00beeae256d8d8c894?ì՚!“®n>Mrecall
Î&89fe397d80d049218100366806f89a2f?ì՚!“®n
>Mrecall
„V5ba59920410e4142a69c589853ef2bcc?ìúB•¬X
ÿ>Mrecall
‰E“e40c03c9b5a84eda97a317fc9c2b3937?ì½R’Z}
ô>Mrecall
çE‘a2a03aca384e4a65861a1c9d5b5c1fc2?ìݹÖÆ·ë
é>Mrecall
åHW0f3681e9484b4a229a1cb383fb29c4b2?ìô
¢¶
Þ>Mrecall
â—ß22ca28b0c6b249a68f54721edeb36bb6?ìô
¢¶
Ó>Mrecall
Ü)Â37d5fd3375b44163bba626b30be16900?ìô
¢¶
È>Mrecall
Û3ú8c4c8bc6eeef41a6a56c4a654b4f835f?ì„ëõ×k
½>Mrecall
ºNwf758f89f45b84b579ce7af1832fc0b50?ìðë:U,Ý
²>Mrecall
¹Û6fc4f724758841958eb6cd940336f003?ìêÙ4Ô×á
¦>Mrecall
·sà73257214c1234deeaa6c6988d2c62492?ìðë:U,Ý
š>Mrecall
¶Pb6ced8b3536514ee9baedcbb5b3480553?ìóô=W[
Ž>Mrecall
µ-0649ed79bd8341e1856a85d925434ec6?ìäÇ/T‚å
‚>Mrecall
´/264b1ba8ca34492f8c4a1b38043d92ce?ìÞµ)Ô-è
v>Mrecall
³”r64e41c8af598400e82af115512b2c498?ì.ªŠJT
j>Mrecall
²ö§673f6effcc694a79afa490e4c4615c9d?ìґӃð
^>Mrecall
±üµ4b5569715e47432089055f7a3170a646?ì´7QÛ
R>Mrecall
¯[m7885fa93615f4a50b8826629533b02f2?ìýEUÖÖ
F>Mrecall
­´!21f108117fe64cdfb2e3c9e0bd4462c1?ìÀ[R„û
:>Mrecall
«¶Ïa8e345aecabd4718b3f487e2d16e8cb7?ìtyɎ^©
.>Mrecall
ªóEa58c08eb77644c8ca8c38f6f13333c87?ìíâ7•_
">Mrecall
ªJ/95f46448c4c143d396457d452ee74f37?ìÛ¬'j
>Mrecall
§§ä6947f20ba997407da8a39f270bf3b43a?ëʁ/…

>Mrecall
¢yë18365b7783714400a782721b7feb083d?ìçÐ2­cþ>Mrecall
™ˆ0569acda8a2c4c35939ad1804063fcf9?ìŒÁߏ²šò>Mrecall
˜îx32195c11cf434ed29f29292715a46473?ìÉv“uæ>Mrecall
–Z¯c6a016dc1c0b440081ea575ec1cc2316?ìá¾,”XfÚ>Mrecall
•n8fdef82198f04be8a4ec466cc1e1dcdf?ìψYrÎ>Mrecall
•O88ac1026184a48c1bd036c1c3a0546f9?ìäÇ/T‚åÂ>Mrecall
‚Éœ62b4955e8fd743fca92a115e5ea27a75?ìêÙ4Ô×á¶>Mrecall
 I54c2a06f524f483399af4e7048ce27f9?ìêÙ4Ô×á«>Mrecall
|°×e472909dd57c44d483988edaf4a002da?ìêÙ4Ô×á >Mrecall
t–<b909ac60efa34916b3a5fcfa7d51b3d0?ìêÙ4Ô×á•>Mrecall
t-J3e5113ce9ed64954b8b9bee01b9e1a4e?ìóô=W[‘>Mrecall
q
Ÿdbb799e10ef542809ffd4acb0bf32895?ìºIÒ/þ†>Mrecall
pBd1c8a5a9a969401fad81306cbc9afbdf?ìºIÒ/þ‚=M
recall
^Ǚ4d564f28efaa423a9d7e3df2f878b223?ê¡!ôÎÆw=M
recall
6͆1254413f339a43289dfd5de8b7802720?êŽØsÏÑl=M
recall
5à-8ee3eeb040c8478b82d3ec702378c408?ê°;/µ£=a=M
recall
5bÄ40e8901ef7394dfc8363dd6af82cf816?ê‹Ï³¥SV=M
recall
4=~87cd75ef7f104f4ba6c1517ef9820ac9?ê‘á3úOK=M
recall
3(c92bf13dd61e406e8d52c3e60e825ae9?ê|¢òÐÜ@=M
recall
/Óó19e9ec7327f7489c848f625206caf618?êª)*5N@5=M
recall
&Ùä3a51f53a41584668826b144804278683?êž4¤H*=M
recall
 V™f4250c9350044642b30cce896b0e79fa?ê§ 'u#Â=M
recall

Aÿ16f7e44d2fe6452399c766fd295f2d16?ìºIÒ/þ=M
recall

A2cb6550b6f724adaab9d539c1e834fee?æϸ¬?\=M
recall

;=d3b261ca0d5d439aa91bd0076a9f9c18?ìóô=W[=M
recall

4è"40e18681e750483da4b16d4c60144560?ìêÙ4Ô×á=M
recall

,EÎe1fd092be86a48178077d59bfa6d2164?ìêÙ4Ô×á=M
recall

$F649c4e675e9346149b1eaac835ae1140?ìêÙ4Ô×á=M
recall
[Ž˜ea8efe865c0c4e36abdb6a1d4da593db?ê¤$´ùD
:ªÂˆBü¶p*
ä
ž
V
Õ—]Ñ‹E
ÿ
¹
s
+	ë	ª	l	2ì¦`ÔŽHÀAÁ{5ï©cÕ•TÜ–P

Ä
~
8òªEo-Mmean_cv_accuracy?ì[íß8Ƀ
™{Õ0569acda8a2c4c35939ad1804063fcf9Cn)Mrecall_class_6?ïߞܕÁD
˜îš32195c11cf434ed29f29292715a46473Cm)Mrecall_class_5?îÆn=>x

˜î—32195c11cf434ed29f29292715a46473Cl)Mrecall_class_4?ëƒóÖ¦œâ
˜î“32195c11cf434ed29f29292715a46473Ck)Mrecall_class_3?êñ7?Ç
˜î32195c11cf434ed29f29292715a46473Cj)Mrecall_class_2?èC?mG“
˜îŒ32195c11cf434ed29f29292715a46473Ci)Mrecall_class_1?쿨b‘À
˜îˆ32195c11cf434ed29f29292715a46473Ch)Mrecall_class_0?í«¿0›‹W
˜î„32195c11cf434ed29f29292715a464737gMf1?ìËðÁè^&
˜î|32195c11cf434ed29f29292715a46473;fMrecall?ìÉv“u
˜îx32195c11cf434ed29f29292715a46473>eMprecision?ìÎkژbP
˜ît32195c11cf434ed29f29292715a46473=dMaccuracy?ìÉv“u
˜îj32195c11cf434ed29f29292715a46473Ec-Mmean_cv_accuracy?ìóº«|À`
˜j¾32195c11cf434ed29f29292715a46473Cb)Mrecall_class_6?ïߞܕÁD
–ZÑc6a016dc1c0b440081ea575ec1cc2316Ca)Mrecall_class_5?ï
9‘ÂÁˆ
–ZÎc6a016dc1c0b440081ea575ec1cc2316C`)Mrecall_class_4?ëå>¡¿‹@
–ZÊc6a016dc1c0b440081ea575ec1cc2316C_)Mrecall_class_3?êt·¢ J³
–ZÆc6a016dc1c0b440081ea575ec1cc2316C^)Mrecall_class_2?茛ä}SL
–ZÃc6a016dc1c0b440081ea575ec1cc2316C])Mrecall_class_1?ìëw¼ë
–Z¿c6a016dc1c0b440081ea575ec1cc2316C\)Mrecall_class_0?í«¿0›‹W
–Z»c6a016dc1c0b440081ea575ec1cc23167[Mf1?ìäç
–Z´c6a016dc1c0b440081ea575ec1cc2316;ZMrecall?ìá¾,”Xf
–Z¯c6a016dc1c0b440081ea575ec1cc2316>YMprecision?ìçb”®/¼
–Z«c6a016dc1c0b440081ea575ec1cc2316=XMaccuracy?ìá¾,”Xf
–Z¦c6a016dc1c0b440081ea575ec1cc2316EW-Mmean_cv_accuracy?ìÃ(D‹
–0Kc6a016dc1c0b440081ea575ec1cc2316CV)Mrecall_class_6?ïߞܕÁD
•n?8fdef82198f04be8a4ec466cc1e1dcdfCU)Mrecall_class_5?îí u–©	
•n;8fdef82198f04be8a4ec466cc1e1dcdfCT)Mrecall_class_4?ë]	
V
•n88fdef82198f04be8a4ec466cc1e1dcdfCS)Mrecall_class_3?ê¿jšY
•n48fdef82198f04be8a4ec466cc1e1dcdfCR)Mrecall_class_2?èt'¼À’¹
•n08fdef82198f04be8a4ec466cc1e1dcdfCQ)Mrecall_class_1?ìՏ¾IìÖ
•n,8fdef82198f04be8a4ec466cc1e1dcdfCP)Mrecall_class_0?íÅ«¿0›‹
•n(8fdef82198f04be8a4ec466cc1e1dcdf7OMf1?ìÐI›Ãü
•n!8fdef82198f04be8a4ec466cc1e1dcdf;NMrecall?ìψYr
•n8fdef82198f04be8a4ec466cc1e1dcdf>MMprecision?ìÑ$E‰å
•n8fdef82198f04be8a4ec466cc1e1dcdf=LMaccuracy?ìψYr
•n8fdef82198f04be8a4ec466cc1e1dcdfEK-Mmean_cv_accuracy?ìéÝ°ïüp
•_Á8fdef82198f04be8a4ec466cc1e1dcdfCJ)Mrecall_class_6?ïߞܕÁD
•q88ac1026184a48c1bd036c1c3a0546f9CI)Mrecall_class_5?ï
9‘ÂÁˆ
•m88ac1026184a48c1bd036c1c3a0546f9CH)Mrecall_class_4?ëªÞŽJ/n
•i88ac1026184a48c1bd036c1c3a0546f9CG)Mrecall_class_3?êØP쌐
•e88ac1026184a48c1bd036c1c3a0546f9CF)Mrecall_class_2?èC?mG“
•a88ac1026184a48c1bd036c1c3a0546f9CE)Mrecall_class_1?íEÑt]
•^88ac1026184a48c1bd036c1c3a0546f9CD)Mrecall_class_0?íÅ«¿0›‹
•Z88ac1026184a48c1bd036c1c3a0546f97CMf1?ìå³D
•S88ac1026184a48c1bd036c1c3a0546f9;BMrecall?ìäÇ/T‚å
•O88ac1026184a48c1bd036c1c3a0546f9>AMprecision?ìåp8¸0
•K88ac1026184a48c1bd036c1c3a0546f9=@Maccuracy?ìäÇ/T‚å
•;88ac1026184a48c1bd036c1c3a0546f9E?-Mmean_cv_accuracy?ìæ(_¸Z
”^88ac1026184a48c1bd036c1c3a0546f9C>)Mrecall_class_6?ïߞܕÁD
‚ÉÅ62b4955e8fd743fca92a115e5ea27a75C=)Mrecall_class_5?îí u–©	
‚ÉÁ62b4955e8fd743fca92a115e5ea27a75C<)Mrecall_class_4?ëø³ý‘T†
‚ɽ62b4955e8fd743fca92a115e5ea27a75C;)Mrecall_class_3?ë
‘ñþ
‚ɸ62b4955e8fd743fca92a115e5ea27a75C:)Mrecall_class_2?èC?mG“
‚ɲ62b4955e8fd743fca92a115e5ea27a75C9)Mrecall_class_1?í
^u»

‚É®62b4955e8fd743fca92a115e5ea27a75C8)Mrecall_class_0?í‘Ò¢{$
‚É©62b4955e8fd743fca92a115e5ea27a7577Mf1?ìí[Ýõ6
‚É¡62b4955e8fd743fca92a115e5ea27a75;6Mrecall?ìêÙ4Ô×á
‚Éœ62b4955e8fd743fca92a115e5ea27a75
:ªÂˆBü¶p*
ä
ž
V
Õ—]Ñ‹E
ÿ
¹
s
+	ë	ª	l	2ì¦`ÔŽHÀAÁ{5ï©cÕ•TÜ–P

Ä
~
8òªEo-Mmean_cv_accuracy?ì[íß8Ƀ
™{Õ0569acda8a2c4c35939ad1804063fcf9Cn)Mrecall_class_6?ïߞܕÁD
˜îš32195c11cf434ed29f29292715a46473Cm)Mrecall_class_5?îÆn=>x

˜î—32195c11cf434ed29f29292715a46473Cl)Mrecall_class_4?ëƒóÖ¦œâ
˜î“32195c11cf434ed29f29292715a46473Ck)Mrecall_class_3?êñ7?Ç
˜î32195c11cf434ed29f29292715a46473Cj)Mrecall_class_2?èC?mG“
˜îŒ32195c11cf434ed29f29292715a46473Ci)Mrecall_class_1?쿨b‘À
˜îˆ32195c11cf434ed29f29292715a46473Ch)Mrecall_class_0?í«¿0›‹W
˜î„32195c11cf434ed29f29292715a464737gMf1?ìËðÁè^&
˜î|32195c11cf434ed29f29292715a46473;fMrecall?ìÉv“u
˜îx32195c11cf434ed29f29292715a46473>eMprecision?ìÎkژbP
˜ît32195c11cf434ed29f29292715a46473=dMaccuracy?ìÉv“u
˜îj32195c11cf434ed29f29292715a46473Ec-Mmean_cv_accuracy?ìóº«|À`
˜j¾32195c11cf434ed29f29292715a46473Cb)Mrecall_class_6?ïߞܕÁD
–ZÑc6a016dc1c0b440081ea575ec1cc2316Ca)Mrecall_class_5?ï
9‘ÂÁˆ
–ZÎc6a016dc1c0b440081ea575ec1cc2316C`)Mrecall_class_4?ëå>¡¿‹@
–ZÊc6a016dc1c0b440081ea575ec1cc2316C_)Mrecall_class_3?êt·¢ J³
–ZÆc6a016dc1c0b440081ea575ec1cc2316C^)Mrecall_class_2?茛ä}SL
–ZÃc6a016dc1c0b440081ea575ec1cc2316C])Mrecall_class_1?ìëw¼ë
–Z¿c6a016dc1c0b440081ea575ec1cc2316C\)Mrecall_class_0?í«¿0›‹W
–Z»c6a016dc1c0b440081ea575ec1cc23167[Mf1?ìäç
–Z´c6a016dc1c0b440081ea575ec1cc2316;ZMrecall?ìá¾,”Xf
–Z¯c6a016dc1c0b440081ea575ec1cc2316>YMprecision?ìçb”®/¼
–Z«c6a016dc1c0b440081ea575ec1cc2316=XMaccuracy?ìá¾,”Xf
–Z¦c6a016dc1c0b440081ea575ec1cc2316EW-Mmean_cv_accuracy?ìÃ(D‹
–0Kc6a016dc1c0b440081ea575ec1cc2316CV)Mrecall_class_6?ïߞܕÁD
•n?8fdef82198f04be8a4ec466cc1e1dcdfCU)Mrecall_class_5?îí u–©	
•n;8fdef82198f04be8a4ec466cc1e1dcdfCT)Mrecall_class_4?ë]	
V
•n88fdef82198f04be8a4ec466cc1e1dcdfCS)Mrecall_class_3?ê¿jšY
•n48fdef82198f04be8a4ec466cc1e1dcdfCR)Mrecall_class_2?èt'¼À’¹
•n08fdef82198f04be8a4ec466cc1e1dcdfCQ)Mrecall_class_1?ìՏ¾IìÖ
•n,8fdef82198f04be8a4ec466cc1e1dcdfCP)Mrecall_class_0?íÅ«¿0›‹
•n(8fdef82198f04be8a4ec466cc1e1dcdf7OMf1?ìÐI›Ãü
•n!8fdef82198f04be8a4ec466cc1e1dcdf;NMrecall?ìψYr
•n8fdef82198f04be8a4ec466cc1e1dcdf>MMprecision?ìÑ$E‰å
•n8fdef82198f04be8a4ec466cc1e1dcdf=LMaccuracy?ìψYr
•n8fdef82198f04be8a4ec466cc1e1dcdfEK-Mmean_cv_accuracy?ìéÝ°ïüp
•_Á8fdef82198f04be8a4ec466cc1e1dcdfCJ)Mrecall_class_6?ïߞܕÁD
•q88ac1026184a48c1bd036c1c3a0546f9CI)Mrecall_class_5?ï
9‘ÂÁˆ
•m88ac1026184a48c1bd036c1c3a0546f9CH)Mrecall_class_4?ëªÞŽJ/n
•i88ac1026184a48c1bd036c1c3a0546f9CG)Mrecall_class_3?êØP쌐
•e88ac1026184a48c1bd036c1c3a0546f9CF)Mrecall_class_2?èC?mG“
•a88ac1026184a48c1bd036c1c3a0546f9CE)Mrecall_class_1?íEÑt]
•^88ac1026184a48c1bd036c1c3a0546f9CD)Mrecall_class_0?íÅ«¿0›‹
•Z88ac1026184a48c1bd036c1c3a0546f97CMf1?ìå³D
•S88ac1026184a48c1bd036c1c3a0546f9;BMrecall?ìäÇ/T‚å
•O88ac1026184a48c1bd036c1c3a0546f9>AMprecision?ìåp8¸0
•K88ac1026184a48c1bd036c1c3a0546f9=@Maccuracy?ìäÇ/T‚å
•;88ac1026184a48c1bd036c1c3a0546f9E?-Mmean_cv_accuracy?ìæ(_¸Z
”^88ac1026184a48c1bd036c1c3a0546f9C>)Mrecall_class_6?ïߞܕÁD
‚ÉÅ62b4955e8fd743fca92a115e5ea27a75C=)Mrecall_class_5?îí u–©	
‚ÉÁ62b4955e8fd743fca92a115e5ea27a75C<)Mrecall_class_4?ëø³ý‘T†
‚ɽ62b4955e8fd743fca92a115e5ea27a75C;)Mrecall_class_3?ë
‘ñþ
‚ɸ62b4955e8fd743fca92a115e5ea27a75C:)Mrecall_class_2?èC?mG“
‚ɲ62b4955e8fd743fca92a115e5ea27a75C9)Mrecall_class_1?í
^u»

‚É®62b4955e8fd743fca92a115e5ea27a75C8)Mrecall_class_0?í‘Ò¢{$
‚É©62b4955e8fd743fca92a115e5ea27a7577Mf1?ìí[Ýõ6
‚É¡62b4955e8fd743fca92a115e5ea27a75;6Mrecall?ìêÙ4Ô×á
‚Éœ62b4955e8fd743fca92a115e5ea27a75
@
ÍȏVå¬s:
É

X
ç®v=Ë?’Y 
ç
¯
w
>
	Ì	“	Z	!è¯v=Ì”["é
Í°w>Ì“Z!è°w>Ì“[#ê±x81Mmlflow.source.name8e27978ace8f431daf6e86a84f911c76&81Mmlflow.source.named1475b8a27e24d68ae75c49710547ad181Mmlflow.source.name4c19390a154f4b63ba9e208e73e24a5c81Mmlflow.source.named1c8a5a9a969401fad81306cbc9afbdf®81Mmlflow.source.named1b51aff7c6c4b36b00915604c4a88dc
º81Mmlflow.source.named16b13fb33914587b58d50225fdbd78e
š71M
mlflow.source.namece3dc53ebbf24117ae423eddf3354f33V71M
mlflow.source.namec92bf13dd61e406e8d52c3e60e825ae9~81Mmlflow.source.namec6a016dc1c0b440081ea575ec1cc2316ú81Mmlflow.source.namec3984bc02445400097c1db522d8dde50
¾81Mmlflow.source.nameb909ac60efa34916b3a5fcfa7d51b3d0Â81Mmlflow.source.nameb38c37f069304b85913c431a1516e105
¶81Mmlflow.source.nameaf86afa3f2194726b350927336a6b406
71M
mlflow.source.nameaaaaf6106aad4d6da4790f1b9866b550^81Mmlflow.source.namea8e345aecabd4718b3f487e2d16e8cb7
:81Mmlflow.source.namea7328ac3af944ba49089dc0abac2a5c3æ81Mmlflow.source.namea58c08eb77644c8ca8c38f6f13333c87
281Mmlflow.source.namea32ccc1cb12b4d00beeae256d8d8c89481Mmlflow.source.namea2a03aca384e4a65861a1c9d5b5c1fc2
Þ81Mmlflow.source.name9ca38fe0f3ab4c20a735a4d3f1b2cdc2
ž81Mmlflow.source.name95f46448c4c143d396457d452ee74f37
*81Mmlflow.source.name8fdef82198f04be8a4ec466cc1e1dcdfò81Mmlflow.source.name8ee3eeb040c8478b82d3ec702378c408–81Mmlflow.source.name8c4c8bc6eeef41a6a56c4a654b4f835f
¦81Mmlflow.source.name89fe397d80d049218100366806f89a2f
ú81Mmlflow.source.name88ac1026184a48c1bd036c1c3a0546f9ê71M
mlflow.source.name87fc49bf8ec1425285c79fe9794e7ca6B81Mmlflow.source.name87cd75ef7f104f4ba6c1517ef9820ac9†71M
mlflow.source.name869a6cf62f0f4ab5970b9285da5679e1>81Mmlflow.source.name7885fa93615f4a50b8826629533b02f2
J81Mmlflow.source.name7432b033d05b412da743757f24853ab2
¢81Mmlflow.source.name73257214c1234deeaa6c6988d2c62492
‚81Mmlflow.source.name6fc4f724758841958eb6cd940336f003
Š81Mmlflow.source.name6f87dd19758c4f7aafd73cd1b9091096
Â81Mmlflow.source.name6ecbd03e4c0f478d814226174270c17b
Æ81Mmlflow.source.name6ced8b3536514ee9baedcbb5b3480553
z81Mmlflow.source.name6947f20ba997407da8a39f270bf3b43a
"81Mmlflow.source.name673f6effcc694a79afa490e4c4615c9d
Z81Mmlflow.source.name64e41c8af598400e82af115512b2c498
b71M
mlflow.source.name649c4e675e9346149b1eaac835ae1140
71M
mlflow.source.name6492d7c77ba4419488020e32f5e31264z81Mmlflow.source.name62b4955e8fd743fca92a115e5ea27a75Ú81Mmlflow.source.name5ba59920410e4142a69c589853ef2bcc
ò81Mmlflow.source.name54c2a06f524f483399af4e7048ce27f9Ò81Mmlflow.source.name4d564f28efaa423a9d7e3df2f878b223¦81Mmlflow.source.name4b5569715e47432089055f7a3170a646
R81Mmlflow.source.name483cc34ba8424e89aebf16f836111d8d
æ81Mmlflow.source.name40e8901ef7394dfc8363dd6af82cf816Ž71M
mlflow.source.name40e18681e750483da4b16d4c6014456081Mmlflow.source.name3e5113ce9ed64954b8b9bee01b9e1a4eº71M
mlflow.source.name3d440a21f9fc4090a164fe9005445b5br81Mmlflow.source.name3b3ce63bcf3a4a779b988dba6aac5694
71M
mlflow.source.name3a51f53a41584668826b144804278683N81Mmlflow.source.name37d5fd3375b44163bba626b30be16900
®81Mmlflow.source.name32195c11cf434ed29f29292715a46473
71M
mlflow.source.name2cb6550b6f724adaab9d539c1e834fee*81Mmlflow.source.name264b1ba8ca34492f8c4a1b38043d92ce
j81Mmlflow.source.name22ca28b0c6b249a68f54721edeb36bb6
Î81Mmlflow.source.name21f108117fe64cdfb2e3c9e0bd4462c1
B71M
mlflow.source.name19e9ec7327f7489c848f625206caf618f81Mmlflow.source.name189fafb42e84430ea113096468bd6878
81Mmlflow.source.name18365b7783714400a782721b7feb083d
81Mmlflow.source.name18048826cd1d481e9243f25822f84c64â71M
mlflow.source.name16f7e44d2fe6452399c766fd295f2d162
>’µn>ùč["
á
œ
[
'ë»‚:òª`
Ê
‚
Q
		Ó	›	h	.ïªd/òÁ‡>õ­cÍ…T
ןl2ô³q<ÿΔK
º
p
&ڒE,)3MTarget_Drift_60.010429206942446598fdef82198f04be8a4ec466cc1e1dcdfI+);MTarget_Drift_5-0.000327562630905331448fdef82198f04be8a4ec466cc1e1dcdfG*)7MTarget_Drift_4-0.0171900351067360858fdef82198f04be8a4ec466cc1e1dcdfG))7MTarget_Drift_3-0.0010779495046173018fdef82198f04be8a4ec466cc1e1dcdfE()3MTarget_Drift_2-0.00876750114579988fdef82198f04be8a4ec466cc1e1dcdfF')5MTarget_Drift_10.0119907078219257958fdef82198f04be8a4ec466cc1e1dcdfF&)5MTarget_Drift_00.0049431336236861478fdef82198f04be8a4ec466cc1e1dcdf7%#Meval_metricmlogloss8fdef82198f04be8a4ec466cc1e1dcdf.$Mnum_class78fdef82198f04be8a4ec466cc1e1dcdf:#'Mobjectivemulti:softmax8fdef82198f04be8a4ec466cc1e1dcdf2"%Mrandom_state428fdef82198f04be8a4ec466cc1e1dcdf?!!/Mreg_lambda54.761070046734958fdef82198f04be8a4ec466cc1e1dcdf> /Mreg_alpha1.5636252214822438fdef82198f04be8a4ec466cc1e1dcdf;1Mgamma0.71506321513287978fdef82198f04be8a4ec466cc1e1dcdf7-Mcolsample_bytree0.88fdef82198f04be8a4ec466cc1e1dcdf0Msubsample0.78fdef82198f04be8a4ec466cc1e1dcdf5-Mmin_child_weight88fdef82198f04be8a4ec466cc1e1dcdf3%Mn_estimators1228fdef82198f04be8a4ec466cc1e1dcdfD'3Mlearning_rate0.344127828343637648fdef82198f04be8a4ec466cc1e1dcdf.Mmax_depth48fdef82198f04be8a4ec466cc1e1dcdfE)3MTarget_Drift_60.0104292069424465988ac1026184a48c1bd036c1c3a0546f9I);MTarget_Drift_5-0.0003275626309053314488ac1026184a48c1bd036c1c3a0546f9G)7MTarget_Drift_4-0.01719003510673608588ac1026184a48c1bd036c1c3a0546f9G)7MTarget_Drift_3-0.00107794950461730188ac1026184a48c1bd036c1c3a0546f9E)3MTarget_Drift_2-0.008767501145799888ac1026184a48c1bd036c1c3a0546f9F)5MTarget_Drift_10.01199070782192579588ac1026184a48c1bd036c1c3a0546f9F)5MTarget_Drift_00.00494313362368614788ac1026184a48c1bd036c1c3a0546f97#Meval_metricmlogloss88ac1026184a48c1bd036c1c3a0546f9.Mnum_class788ac1026184a48c1bd036c1c3a0546f9:'Mobjectivemulti:softmax88ac1026184a48c1bd036c1c3a0546f92%Mrandom_state4288ac1026184a48c1bd036c1c3a0546f9C
!7Mreg_lambda0.001653513788219453888ac1026184a48c1bd036c1c3a0546f9B7Mreg_alpha1.950318399401875e-0788ac1026184a48c1bd036c1c3a0546f9<3Mgamma0.0516650473563732988ac1026184a48c1bd036c1c3a0546f97
-Mcolsample_bytree0.788ac1026184a48c1bd036c1c3a0546f90	Msubsample1.088ac1026184a48c1bd036c1c3a0546f95-Mmin_child_weight188ac1026184a48c1bd036c1c3a0546f93%Mn_estimators89088ac1026184a48c1bd036c1c3a0546f9E'5Mlearning_rate0.01886521087432892688ac1026184a48c1bd036c1c3a0546f9.Mmax_depth788ac1026184a48c1bd036c1c3a0546f9E)3MTarget_Drift_60.01042920694244659a7328ac3af944ba49089dc0abac2a5c3I);MTarget_Drift_5-0.00032756263090533144a7328ac3af944ba49089dc0abac2a5c3G)7MTarget_Drift_4-0.017190035106736085a7328ac3af944ba49089dc0abac2a5c3G
)7MTarget_Drift_3-0.001077949504617301a7328ac3af944ba49089dc0abac2a5c3E)3MTarget_Drift_2-0.0087675011457998a7328ac3af944ba49089dc0abac2a5c3F)5MTarget_Drift_10.011990707821925795a7328ac3af944ba49089dc0abac2a5c3F~)5MTarget_Drift_00.004943133623686147a7328ac3af944ba49089dc0abac2a5c37}#Meval_metricmloglossa7328ac3af944ba49089dc0abac2a5c3.|Mnum_class7a7328ac3af944ba49089dc0abac2a5c3:{'Mobjectivemulti:softmaxa7328ac3af944ba49089dc0abac2a5c32z%Mrandom_state42a7328ac3af944ba49089dc0abac2a5c3?y!/Mreg_lambda4.315268154543861a7328ac3af944ba49089dc0abac2a5c3Cx9Mreg_alpha3.0990818545468188e-06a7328ac3af944ba49089dc0abac2a5c3?w9Mgamma3.0506150282479795e-05a7328ac3af944ba49089dc0abac2a5c37v-Mcolsample_bytree0.6a7328ac3af944ba49089dc0abac2a5c30uMsubsample0.8a7328ac3af944ba49089dc0abac2a5c35t-Mmin_child_weight8a7328ac3af944ba49089dc0abac2a5c33s%Mn_estimators614a7328ac3af944ba49089dc0abac2a5c3Cr'1Mlearning_rate0.4367092145091235a7328ac3af944ba49089dc0abac2a5c3.qMmax_depth3a7328ac3af944ba49089dc0abac2a5c3Ep)3MTarget_Drift_60.0104292069424465918048826cd1d481e9243f25822f84c64Io);MTarget_Drift_5-0.0003275626309053314418048826cd1d481e9243f25822f84c64
!
ñ
ñ@
_~
¼	Ýü<[z™¸×
ö
4£c%MW


Q
a7328ac3af944ba49089dc0abac2a5c3XGB_with_Feature_Engineering_optuna_0UNKNOWNarhamFAILED
~®
Ùdeleted/Users/arham/Downloads/Projects/03-Experiments/mlruns/2/a7328ac3af944ba49089dc0abac2a5c3/artifacts
:‘ö^3MW


Q
7885fa93615f4a50b8826629533b02f2XGB_with_Feature_Engineering_optuna_5UNKNOWNarhamFINISHED
­¼—
¯d+active/Users/arham/Downloads/Projects/03-Experiments/mlruns/2/7885fa93615f4a50b8826629533b02f2/artifacts^2MW


Q
21f108117fe64cdfb2e3c9e0bd4462c1XGB_with_Feature_Engineering_optuna_4UNKNOWNarhamFINISHED
«¾v
­¼active/Users/arham/Downloads/Projects/03-Experiments/mlruns/2/21f108117fe64cdfb2e3c9e0bd4462c1/artifacts^1MW


Q
a8e345aecabd4718b3f487e2d16e8cb7XGB_with_Feature_Engineering_optuna_3UNKNOWNarhamFINISHED
ªû‚
«¾oactive/Users/arham/Downloads/Projects/03-Experiments/mlruns/2/a8e345aecabd4718b3f487e2d16e8cb7/artifacts^0MW


Q
a58c08eb77644c8ca8c38f6f13333c87XGB_with_Feature_Engineering_optuna_2UNKNOWNarhamFINISHED
ªR°
ªû{active/Users/arham/Downloads/Projects/03-Experiments/mlruns/2/a58c08eb77644c8ca8c38f6f13333c87/artifacts^/MW


Q
95f46448c4c143d396457d452ee74f37XGB_with_Feature_Engineering_optuna_1UNKNOWNarhamFINISHED
§°K
ªR¥active/Users/arham/Downloads/Projects/03-Experiments/mlruns/2/95f46448c4c143d396457d452ee74f37/artifacts^.MW


Q
6947f20ba997407da8a39f270bf3b43aXGB_with_Feature_Engineering_optuna_0UNKNOWNarhamFINISHED
§mÏ
§°Dactive/Users/arham/Downloads/Projects/03-Experiments/mlruns/2/6947f20ba997407da8a39f270bf3b43a/artifacts\-MW


Q
189fafb42e84430ea113096468bd6878XGB_with_Feature_Engineering_optuna_1UNKNOWNarhamFAILED
¢„d
£(*active/Users/arham/Downloads/Projects/03-Experiments/mlruns/2/189fafb42e84430ea113096468bd6878/artifacts^,MW


Q
18365b7783714400a782721b7feb083dXGB_with_Feature_Engineering_optuna_0UNKNOWNarhamFINISHED
¡›°
¢„Zactive/Users/arham/Downloads/Projects/03-Experiments/mlruns/2/18365b7783714400a782721b7feb083d/artifacts\+MW


Q
3b3ce63bcf3a4a779b988dba6aac5694XGB_with_Feature_Engineering_optuna_5UNKNOWNarhamFAILED
™¥;
›Ûactive/Users/arham/Downloads/Projects/03-Experiments/mlruns/2/3b3ce63bcf3a4a779b988dba6aac5694/artifacts^*MW


Q
0569acda8a2c4c35939ad1804063fcf9XGB_with_Feature_Engineering_optuna_4UNKNOWNarhamFINISHED
˜ö<
™¥3active/Users/arham/Downloads/Projects/03-Experiments/mlruns/2/0569acda8a2c4c35939ad1804063fcf9/artifacts^)MW


Q
32195c11cf434ed29f29292715a46473XGB_with_Feature_Engineering_optuna_3UNKNOWNarhamFINISHED
–b¹
˜ö1active/Users/arham/Downloads/Projects/03-Experiments/mlruns/2/32195c11cf434ed29f29292715a46473/artifacts^(MW


Q
c6a016dc1c0b440081ea575ec1cc2316XGB_with_Feature_Engineering_optuna_2UNKNOWNarhamFINISHED
•uŠ
–b±active/Users/arham/Downloads/Projects/03-Experiments/mlruns/2/c6a016dc1c0b440081ea575ec1cc2316/artifacts^'MW


Q
8fdef82198f04be8a4ec466cc1e1dcdfXGB_with_Feature_Engineering_optuna_1UNKNOWNarhamFINISHED
•&ä
•uƒactive/Users/arham/Downloads/Projects/03-Experiments/mlruns/2/8fdef82198f04be8a4ec466cc1e1dcdf/artifacts^&MW


Q
88ac1026184a48c1bd036c1c3a0546f9XGB_with_Feature_Engineering_optuna_0UNKNOWNarhamFINISHED
‘Š
•&Óactive/Users/arham/Downloads/Projects/03-Experiments/mlruns/2/88ac1026184a48c1bd036c1c3a0546f9/artifactsß
;Úa,÷Y$ﻆQD鵁Lâ®Ì—b.ùďZ%
ñ
½
ˆ
T
 ì·‚Myã®yD
Û
¦
qÚ
=
	Ó	ž	i	4ÿÊ–¨s?×¢m8
Î
™
d
/úÆÐ4)MTarget_Drift_38e27978ace8f431daf6e86a84f911c76¨4)MTarget_Drift_322ca28b0c6b249a68f54721edeb36bb6¡4)MTarget_Drift_2d4f3bbd8eac14cdcaf9aa141e6290fa9™4)MTarget_Drift_36ecbd03e4c0f478d814226174270c17b“3)M
Target_Drift_31254413f339a43289dfd5de8b7802720C4)MTarget_Drift_30649ed79bd8341e1856a85d925434ec6
ý4)MTarget_Drift_30569acda8a2c4c35939ad1804063fcf9å4)MTarget_Drift_2f758f89f45b84b579ce7af1832fc0b50L3)M
Target_Drift_2effcda97d1d244d7a1d38cb57b4ee9ce
3)M
Target_Drift_2dfe57537d98d4eb1aa4e2d2acf9a08be3)M
Target_Drift_2dbb799e10ef542809ffd4acb0bf32895W3)M
Target_Drift_2d1c8a5a9a969401fad81306cbc9afbdfP4)MTarget_Drift_2d1b51aff7c6c4b36b00915604c4a88dc}4)MTarget_Drift_2d16b13fb33914587b58d50225fdbd78eS3)M
Target_Drift_2c92bf13dd61e406e8d52c3e60e825ae9&4)MTarget_Drift_2c6a016dc1c0b440081ea575ec1cc2316¼4)MTarget_Drift_2c3984bc02445400097c1db522d8dde50„3)M
Target_Drift_2b909ac60efa34916b3a5fcfa7d51b3d0^4)MTarget_Drift_2b38c37f069304b85913c431a1516e105v4)MTarget_Drift_2a8e345aecabd4718b3f487e2d16e8cb7
p4)MTarget_Drift_2a7328ac3af944ba49089dc0abac2a5c3€4)MTarget_Drift_2a58c08eb77644c8ca8c38f6f13333c87
\4)MTarget_Drift_29ca38fe0f3ab4c20a735a4d3f1b2cdc2Z3)M
Target_Drift_3b909ac60efa34916b3a5fcfa7d51b3d0_4)MTarget_Drift_3b38c37f069304b85913c431a1516e105w4)MTarget_Drift_3a8e345aecabd4718b3f487e2d16e8cb7
q4)MTarget_Drift_3a7328ac3af944ba49089dc0abac2a5c34)MTarget_Drift_3a58c08eb77644c8ca8c38f6f13333c87
]4)MTarget_Drift_39ca38fe0f3ab4c20a735a4d3f1b2cdc2[4)MTarget_Drift_395f46448c4c143d396457d452ee74f37
I4)MTarget_Drift_38fdef82198f04be8a4ec466cc1e1dcdf©3)M
Target_Drift_38ee3eeb040c8478b82d3ec702378c408<4)MTarget_Drift_38c4c8bc6eeef41a6a56c4a654b4f835fi4)MTarget_Drift_388ac1026184a48c1bd036c1c3a0546f9•3)M
Target_Drift_387cd75ef7f104f4ba6c1517ef9820ac9.4)MTarget_Drift_37885fa93615f4a50b8826629533b02f2
™4)MTarget_Drift_37432b033d05b412da743757f24853ab2b4)MTarget_Drift_373257214c1234deeaa6c6988d2c62492%4)MTarget_Drift_36fc4f724758841958eb6cd940336f00394)MTarget_Drift_36f87dd19758c4f7aafd73cd1b9091096Œ4)MTarget_Drift_36ced8b3536514ee9baedcbb5b34805534)MTarget_Drift_36947f20ba997407da8a39f270bf3b43a
54)MTarget_Drift_3673f6effcc694a79afa490e4c4615c9d
Á4)MTarget_Drift_364e41c8af598400e82af115512b2c498
Õ3)M
Target_Drift_36492d7c77ba4419488020e32f5e31264 3)M
Target_Drift_362b4955e8fd743fca92a115e5ea27a75f3)M
Target_Drift_34d564f28efaa423a9d7e3df2f878b223J4)MTarget_Drift_34b5569715e47432089055f7a3170a646
­3)M
Target_Drift_340e8901ef7394dfc8363dd6af82cf81653)M
Target_Drift_33d440a21f9fc4090a164fe9005445b5b4)MTarget_Drift_33b3ce63bcf3a4a779b988dba6aac5694ù4)MTarget_Drift_337d5fd3375b44163bba626b30be16900p4)MTarget_Drift_332195c11cf434ed29f29292715a46473Ñ4)MTarget_Drift_3264b1ba8ca34492f8c4a1b38043d92ce
é4)MTarget_Drift_321f108117fe64cdfb2e3c9e0bd4462c1
…3)M
Target_Drift_319e9ec7327f7489c848f625206caf6184)MTarget_Drift_3189fafb42e84430ea113096468bd6878
!4)MTarget_Drift_318365b7783714400a782721b7feb083d

3)M
Target_Drift_318048826cd1d481e9243f25822f84c64m

3^çâ¼–pزŒf@ôΨ‚\J$þº”nH"üÖ°‹fAöЪ„^8ìÆ zT.ç

Ú´ŽhBöЪ„^8
ì
Æ
 
z
T
.
â¼–pJ$þزŒf@
ô
Î
¨
‚
\
6
	ê	Ä	ž	x	R	,	à=
ñ
Ë
¥

Y
3%M673f6effcc694a79afa490e4c4615c9d
]%M673f6effcc694a79afa490e4c4615c9d
^
)%M5ba59920410e4142a69c589853ef2bcc%M5ba59920410e4142a69c589853ef2bcc%M5ba59920410e4142a69c589853ef2bcc%M5ba59920410e4142a69c589853ef2bcc%M5ba59920410e4142a69c589853ef2bcc%M5ba59920410e4142a69c589853ef2bcc%M5ba59920410e4142a69c589853ef2bcc
%M5ba59920410e4142a69c589853ef2bcc%M5ba59920410e4142a69c589853ef2bcc
ÿ%M5ba59920410e4142a69c589853ef2bcc
þ%M5ba59920410e4142a69c589853ef2bcc
ý%M62b4955e8fd743fca92a115e5ea27a75¶%M62b4955e8fd743fca92a115e5ea27a75µ%M62b4955e8fd743fca92a115e5ea27a75´%M54c2a06f524f483399af4e7048ce27f9³%M54c2a06f524f483399af4e7048ce27f9²%M54c2a06f524f483399af4e7048ce27f9±%M54c2a06f524f483399af4e7048ce27f9°%M673f6effcc694a79afa490e4c4615c9d
\%M673f6effcc694a79afa490e4c4615c9d
[%M64e41c8af598400e82af115512b2c498
r%M64e41c8af598400e82af115512b2c498
q%M64e41c8af598400e82af115512b2c498
p%M64e41c8af598400e82af115512b2c498
o%M64e41c8af598400e82af115512b2c498
n%M64e41c8af598400e82af115512b2c498
m%M64e41c8af598400e82af115512b2c498
l%M64e41c8af598400e82af115512b2c498
k%M64e41c8af598400e82af115512b2c498
j%M64e41c8af598400e82af115512b2c498
i%M64e41c8af598400e82af115512b2c498
h%M64e41c8af598400e82af115512b2c498
g$M
649c4e675e9346149b1eaac835ae1140$M
649c4e675e9346149b1eaac835ae1140$M
649c4e675e9346149b1eaac835ae1140$M
649c4e675e9346149b1eaac835ae1140%M62b4955e8fd743fca92a115e5ea27a75¾%M62b4955e8fd743fca92a115e5ea27a75½%M62b4955e8fd743fca92a115e5ea27a75¼%M62b4955e8fd743fca92a115e5ea27a75»%M62b4955e8fd743fca92a115e5ea27a75º%M62b4955e8fd743fca92a115e5ea27a75¹%M62b4955e8fd743fca92a115e5ea27a75¸%M62b4955e8fd743fca92a115e5ea27a75·%M73257214c1234deeaa6c6988d2c62492
š%M73257214c1234deeaa6c6988d2c62492
™%M73257214c1234deeaa6c6988d2c62492
˜%M73257214c1234deeaa6c6988d2c62492
—%M6fc4f724758841958eb6cd940336f003
®%M6fc4f724758841958eb6cd940336f003
­%M6fc4f724758841958eb6cd940336f003
¬%M6fc4f724758841958eb6cd940336f003
«%M6fc4f724758841958eb6cd940336f003
ª%M6fc4f724758841958eb6cd940336f003
©%M6fc4f724758841958eb6cd940336f003
¨%M6fc4f724758841958eb6cd940336f003
§%M6fc4f724758841958eb6cd940336f003
¦%M6fc4f724758841958eb6cd940336f003
¥%M6fc4f724758841958eb6cd940336f003
¤%M6fc4f724758841958eb6cd940336f003
£%M6ced8b3536514ee9baedcbb5b3480553
–%M6ced8b3536514ee9baedcbb5b3480553
•%M6ced8b3536514ee9baedcbb5b3480553
”%M6ced8b3536514ee9baedcbb5b3480553
“%M6ced8b3536514ee9baedcbb5b3480553
’%M6ced8b3536514ee9baedcbb5b3480553
‘%M6ced8b3536514ee9baedcbb5b3480553
%M6ced8b3536514ee9baedcbb5b3480553
%M6ced8b3536514ee9baedcbb5b3480553
Ž%M6ced8b3536514ee9baedcbb5b3480553
%M6ced8b3536514ee9baedcbb5b3480553
Œ%M6ced8b3536514ee9baedcbb5b3480553
‹%M6947f20ba997407da8a39f270bf3b43a
%M6947f20ba997407da8a39f270bf3b43a
%M6947f20ba997407da8a39f270bf3b43a
%M6947f20ba997407da8a39f270bf3b43a
%M6947f20ba997407da8a39f270bf3b43a
%M6947f20ba997407da8a39f270bf3b43a

%M6947f20ba997407da8a39f270bf3b43a
%M6947f20ba997407da8a39f270bf3b43a
%M6947f20ba997407da8a39f270bf3b43a

%M6947f20ba997407da8a39f270bf3b43a
	%M6947f20ba997407da8a39f270bf3b43a
%M6947f20ba997407da8a39f270bf3b43a
%M673f6effcc694a79afa490e4c4615c9d
f%M673f6effcc694a79afa490e4c4615c9d
e%M673f6effcc694a79afa490e4c4615c9d
d%M673f6effcc694a79afa490e4c4615c9d
c%M673f6effcc694a79afa490e4c4615c9d
b%M673f6effcc694a79afa490e4c4615c9d
a%M673f6effcc694a79afa490e4c4615c9d
`%M673f6effcc694a79afa490e4c4615c9d
_

3^çâ¼–pزŒf@ôΨ‚\J$þº”nH"üÖ°‹fAöЪ„^8ìÆ zT.ç

Ú´ŽhBöЪ„^8
ì
Æ
 
z
T
.
â¼–pJ$þزŒf@
ô
Î
¨
‚
\
6
	ê	Ä	ž	x	R	,	à=
ñ
Ë
¥

Y
3%M673f6effcc694a79afa490e4c4615c9d
]%M673f6effcc694a79afa490e4c4615c9d
^
)%M5ba59920410e4142a69c589853ef2bcc%M5ba59920410e4142a69c589853ef2bcc%M5ba59920410e4142a69c589853ef2bcc%M5ba59920410e4142a69c589853ef2bcc%M5ba59920410e4142a69c589853ef2bcc%M5ba59920410e4142a69c589853ef2bcc%M5ba59920410e4142a69c589853ef2bcc
%M5ba59920410e4142a69c589853ef2bcc%M5ba59920410e4142a69c589853ef2bcc
ÿ%M5ba59920410e4142a69c589853ef2bcc
þ%M5ba59920410e4142a69c589853ef2bcc
ý%M62b4955e8fd743fca92a115e5ea27a75¶%M62b4955e8fd743fca92a115e5ea27a75µ%M62b4955e8fd743fca92a115e5ea27a75´%M54c2a06f524f483399af4e7048ce27f9³%M54c2a06f524f483399af4e7048ce27f9²%M54c2a06f524f483399af4e7048ce27f9±%M54c2a06f524f483399af4e7048ce27f9°%M673f6effcc694a79afa490e4c4615c9d
\%M673f6effcc694a79afa490e4c4615c9d
[%M64e41c8af598400e82af115512b2c498
r%M64e41c8af598400e82af115512b2c498
q%M64e41c8af598400e82af115512b2c498
p%M64e41c8af598400e82af115512b2c498
o%M64e41c8af598400e82af115512b2c498
n%M64e41c8af598400e82af115512b2c498
m%M64e41c8af598400e82af115512b2c498
l%M64e41c8af598400e82af115512b2c498
k%M64e41c8af598400e82af115512b2c498
j%M64e41c8af598400e82af115512b2c498
i%M64e41c8af598400e82af115512b2c498
h%M64e41c8af598400e82af115512b2c498
g$M
649c4e675e9346149b1eaac835ae1140$M
649c4e675e9346149b1eaac835ae1140$M
649c4e675e9346149b1eaac835ae1140$M
649c4e675e9346149b1eaac835ae1140%M62b4955e8fd743fca92a115e5ea27a75¾%M62b4955e8fd743fca92a115e5ea27a75½%M62b4955e8fd743fca92a115e5ea27a75¼%M62b4955e8fd743fca92a115e5ea27a75»%M62b4955e8fd743fca92a115e5ea27a75º%M62b4955e8fd743fca92a115e5ea27a75¹%M62b4955e8fd743fca92a115e5ea27a75¸%M62b4955e8fd743fca92a115e5ea27a75·%M73257214c1234deeaa6c6988d2c62492
š%M73257214c1234deeaa6c6988d2c62492
™%M73257214c1234deeaa6c6988d2c62492
˜%M73257214c1234deeaa6c6988d2c62492
—%M6fc4f724758841958eb6cd940336f003
®%M6fc4f724758841958eb6cd940336f003
­%M6fc4f724758841958eb6cd940336f003
¬%M6fc4f724758841958eb6cd940336f003
«%M6fc4f724758841958eb6cd940336f003
ª%M6fc4f724758841958eb6cd940336f003
©%M6fc4f724758841958eb6cd940336f003
¨%M6fc4f724758841958eb6cd940336f003
§%M6fc4f724758841958eb6cd940336f003
¦%M6fc4f724758841958eb6cd940336f003
¥%M6fc4f724758841958eb6cd940336f003
¤%M6fc4f724758841958eb6cd940336f003
£%M6ced8b3536514ee9baedcbb5b3480553
–%M6ced8b3536514ee9baedcbb5b3480553
•%M6ced8b3536514ee9baedcbb5b3480553
”%M6ced8b3536514ee9baedcbb5b3480553
“%M6ced8b3536514ee9baedcbb5b3480553
’%M6ced8b3536514ee9baedcbb5b3480553
‘%M6ced8b3536514ee9baedcbb5b3480553
%M6ced8b3536514ee9baedcbb5b3480553
%M6ced8b3536514ee9baedcbb5b3480553
Ž%M6ced8b3536514ee9baedcbb5b3480553
%M6ced8b3536514ee9baedcbb5b3480553
Œ%M6ced8b3536514ee9baedcbb5b3480553
‹%M6947f20ba997407da8a39f270bf3b43a
%M6947f20ba997407da8a39f270bf3b43a
%M6947f20ba997407da8a39f270bf3b43a
%M6947f20ba997407da8a39f270bf3b43a
%M6947f20ba997407da8a39f270bf3b43a
%M6947f20ba997407da8a39f270bf3b43a

%M6947f20ba997407da8a39f270bf3b43a
%M6947f20ba997407da8a39f270bf3b43a
%M6947f20ba997407da8a39f270bf3b43a

%M6947f20ba997407da8a39f270bf3b43a
	%M6947f20ba997407da8a39f270bf3b43a
%M6947f20ba997407da8a39f270bf3b43a
%M673f6effcc694a79afa490e4c4615c9d
f%M673f6effcc694a79afa490e4c4615c9d
e%M673f6effcc694a79afa490e4c4615c9d
d%M673f6effcc694a79afa490e4c4615c9d
c%M673f6effcc694a79afa490e4c4615c9d
b%M673f6effcc694a79afa490e4c4615c9d
a%M673f6effcc694a79afa490e4c4615c9d
`%M673f6effcc694a79afa490e4c4615c9d
_

’
X
 é²ß…	ܤm6¡c	š`(ñº%çW‚)WMmlflow.runNameXGB_with_Feature_Engineering_optuna_40569acda8a2c4c35939ad1804063fcf9;‚1Mmlflow.source.typeLOCAL0569acda8a2c4c35939ad1804063fcf9‚
1AMmlflow.source.name/Users/arham/anaconda3/envs/DataScience/lib/python3.10/site-packages/ipykernel_launcher.py0569acda8a2c4c35939ad1804063fcf94‚	#Mmlflow.userarham0569acda8a2c4c35939ad1804063fcf94‚'MpreprocessingYes32195c11cf434ed29f29292715a464735‚!Mmodel_nameXGBoost32195c11cf434ed29f29292715a464737‚#MexperimentsArham A.32195c11cf434ed29f29292715a46473„k‚=ˆiMmlflow.log-model.history[{"run_id": "32195c11cf434ed29f29292715a46473", "artifact_path": "model", "utc_time_created": "2024-04-25 18:51:12.414330", "flavors": {"python_function": {"loader_module": "mlflow.xgboost", "python_version": "3.10.13", "data": "model.xgb", "env": {"conda": "conda.yaml", "virtualenv": "python_env.yaml"}}, "xgboost": {"xgb_version": "1.7.3", "data": "model.xgb", "model_class": "xgboost.sklearn.XGBClassifier", "model_format": "xgb", "code": null}}, "model_uuid": "f17890070fd34a788104e89a665927d2", "mlflow_version": "2.10.2", "model_size_bytes": 9329313}]32195c11cf434ed29f29292715a46473W‚)WMmlflow.runNameXGB_with_Feature_Engineering_optuna_332195c11cf434ed29f29292715a46473;‚1Mmlflow.source.typeLOCAL32195c11cf434ed29f29292715a46473‚1AMmlflow.source.name/Users/arham/anaconda3/envs/DataScience/lib/python3.10/site-packages/ipykernel_launcher.py32195c11cf434ed29f29292715a464734‚
#Mmlflow.userarham32195c11cf434ed29f29292715a464734‚'MpreprocessingYesc6a016dc1c0b440081ea575ec1cc23165!Mmodel_nameXGBoostc6a016dc1c0b440081ea575ec1cc23167~#MexperimentsArham A.c6a016dc1c0b440081ea575ec1cc2316„k}=ˆiMmlflow.log-model.history[{"run_id": "c6a016dc1c0b440081ea575ec1cc2316", "artifact_path": "model", "utc_time_created": "2024-04-25 18:48:23.509136", "flavors": {"python_function": {"loader_module": "mlflow.xgboost", "python_version": "3.10.13", "data": "model.xgb", "env": {"conda": "conda.yaml", "virtualenv": "python_env.yaml"}}, "xgboost": {"xgb_version": "1.7.3", "data": "model.xgb", "model_class": "xgboost.sklearn.XGBClassifier", "model_format": "xgb", "code": null}}, "model_uuid": "c4927b82f91741df880e3c0f1567d8fb", "mlflow_version": "2.10.2", "model_size_bytes": 2428321}]c6a016dc1c0b440081ea575ec1cc2316W|)WMmlflow.runNameXGB_with_Feature_Engineering_optuna_2c6a016dc1c0b440081ea575ec1cc2316;{1Mmlflow.source.typeLOCALc6a016dc1c0b440081ea575ec1cc2316z1AMmlflow.source.name/Users/arham/anaconda3/envs/DataScience/lib/python3.10/site-packages/ipykernel_launcher.pyc6a016dc1c0b440081ea575ec1cc23164y#Mmlflow.userarhamc6a016dc1c0b440081ea575ec1cc23164x'MpreprocessingYes8fdef82198f04be8a4ec466cc1e1dcdf5w!Mmodel_nameXGBoost8fdef82198f04be8a4ec466cc1e1dcdf7v#MexperimentsArham A.8fdef82198f04be8a4ec466cc1e1dcdf„ju=ˆgMmlflow.log-model.history[{"run_id": "8fdef82198f04be8a4ec466cc1e1dcdf", "artifact_path": "model", "utc_time_created": "2024-04-25 18:47:22.946521", "flavors": {"python_function": {"loader_module": "mlflow.xgboost", "python_version": "3.10.13", "data": "model.xgb", "env": {"conda": "conda.yaml", "virtualenv": "python_env.yaml"}}, "xgboost": {"xgb_version": "1.7.3", "data": "model.xgb", "model_class": "xgboost.sklearn.XGBClassifier", "model_format": "xgb", "code": null}}, "model_uuid": "200d1611e5244f1886706e6fc0ef9e37", "mlflow_version": "2.10.2", "model_size_bytes": 694895}]8fdef82198f04be8a4ec466cc1e1dcdf
>ŽÏˆRç­n(
â
­
p
?
¼s+á—K
Ñ
‰
S
	ç	­	l	*å°sB¿v.äšNՍWë±o+å°sB¿v.
ä
š
N
ՎDj'3Mlearning_rate0.103101659002068373b3ce63bcf3a4a779b988dba6aac5694.iMmax_depth93b3ce63bcf3a4a779b988dba6aac5694Eh)3MTarget_Drift_60.010429206942446590569acda8a2c4c35939ad1804063fcf9Ig);MTarget_Drift_5-0.000327562630905331440569acda8a2c4c35939ad1804063fcf9Gf)7MTarget_Drift_4-0.0171900351067360850569acda8a2c4c35939ad1804063fcf9Ge)7MTarget_Drift_3-0.0010779495046173010569acda8a2c4c35939ad1804063fcf9Ed)3MTarget_Drift_2-0.00876750114579980569acda8a2c4c35939ad1804063fcf9Fc)5MTarget_Drift_10.0119907078219257950569acda8a2c4c35939ad1804063fcf9Fb)5MTarget_Drift_00.0049431336236861470569acda8a2c4c35939ad1804063fcf97a#Meval_metricmlogloss0569acda8a2c4c35939ad1804063fcf9.`Mnum_class70569acda8a2c4c35939ad1804063fcf9:_'Mobjectivemulti:softmax0569acda8a2c4c35939ad1804063fcf92^%Mrandom_state420569acda8a2c4c35939ad1804063fcf9C]!7Mreg_lambda3.979840692102382e-060569acda8a2c4c35939ad1804063fcf9A\5Mreg_alpha3.72742407162119e-050569acda8a2c4c35939ad1804063fcf9?[9Mgamma1.4696119827570218e-070569acda8a2c4c35939ad1804063fcf97Z-Mcolsample_bytree0.90569acda8a2c4c35939ad1804063fcf90YMsubsample1.00569acda8a2c4c35939ad1804063fcf96X-Mmin_child_weight100569acda8a2c4c35939ad1804063fcf93W%Mn_estimators1170569acda8a2c4c35939ad1804063fcf9EV'5Mlearning_rate0.0131616407227568150569acda8a2c4c35939ad1804063fcf9.UMmax_depth80569acda8a2c4c35939ad1804063fcf9ET)3MTarget_Drift_60.0104292069424465932195c11cf434ed29f29292715a46473IS);MTarget_Drift_5-0.0003275626309053314432195c11cf434ed29f29292715a46473GR)7MTarget_Drift_4-0.01719003510673608532195c11cf434ed29f29292715a46473GQ)7MTarget_Drift_3-0.00107794950461730132195c11cf434ed29f29292715a46473EP)3MTarget_Drift_2-0.008767501145799832195c11cf434ed29f29292715a46473FO)5MTarget_Drift_10.01199070782192579532195c11cf434ed29f29292715a46473FN)5MTarget_Drift_00.00494313362368614732195c11cf434ed29f29292715a464737M#Meval_metricmlogloss32195c11cf434ed29f29292715a46473.LMnum_class732195c11cf434ed29f29292715a46473:K'Mobjectivemulti:softmax32195c11cf434ed29f29292715a464732J%Mrandom_state4232195c11cf434ed29f29292715a46473BI!5Mreg_lambda0.00752371117913869132195c11cf434ed29f29292715a46473?H1Mreg_alpha2.783303059669367332195c11cf434ed29f29292715a46473>G7Mgamma6.192424639403204e-0832195c11cf434ed29f29292715a464737F-Mcolsample_bytree0.732195c11cf434ed29f29292715a464730EMsubsample1.032195c11cf434ed29f29292715a464736D-Mmin_child_weight1032195c11cf434ed29f29292715a464733C%Mn_estimators69232195c11cf434ed29f29292715a46473EB'5Mlearning_rate0.01730798249783697332195c11cf434ed29f29292715a46473/AMmax_depth1032195c11cf434ed29f29292715a46473E@)3MTarget_Drift_60.01042920694244659c6a016dc1c0b440081ea575ec1cc2316I?);MTarget_Drift_5-0.00032756263090533144c6a016dc1c0b440081ea575ec1cc2316G>)7MTarget_Drift_4-0.017190035106736085c6a016dc1c0b440081ea575ec1cc2316G=)7MTarget_Drift_3-0.001077949504617301c6a016dc1c0b440081ea575ec1cc2316E<)3MTarget_Drift_2-0.0087675011457998c6a016dc1c0b440081ea575ec1cc2316F;)5MTarget_Drift_10.011990707821925795c6a016dc1c0b440081ea575ec1cc2316F:)5MTarget_Drift_00.004943133623686147c6a016dc1c0b440081ea575ec1cc231679#Meval_metricmloglossc6a016dc1c0b440081ea575ec1cc2316.8Mnum_class7c6a016dc1c0b440081ea575ec1cc2316:7'Mobjectivemulti:softmaxc6a016dc1c0b440081ea575ec1cc231626%Mrandom_state42c6a016dc1c0b440081ea575ec1cc2316C5!7Mreg_lambda3.629382069887838e-07c6a016dc1c0b440081ea575ec1cc2316C49Mreg_alpha1.3275368651022287e-05c6a016dc1c0b440081ea575ec1cc2316<33Mgamma0.21317500532746092c6a016dc1c0b440081ea575ec1cc231672-Mcolsample_bytree0.6c6a016dc1c0b440081ea575ec1cc231601Msubsample0.9c6a016dc1c0b440081ea575ec1cc231650-Mmin_child_weight9c6a016dc1c0b440081ea575ec1cc23163/%Mn_estimators418c6a016dc1c0b440081ea575ec1cc2316D.'3Mlearning_rate0.28877769002188963c6a016dc1c0b440081ea575ec1cc2316.-Mmax_depth5c6a016dc1c0b440081ea575ec1cc2316
Í6†€:º¢[
Í
†
?ø±j#Ü•N
À
y
2	ë	¤	]	ψAú³l%Þ—P
é
¢†
[
ÕÆs
Ä~8ò¬f Ú“L
ÍF)Mrecall_class_0
„^5ba59920410e4142a69c589853ef2bcc?îGJˆì
0>)M	recall_class_0
šìaf86afa3f2194726b350927336a6b406"F)Mrecall_class_0
Ý6ãa32ccc1cb12b4d00beeae256d8d8c894?íߘMÅ«¿F)Mrecall_class_0
Î/89fe397d80d049218100366806f89a2f?íߘMÅ«¿F)Mrecall_class_0
‰Eše40c03c9b5a84eda97a317fc9c2b3937?í‘Ò¢{$
öF)Mrecall_class_0
çF¤a2a03aca384e4a65861a1c9d5b5c1fc2?íߘMÅ«¿
ëè
E)M
recall_class_0
5à68ee3eeb040c8478b82d3ec702378c408?ëó	¸µwæcE)M
recall_class_0
5bÙ40e8901ef7394dfc8363dd6af82cf816?ë‹W~a7X>)M	recall_class_0
+Áe97039aef5f14dc6bf7d2d1b7cc37742-F)Mrecall_class_1
|°çe472909dd57c44d483988edaf4a002da?í
^u»
£F)Mrecall_class_1
t–Kb909ac60efa34916b3a5fcfa7d51b3d0?í
^u»
˜F)Mrecall_class_1
q
­dbb799e10ef542809ffd4acb0bf32895?ìՏ¾Iì։E)M
recall_class_1
^Ç¢4d564f28efaa423a9d7e3df2f878b223?é'³V>ù(zE)M
recall_class_1
6͕1254413f339a43289dfd5de8b7802720?é=š±÷É>oE)M
recall_class_1
5à:8ee3eeb040c8478b82d3ec702378c408?é=š±÷É>dE)M
recall_class_1
5bâ40e8901ef7394dfc8363dd6af82cf816?é=š±÷É>YE)M
recall_class_1
4=”87cd75ef7f104f4ba6c1517ef9820ac9?éS‚
°™TNE)M
recall_class_1
3(c92bf13dd61e406e8d52c3e60e825ae9?èûäžÍXüCE)M
recall_class_1
/Ô
19e9ec7327f7489c848f625206caf618?éPÅ"98E)M
recall_class_1
&Ùÿ3a51f53a41584668826b144804278683?é'³V>ù(-E)M
recall_class_1
 V¦f4250c9350044642b30cce896b0e79fa?èûäžÍXü"F)Mrecall_class_0
åH”0f3681e9484b4a229a1cb383fb29c4b2?íù„ÜZ»ó
àF)Mrecall_class_0
â¤22ca28b0c6b249a68f54721edeb36bb6?íù„ÜZ»ó
ÕF)Mrecall_class_0
Ü6Þ37d5fd3375b44163bba626b30be16900?íù„ÜZ»ó
ÊF)Mrecall_class_0
Û=Ï8c4c8bc6eeef41a6a56c4a654b4f835f?í‘Ò¢{$
¿F)Mrecall_class_0
ºN‚f758f89f45b84b579ce7af1832fc0b50?íߘMÅ«¿
´F)Mrecall_class_0
¹æ6fc4f724758841958eb6cd940336f003?í«¿0›‹W
¨F)Mrecall_class_0
·së73257214c1234deeaa6c6988d2c62492?íù„ÜZ»ó
œF)Mrecall_class_0
¶Pm6ced8b3536514ee9baedcbb5b3480553?íù„ÜZ»ó
F)Mrecall_class_0
µ-0649ed79bd8341e1856a85d925434ec6?íÅ«¿0›‹
„F)Mrecall_class_0
´<264b1ba8ca34492f8c4a1b38043d92ce?íù„ÜZ»ó
xF)Mrecall_class_0
³”}64e41c8af598400e82af115512b2c498?íߘMÅ«¿
lF)Mrecall_class_0
²ö²673f6effcc694a79afa490e4c4615c9d?í«¿0›‹W
`F)Mrecall_class_0
±üÀ4b5569715e47432089055f7a3170a646?íwæqjð
TF)Mrecall_class_0
¯[x7885fa93615f4a50b8826629533b02f2?íÅ«¿0›‹
HF)Mrecall_class_0
­´,21f108117fe64cdfb2e3c9e0bd4462c1?í«¿0›‹W
<F)Mrecall_class_0
«¶Úa8e345aecabd4718b3f487e2d16e8cb7?íwæqjð
0F)Mrecall_class_0
ªóQa58c08eb77644c8ca8c38f6f13333c87?íߘMÅ«¿
$F)Mrecall_class_0
ªJ:95f46448c4c143d396457d452ee74f37?í«¿0›‹W
F)Mrecall_class_0
§§ï6947f20ba997407da8a39f270bf3b43a?í* g²:T
F)Mrecall_class_0
¢yö18365b7783714400a782721b7feb083d?íߘMÅ«¿
F)Mrecall_class_0
™“0569acda8a2c4c35939ad1804063fcf9?íù„ÜZ»óôF)Mrecall_class_0
˜î„32195c11cf434ed29f29292715a46473?í«¿0›‹WèF)Mrecall_class_0
–Z»c6a016dc1c0b440081ea575ec1cc2316?í«¿0›‹WÜF)Mrecall_class_0
•n(8fdef82198f04be8a4ec466cc1e1dcdf?íÅ«¿0›‹ÐF)Mrecall_class_0
•Z88ac1026184a48c1bd036c1c3a0546f9?íÅ«¿0›‹ÄF)Mrecall_class_0
‚É©62b4955e8fd743fca92a115e5ea27a75?í‘Ò¢{$¸F)Mrecall_class_0
 T54c2a06f524f483399af4e7048ce27f9?í‘Ò¢{$­F)Mrecall_class_0
|°ãe472909dd57c44d483988edaf4a002da?í‘Ò¢{$¢F)Mrecall_class_0
t–Gb909ac60efa34916b3a5fcfa7d51b3d0?í‘Ò¢{$—F)Mrecall_class_0
q
©dbb799e10ef542809ffd4acb0bf32895?íߘMÅ«¿ˆE)M
recall_class_0
^Ç 4d564f28efaa423a9d7e3df2f878b223?ëó	¸µwæy‹F)Mrecall_class_0
~Hm8e27978ace8f431daf6e86a84f911c76?ì&âÕߘN8E)M
recall_class_0
6͐1254413f339a43289dfd5de8b7802720?ìöGJˆn
šM
Z
4
èÂœvP*Þ¹”oJ%
Û
¶
‘
l
G
"	ý	Ø	²§[5éÝtN(ܶjDøÓ®‰d?õЫ†a<òÍÛ¶‘lG"üÖ°Šd>
ò
Ì
¦
€	~	X	2	æÀšwQ+ß¹“mG!
û
Õ
¯
‰
c
=
ñ%M6±š¬%M4b5569715e47432089055f7a3170a646
¥%M4b5569715e47432089055f7a3170a646
¤%M4b5569715e47432089055f7a3170a646
£%M4b5569715e47432089055f7a3170a646
¢%M4b5569715e47432089055f7a3170a646
¡%M4b5569715e47432089055f7a3170a646
 %M4b5569715e47432089055f7a3170a646
Ÿ%M4b5569715e47432089055f7a3170a646
ž$M
6492d7c77ba4419488020e32f5e31264$M
62b4955e8fd743fca92a115e5ea27a75i$M
62b4955e8fd743fca92a115e5ea27a75h$M
62b4955e8fd743fca92a115e5ea27a75g$M
62b4955e8fd743fca92a115e5ea27a75f$M
62b4955e8fd743fca92a115e5ea27a75e$M
62b4955e8fd743fca92a115e5ea27a75d$M
62b4955e8fd743fca92a115e5ea27a75c$M
4d564f28efaa423a9d7e3df2f878b223M$M
4d564f28efaa423a9d7e3df2f878b223L$M
4d564f28efaa423a9d7e3df2f878b223K$M
4d564f28efaa423a9d7e3df2f878b223J$M
4d564f28efaa423a9d7e3df2f878b223I$M
4d564f28efaa423a9d7e3df2f878b223H$M
4d564f28efaa423a9d7e3df2f878b223G%M4b5569715e47432089055f7a3170a646
°%M4b5569715e47432089055f7a3170a646
¯%M4b5569715e47432089055f7a3170a646
®%M4b5569715e47432089055f7a3170a646
­%M4b5569715e47432089055f7a3170a646
¬%M4b5569715e47432089055f7a3170a646
«%M4b5569715e47432089055f7a3170a646
ª%M4b5569715e47432089055f7a3170a646
©%M4b5569715e47432089055f7a3170a646
¨%M4b5569715e47432089055f7a3170a646
§%M4b5569715e47432089055f7a3170a646
¦
%M4b5569715e47432089055f7a3170a646
$M
40e8901ef7394dfc8363dd6af82cf8168$M
40e8901ef7394dfc8363dd6af82cf8167$M
40e8901ef7394dfc8363dd6af82cf8166$M
40e8901ef7394dfc8363dd6af82cf8165$M
40e8901ef7394dfc8363dd6af82cf8164$M
40e8901ef7394dfc8363dd6af82cf8163$M
40e8901ef7394dfc8363dd6af82cf8162$M
3d440a21f9fc4090a164fe9005445b5b$M
3d440a21f9fc4090a164fe9005445b5b$M
3d440a21f9fc4090a164fe9005445b5b$M
3d440a21f9fc4090a164fe9005445b5b$M
3d440a21f9fc4090a164fe9005445b5b$M
3d440a21f9fc4090a164fe9005445b5b$M
3d440a21f9fc4090a164fe9005445b5b%M3b3ce63bcf3a4a779b988dba6aac5694ü%M3b3ce63bcf3a4a779b988dba6aac5694û%M3b3ce63bcf3a4a779b988dba6aac5694ú%M3b3ce63bcf3a4a779b988dba6aac5694ù%M3b3ce63bcf3a4a779b988dba6aac5694ø%M3b3ce63bcf3a4a779b988dba6aac5694÷%M3b3ce63bcf3a4a779b988dba6aac5694ö%M3b3ce63bcf3a4a779b988dba6aac5694õ%M3b3ce63bcf3a4a779b988dba6aac5694ô%M3b3ce63bcf3a4a779b988dba6aac5694ó%M3b3ce63bcf3a4a779b988dba6aac5694ò%M64e41c8af598400e82af115512b2c498
Ï%M64e41c8af598400e82af115512b2c498
Î%M64e41c8af598400e82af115512b2c498
Í%M64e41c8af598400e82af115512b2c498
Ì%M64e41c8af598400e82af115512b2c498
Ë%M64e41c8af598400e82af115512b2c498
Ê%M64e41c8af598400e82af115512b2c498
É%M64e41c8af598400e82af115512b2c498
È%M64e41c8af598400e82af115512b2c498
Ç%M64e41c8af598400e82af115512b2c498
Æ%M64e41c8af598400e82af115512b2c498
Å$M
6492d7c77ba4419488020e32f5e31264#$M
6492d7c77ba4419488020e32f5e31264"$M
6492d7c77ba4419488020e32f5e31264!$M
6492d7c77ba4419488020e32f5e31264 $M
6492d7c77ba4419488020e32f5e31264$M
6492d7c77ba4419488020e32f5e31264
E´
Ñ	Æ	Ž	V	Cå­
ã<Ì”[
q#ê±
_x@Ε]$
˜ë³zA	И_'îíµ
ª
ÇŽVq
&|t8
ÿ
Æ

T
âªq9ÇŽ´U
8	ÿä«81Mmlflow.source.type8e27978ace8f431daf6e86a84f911c76'81Mmlflow.source.type483cc34ba8424e89aebf16f836111d8d
ç81Mmlflow.source.type64e41c8af598400e82af115512b2c498
c81Mmlflow.source.type0f3681e9484b4a229a1cb383fb29c4b2
×81Mmlflow.source.type22ca28b0c6b249a68f54721edeb36bb6
Ï81Mmlflow.source.named4f3bbd8eac14cdcaf9aa141e6290fa9
Ê81Mmlflow.source.type4d564f28efaa423a9d7e3df2f878b223§81Mmlflow.source.namee40c03c9b5a84eda97a317fc9c2b3937
ê81Mmlflow.source.type673f6effcc694a79afa490e4c4615c9d
[81Mmlflow.source.type4b5569715e47432089055f7a3170a646
S81Mmlflow.source.type40e8901ef7394dfc8363dd6af82cf81671M
mlflow.source.type40e18681e750483da4b16d4c6014456081Mmlflow.source.type3e5113ce9ed64954b8b9bee01b9e1a4e»71M
mlflow.source.type3d440a21f9fc4090a164fe9005445b5bs81Mmlflow.source.type3b3ce63bcf3a4a779b988dba6aac5694
71M
mlflow.source.type3a51f53a41584668826b144804278683O81Mmlflow.source.type37d5fd3375b44163bba626b30be16900
¯81Mmlflow.source.type32195c11cf434ed29f29292715a46473
71M
mlflow.source.type2cb6550b6f724adaab9d539c1e834fee+81Mmlflow.source.type264b1ba8ca34492f8c4a1b38043d92ce
k81Mmlflow.source.type21f108117fe64cdfb2e3c9e0bd4462c1
C71M
mlflow.source.type19e9ec7327f7489c848f625206caf618g81Mmlflow.source.type189fafb42e84430ea113096468bd6878
81Mmlflow.source.type18365b7783714400a782721b7feb083d
81Mmlflow.source.type18048826cd1d481e9243f25822f84c64ã71M
mlflow.source.type16f7e44d2fe6452399c766fd295f2d16381Mmlflow.source.type1254413f339a43289dfd5de8b7802720Ÿ81Mmlflow.source.type0649ed79bd8341e1856a85d925434ec6
s81Mmlflow.source.type0569acda8a2c4c35939ad1804063fcf9
71M
mlflow.source.type001d4e96279c47eaa6b1b4d3a61c1fd1G81Mmlflow.source.namef758f89f45b84b579ce7af1832fc0b50
’71M
mlflow.source.namef4250c9350044642b30cce896b0e79fa:71M
mlflow.source.nameeffcda97d1d244d7a1d38cb57b4ee9cen71M
mlflow.source.nameeb961e7539a14cf298fb29978541e39dJ71M
mlflow.source.nameea8efe865c0c4e36abdb6a1d4da593db81Mmlflow.source.type6947f20ba997407da8a39f270bf3b43a
#71M
mlflow.source.namee7b64a0462a44858abfe8f0854c7b62cb81Mmlflow.source.namee472909dd57c44d483988edaf4a002daÊ71M
mlflow.source.namee1fd092be86a48178077d59bfa6d216471M
mlflow.source.namedfe57537d98d4eb1aa4e2d2acf9a08bev71M
mlflow.source.namededd98e887ad4c8fbc12f11f00980e29Z81Mmlflow.source.namedbb799e10ef542809ffd4acb0bf32895²81Mmlflow.source.type9ca38fe0f3ab4c20a735a4d3f1b2cdc2
Ÿ81Mmlflow.source.type95f46448c4c143d396457d452ee74f37
+81Mmlflow.source.namefb6d8d4bd41f45abb36b3b58fe160c81"81Mmlflow.source.type4c19390a154f4b63ba9e208e73e24a5c81Mmlflow.source.namee97039aef5f14dc6bf7d2d1b7cc3774281Mmlflow.source.type8fdef82198f04be8a4ec466cc1e1dcdfó81Mmlflow.source.type8ee3eeb040c8478b82d3ec702378c408—81Mmlflow.source.type8c4c8bc6eeef41a6a56c4a654b4f835f
§81Mmlflow.source.type89fe397d80d049218100366806f89a2f
û81Mmlflow.source.type88ac1026184a48c1bd036c1c3a0546f9ë71M
mlflow.source.type87fc49bf8ec1425285c79fe9794e7ca6C81Mmlflow.source.type87cd75ef7f104f4ba6c1517ef9820ac9‡71M
mlflow.source.type869a6cf62f0f4ab5970b9285da5679e1?81Mmlflow.source.type7885fa93615f4a50b8826629533b02f2
K81Mmlflow.source.type7432b033d05b412da743757f24853ab2
£81Mmlflow.source.type73257214c1234deeaa6c6988d2c62492
ƒ81Mmlflow.source.type6fc4f724758841958eb6cd940336f003
‹81Mmlflow.source.type6f87dd19758c4f7aafd73cd1b9091096
Ã81Mmlflow.source.type6ecbd03e4c0f478d814226174270c17b
Ç81Mmlflow.source.type6ced8b3536514ee9baedcbb5b3480553
{71M
mlflow.source.type649c4e675e9346149b1eaac835ae114081Mmlflow.source.typea32ccc1cb12b4d00beeae256d8d8c89481Mmlflow.source.typea2a03aca384e4a65861a1c9d5b5c1fc2
ß81Mmlflow.source.type5ba59920410e4142a69c589853ef2bcc
ó71M
mlflow.source.type6492d7c77ba4419488020e32f5e31264{81Mmlflow.source.type62b4955e8fd743fca92a115e5ea27a75Û81Mmlflow.source.type54c2a06f524f483399af4e7048ce27f9Ó
E
ÎË—b-ùûÅ‘](
ó
¾
Š
V
!ì¸ƒNä¯{G
Þ
ª
v
A
	×	¢0	m	8	ΙeÆ‘
Î](ó¾‰T궁Lã®zEÝ©t?
Ö¢m84)MTarget_Drift_48e27978ace8f431daf6e86a84f911c76©4)MTarget_Drift_422ca28b0c6b249a68f54721edeb36bb6¢4)MTarget_Drift_5189fafb42e84430ea113096468bd6878
#4)MTarget_Drift_518365b7783714400a782721b7feb083d
3)M
Target_Drift_518048826cd1d481e9243f25822f84c64o3)M
Target_Drift_51254413f339a43289dfd5de8b7802720E4)MTarget_Drift_50649ed79bd8341e1856a85d925434ec6
ÿ4)MTarget_Drift_50569acda8a2c4c35939ad1804063fcf9ç4)MTarget_Drift_4f758f89f45b84b579ce7af1832fc0b50N3)M
Target_Drift_4effcda97d1d244d7a1d38cb57b4ee9ce3)M
Target_Drift_4dfe57537d98d4eb1aa4e2d2acf9a08be3)M
Target_Drift_4dbb799e10ef542809ffd4acb0bf32895Y4)MTarget_Drift_4d4f3bbd8eac14cdcaf9aa141e6290fa9›3)M
Target_Drift_4d1c8a5a9a969401fad81306cbc9afbdfR4)MTarget_Drift_4d1b51aff7c6c4b36b00915604c4a88dc4)MTarget_Drift_4d16b13fb33914587b58d50225fdbd78eU3)M
Target_Drift_4c92bf13dd61e406e8d52c3e60e825ae9(4)MTarget_Drift_4c6a016dc1c0b440081ea575ec1cc2316¾4)MTarget_Drift_4c3984bc02445400097c1db522d8dde50†3)M
Target_Drift_4b909ac60efa34916b3a5fcfa7d51b3d0`4)MTarget_Drift_4b38c37f069304b85913c431a1516e105x4)MTarget_Drift_4a8e345aecabd4718b3f487e2d16e8cb7
r4)MTarget_Drift_4a7328ac3af944ba49089dc0abac2a5c3‚4)MTarget_Drift_4a58c08eb77644c8ca8c38f6f13333c87
^4)MTarget_Drift_49ca38fe0f3ab4c20a735a4d3f1b2cdc2\4)MTarget_Drift_495f46448c4c143d396457d452ee74f37
J4)MTarget_Drift_48fdef82198f04be8a4ec466cc1e1dcdfª3)M
Target_Drift_48ee3eeb040c8478b82d3ec702378c408=4)MTarget_Drift_48c4c8bc6eeef41a6a56c4a654b4f835fj4)MTarget_Drift_488ac1026184a48c1bd036c1c3a0546f9–4)MTarget_Drift_3d4f3bbd8eac14cdcaf9aa141e6290fa9š4)MTarget_Drift_46ecbd03e4c0f478d814226174270c17b”3)M
Target_Drift_487cd75ef7f104f4ba6c1517ef9820ac9/4)MTarget_Drift_47885fa93615f4a50b8826629533b02f2
š4)MTarget_Drift_47432b033d05b412da743757f24853ab2c4)MTarget_Drift_473257214c1234deeaa6c6988d2c62492&4)MTarget_Drift_46fc4f724758841958eb6cd940336f003:4)MTarget_Drift_46f87dd19758c4f7aafd73cd1b90910964)MTarget_Drift_46ced8b3536514ee9baedcbb5b34805534)MTarget_Drift_46947f20ba997407da8a39f270bf3b43a
64)MTarget_Drift_4673f6effcc694a79afa490e4c4615c9d
Â4)MTarget_Drift_464e41c8af598400e82af115512b2c498
Ö3)M
Target_Drift_46492d7c77ba4419488020e32f5e31264!3)M
Target_Drift_462b4955e8fd743fca92a115e5ea27a75g3)M
Target_Drift_44d564f28efaa423a9d7e3df2f878b223K4)MTarget_Drift_44b5569715e47432089055f7a3170a646
®3)M
Target_Drift_440e8901ef7394dfc8363dd6af82cf81663)M
Target_Drift_43d440a21f9fc4090a164fe9005445b5b4)MTarget_Drift_43b3ce63bcf3a4a779b988dba6aac5694ú4)MTarget_Drift_437d5fd3375b44163bba626b30be16900q4)MTarget_Drift_432195c11cf434ed29f29292715a46473Ò4)MTarget_Drift_4264b1ba8ca34492f8c4a1b38043d92ce
ê4)MTarget_Drift_421f108117fe64cdfb2e3c9e0bd4462c1
†3)M
Target_Drift_419e9ec7327f7489c848f625206caf6184)MTarget_Drift_4189fafb42e84430ea113096468bd6878
"4)MTarget_Drift_418365b7783714400a782721b7feb083d
3)M
Target_Drift_418048826cd1d481e9243f25822f84c64n3)M
Target_Drift_41254413f339a43289dfd5de8b7802720D4)MTarget_Drift_40649ed79bd8341e1856a85d925434ec6
þ4)MTarget_Drift_40569acda8a2c4c35939ad1804063fcf9æ4)MTarget_Drift_3f758f89f45b84b579ce7af1832fc0b50M3)M
Target_Drift_3effcda97d1d244d7a1d38cb57b4ee9ce3)M
Target_Drift_3dfe57537d98d4eb1aa4e2d2acf9a08be3)M
Target_Drift_3dbb799e10ef542809ffd4acb0bf32895X3)M
Target_Drift_3d1c8a5a9a969401fad81306cbc9afbdfQ4)MTarget_Drift_3d1b51aff7c6c4b36b00915604c4a88dc~4)MTarget_Drift_3d16b13fb33914587b58d50225fdbd78eT3)M
Target_Drift_3c92bf13dd61e406e8d52c3e60e825ae9'4)MTarget_Drift_3c6a016dc1c0b440081ea575ec1cc2316½
:·ÀAÁ{5
ï
©
c
Õ•TÜ–P

Ä
~
8	ò	ª	j	)ë±k%ß™S
Ç?þÀ†@ú´n(âœTÓ•[
Ï
‰
Cý·C‚))Mrecall_class_5?ïÒ­îÚ
ªóda58c08eb77644c8ca8c38f6f13333c87C‚()Mrecall_class_4?ëø³ý‘T†
ªó_a58c08eb77644c8ca8c38f6f13333c87C‚')Mrecall_class_3?ꦄG–-!
ªó\a58c08eb77644c8ca8c38f6f13333c87C‚&)Mrecall_class_2?è[³•Ò&
ªóXa58c08eb77644c8ca8c38f6f13333c87C‚%)Mrecall_class_1?ìëw¼ë
ªóTa58c08eb77644c8ca8c38f6f13333c87C‚$)Mrecall_class_0?íߘMÅ«¿
ªóQa58c08eb77644c8ca8c38f6f13333c877‚#Mf1?ìðK¶ÓÎ
ªóIa58c08eb77644c8ca8c38f6f13333c87;‚"Mrecall?ìíâ7•_
ªóEa58c08eb77644c8ca8c38f6f13333c87>‚!Mprecision?ìòJµÌ¥
ªóAa58c08eb77644c8ca8c38f6f13333c87=‚ Maccuracy?ìíâ7•_
ªó;a58c08eb77644c8ca8c38f6f13333c87E‚-Mmean_cv_accuracy?ìô}{ċ
ªÓ»a58c08eb77644c8ca8c38f6f13333c87C‚)Mrecall_class_6?ïߞܕÁD
ªJP95f46448c4c143d396457d452ee74f37C‚)Mrecall_class_5?ï
9‘ÂÁˆ
ªJM95f46448c4c143d396457d452ee74f37C‚)Mrecall_class_4?ëªÞŽJ/n
ªJI95f46448c4c143d396457d452ee74f37C‚)Mrecall_class_3?ê[ÑP%Y|
ªJE95f46448c4c143d396457d452ee74f37C‚)Mrecall_class_2?èÕø[³•
ªJB95f46448c4c143d396457d452ee74f37C‚)Mrecall_class_1?ìՏ¾IìÖ
ªJ>95f46448c4c143d396457d452ee74f37C‚)Mrecall_class_0?í«¿0›‹W
ªJ:95f46448c4c143d396457d452ee74f377‚Mf1?ìÜçiŠ
ªJ395f46448c4c143d396457d452ee74f37;‚Mrecall?ìÛ¬'j
ªJ/95f46448c4c143d396457d452ee74f37>‚Mprecision?ìÞ"Åî95
ªJ+95f46448c4c143d396457d452ee74f37=‚Maccuracy?ìÛ¬'j
ªJ!95f46448c4c143d396457d452ee74f37E‚-Mmean_cv_accuracy?ìݸ0¡d
©¾á95f46448c4c143d396457d452ee74f37C‚)Mrecall_class_6?ï¯
'vc)
§¨6947f20ba997407da8a39f270bf3b43aC‚)Mrecall_class_5?íÛ@ë-R
§¨6947f20ba997407da8a39f270bf3b43aC‚)Mrecall_class_4?êLžŠƒ
§§þ6947f20ba997407da8a39f270bf3b43aC‚)Mrecall_class_3?特ø8:
§§ú6947f20ba997407da8a39f270bf3b43aC‚)Mrecall_class_2?çÈú¦—N¶
§§ö6947f20ba997407da8a39f270bf3b43aC‚
)Mrecall_class_1?ìm„Êœ
§§ó6947f20ba997407da8a39f270bf3b43aC‚)Mrecall_class_0?í* g²:T
§§ï6947f20ba997407da8a39f270bf3b43a7‚Mf1?ëʀša‰U
§§ç6947f20ba997407da8a39f270bf3b43a;‚
Mrecall?ëʁ/…
§§ä6947f20ba997407da8a39f270bf3b43a>‚	Mprecision?ëʀ>Ú
§§ß6947f20ba997407da8a39f270bf3b43a=‚Maccuracy?ëʁ/…
§§Ú6947f20ba997407da8a39f270bf3b43aE‚-Mmean_cv_accuracy?ëüK¿<í
§h6947f20ba997407da8a39f270bf3b43aC‚)Mrecall_class_6?ïߞܕÁD
¢z18365b7783714400a782721b7feb083dC‚)Mrecall_class_5?ï
9‘ÂÁˆ
¢z18365b7783714400a782721b7feb083dC‚)Mrecall_class_4?ë—i2xf(
¢z18365b7783714400a782721b7feb083dC‚)Mrecall_class_3?ê¿jšY
¢z
18365b7783714400a782721b7feb083dC‚)Mrecall_class_2?è[³•Ò&
¢yý18365b7783714400a782721b7feb083dC‚
)Mrecall_class_1?í------
¢yú18365b7783714400a782721b7feb083dC‚)Mrecall_class_0?íߘMÅ«¿
¢yö18365b7783714400a782721b7feb083d7Mf1?ìélÆ4œ
¢yï18365b7783714400a782721b7feb083d;~Mrecall?ìçÐ2­c
¢yë18365b7783714400a782721b7feb083d>}Mprecision?ìêNÃüG
¢yç18365b7783714400a782721b7feb083d=|Maccuracy?ìçÐ2­c
¢yâ18365b7783714400a782721b7feb083dE{-Mmean_cv_accuracy?ìú
˜Ú
¢Læ18365b7783714400a782721b7feb083dCz)Mrecall_class_6?ïߞܕÁD
™©0569acda8a2c4c35939ad1804063fcf9Cy)Mrecall_class_5?îŸ<æG
™¥0569acda8a2c4c35939ad1804063fcf9Cx)Mrecall_class_4?êèHøR³
™¢0569acda8a2c4c35939ad1804063fcf9Cw)Mrecall_class_3?êt·¢ J³
™ž0569acda8a2c4c35939ad1804063fcf9Cv)Mrecall_class_2?çánÎTI
™š0569acda8a2c4c35939ad1804063fcf9Cu)Mrecall_class_1?ìh
ó­Üh
™–0569acda8a2c4c35939ad1804063fcf9Ct)Mrecall_class_0?íù„ÜZ»ó
™“0569acda8a2c4c35939ad1804063fcf97sMf1?썏#c‹K
™Œ0569acda8a2c4c35939ad1804063fcf9;rMrecall?ìŒÁߏ²š
™ˆ0569acda8a2c4c35939ad1804063fcf9>qMprecision?ìŽ\r¿Mè
™„0569acda8a2c4c35939ad1804063fcf9=pMaccuracy?ìŒÁߏ²š
™z0569acda8a2c4c35939ad1804063fcf9
:·ÀAÁ{5
ï
©
c
Õ•TÜ–P

Ä
~
8	ò	ª	j	)ë±k%ß™S
Ç?þÀ†@ú´n(âœTÓ•[
Ï
‰
Cý·C‚))Mrecall_class_5?ïÒ­îÚ
ªóda58c08eb77644c8ca8c38f6f13333c87C‚()Mrecall_class_4?ëø³ý‘T†
ªó_a58c08eb77644c8ca8c38f6f13333c87C‚')Mrecall_class_3?ꦄG–-!
ªó\a58c08eb77644c8ca8c38f6f13333c87C‚&)Mrecall_class_2?è[³•Ò&
ªóXa58c08eb77644c8ca8c38f6f13333c87C‚%)Mrecall_class_1?ìëw¼ë
ªóTa58c08eb77644c8ca8c38f6f13333c87C‚$)Mrecall_class_0?íߘMÅ«¿
ªóQa58c08eb77644c8ca8c38f6f13333c877‚#Mf1?ìðK¶ÓÎ
ªóIa58c08eb77644c8ca8c38f6f13333c87;‚"Mrecall?ìíâ7•_
ªóEa58c08eb77644c8ca8c38f6f13333c87>‚!Mprecision?ìòJµÌ¥
ªóAa58c08eb77644c8ca8c38f6f13333c87=‚ Maccuracy?ìíâ7•_
ªó;a58c08eb77644c8ca8c38f6f13333c87E‚-Mmean_cv_accuracy?ìô}{ċ
ªÓ»a58c08eb77644c8ca8c38f6f13333c87C‚)Mrecall_class_6?ïߞܕÁD
ªJP95f46448c4c143d396457d452ee74f37C‚)Mrecall_class_5?ï
9‘ÂÁˆ
ªJM95f46448c4c143d396457d452ee74f37C‚)Mrecall_class_4?ëªÞŽJ/n
ªJI95f46448c4c143d396457d452ee74f37C‚)Mrecall_class_3?ê[ÑP%Y|
ªJE95f46448c4c143d396457d452ee74f37C‚)Mrecall_class_2?èÕø[³•
ªJB95f46448c4c143d396457d452ee74f37C‚)Mrecall_class_1?ìՏ¾IìÖ
ªJ>95f46448c4c143d396457d452ee74f37C‚)Mrecall_class_0?í«¿0›‹W
ªJ:95f46448c4c143d396457d452ee74f377‚Mf1?ìÜçiŠ
ªJ395f46448c4c143d396457d452ee74f37;‚Mrecall?ìÛ¬'j
ªJ/95f46448c4c143d396457d452ee74f37>‚Mprecision?ìÞ"Åî95
ªJ+95f46448c4c143d396457d452ee74f37=‚Maccuracy?ìÛ¬'j
ªJ!95f46448c4c143d396457d452ee74f37E‚-Mmean_cv_accuracy?ìݸ0¡d
©¾á95f46448c4c143d396457d452ee74f37C‚)Mrecall_class_6?ï¯
'vc)
§¨6947f20ba997407da8a39f270bf3b43aC‚)Mrecall_class_5?íÛ@ë-R
§¨6947f20ba997407da8a39f270bf3b43aC‚)Mrecall_class_4?êLžŠƒ
§§þ6947f20ba997407da8a39f270bf3b43aC‚)Mrecall_class_3?特ø8:
§§ú6947f20ba997407da8a39f270bf3b43aC‚)Mrecall_class_2?çÈú¦—N¶
§§ö6947f20ba997407da8a39f270bf3b43aC‚
)Mrecall_class_1?ìm„Êœ
§§ó6947f20ba997407da8a39f270bf3b43aC‚)Mrecall_class_0?í* g²:T
§§ï6947f20ba997407da8a39f270bf3b43a7‚Mf1?ëʀša‰U
§§ç6947f20ba997407da8a39f270bf3b43a;‚
Mrecall?ëʁ/…
§§ä6947f20ba997407da8a39f270bf3b43a>‚	Mprecision?ëʀ>Ú
§§ß6947f20ba997407da8a39f270bf3b43a=‚Maccuracy?ëʁ/…
§§Ú6947f20ba997407da8a39f270bf3b43aE‚-Mmean_cv_accuracy?ëüK¿<í
§h6947f20ba997407da8a39f270bf3b43aC‚)Mrecall_class_6?ïߞܕÁD
¢z18365b7783714400a782721b7feb083dC‚)Mrecall_class_5?ï
9‘ÂÁˆ
¢z18365b7783714400a782721b7feb083dC‚)Mrecall_class_4?ë—i2xf(
¢z18365b7783714400a782721b7feb083dC‚)Mrecall_class_3?ê¿jšY
¢z
18365b7783714400a782721b7feb083dC‚)Mrecall_class_2?è[³•Ò&
¢yý18365b7783714400a782721b7feb083dC‚
)Mrecall_class_1?í------
¢yú18365b7783714400a782721b7feb083dC‚)Mrecall_class_0?íߘMÅ«¿
¢yö18365b7783714400a782721b7feb083d7Mf1?ìélÆ4œ
¢yï18365b7783714400a782721b7feb083d;~Mrecall?ìçÐ2­c
¢yë18365b7783714400a782721b7feb083d>}Mprecision?ìêNÃüG
¢yç18365b7783714400a782721b7feb083d=|Maccuracy?ìçÐ2­c
¢yâ18365b7783714400a782721b7feb083dE{-Mmean_cv_accuracy?ìú
˜Ú
¢Læ18365b7783714400a782721b7feb083dCz)Mrecall_class_6?ïߞܕÁD
™©0569acda8a2c4c35939ad1804063fcf9Cy)Mrecall_class_5?îŸ<æG
™¥0569acda8a2c4c35939ad1804063fcf9Cx)Mrecall_class_4?êèHøR³
™¢0569acda8a2c4c35939ad1804063fcf9Cw)Mrecall_class_3?êt·¢ J³
™ž0569acda8a2c4c35939ad1804063fcf9Cv)Mrecall_class_2?çánÎTI
™š0569acda8a2c4c35939ad1804063fcf9Cu)Mrecall_class_1?ìh
ó­Üh
™–0569acda8a2c4c35939ad1804063fcf9Ct)Mrecall_class_0?íù„ÜZ»ó
™“0569acda8a2c4c35939ad1804063fcf97sMf1?썏#c‹K
™Œ0569acda8a2c4c35939ad1804063fcf9;rMrecall?ìŒÁߏ²š
™ˆ0569acda8a2c4c35939ad1804063fcf9>qMprecision?ìŽ\r¿Mè
™„0569acda8a2c4c35939ad1804063fcf9=pMaccuracy?ìŒÁߏ²š
™z0569acda8a2c4c35939ad1804063fcf9
DTÔ§{N"õÈœpC
Ù
¤
p
;
Òh3þÊ–a-
ø
Ã
Ž
Y
$	ï	º	…	P	ç²H}Tç²}HÞ©t?
Ö¡l7Ιd/úÆ‘](ó¾‰4)Mrecall_class_08e27978ace8f431daf6e86a84f911c7684)Mrecall_class_132195c11cf434ed29f29292715a46473é4)Mrecall_class_1264b1ba8ca34492f8c4a1b38043d92ce
y4)Mrecall_class_122ca28b0c6b249a68f54721edeb36bb6
Ö4)Mrecall_class_121f108117fe64cdfb2e3c9e0bd4462c1
=3)M
recall_class_119e9ec7327f7489c848f625206caf61884)Mrecall_class_118365b7783714400a782721b7feb083d

3)M
recall_class_11254413f339a43289dfd5de8b7802720o4)Mrecall_class_10f3681e9484b4a229a1cb383fb29c4b2
á4)Mrecall_class_10649ed79bd8341e1856a85d925434ec6
…4)Mrecall_class_10569acda8a2c4c35939ad1804063fcf9õ4)Mrecall_class_0f758f89f45b84b579ce7af1832fc0b50
´3)M
recall_class_0f4250c9350044642b30cce896b0e79fa!4)Mrecall_class_0e97039aef5f14dc6bf7d2d1b7cc37742-4)Mrecall_class_0e472909dd57c44d483988edaf4a002da¢4)Mrecall_class_0e40c03c9b5a84eda97a317fc9c2b3937
ö4)Mrecall_class_0dbb799e10ef542809ffd4acb0bf32895ˆ3)M
recall_class_0c92bf13dd61e406e8d52c3e60e825ae9B4)Mrecall_class_0c6a016dc1c0b440081ea575ec1cc2316Ü4)Mrecall_class_0b909ac60efa34916b3a5fcfa7d51b3d0—4)Mrecall_class_0af86afa3f2194726b350927336a6b406"4)Mrecall_class_0a8e345aecabd4718b3f487e2d16e8cb7
04)Mrecall_class_0a58c08eb77644c8ca8c38f6f13333c87
$4)Mrecall_class_0a32ccc1cb12b4d00beeae256d8d8c8944)Mrecall_class_0a2a03aca384e4a65861a1c9d5b5c1fc2
ë4)Mrecall_class_095f46448c4c143d396457d452ee74f37
4)Mrecall_class_08fdef82198f04be8a4ec466cc1e1dcdfÐ3)M
recall_class_08ee3eeb040c8478b82d3ec702378c408c,Mrecalle97039aef5f14dc6bf7d2d1b7cc37742+4)Mrecall_class_089fe397d80d049218100366806f89a2f4)Mrecall_class_08c4c8bc6eeef41a6a56c4a654b4f835f
¿4)Mrecall_class_088ac1026184a48c1bd036c1c3a0546f9Ä3)M
recall_class_087cd75ef7f104f4ba6c1517ef9820ac9M4)Mrecall_class_07885fa93615f4a50b8826629533b02f2
H4)Mrecall_class_073257214c1234deeaa6c6988d2c62492
œ4)Mrecall_class_06fc4f724758841958eb6cd940336f003
¨4)Mrecall_class_06ced8b3536514ee9baedcbb5b3480553
4)Mrecall_class_06947f20ba997407da8a39f270bf3b43a
4)Mrecall_class_0673f6effcc694a79afa490e4c4615c9d
`4)Mrecall_class_064e41c8af598400e82af115512b2c498
l4)Mrecall_class_062b4955e8fd743fca92a115e5ea27a75¸4)Mrecall_class_05ba59920410e4142a69c589853ef2bcc
4)Mrecall_class_054c2a06f524f483399af4e7048ce27f9­3)M
recall_class_04d564f28efaa423a9d7e3df2f878b223y4)Mrecall_class_04b5569715e47432089055f7a3170a646
T3)M
recall_class_040e8901ef7394dfc8363dd6af82cf816X3)M
recall_class_03a51f53a41584668826b144804278683,4)Mrecall_class_037d5fd3375b44163bba626b30be16900
Ê4)Mrecall_class_032195c11cf434ed29f29292715a46473è4)Mrecall_class_0264b1ba8ca34492f8c4a1b38043d92ce
x4)Mrecall_class_022ca28b0c6b249a68f54721edeb36bb6
Õ4)Mrecall_class_021f108117fe64cdfb2e3c9e0bd4462c1
<3)M
recall_class_019e9ec7327f7489c848f625206caf61874)Mrecall_class_018365b7783714400a782721b7feb083d
3)M
recall_class_01254413f339a43289dfd5de8b7802720n4)Mrecall_class_00f3681e9484b4a229a1cb383fb29c4b2
à4)Mrecall_class_00649ed79bd8341e1856a85d925434ec6
„4)Mrecall_class_00569acda8a2c4c35939ad1804063fcf9ô,Mrecallf758f89f45b84b579ce7af1832fc0b50
²+M
recallf4250c9350044642b30cce896b0e79fa+M
recallea8efe865c0c4e36abdb6a1d4da593db,Mrecalle472909dd57c44d483988edaf4a002da ,Mrecalle40c03c9b5a84eda97a317fc9c2b3937
ô+M
recalle1fd092be86a48178077d59bfa6d2164,Mrecalldbb799e10ef542809ffd4acb0bf32895†+M
recalld3b261ca0d5d439aa91bd0076a9f9c18,Mrecalld1c8a5a9a969401fad81306cbc9afbdf‚+M
recallc92bf13dd61e406e8d52c3e60e825ae9@
]
‘
W
è±Þ„M
¸
z
 ±w?Ñ<þ¤mØš@
Ò
˜
`
)ò]‚*1AMmlflow.source.name/Users/arham/anaconda3/envs/DataScience/lib/python3.10/site-packages/ipykernel_launcher.py95f46448c4c143d396457d452ee74f374‚)#Mmlflow.userarham95f46448c4c143d396457d452ee74f374‚('MpreprocessingYes6947f20ba997407da8a39f270bf3b43a5‚'!Mmodel_nameXGBoost6947f20ba997407da8a39f270bf3b43a7‚&#MexperimentsArham A.6947f20ba997407da8a39f270bf3b43a„j‚%=ˆgMmlflow.log-model.history[{"run_id": "6947f20ba997407da8a39f270bf3b43a", "artifact_path": "model", "utc_time_created": "2024-04-25 19:07:17.385046", "flavors": {"python_function": {"loader_module": "mlflow.xgboost", "python_version": "3.10.13", "data": "model.xgb", "env": {"conda": "conda.yaml", "virtualenv": "python_env.yaml"}}, "xgboost": {"xgb_version": "1.7.3", "data": "model.xgb", "model_class": "xgboost.sklearn.XGBClassifier", "model_format": "xgb", "code": null}}, "model_uuid": "4771e6de71bc4745bc5bbb9f86dde99a", "mlflow_version": "2.10.2", "model_size_bytes": 700190}]6947f20ba997407da8a39f270bf3b43aW‚$)WMmlflow.runNameXGB_with_Feature_Engineering_optuna_06947f20ba997407da8a39f270bf3b43a;‚#1Mmlflow.source.typeLOCAL6947f20ba997407da8a39f270bf3b43a‚"1AMmlflow.source.name/Users/arham/anaconda3/envs/DataScience/lib/python3.10/site-packages/ipykernel_launcher.py6947f20ba997407da8a39f270bf3b43a4‚!#Mmlflow.userarham6947f20ba997407da8a39f270bf3b43aW‚ )WMmlflow.runNameXGB_with_Feature_Engineering_optuna_1189fafb42e84430ea113096468bd6878;‚1Mmlflow.source.typeLOCAL189fafb42e84430ea113096468bd6878‚1AMmlflow.source.name/Users/arham/anaconda3/envs/DataScience/lib/python3.10/site-packages/ipykernel_launcher.py189fafb42e84430ea113096468bd68784‚#Mmlflow.userarham189fafb42e84430ea113096468bd68784‚'MpreprocessingYes18365b7783714400a782721b7feb083d5‚!Mmodel_nameXGBoost18365b7783714400a782721b7feb083d7‚#MexperimentsArham A.18365b7783714400a782721b7feb083d„k‚=ˆiMmlflow.log-model.history[{"run_id": "18365b7783714400a782721b7feb083d", "artifact_path": "model", "utc_time_created": "2024-04-25 19:01:37.938400", "flavors": {"python_function": {"loader_module": "mlflow.xgboost", "python_version": "3.10.13", "data": "model.xgb", "env": {"conda": "conda.yaml", "virtualenv": "python_env.yaml"}}, "xgboost": {"xgb_version": "1.7.3", "data": "model.xgb", "model_class": "xgboost.sklearn.XGBClassifier", "model_format": "xgb", "code": null}}, "model_uuid": "f7090eeded584ea8b2a86a4372991a5e", "mlflow_version": "2.10.2", "model_size_bytes": 2430886}]18365b7783714400a782721b7feb083dW‚)WMmlflow.runNameXGB_with_Feature_Engineering_optuna_018365b7783714400a782721b7feb083d;‚1Mmlflow.source.typeLOCAL18365b7783714400a782721b7feb083d‚1AMmlflow.source.name/Users/arham/anaconda3/envs/DataScience/lib/python3.10/site-packages/ipykernel_launcher.py18365b7783714400a782721b7feb083d4‚#Mmlflow.userarham18365b7783714400a782721b7feb083dW‚)WMmlflow.runNameXGB_with_Feature_Engineering_optuna_53b3ce63bcf3a4a779b988dba6aac5694;‚1Mmlflow.source.typeLOCAL3b3ce63bcf3a4a779b988dba6aac5694‚1AMmlflow.source.name/Users/arham/anaconda3/envs/DataScience/lib/python3.10/site-packages/ipykernel_launcher.py3b3ce63bcf3a4a779b988dba6aac56944‚#Mmlflow.userarham3b3ce63bcf3a4a779b988dba6aac56944‚'MpreprocessingYes0569acda8a2c4c35939ad1804063fcf95‚!Mmodel_nameXGBoost0569acda8a2c4c35939ad1804063fcf97‚#MexperimentsArham A.0569acda8a2c4c35939ad1804063fcf9„k‚
=ˆiMmlflow.log-model.history[{"run_id": "0569acda8a2c4c35939ad1804063fcf9", "artifact_path": "model", "utc_time_created": "2024-04-25 18:51:57.228755", "flavors": {"python_function": {"loader_module": "mlflow.xgboost", "python_version": "3.10.13", "data": "model.xgb", "env": {"conda": "conda.yaml", "virtualenv": "python_env.yaml"}}, "xgboost": {"xgb_version": "1.7.3", "data": "model.xgb", "model_class": "xgboost.sklearn.XGBClassifier", "model_format": "xgb", "code": null}}, "model_uuid": "d67c0b4c65dd44058d7fafffab6e9172", "mlflow_version": "2.10.2", "model_size_bytes": 3186080}]0569acda8a2c4c35939ad1804063fcf9
>™Ê’_%ã Y$
ç
¶
|
3ê¢XÂzI

Ë
“
`
&	æ	¡	[	&é¸~5ì¤ZÄ|KÍ•b(ê¥_*í¼‚9ð¨^
È
€
O
ҙ6‚(-Mmin_child_weight106947f20ba997407da8a39f270bf3b43a2‚'%Mn_estimators776947f20ba997407da8a39f270bf3b43aE‚&'5Mlearning_rate0.0133949885066704736947f20ba997407da8a39f270bf3b43a.‚%Mmax_depth56947f20ba997407da8a39f270bf3b43aE‚$)3MTarget_Drift_60.01042920694244659189fafb42e84430ea113096468bd6878I‚#);MTarget_Drift_5-0.00032756263090533144189fafb42e84430ea113096468bd6878G‚")7MTarget_Drift_4-0.017190035106736085189fafb42e84430ea113096468bd6878G‚!)7MTarget_Drift_3-0.001077949504617301189fafb42e84430ea113096468bd6878E‚ )3MTarget_Drift_2-0.0087675011457998189fafb42e84430ea113096468bd6878F‚)5MTarget_Drift_10.011990707821925795189fafb42e84430ea113096468bd6878F‚)5MTarget_Drift_00.004943133623686147189fafb42e84430ea113096468bd68787‚#Meval_metricmlogloss189fafb42e84430ea113096468bd6878.‚Mnum_class7189fafb42e84430ea113096468bd6878:‚'Mobjectivemulti:softmax189fafb42e84430ea113096468bd68782‚%Mrandom_state42189fafb42e84430ea113096468bd6878C‚!7Mreg_lambda0.0013710654870622676189fafb42e84430ea113096468bd6878B‚7Mreg_alpha0.0023824730221072223189fafb42e84430ea113096468bd6878;‚1Mgamma0.3679778267145599189fafb42e84430ea113096468bd68787‚-Mcolsample_bytree0.6189fafb42e84430ea113096468bd68780‚Msubsample0.6189fafb42e84430ea113096468bd68785‚-Mmin_child_weight2189fafb42e84430ea113096468bd68783‚%Mn_estimators706189fafb42e84430ea113096468bd6878E‚'5Mlearning_rate0.024682216579168383189fafb42e84430ea113096468bd6878.‚Mmax_depth3189fafb42e84430ea113096468bd6878E‚)3MTarget_Drift_60.0104292069424465918365b7783714400a782721b7feb083dI‚);MTarget_Drift_5-0.0003275626309053314418365b7783714400a782721b7feb083dG‚)7MTarget_Drift_4-0.01719003510673608518365b7783714400a782721b7feb083dG‚
)7MTarget_Drift_3-0.00107794950461730118365b7783714400a782721b7feb083dE‚)3MTarget_Drift_2-0.008767501145799818365b7783714400a782721b7feb083dF‚)5MTarget_Drift_10.01199070782192579518365b7783714400a782721b7feb083dF‚
)5MTarget_Drift_00.00494313362368614718365b7783714400a782721b7feb083d7‚	#Meval_metricmlogloss18365b7783714400a782721b7feb083d.‚Mnum_class718365b7783714400a782721b7feb083d:‚'Mobjectivemulti:softmax18365b7783714400a782721b7feb083d2‚%Mrandom_state4218365b7783714400a782721b7feb083dC‚!7Mreg_lambda1.954864636925208e-0818365b7783714400a782721b7feb083dB‚7Mreg_alpha8.315236936224466e-0818365b7783714400a782721b7feb083d=‚5Mgamma0.01986820618959070718365b7783714400a782721b7feb083d7‚-Mcolsample_bytree0.718365b7783714400a782721b7feb083d0‚
Msubsample0.618365b7783714400a782721b7feb083d5‚-Mmin_child_weight818365b7783714400a782721b7feb083d3%Mn_estimators43118365b7783714400a782721b7feb083dE~'5Mlearning_rate0.04560403004278179618365b7783714400a782721b7feb083d.}Mmax_depth418365b7783714400a782721b7feb083dE|)3MTarget_Drift_60.010429206942446593b3ce63bcf3a4a779b988dba6aac5694I{);MTarget_Drift_5-0.000327562630905331443b3ce63bcf3a4a779b988dba6aac5694Gz)7MTarget_Drift_4-0.0171900351067360853b3ce63bcf3a4a779b988dba6aac5694Gy)7MTarget_Drift_3-0.0010779495046173013b3ce63bcf3a4a779b988dba6aac5694Ex)3MTarget_Drift_2-0.00876750114579983b3ce63bcf3a4a779b988dba6aac5694Fw)5MTarget_Drift_10.0119907078219257953b3ce63bcf3a4a779b988dba6aac5694Fv)5MTarget_Drift_00.0049431336236861473b3ce63bcf3a4a779b988dba6aac56947u#Meval_metricmlogloss3b3ce63bcf3a4a779b988dba6aac5694.tMnum_class73b3ce63bcf3a4a779b988dba6aac5694:s'Mobjectivemulti:softmax3b3ce63bcf3a4a779b988dba6aac56942r%Mrandom_state423b3ce63bcf3a4a779b988dba6aac5694Dq!9Mreg_lambda0.000191354358179344153b3ce63bcf3a4a779b988dba6aac5694@p3Mreg_alpha0.075266085999998863b3ce63bcf3a4a779b988dba6aac5694?o9Mgamma4.8147716158359994e-083b3ce63bcf3a4a779b988dba6aac56947n-Mcolsample_bytree0.73b3ce63bcf3a4a779b988dba6aac56940mMsubsample0.83b3ce63bcf3a4a779b988dba6aac56945l-Mmin_child_weight83b3ce63bcf3a4a779b988dba6aac56943k%Mn_estimators4233b3ce63bcf3a4a779b988dba6aac5694
>¦Í“RΙ\+
ñ
¨
_
Íƒ7ï½v@
Õ
›
Y
	Ò		`	/õ¬cч;óÂ|F
Ú _×¢e4ú±h ÖŒ@
ø
Ç

K
à¦7‚f-Mcolsample_bytree0.7a8e345aecabd4718b3f487e2d16e8cb70‚eMsubsample0.9a8e345aecabd4718b3f487e2d16e8cb75‚d-Mmin_child_weight5a8e345aecabd4718b3f487e2d16e8cb73‚c%Mn_estimators339a8e345aecabd4718b3f487e2d16e8cb7C‚b'1Mlearning_rate0.0915177926130075a8e345aecabd4718b3f487e2d16e8cb7.‚aMmax_depth6a8e345aecabd4718b3f487e2d16e8cb7E‚`)3MTarget_Drift_60.01042920694244659a58c08eb77644c8ca8c38f6f13333c87I‚_);MTarget_Drift_5-0.00032756263090533144a58c08eb77644c8ca8c38f6f13333c87G‚^)7MTarget_Drift_4-0.017190035106736085a58c08eb77644c8ca8c38f6f13333c87G‚])7MTarget_Drift_3-0.001077949504617301a58c08eb77644c8ca8c38f6f13333c87E‚\)3MTarget_Drift_2-0.0087675011457998a58c08eb77644c8ca8c38f6f13333c87F‚[)5MTarget_Drift_10.011990707821925795a58c08eb77644c8ca8c38f6f13333c87F‚Z)5MTarget_Drift_00.004943133623686147a58c08eb77644c8ca8c38f6f13333c877‚Y#Meval_metricmloglossa58c08eb77644c8ca8c38f6f13333c87.‚XMnum_class7a58c08eb77644c8ca8c38f6f13333c87:‚W'Mobjectivemulti:softmaxa58c08eb77644c8ca8c38f6f13333c872‚V%Mrandom_state42a58c08eb77644c8ca8c38f6f13333c87?‚U!/Mreg_lambda3.398219063416917a58c08eb77644c8ca8c38f6f13333c87C‚T9Mreg_alpha1.1757709861728217e-05a58c08eb77644c8ca8c38f6f13333c87>‚S7Mgamma4.241734906017588e-07a58c08eb77644c8ca8c38f6f13333c877‚R-Mcolsample_bytree0.6a58c08eb77644c8ca8c38f6f13333c870‚QMsubsample0.7a58c08eb77644c8ca8c38f6f13333c876‚P-Mmin_child_weight10a58c08eb77644c8ca8c38f6f13333c873‚O%Mn_estimators201a58c08eb77644c8ca8c38f6f13333c87C‚N'1Mlearning_rate0.1480724813458801a58c08eb77644c8ca8c38f6f13333c87.‚MMmax_depth8a58c08eb77644c8ca8c38f6f13333c87E‚L)3MTarget_Drift_60.0104292069424465995f46448c4c143d396457d452ee74f37I‚K);MTarget_Drift_5-0.0003275626309053314495f46448c4c143d396457d452ee74f37G‚J)7MTarget_Drift_4-0.01719003510673608595f46448c4c143d396457d452ee74f37G‚I)7MTarget_Drift_3-0.00107794950461730195f46448c4c143d396457d452ee74f37E‚H)3MTarget_Drift_2-0.008767501145799895f46448c4c143d396457d452ee74f37F‚G)5MTarget_Drift_10.01199070782192579595f46448c4c143d396457d452ee74f37F‚F)5MTarget_Drift_00.00494313362368614795f46448c4c143d396457d452ee74f377‚E#Meval_metricmlogloss95f46448c4c143d396457d452ee74f37.‚DMnum_class795f46448c4c143d396457d452ee74f37:‚C'Mobjectivemulti:softmax95f46448c4c143d396457d452ee74f372‚B%Mrandom_state4295f46448c4c143d396457d452ee74f37D‚A!9Mreg_lambda1.2412790195572406e-0695f46448c4c143d396457d452ee74f37=‚@-Mreg_alpha0.7101668238398895f46448c4c143d396457d452ee74f37?‚?9Mgamma0.0001245237368412134295f46448c4c143d396457d452ee74f377‚>-Mcolsample_bytree0.895f46448c4c143d396457d452ee74f370‚=Msubsample0.995f46448c4c143d396457d452ee74f375‚<-Mmin_child_weight795f46448c4c143d396457d452ee74f373‚;%Mn_estimators72195f46448c4c143d396457d452ee74f37D‚:'3Mlearning_rate0.0924937797646446795f46448c4c143d396457d452ee74f37/‚9Mmax_depth1095f46448c4c143d396457d452ee74f37E‚8)3MTarget_Drift_60.010429206942446596947f20ba997407da8a39f270bf3b43aI‚7);MTarget_Drift_5-0.000327562630905331446947f20ba997407da8a39f270bf3b43aG‚6)7MTarget_Drift_4-0.0171900351067360856947f20ba997407da8a39f270bf3b43aG‚5)7MTarget_Drift_3-0.0010779495046173016947f20ba997407da8a39f270bf3b43aE‚4)3MTarget_Drift_2-0.00876750114579986947f20ba997407da8a39f270bf3b43aF‚3)5MTarget_Drift_10.0119907078219257956947f20ba997407da8a39f270bf3b43aF‚2)5MTarget_Drift_00.0049431336236861476947f20ba997407da8a39f270bf3b43a7‚1#Meval_metricmlogloss6947f20ba997407da8a39f270bf3b43a.‚0Mnum_class76947f20ba997407da8a39f270bf3b43a:‚/'Mobjectivemulti:softmax6947f20ba997407da8a39f270bf3b43a2‚.%Mrandom_state426947f20ba997407da8a39f270bf3b43a@‚-!1Mreg_lambda2.82309260589103246947f20ba997407da8a39f270bf3b43a>‚,/Mreg_alpha0.6788913394173526947f20ba997407da8a39f270bf3b43a>‚+7Mgamma6.905297068817435e-076947f20ba997407da8a39f270bf3b43a7‚*-Mcolsample_bytree0.76947f20ba997407da8a39f270bf3b43a0‚)Msubsample1.06947f20ba997407da8a39f270bf3b43a
EÇ

Ý€
¨
s
›
>

	Ö	¡	m	9	Л1üˤǒ:])ô
ÐÀ‹V!ì·‚
1NÇå°o|µHà«vA
Ùü
ffK–a,÷ÏZ&
ò
¾
‰
T
ê)MTarget4)MTarget_Drift_5c3984bc02445400097c1db522d8dde50‡4)MTarget_Drift_618365b7783714400a782721b7feb083d
4)MTarget_Drift_5b38c37f069304b85913c431a1516e105y4)MTarget_Drift_6189fafb42e84430ea113096468bd6878
$4)MTarget_Drift_537d5fd3375b44163bba626b30be16900r4)MTarget_Drift_58c4c8bc6eeef41a6a56c4a654b4f835fk3)M
Target_Drift_619e9ec7327f7489c848f625206caf6184)MTarget_Drift_57432b033d05b412da743757f24853ab2d4)MTarget_Drift_5d1b51aff7c6c4b36b00915604c4a88dc€4)MTarget_Drift_56f87dd19758c4f7aafd73cd1b9091096Ž3)M
Target_Drift_618048826cd1d481e9243f25822f84c64p3)M
Target_Drift_61254413f339a43289dfd5de8b7802720F4)MTarget_Drift_60649ed79bd8341e1856a85d925434ec64)MTarget_Drift_60569acda8a2c4c35939ad1804063fcf9è4)MTarget_Drift_5f758f89f45b84b579ce7af1832fc0b50O3)M
Target_Drift_5effcda97d1d244d7a1d38cb57b4ee9ce
3)M
Target_Drift_5dfe57537d98d4eb1aa4e2d2acf9a08be3)M
Target_Drift_5dbb799e10ef542809ffd4acb0bf32895Z3)M
Target_Drift_5d1c8a5a9a969401fad81306cbc9afbdfS4)MTarget_Drift_5d16b13fb33914587b58d50225fdbd78eV3)M
Target_Drift_5c92bf13dd61e406e8d52c3e60e825ae9)4)MTarget_Drift_5c6a016dc1c0b440081ea575ec1cc2316¿3)M
Target_Drift_5b909ac60efa34916b3a5fcfa7d51b3d0a4)MTarget_Drift_5a8e345aecabd4718b3f487e2d16e8cb7
s4)MTarget_Drift_5a7328ac3af944ba49089dc0abac2a5c3ƒ4)MTarget_Drift_5a58c08eb77644c8ca8c38f6f13333c87
_4)MTarget_Drift_59ca38fe0f3ab4c20a735a4d3f1b2cdc2]4)MTarget_Drift_595f46448c4c143d396457d452ee74f37
K4)MTarget_Drift_58fdef82198f04be8a4ec466cc1e1dcdf«3)M
Target_Drift_58ee3eeb040c8478b82d3ec702378c408>4)MTarget_Drift_588ac1026184a48c1bd036c1c3a0546f9—3)M
Target_Drift_587cd75ef7f104f4ba6c1517ef9820ac904)MTarget_Drift_57885fa93615f4a50b8826629533b02f2
›4)MTarget_Drift_573257214c1234deeaa6c6988d2c62492'4)MTarget_Drift_56fc4f724758841958eb6cd940336f003;4)MTarget_Drift_56ced8b3536514ee9baedcbb5b34805534)MTarget_Drift_56947f20ba997407da8a39f270bf3b43a
74)MTarget_Drift_621f108117fe64cdfb2e3c9e0bd4462c1
ˆ4)MTarget_Drift_5673f6effcc694a79afa490e4c4615c9d
Ã4)MTarget_Drift_564e41c8af598400e82af115512b2c498
×3)M
Target_Drift_56492d7c77ba4419488020e32f5e31264"3)M
Target_Drift_562b4955e8fd743fca92a115e5ea27a75h3)M
Target_Drift_54d564f28efaa423a9d7e3df2f878b223L4)MTarget_Drift_54b5569715e47432089055f7a3170a646
¯3)M
Target_Drift_540e8901ef7394dfc8363dd6af82cf81673)M
Target_Drift_53d440a21f9fc4090a164fe9005445b5b4)MTarget_Drift_53b3ce63bcf3a4a779b988dba6aac5694û4)MTarget_Drift_532195c11cf434ed29f29292715a46473Ó4)MTarget_Drift_5264b1ba8ca34492f8c4a1b38043d92ce
ë4)MTarget_Drift_521f108117fe64cdfb2e3c9e0bd4462c1
‡
4)MTarget_Drift_58e27978ace8f431daf6e86a84f911c76ª4)MTarget_Drift_622ca28b0c6b249a68f54721edeb36bb6¤4)MTarget_Drift_522ca28b0c6b249a68f54721edeb36bb6£4)MTarget_Drift_5d4f3bbd8eac14cdcaf9aa141e6290fa9œ4)MTarget_Drift_66ced8b3536514ee9baedcbb5b34805534)MTarget_Drift_66947f20ba997407da8a39f270bf3b43a
84)MTarget_Drift_6673f6effcc694a79afa490e4c4615c9d
Ä4)MTarget_Drift_664e41c8af598400e82af115512b2c498
Ø3)M
Target_Drift_66492d7c77ba4419488020e32f5e31264#3)M
Target_Drift_662b4955e8fd743fca92a115e5ea27a75i3)M
Target_Drift_64d564f28efaa423a9d7e3df2f878b223M4)MTarget_Drift_64b5569715e47432089055f7a3170a646
°3)M
Target_Drift_640e8901ef7394dfc8363dd6af82cf81683)M
Target_Drift_63d440a21f9fc4090a164fe9005445b5b4)MTarget_Drift_63b3ce63bcf3a4a779b988dba6aac5694ü4)MTarget_Drift_637d5fd3375b44163bba626b30be16900s4)MTarget_Drift_632195c11cf434ed29f29292715a46473Ô4)MTarget_Drift_6264b1ba8ca34492f8c4a1b38043d92ce
ì4)MTarget_Drift_56ecbd03e4c0f478d814226174270c17b•

eàÚ´ŽhBöЪ„^8
ì
Æ
 
z
T
.
â¼–àpJ$þزŒf@
ô
Î
¨
‚
\
6
	ê	Ä	ž	x	R	,	ດnH"üÖ°Šd>ò̦€Z4èÂœvP*Þ¸’lF úÔ®ˆb<ðʤ~X2
æ
À
š
u
P
+
%M6ecbd03e4c0f478d814226174270c17b–%$M
87cd75ef7f104f4ba6c1517ef9820ac9-$M
87cd75ef7f104f4ba6c1517ef9820ac9,$M
87cd75ef7f104f4ba6c1517ef9820ac9+%M7885fa93615f4a50b8826629533b02f2
œ%M7885fa93615f4a50b8826629533b02f2
›%M7885fa93615f4a50b8826629533b02f2
š%M7885fa93615f4a50b8826629533b02f2
™%M7885fa93615f4a50b8826629533b02f2
˜%M7885fa93615f4a50b8826629533b02f2
—%M7885fa93615f4a50b8826629533b02f2
–%M7885fa93615f4a50b8826629533b02f2
•%M7885fa93615f4a50b8826629533b02f2
”%M7885fa93615f4a50b8826629533b02f2
“%M7885fa93615f4a50b8826629533b02f2
’%M7885fa93615f4a50b8826629533b02f2
‘%M7885fa93615f4a50b8826629533b02f2
%M7885fa93615f4a50b8826629533b02f2
%M7885fa93615f4a50b8826629533b02f2
Ž%M7885fa93615f4a50b8826629533b02f2
%M7885fa93615f4a50b8826629533b02f2
Œ%M7885fa93615f4a50b8826629533b02f2
‹%M7885fa93615f4a50b8826629533b02f2
Š%M7885fa93615f4a50b8826629533b02f2
‰%M7432b033d05b412da743757f24853ab2e%M7432b033d05b412da743757f24853ab2d%M7432b033d05b412da743757f24853ab2c%M7432b033d05b412da743757f24853ab2b%M7432b033d05b412da743757f24853ab2a%M7432b033d05b412da743757f24853ab2`%M7432b033d05b412da743757f24853ab2_%M73257214c1234deeaa6c6988d2c62492(%M73257214c1234deeaa6c6988d2c62492'%M73257214c1234deeaa6c6988d2c62492&%M73257214c1234deeaa6c6988d2c62492%%M73257214c1234deeaa6c6988d2c62492$%M73257214c1234deeaa6c6988d2c62492#%M73257214c1234deeaa6c6988d2c62492"%M73257214c1234deeaa6c6988d2c62492!%M73257214c1234deeaa6c6988d2c62492 %M73257214c1234deeaa6c6988d2c62492%M73257214c1234deeaa6c6988d2c62492%M73257214c1234deeaa6c6988d2c62492%M73257214c1234deeaa6c6988d2c62492%M73257214c1234deeaa6c6988d2c62492%M73257214c1234deeaa6c6988d2c62492%M73257214c1234deeaa6c6988d2c62492%M73257214c1234deeaa6c6988d2c62492%M73257214c1234deeaa6c6988d2c62492%M73257214c1234deeaa6c6988d2c62492%M73257214c1234deeaa6c6988d2c62492%M6fc4f724758841958eb6cd940336f003<%M6fc4f724758841958eb6cd940336f003;%M6fc4f724758841958eb6cd940336f003:%M6fc4f724758841958eb6cd940336f0039%M6fc4f724758841958eb6cd940336f0038%M6fc4f724758841958eb6cd940336f0037%M6fc4f724758841958eb6cd940336f0036%M6fc4f724758841958eb6cd940336f0035%M6fc4f724758841958eb6cd940336f0034%M6fc4f724758841958eb6cd940336f0033%M6fc4f724758841958eb6cd940336f0032%M6fc4f724758841958eb6cd940336f0031%M6fc4f724758841958eb6cd940336f0030%M6fc4f724758841958eb6cd940336f003/%M6fc4f724758841958eb6cd940336f003.%M6fc4f724758841958eb6cd940336f003-%M6fc4f724758841958eb6cd940336f003,%M6fc4f724758841958eb6cd940336f003+%M6fc4f724758841958eb6cd940336f003*%M6fc4f724758841958eb6cd940336f003)%M6f87dd19758c4f7aafd73cd1b9091096%M6f87dd19758c4f7aafd73cd1b9091096Ž%M6f87dd19758c4f7aafd73cd1b9091096%M6f87dd19758c4f7aafd73cd1b9091096Œ%M6f87dd19758c4f7aafd73cd1b9091096‹%M6f87dd19758c4f7aafd73cd1b9091096Š%M6f87dd19758c4f7aafd73cd1b9091096‰%M6ecbd03e4c0f478d814226174270c17b•%M6ecbd03e4c0f478d814226174270c17b”%M6ecbd03e4c0f478d814226174270c17b“%M6ecbd03e4c0f478d814226174270c17b’%M6ecbd03e4c0f478d814226174270c17b‘%M6ecbd03e4c0f478d814226174270c17b%M6ced8b3536514ee9baedcbb5b3480553%M6ced8b3536514ee9baedcbb5b3480553%M6ced8b3536514ee9baedcbb5b3480553%M6ced8b3536514ee9baedcbb5b3480553%M6ced8b3536514ee9baedcbb5b3480553%M6ced8b3536514ee9baedcbb5b3480553%M6ced8b3536514ee9baedcbb5b3480553%M6ced8b3536514ee9baedcbb5b3480553
%M6ced8b3536514ee9baedcbb5b3480553%M6ced8b3536514ee9baedcbb5b3480553%M6ced8b3536514ee9baedcbb5b3480553
%M6ced8b3536514ee9baedcbb5b3480553	%M6ced8b3536514ee9baedcbb5b3480553%M6ced8b3536514ee9baedcbb5b3480553%M6ced8b3536514ee9baedcbb5b3480553%M6ced8b3536514ee9baedcbb5b3480553%M6ced8b3536514ee9baedcbb5b3480553

ôÂhù¿‡P„F
ì}CԝÊp
ǏX!ŒN
ôW‚D)WMmlflow.runNameXGB_with_Feature_Engineering_optuna_421f108117fe64cdfb2e3c9e0bd4462c1;‚C1Mmlflow.source.typeLOCAL21f108117fe64cdfb2e3c9e0bd4462c1‚B1AMmlflow.source.name/Users/arham/anaconda3/envs/DataScience/lib/python3.10/site-packages/ipykernel_launcher.py21f108117fe64cdfb2e3c9e0bd4462c14‚A#Mmlflow.userarham21f108117fe64cdfb2e3c9e0bd4462c14‚@'MpreprocessingYesa8e345aecabd4718b3f487e2d16e8cb75‚?!Mmodel_nameXGBoosta8e345aecabd4718b3f487e2d16e8cb77‚>#MexperimentsArham A.a8e345aecabd4718b3f487e2d16e8cb7„k‚==ˆiMmlflow.log-model.history[{"run_id": "a8e345aecabd4718b3f487e2d16e8cb7", "artifact_path": "model", "utc_time_created": "2024-04-25 19:11:43.348531", "flavors": {"python_function": {"loader_module": "mlflow.xgboost", "python_version": "3.10.13", "data": "model.xgb", "env": {"conda": "conda.yaml", "virtualenv": "python_env.yaml"}}, "xgboost": {"xgb_version": "1.7.3", "data": "model.xgb", "model_class": "xgboost.sklearn.XGBClassifier", "model_format": "xgb", "code": null}}, "model_uuid": "d148816e73ba49fdb5480b26268c14a7", "mlflow_version": "2.10.2", "model_size_bytes": 1301663}]a8e345aecabd4718b3f487e2d16e8cb7W‚<)WMmlflow.runNameXGB_with_Feature_Engineering_optuna_3a8e345aecabd4718b3f487e2d16e8cb7;‚;1Mmlflow.source.typeLOCALa8e345aecabd4718b3f487e2d16e8cb7‚:1AMmlflow.source.name/Users/arham/anaconda3/envs/DataScience/lib/python3.10/site-packages/ipykernel_launcher.pya8e345aecabd4718b3f487e2d16e8cb74‚9#Mmlflow.userarhama8e345aecabd4718b3f487e2d16e8cb74‚8'MpreprocessingYesa58c08eb77644c8ca8c38f6f13333c875‚7!Mmodel_nameXGBoosta58c08eb77644c8ca8c38f6f13333c877‚6#MexperimentsArham A.a58c08eb77644c8ca8c38f6f13333c87„k‚5=ˆiMmlflow.log-model.history[{"run_id": "a58c08eb77644c8ca8c38f6f13333c87", "artifact_path": "model", "utc_time_created": "2024-04-25 19:10:53.292451", "flavors": {"python_function": {"loader_module": "mlflow.xgboost", "python_version": "3.10.13", "data": "model.xgb", "env": {"conda": "conda.yaml", "virtualenv": "python_env.yaml"}}, "xgboost": {"xgb_version": "1.7.3", "data": "model.xgb", "model_class": "xgboost.sklearn.XGBClassifier", "model_format": "xgb", "code": null}}, "model_uuid": "3f798d1c6662458d83a41952838a1046", "mlflow_version": "2.10.2", "model_size_bytes": 1893915}]a58c08eb77644c8ca8c38f6f13333c87W‚4)WMmlflow.runNameXGB_with_Feature_Engineering_optuna_2a58c08eb77644c8ca8c38f6f13333c87;‚31Mmlflow.source.typeLOCALa58c08eb77644c8ca8c38f6f13333c87‚21AMmlflow.source.name/Users/arham/anaconda3/envs/DataScience/lib/python3.10/site-packages/ipykernel_launcher.pya58c08eb77644c8ca8c38f6f13333c874‚1#Mmlflow.userarhama58c08eb77644c8ca8c38f6f13333c874‚0'MpreprocessingYes95f46448c4c143d396457d452ee74f375‚/!Mmodel_nameXGBoost95f46448c4c143d396457d452ee74f377‚.#MexperimentsArham A.95f46448c4c143d396457d452ee74f37„k‚-=ˆiMmlflow.log-model.history[{"run_id": "95f46448c4c143d396457d452ee74f37", "artifact_path": "model", "utc_time_created": "2024-04-25 19:10:10.004482", "flavors": {"python_function": {"loader_module": "mlflow.xgboost", "python_version": "3.10.13", "data": "model.xgb", "env": {"conda": "conda.yaml", "virtualenv": "python_env.yaml"}}, "xgboost": {"xgb_version": "1.7.3", "data": "model.xgb", "model_class": "xgboost.sklearn.XGBClassifier", "model_format": "xgb", "code": null}}, "model_uuid": "7d4b8ed365f44ca781d19840cb7e97de", "mlflow_version": "2.10.2", "model_size_bytes": 7430820}]95f46448c4c143d396457d452ee74f37W‚,)WMmlflow.runNameXGB_with_Feature_Engineering_optuna_195f46448c4c143d396457d452ee74f37;‚+1Mmlflow.source.typeLOCAL95f46448c4c143d396457d452ee74f37
JCò
â­yDN
Ú
¥
p
;+
	Ñ		h
ÆÁ
»	4ÿʸ
\•`òä°{F
'ݨs>	ՠl7͘c/
û
‘ƒŒW"íöË–a,÷ÃŽY$
†
ð
'54)Mrecall_class_1af86afa3f2194726b350927336a6b406#4)Mrecall_class_1e97039aef5f14dc6bf7d2d1b7cc37742.4)Mrecall_class_1a32ccc1cb12b4d00beeae256d8d8c8944)Mrecall_class_24b5569715e47432089055f7a3170a646
V4)Mrecall_class_189fe397d80d049218100366806f89a2f
3)M
recall_class_240e8901ef7394dfc8363dd6af82cf816Z3)M
recall_class_23a51f53a41584668826b144804278683.4)Mrecall_class_237d5fd3375b44163bba626b30be16900
Ì4)Mrecall_class_232195c11cf434ed29f29292715a46473ê4)Mrecall_class_2264b1ba8ca34492f8c4a1b38043d92ce
z4)Mrecall_class_222ca28b0c6b249a68f54721edeb36bb6
×4)Mrecall_class_221f108117fe64cdfb2e3c9e0bd4462c1
>3)M
recall_class_219e9ec7327f7489c848f625206caf61894)Mrecall_class_218365b7783714400a782721b7feb083d
3)M
recall_class_21254413f339a43289dfd5de8b7802720p4)Mrecall_class_20f3681e9484b4a229a1cb383fb29c4b2
â4)Mrecall_class_20649ed79bd8341e1856a85d925434ec6
†4)Mrecall_class_20569acda8a2c4c35939ad1804063fcf9ö4)Mrecall_class_1f758f89f45b84b579ce7af1832fc0b50
µ3)M
recall_class_1f4250c9350044642b30cce896b0e79fa"4)Mrecall_class_1e472909dd57c44d483988edaf4a002da£4)Mrecall_class_1e40c03c9b5a84eda97a317fc9c2b3937
÷4)Mrecall_class_1dbb799e10ef542809ffd4acb0bf32895‰3)M
recall_class_1c92bf13dd61e406e8d52c3e60e825ae9C4)Mrecall_class_1c6a016dc1c0b440081ea575ec1cc2316Ý4)Mrecall_class_1b909ac60efa34916b3a5fcfa7d51b3d0˜4)Mrecall_class_15ba59920410e4142a69c589853ef2bcc3)M
recall_class_24d564f28efaa423a9d7e3df2f878b223{4)Mrecall_class_1a2a03aca384e4a65861a1c9d5b5c1fc2
ì4)Mrecall_class_264e41c8af598400e82af115512b2c498
n4)Mrecall_class_262b4955e8fd743fca92a115e5ea27a75º4)Mrecall_class_25ba59920410e4142a69c589853ef2bcc4)Mrecall_class_254c2a06f524f483399af4e7048ce27f9¯4)Mrecall_class_18c4c8bc6eeef41a6a56c4a654b4f835f
À4)Mrecall_class_2673f6effcc694a79afa490e4c4615c9d
b4)Mrecall_class_16fc4f724758841958eb6cd940336f003
©4)Mrecall_class_1a8e345aecabd4718b3f487e2d16e8cb7
14)Mrecall_class_1a58c08eb77644c8ca8c38f6f13333c87
%4)Mrecall_class_195f46448c4c143d396457d452ee74f37
4)Mrecall_class_18fdef82198f04be8a4ec466cc1e1dcdfÑ3)M
recall_class_18ee3eeb040c8478b82d3ec702378c408d4)Mrecall_class_188ac1026184a48c1bd036c1c3a0546f9Å3)M
recall_class_187cd75ef7f104f4ba6c1517ef9820ac9N4)Mrecall_class_17885fa93615f4a50b8826629533b02f2
I4)Mrecall_class_173257214c1234deeaa6c6988d2c62492
4)Mrecall_class_16ced8b3536514ee9baedcbb5b3480553
‘4)Mrecall_class_16947f20ba997407da8a39f270bf3b43a

4)Mrecall_class_1673f6effcc694a79afa490e4c4615c9d
a4)Mrecall_class_164e41c8af598400e82af115512b2c498
m4)Mrecall_class_162b4955e8fd743fca92a115e5ea27a75¹4)Mrecall_class_154c2a06f524f483399af4e7048ce27f9®3)M
recall_class_14d564f28efaa423a9d7e3df2f878b223z4)Mrecall_class_14b5569715e47432089055f7a3170a646
U3)M
recall_class_140e8901ef7394dfc8363dd6af82cf816Y3)M
recall_class_13a51f53a41584668826b144804278683-
<4)Mrecall_class_28e27978ace8f431daf6e86a84f911c76:4)Mrecall_class_18e27978ace8f431daf6e86a84f911c7693)M
recall_class_28ee3eeb040c8478b82d3ec702378c408e4)Mrecall_class_28c4c8bc6eeef41a6a56c4a654b4f835f
Á4)Mrecall_class_289fe397d80d049218100366806f89a2f4)Mrecall_class_288ac1026184a48c1bd036c1c3a0546f9Æ3)M
recall_class_287cd75ef7f104f4ba6c1517ef9820ac9O4)Mrecall_class_27885fa93615f4a50b8826629533b02f2
J4)Mrecall_class_273257214c1234deeaa6c6988d2c62492
ž4)Mrecall_class_26fc4f724758841958eb6cd940336f003
ª4)Mrecall_class_26ced8b3536514ee9baedcbb5b3480553
’4)Mrecall_class_26947f20ba997407da8a39f270bf3b43a

5
fr+ÕŽGäV
È

:ó¬eאI
»
t
-	æ	Ÿ	X¹¹r+
ì
­
f	̆@ú´n(â›T
Æ8ñªcr+›F)Mrecall_class_1
~Ho8e27978ace8f431daf6e86a84f911c76?éPÅ"99>)M	recall_class_1
+Äe97039aef5f14dc6bf7d2d1b7cc37742.>)M	recall_class_1
šïaf86afa3f2194726b350927336a6b406#F)Mrecall_class_1
Ý6éa32ccc1cb12b4d00beeae256d8d8c894?쿨b‘ÀF)Mrecall_class_1
Î189fe397d80d049218100366806f89a2f?쿨b‘À
F)Mrecall_class_1
„a5ba59920410e4142a69c589853ef2bcc?ì©ÁØLªF)Mrecall_class_1
™–0569acda8a2c4c35939ad1804063fcf9?ìh
ó­ÜhõF)Mrecall_class_1
˜îˆ32195c11cf434ed29f29292715a46473?쿨b‘ÀéF)Mrecall_class_1
–Z¿c6a016dc1c0b440081ea575ec1cc2316?ìëw¼ëÝF)Mrecall_class_1
•n,8fdef82198f04be8a4ec466cc1e1dcdf?ìՏ¾IìÖÑF)Mrecall_class_2
™š0569acda8a2c4c35939ad1804063fcf9?çánÎTIöF)Mrecall_class_2
˜îŒ32195c11cf434ed29f29292715a46473?èC?mG“êF)Mrecall_class_2
–ZÃc6a016dc1c0b440081ea575ec1cc2316?茛ä}SLÞF)Mrecall_class_2
•n08fdef82198f04be8a4ec466cc1e1dcdf?èt'¼À’¹ÒF)Mrecall_class_2
•a88ac1026184a48c1bd036c1c3a0546f9?èC?mG“ÆF)Mrecall_class_2
‚ɲ62b4955e8fd743fca92a115e5ea27a75?èC?mG“ºF)Mrecall_class_2
 \54c2a06f524f483399af4e7048ce27f9?èC?mG“¯F)Mrecall_class_2
|°ëe472909dd57c44d483988edaf4a002da?èC?mG“¤F)Mrecall_class_2
t–Pb909ac60efa34916b3a5fcfa7d51b3d0?èC?mG“™F)Mrecall_class_2
q
±dbb799e10ef542809ffd4acb0bf32895?çánÎTIŠE)M
recall_class_2
^Ç¥4d564f28efaa423a9d7e3df2f878b223?åÇsd‚­{E)M
recall_class_2
6͞1254413f339a43289dfd5de8b7802720?å~ìå@õpE)M
recall_class_2
5à=8ee3eeb040c8478b82d3ec702378c408?å®ÿ<^ÂeE)M
recall_class_2
5bæ40e8901ef7394dfc8363dd6af82cf816?æA¸*ËEŠZE)M
recall_class_2
4=š87cd75ef7f104f4ba6c1517ef9820ac9?åßç‹ØC?OE)M
recall_class_2
3( c92bf13dd61e406e8d52c3e60e825ae9?åÇsd‚­DE)M
recall_class_2
/Ô19e9ec7327f7489c848f625206caf618?åÇsd‚­9E)M
recall_class_2
&Ú3a51f53a41584668826b144804278683?åø[³•Ò.E)M
recall_class_2
 V©f4250c9350044642b30cce896b0e79fa?åø[³•Ò#F)Mrecall_class_1
çFªa2a03aca384e4a65861a1c9d5b5c1fc2?ìëw¼ë
ìF)Mrecall_class_1
åHš0f3681e9484b4a229a1cb383fb29c4b2?í------
áF)Mrecall_class_1
â¤"22ca28b0c6b249a68f54721edeb36bb6?í------
ÖF)Mrecall_class_1
Ü6æ37d5fd3375b44163bba626b30be16900?í------
ËF)Mrecall_class_1
Û=Ô8c4c8bc6eeef41a6a56c4a654b4f835f?ì<<<<<<
ÀF)Mrecall_class_1
ºN…f758f89f45b84b579ce7af1832fc0b50?í------
µF)Mrecall_class_1
¹ê6fc4f724758841958eb6cd940336f003?ìՏ¾IìÖ
©F)Mrecall_class_1
·sî73257214c1234deeaa6c6988d2c62492?í------
F)Mrecall_class_1
¶Pq6ced8b3536514ee9baedcbb5b3480553?í
^u»

‘F)Mrecall_class_1
µ-0649ed79bd8341e1856a85d925434ec6?í------
…F)Mrecall_class_1
´@264b1ba8ca34492f8c4a1b38043d92ce?쿨b‘À
yF)Mrecall_class_1
³”64e41c8af598400e82af115512b2c498?ë¸Ðç[¹
mF)Mrecall_class_1
²ö¶673f6effcc694a79afa490e4c4615c9d?ìëw¼ë
aF)Mrecall_class_1
±üÄ4b5569715e47432089055f7a3170a646?쿨b‘À
UF)Mrecall_class_1
¯[|7885fa93615f4a50b8826629533b02f2?íEÑt]
IF)Mrecall_class_1
­´021f108117fe64cdfb2e3c9e0bd4462c1?ì}òOf¬~
=F)Mrecall_class_1
«¶Þa8e345aecabd4718b3f487e2d16e8cb7?ì<<<<<<
1F)Mrecall_class_1
ªóTa58c08eb77644c8ca8c38f6f13333c87?ìëw¼ë
%F)Mrecall_class_1
ªJ>95f46448c4c143d396457d452ee74f37?ìՏ¾IìÖ
F)Mrecall_class_1
§§ó6947f20ba997407da8a39f270bf3b43a?ìm„Êœ

F)Mrecall_class_1
¢yú18365b7783714400a782721b7feb083d?í------

F)Mrecall_class_1
•^88ac1026184a48c1bd036c1c3a0546f9?íEÑt]ÅF)Mrecall_class_1
‚É®62b4955e8fd743fca92a115e5ea27a75?í
^u»
¹F)Mrecall_class_1
‰Ee40c03c9b5a84eda97a317fc9c2b3937?ìՏ¾IìÖ
÷
:µºr2ñ³y3
í
§
a
ÕGƈN
Â
|
6	ð	ª	d	Ü›]#Ý—QÅ9ñ±p2ø²l&àšTƆE
Í
‡
AûµC‚c)Mrecall_class_3?ê*«/w

²ö½673f6effcc694a79afa490e4c4615c9dC‚b)Mrecall_class_2?èÕø[³•
²öº673f6effcc694a79afa490e4c4615c9dC‚a)Mrecall_class_1?ìëw¼ë
²ö¶673f6effcc694a79afa490e4c4615c9dC‚`)Mrecall_class_0?í«¿0›‹W
²ö²673f6effcc694a79afa490e4c4615c9d7‚_Mf1?ìÓͨ(Z;
²ö«673f6effcc694a79afa490e4c4615c9d;‚^Mrecall?ìґӃð
²ö§673f6effcc694a79afa490e4c4615c9d>‚]Mprecision?ìÕ
L¦ìà
²ö£673f6effcc694a79afa490e4c4615c9d=‚\Maccuracy?ìґӃð
²ö673f6effcc694a79afa490e4c4615c9dE‚[-Mmean_cv_accuracy?ìÃëAÃ
²ÅE673f6effcc694a79afa490e4c4615c9dC‚Z)Mrecall_class_6?ïߞܕÁD
±üÖ4b5569715e47432089055f7a3170a646C‚Y)Mrecall_class_5?ï
9‘ÂÁˆ
±üÓ4b5569715e47432089055f7a3170a646C‚X)Mrecall_class_4?ë—i2xf(
±üÏ4b5569715e47432089055f7a3170a646C‚W)Mrecall_class_3?锞¼MÏÂ
±üË4b5569715e47432089055f7a3170a646C‚V)Mrecall_class_2?轄3öÔq
±üÈ4b5569715e47432089055f7a3170a646C‚U)Mrecall_class_1?쿨b‘À
±üÄ4b5569715e47432089055f7a3170a646C‚T)Mrecall_class_0?íwæqjð
±üÀ4b5569715e47432089055f7a3170a6467‚SMf1?쵁(ŠÃ
±ü¹4b5569715e47432089055f7a3170a646;‚RMrecall?ì´7QÛ
±üµ4b5569715e47432089055f7a3170a646>‚QMprecision?ì¶Ëj‚÷ö
±ü±4b5569715e47432089055f7a3170a646=‚PMaccuracy?ì´7QÛ
±ü§4b5569715e47432089055f7a3170a646E‚O-Mmean_cv_accuracy?ì½ë§@
±vÏ4b5569715e47432089055f7a3170a646C‚N)Mrecall_class_6?ïߞܕÁD
¯[Ž7885fa93615f4a50b8826629533b02f2C‚M)Mrecall_class_5?ïÒ­îÚ
¯[Š7885fa93615f4a50b8826629533b02f2C‚L)Mrecall_class_4?ë¾Sêø´
¯[‡7885fa93615f4a50b8826629533b02f2C‚K)Mrecall_class_3?ê¿jšY
¯[ƒ7885fa93615f4a50b8826629533b02f2C‚J)Mrecall_class_2?èîlƒpU—
¯[7885fa93615f4a50b8826629533b02f2C‚I)Mrecall_class_1?íEÑt]
¯[|7885fa93615f4a50b8826629533b02f2C‚H)Mrecall_class_0?íÅ«¿0›‹
¯[x7885fa93615f4a50b8826629533b02f27‚GMf1?ìýkõ~œ³
¯[q7885fa93615f4a50b8826629533b02f2;‚FMrecall?ìýEUÖÖ
¯[m7885fa93615f4a50b8826629533b02f2>‚EMprecision?ìýȧø#5
¯[i7885fa93615f4a50b8826629533b02f2=‚DMaccuracy?ìýEUÖÖ
¯[c7885fa93615f4a50b8826629533b02f2E‚C-Mmean_cv_accuracy?ìïï­3)
¯	¿7885fa93615f4a50b8826629533b02f2C‚B)Mrecall_class_6?ïߞܕÁD
­´B21f108117fe64cdfb2e3c9e0bd4462c1C‚A)Mrecall_class_5?îÚYj‰
­´>21f108117fe64cdfb2e3c9e0bd4462c1C‚@)Mrecall_class_4?ë¾Sêø´
­´;21f108117fe64cdfb2e3c9e0bd4462c1C‚?)Mrecall_class_3?ê¿jšY
­´721f108117fe64cdfb2e3c9e0bd4462c1C‚>)Mrecall_class_2?èW͐n
­´321f108117fe64cdfb2e3c9e0bd4462c1C‚=)Mrecall_class_1?ì}òOf¬~
­´021f108117fe64cdfb2e3c9e0bd4462c1C‚<)Mrecall_class_0?í«¿0›‹W
­´,21f108117fe64cdfb2e3c9e0bd4462c17‚;Mf1?ìÁ A€•
­´%21f108117fe64cdfb2e3c9e0bd4462c1;‚:Mrecall?ìÀ[R„û
­´!21f108117fe64cdfb2e3c9e0bd4462c1>‚9Mprecision?ìÂå‘jD{
­´21f108117fe64cdfb2e3c9e0bd4462c1=‚8Maccuracy?ìÀ[R„û
­´21f108117fe64cdfb2e3c9e0bd4462c1E‚7-Mmean_cv_accuracy?ìÍR
­P21f108117fe64cdfb2e3c9e0bd4462c1C‚6)Mrecall_class_6?ïÏnJà¡æ
«¶ða8e345aecabd4718b3f487e2d16e8cb7C‚5)Mrecall_class_5?î²Õ!_Š
«¶ía8e345aecabd4718b3f487e2d16e8cb7C‚4)Mrecall_class_4?êÔӜF‰m
«¶éa8e345aecabd4718b3f487e2d16e8cb7C‚3)Mrecall_class_3?êBêýªhD
«¶æa8e345aecabd4718b3f487e2d16e8cb7C‚2)Mrecall_class_2?èW͐n
«¶âa8e345aecabd4718b3f487e2d16e8cb7C‚1)Mrecall_class_1?ì<<<<<<
«¶Þa8e345aecabd4718b3f487e2d16e8cb7C‚0)Mrecall_class_0?íwæqjð
«¶Úa8e345aecabd4718b3f487e2d16e8cb77‚/Mf1?ìv
£ó§C
«¶Óa8e345aecabd4718b3f487e2d16e8cb7;‚.Mrecall?ìtyɎ^©
«¶Ïa8e345aecabd4718b3f487e2d16e8cb7>‚-Mprecision?ìw›ªy8
«¶Ëa8e345aecabd4718b3f487e2d16e8cb7=‚,Maccuracy?ìtyɎ^©
«¶Åa8e345aecabd4718b3f487e2d16e8cb7E‚+-Mmean_cv_accuracy?종/µcý
«’a8e345aecabd4718b3f487e2d16e8cb7C‚*)Mrecall_class_6?ïߞܕÁD
ªóga58c08eb77644c8ca8c38f6f13333c87
:µºr2ñ³y3
í
§
a
ÕGƈN
Â
|
6	ð	ª	d	Ü›]#Ý—QÅ9ñ±p2ø²l&àšTƆE
Í
‡
AûµC‚c)Mrecall_class_3?ê*«/w

²ö½673f6effcc694a79afa490e4c4615c9dC‚b)Mrecall_class_2?èÕø[³•
²öº673f6effcc694a79afa490e4c4615c9dC‚a)Mrecall_class_1?ìëw¼ë
²ö¶673f6effcc694a79afa490e4c4615c9dC‚`)Mrecall_class_0?í«¿0›‹W
²ö²673f6effcc694a79afa490e4c4615c9d7‚_Mf1?ìÓͨ(Z;
²ö«673f6effcc694a79afa490e4c4615c9d;‚^Mrecall?ìґӃð
²ö§673f6effcc694a79afa490e4c4615c9d>‚]Mprecision?ìÕ
L¦ìà
²ö£673f6effcc694a79afa490e4c4615c9d=‚\Maccuracy?ìґӃð
²ö673f6effcc694a79afa490e4c4615c9dE‚[-Mmean_cv_accuracy?ìÃëAÃ
²ÅE673f6effcc694a79afa490e4c4615c9dC‚Z)Mrecall_class_6?ïߞܕÁD
±üÖ4b5569715e47432089055f7a3170a646C‚Y)Mrecall_class_5?ï
9‘ÂÁˆ
±üÓ4b5569715e47432089055f7a3170a646C‚X)Mrecall_class_4?ë—i2xf(
±üÏ4b5569715e47432089055f7a3170a646C‚W)Mrecall_class_3?锞¼MÏÂ
±üË4b5569715e47432089055f7a3170a646C‚V)Mrecall_class_2?轄3öÔq
±üÈ4b5569715e47432089055f7a3170a646C‚U)Mrecall_class_1?쿨b‘À
±üÄ4b5569715e47432089055f7a3170a646C‚T)Mrecall_class_0?íwæqjð
±üÀ4b5569715e47432089055f7a3170a6467‚SMf1?쵁(ŠÃ
±ü¹4b5569715e47432089055f7a3170a646;‚RMrecall?ì´7QÛ
±üµ4b5569715e47432089055f7a3170a646>‚QMprecision?ì¶Ëj‚÷ö
±ü±4b5569715e47432089055f7a3170a646=‚PMaccuracy?ì´7QÛ
±ü§4b5569715e47432089055f7a3170a646E‚O-Mmean_cv_accuracy?ì½ë§@
±vÏ4b5569715e47432089055f7a3170a646C‚N)Mrecall_class_6?ïߞܕÁD
¯[Ž7885fa93615f4a50b8826629533b02f2C‚M)Mrecall_class_5?ïÒ­îÚ
¯[Š7885fa93615f4a50b8826629533b02f2C‚L)Mrecall_class_4?ë¾Sêø´
¯[‡7885fa93615f4a50b8826629533b02f2C‚K)Mrecall_class_3?ê¿jšY
¯[ƒ7885fa93615f4a50b8826629533b02f2C‚J)Mrecall_class_2?èîlƒpU—
¯[7885fa93615f4a50b8826629533b02f2C‚I)Mrecall_class_1?íEÑt]
¯[|7885fa93615f4a50b8826629533b02f2C‚H)Mrecall_class_0?íÅ«¿0›‹
¯[x7885fa93615f4a50b8826629533b02f27‚GMf1?ìýkõ~œ³
¯[q7885fa93615f4a50b8826629533b02f2;‚FMrecall?ìýEUÖÖ
¯[m7885fa93615f4a50b8826629533b02f2>‚EMprecision?ìýȧø#5
¯[i7885fa93615f4a50b8826629533b02f2=‚DMaccuracy?ìýEUÖÖ
¯[c7885fa93615f4a50b8826629533b02f2E‚C-Mmean_cv_accuracy?ìïï­3)
¯	¿7885fa93615f4a50b8826629533b02f2C‚B)Mrecall_class_6?ïߞܕÁD
­´B21f108117fe64cdfb2e3c9e0bd4462c1C‚A)Mrecall_class_5?îÚYj‰
­´>21f108117fe64cdfb2e3c9e0bd4462c1C‚@)Mrecall_class_4?ë¾Sêø´
­´;21f108117fe64cdfb2e3c9e0bd4462c1C‚?)Mrecall_class_3?ê¿jšY
­´721f108117fe64cdfb2e3c9e0bd4462c1C‚>)Mrecall_class_2?èW͐n
­´321f108117fe64cdfb2e3c9e0bd4462c1C‚=)Mrecall_class_1?ì}òOf¬~
­´021f108117fe64cdfb2e3c9e0bd4462c1C‚<)Mrecall_class_0?í«¿0›‹W
­´,21f108117fe64cdfb2e3c9e0bd4462c17‚;Mf1?ìÁ A€•
­´%21f108117fe64cdfb2e3c9e0bd4462c1;‚:Mrecall?ìÀ[R„û
­´!21f108117fe64cdfb2e3c9e0bd4462c1>‚9Mprecision?ìÂå‘jD{
­´21f108117fe64cdfb2e3c9e0bd4462c1=‚8Maccuracy?ìÀ[R„û
­´21f108117fe64cdfb2e3c9e0bd4462c1E‚7-Mmean_cv_accuracy?ìÍR
­P21f108117fe64cdfb2e3c9e0bd4462c1C‚6)Mrecall_class_6?ïÏnJà¡æ
«¶ða8e345aecabd4718b3f487e2d16e8cb7C‚5)Mrecall_class_5?î²Õ!_Š
«¶ía8e345aecabd4718b3f487e2d16e8cb7C‚4)Mrecall_class_4?êÔӜF‰m
«¶éa8e345aecabd4718b3f487e2d16e8cb7C‚3)Mrecall_class_3?êBêýªhD
«¶æa8e345aecabd4718b3f487e2d16e8cb7C‚2)Mrecall_class_2?èW͐n
«¶âa8e345aecabd4718b3f487e2d16e8cb7C‚1)Mrecall_class_1?ì<<<<<<
«¶Þa8e345aecabd4718b3f487e2d16e8cb7C‚0)Mrecall_class_0?íwæqjð
«¶Úa8e345aecabd4718b3f487e2d16e8cb77‚/Mf1?ìv
£ó§C
«¶Óa8e345aecabd4718b3f487e2d16e8cb7;‚.Mrecall?ìtyɎ^©
«¶Ïa8e345aecabd4718b3f487e2d16e8cb7>‚-Mprecision?ìw›ªy8
«¶Ëa8e345aecabd4718b3f487e2d16e8cb7=‚,Maccuracy?ìtyɎ^©
«¶Åa8e345aecabd4718b3f487e2d16e8cb7E‚+-Mmean_cv_accuracy?종/µcý
«’a8e345aecabd4718b3f487e2d16e8cb7C‚*)Mrecall_class_6?ïߞܕÁD
ªóga58c08eb77644c8ca8c38f6f13333c87
ˆcäb<
ð
Ê
¥
€
[
6
êÄžxR,jDøÒ¬†àº”nH"
ü
Ö
0

äÚhBö
°
Š
d
>
	ò	Ì	¦	€	Z	4	èÂœvP*Þ¸’lF úÔ®ˆb<(ܶ`:
î
È
¢
|
Vðʤ~X2æÀštN´Ž%M%M8e27978ace8f431daf6e86a84f911c76'%M8e27978ace8f431daf6e86a84f911c76&%M8e27978ace8f431daf6e86a84f911c76%%Ma32ccc1cb12b4d00beeae256d8d8c894%Ma32ccc1cb12b4d00beeae256d8d8c894%Ma32ccc1cb12b4d00beeae256d8d8c894%Ma32ccc1cb12b4d00beeae256d8d8c894%Ma32ccc1cb12b4d00beeae256d8d8c894%Ma32ccc1cb12b4d00beeae256d8d8c894%Ma32ccc1cb12b4d00beeae256d8d8c894%Ma32ccc1cb12b4d00beeae256d8d8c894
%M89fe397d80d049218100366806f89a2f%M89fe397d80d049218100366806f89a2f
ÿ%M89fe397d80d049218100366806f89a2f
þ%M89fe397d80d049218100366806f89a2f
ý%M89fe397d80d049218100366806f89a2f
ü%M89fe397d80d049218100366806f89a2f
û%M89fe397d80d049218100366806f89a2f
ú%M89fe397d80d049218100366806f89a2f
ù%Ma2a03aca384e4a65861a1c9d5b5c1fc2
ä%Ma2a03aca384e4a65861a1c9d5b5c1fc2
ã%Ma2a03aca384e4a65861a1c9d5b5c1fc2
â%Ma2a03aca384e4a65861a1c9d5b5c1fc2
á%Ma7328ac3af944ba49089dc0abac2a5c3è%Ma7328ac3af944ba49089dc0abac2a5c3ç%Ma7328ac3af944ba49089dc0abac2a5c3æ%Ma7328ac3af944ba49089dc0abac2a5c3å%Ma58c08eb77644c8ca8c38f6f13333c87
8%Ma58c08eb77644c8ca8c38f6f13333c87
7%Ma58c08eb77644c8ca8c38f6f13333c87
6%Ma58c08eb77644c8ca8c38f6f13333c87
5%Ma58c08eb77644c8ca8c38f6f13333c87
4%Ma58c08eb77644c8ca8c38f6f13333c87
3%Ma58c08eb77644c8ca8c38f6f13333c87
2%Ma58c08eb77644c8ca8c38f6f13333c87
1%Ma2a03aca384e4a65861a1c9d5b5c1fc2
à%Ma2a03aca384e4a65861a1c9d5b5c1fc2
ß%Ma2a03aca384e4a65861a1c9d5b5c1fc2
Þ%Ma2a03aca384e4a65861a1c9d5b5c1fc2
Ý%M9ca38fe0f3ab4c20a735a4d3f1b2cdc2
 %M9ca38fe0f3ab4c20a735a4d3f1b2cdc2
Ÿ%M9ca38fe0f3ab4c20a735a4d3f1b2cdc2
ž%M9ca38fe0f3ab4c20a735a4d3f1b2cdc2
%M95f46448c4c143d396457d452ee74f37
0%M95f46448c4c143d396457d452ee74f37
/%M95f46448c4c143d396457d452ee74f37
.%M95f46448c4c143d396457d452ee74f37
-%M95f46448c4c143d396457d452ee74f37
,%M95f46448c4c143d396457d452ee74f37
+%M95f46448c4c143d396457d452ee74f37
*%M95f46448c4c143d396457d452ee74f37
)%M8fdef82198f04be8a4ec466cc1e1dcdfø%M8fdef82198f04be8a4ec466cc1e1dcdf÷%M8fdef82198f04be8a4ec466cc1e1dcdfö%M8fdef82198f04be8a4ec466cc1e1dcdfõ%M8fdef82198f04be8a4ec466cc1e1dcdfô%M8fdef82198f04be8a4ec466cc1e1dcdfó%M8fdef82198f04be8a4ec466cc1e1dcdfò%M8fdef82198f04be8a4ec466cc1e1dcdfñ%M8ee3eeb040c8478b82d3ec702378c408œ%M8ee3eeb040c8478b82d3ec702378c408›%M8ee3eeb040c8478b82d3ec702378c408š%M8ee3eeb040c8478b82d3ec702378c408™%M8ee3eeb040c8478b82d3ec702378c408˜%M8ee3eeb040c8478b82d3ec702378c408—%M8ee3eeb040c8478b82d3ec702378c408–%M8ee3eeb040c8478b82d3ec702378c408•%M8c4c8bc6eeef41a6a56c4a654b4f835f
¬%M8c4c8bc6eeef41a6a56c4a654b4f835f
«%M8c4c8bc6eeef41a6a56c4a654b4f835f
ª%M8c4c8bc6eeef41a6a56c4a654b4f835f
©%M8c4c8bc6eeef41a6a56c4a654b4f835f
¨%M8c4c8bc6eeef41a6a56c4a654b4f835f
§%M8c4c8bc6eeef41a6a56c4a654b4f835f
¦%M8c4c8bc6eeef41a6a56c4a654b4f835f
¥%M88ac1026184a48c1bd036c1c3a0546f9ð%M88ac1026184a48c1bd036c1c3a0546f9ï%M88ac1026184a48c1bd036c1c3a0546f9î%M88ac1026184a48c1bd036c1c3a0546f9í%M88ac1026184a48c1bd036c1c3a0546f9ì%M88ac1026184a48c1bd036c1c3a0546f9ë%M88ac1026184a48c1bd036c1c3a0546f9ê%M88ac1026184a48c1bd036c1c3a0546f9é$M
87fc49bf8ec1425285c79fe9794e7ca6D$M
87fc49bf8ec1425285c79fe9794e7ca6C$M
87fc49bf8ec1425285c79fe9794e7ca6B$M
87fc49bf8ec1425285c79fe9794e7ca6A%M87cd75ef7f104f4ba6c1517ef9820ac9Œ%M87cd75ef7f104f4ba6c1517ef9820ac9‹%M87cd75ef7f104f4ba6c1517ef9820ac9Š%M87cd75ef7f104f4ba6c1517ef9820ac9‰%M87cd75ef7f104f4ba6c1517ef9820ac9ˆn%M8e27978ace8f431daf6e86a84f911c76,%M8e27978ace8f431daf6e86a84f911c76+%M8e27978ace8f431daf6e86a84f911c76*%M8e27978ace8f431daf6e86a84f911c76)%Ma8e345aecabd4718b3f487e2d16e8cb7
:%Ma8e345aecabd4718b3f487e2d16e8cb7
9%M8e27978ace8f431daf6e86a84f911c76(
>ŠÂ€:È—]
Ë
ƒ
9ï£[*â¬tA
É
…
>
		Ì	›	a	χ=ó§_.ç±yFÊ„?
ÍœbЈ>ô¨`/
è
²
z
G

ΊAƒ$5Mreg_alpha0.0028764217048799314b5569715e47432089055f7a3170a646<ƒ#3Mgamma0.157159081269400344b5569715e47432089055f7a3170a6467ƒ"-Mcolsample_bytree0.74b5569715e47432089055f7a3170a6460ƒ!Msubsample0.64b5569715e47432089055f7a3170a6465ƒ -Mmin_child_weight64b5569715e47432089055f7a3170a6463ƒ%Mn_estimators9894b5569715e47432089055f7a3170a646Dƒ'3Mlearning_rate0.213612685831301584b5569715e47432089055f7a3170a646.ƒMmax_depth64b5569715e47432089055f7a3170a646Eƒ)3MTarget_Drift_60.010429206942446597885fa93615f4a50b8826629533b02f2Iƒ);MTarget_Drift_5-0.000327562630905331447885fa93615f4a50b8826629533b02f2Gƒ)7MTarget_Drift_4-0.0171900351067360857885fa93615f4a50b8826629533b02f2Gƒ)7MTarget_Drift_3-0.0010779495046173017885fa93615f4a50b8826629533b02f2Eƒ)3MTarget_Drift_2-0.00876750114579987885fa93615f4a50b8826629533b02f2Fƒ)5MTarget_Drift_10.0119907078219257957885fa93615f4a50b8826629533b02f2Fƒ)5MTarget_Drift_00.0049431336236861477885fa93615f4a50b8826629533b02f27ƒ#Meval_metricmlogloss7885fa93615f4a50b8826629533b02f2.ƒMnum_class77885fa93615f4a50b8826629533b02f2:ƒ'Mobjectivemulti:softmax7885fa93615f4a50b8826629533b02f22ƒ%Mrandom_state427885fa93615f4a50b8826629533b02f2Bƒ!5Mreg_lambda0.0101444701591918837885fa93615f4a50b8826629533b02f2Cƒ9Mreg_alpha1.2972918999055175e-087885fa93615f4a50b8826629533b02f2?ƒ9Mgamma2.4010178478007346e-077885fa93615f4a50b8826629533b02f27ƒ-Mcolsample_bytree0.67885fa93615f4a50b8826629533b02f20ƒ
Msubsample0.67885fa93615f4a50b8826629533b02f25ƒ-Mmin_child_weight37885fa93615f4a50b8826629533b02f23ƒ%Mn_estimators3857885fa93615f4a50b8826629533b02f2Dƒ
'3Mlearning_rate0.046242350531645997885fa93615f4a50b8826629533b02f2.ƒ	Mmax_depth87885fa93615f4a50b8826629533b02f2Eƒ)3MTarget_Drift_60.0104292069424465921f108117fe64cdfb2e3c9e0bd4462c1Iƒ);MTarget_Drift_5-0.0003275626309053314421f108117fe64cdfb2e3c9e0bd4462c1Gƒ)7MTarget_Drift_4-0.01719003510673608521f108117fe64cdfb2e3c9e0bd4462c1Gƒ)7MTarget_Drift_3-0.00107794950461730121f108117fe64cdfb2e3c9e0bd4462c1Eƒ)3MTarget_Drift_2-0.008767501145799821f108117fe64cdfb2e3c9e0bd4462c1Fƒ)5MTarget_Drift_10.01199070782192579521f108117fe64cdfb2e3c9e0bd4462c1Fƒ)5MTarget_Drift_00.00494313362368614721f108117fe64cdfb2e3c9e0bd4462c17ƒ
#Meval_metricmlogloss21f108117fe64cdfb2e3c9e0bd4462c1.ƒMnum_class721f108117fe64cdfb2e3c9e0bd4462c1:‚'Mobjectivemulti:softmax21f108117fe64cdfb2e3c9e0bd4462c12‚~%Mrandom_state4221f108117fe64cdfb2e3c9e0bd4462c1D‚}!9Mreg_lambda2.0978432882529218e-0521f108117fe64cdfb2e3c9e0bd4462c1A‚|5Mreg_alpha0.00776232029744032721f108117fe64cdfb2e3c9e0bd4462c1;‚{1Mgamma0.954911995530902621f108117fe64cdfb2e3c9e0bd4462c17‚z-Mcolsample_bytree1.021f108117fe64cdfb2e3c9e0bd4462c10‚yMsubsample1.021f108117fe64cdfb2e3c9e0bd4462c15‚x-Mmin_child_weight121f108117fe64cdfb2e3c9e0bd4462c13‚w%Mn_estimators28821f108117fe64cdfb2e3c9e0bd4462c1E‚v'5Mlearning_rate0.03087051350559419421f108117fe64cdfb2e3c9e0bd4462c1.‚uMmax_depth921f108117fe64cdfb2e3c9e0bd4462c1E‚t)3MTarget_Drift_60.01042920694244659a8e345aecabd4718b3f487e2d16e8cb7I‚s);MTarget_Drift_5-0.00032756263090533144a8e345aecabd4718b3f487e2d16e8cb7G‚r)7MTarget_Drift_4-0.017190035106736085a8e345aecabd4718b3f487e2d16e8cb7G‚q)7MTarget_Drift_3-0.001077949504617301a8e345aecabd4718b3f487e2d16e8cb7E‚p)3MTarget_Drift_2-0.0087675011457998a8e345aecabd4718b3f487e2d16e8cb7F‚o)5MTarget_Drift_10.011990707821925795a8e345aecabd4718b3f487e2d16e8cb7F‚n)5MTarget_Drift_00.004943133623686147a8e345aecabd4718b3f487e2d16e8cb77‚m#Meval_metricmloglossa8e345aecabd4718b3f487e2d16e8cb7.‚lMnum_class7a8e345aecabd4718b3f487e2d16e8cb7:‚k'Mobjectivemulti:softmaxa8e345aecabd4718b3f487e2d16e8cb72‚j%Mrandom_state42a8e345aecabd4718b3f487e2d16e8cb7C‚i!7Mreg_lambda3.974196714305311e-07a8e345aecabd4718b3f487e2d16e8cb7?‚h1Mreg_alpha20.619635618013948a8e345aecabd4718b3f487e2d16e8cb7;‚g1Mgamma0.0813995583239973a8e345aecabd4718b3f487e2d16e8cb7
JصMe
?V
Ÿí½	Ù©
o
y¼[!I
é
¹
‰
Z
*ú™ÃìŒUç°yÉ
ÏBQñU
Ô

f
/	ù	Â	‹Ø	X#	%ò¿VŒì¹†ˆ‰"(）V#𾋙ßi9
?06-Mmin_child_weightf758f89f45b84b579ce7af1832fc0b50@/Mmax_depth673f6effcc694a79afa490e4c4615c9d
±/Mmax_depth0569acda8a2c4c35939ad1804063fcf9Õ/Mmax_depth64e41c8af598400e82af115512b2c498
Å/Mmax_depth18365b7783714400a782721b7feb083dý6-Mmin_child_weight673f6effcc694a79afa490e4c4615c9d
´è/Mmax_depth73257214c1234deeaa6c6988d2c624926-Mmin_child_weight6ced8b3536514ee9baedcbb5b34805532%Mn_estimators673f6effcc694a79afa490e4c4615c9d
³/Mmax_depth6ced8b3536514ee9baedcbb5b3480553
6-Mmin_child_weight0649ed79bd8341e1856a85d925434ec6
ð2%Mn_estimators0649ed79bd8341e1856a85d925434ec6
ï/Mmax_depth0649ed79bd8341e1856a85d925434ec6
í2%Mn_estimators64e41c8af598400e82af115512b2c498
Ç2%Mn_estimators4b5569715e47432089055f7a3170a646
Ÿ2%Mn_estimators3b3ce63bcf3a4a779b988dba6aac5694ë6-Mmin_child_weight264b1ba8ca34492f8c4a1b38043d92ce
Ü2%Mn_estimators264b1ba8ca34492f8c4a1b38043d92ce
Û2%Mn_estimators6947f20ba997407da8a39f270bf3b43a
'/Mmax_depth264b1ba8ca34492f8c4a1b38043d92ce
Ù/Mmax_depth21f108117fe64cdfb2e3c9e0bd4462c1
u/Mmax_depth189fafb42e84430ea113096468bd6878
3'Mlearning_ratec6a016dc1c0b440081ea575ec1cc2316®3'Mlearning_ratea8e345aecabd4718b3f487e2d16e8cb7
b2'M
learning_ratea7328ac3af944ba49089dc0abac2a5c3r9	6-Mmin_child_weight6fc4f724758841958eb6cd940336f003,2%Mn_estimators6fc4f724758841958eb6cd940336f003+/Mmax_depth6fc4f724758841958eb6cd940336f003)2%Mn_estimatorsa8e345aecabd4718b3f487e2d16e8cb7
c1%M
n_estimatorsa7328ac3af944ba49089dc0abac2a5c3s2%Mn_estimatorsa58c08eb77644c8ca8c38f6f13333c87
O2%Mn_estimators95f46448c4c143d396457d452ee74f37
;2%Mn_estimators8fdef82198f04be8a4ec466cc1e1dcdf›2%Mn_estimators88ac1026184a48c1bd036c1c3a0546f9‡2%Mn_estimators7885fa93615f4a50b8826629533b02f2
‹2%Mn_estimators73257214c1234deeaa6c6988d2c624922%Mn_estimators6ced8b3536514ee9baedcbb5b34805536-Mmin_child_weight73257214c1234deeaa6c6988d2c624922%Mn_estimators32195c11cf434ed29f29292715a46473Ã2%Mn_estimators21f108117fe64cdfb2e3c9e0bd4462c1
w2%Mn_estimators189fafb42e84430ea113096468bd6878
2%Mn_estimators18365b7783714400a782721b7feb083dÿ2%Mn_estimators0569acda8a2c4c35939ad1804063fcf9×6-Mmin_child_weightc6a016dc1c0b440081ea575ec1cc2316°6-Mmin_child_weighta8e345aecabd4718b3f487e2d16e8cb7
d5-M
min_child_weighta7328ac3af944ba49089dc0abac2a5c3t6-Mmin_child_weighta58c08eb77644c8ca8c38f6f13333c87
P6-Mmin_child_weight95f46448c4c143d396457d452ee74f37
<6-Mmin_child_weight8fdef82198f04be8a4ec466cc1e1dcdfœ6-Mmin_child_weight88ac1026184a48c1bd036c1c3a0546f9ˆ6-Mmin_child_weight7885fa93615f4a50b8826629533b02f2
Œ6-Mmin_child_weight6947f20ba997407da8a39f270bf3b43a
(6-Mmin_child_weight4b5569715e47432089055f7a3170a646
 6-Mmin_child_weight3b3ce63bcf3a4a779b988dba6aac5694ì6-Mmin_child_weight32195c11cf434ed29f29292715a46473Ä6-Mmin_child_weight21f108117fe64cdfb2e3c9e0bd4462c1
x6-Mmin_child_weight189fafb42e84430ea113096468bd6878
6-Mmin_child_weight18365b7783714400a782721b7feb083d
6-Mmin_child_weight0569acda8a2c4c35939ad1804063fcf9Ø/Mmax_depthc6a016dc1c0b440081ea575ec1cc2316­/Mmax_deptha8e345aecabd4718b3f487e2d16e8cb7
a.M
max_deptha7328ac3af944ba49089dc0abac2a5c3q/Mmax_deptha58c08eb77644c8ca8c38f6f13333c87
M/Mmax_depth95f46448c4c143d396457d452ee74f37
9/Mmax_depth8fdef82198f04be8a4ec466cc1e1dcdf™/Mmax_depth88ac1026184a48c1bd036c1c3a0546f9…/Mmax_depth7885fa93615f4a50b8826629533b02f2
‰/Mmax_depth6947f20ba997407da8a39f270bf3b43a
%/Mmax_depth4b5569715e47432089055f7a3170a646
/Mmax_depth3b3ce63bcf3a4a779b988dba6aac5694é/Mmax_depth32195c11cf434ed29f29292715a46473Á,3'Mlearning_ratef758f89f45b84b579ce7af1832fc0b50>/Mmax_depthf758f89f45b84b579ce7af1832fc0b50=6-Mmin_child_weight64e41c8af598400e82af115512b2c498
È
fòÚ´ŽhBöЪ„^8
ì
Æ
 
z
T
.
	ä¿šuP+á¼—qK%
ÿ
Ù
³

g
A
	õ	ÏS-ổoI#ý×	©	ƒ	]	7	ëÅŸy±‹nH"
ü
Ö
°
Š
d
>
òfA÷Ò­ˆc>ôΨ‚\6êÄžxR,ດ%M8e27978ace8f431daf6e86a84f911c76>%M8e27978ace8f431daf6e86a84f911c76=%M8e27978ace8f431daf6e86a84f911c76<%M8e27978ace8f431daf6e86a84f911c76;%M8e27978ace8f431daf6e86a84f911c76:%M8e27978ace8f431daf6e86a84f911c769%M8e27978ace8f431daf6e86a84f911c768%M8e27978ace8f431daf6e86a84f911c767%M8e27978ace8f431daf6e86a84f911c766%M8e27978ace8f431daf6e86a84f911c765%M8e27978ace8f431daf6e86a84f911c764%M95f46448c4c143d396457d452ee74f37
%M95f46448c4c143d396457d452ee74f37
%M95f46448c4c143d396457d452ee74f37
%M95f46448c4c143d396457d452ee74f37
%M8fdef82198f04be8a4ec466cc1e1dcdfÖ%M8fdef82198f04be8a4ec466cc1e1dcdfÕ%M8fdef82198f04be8a4ec466cc1e1dcdfÔ%M8fdef82198f04be8a4ec466cc1e1dcdfÓ%M8fdef82198f04be8a4ec466cc1e1dcdfÒ%M8fdef82198f04be8a4ec466cc1e1dcdfÑ%M8fdef82198f04be8a4ec466cc1e1dcdfÐ%M8fdef82198f04be8a4ec466cc1e1dcdfÏ%M8fdef82198f04be8a4ec466cc1e1dcdfÎ%M8fdef82198f04be8a4ec466cc1e1dcdfÍ%M8fdef82198f04be8a4ec466cc1e1dcdfÌ%M8fdef82198f04be8a4ec466cc1e1dcdfË$M
8ee3eeb040c8478b82d3ec702378c408i$M
8ee3eeb040c8478b82d3ec702378c408h$M
8ee3eeb040c8478b82d3ec702378c408g$M
8ee3eeb040c8478b82d3ec702378c408f$M
8ee3eeb040c8478b82d3ec702378c408e$M
8ee3eeb040c8478b82d3ec702378c408d$M
8ee3eeb040c8478b82d3ec702378c408c$M
8ee3eeb040c8478b82d3ec702378c408b$M
8ee3eeb040c8478b82d3ec702378c408a$M
8ee3eeb040c8478b82d3ec702378c408`$M
8ee3eeb040c8478b82d3ec702378c408_%M8c4c8bc6eeef41a6a56c4a654b4f835f
Å%M8c4c8bc6eeef41a6a56c4a654b4f835f
Ä%M89fe397d80d049218100366806f89a2f%M89fe397d80d049218100366806f89a2f%M89fe397d80d049218100366806f89a2f%M89fe397d80d049218100366806f89a2f%M89fe397d80d049218100366806f89a2f%M89fe397d80d049218100366806f89a2f
%M89fe397d80d049218100366806f89a2f%M89fe397d80d049218100366806f89a2f%M89fe397d80d049218100366806f89a2f
%M89fe397d80d049218100366806f89a2f	%M89fe397d80d049218100366806f89a2f%M8c4c8bc6eeef41a6a56c4a654b4f835f
Ã%M8c4c8bc6eeef41a6a56c4a654b4f835f
Â%M8c4c8bc6eeef41a6a56c4a654b4f835f
Á%M8c4c8bc6eeef41a6a56c4a654b4f835f
À%M8c4c8bc6eeef41a6a56c4a654b4f835f
¿%M8c4c8bc6eeef41a6a56c4a654b4f835f
¾%M8c4c8bc6eeef41a6a56c4a654b4f835f
½%M8c4c8bc6eeef41a6a56c4a654b4f835f
¼%M8c4c8bc6eeef41a6a56c4a654b4f835f
»%M88ac1026184a48c1bd036c1c3a0546f9Ê%M88ac1026184a48c1bd036c1c3a0546f9É%M88ac1026184a48c1bd036c1c3a0546f9È%M88ac1026184a48c1bd036c1c3a0546f9Ç%M88ac1026184a48c1bd036c1c3a0546f9Æ%M88ac1026184a48c1bd036c1c3a0546f9Å%M88ac1026184a48c1bd036c1c3a0546f9Ä%M88ac1026184a48c1bd036c1c3a0546f9Ã%M88ac1026184a48c1bd036c1c3a0546f9Â%M88ac1026184a48c1bd036c1c3a0546f9Á%M88ac1026184a48c1bd036c1c3a0546f9À%M88ac1026184a48c1bd036c1c3a0546f9¿$M
87cd75ef7f104f4ba6c1517ef9820ac9S$M
87cd75ef7f104f4ba6c1517ef9820ac9R$M
87cd75ef7f104f4ba6c1517ef9820ac9Q$M
87cd75ef7f104f4ba6c1517ef9820ac9P$M
87cd75ef7f104f4ba6c1517ef9820ac9O$M
87cd75ef7f104f4ba6c1517ef9820ac9N$M
87cd75ef7f104f4ba6c1517ef9820ac9M$M
87cd75ef7f104f4ba6c1517ef9820ac9L$M
87cd75ef7f104f4ba6c1517ef9820ac9K$M
87cd75ef7f104f4ba6c1517ef9820ac9J$M
87cd75ef7f104f4ba6c1517ef9820ac9I%M7885fa93615f4a50b8826629533b02f2
N%M7885fa93615f4a50b8826629533b02f2
M%M7885fa93615f4a50b8826629533b02f2
L%M7885fa93615f4a50b8826629533b02f2
K%M7885fa93615f4a50b8826629533b02f2
J%M7885fa93615f4a50b8826629533b02f2
I%M7885fa93615f4a50b8826629533b02f2
H%M7885fa93615f4a50b8826629533b02f2
G%M7885fa93615f4a50b8826629533b02f2
F%M7885fa93615f4a50b8826629533b02f2
E%M7885fa93615f4a50b8826629533b02f2
D%M7885fa93615f4a50b8826629533b02f2
C%M73257214c1234deeaa6c6988d2c62492
¢%M73257214c1234deeaa6c6988d2c62492
¡%M73257214c1234deeaa6c6988d2c62492
 %M73257214c1234deeaa6c6988d2c62492
Ÿ%M73257214c1234deeaa6c6988d2c62492
ž%M73257214c1234deeaa6c6988d2c62492
%M73257214c1234deeaa6c6988d2c62492
œ
fòÚ´ŽhBöЪ„^8
ì
Æ
 
z
T
.
	ä¿šuP+á¼—qK%
ÿ
Ù
³

g
A
	õ	ÏS-ổoI#ý×	©	ƒ	]	7	ëÅŸy±‹nH"
ü
Ö
°
Š
d
>
òfA÷Ò­ˆc>ôΨ‚\6êÄžxR,ດ%M8e27978ace8f431daf6e86a84f911c76>%M8e27978ace8f431daf6e86a84f911c76=%M8e27978ace8f431daf6e86a84f911c76<%M8e27978ace8f431daf6e86a84f911c76;%M8e27978ace8f431daf6e86a84f911c76:%M8e27978ace8f431daf6e86a84f911c769%M8e27978ace8f431daf6e86a84f911c768%M8e27978ace8f431daf6e86a84f911c767%M8e27978ace8f431daf6e86a84f911c766%M8e27978ace8f431daf6e86a84f911c765%M8e27978ace8f431daf6e86a84f911c764%M95f46448c4c143d396457d452ee74f37
%M95f46448c4c143d396457d452ee74f37
%M95f46448c4c143d396457d452ee74f37
%M95f46448c4c143d396457d452ee74f37
%M8fdef82198f04be8a4ec466cc1e1dcdfÖ%M8fdef82198f04be8a4ec466cc1e1dcdfÕ%M8fdef82198f04be8a4ec466cc1e1dcdfÔ%M8fdef82198f04be8a4ec466cc1e1dcdfÓ%M8fdef82198f04be8a4ec466cc1e1dcdfÒ%M8fdef82198f04be8a4ec466cc1e1dcdfÑ%M8fdef82198f04be8a4ec466cc1e1dcdfÐ%M8fdef82198f04be8a4ec466cc1e1dcdfÏ%M8fdef82198f04be8a4ec466cc1e1dcdfÎ%M8fdef82198f04be8a4ec466cc1e1dcdfÍ%M8fdef82198f04be8a4ec466cc1e1dcdfÌ%M8fdef82198f04be8a4ec466cc1e1dcdfË$M
8ee3eeb040c8478b82d3ec702378c408i$M
8ee3eeb040c8478b82d3ec702378c408h$M
8ee3eeb040c8478b82d3ec702378c408g$M
8ee3eeb040c8478b82d3ec702378c408f$M
8ee3eeb040c8478b82d3ec702378c408e$M
8ee3eeb040c8478b82d3ec702378c408d$M
8ee3eeb040c8478b82d3ec702378c408c$M
8ee3eeb040c8478b82d3ec702378c408b$M
8ee3eeb040c8478b82d3ec702378c408a$M
8ee3eeb040c8478b82d3ec702378c408`$M
8ee3eeb040c8478b82d3ec702378c408_%M8c4c8bc6eeef41a6a56c4a654b4f835f
Å%M8c4c8bc6eeef41a6a56c4a654b4f835f
Ä%M89fe397d80d049218100366806f89a2f%M89fe397d80d049218100366806f89a2f%M89fe397d80d049218100366806f89a2f%M89fe397d80d049218100366806f89a2f%M89fe397d80d049218100366806f89a2f%M89fe397d80d049218100366806f89a2f
%M89fe397d80d049218100366806f89a2f%M89fe397d80d049218100366806f89a2f%M89fe397d80d049218100366806f89a2f
%M89fe397d80d049218100366806f89a2f	%M89fe397d80d049218100366806f89a2f%M8c4c8bc6eeef41a6a56c4a654b4f835f
Ã%M8c4c8bc6eeef41a6a56c4a654b4f835f
Â%M8c4c8bc6eeef41a6a56c4a654b4f835f
Á%M8c4c8bc6eeef41a6a56c4a654b4f835f
À%M8c4c8bc6eeef41a6a56c4a654b4f835f
¿%M8c4c8bc6eeef41a6a56c4a654b4f835f
¾%M8c4c8bc6eeef41a6a56c4a654b4f835f
½%M8c4c8bc6eeef41a6a56c4a654b4f835f
¼%M8c4c8bc6eeef41a6a56c4a654b4f835f
»%M88ac1026184a48c1bd036c1c3a0546f9Ê%M88ac1026184a48c1bd036c1c3a0546f9É%M88ac1026184a48c1bd036c1c3a0546f9È%M88ac1026184a48c1bd036c1c3a0546f9Ç%M88ac1026184a48c1bd036c1c3a0546f9Æ%M88ac1026184a48c1bd036c1c3a0546f9Å%M88ac1026184a48c1bd036c1c3a0546f9Ä%M88ac1026184a48c1bd036c1c3a0546f9Ã%M88ac1026184a48c1bd036c1c3a0546f9Â%M88ac1026184a48c1bd036c1c3a0546f9Á%M88ac1026184a48c1bd036c1c3a0546f9À%M88ac1026184a48c1bd036c1c3a0546f9¿$M
87cd75ef7f104f4ba6c1517ef9820ac9S$M
87cd75ef7f104f4ba6c1517ef9820ac9R$M
87cd75ef7f104f4ba6c1517ef9820ac9Q$M
87cd75ef7f104f4ba6c1517ef9820ac9P$M
87cd75ef7f104f4ba6c1517ef9820ac9O$M
87cd75ef7f104f4ba6c1517ef9820ac9N$M
87cd75ef7f104f4ba6c1517ef9820ac9M$M
87cd75ef7f104f4ba6c1517ef9820ac9L$M
87cd75ef7f104f4ba6c1517ef9820ac9K$M
87cd75ef7f104f4ba6c1517ef9820ac9J$M
87cd75ef7f104f4ba6c1517ef9820ac9I%M7885fa93615f4a50b8826629533b02f2
N%M7885fa93615f4a50b8826629533b02f2
M%M7885fa93615f4a50b8826629533b02f2
L%M7885fa93615f4a50b8826629533b02f2
K%M7885fa93615f4a50b8826629533b02f2
J%M7885fa93615f4a50b8826629533b02f2
I%M7885fa93615f4a50b8826629533b02f2
H%M7885fa93615f4a50b8826629533b02f2
G%M7885fa93615f4a50b8826629533b02f2
F%M7885fa93615f4a50b8826629533b02f2
E%M7885fa93615f4a50b8826629533b02f2
D%M7885fa93615f4a50b8826629533b02f2
C%M73257214c1234deeaa6c6988d2c62492
¢%M73257214c1234deeaa6c6988d2c62492
¡%M73257214c1234deeaa6c6988d2c62492
 %M73257214c1234deeaa6c6988d2c62492
Ÿ%M73257214c1234deeaa6c6988d2c62492
ž%M73257214c1234deeaa6c6988d2c62492
%M73257214c1234deeaa6c6988d2c62492
œ
e0Á
lúr+äV
È8ñªcא¹
A³ÕŽG
ˆÁJ
¾
x
2	ì	¦	`	ÓŒEþ·p)â›T
ƃs-ç¡[
ˆFeCF)Mrecall_class_2
~Hr8e27978ace8f431daf6e86a84f911c76?åÇsd‚­:>)M	recall_class_2
+Æe97039aef5f14dc6bf7d2d1b7cc37742/F)Mrecall_class_2
Ý6ña32ccc1cb12b4d00beeae256d8d8c894?èC?mG“F)Mrecall_class_2
Î489fe397d80d049218100366806f89a2f?èC?mG“F)Mrecall_class_2
„d5ba59920410e4142a69c589853ef2bcc?è*ËEŠQ
F)Mrecall_class_2
ºN‰f758f89f45b84b579ce7af1832fc0b50?è[³•Ò&
¶F)Mrecall_class_2
¹í6fc4f724758841958eb6cd940336f003?轄3öÔq
ªF)Mrecall_class_2
·sò73257214c1234deeaa6c6988d2c62492?èt'¼À’¹
žF)Mrecall_class_2
¶Pt6ced8b3536514ee9baedcbb5b3480553?è¥:Þ
’F)Mrecall_class_2
µ-0649ed79bd8341e1856a85d925434ec6?èt'¼À’¹
†F)Mrecall_class_2
´E264b1ba8ca34492f8c4a1b38043d92ce?èC?mG“
zF)Mrecall_class_3
§§ú6947f20ba997407da8a39f270bf3b43a?特ø8:
F)Mrecall_class_3
¢z
18365b7783714400a782721b7feb083d?ê¿jšY
F)Mrecall_class_3
™ž0569acda8a2c4c35939ad1804063fcf9?êt·¢ J³÷F)Mrecall_class_3
˜î32195c11cf434ed29f29292715a46473?êñ7?ÇëF)Mrecall_class_3
–ZÆc6a016dc1c0b440081ea575ec1cc2316?êt·¢ J³ßF)Mrecall_class_3
•n48fdef82198f04be8a4ec466cc1e1dcdf?ê¿jšYÓF)Mrecall_class_3
•e88ac1026184a48c1bd036c1c3a0546f9?êØP쌐ÇF)Mrecall_class_3
‚ɸ62b4955e8fd743fca92a115e5ea27a75?ë
‘ñþ»F)Mrecall_class_3
 `54c2a06f524f483399af4e7048ce27f9?ë
‘ñþ°F)Mrecall_class_3
|°ïe472909dd57c44d483988edaf4a002da?ë
‘ñþ¥F)Mrecall_class_3
t–Tb909ac60efa34916b3a5fcfa7d51b3d0?ë
‘ñþšF)Mrecall_class_3
q
µdbb799e10ef542809ffd4acb0bf32895?êBêýªhD‹E)M
recall_class_3
^ǧ4d564f28efaa423a9d7e3df2f878b223?åûTЈòÆ|E)M
recall_class_3
6Í¢1254413f339a43289dfd5de8b7802720?åeîá§KzqE)M
recall_class_3
5à@8ee3eeb040c8478b82d3ec702378c408?æFÇùÆkfE)M
recall_class_3
5bì40e8901ef7394dfc8363dd6af82cf816?å°¡Ù [E)M
recall_class_3
4=Ÿ87cd75ef7f104f4ba6c1517ef9820ac9?äЈòŤ/PE)M
recall_class_3
3(&c92bf13dd61e406e8d52c3e60e825ae9?å~Õ4"<±EE)M
recall_class_3
/Ô19e9ec7327f7489c848f625206caf618?å°¡Ù :E)M
recall_class_3
&Ú3a51f53a41584668826b144804278683?æ;#ãý/E)M
recall_class_3
 V¬f4250c9350044642b30cce896b0e79fa?åân~
Ž$F)Mrecall_class_2
â¤&22ca28b0c6b249a68f54721edeb36bb6?è*ËEŠQ

×F)Mrecall_class_2
Ü6ë37d5fd3375b44163bba626b30be16900?è*ËEŠQ

ÌF)Mrecall_class_2
Û=Ø8c4c8bc6eeef41a6a56c4a654b4f835f?çž/aþ
ÁF)Mrecall_class_2
§§ö6947f20ba997407da8a39f270bf3b43a?çÈú¦—N¶
F)Mrecall_class_2
‰EŸe40c03c9b5a84eda97a317fc9c2b3937?çÈú¦—N¶
øF)Mrecall_class_2
ªJB95f46448c4c143d396457d452ee74f37?èÕø[³•
F)Mrecall_class_2
çF®a2a03aca384e4a65861a1c9d5b5c1fc2?è¥:Þ
í>)M	recall_class_2
šñaf86afa3f2194726b350927336a6b406$F)Mrecall_class_2
³”…64e41c8af598400e82af115512b2c498?çÈú¦—N¶
nF)Mrecall_class_2
²öº673f6effcc694a79afa490e4c4615c9d?èÕø[³•
bF)Mrecall_class_2
±üÈ4b5569715e47432089055f7a3170a646?轄3öÔq
VF)Mrecall_class_2
¯[7885fa93615f4a50b8826629533b02f2?èîlƒpU—
JF)Mrecall_class_2
­´321f108117fe64cdfb2e3c9e0bd4462c1?èW͐n
>F)Mrecall_class_2
«¶âa8e345aecabd4718b3f487e2d16e8cb7?èW͐n
2F)Mrecall_class_2
ªóXa58c08eb77644c8ca8c38f6f13333c87?è[³•Ò&
&F)Mrecall_class_2
åHž0f3681e9484b4a229a1cb383fb29c4b2?è*ËEŠQ

â
Œ
‘
W
è±Þ„	Û£l5 b™_'ð¹$æŒW‚\)WMmlflow.runNameXGB_with_Feature_Engineering_optuna_7673f6effcc694a79afa490e4c4615c9d;‚[1Mmlflow.source.typeLOCAL673f6effcc694a79afa490e4c4615c9d‚Z1AMmlflow.source.name/Users/arham/anaconda3/envs/DataScience/lib/python3.10/site-packages/ipykernel_launcher.py673f6effcc694a79afa490e4c4615c9d4‚Y#Mmlflow.userarham673f6effcc694a79afa490e4c4615c9d4‚X'MpreprocessingYes4b5569715e47432089055f7a3170a6465‚W!Mmodel_nameXGBoost4b5569715e47432089055f7a3170a6467‚V#MexperimentsArham A.4b5569715e47432089055f7a3170a646„k‚U=ˆiMmlflow.log-model.history[{"run_id": "4b5569715e47432089055f7a3170a646", "artifact_path": "model", "utc_time_created": "2024-04-25 19:18:34.457787", "flavors": {"python_function": {"loader_module": "mlflow.xgboost", "python_version": "3.10.13", "data": "model.xgb", "env": {"conda": "conda.yaml", "virtualenv": "python_env.yaml"}}, "xgboost": {"xgb_version": "1.7.3", "data": "model.xgb", "model_class": "xgboost.sklearn.XGBClassifier", "model_format": "xgb", "code": null}}, "model_uuid": "74fab1772e0049f1a6290d3591ac93f2", "mlflow_version": "2.10.2", "model_size_bytes": 5536172}]4b5569715e47432089055f7a3170a646W‚T)WMmlflow.runNameXGB_with_Feature_Engineering_optuna_64b5569715e47432089055f7a3170a646;‚S1Mmlflow.source.typeLOCAL4b5569715e47432089055f7a3170a646‚R1AMmlflow.source.name/Users/arham/anaconda3/envs/DataScience/lib/python3.10/site-packages/ipykernel_launcher.py4b5569715e47432089055f7a3170a6464‚Q#Mmlflow.userarham4b5569715e47432089055f7a3170a6464‚P'MpreprocessingYes7885fa93615f4a50b8826629533b02f25‚O!Mmodel_nameXGBoost7885fa93615f4a50b8826629533b02f27‚N#MexperimentsArham A.7885fa93615f4a50b8826629533b02f2„k‚M=ˆiMmlflow.log-model.history[{"run_id": "7885fa93615f4a50b8826629533b02f2", "artifact_path": "model", "utc_time_created": "2024-04-25 19:15:42.098511", "flavors": {"python_function": {"loader_module": "mlflow.xgboost", "python_version": "3.10.13", "data": "model.xgb", "env": {"conda": "conda.yaml", "virtualenv": "python_env.yaml"}}, "xgboost": {"xgb_version": "1.7.3", "data": "model.xgb", "model_class": "xgboost.sklearn.XGBClassifier", "model_format": "xgb", "code": null}}, "model_uuid": "440088b847e44c5295d6c0e994e23760", "mlflow_version": "2.10.2", "model_size_bytes": 6369447}]7885fa93615f4a50b8826629533b02f2W‚L)WMmlflow.runNameXGB_with_Feature_Engineering_optuna_57885fa93615f4a50b8826629533b02f2;‚K1Mmlflow.source.typeLOCAL7885fa93615f4a50b8826629533b02f2‚J1AMmlflow.source.name/Users/arham/anaconda3/envs/DataScience/lib/python3.10/site-packages/ipykernel_launcher.py7885fa93615f4a50b8826629533b02f24‚I#Mmlflow.userarham7885fa93615f4a50b8826629533b02f24‚H'MpreprocessingYes21f108117fe64cdfb2e3c9e0bd4462c15‚G!Mmodel_nameXGBoost21f108117fe64cdfb2e3c9e0bd4462c17‚F#MexperimentsArham A.21f108117fe64cdfb2e3c9e0bd4462c1„k‚E=ˆiMmlflow.log-model.history[{"run_id": "21f108117fe64cdfb2e3c9e0bd4462c1", "artifact_path": "model", "utc_time_created": "2024-04-25 19:13:53.734155", "flavors": {"python_function": {"loader_module": "mlflow.xgboost", "python_version": "3.10.13", "data": "model.xgb", "env": {"conda": "conda.yaml", "virtualenv": "python_env.yaml"}}, "xgboost": {"xgb_version": "1.7.3", "data": "model.xgb", "model_class": "xgboost.sklearn.XGBClassifier", "model_format": "xgb", "code": null}}, "model_uuid": "3bd7fadfffbc4a28a13a71707b504612", "mlflow_version": "2.10.2", "model_size_bytes": 9953680}]21f108117fe64cdfb2e3c9e0bd4462c1
fä
É

ÛµiC÷Ñ«…_9
í
Ç
¡
{
U
/
	ã½—qK%ÿÙ
£
}
W
/
î䴏jE 
û
Ö
°
Š
d
>
	ò	Ì	¦	€	Z	4	èÂœvP*Þ¸’lF úÔ®ˆb<ðʤ~X2æÀštN(ܶjDøÒ¬†`:%M8e27978ace8f431daf6e86a84f911c76«$M
87cd75ef7f104f4ba6c1517ef9820ac90%M8e27978ace8f431daf6e86a84f911c76¨%M8e27978ace8f431daf6e86a84f911c76§%M8e27978ace8f431daf6e86a84f911c76¦%M8e27978ace8f431daf6e86a84f911c76¥$M
87cd75ef7f104f4ba6c1517ef9820ac9/%M8e27978ace8f431daf6e86a84f911c76ª%M8e27978ace8f431daf6e86a84f911c76©%Ma58c08eb77644c8ca8c38f6f13333c87
W%Ma58c08eb77644c8ca8c38f6f13333c87
V%Ma58c08eb77644c8ca8c38f6f13333c87
U%Ma58c08eb77644c8ca8c38f6f13333c87
T%Ma58c08eb77644c8ca8c38f6f13333c87
S%Ma58c08eb77644c8ca8c38f6f13333c87
R%Ma58c08eb77644c8ca8c38f6f13333c87
Q%Ma58c08eb77644c8ca8c38f6f13333c87
P%Ma58c08eb77644c8ca8c38f6f13333c87
O%Ma58c08eb77644c8ca8c38f6f13333c87
N%Ma58c08eb77644c8ca8c38f6f13333c87
M%M9ca38fe0f3ab4c20a735a4d3f1b2cdc2^%M9ca38fe0f3ab4c20a735a4d3f1b2cdc2]%M9ca38fe0f3ab4c20a735a4d3f1b2cdc2\%M9ca38fe0f3ab4c20a735a4d3f1b2cdc2[%M9ca38fe0f3ab4c20a735a4d3f1b2cdc2Z%M9ca38fe0f3ab4c20a735a4d3f1b2cdc2Y%M9ca38fe0f3ab4c20a735a4d3f1b2cdc2X%M95f46448c4c143d396457d452ee74f37
L%M95f46448c4c143d396457d452ee74f37
K%M95f46448c4c143d396457d452ee74f37
J%M95f46448c4c143d396457d452ee74f37
I%M95f46448c4c143d396457d452ee74f37
H%M95f46448c4c143d396457d452ee74f37
G%M95f46448c4c143d396457d452ee74f37
F%M95f46448c4c143d396457d452ee74f37
E%M95f46448c4c143d396457d452ee74f37
D%M95f46448c4c143d396457d452ee74f37
C%M95f46448c4c143d396457d452ee74f37
B%M95f46448c4c143d396457d452ee74f37
A%M95f46448c4c143d396457d452ee74f37
@%M95f46448c4c143d396457d452ee74f37
?%M95f46448c4c143d396457d452ee74f37
>%M95f46448c4c143d396457d452ee74f37
=%M95f46448c4c143d396457d452ee74f37
<%M95f46448c4c143d396457d452ee74f37
;%M95f46448c4c143d396457d452ee74f37
:%M95f46448c4c143d396457d452ee74f37
9%M8fdef82198f04be8a4ec466cc1e1dcdf¬%M8fdef82198f04be8a4ec466cc1e1dcdf«%M8fdef82198f04be8a4ec466cc1e1dcdfª%M8fdef82198f04be8a4ec466cc1e1dcdf©%M8fdef82198f04be8a4ec466cc1e1dcdf¨%M8fdef82198f04be8a4ec466cc1e1dcdf§%M8fdef82198f04be8a4ec466cc1e1dcdf¦%M8fdef82198f04be8a4ec466cc1e1dcdf¥%M8fdef82198f04be8a4ec466cc1e1dcdf¤%M8fdef82198f04be8a4ec466cc1e1dcdf£%M8fdef82198f04be8a4ec466cc1e1dcdf¢%M8fdef82198f04be8a4ec466cc1e1dcdf¡%M8fdef82198f04be8a4ec466cc1e1dcdf %M8fdef82198f04be8a4ec466cc1e1dcdfŸ%M8fdef82198f04be8a4ec466cc1e1dcdfž%M8fdef82198f04be8a4ec466cc1e1dcdf%M8fdef82198f04be8a4ec466cc1e1dcdfœ%M8fdef82198f04be8a4ec466cc1e1dcdf›%M8fdef82198f04be8a4ec466cc1e1dcdfš%M8fdef82198f04be8a4ec466cc1e1dcdf™$M
8ee3eeb040c8478b82d3ec702378c408?$M
8ee3eeb040c8478b82d3ec702378c408>$M
8ee3eeb040c8478b82d3ec702378c408=$M
8ee3eeb040c8478b82d3ec702378c408<$M
8ee3eeb040c8478b82d3ec702378c408;$M
8ee3eeb040c8478b82d3ec702378c408:$M
8ee3eeb040c8478b82d3ec702378c4089%M8c4c8bc6eeef41a6a56c4a654b4f835fl%M8c4c8bc6eeef41a6a56c4a654b4f835fk%M8c4c8bc6eeef41a6a56c4a654b4f835fj%M8c4c8bc6eeef41a6a56c4a654b4f835fi%M8c4c8bc6eeef41a6a56c4a654b4f835fh%M8c4c8bc6eeef41a6a56c4a654b4f835fg%M8c4c8bc6eeef41a6a56c4a654b4f835ff%M88ac1026184a48c1bd036c1c3a0546f9˜%M88ac1026184a48c1bd036c1c3a0546f9—%M88ac1026184a48c1bd036c1c3a0546f9–%M88ac1026184a48c1bd036c1c3a0546f9•%M88ac1026184a48c1bd036c1c3a0546f9”%M88ac1026184a48c1bd036c1c3a0546f9“%M88ac1026184a48c1bd036c1c3a0546f9’%M88ac1026184a48c1bd036c1c3a0546f9‘%M88ac1026184a48c1bd036c1c3a0546f9%M88ac1026184a48c1bd036c1c3a0546f9%M88ac1026184a48c1bd036c1c3a0546f9Ž%M88ac1026184a48c1bd036c1c3a0546f9%M88ac1026184a48c1bd036c1c3a0546f9Œ%M88ac1026184a48c1bd036c1c3a0546f9‹%M88ac1026184a48c1bd036c1c3a0546f9Š%M88ac1026184a48c1bd036c1c3a0546f9‰%M88ac1026184a48c1bd036c1c3a0546f9ˆ%M88ac1026184a48c1bd036c1c3a0546f9‡%M88ac1026184a48c1bd036c1c3a0546f9†%M88ac1026184a48c1bd036c1c3a0546f9…$M
87cd75ef7f104f4ba6c1517ef9820ac91
>Œ¹„GÜ“J
¸
n
"Ú©c-õˆG

¼
‡
J
	ß	–	M	»q%Ý«c-ôÁ‡F¾‰Lá˜O½s'ß®g1
ù
Æ
Œ
K
ÁŒ2ƒb%Mrandom_state42264b1ba8ca34492f8c4a1b38043d92ceBƒa!5Mreg_lambda0.003027552093067664264b1ba8ca34492f8c4a1b38043d92ceBƒ`7Mreg_alpha1.953546914108059e-08264b1ba8ca34492f8c4a1b38043d92ce>ƒ_7Mgamma5.749686185921016e-07264b1ba8ca34492f8c4a1b38043d92ce7ƒ^-Mcolsample_bytree0.7264b1ba8ca34492f8c4a1b38043d92ce0ƒ]Msubsample0.9264b1ba8ca34492f8c4a1b38043d92ce5ƒ\-Mmin_child_weight7264b1ba8ca34492f8c4a1b38043d92ce3ƒ[%Mn_estimators132264b1ba8ca34492f8c4a1b38043d92ceDƒZ'3Mlearning_rate0.30841942106618764264b1ba8ca34492f8c4a1b38043d92ce.ƒYMmax_depth6264b1ba8ca34492f8c4a1b38043d92ceEƒX)3MTarget_Drift_60.0104292069424465964e41c8af598400e82af115512b2c498IƒW);MTarget_Drift_5-0.0003275626309053314464e41c8af598400e82af115512b2c498GƒV)7MTarget_Drift_4-0.01719003510673608564e41c8af598400e82af115512b2c498GƒU)7MTarget_Drift_3-0.00107794950461730164e41c8af598400e82af115512b2c498EƒT)3MTarget_Drift_2-0.008767501145799864e41c8af598400e82af115512b2c498FƒS)5MTarget_Drift_10.01199070782192579564e41c8af598400e82af115512b2c498FƒR)5MTarget_Drift_00.00494313362368614764e41c8af598400e82af115512b2c4987ƒQ#Meval_metricmlogloss64e41c8af598400e82af115512b2c498.ƒPMnum_class764e41c8af598400e82af115512b2c498:ƒO'Mobjectivemulti:softmax64e41c8af598400e82af115512b2c4982ƒN%Mrandom_state4264e41c8af598400e82af115512b2c498DƒM!9Mreg_lambda1.1963423659959008e-0664e41c8af598400e82af115512b2c498>ƒL/Mreg_alpha34.1232317190243664e41c8af598400e82af115512b2c498>ƒK7Mgamma0.000276197190209327864e41c8af598400e82af115512b2c4987ƒJ-Mcolsample_bytree0.864e41c8af598400e82af115512b2c4980ƒIMsubsample1.064e41c8af598400e82af115512b2c4986ƒH-Mmin_child_weight1064e41c8af598400e82af115512b2c4983ƒG%Mn_estimators16164e41c8af598400e82af115512b2c498EƒF'5Mlearning_rate0.03082422656489815264e41c8af598400e82af115512b2c498/ƒEMmax_depth1064e41c8af598400e82af115512b2c498EƒD)3MTarget_Drift_60.01042920694244659673f6effcc694a79afa490e4c4615c9dIƒC);MTarget_Drift_5-0.00032756263090533144673f6effcc694a79afa490e4c4615c9dGƒB)7MTarget_Drift_4-0.017190035106736085673f6effcc694a79afa490e4c4615c9dGƒA)7MTarget_Drift_3-0.001077949504617301673f6effcc694a79afa490e4c4615c9dEƒ@)3MTarget_Drift_2-0.0087675011457998673f6effcc694a79afa490e4c4615c9dFƒ?)5MTarget_Drift_10.011990707821925795673f6effcc694a79afa490e4c4615c9dFƒ>)5MTarget_Drift_00.004943133623686147673f6effcc694a79afa490e4c4615c9d7ƒ=#Meval_metricmlogloss673f6effcc694a79afa490e4c4615c9d.ƒ<Mnum_class7673f6effcc694a79afa490e4c4615c9d:ƒ;'Mobjectivemulti:softmax673f6effcc694a79afa490e4c4615c9d2ƒ:%Mrandom_state42673f6effcc694a79afa490e4c4615c9dBƒ9!5Mreg_lambda0.010461996036680242673f6effcc694a79afa490e4c4615c9dCƒ89Mreg_alpha4.7746605073070416e-08673f6effcc694a79afa490e4c4615c9d>ƒ77Mgamma6.952295076389228e-06673f6effcc694a79afa490e4c4615c9d7ƒ6-Mcolsample_bytree1.0673f6effcc694a79afa490e4c4615c9d0ƒ5Msubsample0.7673f6effcc694a79afa490e4c4615c9d5ƒ4-Mmin_child_weight4673f6effcc694a79afa490e4c4615c9d3ƒ3%Mn_estimators220673f6effcc694a79afa490e4c4615c9dCƒ2'1Mlearning_rate0.2701374472461074673f6effcc694a79afa490e4c4615c9d.ƒ1Mmax_depth7673f6effcc694a79afa490e4c4615c9dEƒ0)3MTarget_Drift_60.010429206942446594b5569715e47432089055f7a3170a646Iƒ/);MTarget_Drift_5-0.000327562630905331444b5569715e47432089055f7a3170a646Gƒ.)7MTarget_Drift_4-0.0171900351067360854b5569715e47432089055f7a3170a646Gƒ-)7MTarget_Drift_3-0.0010779495046173014b5569715e47432089055f7a3170a646Eƒ,)3MTarget_Drift_2-0.00876750114579984b5569715e47432089055f7a3170a646Fƒ+)5MTarget_Drift_10.0119907078219257954b5569715e47432089055f7a3170a646Fƒ*)5MTarget_Drift_00.0049431336236861474b5569715e47432089055f7a3170a6467ƒ)#Meval_metricmlogloss4b5569715e47432089055f7a3170a646.ƒ(Mnum_class74b5569715e47432089055f7a3170a646:ƒ''Mobjectivemulti:softmax4b5569715e47432089055f7a3170a6462ƒ&%Mrandom_state424b5569715e47432089055f7a3170a646Dƒ%!9Mreg_lambda0.000200714768953860694b5569715e47432089055f7a3170a646
ÆIºT	$ãª×q9
ºÈǏW3æ®v
]=l
Í
•
]
%Žÿ]+ù
ÏÇ–d2
Ï


k
:
Ö¥sB
+	ú	È	–óòÀŽ\+úÈ–d2Îœj8¥Î	d81Mmlflow.source.typed1475b8a27e24d68ae75c49710547ad11#Mmlflow.user4c19390a154f4b63ba9e208e73e24a5c71M
mlflow.source.typef4250c9350044642b30cce896b0e79fa;71M
mlflow.source.typeeffcda97d1d244d7a1d38cb57b4ee9ceo71M
mlflow.source.typeeb961e7539a14cf298fb29978541e39dK71M
mlflow.source.typeea8efe865c0c4e36abdb6a1d4da593db71M
mlflow.source.typee7b64a0462a44858abfe8f0854c7b62cc81Mmlflow.source.typee472909dd57c44d483988edaf4a002daË71M
mlflow.source.typee1fd092be86a48178077d59bfa6d216471M
mlflow.source.typedfe57537d98d4eb1aa4e2d2acf9a08bew71M
mlflow.source.typededd98e887ad4c8fbc12f11f00980e29[81Mmlflow.source.typedbb799e10ef542809ffd4acb0bf32895³71M
mlflow.source.typed3b261ca0d5d439aa91bd0076a9f9c18#81Mmlflow.source.typed1c8a5a9a969401fad81306cbc9afbdf¯81Mmlflow.source.typed16b13fb33914587b58d50225fdbd78e
›71M
mlflow.source.typece3dc53ebbf24117ae423eddf3354f33W71M
mlflow.source.typec92bf13dd61e406e8d52c3e60e825ae981Mmlflow.source.typec6a016dc1c0b440081ea575ec1cc2316û81Mmlflow.source.typeb909ac60efa34916b3a5fcfa7d51b3d0Ã81Mmlflow.source.typeb38c37f069304b85913c431a1516e105
·71M
mlflow.source.typeaaaaf6106aad4d6da4790f1b9866b550_81Mmlflow.source.typea8e345aecabd4718b3f487e2d16e8cb7
;81Mmlflow.source.typea7328ac3af944ba49089dc0abac2a5c3ç	]0#M
mlflow.user869a6cf62f0f4ab5970b9285da5679e1=81Mmlflow.source.typefb6d8d4bd41f45abb36b3b58fe160c81#1#Mmlflow.user7432b033d05b412da743757f24853ab2
¡1#Mmlflow.user73257214c1234deeaa6c6988d2c62492
1#Mmlflow.user6fc4f724758841958eb6cd940336f003
‰1#Mmlflow.user6f87dd19758c4f7aafd73cd1b9091096
Á1#Mmlflow.user6ecbd03e4c0f478d814226174270c17b
Å1#Mmlflow.user6ced8b3536514ee9baedcbb5b3480553
y1#Mmlflow.user6947f20ba997407da8a39f270bf3b43a
!1#Mmlflow.user673f6effcc694a79afa490e4c4615c9d
Y1#Mmlflow.user64e41c8af598400e82af115512b2c498
a0#M
mlflow.user649c4e675e9346149b1eaac835ae1140	0#M
mlflow.user6492d7c77ba4419488020e32f5e31264y1#Mmlflow.user62b4955e8fd743fca92a115e5ea27a75Ù1#Mmlflow.user5ba59920410e4142a69c589853ef2bcc
ñ1#Mmlflow.user54c2a06f524f483399af4e7048ce27f9Ñ1#Mmlflow.user4d564f28efaa423a9d7e3df2f878b223¥81Mmlflow.source.typeaf86afa3f2194726b350927336a6b406
–1#Mmlflow.user87cd75ef7f104f4ba6c1517ef9820ac9…1#Mmlflow.user483cc34ba8424e89aebf16f836111d8d
å1#Mmlflow.user40e8901ef7394dfc8363dd6af82cf8160#M
mlflow.user40e18681e750483da4b16d4c601445601#Mmlflow.user3e5113ce9ed64954b8b9bee01b9e1a4e¹81Mmlflow.source.typee40c03c9b5a84eda97a317fc9c2b3937
ë91#Mmlflow.user0f3681e9484b4a229a1cb383fb29c4b2
Õ1#Mmlflow.user22ca28b0c6b249a68f54721edeb36bb6
Í81Mmlflow.source.typed4f3bbd8eac14cdcaf9aa141e6290fa9
Ë81Mmlflow.source.typee97039aef5f14dc6bf7d2d1b7cc377421#Mmlflow.user7885fa93615f4a50b8826629533b02f2
I81Mmlflow.source.typec3984bc02445400097c1db522d8dde50
¿1#Mmlflow.user4b5569715e47432089055f7a3170a646
Q0#M
mlflow.user3d440a21f9fc4090a164fe9005445b5bq1#Mmlflow.user3b3ce63bcf3a4a779b988dba6aac5694
0#M
mlflow.user3a51f53a41584668826b144804278683M1#Mmlflow.user37d5fd3375b44163bba626b30be16900
­1#Mmlflow.user32195c11cf434ed29f29292715a46473

0#M
mlflow.user2cb6550b6f724adaab9d539c1e834fee)1#Mmlflow.user264b1ba8ca34492f8c4a1b38043d92ce
i1#Mmlflow.user21f108117fe64cdfb2e3c9e0bd4462c1
A0#M
mlflow.user19e9ec7327f7489c848f625206caf618e1#Mmlflow.user189fafb42e84430ea113096468bd6878
1#Mmlflow.user18365b7783714400a782721b7feb083d
1#Mmlflow.user18048826cd1d481e9243f25822f84c64á0#M
mlflow.user16f7e44d2fe6452399c766fd295f2d1611#Mmlflow.user1254413f339a43289dfd5de8b78027201#Mmlflow.user0649ed79bd8341e1856a85d925434ec6
q1#Mmlflow.user0569acda8a2c4c35939ad1804063fcf9
	0#M
mlflow.user001d4e96279c47eaa6b1b4d3a61c1fd1E81Mmlflow.source.typef758f89f45b84b579ce7af1832fc0b50
“81Mmlflow.source.typed1b51aff7c6c4b36b00915604c4a88dc
»
J».˜~$
ïd
%X
»
†&@–¼R,
Q
è³~ÂJ
/7ÖÅâ³l¡­
ÄyEß
Üú
§u[Í
ùcI
s
>Ëð»

	Õñªa‡÷	 	k	7	è͍™
Z4)Mrecall_class_68e27978ace8f431daf6e86a84f911c76>4)Mrecall_class_68c4c8bc6eeef41a6a56c4a654b4f835f
Å4)Mrecall_class_58c4c8bc6eeef41a6a56c4a654b4f835f
Ä4)Mrecall_class_6f758f89f45b84b579ce7af1832fc0b50
º4)Mrecall_class_5f758f89f45b84b579ce7af1832fc0b50
¹4)Mrecall_class_637d5fd3375b44163bba626b30be16900
Ð4)Mrecall_class_66fc4f724758841958eb6cd940336f003
®4)Mrecall_class_56fc4f724758841958eb6cd940336f003
­4)Mrecall_class_673257214c1234deeaa6c6988d2c62492
¢4)Mrecall_class_573257214c1234deeaa6c6988d2c62492
¡4)Mrecall_class_66ced8b3536514ee9baedcbb5b3480553
–4)Mrecall_class_56ced8b3536514ee9baedcbb5b3480553
•4)Mrecall_class_60649ed79bd8341e1856a85d925434ec6
Š4)Mrecall_class_622ca28b0c6b249a68f54721edeb36bb6
Û4)Mrecall_class_6264b1ba8ca34492f8c4a1b38043d92ce
~4)Mrecall_class_60f3681e9484b4a229a1cb383fb29c4b2
æ4)Mrecall_class_664e41c8af598400e82af115512b2c498
r4)Mrecall_class_5a2a03aca384e4a65861a1c9d5b5c1fc2
ð4)Mrecall_class_6673f6effcc694a79afa490e4c4615c9d
f4)Mrecall_class_6a2a03aca384e4a65861a1c9d5b5c1fc2
ñ4)Mrecall_class_64b5569715e47432089055f7a3170a646
Z4)Mrecall_class_5e40c03c9b5a84eda97a317fc9c2b3937
û4)Mrecall_class_67885fa93615f4a50b8826629533b02f2
N4)Mrecall_class_57885fa93615f4a50b8826629533b02f2
M4)Mrecall_class_621f108117fe64cdfb2e3c9e0bd4462c1
B4)Mrecall_class_6e40c03c9b5a84eda97a317fc9c2b3937
ü4)Mrecall_class_6a8e345aecabd4718b3f487e2d16e8cb7
64)Mrecall_class_5a8e345aecabd4718b3f487e2d16e8cb7
54)Mrecall_class_6a58c08eb77644c8ca8c38f6f13333c87
*4)Mrecall_class_5a58c08eb77644c8ca8c38f6f13333c87
)4)Mrecall_class_695f46448c4c143d396457d452ee74f37
4)Mrecall_class_595f46448c4c143d396457d452ee74f37
4)Mrecall_class_66947f20ba997407da8a39f270bf3b43a
4)Mrecall_class_56947f20ba997407da8a39f270bf3b43a
4)Mrecall_class_618365b7783714400a782721b7feb083d
4)Mrecall_class_65ba59920410e4142a69c589853ef2bcc4)Mrecall_class_60569acda8a2c4c35939ad1804063fcf9ú4)Mrecall_class_589fe397d80d049218100366806f89a2f3)M
recall_class_6f4250c9350044642b30cce896b0e79fa'4)Mrecall_class_6e472909dd57c44d483988edaf4a002da¨4)Mrecall_class_6dbb799e10ef542809ffd4acb0bf32895Ž3)M
recall_class_6c92bf13dd61e406e8d52c3e60e825ae9H4)Mrecall_class_6c6a016dc1c0b440081ea575ec1cc2316â4)Mrecall_class_6b909ac60efa34916b3a5fcfa7d51b3d04)Mrecall_class_68fdef82198f04be8a4ec466cc1e1dcdfÖ3)M
recall_class_68ee3eeb040c8478b82d3ec702378c408i4)Mrecall_class_688ac1026184a48c1bd036c1c3a0546f9Ê3)M
recall_class_687cd75ef7f104f4ba6c1517ef9820ac9S4)Mrecall_class_662b4955e8fd743fca92a115e5ea27a75¾4)Mrecall_class_654c2a06f524f483399af4e7048ce27f9³3)M
recall_class_64d564f28efaa423a9d7e3df2f878b2233)M
recall_class_640e8901ef7394dfc8363dd6af82cf816^3)M
recall_class_63a51f53a41584668826b14480427868324)Mrecall_class_632195c11cf434ed29f29292715a46473î3)M
recall_class_619e9ec7327f7489c848f625206caf618=3)M
recall_class_61254413f339a43289dfd5de8b7802720t3)M
recall_class_5f4250c9350044642b30cce896b0e79fa&4)Mrecall_class_5e472909dd57c44d483988edaf4a002da§4)Mrecall_class_5dbb799e10ef542809ffd4acb0bf328953)M
recall_class_5c92bf13dd61e406e8d52c3e60e825ae9G4)Mrecall_class_5c6a016dc1c0b440081ea575ec1cc2316á4)Mrecall_class_5b909ac60efa34916b3a5fcfa7d51b3d0œ4)Mrecall_class_58fdef82198f04be8a4ec466cc1e1dcdfÕ3)M
recall_class_58ee3eeb040c8478b82d3ec702378c408h4)Mrecall_class_588ac1026184a48c1bd036c1c3a0546f9É3)M
recall_class_587cd75ef7f104f4ba6c1517ef9820ac9R4)Mrecall_class_58e27978ace8f431daf6e86a84f911c76=4)Mrecall_class_6e97039aef5f14dc6bf7d2d1b7cc3774234)Mrecall_class_5e97039aef5f14dc6bf7d2d1b7cc3774224)Mrecall_class_6af86afa3f2194726b350927336a6b406(4)Mrecall_class_5af86afa3f2194726b350927336a6b406'4)Mrecall_class_6a32ccc1cb12b4d00beeae256d8d8c8944)Mrecall_class_5a32ccc1cb12b4d00beeae256d8d8c8944)Mrecall_class_689fe397d80d049218100366806f89a2f
:µºt.æ¦e'
í
§
a
ÕI»{:
ü
Â
|
6	ð	ª	d	ؐPÑ—QÅ9ó­e%ä¦l&àšTÈ‚:
ú
¹
{
AûµCƒ)Mrecall_class_1?í------
·sî73257214c1234deeaa6c6988d2c62492Cƒ)Mrecall_class_0?íù„ÜZ»ó
·së73257214c1234deeaa6c6988d2c624927ƒMf1?ìôµž?0
·sä73257214c1234deeaa6c6988d2c62492;ƒMrecall?ìðë:U,Ý
·sà73257214c1234deeaa6c6988d2c62492>ƒMprecision?ìø|–
·sÜ73257214c1234deeaa6c6988d2c62492=ƒMaccuracy?ìðë:U,Ý
·sÖ73257214c1234deeaa6c6988d2c62492Eƒ-Mmean_cv_accuracy?í9=á…
·<T73257214c1234deeaa6c6988d2c62492Cƒ)Mrecall_class_6?ïߞܕÁD
¶P‚6ced8b3536514ee9baedcbb5b3480553Cƒ)Mrecall_class_5?ïÒ­îÚ
¶P6ced8b3536514ee9baedcbb5b3480553Cƒ)Mrecall_class_4?ë—i2xf(
¶P{6ced8b3536514ee9baedcbb5b3480553Cƒ)Mrecall_class_3?êØP쌐
¶Px6ced8b3536514ee9baedcbb5b3480553Cƒ)Mrecall_class_2?è¥:Þ
¶Pt6ced8b3536514ee9baedcbb5b3480553Cƒ)Mrecall_class_1?í
^u»

¶Pq6ced8b3536514ee9baedcbb5b3480553Cƒ)Mrecall_class_0?íù„ÜZ»ó
¶Pm6ced8b3536514ee9baedcbb5b34805537ƒMf1?ìöž2V
¶Pf6ced8b3536514ee9baedcbb5b3480553;ƒMrecall?ìóô=W[
¶Pb6ced8b3536514ee9baedcbb5b3480553>ƒ
Mprecision?ìùIC¯yÃ
¶P_6ced8b3536514ee9baedcbb5b3480553=ƒMaccuracy?ìóô=W[
¶PV6ced8b3536514ee9baedcbb5b3480553Eƒ-Mmean_cv_accuracy?í9ÇZŽ>
¶B6ced8b3536514ee9baedcbb5b3480553Cƒ
)Mrecall_class_6?ïߞܕÁD
µ-%0649ed79bd8341e1856a85d925434ec6Cƒ	)Mrecall_class_5?ï
9‘ÂÁˆ
µ-"0649ed79bd8341e1856a85d925434ec6Cƒ)Mrecall_class_4?ë—i2xf(
µ-0649ed79bd8341e1856a85d925434ec6Cƒ)Mrecall_class_3?ꦄG–-!
µ-0649ed79bd8341e1856a85d925434ec6Cƒ)Mrecall_class_2?èt'¼À’¹
µ-0649ed79bd8341e1856a85d925434ec6Cƒ)Mrecall_class_1?í------
µ-0649ed79bd8341e1856a85d925434ec6Cƒ)Mrecall_class_0?íÅ«¿0›‹
µ-0649ed79bd8341e1856a85d925434ec67ƒMf1?ìæƌ!ö+
µ-0649ed79bd8341e1856a85d925434ec6;ƒMrecall?ìäÇ/T‚å
µ-0649ed79bd8341e1856a85d925434ec6>ƒ
Mprecision?ìèÆ/¨“/
µ-0649ed79bd8341e1856a85d925434ec6=ƒMaccuracy?ìäÇ/T‚å
µ,ö0649ed79bd8341e1856a85d925434ec6E‚-Mmean_cv_accuracy?ìÿŠPã
´ö˜0649ed79bd8341e1856a85d925434ec6C‚~)Mrecall_class_6?ïߞܕÁD
´T264b1ba8ca34492f8c4a1b38043d92ceC‚})Mrecall_class_5?îÚYj‰
´P264b1ba8ca34492f8c4a1b38043d92ceC‚|)Mrecall_class_4?ì3°X
´L264b1ba8ca34492f8c4a1b38043d92ceC‚{)Mrecall_class_3?ê[ÑP%Y|
´I264b1ba8ca34492f8c4a1b38043d92ceC‚z)Mrecall_class_2?èC?mG“
´E264b1ba8ca34492f8c4a1b38043d92ceC‚y)Mrecall_class_1?쿨b‘À
´@264b1ba8ca34492f8c4a1b38043d92ceC‚x)Mrecall_class_0?íù„ÜZ»ó
´<264b1ba8ca34492f8c4a1b38043d92ce7‚wMf1?ìà~"³k
´5264b1ba8ca34492f8c4a1b38043d92ce;‚vMrecall?ìÞµ)Ô-è
´/264b1ba8ca34492f8c4a1b38043d92ce>‚uMprecision?ìâGR¿e
´+264b1ba8ca34492f8c4a1b38043d92ce=‚tMaccuracy?ìÞµ)Ô-è
´%264b1ba8ca34492f8c4a1b38043d92ceE‚s-Mmean_cv_accuracy?ìÖ!d¤2»
³ù264b1ba8ca34492f8c4a1b38043d92ceC‚r)Mrecall_class_6?ï¯
'vc)
³”“64e41c8af598400e82af115512b2c498C‚q)Mrecall_class_5?èº.Œ
³”64e41c8af598400e82af115512b2c498C‚p)Mrecall_class_4?êLžŠƒ
³”Œ64e41c8af598400e82af115512b2c498C‚o)Mrecall_class_3?锞¼MÏÂ
³”‰64e41c8af598400e82af115512b2c498C‚n)Mrecall_class_2?çÈú¦—N¶
³”…64e41c8af598400e82af115512b2c498C‚m)Mrecall_class_1?ë¸Ðç[¹
³”64e41c8af598400e82af115512b2c498C‚l)Mrecall_class_0?íߘMÅ«¿
³”}64e41c8af598400e82af115512b2c4987‚kMf1?ì.Õv4–
³”v64e41c8af598400e82af115512b2c498;‚jMrecall?ì.ªŠJT
³”r64e41c8af598400e82af115512b2c498>‚iMprecision?ì/bN˜Á
³”m64e41c8af598400e82af115512b2c498=‚hMaccuracy?ì.ªŠJT
³”g64e41c8af598400e82af115512b2c498E‚g-Mmean_cv_accuracy?ì?Ù"öê¾
³v‘64e41c8af598400e82af115512b2c498C‚f)Mrecall_class_6?ïߞܕÁD
²öÈ673f6effcc694a79afa490e4c4615c9dC‚e)Mrecall_class_5?ï
9‘ÂÁˆ
²öÄ673f6effcc694a79afa490e4c4615c9dC‚d)Mrecall_class_4?ëƒóÖ¦œâ
²öÁ673f6effcc694a79afa490e4c4615c9d
:µºt.æ¦e'
í
§
a
ÕI»{:
ü
Â
|
6	ð	ª	d	ؐPÑ—QÅ9ó­e%ä¦l&àšTÈ‚:
ú
¹
{
AûµCƒ)Mrecall_class_1?í------
·sî73257214c1234deeaa6c6988d2c62492Cƒ)Mrecall_class_0?íù„ÜZ»ó
·së73257214c1234deeaa6c6988d2c624927ƒMf1?ìôµž?0
·sä73257214c1234deeaa6c6988d2c62492;ƒMrecall?ìðë:U,Ý
·sà73257214c1234deeaa6c6988d2c62492>ƒMprecision?ìø|–
·sÜ73257214c1234deeaa6c6988d2c62492=ƒMaccuracy?ìðë:U,Ý
·sÖ73257214c1234deeaa6c6988d2c62492Eƒ-Mmean_cv_accuracy?í9=á…
·<T73257214c1234deeaa6c6988d2c62492Cƒ)Mrecall_class_6?ïߞܕÁD
¶P‚6ced8b3536514ee9baedcbb5b3480553Cƒ)Mrecall_class_5?ïÒ­îÚ
¶P6ced8b3536514ee9baedcbb5b3480553Cƒ)Mrecall_class_4?ë—i2xf(
¶P{6ced8b3536514ee9baedcbb5b3480553Cƒ)Mrecall_class_3?êØP쌐
¶Px6ced8b3536514ee9baedcbb5b3480553Cƒ)Mrecall_class_2?è¥:Þ
¶Pt6ced8b3536514ee9baedcbb5b3480553Cƒ)Mrecall_class_1?í
^u»

¶Pq6ced8b3536514ee9baedcbb5b3480553Cƒ)Mrecall_class_0?íù„ÜZ»ó
¶Pm6ced8b3536514ee9baedcbb5b34805537ƒMf1?ìöž2V
¶Pf6ced8b3536514ee9baedcbb5b3480553;ƒMrecall?ìóô=W[
¶Pb6ced8b3536514ee9baedcbb5b3480553>ƒ
Mprecision?ìùIC¯yÃ
¶P_6ced8b3536514ee9baedcbb5b3480553=ƒMaccuracy?ìóô=W[
¶PV6ced8b3536514ee9baedcbb5b3480553Eƒ-Mmean_cv_accuracy?í9ÇZŽ>
¶B6ced8b3536514ee9baedcbb5b3480553Cƒ
)Mrecall_class_6?ïߞܕÁD
µ-%0649ed79bd8341e1856a85d925434ec6Cƒ	)Mrecall_class_5?ï
9‘ÂÁˆ
µ-"0649ed79bd8341e1856a85d925434ec6Cƒ)Mrecall_class_4?ë—i2xf(
µ-0649ed79bd8341e1856a85d925434ec6Cƒ)Mrecall_class_3?ꦄG–-!
µ-0649ed79bd8341e1856a85d925434ec6Cƒ)Mrecall_class_2?èt'¼À’¹
µ-0649ed79bd8341e1856a85d925434ec6Cƒ)Mrecall_class_1?í------
µ-0649ed79bd8341e1856a85d925434ec6Cƒ)Mrecall_class_0?íÅ«¿0›‹
µ-0649ed79bd8341e1856a85d925434ec67ƒMf1?ìæƌ!ö+
µ-0649ed79bd8341e1856a85d925434ec6;ƒMrecall?ìäÇ/T‚å
µ-0649ed79bd8341e1856a85d925434ec6>ƒ
Mprecision?ìèÆ/¨“/
µ-0649ed79bd8341e1856a85d925434ec6=ƒMaccuracy?ìäÇ/T‚å
µ,ö0649ed79bd8341e1856a85d925434ec6E‚-Mmean_cv_accuracy?ìÿŠPã
´ö˜0649ed79bd8341e1856a85d925434ec6C‚~)Mrecall_class_6?ïߞܕÁD
´T264b1ba8ca34492f8c4a1b38043d92ceC‚})Mrecall_class_5?îÚYj‰
´P264b1ba8ca34492f8c4a1b38043d92ceC‚|)Mrecall_class_4?ì3°X
´L264b1ba8ca34492f8c4a1b38043d92ceC‚{)Mrecall_class_3?ê[ÑP%Y|
´I264b1ba8ca34492f8c4a1b38043d92ceC‚z)Mrecall_class_2?èC?mG“
´E264b1ba8ca34492f8c4a1b38043d92ceC‚y)Mrecall_class_1?쿨b‘À
´@264b1ba8ca34492f8c4a1b38043d92ceC‚x)Mrecall_class_0?íù„ÜZ»ó
´<264b1ba8ca34492f8c4a1b38043d92ce7‚wMf1?ìà~"³k
´5264b1ba8ca34492f8c4a1b38043d92ce;‚vMrecall?ìÞµ)Ô-è
´/264b1ba8ca34492f8c4a1b38043d92ce>‚uMprecision?ìâGR¿e
´+264b1ba8ca34492f8c4a1b38043d92ce=‚tMaccuracy?ìÞµ)Ô-è
´%264b1ba8ca34492f8c4a1b38043d92ceE‚s-Mmean_cv_accuracy?ìÖ!d¤2»
³ù264b1ba8ca34492f8c4a1b38043d92ceC‚r)Mrecall_class_6?ï¯
'vc)
³”“64e41c8af598400e82af115512b2c498C‚q)Mrecall_class_5?èº.Œ
³”64e41c8af598400e82af115512b2c498C‚p)Mrecall_class_4?êLžŠƒ
³”Œ64e41c8af598400e82af115512b2c498C‚o)Mrecall_class_3?锞¼MÏÂ
³”‰64e41c8af598400e82af115512b2c498C‚n)Mrecall_class_2?çÈú¦—N¶
³”…64e41c8af598400e82af115512b2c498C‚m)Mrecall_class_1?ë¸Ðç[¹
³”64e41c8af598400e82af115512b2c498C‚l)Mrecall_class_0?íߘMÅ«¿
³”}64e41c8af598400e82af115512b2c4987‚kMf1?ì.Õv4–
³”v64e41c8af598400e82af115512b2c498;‚jMrecall?ì.ªŠJT
³”r64e41c8af598400e82af115512b2c498>‚iMprecision?ì/bN˜Á
³”m64e41c8af598400e82af115512b2c498=‚hMaccuracy?ì.ªŠJT
³”g64e41c8af598400e82af115512b2c498E‚g-Mmean_cv_accuracy?ì?Ù"öê¾
³v‘64e41c8af598400e82af115512b2c498C‚f)Mrecall_class_6?ïߞܕÁD
²öÈ673f6effcc694a79afa490e4c4615c9dC‚e)Mrecall_class_5?ï
9‘ÂÁˆ
²öÄ673f6effcc694a79afa490e4c4615c9dC‚d)Mrecall_class_4?ëƒóÖ¦œâ
²öÁ673f6effcc694a79afa490e4c4615c9d
Œ
‘
W
è±Þ„	ܤm6¡c	š`(ñº%çŒX‚t)YMmlflow.runNameXGB_with_Feature_Engineering_optuna_100649ed79bd8341e1856a85d925434ec6;‚s1Mmlflow.source.typeLOCAL0649ed79bd8341e1856a85d925434ec6‚r1AMmlflow.source.name/Users/arham/anaconda3/envs/DataScience/lib/python3.10/site-packages/ipykernel_launcher.py0649ed79bd8341e1856a85d925434ec64‚q#Mmlflow.userarham0649ed79bd8341e1856a85d925434ec64‚p'MpreprocessingYes264b1ba8ca34492f8c4a1b38043d92ce5‚o!Mmodel_nameXGBoost264b1ba8ca34492f8c4a1b38043d92ce7‚n#MexperimentsArham A.264b1ba8ca34492f8c4a1b38043d92ce„k‚m=ˆiMmlflow.log-model.history[{"run_id": "264b1ba8ca34492f8c4a1b38043d92ce", "artifact_path": "model", "utc_time_created": "2024-04-25 19:20:50.263819", "flavors": {"python_function": {"loader_module": "mlflow.xgboost", "python_version": "3.10.13", "data": "model.xgb", "env": {"conda": "conda.yaml", "virtualenv": "python_env.yaml"}}, "xgboost": {"xgb_version": "1.7.3", "data": "model.xgb", "model_class": "xgboost.sklearn.XGBClassifier", "model_format": "xgb", "code": null}}, "model_uuid": "db60d825af2c4dd89208461804d0b79b", "mlflow_version": "2.10.2", "model_size_bytes": 1102409}]264b1ba8ca34492f8c4a1b38043d92ceW‚l)WMmlflow.runNameXGB_with_Feature_Engineering_optuna_9264b1ba8ca34492f8c4a1b38043d92ce;‚k1Mmlflow.source.typeLOCAL264b1ba8ca34492f8c4a1b38043d92ce‚j1AMmlflow.source.name/Users/arham/anaconda3/envs/DataScience/lib/python3.10/site-packages/ipykernel_launcher.py264b1ba8ca34492f8c4a1b38043d92ce4‚i#Mmlflow.userarham264b1ba8ca34492f8c4a1b38043d92ce4‚h'MpreprocessingYes64e41c8af598400e82af115512b2c4985‚g!Mmodel_nameXGBoost64e41c8af598400e82af115512b2c4987‚f#MexperimentsArham A.64e41c8af598400e82af115512b2c498„j‚e=ˆgMmlflow.log-model.history[{"run_id": "64e41c8af598400e82af115512b2c498", "artifact_path": "model", "utc_time_created": "2024-04-25 19:20:18.839254", "flavors": {"python_function": {"loader_module": "mlflow.xgboost", "python_version": "3.10.13", "data": "model.xgb", "env": {"conda": "conda.yaml", "virtualenv": "python_env.yaml"}}, "xgboost": {"xgb_version": "1.7.3", "data": "model.xgb", "model_class": "xgboost.sklearn.XGBClassifier", "model_format": "xgb", "code": null}}, "model_uuid": "fa067592c08f4ca8aaa2f22e212fc5ec", "mlflow_version": "2.10.2", "model_size_bytes": 992326}]64e41c8af598400e82af115512b2c498W‚d)WMmlflow.runNameXGB_with_Feature_Engineering_optuna_864e41c8af598400e82af115512b2c498;‚c1Mmlflow.source.typeLOCAL64e41c8af598400e82af115512b2c498‚b1AMmlflow.source.name/Users/arham/anaconda3/envs/DataScience/lib/python3.10/site-packages/ipykernel_launcher.py64e41c8af598400e82af115512b2c4984‚a#Mmlflow.userarham64e41c8af598400e82af115512b2c4984‚`'MpreprocessingYes673f6effcc694a79afa490e4c4615c9d5‚_!Mmodel_nameXGBoost673f6effcc694a79afa490e4c4615c9d7‚^#MexperimentsArham A.673f6effcc694a79afa490e4c4615c9d„k‚]=ˆiMmlflow.log-model.history[{"run_id": "673f6effcc694a79afa490e4c4615c9d", "artifact_path": "model", "utc_time_created": "2024-04-25 19:19:38.444365", "flavors": {"python_function": {"loader_module": "mlflow.xgboost", "python_version": "3.10.13", "data": "model.xgb", "env": {"conda": "conda.yaml", "virtualenv": "python_env.yaml"}}, "xgboost": {"xgb_version": "1.7.3", "data": "model.xgb", "model_class": "xgboost.sklearn.XGBClassifier", "model_format": "xgb", "code": null}}, "model_uuid": "9f644fcf9c8b4072965066011f1434ce", "mlflow_version": "2.10.2", "model_size_bytes": 2092009}]673f6effcc694a79afa490e4c4615c9d

MȪ
m$
=

Ýç­}Mí½
^Ý
+]-
ý
Í
ž
n
>
T	Þ	®	~	N	^
Ž
ÈРp.þÏŸoG<„	Ö£Gp=
פq
¾=ø>Ø¥r@
Úwª·z
ñ/Mobjective73257214c1234deeaa6c6988d2c624922%Mrandom_state73257214c1234deeaa6c6988d2c62492/Mnum_class73257214c1234deeaa6c6988d2c62492 /Mnum_class6ced8b3536514ee9baedcbb5b3480553/Mobjective6ced8b3536514ee9baedcbb5b34805532%Mrandom_state6ced8b3536514ee9baedcbb5b3480553
/Mreg_alpha189fafb42e84430ea113096468bd6878
/Mnum_class0649ed79bd8341e1856a85d925434ec6
ø/Mobjective0649ed79bd8341e1856a85d925434ec6
÷2%Mrandom_state0649ed79bd8341e1856a85d925434ec6
ö/Mreg_alpha0649ed79bd8341e1856a85d925434ec6
ô/Mnum_class264b1ba8ca34492f8c4a1b38043d92ce
ä/Mobjective264b1ba8ca34492f8c4a1b38043d92ce
ã2%Mrandom_state264b1ba8ca34492f8c4a1b38043d92ce
â/Mreg_alpha18365b7783714400a782721b7feb083d
/Mreg_alpha0569acda8a2c4c35939ad1804063fcf9Ü2%Mrandom_statec6a016dc1c0b440081ea575ec1cc2316¶2%Mrandom_statea8e345aecabd4718b3f487e2d16e8cb7
j1%M
random_statea7328ac3af944ba49089dc0abac2a5c3z2%Mrandom_statea58c08eb77644c8ca8c38f6f13333c87
V2%Mrandom_state95f46448c4c143d396457d452ee74f37
B2%Mrandom_state8fdef82198f04be8a4ec466cc1e1dcdf¢2%Mrandom_state88ac1026184a48c1bd036c1c3a0546f9Ž2%Mrandom_state7885fa93615f4a50b8826629533b02f2
’2%Mrandom_state6947f20ba997407da8a39f270bf3b43a
.2%Mrandom_state673f6effcc694a79afa490e4c4615c9d
º2%Mrandom_state64e41c8af598400e82af115512b2c498
Î2%Mrandom_state4b5569715e47432089055f7a3170a646
¦2%Mrandom_state3b3ce63bcf3a4a779b988dba6aac5694ò2%Mrandom_state32195c11cf434ed29f29292715a46473Ê2%Mrandom_state21f108117fe64cdfb2e3c9e0bd4462c1
~2%Mrandom_state189fafb42e84430ea113096468bd6878
2%Mrandom_state18365b7783714400a782721b7feb083d
2%Mrandom_state0569acda8a2c4c35939ad1804063fcf9Þ/Mobjectivec6a016dc1c0b440081ea575ec1cc2316·/Mobjectivea8e345aecabd4718b3f487e2d16e8cb7
k.M
objectivea7328ac3af944ba49089dc0abac2a5c3{/Mobjectivea58c08eb77644c8ca8c38f6f13333c87
W/Mobjective95f46448c4c143d396457d452ee74f37
C/Mobjective6947f20ba997407da8a39f270bf3b43a
//Mobjective673f6effcc694a79afa490e4c4615c9d
»/Mobjective64e41c8af598400e82af115512b2c498
Ï/Mobjective4b5569715e47432089055f7a3170a646
§/Mobjective3b3ce63bcf3a4a779b988dba6aac5694ó/Mobjective32195c11cf434ed29f29292715a46473Ë/Mobjective21f108117fe64cdfb2e3c9e0bd4462c1
/Mobjective189fafb42e84430ea113096468bd6878
/Mobjective18365b7783714400a782721b7feb083d
/Mobjective0569acda8a2c4c35939ad1804063fcf9ß/Mnum_classc6a016dc1c0b440081ea575ec1cc2316¸/Mnum_classa8e345aecabd4718b3f487e2d16e8cb7
l.M
num_classa7328ac3af944ba49089dc0abac2a5c3|/Mnum_classa58c08eb77644c8ca8c38f6f13333c87
X/Mnum_class95f46448c4c143d396457d452ee74f37
D/Mnum_class8fdef82198f04be8a4ec466cc1e1dcdf¤/Mnum_class88ac1026184a48c1bd036c1c3a0546f9/Mnum_class7885fa93615f4a50b8826629533b02f2
”/Mnum_class6947f20ba997407da8a39f270bf3b43a
0/Mnum_class673f6effcc694a79afa490e4c4615c9d
¼/Mnum_class64e41c8af598400e82af115512b2c498
Ð/Mnum_class4b5569715e47432089055f7a3170a646
¨/Mnum_class3b3ce63bcf3a4a779b988dba6aac5694ô/Mnum_class32195c11cf434ed29f29292715a46473Ì/Mnum_class21f108117fe64cdfb2e3c9e0bd4462c1
€/Mnum_class189fafb42e84430ea113096468bd6878
/Mnum_class18365b7783714400a782721b7feb083d
/Mnum_class0569acda8a2c4c35939ad1804063fcf9àz/Mnum_classf758f89f45b84b579ce7af1832fc0b50H/Mobjectivef758f89f45b84b579ce7af1832fc0b50G2%Mrandom_statef758f89f45b84b579ce7af1832fc0b50F2%Mn_estimatorsf758f89f45b84b579ce7af1832fc0b50?/Mnum_class6fc4f724758841958eb6cd940336f0034/Mobjective6fc4f724758841958eb6cd940336f00332%Mrandom_state6fc4f724758841958eb6cd940336f0032/Mobjective8fdef82198f04be8a4ec466cc1e1dcdf£/Mobjective88ac1026184a48c1bd036c1c3a0546f9/Mobjective7885fa93615f4a50b8826629533b02f2
“
+\çÔ®ˆb<ð‰c=
ñ
Ë
¥

Y
3

ß¹“mG!ûկʤ~X2Ú´ŽhBöЪ„^8
ì
Æ
 
z
T
.vP*Þ¸çæÀšt
â¼–pJ$þزŒf@
ô
Î
¨
‚
\
6
	ê	Ä	Ÿ	z	U	0	wQ+%Maf86afa3f2194726b350927336a6b406$%Ma2a03aca384e4a65861a1c9d5b5c1fc2
ñ%Ma2a03aca384e4a65861a1c9d5b5c1fc2
ð%Ma2a03aca384e4a65861a1c9d5b5c1fc2
ï%Ma2a03aca384e4a65861a1c9d5b5c1fc2
î%Ma2a03aca384e4a65861a1c9d5b5c1fc2
í%Ma2a03aca384e4a65861a1c9d5b5c1fc2
ì%Ma2a03aca384e4a65861a1c9d5b5c1fc2
ë%Ma2a03aca384e4a65861a1c9d5b5c1fc2
ê%Ma2a03aca384e4a65861a1c9d5b5c1fc2
é%Ma2a03aca384e4a65861a1c9d5b5c1fc2
è%Ma2a03aca384e4a65861a1c9d5b5c1fc2
ç%Ma32ccc1cb12b4d00beeae256d8d8c894%Ma32ccc1cb12b4d00beeae256d8d8c894%Ma32ccc1cb12b4d00beeae256d8d8c894%Ma32ccc1cb12b4d00beeae256d8d8c894%Ma32ccc1cb12b4d00beeae256d8d8c894%Ma32ccc1cb12b4d00beeae256d8d8c894%Ma32ccc1cb12b4d00beeae256d8d8c894%Ma32ccc1cb12b4d00beeae256d8d8c894%Ma32ccc1cb12b4d00beeae256d8d8c894%Ma32ccc1cb12b4d00beeae256d8d8c894úI%Maf86afa3f2194726b350927336a6b406(%Maf86afa3f2194726b350927336a6b406'%Maf86afa3f2194726b350927336a6b406&%Maf86afa3f2194726b350927336a6b406%%Ma32ccc1cb12b4d00beeae256d8d8c894%Ma58c08eb77644c8ca8c38f6f13333c87
#%Ma58c08eb77644c8ca8c38f6f13333c87
"%Ma58c08eb77644c8ca8c38f6f13333c87
!%Ma58c08eb77644c8ca8c38f6f13333c87
 %Ma58c08eb77644c8ca8c38f6f13333c87
%M95f46448c4c143d396457d452ee74f37
%M95f46448c4c143d396457d452ee74f37
%M95f46448c4c143d396457d452ee74f37
%M95f46448c4c143d396457d452ee74f37
%M95f46448c4c143d396457d452ee74f37
%M95f46448c4c143d396457d452ee74f37
%M95f46448c4c143d396457d452ee74f37
œ¾%Maf86afa3f2194726b350927336a6b406#%Maf86afa3f2194726b350927336a6b406"%Maf86afa3f2194726b350927336a6b406!%Maf86afa3f2194726b350927336a6b406 %Maf86afa3f2194726b350927336a6b406%Maf86afa3f2194726b350927336a6b406o$M
c92bf13dd61e406e8d52c3e60e825ae9B$M
c92bf13dd61e406e8d52c3e60e825ae9A$M
c92bf13dd61e406e8d52c3e60e825ae9@$M
c92bf13dd61e406e8d52c3e60e825ae9?$M
c92bf13dd61e406e8d52c3e60e825ae9>%Mc6a016dc1c0b440081ea575ec1cc2316â%Mc6a016dc1c0b440081ea575ec1cc2316á%Mc6a016dc1c0b440081ea575ec1cc2316à%Mc6a016dc1c0b440081ea575ec1cc2316ß%Mc6a016dc1c0b440081ea575ec1cc2316Þ%Mc6a016dc1c0b440081ea575ec1cc2316Ý%Mc6a016dc1c0b440081ea575ec1cc2316Ü%Mc6a016dc1c0b440081ea575ec1cc2316Û%Mc6a016dc1c0b440081ea575ec1cc2316Ú%Mc6a016dc1c0b440081ea575ec1cc2316Ù%Mc6a016dc1c0b440081ea575ec1cc2316Ø%Mc6a016dc1c0b440081ea575ec1cc2316×%Mb909ac60efa34916b3a5fcfa7d51b3d0%Mb909ac60efa34916b3a5fcfa7d51b3d0œ%Mb909ac60efa34916b3a5fcfa7d51b3d0›%Mb909ac60efa34916b3a5fcfa7d51b3d0š%Mb909ac60efa34916b3a5fcfa7d51b3d0™%Mb909ac60efa34916b3a5fcfa7d51b3d0˜%Mb909ac60efa34916b3a5fcfa7d51b3d0—%Mb909ac60efa34916b3a5fcfa7d51b3d0–%Mb909ac60efa34916b3a5fcfa7d51b3d0•%Mb909ac60efa34916b3a5fcfa7d51b3d0”%Mb909ac60efa34916b3a5fcfa7d51b3d0“%Ma8e345aecabd4718b3f487e2d16e8cb7
6%Ma8e345aecabd4718b3f487e2d16e8cb7
5%Ma8e345aecabd4718b3f487e2d16e8cb7
4%Ma8e345aecabd4718b3f487e2d16e8cb7
3%Ma8e345aecabd4718b3f487e2d16e8cb7
2%Ma8e345aecabd4718b3f487e2d16e8cb7
1%Ma8e345aecabd4718b3f487e2d16e8cb7
0%Ma8e345aecabd4718b3f487e2d16e8cb7
/%Ma8e345aecabd4718b3f487e2d16e8cb7
.%Ma8e345aecabd4718b3f487e2d16e8cb7
-%Ma8e345aecabd4718b3f487e2d16e8cb7
,%Ma8e345aecabd4718b3f487e2d16e8cb7
+%Ma58c08eb77644c8ca8c38f6f13333c87
*%Ma58c08eb77644c8ca8c38f6f13333c87
)%Ma58c08eb77644c8ca8c38f6f13333c87
(%Ma58c08eb77644c8ca8c38f6f13333c87
'%Ma58c08eb77644c8ca8c38f6f13333c87
&%Ma58c08eb77644c8ca8c38f6f13333c87
%%Ma58c08eb77644c8ca8c38f6f13333c87
$
+\çÔ®ˆb<ð‰c=
ñ
Ë
¥

Y
3

ß¹“mG!ûկʤ~X2Ú´ŽhBöЪ„^8
ì
Æ
 
z
T
.vP*Þ¸çæÀšt
â¼–pJ$þزŒf@
ô
Î
¨
‚
\
6
	ê	Ä	Ÿ	z	U	0	wQ+%Maf86afa3f2194726b350927336a6b406$%Ma2a03aca384e4a65861a1c9d5b5c1fc2
ñ%Ma2a03aca384e4a65861a1c9d5b5c1fc2
ð%Ma2a03aca384e4a65861a1c9d5b5c1fc2
ï%Ma2a03aca384e4a65861a1c9d5b5c1fc2
î%Ma2a03aca384e4a65861a1c9d5b5c1fc2
í%Ma2a03aca384e4a65861a1c9d5b5c1fc2
ì%Ma2a03aca384e4a65861a1c9d5b5c1fc2
ë%Ma2a03aca384e4a65861a1c9d5b5c1fc2
ê%Ma2a03aca384e4a65861a1c9d5b5c1fc2
é%Ma2a03aca384e4a65861a1c9d5b5c1fc2
è%Ma2a03aca384e4a65861a1c9d5b5c1fc2
ç%Ma32ccc1cb12b4d00beeae256d8d8c894%Ma32ccc1cb12b4d00beeae256d8d8c894%Ma32ccc1cb12b4d00beeae256d8d8c894%Ma32ccc1cb12b4d00beeae256d8d8c894%Ma32ccc1cb12b4d00beeae256d8d8c894%Ma32ccc1cb12b4d00beeae256d8d8c894%Ma32ccc1cb12b4d00beeae256d8d8c894%Ma32ccc1cb12b4d00beeae256d8d8c894%Ma32ccc1cb12b4d00beeae256d8d8c894%Ma32ccc1cb12b4d00beeae256d8d8c894úI%Maf86afa3f2194726b350927336a6b406(%Maf86afa3f2194726b350927336a6b406'%Maf86afa3f2194726b350927336a6b406&%Maf86afa3f2194726b350927336a6b406%%Ma32ccc1cb12b4d00beeae256d8d8c894%Ma58c08eb77644c8ca8c38f6f13333c87
#%Ma58c08eb77644c8ca8c38f6f13333c87
"%Ma58c08eb77644c8ca8c38f6f13333c87
!%Ma58c08eb77644c8ca8c38f6f13333c87
 %Ma58c08eb77644c8ca8c38f6f13333c87
%M95f46448c4c143d396457d452ee74f37
%M95f46448c4c143d396457d452ee74f37
%M95f46448c4c143d396457d452ee74f37
%M95f46448c4c143d396457d452ee74f37
%M95f46448c4c143d396457d452ee74f37
%M95f46448c4c143d396457d452ee74f37
%M95f46448c4c143d396457d452ee74f37
œ¾%Maf86afa3f2194726b350927336a6b406#%Maf86afa3f2194726b350927336a6b406"%Maf86afa3f2194726b350927336a6b406!%Maf86afa3f2194726b350927336a6b406 %Maf86afa3f2194726b350927336a6b406%Maf86afa3f2194726b350927336a6b406o$M
c92bf13dd61e406e8d52c3e60e825ae9B$M
c92bf13dd61e406e8d52c3e60e825ae9A$M
c92bf13dd61e406e8d52c3e60e825ae9@$M
c92bf13dd61e406e8d52c3e60e825ae9?$M
c92bf13dd61e406e8d52c3e60e825ae9>%Mc6a016dc1c0b440081ea575ec1cc2316â%Mc6a016dc1c0b440081ea575ec1cc2316á%Mc6a016dc1c0b440081ea575ec1cc2316à%Mc6a016dc1c0b440081ea575ec1cc2316ß%Mc6a016dc1c0b440081ea575ec1cc2316Þ%Mc6a016dc1c0b440081ea575ec1cc2316Ý%Mc6a016dc1c0b440081ea575ec1cc2316Ü%Mc6a016dc1c0b440081ea575ec1cc2316Û%Mc6a016dc1c0b440081ea575ec1cc2316Ú%Mc6a016dc1c0b440081ea575ec1cc2316Ù%Mc6a016dc1c0b440081ea575ec1cc2316Ø%Mc6a016dc1c0b440081ea575ec1cc2316×%Mb909ac60efa34916b3a5fcfa7d51b3d0%Mb909ac60efa34916b3a5fcfa7d51b3d0œ%Mb909ac60efa34916b3a5fcfa7d51b3d0›%Mb909ac60efa34916b3a5fcfa7d51b3d0š%Mb909ac60efa34916b3a5fcfa7d51b3d0™%Mb909ac60efa34916b3a5fcfa7d51b3d0˜%Mb909ac60efa34916b3a5fcfa7d51b3d0—%Mb909ac60efa34916b3a5fcfa7d51b3d0–%Mb909ac60efa34916b3a5fcfa7d51b3d0•%Mb909ac60efa34916b3a5fcfa7d51b3d0”%Mb909ac60efa34916b3a5fcfa7d51b3d0“%Ma8e345aecabd4718b3f487e2d16e8cb7
6%Ma8e345aecabd4718b3f487e2d16e8cb7
5%Ma8e345aecabd4718b3f487e2d16e8cb7
4%Ma8e345aecabd4718b3f487e2d16e8cb7
3%Ma8e345aecabd4718b3f487e2d16e8cb7
2%Ma8e345aecabd4718b3f487e2d16e8cb7
1%Ma8e345aecabd4718b3f487e2d16e8cb7
0%Ma8e345aecabd4718b3f487e2d16e8cb7
/%Ma8e345aecabd4718b3f487e2d16e8cb7
.%Ma8e345aecabd4718b3f487e2d16e8cb7
-%Ma8e345aecabd4718b3f487e2d16e8cb7
,%Ma8e345aecabd4718b3f487e2d16e8cb7
+%Ma58c08eb77644c8ca8c38f6f13333c87
*%Ma58c08eb77644c8ca8c38f6f13333c87
)%Ma58c08eb77644c8ca8c38f6f13333c87
(%Ma58c08eb77644c8ca8c38f6f13333c87
'%Ma58c08eb77644c8ca8c38f6f13333c87
&%Ma58c08eb77644c8ca8c38f6f13333c87
%%Ma58c08eb77644c8ca8c38f6f13333c87
$
Z~àÿ=
[y—
µ~N	Á4
ã

±×¶M=M+


Q
d16b13fb33914587b58d50225fdbd78eLGBM_without_FEUNKNOWNarhamFAILED
Ö>Ç
Öއdeleted/Users/arham/Downloads/Projects/03-Experiments/mlruns/4/d16b13fb33914587b58d50225fdbd78e/artifacts
œM>M+


Q
9ca38fe0f3ab4c20a735a4d3f1b2cdc2LGBM_without_FEUNKNOWNarhamFAILED
Ø#Å
؛deleted/Users/arham/Downloads/Projects/03-Experiments/mlruns/4/9ca38fe0f3ab4c20a735a4d3f1b2cdc2/artifacts
œ^6MW


Q
64e41c8af598400e82af115512b2c498XGB_with_Feature_Engineering_optuna_8UNKNOWNarhamFINISHED
²þé
³œ%active/Users/arham/Downloads/Projects/03-Experiments/mlruns/2/64e41c8af598400e82af115512b2c498/artifacts^5MW


Q
673f6effcc694a79afa490e4c4615c9dXGB_with_Feature_Engineering_optuna_7UNKNOWNarhamFINISHED
²ë
²þáactive/Users/arham/Downloads/Projects/03-Experiments/mlruns/2/673f6effcc694a79afa490e4c4615c9d/artifacts^4MW


Q
4b5569715e47432089055f7a3170a646XGB_with_Feature_Engineering_optuna_6UNKNOWNarhamFINISHED
¯d4
²àactive/Users/arham/Downloads/Projects/03-Experiments/mlruns/2/4b5569715e47432089055f7a3170a646/artifactsKAM1


Q
37d5fd3375b44163bba626b30be16900LGBM_without_FE_v2UNKNOWNarhamFINISHED
Ûú¤
ÜCactive/Users/arham/Downloads/Projects/03-Experiments/mlruns/4/37d5fd3375b44163bba626b30be16900/artifactsH@M+


Q
8c4c8bc6eeef41a6a56c4a654b4f835fLGBM_without_FEUNKNOWNarhamFINISHED
Úî	
ÛLLactive/Users/arham/Downloads/Projects/03-Experiments/mlruns/4/8c4c8bc6eeef41a6a56c4a654b4f835f/artifacts	ìM?M+


Q
7432b033d05b412da743757f24853ab2LGBM_without_FEUNKNOWNarhamFAILED
ÙÎD
ÚFødeleted/Users/arham/Downloads/Projects/03-Experiments/mlruns/4/7432b033d05b412da743757f24853ab2/artifacts
œɁ_<MY


Q
f758f89f45b84b579ce7af1832fc0b50XGB_with_Feature_Engineering_optuna_14UNKNOWNarhamFINISHED
¹"¢
ºVlactive/Users/arham/Downloads/Projects/03-Experiments/mlruns/2/f758f89f45b84b579ce7af1832fc0b50/artifacts_;MY


Q
6fc4f724758841958eb6cd940336f003XGB_with_Feature_Engineering_optuna_13UNKNOWNarhamFINISHED
·|v
¹"active/Users/arham/Downloads/Projects/03-Experiments/mlruns/2/6fc4f724758841958eb6cd940336f003/artifacts_:MY


Q
73257214c1234deeaa6c6988d2c62492XGB_with_Feature_Engineering_optuna_12UNKNOWNarhamFINISHED
¶X8
·|Uactive/Users/arham/Downloads/Projects/03-Experiments/mlruns/2/73257214c1234deeaa6c6988d2c62492/artifacts_9MY


Q
6ced8b3536514ee9baedcbb5b3480553XGB_with_Feature_Engineering_optuna_11UNKNOWNarhamFINISHED
µ6*
¶Xactive/Users/arham/Downloads/Projects/03-Experiments/mlruns/2/6ced8b3536514ee9baedcbb5b3480553/artifacts_8MY


Q
0649ed79bd8341e1856a85d925434ec6XGB_with_Feature_Engineering_optuna_10UNKNOWNarhamFINISHED
´ˆ
µ6active/Users/arham/Downloads/Projects/03-Experiments/mlruns/2/0649ed79bd8341e1856a85d925434ec6/artifacts^7MW


Q
264b1ba8ca34492f8c4a1b38043d92ceXGB_with_Feature_Engineering_optuna_9UNKNOWNarhamFINISHED
³œ,
´iactive/Users/arham/Downloads/Projects/03-Experiments/mlruns/2/264b1ba8ca34492f8c4a1b38043d92ce/artifacts
¯Y
a‰cÚ´ŽiDúY3[5éÃ
çÁ›Ô®ˆb<
ð
ÊÝ·‘k
¤
~
X
2
æÀšuP+ß¹“mH#
þ
ٝwQ+=ñËuO)
³

g
A
	÷	Ò	­	ˆ	c	>	
Ó
­
‡
aóͧE
ù¥
ùr%Md4f3bbd8eac14cdcaf9aa141e6290fa9
Ì%Md4f3bbd8eac14cdcaf9aa141e6290fa9
Ë%Md4f3bbd8eac14cdcaf9aa141e6290fa9
Ê%Md4f3bbd8eac14cdcaf9aa141e6290fa9
É%Mdbb799e10ef542809ffd4acb0bf32895·%Mdbb799e10ef542809ffd4acb0bf32895¶%Mdbb799e10ef542809ffd4acb0bf32895µ%Mc3984bc02445400097c1db522d8dde50
À%Mc3984bc02445400097c1db522d8dde50
¿%Mc3984bc02445400097c1db522d8dde50
¾%Mc3984bc02445400097c1db522d8dde50
½%Md1b51aff7c6c4b36b00915604c4a88dc
¼%Md1b51aff7c6c4b36b00915604c4a88dc
»%Md1b51aff7c6c4b36b00915604c4a88dc
º%Md1b51aff7c6c4b36b00915604c4a88dc
¹%Mb38c37f069304b85913c431a1516e105
¸%Mb38c37f069304b85913c431a1516e105
·%Mb38c37f069304b85913c431a1516e105
¶%Mb38c37f069304b85913c431a1516e105
µ%Maf86afa3f2194726b350927336a6b406%Maf86afa3f2194726b350927336a6b406
%Maf86afa3f2194726b350927336a6b406	%Mdbb799e10ef542809ffd4acb0bf32895¸%Md16b13fb33914587b58d50225fdbd78e
œ%Md16b13fb33914587b58d50225fdbd78e
›%Md16b13fb33914587b58d50225fdbd78e
š%Md16b13fb33914587b58d50225fdbd78e
™%Ma8e345aecabd4718b3f487e2d16e8cb7
=%Ma8e345aecabd4718b3f487e2d16e8cb7
<
|%Md1475b8a27e24d68ae75c49710547ad1 %Md1475b8a27e24d68ae75c49710547ad1%Md1475b8a27e24d68ae75c49710547ad1%Md1475b8a27e24d68ae75c49710547ad1%Maf86afa3f2194726b350927336a6b406%Maf86afa3f2194726b350927336a6b406%Maf86afa3f2194726b350927336a6b406%Maf86afa3f2194726b350927336a6b406
%Maf86afa3f2194726b350927336a6b406%Mdbb799e10ef542809ffd4acb0bf32895´%Mdbb799e10ef542809ffd4acb0bf32895³%Mdbb799e10ef542809ffd4acb0bf32895²%Mdbb799e10ef542809ffd4acb0bf32895±$M
d3b261ca0d5d439aa91bd0076a9f9c18($M
d3b261ca0d5d439aa91bd0076a9f9c18'$M
d3b261ca0d5d439aa91bd0076a9f9c18&$M
d3b261ca0d5d439aa91bd0076a9f9c18%$M
d3b261ca0d5d439aa91bd0076a9f9c18$$M
d3b261ca0d5d439aa91bd0076a9f9c18#$M
d3b261ca0d5d439aa91bd0076a9f9c18"$M
d3b261ca0d5d439aa91bd0076a9f9c18!%Md1c8a5a9a969401fad81306cbc9afbdf°%Md1c8a5a9a969401fad81306cbc9afbdf¯%Md1c8a5a9a969401fad81306cbc9afbdf®%Md1c8a5a9a969401fad81306cbc9afbdf­$M
ce3dc53ebbf24117ae423eddf3354f33X$M
ce3dc53ebbf24117ae423eddf3354f33W$M
ce3dc53ebbf24117ae423eddf3354f33V$M
ce3dc53ebbf24117ae423eddf3354f33U%Mc92bf13dd61e406e8d52c3e60e825ae9„%Mc92bf13dd61e406e8d52c3e60e825ae9ƒ%Mc92bf13dd61e406e8d52c3e60e825ae9‚%Mc92bf13dd61e406e8d52c3e60e825ae9%Mc92bf13dd61e406e8d52c3e60e825ae9€$M
c92bf13dd61e406e8d52c3e60e825ae9$M
c92bf13dd61e406e8d52c3e60e825ae9~$M
c92bf13dd61e406e8d52c3e60e825ae9}%Mc6a016dc1c0b440081ea575ec1cc2316
%Mc6a016dc1c0b440081ea575ec1cc2316ÿ%Mc6a016dc1c0b440081ea575ec1cc2316þ%Mc6a016dc1c0b440081ea575ec1cc2316ý%Mc6a016dc1c0b440081ea575ec1cc2316ü%Mc6a016dc1c0b440081ea575ec1cc2316û%Mc6a016dc1c0b440081ea575ec1cc2316ú%Mc6a016dc1c0b440081ea575ec1cc2316ù%Mb909ac60efa34916b3a5fcfa7d51b3d0È%Mb909ac60efa34916b3a5fcfa7d51b3d0Ç%Mb909ac60efa34916b3a5fcfa7d51b3d0Æ%Mb909ac60efa34916b3a5fcfa7d51b3d0Å%Mb909ac60efa34916b3a5fcfa7d51b3d0Ä%Mb909ac60efa34916b3a5fcfa7d51b3d0Ã%Mb909ac60efa34916b3a5fcfa7d51b3d0Â%Mb909ac60efa34916b3a5fcfa7d51b3d0Á$M
aaaaf6106aad4d6da4790f1b9866b550`$M
aaaaf6106aad4d6da4790f1b9866b550_$M
aaaaf6106aad4d6da4790f1b9866b550^$M
aaaaf6106aad4d6da4790f1b9866b550]%Ma8e345aecabd4718b3f487e2d16e8cb7
@%Ma8e345aecabd4718b3f487e2d16e8cb7
?%Ma8e345aecabd4718b3f487e2d16e8cb7
>
> Ã’XÆ~4
ê
ž
V
%Þ¨p=Á|:
È
—
]
	Ë	ƒ	9ï£[*ã­uBÆ€>	Ì›aχ=ó§_.ç±yF
Ê
…
C
Ñ .„ Mnum_class773257214c1234deeaa6c6988d2c62492:„'Mobjectivemulti:softmax73257214c1234deeaa6c6988d2c624922„%Mrandom_state4273257214c1234deeaa6c6988d2c62492?„!/Mreg_lambda41.3813983985144973257214c1234deeaa6c6988d2c62492B„7Mreg_alpha8.403097374567035e-0673257214c1234deeaa6c6988d2c62492?„9Mgamma2.3371777592215328e-0873257214c1234deeaa6c6988d2c624927„-Mcolsample_bytree0.673257214c1234deeaa6c6988d2c624920„Msubsample0.773257214c1234deeaa6c6988d2c624925„-Mmin_child_weight873257214c1234deeaa6c6988d2c624923„%Mn_estimators60473257214c1234deeaa6c6988d2c62492D„'3Mlearning_rate0.1357703912954869373257214c1234deeaa6c6988d2c62492.„Mmax_depth373257214c1234deeaa6c6988d2c62492E„)3MTarget_Drift_60.010429206942446596ced8b3536514ee9baedcbb5b3480553I„);MTarget_Drift_5-0.000327562630905331446ced8b3536514ee9baedcbb5b3480553G„)7MTarget_Drift_4-0.0171900351067360856ced8b3536514ee9baedcbb5b3480553G„)7MTarget_Drift_3-0.0010779495046173016ced8b3536514ee9baedcbb5b3480553E„)3MTarget_Drift_2-0.00876750114579986ced8b3536514ee9baedcbb5b3480553F„)5MTarget_Drift_10.0119907078219257956ced8b3536514ee9baedcbb5b3480553F„)5MTarget_Drift_00.0049431336236861476ced8b3536514ee9baedcbb5b34805537„
#Meval_metricmlogloss6ced8b3536514ee9baedcbb5b3480553.„Mnum_class76ced8b3536514ee9baedcbb5b3480553:„'Mobjectivemulti:softmax6ced8b3536514ee9baedcbb5b34805532„
%Mrandom_state426ced8b3536514ee9baedcbb5b3480553?„	!/Mreg_lambda71.930488070066646ced8b3536514ee9baedcbb5b3480553C„9Mreg_alpha1.1945121332468573e-056ced8b3536514ee9baedcbb5b3480553?„9Mgamma1.9866742273835196e-086ced8b3536514ee9baedcbb5b34805537„-Mcolsample_bytree0.66ced8b3536514ee9baedcbb5b34805530„Msubsample0.76ced8b3536514ee9baedcbb5b34805535„-Mmin_child_weight96ced8b3536514ee9baedcbb5b34805533„%Mn_estimators6016ced8b3536514ee9baedcbb5b3480553D„'3Mlearning_rate0.140505881884237156ced8b3536514ee9baedcbb5b3480553.„
Mmax_depth36ced8b3536514ee9baedcbb5b3480553E„)3MTarget_Drift_60.010429206942446590649ed79bd8341e1856a85d925434ec6Iƒ);MTarget_Drift_5-0.000327562630905331440649ed79bd8341e1856a85d925434ec6Gƒ~)7MTarget_Drift_4-0.0171900351067360850649ed79bd8341e1856a85d925434ec6Gƒ})7MTarget_Drift_3-0.0010779495046173010649ed79bd8341e1856a85d925434ec6Eƒ|)3MTarget_Drift_2-0.00876750114579980649ed79bd8341e1856a85d925434ec6Fƒ{)5MTarget_Drift_10.0119907078219257950649ed79bd8341e1856a85d925434ec6Fƒz)5MTarget_Drift_00.0049431336236861470649ed79bd8341e1856a85d925434ec67ƒy#Meval_metricmlogloss0649ed79bd8341e1856a85d925434ec6.ƒxMnum_class70649ed79bd8341e1856a85d925434ec6:ƒw'Mobjectivemulti:softmax0649ed79bd8341e1856a85d925434ec62ƒv%Mrandom_state420649ed79bd8341e1856a85d925434ec6?ƒu!/Mreg_lambda95.079566761335190649ed79bd8341e1856a85d925434ec6Bƒt7Mreg_alpha7.445790014646167e-060649ed79bd8341e1856a85d925434ec6?ƒs9Mgamma1.5922499564605758e-080649ed79bd8341e1856a85d925434ec67ƒr-Mcolsample_bytree0.60649ed79bd8341e1856a85d925434ec60ƒqMsubsample0.70649ed79bd8341e1856a85d925434ec65ƒp-Mmin_child_weight80649ed79bd8341e1856a85d925434ec63ƒo%Mn_estimators5740649ed79bd8341e1856a85d925434ec6Dƒn'3Mlearning_rate0.143859284682537420649ed79bd8341e1856a85d925434ec6.ƒmMmax_depth30649ed79bd8341e1856a85d925434ec6Eƒl)3MTarget_Drift_60.01042920694244659264b1ba8ca34492f8c4a1b38043d92ceIƒk);MTarget_Drift_5-0.00032756263090533144264b1ba8ca34492f8c4a1b38043d92ceGƒj)7MTarget_Drift_4-0.017190035106736085264b1ba8ca34492f8c4a1b38043d92ceGƒi)7MTarget_Drift_3-0.001077949504617301264b1ba8ca34492f8c4a1b38043d92ceEƒh)3MTarget_Drift_2-0.0087675011457998264b1ba8ca34492f8c4a1b38043d92ceFƒg)5MTarget_Drift_10.011990707821925795264b1ba8ca34492f8c4a1b38043d92ceFƒf)5MTarget_Drift_00.004943133623686147264b1ba8ca34492f8c4a1b38043d92ce7ƒe#Meval_metricmlogloss264b1ba8ca34492f8c4a1b38043d92ce.ƒdMnum_class7264b1ba8ca34492f8c4a1b38043d92ce:ƒc'Mobjectivemulti:softmax264b1ba8ca34492f8c4a1b38043d92ce

cà)	
çÁ›uO©„_:
ð
Ë
¦

\
7
U0â wQ+ß¹“mG¼–pJ$þزŒf@ôÎ!
û
Õ
¯
‰
c
=<òͨƒ^
	ñ	Ë	¥		Y	38ìÆÚ´ŽhBöЪ„^8
ì
Æ
 
{
V
1
çÂaàzùÓ­‡%Md16b13fb33914587b58d50225fdbd78eR‡$M
a7328ac3af944ba49089dc0abac2a5c3|$M
a7328ac3af944ba49089dc0abac2a5c3{$M
a7328ac3af944ba49089dc0abac2a5c3z$M
a7328ac3af944ba49089dc0abac2a5c3y$M
a7328ac3af944ba49089dc0abac2a5c3x$M
a7328ac3af944ba49089dc0abac2a5c3w$M
a7328ac3af944ba49089dc0abac2a5c3v$M
a7328ac3af944ba49089dc0abac2a5c3u$M
a7328ac3af944ba49089dc0abac2a5c3t$M
a7328ac3af944ba49089dc0abac2a5c3s$M
a7328ac3af944ba49089dc0abac2a5c3r$M
a7328ac3af944ba49089dc0abac2a5c3q%Ma8e345aecabd4718b3f487e2d16e8cb7
t%Ma8e345aecabd4718b3f487e2d16e8cb7
s%Ma8e345aecabd4718b3f487e2d16e8cb7
r%Ma8e345aecabd4718b3f487e2d16e8cb7
q%Ma8e345aecabd4718b3f487e2d16e8cb7
p%Ma8e345aecabd4718b3f487e2d16e8cb7
o%Ma8e345aecabd4718b3f487e2d16e8cb7
n%Ma8e345aecabd4718b3f487e2d16e8cb7
m%Ma8e345aecabd4718b3f487e2d16e8cb7
l%Ma8e345aecabd4718b3f487e2d16e8cb7
k%Ma8e345aecabd4718b3f487e2d16e8cb7
j%Ma8e345aecabd4718b3f487e2d16e8cb7
i%Ma8e345aecabd4718b3f487e2d16e8cb7
h%Ma8e345aecabd4718b3f487e2d16e8cb7
g%Ma7328ac3af944ba49089dc0abac2a5c3€$M
a7328ac3af944ba49089dc0abac2a5c3$M
a7328ac3af944ba49089dc0abac2a5c3~$M
a7328ac3af944ba49089dc0abac2a5c3}%Md16b13fb33914587b58d50225fdbd78eS%Ma7328ac3af944ba49089dc0abac2a5c3%Mc6a016dc1c0b440081ea575ec1cc2316°%Mc6a016dc1c0b440081ea575ec1cc2316¯%Mc6a016dc1c0b440081ea575ec1cc2316®%Mc6a016dc1c0b440081ea575ec1cc2316­$M
b909ac60efa34916b3a5fcfa7d51b3d0b$M
b909ac60efa34916b3a5fcfa7d51b3d0a$M
b909ac60efa34916b3a5fcfa7d51b3d0`$M
b909ac60efa34916b3a5fcfa7d51b3d0_$M
b909ac60efa34916b3a5fcfa7d51b3d0^$M
b909ac60efa34916b3a5fcfa7d51b3d0]$M
b909ac60efa34916b3a5fcfa7d51b3d0\%Md16b13fb33914587b58d50225fdbd78eQ|%Ma58c08eb77644c8ca8c38f6f13333c87
Z%Ma58c08eb77644c8ca8c38f6f13333c87
Y%Ma58c08eb77644c8ca8c38f6f13333c87
`%Ma58c08eb77644c8ca8c38f6f13333c87
_%Ma58c08eb77644c8ca8c38f6f13333c87
^%Ma58c08eb77644c8ca8c38f6f13333c87
]%Ma58c08eb77644c8ca8c38f6f13333c87
\%Ma58c08eb77644c8ca8c38f6f13333c87
[%Mc3984bc02445400097c1db522d8dde50ˆ%Mc3984bc02445400097c1db522d8dde50‡%Mc3984bc02445400097c1db522d8dde50†%Mc3984bc02445400097c1db522d8dde50…%Mc3984bc02445400097c1db522d8dde50„%Mc3984bc02445400097c1db522d8dde50ƒ%Mc3984bc02445400097c1db522d8dde50‚%Mb38c37f069304b85913c431a1516e105z%Mb38c37f069304b85913c431a1516e105y%Mb38c37f069304b85913c431a1516e105x%Mb38c37f069304b85913c431a1516e105w%Mb38c37f069304b85913c431a1516e105v%Mb38c37f069304b85913c431a1516e105u%Mb38c37f069304b85913c431a1516e105t%Ma8e345aecabd4718b3f487e2d16e8cb7
f%Ma8e345aecabd4718b3f487e2d16e8cb7
e%Ma8e345aecabd4718b3f487e2d16e8cb7
d%Ma8e345aecabd4718b3f487e2d16e8cb7
c%Ma8e345aecabd4718b3f487e2d16e8cb7
b%Ma8e345aecabd4718b3f487e2d16e8cb7
a%Ma7328ac3af944ba49089dc0abac2a5c3„%Ma7328ac3af944ba49089dc0abac2a5c3ƒ%Ma7328ac3af944ba49089dc0abac2a5c3‚$M
c92bf13dd61e406e8d52c3e60e825ae9*$M
c92bf13dd61e406e8d52c3e60e825ae9)$M
c92bf13dd61e406e8d52c3e60e825ae9($M
c92bf13dd61e406e8d52c3e60e825ae9'$M
c92bf13dd61e406e8d52c3e60e825ae9&$M
c92bf13dd61e406e8d52c3e60e825ae9%$M
c92bf13dd61e406e8d52c3e60e825ae9$%Mc6a016dc1c0b440081ea575ec1cc2316À%Mc6a016dc1c0b440081ea575ec1cc2316¿%Mc6a016dc1c0b440081ea575ec1cc2316¾%Mc6a016dc1c0b440081ea575ec1cc2316½%Mc6a016dc1c0b440081ea575ec1cc2316¼%Mc6a016dc1c0b440081ea575ec1cc2316»%Mc6a016dc1c0b440081ea575ec1cc2316º%Mc6a016dc1c0b440081ea575ec1cc2316¹%Mc6a016dc1c0b440081ea575ec1cc2316¸%Mc6a016dc1c0b440081ea575ec1cc2316·%Mc6a016dc1c0b440081ea575ec1cc2316¶%Mc6a016dc1c0b440081ea575ec1cc2316µ%Mc6a016dc1c0b440081ea575ec1cc2316´%Mc6a016dc1c0b440081ea575ec1cc2316³%Mc6a016dc1c0b440081ea575ec1cc2316²%Mc6a016dc1c0b440081ea575ec1cc2316±
®C½í~NÜ
 
'Ò
°A î¾Ž^/ÿÏ
ž2m<
PÚ©«Göx¡
oGå´„S"	îòcÂ’b½2“
WÒ
àqТrB
ã
³
ƒ
Oample264b1ba8ca34492f8c4a1/Msubsample264b1ba8ca34492f8c4a1b38043d92ce
Ý/Mreg_alpha264b1ba8ca34492f8c4a1b38043d92ce
à/Mreg_alpha64e41c8af598400e82af115512b2c498
Ì0!Mreg_lambda264b1ba8ca34492f8c4a1b38043d92ce
á/Msubsamplec6a016dc1c0b440081ea575ec1cc2316±/Msubsamplea8e345aecabd4718b3f487e2d16e8cb7
e.M
subsamplea7328ac3af944ba49089dc0abac2a5c3u/Msubsamplea58c08eb77644c8ca8c38f6f13333c87
Q/Msubsample95f46448c4c143d396457d452ee74f37
=/Msubsample8fdef82198f04be8a4ec466cc1e1dcdf/Msubsample88ac1026184a48c1bd036c1c3a0546f9‰/Msubsample6947f20ba997407da8a39f270bf3b43a
)/Msubsample3b3ce63bcf3a4a779b988dba6aac5694í/Msubsample32195c11cf434ed29f29292715a46473Å/Msubsample21f108117fe64cdfb2e3c9e0bd4462c1
y/Msubsample189fafb42e84430ea113096468bd6878
/Msubsample18365b7783714400a782721b7feb083d

/Msubsample0569acda8a2c4c35939ad1804063fcf9Ù0!Mreg_lambdac6a016dc1c0b440081ea575ec1cc2316µ0!Mreg_lambdaa8e345aecabd4718b3f487e2d16e8cb7
i/!M
reg_lambdaa7328ac3af944ba49089dc0abac2a5c3y0!Mreg_lambdaa58c08eb77644c8ca8c38f6f13333c87
U0!Mreg_lambda95f46448c4c143d396457d452ee74f37
A0!Mreg_lambda8fdef82198f04be8a4ec466cc1e1dcdf¡0!Mreg_lambda88ac1026184a48c1bd036c1c3a0546f90!Mreg_lambda6947f20ba997407da8a39f270bf3b43a
-0!Mreg_lambda3b3ce63bcf3a4a779b988dba6aac5694ñ0!Mreg_lambda32195c11cf434ed29f29292715a46473É0!Mreg_lambda21f108117fe64cdfb2e3c9e0bd4462c1
}0!Mreg_lambda189fafb42e84430ea113096468bd6878
0!Mreg_lambda18365b7783714400a782721b7feb083d
0!Mreg_lambda0569acda8a2c4c35939ad1804063fcf9Ý/Mreg_alphac6a016dc1c0b440081ea575ec1cc2316´/Mreg_alphaa8e345aecabd4718b3f487e2d16e8cb7
h.M
reg_alphaa7328ac3af944ba49089dc0abac2a5c3x/Mreg_alphaa58c08eb77644c8ca8c38f6f13333c87
T/Mreg_alpha95f46448c4c143d396457d452ee74f37
@/Mreg_alpha8fdef82198f04be8a4ec466cc1e1dcdf /Mreg_alpha88ac1026184a48c1bd036c1c3a0546f9Œ/Mreg_alpha6947f20ba997407da8a39f270bf3b43a
,/Mreg_alpha3b3ce63bcf3a4a779b988dba6aac5694ð/Mreg_alpha32195c11cf434ed29f29292715a46473ÈÃ
@0!Mreg_lambdaf758f89f45b84b579ce7af1832fc0b50E/Mreg_alphaf758f89f45b84b579ce7af1832fc0b50D/Msubsamplef758f89f45b84b579ce7af1832fc0b50A0!Mreg_lambda6fc4f724758841958eb6cd940336f0031/Mreg_alpha6fc4f724758841958eb6cd940336f0030/Msubsample6fc4f724758841958eb6cd940336f003-0!Mreg_lambda73257214c1234deeaa6c6988d2c62492/Mreg_alpha73257214c1234deeaa6c6988d2c62492/Msubsample73257214c1234deeaa6c6988d2c624920!Mreg_lambda6ced8b3536514ee9baedcbb5b3480553	/Mreg_alpha6ced8b3536514ee9baedcbb5b3480553/Msubsample6ced8b3536514ee9baedcbb5b34805530!Mreg_lambda0649ed79bd8341e1856a85d925434ec6
õ/Msubsample0649ed79bd8341e1856a85d925434ec6
ñ/Msubsample64e41c8af598400e82af115512b2c498
É
‡30!Mreg_lambda673f6effcc694a79afa490e4c4615c9d
¹/Mreg_alpha673f6effcc694a79afa490e4c4615c9d
¸/Msubsample673f6effcc694a79afa490e4c4615c9d
µxÀ0!Mreg_lambda64e41c8af598400e82af115512b2c498
Í<30!Mreg_lambda4b5569715e47432089055f7a3170a646
¥/Mreg_alpha4b5569715e47432089055f7a3170a646
¤/Msubsample4b5569715e47432089055f7a3170a646
¡30!Mreg_lambda7885fa93615f4a50b8826629533b02f2
‘/Mreg_alpha7885fa93615f4a50b8826629533b02f2
/Msubsample7885fa93615f4a50b8826629533b02f2

7عr+äV
È

:ó¬eאI
»þ
ä

^
Ø
u
/	é	£	]	Ñ‹E·p)â›T
Æ8ñªcÕŽG¹r+F)Mrecall_class_3
~Ht8e27978ace8f431daf6e86a84f911c76?æ-!u~Õ4;>)M	recall_class_3
+Ée97039aef5f14dc6bf7d2d1b7cc377420>)M	recall_class_3
šôaf86afa3f2194726b350927336a6b406%F)Mrecall_class_3
Ý6÷a32ccc1cb12b4d00beeae256d8d8c894?êØP쌐F)Mrecall_class_3
Î689fe397d80d049218100366806f89a2f?êØP쌐F)Mrecall_class_4
´L264b1ba8ca34492f8c4a1b38043d92ce?ì3°X
|F)Mrecall_class_4
³”Œ64e41c8af598400e82af115512b2c498?êLžŠƒ
pF)Mrecall_class_4
²öÁ673f6effcc694a79afa490e4c4615c9d?ëƒóÖ¦œâ
dF)Mrecall_class_4
±üÏ4b5569715e47432089055f7a3170a646?ë—i2xf(
XF)Mrecall_class_4
¯[‡7885fa93615f4a50b8826629533b02f2?ë¾Sêø´
LF)Mrecall_class_4
­´;21f108117fe64cdfb2e3c9e0bd4462c1?ë¾Sêø´
@F)Mrecall_class_4
«¶éa8e345aecabd4718b3f487e2d16e8cb7?êÔӜF‰m
4F)Mrecall_class_4
ªó_a58c08eb77644c8ca8c38f6f13333c87?ëø³ý‘T†
(F)Mrecall_class_4
ªJI95f46448c4c143d396457d452ee74f37?ëªÞŽJ/n
F)Mrecall_class_4
§§þ6947f20ba997407da8a39f270bf3b43a?êLžŠƒ
F)Mrecall_class_4
¢z18365b7783714400a782721b7feb083d?ë—i2xf(
F)Mrecall_class_4
™¢0569acda8a2c4c35939ad1804063fcf9?êèHøR³øF)Mrecall_class_4
˜î“32195c11cf434ed29f29292715a46473?ëƒóÖ¦œâìF)Mrecall_class_4
–ZÊc6a016dc1c0b440081ea575ec1cc2316?ëå>¡¿‹@àF)Mrecall_class_4
•n88fdef82198f04be8a4ec466cc1e1dcdf?ë]	
VÔF)Mrecall_class_4
•i88ac1026184a48c1bd036c1c3a0546f9?ëªÞŽJ/nÈF)Mrecall_class_4
‚ɽ62b4955e8fd743fca92a115e5ea27a75?ëø³ý‘T†¼F)Mrecall_class_4
 c54c2a06f524f483399af4e7048ce27f9?ëø³ý‘T†±F)Mrecall_class_4
|°óe472909dd57c44d483988edaf4a002da?ëø³ý‘T†¦F)Mrecall_class_4
t–Xb909ac60efa34916b3a5fcfa7d51b3d0?ëø³ý‘T†›F)Mrecall_class_4
q
¸dbb799e10ef542809ffd4acb0bf32895?ëø³ý‘T†ŒF)Mrecall_class_3
„f5ba59920410e4142a69c589853ef2bcc?ë
‘ñþE)M
recall_class_4
^Ç©4d564f28efaa423a9d7e3df2f878b223?écË´™<}E)M
recall_class_4
6Í¥1254413f339a43289dfd5de8b7802720?écË´™<rE)M
recall_class_4
5àD8ee3eeb040c8478b82d3ec702378c408?éO¨oâÏögE)M
recall_class_4
5bö40e8901ef7394dfc8363dd6af82cf816?èÚèHøS\E)M
recall_class_4
4=¥87cd75ef7f104f4ba6c1517ef9820ac9?év“'†b‚QE)M
recall_class_4
3(-c92bf13dd61e406e8d52c3e60e825ae9?é
ӛªßFE)M
recall_class_4
/Ô19e9ec7327f7489c848f625206caf618?é<3°;E)M
recall_class_4
&Ú3a51f53a41584668826b144804278683?é(½¸?=j0E)M
recall_class_4
 V¯f4250c9350044642b30cce896b0e79fa?év“'†b‚%F)Mrecall_class_3
‰E¡e40c03c9b5a84eda97a317fc9c2b3937?ꦄG–-!
ùF)Mrecall_class_3
çF²a2a03aca384e4a65861a1c9d5b5c1fc2?êt·¢ J³
îF)Mrecall_class_3
åH¢0f3681e9484b4a229a1cb383fb29c4b2?êt·¢ J³
ãF)Mrecall_class_3
â¤*22ca28b0c6b249a68f54721edeb36bb6?êt·¢ J³
ØF)Mrecall_class_3
Ü6ï37d5fd3375b44163bba626b30be16900?êt·¢ J³
ÍF)Mrecall_class_3
Û=Ü8c4c8bc6eeef41a6a56c4a654b4f835f?ꍝõ;ê
ÂF)Mrecall_class_3
ºNŒf758f89f45b84b579ce7af1832fc0b50?ꍝõ;ê
·F)Mrecall_class_3
¹ñ6fc4f724758841958eb6cd940336f003?êt·¢ J³
«F)Mrecall_class_3
·sö73257214c1234deeaa6c6988d2c62492?ê¿jšY
ŸF)Mrecall_class_3
¶Px6ced8b3536514ee9baedcbb5b3480553?êØP쌐
“F)Mrecall_class_3
µ-0649ed79bd8341e1856a85d925434ec6?ꦄG–-!
‡F)Mrecall_class_3
´I264b1ba8ca34492f8c4a1b38043d92ce?ê[ÑP%Y|
{F)Mrecall_class_3
³”‰64e41c8af598400e82af115512b2c498?锞¼MÏÂ
oF)Mrecall_class_3
²ö½673f6effcc694a79afa490e4c4615c9d?ê*«/w

cF)Mrecall_class_3
±üË4b5569715e47432089055f7a3170a646?锞¼MÏÂ
WF)Mrecall_class_3
¯[ƒ7885fa93615f4a50b8826629533b02f2?ê¿jšY
KF)Mrecall_class_3
­´721f108117fe64cdfb2e3c9e0bd4462c1?ê¿jšY
?F)Mrecall_class_3
«¶æa8e345aecabd4718b3f487e2d16e8cb7?êBêýªhD
3F)Mrecall_class_3
ªó\a58c08eb77644c8ca8c38f6f13333c87?ꦄG–-!
'
‰
‘
W
è±Þƒ	Ú¢k4Ÿa—]%î·"ä‰Xƒ)YMmlflow.runNameXGB_with_Feature_Engineering_optuna_136fc4f724758841958eb6cd940336f003;ƒ1Mmlflow.source.typeLOCAL6fc4f724758841958eb6cd940336f003ƒ
1AMmlflow.source.name/Users/arham/anaconda3/envs/DataScience/lib/python3.10/site-packages/ipykernel_launcher.py6fc4f724758841958eb6cd940336f0034ƒ	#Mmlflow.userarham6fc4f724758841958eb6cd940336f0034ƒ'MpreprocessingYes73257214c1234deeaa6c6988d2c624925ƒ!Mmodel_nameXGBoost73257214c1234deeaa6c6988d2c624927ƒ#MexperimentsArham A.73257214c1234deeaa6c6988d2c62492„kƒ=ˆiMmlflow.log-model.history[{"run_id": "73257214c1234deeaa6c6988d2c62492", "artifact_path": "model", "utc_time_created": "2024-04-25 19:24:32.645591", "flavors": {"python_function": {"loader_module": "mlflow.xgboost", "python_version": "3.10.13", "data": "model.xgb", "env": {"conda": "conda.yaml", "virtualenv": "python_env.yaml"}}, "xgboost": {"xgb_version": "1.7.3", "data": "model.xgb", "model_class": "xgboost.sklearn.XGBClassifier", "model_format": "xgb", "code": null}}, "model_uuid": "60c11e91a0f142c8a45076967e727deb", "mlflow_version": "2.10.2", "model_size_bytes": 2402375}]73257214c1234deeaa6c6988d2c62492Xƒ)YMmlflow.runNameXGB_with_Feature_Engineering_optuna_1273257214c1234deeaa6c6988d2c62492;ƒ1Mmlflow.source.typeLOCAL73257214c1234deeaa6c6988d2c62492ƒ1AMmlflow.source.name/Users/arham/anaconda3/envs/DataScience/lib/python3.10/site-packages/ipykernel_launcher.py73257214c1234deeaa6c6988d2c624924ƒ
#Mmlflow.userarham73257214c1234deeaa6c6988d2c624924ƒ'MpreprocessingYes6ced8b3536514ee9baedcbb5b34805535‚!Mmodel_nameXGBoost6ced8b3536514ee9baedcbb5b34805537‚~#MexperimentsArham A.6ced8b3536514ee9baedcbb5b3480553„k‚}=ˆiMmlflow.log-model.history[{"run_id": "6ced8b3536514ee9baedcbb5b3480553", "artifact_path": "model", "utc_time_created": "2024-04-25 19:23:18.023336", "flavors": {"python_function": {"loader_module": "mlflow.xgboost", "python_version": "3.10.13", "data": "model.xgb", "env": {"conda": "conda.yaml", "virtualenv": "python_env.yaml"}}, "xgboost": {"xgb_version": "1.7.3", "data": "model.xgb", "model_class": "xgboost.sklearn.XGBClassifier", "model_format": "xgb", "code": null}}, "model_uuid": "fefee86b423e469eb969ea34bf30624e", "mlflow_version": "2.10.2", "model_size_bytes": 2370276}]6ced8b3536514ee9baedcbb5b3480553X‚|)YMmlflow.runNameXGB_with_Feature_Engineering_optuna_116ced8b3536514ee9baedcbb5b3480553;‚{1Mmlflow.source.typeLOCAL6ced8b3536514ee9baedcbb5b3480553‚z1AMmlflow.source.name/Users/arham/anaconda3/envs/DataScience/lib/python3.10/site-packages/ipykernel_launcher.py6ced8b3536514ee9baedcbb5b34805534‚y#Mmlflow.userarham6ced8b3536514ee9baedcbb5b34805534‚x'MpreprocessingYes0649ed79bd8341e1856a85d925434ec65‚w!Mmodel_nameXGBoost0649ed79bd8341e1856a85d925434ec67‚v#MexperimentsArham A.0649ed79bd8341e1856a85d925434ec6„k‚u=ˆiMmlflow.log-model.history[{"run_id": "0649ed79bd8341e1856a85d925434ec6", "artifact_path": "model", "utc_time_created": "2024-04-25 19:22:03.433035", "flavors": {"python_function": {"loader_module": "mlflow.xgboost", "python_version": "3.10.13", "data": "model.xgb", "env": {"conda": "conda.yaml", "virtualenv": "python_env.yaml"}}, "xgboost": {"xgb_version": "1.7.3", "data": "model.xgb", "model_class": "xgboost.sklearn.XGBClassifier", "model_format": "xgb", "code": null}}, "model_uuid": "93a3d36cae4c4e65b92a7fb2c409c57d", "mlflow_version": "2.10.2", "model_size_bytes": 2297735}]0649ed79bd8341e1856a85d925434ec6
;¨Æ}4ì¢X
Ä
“
L
Þ«q0ê¨s6
Ë
‚
9	ñ	§	]	ɘQã°v6ð­x;
Ї>ö¬bÎ…<ôª`
Ì
ƒ
:ò¨G„[)7MTarget_Drift_3-0.0010779495046173019ca38fe0f3ab4c20a735a4d3f1b2cdc2E„Z)3MTarget_Drift_2-0.00876750114579989ca38fe0f3ab4c20a735a4d3f1b2cdc2F„Y)5MTarget_Drift_10.0119907078219257959ca38fe0f3ab4c20a735a4d3f1b2cdc2F„X)5MTarget_Drift_00.0049431336236861479ca38fe0f3ab4c20a735a4d3f1b2cdc2E„W)3MTarget_Drift_60.01042920694244659d16b13fb33914587b58d50225fdbd78eI„V);MTarget_Drift_5-0.00032756263090533144d16b13fb33914587b58d50225fdbd78eG„U)7MTarget_Drift_4-0.017190035106736085d16b13fb33914587b58d50225fdbd78eG„T)7MTarget_Drift_3-0.001077949504617301d16b13fb33914587b58d50225fdbd78eE„S)3MTarget_Drift_2-0.0087675011457998d16b13fb33914587b58d50225fdbd78eF„R)5MTarget_Drift_10.011990707821925795d16b13fb33914587b58d50225fdbd78eF„Q)5MTarget_Drift_00.004943133623686147d16b13fb33914587b58d50225fdbd78eE„P)3MTarget_Drift_60.01042920694244659f758f89f45b84b579ce7af1832fc0b50I„O);MTarget_Drift_5-0.00032756263090533144f758f89f45b84b579ce7af1832fc0b50G„N)7MTarget_Drift_4-0.017190035106736085f758f89f45b84b579ce7af1832fc0b50G„M)7MTarget_Drift_3-0.001077949504617301f758f89f45b84b579ce7af1832fc0b50E„L)3MTarget_Drift_2-0.0087675011457998f758f89f45b84b579ce7af1832fc0b50F„K)5MTarget_Drift_10.011990707821925795f758f89f45b84b579ce7af1832fc0b50F„J)5MTarget_Drift_00.004943133623686147f758f89f45b84b579ce7af1832fc0b507„I#Meval_metricmloglossf758f89f45b84b579ce7af1832fc0b50.„HMnum_class7f758f89f45b84b579ce7af1832fc0b50:„G'Mobjectivemulti:softmaxf758f89f45b84b579ce7af1832fc0b502„F%Mrandom_state42f758f89f45b84b579ce7af1832fc0b50@„E!1Mreg_lambda0.3956617258269376f758f89f45b84b579ce7af1832fc0b50C„D9Mreg_alpha1.5648083825482848e-06f758f89f45b84b579ce7af1832fc0b50=„C5Mgamma0.002339216477344003f758f89f45b84b579ce7af1832fc0b507„B-Mcolsample_bytree0.6f758f89f45b84b579ce7af1832fc0b500„AMsubsample0.8f758f89f45b84b579ce7af1832fc0b505„@-Mmin_child_weight8f758f89f45b84b579ce7af1832fc0b503„?%Mn_estimators515f758f89f45b84b579ce7af1832fc0b50D„>'3Mlearning_rate0.05892316102120539f758f89f45b84b579ce7af1832fc0b50.„=Mmax_depth4f758f89f45b84b579ce7af1832fc0b50E„<)3MTarget_Drift_60.010429206942446596fc4f724758841958eb6cd940336f003I„;);MTarget_Drift_5-0.000327562630905331446fc4f724758841958eb6cd940336f003G„:)7MTarget_Drift_4-0.0171900351067360856fc4f724758841958eb6cd940336f003G„9)7MTarget_Drift_3-0.0010779495046173016fc4f724758841958eb6cd940336f003E„8)3MTarget_Drift_2-0.00876750114579986fc4f724758841958eb6cd940336f003F„7)5MTarget_Drift_10.0119907078219257956fc4f724758841958eb6cd940336f003F„6)5MTarget_Drift_00.0049431336236861476fc4f724758841958eb6cd940336f0037„5#Meval_metricmlogloss6fc4f724758841958eb6cd940336f003.„4Mnum_class76fc4f724758841958eb6cd940336f003:„3'Mobjectivemulti:softmax6fc4f724758841958eb6cd940336f0032„2%Mrandom_state426fc4f724758841958eb6cd940336f003?„1!/Mreg_lambda54.595174066036316fc4f724758841958eb6cd940336f003C„09Mreg_alpha1.4096829741801802e-056fc4f724758841958eb6cd940336f003>„/7Mgamma1.050198550207745e-086fc4f724758841958eb6cd940336f0037„.-Mcolsample_bytree0.96fc4f724758841958eb6cd940336f0030„-Msubsample0.86fc4f724758841958eb6cd940336f0035„,-Mmin_child_weight86fc4f724758841958eb6cd940336f0033„+%Mn_estimators7096fc4f724758841958eb6cd940336f003D„*'3Mlearning_rate0.453305207853670466fc4f724758841958eb6cd940336f003.„)Mmax_depth36fc4f724758841958eb6cd940336f003E„()3MTarget_Drift_60.0104292069424465973257214c1234deeaa6c6988d2c62492I„');MTarget_Drift_5-0.0003275626309053314473257214c1234deeaa6c6988d2c62492G„&)7MTarget_Drift_4-0.01719003510673608573257214c1234deeaa6c6988d2c62492G„%)7MTarget_Drift_3-0.00107794950461730173257214c1234deeaa6c6988d2c62492E„$)3MTarget_Drift_2-0.008767501145799873257214c1234deeaa6c6988d2c62492F„#)5MTarget_Drift_10.01199070782192579573257214c1234deeaa6c6988d2c62492F„")5MTarget_Drift_00.00494313362368614773257214c1234deeaa6c6988d2c624927„!#Meval_metricmlogloss73257214c1234deeaa6c6988d2c62492
:»ºt.è¢Z
Ù
›
a
ÕI½w/
ï
®
p
6	ð	ª	d	Ø’LˍS
ǁ;õ¯i)èªp*äžX̆F
Ç

G

»CƒW)Mrecall_class_2?è*ËEŠQ

â¤&22ca28b0c6b249a68f54721edeb36bb6CƒV)Mrecall_class_1?í------
â¤"22ca28b0c6b249a68f54721edeb36bb6CƒU)Mrecall_class_0?íù„ÜZ»ó
â¤22ca28b0c6b249a68f54721edeb36bb67ƒTMf1?ìòº	ðÎx
â—î22ca28b0c6b249a68f54721edeb36bb6;ƒSMrecall?ìô
¢¶
â—ß22ca28b0c6b249a68f54721edeb36bb6>ƒRMprecision?ìòð"ԏ
â—Ì22ca28b0c6b249a68f54721edeb36bb6=ƒQMaccuracy?ìô
¢¶
◥22ca28b0c6b249a68f54721edeb36bb6CƒP)Mrecall_class_6?ïߞܕÁD
Ü6ü37d5fd3375b44163bba626b30be16900CƒO)Mrecall_class_5?îÆn=>x

Ü6÷37d5fd3375b44163bba626b30be16900CƒN)Mrecall_class_4?ë¾Sêø´
Ü6ó37d5fd3375b44163bba626b30be16900CƒM)Mrecall_class_3?êt·¢ J³
Ü6ï37d5fd3375b44163bba626b30be16900CƒL)Mrecall_class_2?è*ËEŠQ

Ü6ë37d5fd3375b44163bba626b30be16900CƒK)Mrecall_class_1?í------
Ü6æ37d5fd3375b44163bba626b30be16900CƒJ)Mrecall_class_0?íù„ÜZ»ó
Ü6Þ37d5fd3375b44163bba626b30be169007ƒIMf1?ìòº	ðÎx
Ü)Æ37d5fd3375b44163bba626b30be16900;ƒHMrecall?ìô
¢¶
Ü)Â37d5fd3375b44163bba626b30be16900>ƒGMprecision?ìòð"ԏ
Ü)½37d5fd3375b44163bba626b30be16900=ƒFMaccuracy?ìô
¢¶
Ü)´37d5fd3375b44163bba626b30be16900CƒE)Mrecall_class_6?ïߞܕÁD
Û=ç8c4c8bc6eeef41a6a56c4a654b4f835fCƒD)Mrecall_class_5?î²Õ!_Š
Û=ä8c4c8bc6eeef41a6a56c4a654b4f835fCƒC)Mrecall_class_4?ë6g_wÊ
Û=à8c4c8bc6eeef41a6a56c4a654b4f835fCƒB)Mrecall_class_3?ꍝõ;ê
Û=Ü8c4c8bc6eeef41a6a56c4a654b4f835fCƒA)Mrecall_class_2?çž/aþ
Û=Ø8c4c8bc6eeef41a6a56c4a654b4f835fCƒ@)Mrecall_class_1?ì<<<<<<
Û=Ô8c4c8bc6eeef41a6a56c4a654b4f835fCƒ?)Mrecall_class_0?í‘Ò¢{$
Û=Ï8c4c8bc6eeef41a6a56c4a654b4f835f7ƒ>Mf1?ì€ú£9Ó{
Û3þ8c4c8bc6eeef41a6a56c4a654b4f835f;ƒ=Mrecall?ì„ëõ×k
Û3ú8c4c8bc6eeef41a6a56c4a654b4f835f>ƒ<Mprecision?ìk–R
Û3ô8c4c8bc6eeef41a6a56c4a654b4f835f=ƒ;Maccuracy?ì„ëõ×k
Û3å8c4c8bc6eeef41a6a56c4a654b4f835fCƒ:)Mrecall_class_6?ïߞܕÁD
ºN—f758f89f45b84b579ce7af1832fc0b50Cƒ9)Mrecall_class_5?ïÒ­îÚ
ºN“f758f89f45b84b579ce7af1832fc0b50Cƒ8)Mrecall_class_4?ëå>¡¿‹@
ºNf758f89f45b84b579ce7af1832fc0b50Cƒ7)Mrecall_class_3?ꍝõ;ê
ºNŒf758f89f45b84b579ce7af1832fc0b50Cƒ6)Mrecall_class_2?è[³•Ò&
ºN‰f758f89f45b84b579ce7af1832fc0b50Cƒ5)Mrecall_class_1?í------
ºN…f758f89f45b84b579ce7af1832fc0b50Cƒ4)Mrecall_class_0?íߘMÅ«¿
ºN‚f758f89f45b84b579ce7af1832fc0b507ƒ3Mf1?ìòŒÕ½î
ºN{f758f89f45b84b579ce7af1832fc0b50;ƒ2Mrecall?ìðë:U,Ý
ºNwf758f89f45b84b579ce7af1832fc0b50>ƒ1Mprecision?ìô. =–
ºNsf758f89f45b84b579ce7af1832fc0b50=ƒ0Maccuracy?ìðë:U,Ý
ºNjf758f89f45b84b579ce7af1832fc0b50Eƒ/-Mmean_cv_accuracy?ìúF»ô6
ºëf758f89f45b84b579ce7af1832fc0b50Cƒ.)Mrecall_class_6?ïߞܕÁD
¹ü6fc4f724758841958eb6cd940336f003Cƒ-)Mrecall_class_5?ï<æG
¹ø6fc4f724758841958eb6cd940336f003Cƒ,)Mrecall_class_4?ëÑÉEíÁú
¹õ6fc4f724758841958eb6cd940336f003Cƒ+)Mrecall_class_3?êt·¢ J³
¹ñ6fc4f724758841958eb6cd940336f003Cƒ*)Mrecall_class_2?轄3öÔq
¹í6fc4f724758841958eb6cd940336f003Cƒ))Mrecall_class_1?ìՏ¾IìÖ
¹ê6fc4f724758841958eb6cd940336f003Cƒ()Mrecall_class_0?í«¿0›‹W
¹æ6fc4f724758841958eb6cd940336f0037ƒ'Mf1?ìíËéuÈ
¹ß6fc4f724758841958eb6cd940336f003;ƒ&Mrecall?ìêÙ4Ô×á
¹Û6fc4f724758841958eb6cd940336f003>ƒ%Mprecision?ìð½f—(
¹×6fc4f724758841958eb6cd940336f003=ƒ$Maccuracy?ìêÙ4Ô×á
¹Ò6fc4f724758841958eb6cd940336f003Eƒ#-Mmean_cv_accuracy?ìÓÚ«Íóâ
¸Ç%6fc4f724758841958eb6cd940336f003Cƒ")Mrecall_class_6?ïߞܕÁD
·t
73257214c1234deeaa6c6988d2c62492Cƒ!)Mrecall_class_5?ï
9‘ÂÁˆ
·sý73257214c1234deeaa6c6988d2c62492Cƒ )Mrecall_class_4?ëªÞŽJ/n
·sú73257214c1234deeaa6c6988d2c62492Cƒ)Mrecall_class_3?ê¿jšY
·sö73257214c1234deeaa6c6988d2c62492Cƒ)Mrecall_class_2?èt'¼À’¹
·sò73257214c1234deeaa6c6988d2c62492
:»ºt.è¢Z
Ù
›
a
ÕI½w/
ï
®
p
6	ð	ª	d	Ø’LˍS
ǁ;õ¯i)èªp*äžX̆F
Ç

G

»CƒW)Mrecall_class_2?è*ËEŠQ

â¤&22ca28b0c6b249a68f54721edeb36bb6CƒV)Mrecall_class_1?í------
â¤"22ca28b0c6b249a68f54721edeb36bb6CƒU)Mrecall_class_0?íù„ÜZ»ó
â¤22ca28b0c6b249a68f54721edeb36bb67ƒTMf1?ìòº	ðÎx
â—î22ca28b0c6b249a68f54721edeb36bb6;ƒSMrecall?ìô
¢¶
â—ß22ca28b0c6b249a68f54721edeb36bb6>ƒRMprecision?ìòð"ԏ
â—Ì22ca28b0c6b249a68f54721edeb36bb6=ƒQMaccuracy?ìô
¢¶
◥22ca28b0c6b249a68f54721edeb36bb6CƒP)Mrecall_class_6?ïߞܕÁD
Ü6ü37d5fd3375b44163bba626b30be16900CƒO)Mrecall_class_5?îÆn=>x

Ü6÷37d5fd3375b44163bba626b30be16900CƒN)Mrecall_class_4?ë¾Sêø´
Ü6ó37d5fd3375b44163bba626b30be16900CƒM)Mrecall_class_3?êt·¢ J³
Ü6ï37d5fd3375b44163bba626b30be16900CƒL)Mrecall_class_2?è*ËEŠQ

Ü6ë37d5fd3375b44163bba626b30be16900CƒK)Mrecall_class_1?í------
Ü6æ37d5fd3375b44163bba626b30be16900CƒJ)Mrecall_class_0?íù„ÜZ»ó
Ü6Þ37d5fd3375b44163bba626b30be169007ƒIMf1?ìòº	ðÎx
Ü)Æ37d5fd3375b44163bba626b30be16900;ƒHMrecall?ìô
¢¶
Ü)Â37d5fd3375b44163bba626b30be16900>ƒGMprecision?ìòð"ԏ
Ü)½37d5fd3375b44163bba626b30be16900=ƒFMaccuracy?ìô
¢¶
Ü)´37d5fd3375b44163bba626b30be16900CƒE)Mrecall_class_6?ïߞܕÁD
Û=ç8c4c8bc6eeef41a6a56c4a654b4f835fCƒD)Mrecall_class_5?î²Õ!_Š
Û=ä8c4c8bc6eeef41a6a56c4a654b4f835fCƒC)Mrecall_class_4?ë6g_wÊ
Û=à8c4c8bc6eeef41a6a56c4a654b4f835fCƒB)Mrecall_class_3?ꍝõ;ê
Û=Ü8c4c8bc6eeef41a6a56c4a654b4f835fCƒA)Mrecall_class_2?çž/aþ
Û=Ø8c4c8bc6eeef41a6a56c4a654b4f835fCƒ@)Mrecall_class_1?ì<<<<<<
Û=Ô8c4c8bc6eeef41a6a56c4a654b4f835fCƒ?)Mrecall_class_0?í‘Ò¢{$
Û=Ï8c4c8bc6eeef41a6a56c4a654b4f835f7ƒ>Mf1?ì€ú£9Ó{
Û3þ8c4c8bc6eeef41a6a56c4a654b4f835f;ƒ=Mrecall?ì„ëõ×k
Û3ú8c4c8bc6eeef41a6a56c4a654b4f835f>ƒ<Mprecision?ìk–R
Û3ô8c4c8bc6eeef41a6a56c4a654b4f835f=ƒ;Maccuracy?ì„ëõ×k
Û3å8c4c8bc6eeef41a6a56c4a654b4f835fCƒ:)Mrecall_class_6?ïߞܕÁD
ºN—f758f89f45b84b579ce7af1832fc0b50Cƒ9)Mrecall_class_5?ïÒ­îÚ
ºN“f758f89f45b84b579ce7af1832fc0b50Cƒ8)Mrecall_class_4?ëå>¡¿‹@
ºNf758f89f45b84b579ce7af1832fc0b50Cƒ7)Mrecall_class_3?ꍝõ;ê
ºNŒf758f89f45b84b579ce7af1832fc0b50Cƒ6)Mrecall_class_2?è[³•Ò&
ºN‰f758f89f45b84b579ce7af1832fc0b50Cƒ5)Mrecall_class_1?í------
ºN…f758f89f45b84b579ce7af1832fc0b50Cƒ4)Mrecall_class_0?íߘMÅ«¿
ºN‚f758f89f45b84b579ce7af1832fc0b507ƒ3Mf1?ìòŒÕ½î
ºN{f758f89f45b84b579ce7af1832fc0b50;ƒ2Mrecall?ìðë:U,Ý
ºNwf758f89f45b84b579ce7af1832fc0b50>ƒ1Mprecision?ìô. =–
ºNsf758f89f45b84b579ce7af1832fc0b50=ƒ0Maccuracy?ìðë:U,Ý
ºNjf758f89f45b84b579ce7af1832fc0b50Eƒ/-Mmean_cv_accuracy?ìúF»ô6
ºëf758f89f45b84b579ce7af1832fc0b50Cƒ.)Mrecall_class_6?ïߞܕÁD
¹ü6fc4f724758841958eb6cd940336f003Cƒ-)Mrecall_class_5?ï<æG
¹ø6fc4f724758841958eb6cd940336f003Cƒ,)Mrecall_class_4?ëÑÉEíÁú
¹õ6fc4f724758841958eb6cd940336f003Cƒ+)Mrecall_class_3?êt·¢ J³
¹ñ6fc4f724758841958eb6cd940336f003Cƒ*)Mrecall_class_2?轄3öÔq
¹í6fc4f724758841958eb6cd940336f003Cƒ))Mrecall_class_1?ìՏ¾IìÖ
¹ê6fc4f724758841958eb6cd940336f003Cƒ()Mrecall_class_0?í«¿0›‹W
¹æ6fc4f724758841958eb6cd940336f0037ƒ'Mf1?ìíËéuÈ
¹ß6fc4f724758841958eb6cd940336f003;ƒ&Mrecall?ìêÙ4Ô×á
¹Û6fc4f724758841958eb6cd940336f003>ƒ%Mprecision?ìð½f—(
¹×6fc4f724758841958eb6cd940336f003=ƒ$Maccuracy?ìêÙ4Ô×á
¹Ò6fc4f724758841958eb6cd940336f003Eƒ#-Mmean_cv_accuracy?ìÓÚ«Íóâ
¸Ç%6fc4f724758841958eb6cd940336f003Cƒ")Mrecall_class_6?ïߞܕÁD
·t
73257214c1234deeaa6c6988d2c62492Cƒ!)Mrecall_class_5?ï
9‘ÂÁˆ
·sý73257214c1234deeaa6c6988d2c62492Cƒ )Mrecall_class_4?ëªÞŽJ/n
·sú73257214c1234deeaa6c6988d2c62492Cƒ)Mrecall_class_3?ê¿jšY
·sö73257214c1234deeaa6c6988d2c62492Cƒ)Mrecall_class_2?èt'¼À’¹
·sò73257214c1234deeaa6c6988d2c62492
éE¼Zµ€~
ÅLã/³®7zF¼
Ýñ
¨èR
s@ª&
?

Ö¡
ð	Ö	¡	l
&ú/Åd	7	Ι¼l%ußI
‡ñ[Ë
ú–a,øďÎ
[™d4)Mrecall_class_4e40c03c9b5a84eda97a317fc9c2b3937
ú4)Mrecall_class_45ba59920410e4142a69c589853ef2bcc4)Mrecall_class_4a2a03aca384e4a65861a1c9d5b5c1fc2
ï4)Mrecall_class_55ba59920410e4142a69c589853ef2bcc4)Mrecall_class_50f3681e9484b4a229a1cb383fb29c4b2
å4)Mrecall_class_40f3681e9484b4a229a1cb383fb29c4b2
ä4)Mrecall_class_522ca28b0c6b249a68f54721edeb36bb6
Ú4)Mrecall_class_422ca28b0c6b249a68f54721edeb36bb6
Ù4)Mrecall_class_564e41c8af598400e82af115512b2c498
q4)Mrecall_class_562b4955e8fd743fca92a115e5ea27a75½4)Mrecall_class_554c2a06f524f483399af4e7048ce27f9²3)M
recall_class_54d564f28efaa423a9d7e3df2f878b223~4)Mrecall_class_437d5fd3375b44163bba626b30be16900
Î4)Mrecall_class_4e472909dd57c44d483988edaf4a002da¦4)Mrecall_class_48c4c8bc6eeef41a6a56c4a654b4f835f
Ã4)Mrecall_class_489fe397d80d049218100366806f89a2f4)Mrecall_class_3f758f89f45b84b579ce7af1832fc0b50
·4)Mrecall_class_46fc4f724758841958eb6cd940336f003
¬3)M
recall_class_4f4250c9350044642b30cce896b0e79fa%4)Mrecall_class_473257214c1234deeaa6c6988d2c62492
 4)Mrecall_class_4f758f89f45b84b579ce7af1832fc0b50
¸4)Mrecall_class_46ced8b3536514ee9baedcbb5b3480553
”4)Mrecall_class_50569acda8a2c4c35939ad1804063fcf9ù4)Mrecall_class_40649ed79bd8341e1856a85d925434ec6
ˆ4)Mrecall_class_4264b1ba8ca34492f8c4a1b38043d92ce
|4)Mrecall_class_464e41c8af598400e82af115512b2c498
p4)Mrecall_class_50649ed79bd8341e1856a85d925434ec6
‰4)Mrecall_class_4673f6effcc694a79afa490e4c4615c9d
d3)M
recall_class_51254413f339a43289dfd5de8b7802720s4)Mrecall_class_44b5569715e47432089055f7a3170a646
X4)Mrecall_class_518365b7783714400a782721b7feb083d
4)Mrecall_class_47885fa93615f4a50b8826629533b02f2
L3)M
recall_class_519e9ec7327f7489c848f625206caf618<4)Mrecall_class_421f108117fe64cdfb2e3c9e0bd4462c1
@4)Mrecall_class_4a8e345aecabd4718b3f487e2d16e8cb7
44)Mrecall_class_4a32ccc1cb12b4d00beeae256d8d8c8944)Mrecall_class_4a58c08eb77644c8ca8c38f6f13333c87
(4)Mrecall_class_4af86afa3f2194726b350927336a6b406&4)Mrecall_class_4dbb799e10ef542809ffd4acb0bf32895Œ3)M
recall_class_4c92bf13dd61e406e8d52c3e60e825ae9F4)Mrecall_class_4c6a016dc1c0b440081ea575ec1cc2316à4)Mrecall_class_4b909ac60efa34916b3a5fcfa7d51b3d0›4)Mrecall_class_495f46448c4c143d396457d452ee74f37
4)Mrecall_class_48fdef82198f04be8a4ec466cc1e1dcdfÔ3)M
recall_class_48ee3eeb040c8478b82d3ec702378c408g4)Mrecall_class_488ac1026184a48c1bd036c1c3a0546f9È3)M
recall_class_487cd75ef7f104f4ba6c1517ef9820ac9Q4)Mrecall_class_46947f20ba997407da8a39f270bf3b43a
4)Mrecall_class_462b4955e8fd743fca92a115e5ea27a75¼4)Mrecall_class_454c2a06f524f483399af4e7048ce27f9±3)M
recall_class_44d564f28efaa423a9d7e3df2f878b223}3)M
recall_class_440e8901ef7394dfc8363dd6af82cf816\3)M
recall_class_43a51f53a41584668826b14480427868304)Mrecall_class_432195c11cf434ed29f29292715a46473ì3)M
recall_class_419e9ec7327f7489c848f625206caf618;4)Mrecall_class_418365b7783714400a782721b7feb083d
3)M
recall_class_41254413f339a43289dfd5de8b7802720r4)Mrecall_class_40569acda8a2c4c35939ad1804063fcf9ø3)M
recall_class_3f4250c9350044642b30cce896b0e79fa$
4)Mrecall_class_48e27978ace8f431daf6e86a84f911c76<4)Mrecall_class_4e97039aef5f14dc6bf7d2d1b7cc3774214)Mrecall_class_3e97039aef5f14dc6bf7d2d1b7cc3774204)Mrecall_class_54b5569715e47432089055f7a3170a646
Y3)M
recall_class_540e8901ef7394dfc8363dd6af82cf816]3)M
recall_class_53a51f53a41584668826b14480427868314)Mrecall_class_537d5fd3375b44163bba626b30be16900
Ï4)Mrecall_class_532195c11cf434ed29f29292715a46473í4)Mrecall_class_5264b1ba8ca34492f8c4a1b38043d92ce
}4)Mrecall_class_521f108117fe64cdfb2e3c9e0bd4462c1
A
h
‘
W
è±Þƒ	Ú¢k4ŸaæQϘŁJµw3םh2ƒ+!Mmodel_nameLGBM8c4c8bc6eeef41a6a56c4a654b4f835f7ƒ*#MexperimentsArham A.8c4c8bc6eeef41a6a56c4a654b4f835f„Xƒ)=ˆCMmlflow.log-model.history[{"run_id": "8c4c8bc6eeef41a6a56c4a654b4f835f", "artifact_path": "model", "utc_time_created": "2024-04-25 20:03:38.097875", "flavors": {"python_function": {"loader_module": "mlflow.lightgbm", "python_version": "3.10.13", "data": "model.pkl", "env": {"conda": "conda.yaml", "virtualenv": "python_env.yaml"}}, "lightgbm": {"lgb_version": "4.1.0", "data": "model.pkl", "model_class": "lightgbm.sklearn.LGBMClassifier", "code": null}}, "model_uuid": "5d052f53e99946288e1c96e593a594e8", "mlflow_version": "2.10.2", "model_size_bytes": 2395013}]8c4c8bc6eeef41a6a56c4a654b4f835fAƒ()+Mmlflow.runNameLGBM_without_FE8c4c8bc6eeef41a6a56c4a654b4f835f;ƒ'1Mmlflow.source.typeLOCAL8c4c8bc6eeef41a6a56c4a654b4f835fƒ&1AMmlflow.source.name/Users/arham/anaconda3/envs/DataScience/lib/python3.10/site-packages/ipykernel_launcher.py8c4c8bc6eeef41a6a56c4a654b4f835f4ƒ%#Mmlflow.userarham8c4c8bc6eeef41a6a56c4a654b4f835fAƒ$)+Mmlflow.runNameLGBM_without_FE7432b033d05b412da743757f24853ab2;ƒ#1Mmlflow.source.typeLOCAL7432b033d05b412da743757f24853ab2ƒ"1AMmlflow.source.name/Users/arham/anaconda3/envs/DataScience/lib/python3.10/site-packages/ipykernel_launcher.py7432b033d05b412da743757f24853ab24ƒ!#Mmlflow.userarham7432b033d05b412da743757f24853ab2Aƒ )+Mmlflow.runNameLGBM_without_FE9ca38fe0f3ab4c20a735a4d3f1b2cdc2;ƒ1Mmlflow.source.typeLOCAL9ca38fe0f3ab4c20a735a4d3f1b2cdc2ƒ1AMmlflow.source.name/Users/arham/anaconda3/envs/DataScience/lib/python3.10/site-packages/ipykernel_launcher.py9ca38fe0f3ab4c20a735a4d3f1b2cdc24ƒ#Mmlflow.userarham9ca38fe0f3ab4c20a735a4d3f1b2cdc2Aƒ)+Mmlflow.runNameLGBM_without_FEd16b13fb33914587b58d50225fdbd78e;ƒ1Mmlflow.source.typeLOCALd16b13fb33914587b58d50225fdbd78eƒ1AMmlflow.source.name/Users/arham/anaconda3/envs/DataScience/lib/python3.10/site-packages/ipykernel_launcher.pyd16b13fb33914587b58d50225fdbd78e4ƒ#Mmlflow.userarhamd16b13fb33914587b58d50225fdbd78e4ƒ'MpreprocessingYesf758f89f45b84b579ce7af1832fc0b505ƒ!Mmodel_nameXGBoostf758f89f45b84b579ce7af1832fc0b507ƒ#MexperimentsArham A.f758f89f45b84b579ce7af1832fc0b50„kƒ=ˆiMmlflow.log-model.history[{"run_id": "f758f89f45b84b579ce7af1832fc0b50", "artifact_path": "model", "utc_time_created": "2024-04-25 19:27:39.674439", "flavors": {"python_function": {"loader_module": "mlflow.xgboost", "python_version": "3.10.13", "data": "model.xgb", "env": {"conda": "conda.yaml", "virtualenv": "python_env.yaml"}}, "xgboost": {"xgb_version": "1.7.3", "data": "model.xgb", "model_class": "xgboost.sklearn.XGBClassifier", "model_format": "xgb", "code": null}}, "model_uuid": "fae4c4339c9b4f95bc0da351728d4ef0", "mlflow_version": "2.10.2", "model_size_bytes": 2787883}]f758f89f45b84b579ce7af1832fc0b50Xƒ)YMmlflow.runNameXGB_with_Feature_Engineering_optuna_14f758f89f45b84b579ce7af1832fc0b50;ƒ1Mmlflow.source.typeLOCALf758f89f45b84b579ce7af1832fc0b50ƒ1AMmlflow.source.name/Users/arham/anaconda3/envs/DataScience/lib/python3.10/site-packages/ipykernel_launcher.pyf758f89f45b84b579ce7af1832fc0b504ƒ#Mmlflow.userarhamf758f89f45b84b579ce7af1832fc0b504ƒ'MpreprocessingYes6fc4f724758841958eb6cd940336f0035ƒ!Mmodel_nameXGBoost6fc4f724758841958eb6cd940336f0037ƒ#MexperimentsArham A.6fc4f724758841958eb6cd940336f003„kƒ
=ˆiMmlflow.log-model.history[{"run_id": "6fc4f724758841958eb6cd940336f003", "artifact_path": "model", "utc_time_created": "2024-04-25 19:26:20.672493", "flavors": {"python_function": {"loader_module": "mlflow.xgboost", "python_version": "3.10.13", "data": "model.xgb", "env": {"conda": "conda.yaml", "virtualenv": "python_env.yaml"}}, "xgboost": {"xgb_version": "1.7.3", "data": "model.xgb", "model_class": "xgboost.sklearn.XGBClassifier", "model_format": "xgb", "code": null}}, "model_uuid": "481dd5e51d9840a6a202cba47c9c30c4", "mlflow_version": "2.10.2", "model_size_bytes": 2817251}]6fc4f724758841958eb6cd940336f003

=êئtB
Þ
¬
z
H
	ä	²	€	N	ë¹¢a5	ݱ…Y-
Õ©}Q%ùÍ¡uIòÆÔ’^*öÂŽZ&ò¾ŠV"
î
º
†
R
ê
67
673'Mlearning_rate95f46448c4c143d396457d452ee74f37
:3'Mlearning_rate8fdef82198f04be8a4ec466cc1e1dcdfš3'Mlearning_rate88ac1026184a48c1bd036c1c3a0546f9†3'Mlearning_rate7885fa93615f4a50b8826629533b02f2
Š3'Mlearning_rate73257214c1234deeaa6c6988d2c624923'Mlearning_rate6fc4f724758841958eb6cd940336f003*3'Mlearning_rate6ced8b3536514ee9baedcbb5b34805533'Mlearning_rate6947f20ba997407da8a39f270bf3b43a
&3'Mlearning_rate673f6effcc694a79afa490e4c4615c9d
²3'Mlearning_rate64e41c8af598400e82af115512b2c498
Æ3'Mlearning_rate4b5569715e47432089055f7a3170a646
ž3'Mlearning_rate3b3ce63bcf3a4a779b988dba6aac5694ê3'Mlearning_rate32195c11cf434ed29f29292715a46473Â3'Mlearning_rate264b1ba8ca34492f8c4a1b38043d92ce
Ú3'Mlearning_rate21f108117fe64cdfb2e3c9e0bd4462c1
v3'Mlearning_rate189fafb42e84430ea113096468bd6878
3'Mlearning_rate18365b7783714400a782721b7feb083dþ3'Mlearning_rate0649ed79bd8341e1856a85d925434ec6
î3'Mlearning_rate0569acda8a2c4c35939ad1804063fcf9Ö+Mgammac6a016dc1c0b440081ea575ec1cc2316³+Mgammaa8e345aecabd4718b3f487e2d16e8cb7
g*M
gammaa7328ac3af944ba49089dc0abac2a5c3w+Mgammaa58c08eb77644c8ca8c38f6f13333c87
S+Mgamma95f46448c4c143d396457d452ee74f37
?+Mgamma8fdef82198f04be8a4ec466cc1e1dcdfŸ+Mgamma88ac1026184a48c1bd036c1c3a0546f9‹+Mgamma7885fa93615f4a50b8826629533b02f2
+Mgamma73257214c1234deeaa6c6988d2c62492+Mgamma6fc4f724758841958eb6cd940336f003/+Mgamma6ced8b3536514ee9baedcbb5b3480553+Mgamma6947f20ba997407da8a39f270bf3b43a
++Mgamma673f6effcc694a79afa490e4c4615c9d
·+Mgamma64e41c8af598400e82af115512b2c498
Ë+Mgamma4b5569715e47432089055f7a3170a646
£+Mgamma3b3ce63bcf3a4a779b988dba6aac5694ï+Mgamma32195c11cf434ed29f29292715a46473Ç+Mgamma264b1ba8ca34492f8c4a1b38043d92ce
ß+Mgamma21f108117fe64cdfb2e3c9e0bd4462c1
{+Mgamma189fafb42e84430ea113096468bd6878
+Mgamma18365b7783714400a782721b7feb083d
+Mgamma0649ed79bd8341e1856a85d925434ec6
ó+Mgamma0569acda8a2c4c35939ad1804063fcf9Û1#Meval_metricc6a016dc1c0b440081ea575ec1cc2316¹1#Meval_metrica8e345aecabd4718b3f487e2d16e8cb7
m0#M
eval_metrica7328ac3af944ba49089dc0abac2a5c3}1#Meval_metrica58c08eb77644c8ca8c38f6f13333c87
Y1#Meval_metric95f46448c4c143d396457d452ee74f37
E1#Meval_metric8fdef82198f04be8a4ec466cc1e1dcdf¥1#Meval_metric88ac1026184a48c1bd036c1c3a0546f9‘1#Meval_metric7885fa93615f4a50b8826629533b02f2
•1#Meval_metric73257214c1234deeaa6c6988d2c62492!1#Meval_metric6fc4f724758841958eb6cd940336f00351#Meval_metric6ced8b3536514ee9baedcbb5b3480553
1#Meval_metric6947f20ba997407da8a39f270bf3b43a
11#Meval_metric673f6effcc694a79afa490e4c4615c9d
½1#Meval_metric64e41c8af598400e82af115512b2c498
Ñ1#Meval_metric4b5569715e47432089055f7a3170a646
©1#Meval_metric3b3ce63bcf3a4a779b988dba6aac5694õ1#Meval_metric32195c11cf434ed29f29292715a46473͘1#Meval_metricf758f89f45b84b579ce7af1832fc0b50I+Mgammaf758f89f45b84b579ce7af1832fc0b50C
AvÚ´Žd>ò̦€iDúÕ°‹Z4èÂœvfA
÷
Ò
­
ˆ
c
>
ôÏª…`;ņ̃‚\6
ê
Ä
ž
x
R
,
	à	º	”	n	H	"üÖ°Š%Md4f3bbd8eac14cdcaf9aa141e6290fa9%Md4f3bbd8eac14cdcaf9aa141e6290fa9œ%Md4f3bbd8eac14cdcaf9aa141e6290fa9›%Md4f3bbd8eac14cdcaf9aa141e6290fa9š%Md4f3bbd8eac14cdcaf9aa141e6290fa9™%Md4f3bbd8eac14cdcaf9aa141e6290fa9˜%Md4f3bbd8eac14cdcaf9aa141e6290fa9—%Md1b51aff7c6c4b36b00915604c4a88dc%Md1b51aff7c6c4b36b00915604c4a88dc€%Md1b51aff7c6c4b36b00915604c4a88dc%Md1b51aff7c6c4b36b00915604c4a88dc~%Md1b51aff7c6c4b36b00915604c4a88dc}%Md1b51aff7c6c4b36b00915604c4a88dc|%Md1b51aff7c6c4b36b00915604c4a88dc{%Mf758f89f45b84b579ce7af1832fc0b50P%Mf758f89f45b84b579ce7af1832fc0b50O%Mf758f89f45b84b579ce7af1832fc0b50N%Mf758f89f45b84b579ce7af1832fc0b50M%Mf758f89f45b84b579ce7af1832fc0b50L%Mf758f89f45b84b579ce7af1832fc0b50K%Mf758f89f45b84b579ce7af1832fc0b50J%Mf758f89f45b84b579ce7af1832fc0b50I%Mf758f89f45b84b579ce7af1832fc0b50H%Mf758f89f45b84b579ce7af1832fc0b50G%Mf758f89f45b84b579ce7af1832fc0b50F%Mf758f89f45b84b579ce7af1832fc0b50E%Mf758f89f45b84b579ce7af1832fc0b50D%Mf758f89f45b84b579ce7af1832fc0b50C%Mf758f89f45b84b579ce7af1832fc0b50B%Mf758f89f45b84b579ce7af1832fc0b50A%Mf758f89f45b84b579ce7af1832fc0b50@%Mf758f89f45b84b579ce7af1832fc0b50?%Mf758f89f45b84b579ce7af1832fc0b50>%Mf758f89f45b84b579ce7af1832fc0b50=$M
effcda97d1d244d7a1d38cb57b4ee9ce$M
effcda97d1d244d7a1d38cb57b4ee9ce
$M
effcda97d1d244d7a1d38cb57b4ee9ce$M
effcda97d1d244d7a1d38cb57b4ee9ce$M
effcda97d1d244d7a1d38cb57b4ee9ce
$M
effcda97d1d244d7a1d38cb57b4ee9ce	$M
effcda97d1d244d7a1d38cb57b4ee9ce$M
dfe57537d98d4eb1aa4e2d2acf9a08be$M
dfe57537d98d4eb1aa4e2d2acf9a08be$M
dfe57537d98d4eb1aa4e2d2acf9a08be$M
dfe57537d98d4eb1aa4e2d2acf9a08be$M
dfe57537d98d4eb1aa4e2d2acf9a08be$M
dfe57537d98d4eb1aa4e2d2acf9a08be$M
dfe57537d98d4eb1aa4e2d2acf9a08be$M
dbb799e10ef542809ffd4acb0bf32895[$M
dbb799e10ef542809ffd4acb0bf32895Z$M
dbb799e10ef542809ffd4acb0bf32895Y$M
dbb799e10ef542809ffd4acb0bf32895X$M
dbb799e10ef542809ffd4acb0bf32895W$M
dbb799e10ef542809ffd4acb0bf32895V$M
dbb799e10ef542809ffd4acb0bf32895U$M
d1c8a5a9a969401fad81306cbc9afbdfT$M
d1c8a5a9a969401fad81306cbc9afbdfS$M
d1c8a5a9a969401fad81306cbc9afbdfR$M
d1c8a5a9a969401fad81306cbc9afbdfQ$M
d1c8a5a9a969401fad81306cbc9afbdfP$M
d1c8a5a9a969401fad81306cbc9afbdfO$M
d1c8a5a9a969401fad81306cbc9afbdfN%Md16b13fb33914587b58d50225fdbd78eW%Md16b13fb33914587b58d50225fdbd78eV%Md16b13fb33914587b58d50225fdbd78eU
6‚¶j"ِH
þ
´
h
 ×ŽFü²f
Õ
Œ
D	ú	°	d	ÓŠBø®bш@ö¬`φ>ôª^Í„<
ò
¨
\
˂F…)5MTarget_Drift_10.0119907078219257956ecbd03e4c0f478d814226174270c17bF…)5MTarget_Drift_00.0049431336236861476ecbd03e4c0f478d814226174270c17bE…)3MTarget_Drift_60.010429206942446596f87dd19758c4f7aafd73cd1b9091096I…);MTarget_Drift_5-0.000327562630905331446f87dd19758c4f7aafd73cd1b9091096G…
)7MTarget_Drift_4-0.0171900351067360856f87dd19758c4f7aafd73cd1b9091096G…)7MTarget_Drift_3-0.0010779495046173016f87dd19758c4f7aafd73cd1b9091096E…)3MTarget_Drift_2-0.00876750114579986f87dd19758c4f7aafd73cd1b9091096F…
)5MTarget_Drift_10.0119907078219257956f87dd19758c4f7aafd73cd1b9091096F…	)5MTarget_Drift_00.0049431336236861476f87dd19758c4f7aafd73cd1b9091096E…)3MTarget_Drift_60.01042920694244659c3984bc02445400097c1db522d8dde50I…);MTarget_Drift_5-0.00032756263090533144c3984bc02445400097c1db522d8dde50G…)7MTarget_Drift_4-0.017190035106736085c3984bc02445400097c1db522d8dde50G…)7MTarget_Drift_3-0.001077949504617301c3984bc02445400097c1db522d8dde50E…)3MTarget_Drift_2-0.0087675011457998c3984bc02445400097c1db522d8dde50F…)5MTarget_Drift_10.011990707821925795c3984bc02445400097c1db522d8dde50F…)5MTarget_Drift_00.004943133623686147c3984bc02445400097c1db522d8dde50E…
)3MTarget_Drift_60.01042920694244659d1b51aff7c6c4b36b00915604c4a88dcI…);MTarget_Drift_5-0.00032756263090533144d1b51aff7c6c4b36b00915604c4a88dcG„)7MTarget_Drift_4-0.017190035106736085d1b51aff7c6c4b36b00915604c4a88dcG„~)7MTarget_Drift_3-0.001077949504617301d1b51aff7c6c4b36b00915604c4a88dcE„})3MTarget_Drift_2-0.0087675011457998d1b51aff7c6c4b36b00915604c4a88dcF„|)5MTarget_Drift_10.011990707821925795d1b51aff7c6c4b36b00915604c4a88dcF„{)5MTarget_Drift_00.004943133623686147d1b51aff7c6c4b36b00915604c4a88dcE„z)3MTarget_Drift_60.01042920694244659b38c37f069304b85913c431a1516e105I„y);MTarget_Drift_5-0.00032756263090533144b38c37f069304b85913c431a1516e105G„x)7MTarget_Drift_4-0.017190035106736085b38c37f069304b85913c431a1516e105G„w)7MTarget_Drift_3-0.001077949504617301b38c37f069304b85913c431a1516e105E„v)3MTarget_Drift_2-0.0087675011457998b38c37f069304b85913c431a1516e105F„u)5MTarget_Drift_10.011990707821925795b38c37f069304b85913c431a1516e105F„t)5MTarget_Drift_00.004943133623686147b38c37f069304b85913c431a1516e105E„s)3MTarget_Drift_60.0104292069424465937d5fd3375b44163bba626b30be16900I„r);MTarget_Drift_5-0.0003275626309053314437d5fd3375b44163bba626b30be16900G„q)7MTarget_Drift_4-0.01719003510673608537d5fd3375b44163bba626b30be16900G„p)7MTarget_Drift_3-0.00107794950461730137d5fd3375b44163bba626b30be16900E„o)3MTarget_Drift_2-0.008767501145799837d5fd3375b44163bba626b30be16900F„n)5MTarget_Drift_10.01199070782192579537d5fd3375b44163bba626b30be16900F„m)5MTarget_Drift_00.00494313362368614737d5fd3375b44163bba626b30be16900E„l)3MTarget_Drift_60.010429206942446598c4c8bc6eeef41a6a56c4a654b4f835fI„k);MTarget_Drift_5-0.000327562630905331448c4c8bc6eeef41a6a56c4a654b4f835fG„j)7MTarget_Drift_4-0.0171900351067360858c4c8bc6eeef41a6a56c4a654b4f835fG„i)7MTarget_Drift_3-0.0010779495046173018c4c8bc6eeef41a6a56c4a654b4f835fE„h)3MTarget_Drift_2-0.00876750114579988c4c8bc6eeef41a6a56c4a654b4f835fF„g)5MTarget_Drift_10.0119907078219257958c4c8bc6eeef41a6a56c4a654b4f835fF„f)5MTarget_Drift_00.0049431336236861478c4c8bc6eeef41a6a56c4a654b4f835fE„e)3MTarget_Drift_60.010429206942446597432b033d05b412da743757f24853ab2I„d);MTarget_Drift_5-0.000327562630905331447432b033d05b412da743757f24853ab2G„c)7MTarget_Drift_4-0.0171900351067360857432b033d05b412da743757f24853ab2G„b)7MTarget_Drift_3-0.0010779495046173017432b033d05b412da743757f24853ab2E„a)3MTarget_Drift_2-0.00876750114579987432b033d05b412da743757f24853ab2F„`)5MTarget_Drift_10.0119907078219257957432b033d05b412da743757f24853ab2F„_)5MTarget_Drift_00.0049431336236861477432b033d05b412da743757f24853ab2E„^)3MTarget_Drift_60.010429206942446599ca38fe0f3ab4c20a735a4d3f1b2cdc2I„]);MTarget_Drift_5-0.000327562630905331449ca38fe0f3ab4c20a735a4d3f1b2cdc2G„\)7MTarget_Drift_4-0.0171900351067360859ca38fe0f3ab4c20a735a4d3f1b2cdc2
%'É’ý¿xâ­v?
ª
l
!	ê	U	Ì•Âw@«m"ëVÍ–
ÃxA¬n'DƒP)1Mmlflow.runNameLGBM_without_FE_v222ca28b0c6b249a68f54721edeb36bb6;ƒO1Mmlflow.source.typeLOCAL22ca28b0c6b249a68f54721edeb36bb6ƒN1AMmlflow.source.name/Users/arham/anaconda3/envs/DataScience/lib/python3.10/site-packages/ipykernel_launcher.py22ca28b0c6b249a68f54721edeb36bb64ƒM#Mmlflow.userarham22ca28b0c6b249a68f54721edeb36bb6HƒL)9Mmlflow.runNameLGBM_with_FocalLoss_v2d4f3bbd8eac14cdcaf9aa141e6290fa9;ƒK1Mmlflow.source.typeLOCALd4f3bbd8eac14cdcaf9aa141e6290fa9ƒJ1AMmlflow.source.name/Users/arham/anaconda3/envs/DataScience/lib/python3.10/site-packages/ipykernel_launcher.pyd4f3bbd8eac14cdcaf9aa141e6290fa94ƒI#Mmlflow.userarhamd4f3bbd8eac14cdcaf9aa141e6290fa9HƒH)9Mmlflow.runNameLGBM_with_FocalLoss_v26ecbd03e4c0f478d814226174270c17b;ƒG1Mmlflow.source.typeLOCAL6ecbd03e4c0f478d814226174270c17bƒF1AMmlflow.source.name/Users/arham/anaconda3/envs/DataScience/lib/python3.10/site-packages/ipykernel_launcher.py6ecbd03e4c0f478d814226174270c17b4ƒE#Mmlflow.userarham6ecbd03e4c0f478d814226174270c17bHƒD)9Mmlflow.runNameLGBM_with_FocalLoss_v26f87dd19758c4f7aafd73cd1b9091096;ƒC1Mmlflow.source.typeLOCAL6f87dd19758c4f7aafd73cd1b9091096ƒB1AMmlflow.source.name/Users/arham/anaconda3/envs/DataScience/lib/python3.10/site-packages/ipykernel_launcher.py6f87dd19758c4f7aafd73cd1b90910964ƒA#Mmlflow.userarham6f87dd19758c4f7aafd73cd1b9091096Hƒ@)9Mmlflow.runNameLGBM_with_FocalLoss_v2c3984bc02445400097c1db522d8dde50;ƒ?1Mmlflow.source.typeLOCALc3984bc02445400097c1db522d8dde50ƒ>1AMmlflow.source.name/Users/arham/anaconda3/envs/DataScience/lib/python3.10/site-packages/ipykernel_launcher.pyc3984bc02445400097c1db522d8dde504ƒ=#Mmlflow.userarhamc3984bc02445400097c1db522d8dde50Hƒ<)9Mmlflow.runNameLGBM_with_FocalLoss_v2d1b51aff7c6c4b36b00915604c4a88dc;ƒ;1Mmlflow.source.typeLOCALd1b51aff7c6c4b36b00915604c4a88dcƒ:1AMmlflow.source.name/Users/arham/anaconda3/envs/DataScience/lib/python3.10/site-packages/ipykernel_launcher.pyd1b51aff7c6c4b36b00915604c4a88dc4ƒ9#Mmlflow.userarhamd1b51aff7c6c4b36b00915604c4a88dcHƒ8)9Mmlflow.runNameLGBM_with_FocalLoss_v2b38c37f069304b85913c431a1516e105;ƒ71Mmlflow.source.typeLOCALb38c37f069304b85913c431a1516e105ƒ61AMmlflow.source.name/Users/arham/anaconda3/envs/DataScience/lib/python3.10/site-packages/ipykernel_launcher.pyb38c37f069304b85913c431a1516e1054ƒ5#Mmlflow.userarhamb38c37f069304b85913c431a1516e1054ƒ4'MpreprocessingYes37d5fd3375b44163bba626b30be169002ƒ3!Mmodel_nameLGBM37d5fd3375b44163bba626b30be169007ƒ2#MexperimentsArham A.37d5fd3375b44163bba626b30be16900„Xƒ1=ˆCMmlflow.log-model.history[{"run_id": "37d5fd3375b44163bba626b30be16900", "artifact_path": "model", "utc_time_created": "2024-04-25 20:04:41.857429", "flavors": {"python_function": {"loader_module": "mlflow.lightgbm", "python_version": "3.10.13", "data": "model.pkl", "env": {"conda": "conda.yaml", "virtualenv": "python_env.yaml"}}, "lightgbm": {"lgb_version": "4.1.0", "data": "model.pkl", "model_class": "lightgbm.sklearn.LGBMClassifier", "code": null}}, "model_uuid": "03a2eaba65214f3b91a5585864f29ad8", "mlflow_version": "2.10.2", "model_size_bytes": 2394595}]37d5fd3375b44163bba626b30be16900Dƒ0)1Mmlflow.runNameLGBM_without_FE_v237d5fd3375b44163bba626b30be16900;ƒ/1Mmlflow.source.typeLOCAL37d5fd3375b44163bba626b30be16900ƒ.1AMmlflow.source.name/Users/arham/anaconda3/envs/DataScience/lib/python3.10/site-packages/ipykernel_launcher.py37d5fd3375b44163bba626b30be169004ƒ-#Mmlflow.userarham37d5fd3375b44163bba626b30be169004ƒ,'MpreprocessingYes8c4c8bc6eeef41a6a56c4a654b4f835f
¹Mò
‡lU$#
ñ
¿

[:
)	÷	Å	”	b	0þÌ›jˆ8Ô£q?ݬzHºç¶…T"VñÀ^.ýÍœk:
Ù¨xG
æ
µ
„
SÏ
"òžÖ¥tC
á
°

N
óì2Õ2/!M
model_name649c4e675e9346149b1eaac835ae11400!Mmodel_name62b4955e8fd743fca92a115e5ea27a75ß0!Mmodel_name54c2a06f524f483399af4e7048ce27f9×0!Mmodel_name4d564f28efaa423a9d7e3df2f878b223«0!Mmodel_name4b5569715e47432089055f7a3170a646
W0!Mmodel_name40e8901ef7394dfc8363dd6af82cf816“/!M
model_name40e18681e750483da4b16d4c601445600!Mmodel_name3e5113ce9ed64954b8b9bee01b9e1a4e¿/!M
model_name3a51f53a41584668826b144804278683S0!Mmodel_name37d5fd3375b44163bba626b30be16900
³0!Mmodel_name32195c11cf434ed29f29292715a46473
/!M
model_name2cb6550b6f724adaab9d539c1e834fee/0!Mmodel_name264b1ba8ca34492f8c4a1b38043d92ce
o0!Mmodel_name22ca28b0c6b249a68f54721edeb36bb6
Ó0!Mmodel_name21f108117fe64cdfb2e3c9e0bd4462c1
G/!M
model_name19e9ec7327f7489c848f625206caf618k0!Mmodel_name18365b7783714400a782721b7feb083d
/!M
model_name16f7e44d2fe6452399c766fd295f2d1670!Mmodel_name1254413f339a43289dfd5de8b7802720£0!Mmodel_name0f3681e9484b4a229a1cb383fb29c4b2
Û0!Mmodel_name0649ed79bd8341e1856a85d925434ec6
w0!Mmodel_name0569acda8a2c4c35939ad1804063fcf9
1#Mmlflow.userf758f89f45b84b579ce7af1832fc0b50
‘0#M
mlflow.userf4250c9350044642b30cce896b0e79fa90#M
mlflow.usereffcda97d1d244d7a1d38cb57b4ee9cem0#M
mlflow.usereb961e7539a14cf298fb29978541e39dI/#M	mlflow.userea8efe865c0c4e36abdb6a1d4da593db0#M
mlflow.usere7b64a0462a44858abfe8f0854c7b62ca1#Mmlflow.usere472909dd57c44d483988edaf4a002daÉ1#Mmlflow.usere40c03c9b5a84eda97a317fc9c2b3937
é0#M
mlflow.usere1fd092be86a48178077d59bfa6d21640#M
mlflow.userdfe57537d98d4eb1aa4e2d2acf9a08beu0#M
mlflow.userdedd98e887ad4c8fbc12f11f00980e29Y1#Mmlflow.userdbb799e10ef542809ffd4acb0bf32895±1#Mmlflow.userd4f3bbd8eac14cdcaf9aa141e6290fa9
É0#M
mlflow.userd3b261ca0d5d439aa91bd0076a9f9c18!1#Mmlflow.userd1c8a5a9a969401fad81306cbc9afbdf­1#Mmlflow.userd1b51aff7c6c4b36b00915604c4a88dc
¹1#Mmlflow.userd16b13fb33914587b58d50225fdbd78e
™0#M
mlflow.userce3dc53ebbf24117ae423eddf3354f33U0#M
mlflow.userc92bf13dd61e406e8d52c3e60e825ae9}1#Mmlflow.userc6a016dc1c0b440081ea575ec1cc2316ù1#Mmlflow.userc3984bc02445400097c1db522d8dde50
½1#Mmlflow.userb909ac60efa34916b3a5fcfa7d51b3d0Á1#Mmlflow.userb38c37f069304b85913c431a1516e105
µ0#M
mlflow.useraaaaf6106aad4d6da4790f1b9866b550]1#Mmlflow.usera8e345aecabd4718b3f487e2d16e8cb7
91#Mmlflow.usera7328ac3af944ba49089dc0abac2a5c3å1#Mmlflow.usera58c08eb77644c8ca8c38f6f13333c87
11#Mmlflow.usera2a03aca384e4a65861a1c9d5b5c1fc2
Ý1#Mmlflow.user9ca38fe0f3ab4c20a735a4d3f1b2cdc2
1#Mmlflow.user95f46448c4c143d396457d452ee74f37
)1#Mmlflow.user8fdef82198f04be8a4ec466cc1e1dcdfñ1#Mmlflow.user8ee3eeb040c8478b82d3ec702378c408•1#Mmlflow.user8c4c8bc6eeef41a6a56c4a654b4f835f
¥1#Mmlflow.user88ac1026184a48c1bd036c1c3a0546f9é:0!Mmodel_name8e27978ace8f431daf6e86a84f911c76+1#Mmlflow.user8e27978ace8f431daf6e86a84f911c76%1#Mmlflow.userfb6d8d4bd41f45abb36b3b58fe160c81!1#Mmlflow.userd1475b8a27e24d68ae75c49710547ad11#Mmlflow.usere97039aef5f14dc6bf7d2d1b7cc377420!Mmodel_name8ee3eeb040c8478b82d3ec702378c408›0!Mmodel_name8c4c8bc6eeef41a6a56c4a654b4f835f
«0!Mmodel_name89fe397d80d049218100366806f89a2f
ÿ0!Mmodel_name88ac1026184a48c1bd036c1c3a0546f9ï0!Mmodel_name87cd75ef7f104f4ba6c1517ef9820ac9‹0!Mmodel_name7885fa93615f4a50b8826629533b02f2
O0!Mmodel_name73257214c1234deeaa6c6988d2c62492
‡0!Mmodel_name6fc4f724758841958eb6cd940336f003
0!Mmodel_name6ced8b3536514ee9baedcbb5b3480553
0!Mmodel_name6947f20ba997407da8a39f270bf3b43a
'0!Mmodel_name673f6effcc694a79afa490e4c4615c9d
_1#Mmlflow.useraf86afa3f2194726b350927336a6b406	1#Mmlflow.usera32ccc1cb12b4d00beeae256d8d8c894
1#Mmlflow.user89fe397d80d049218100366806f89a2f
ù0!Mmodel_name64e41c8af598400e82af115512b2c498
g0!Mmodel_name5ba59920410e4142a69c589853ef2bcc
÷
:ÑLâ­xD
Ú–
¦
q
<
	Ò		h	3ÿÊ•a,÷Ãˏ['ò»„Mߨq:Ì•^'ð¹‚Kݦp9
Ë
™
g
5
Ñ51#Meval_metric21f108117fe64cdfb2e3c9e0bd4462c1
1#Meval_metric189fafb42e84430ea113096468bd6878
1#Meval_metric18365b7783714400a782721b7feb083d
	1#Meval_metric0649ed79bd8341e1856a85d925434ec6
ù1#Meval_metric0569acda8a2c4c35939ad1804063fcf9á6-Mcolsample_bytreef758f89f45b84b579ce7af1832fc0b50B6-Mcolsample_bytreec6a016dc1c0b440081ea575ec1cc2316²6-Mcolsample_bytreea8e345aecabd4718b3f487e2d16e8cb7
f5-M
colsample_bytreea7328ac3af944ba49089dc0abac2a5c3v6-Mcolsample_bytreea58c08eb77644c8ca8c38f6f13333c87
R6-Mcolsample_bytree95f46448c4c143d396457d452ee74f37
>6-Mcolsample_bytree8fdef82198f04be8a4ec466cc1e1dcdfž6-Mcolsample_bytree88ac1026184a48c1bd036c1c3a0546f9Š6-Mcolsample_bytree7885fa93615f4a50b8826629533b02f2
Ž6-Mcolsample_bytree73257214c1234deeaa6c6988d2c624926-Mcolsample_bytree6fc4f724758841958eb6cd940336f003.6-Mcolsample_bytree6ced8b3536514ee9baedcbb5b34805536-Mcolsample_bytree6947f20ba997407da8a39f270bf3b43a
*6-Mcolsample_bytree673f6effcc694a79afa490e4c4615c9d
¶6-Mcolsample_bytree64e41c8af598400e82af115512b2c498
Ê6-Mcolsample_bytree4b5569715e47432089055f7a3170a646
¢6-Mcolsample_bytree3b3ce63bcf3a4a779b988dba6aac5694î6-Mcolsample_bytree32195c11cf434ed29f29292715a46473Æ6-Mcolsample_bytree264b1ba8ca34492f8c4a1b38043d92ce
Þ6-Mcolsample_bytree21f108117fe64cdfb2e3c9e0bd4462c1
z6-Mcolsample_bytree189fafb42e84430ea113096468bd6878
6-Mcolsample_bytree18365b7783714400a782721b7feb083d
6-Mcolsample_bytree0649ed79bd8341e1856a85d925434ec6
ò6-Mcolsample_bytree0569acda8a2c4c35939ad1804063fcf9Ú4)MTarget_Drift_6f758f89f45b84b579ce7af1832fc0b50P3)M
Target_Drift_6effcda97d1d244d7a1d38cb57b4ee9ce3)M
Target_Drift_6dfe57537d98d4eb1aa4e2d2acf9a08be3)M
Target_Drift_6dbb799e10ef542809ffd4acb0bf32895[3)M
Target_Drift_6d1c8a5a9a969401fad81306cbc9afbdfT4)MTarget_Drift_6d1b51aff7c6c4b36b00915604c4a88dc4)MTarget_Drift_6d16b13fb33914587b58d50225fdbd78eW3)M
Target_Drift_6c92bf13dd61e406e8d52c3e60e825ae9*4)MTarget_Drift_6c6a016dc1c0b440081ea575ec1cc2316À4)MTarget_Drift_6c3984bc02445400097c1db522d8dde50ˆ3)M
Target_Drift_6b909ac60efa34916b3a5fcfa7d51b3d0b4)MTarget_Drift_6b38c37f069304b85913c431a1516e105z4)MTarget_Drift_6a8e345aecabd4718b3f487e2d16e8cb7
t4)MTarget_Drift_6a7328ac3af944ba49089dc0abac2a5c3„4)MTarget_Drift_6a58c08eb77644c8ca8c38f6f13333c87
`4)MTarget_Drift_69ca38fe0f3ab4c20a735a4d3f1b2cdc2^4)MTarget_Drift_695f46448c4c143d396457d452ee74f37
L4)MTarget_Drift_68fdef82198f04be8a4ec466cc1e1dcdf¬3)M
Target_Drift_68ee3eeb040c8478b82d3ec702378c408?4)MTarget_Drift_68c4c8bc6eeef41a6a56c4a654b4f835fl4)MTarget_Drift_688ac1026184a48c1bd036c1c3a0546f9˜3)M
Target_Drift_687cd75ef7f104f4ba6c1517ef9820ac914)MTarget_Drift_67885fa93615f4a50b8826629533b02f2
œ4)MTarget_Drift_67432b033d05b412da743757f24853ab2e4)MTarget_Drift_673257214c1234deeaa6c6988d2c62492(4)MTarget_Drift_66fc4f724758841958eb6cd940336f003<4)MTarget_Drift_66f87dd19758c4f7aafd73cd1b90910964)MTarget_Drift_68e27978ace8f431daf6e86a84f911c76«4)MTarget_Drift_6d4f3bbd8eac14cdcaf9aa141e6290fa9
Š¸n$ؐG
þ
¶
l
"ÖŽEü´j 
Ô
Œ
C	ú	²	h	ÒŠE…+)3MTarget_Drift_60.010429206942446598e27978ace8f431daf6e86a84f911c76I…*);MTarget_Drift_5-0.000327562630905331448e27978ace8f431daf6e86a84f911c76G…))7MTarget_Drift_4-0.0171900351067360858e27978ace8f431daf6e86a84f911c76G…()7MTarget_Drift_3-0.0010779495046173018e27978ace8f431daf6e86a84f911c76E…')3MTarget_Drift_2-0.00876750114579988e27978ace8f431daf6e86a84f911c76F…&)5MTarget_Drift_10.0119907078219257958e27978ace8f431daf6e86a84f911c76F…%)5MTarget_Drift_00.0049431336236861478e27978ace8f431daf6e86a84f911c76E…$)3MTarget_Drift_60.0104292069424465922ca28b0c6b249a68f54721edeb36bb6I…#);MTarget_Drift_5-0.0003275626309053314422ca28b0c6b249a68f54721edeb36bb6G…")7MTarget_Drift_4-0.01719003510673608522ca28b0c6b249a68f54721edeb36bb6G…!)7MTarget_Drift_3-0.00107794950461730122ca28b0c6b249a68f54721edeb36bb6E… )3MTarget_Drift_2-0.008767501145799822ca28b0c6b249a68f54721edeb36bb6F…)5MTarget_Drift_10.01199070782192579522ca28b0c6b249a68f54721edeb36bb6F…)5MTarget_Drift_00.00494313362368614722ca28b0c6b249a68f54721edeb36bb6E…)3MTarget_Drift_60.01042920694244659d4f3bbd8eac14cdcaf9aa141e6290fa9I…);MTarget_Drift_5-0.00032756263090533144d4f3bbd8eac14cdcaf9aa141e6290fa9G…)7MTarget_Drift_4-0.017190035106736085d4f3bbd8eac14cdcaf9aa141e6290fa9G…)7MTarget_Drift_3-0.001077949504617301d4f3bbd8eac14cdcaf9aa141e6290fa9E…)3MTarget_Drift_2-0.0087675011457998d4f3bbd8eac14cdcaf9aa141e6290fa9F…)5MTarget_Drift_10.011990707821925795d4f3bbd8eac14cdcaf9aa141e6290fa9F…)5MTarget_Drift_00.004943133623686147d4f3bbd8eac14cdcaf9aa141e6290fa9E…)3MTarget_Drift_60.010429206942446596ecbd03e4c0f478d814226174270c17bI…);MTarget_Drift_5-0.000327562630905331446ecbd03e4c0f478d814226174270c17bG…)7MTarget_Drift_4-0.0171900351067360856ecbd03e4c0f478d814226174270c17bG…)7MTarget_Drift_3-0.0010779495046173016ecbd03e4c0f478d814226174270c17bE…)3MTarget_Drift_2-0.00876750114579986ecbd03e4c0f478d814226174270c17b
2”Ú´ŽhBöЪ„^8
ì
Æ
 
z
T
.
â¼–pJ$þزŒf@
ô
Î
¨
‚
\
6
	ê	Ä	ž	x	R	,	ດ%M6ced8b3536514ee9baedcbb5b3480553%M6ced8b3536514ee9baedcbb5b3480553
%M6947f20ba997407da8a39f270bf3b43a
8%M6947f20ba997407da8a39f270bf3b43a
7%M6947f20ba997407da8a39f270bf3b43a
6%M6947f20ba997407da8a39f270bf3b43a
5%M6947f20ba997407da8a39f270bf3b43a
4%M6947f20ba997407da8a39f270bf3b43a
3%M6947f20ba997407da8a39f270bf3b43a
2%M6947f20ba997407da8a39f270bf3b43a
1%M6947f20ba997407da8a39f270bf3b43a
0%M6947f20ba997407da8a39f270bf3b43a
/%M6947f20ba997407da8a39f270bf3b43a
.%M6947f20ba997407da8a39f270bf3b43a
-%M6947f20ba997407da8a39f270bf3b43a
,%M6947f20ba997407da8a39f270bf3b43a
+%M6947f20ba997407da8a39f270bf3b43a
*%M6947f20ba997407da8a39f270bf3b43a
)%M6947f20ba997407da8a39f270bf3b43a
(%M6947f20ba997407da8a39f270bf3b43a
'%M6947f20ba997407da8a39f270bf3b43a
&%M6947f20ba997407da8a39f270bf3b43a
%%M673f6effcc694a79afa490e4c4615c9d
Ä%M673f6effcc694a79afa490e4c4615c9d
Ã%M673f6effcc694a79afa490e4c4615c9d
Â%M673f6effcc694a79afa490e4c4615c9d
Á%M673f6effcc694a79afa490e4c4615c9d
À%M673f6effcc694a79afa490e4c4615c9d
¿%M673f6effcc694a79afa490e4c4615c9d
¾%M673f6effcc694a79afa490e4c4615c9d
½%M673f6effcc694a79afa490e4c4615c9d
¼%M673f6effcc694a79afa490e4c4615c9d
»%M673f6effcc694a79afa490e4c4615c9d
º%M673f6effcc694a79afa490e4c4615c9d
¹%M673f6effcc694a79afa490e4c4615c9d
¸%M673f6effcc694a79afa490e4c4615c9d
·%M673f6effcc694a79afa490e4c4615c9d
¶%M673f6effcc694a79afa490e4c4615c9d
µ%M673f6effcc694a79afa490e4c4615c9d
´%M673f6effcc694a79afa490e4c4615c9d
³%M673f6effcc694a79afa490e4c4615c9d
²%M673f6effcc694a79afa490e4c4615c9d
±%M64e41c8af598400e82af115512b2c498
Ø%M64e41c8af598400e82af115512b2c498
×%M64e41c8af598400e82af115512b2c498
Ö%M64e41c8af598400e82af115512b2c498
Õ%M64e41c8af598400e82af115512b2c498
Ô%M64e41c8af598400e82af115512b2c498
Ó%M64e41c8af598400e82af115512b2c498
Ò%M64e41c8af598400e82af115512b2c498
Ñ
ƒ6<õ®g Ù’¹È
-	æ	§	h	!LÀz4î¨bÕŽG¹r+
ä

V
r+äV
È

:ó¬eאI
»
te40cF)Mrecall_class_4
‰E¤e40c03c9b5a84eda97a317fc9c2b3937?ëÑÉEíÁú
úF)Mrecall_class_4
çF¶a2a03aca384e4a65861a1c9d5b5c1fc2?ëp~zÔӜ
ïF)Mrecall_class_5
¢z18365b7783714400a782721b7feb083d?ï
9‘ÂÁˆ
F)Mrecall_class_5
™¥0569acda8a2c4c35939ad1804063fcf9?îŸ<æGùF)Mrecall_class_5
˜î—32195c11cf434ed29f29292715a46473?îÆn=>x
íF)Mrecall_class_5
–ZÎc6a016dc1c0b440081ea575ec1cc2316?ï
9‘ÂÁˆáF)Mrecall_class_5
•n;8fdef82198f04be8a4ec466cc1e1dcdf?îí u–©	ÕF)Mrecall_class_5
•m88ac1026184a48c1bd036c1c3a0546f9?ï
9‘ÂÁˆÉF)Mrecall_class_5
‚ÉÁ62b4955e8fd743fca92a115e5ea27a75?îí u–©	½F)Mrecall_class_5
 g54c2a06f524f483399af4e7048ce27f9?îí u–©	²F)Mrecall_class_5
|°öe472909dd57c44d483988edaf4a002da?îí u–©	§F)Mrecall_class_5
t–[b909ac60efa34916b3a5fcfa7d51b3d0?îí u–©	œF)Mrecall_class_5
q
¼dbb799e10ef542809ffd4acb0bf32895?èº.ŒE)M
recall_class_5
^Ç«4d564f28efaa423a9d7e3df2f878b223?íyC^Pה~E)M
recall_class_5
6Í©1254413f339a43289dfd5de8b7802720?íŒÜz|ðsE)M
recall_class_5
5àG8ee3eeb040c8478b82d3ec702378c408?í´²Õ!hE)M
recall_class_5
5bý40e8901ef7394dfc8363dd6af82cf816?íŒÜz|ð]E)M
recall_class_5
4=­87cd75ef7f104f4ba6c1517ef9820ac9?í u–©“RE)M
recall_class_5
3(2c92bf13dd61e406e8d52c3e60e825ae9?íeªB$¿GE)M
recall_class_5
/Ô 19e9ec7327f7489c848f625206caf618?íǧÏ
9’<E)M
recall_class_5
&Ú3a51f53a41584668826b144804278683?íŒÜz|ð1E)M
recall_class_5
 V²f4250c9350044642b30cce896b0e79fa?íŒÜz|ð&F)Mrecall_class_4
â¤/22ca28b0c6b249a68f54721edeb36bb6?ë¾Sêø´
ÙF)Mrecall_class_4
Ü6ó37d5fd3375b44163bba626b30be16900?ë¾Sêø´
ÎF)Mrecall_class_4
Û=à8c4c8bc6eeef41a6a56c4a654b4f835f?ë6g_wÊ
ÃF)Mrecall_class_4
ºNf758f89f45b84b579ce7af1832fc0b50?ëå>¡¿‹@
¸F)Mrecall_class_4
¹õ6fc4f724758841958eb6cd940336f003?ëÑÉEíÁú
¬F)Mrecall_class_4
·sú73257214c1234deeaa6c6988d2c62492?ëªÞŽJ/n
 F)Mrecall_class_4
¶P{6ced8b3536514ee9baedcbb5b3480553?ë—i2xf(
”žF)Mrecall_class_4
~Hw8e27978ace8f431daf6e86a84f911c76?éO¨oâÏö<>)M	recall_class_4
+Ëe97039aef5f14dc6bf7d2d1b7cc377421>)M	recall_class_4
šöaf86afa3f2194726b350927336a6b406&F)Mrecall_class_4
Ý6þa32ccc1cb12b4d00beeae256d8d8c894?ëªÞŽJ/nF)Mrecall_class_4
Î889fe397d80d049218100366806f89a2f?ëªÞŽJ/nF)Mrecall_class_5
â¤322ca28b0c6b249a68f54721edeb36bb6?îÆn=>x

ÚF)Mrecall_class_5
Ü6÷37d5fd3375b44163bba626b30be16900?îÆn=>x

ÏF)Mrecall_class_5
Û=ä8c4c8bc6eeef41a6a56c4a654b4f835f?î²Õ!_Š
ÄF)Mrecall_class_5
ºN“f758f89f45b84b579ce7af1832fc0b50?ïÒ­îÚ
¹F)Mrecall_class_5
¹ø6fc4f724758841958eb6cd940336f003?ï<æG
­F)Mrecall_class_5
·sý73257214c1234deeaa6c6988d2c62492?ï
9‘ÂÁˆ
¡F)Mrecall_class_5
¶P6ced8b3536514ee9baedcbb5b3480553?ïÒ­îÚ
•F)Mrecall_class_5
µ-"0649ed79bd8341e1856a85d925434ec6?ï
9‘ÂÁˆ
‰F)Mrecall_class_5
´P264b1ba8ca34492f8c4a1b38043d92ce?îÚYj‰
}F)Mrecall_class_5
³”64e41c8af598400e82af115512b2c498?èº.Œ
qF)Mrecall_class_5
²öÄ673f6effcc694a79afa490e4c4615c9d?ï
9‘ÂÁˆ
eF)Mrecall_class_5
±üÓ4b5569715e47432089055f7a3170a646?ï
9‘ÂÁˆ
YF)Mrecall_class_5
¯[Š7885fa93615f4a50b8826629533b02f2?ïÒ­îÚ
MF)Mrecall_class_4
„i5ba59920410e4142a69c589853ef2bcc?ìžµ4çF)Mrecall_class_5
­´>21f108117fe64cdfb2e3c9e0bd4462c1?îÚYj‰
AF)Mrecall_class_5
«¶ía8e345aecabd4718b3f487e2d16e8cb7?î²Õ!_Š
5F)Mrecall_class_5
ªóda58c08eb77644c8ca8c38f6f13333c87?ïÒ­îÚ
)F)Mrecall_class_5
ªJM95f46448c4c143d396457d452ee74f37?ï
9‘ÂÁˆ
F)Mrecall_class_5
§¨6947f20ba997407da8a39f270bf3b43a?íÛ@ë-R
F)Mrecall_class_4
åH¦0f3681e9484b4a229a1cb383fb29c4b2?ë¾Sêø´
ä
X
Û¶‘lGøÒ¬ùÔ¯Šd>
ò
Ì
¦
€
Z
4
èÃžyTštN(ܶjD.â¼–pJ$
þ
Ø
²†`:îÈ¢|V0

Ž
i
D
	ú	Õ	°	‹	f	A	÷Ò­ˆb<ðʤ~X2æÀ%Me97039aef5f14dc6bf7d2d1b7cc377423%Me97039aef5f14dc6bf7d2d1b7cc377422%Me97039aef5f14dc6bf7d2d1b7cc377421%Me97039aef5f14dc6bf7d2d1b7cc377420%Me97039aef5f14dc6bf7d2d1b7cc37742/%Me97039aef5f14dc6bf7d2d1b7cc37742.%Me97039aef5f14dc6bf7d2d1b7cc37742-%Me97039aef5f14dc6bf7d2d1b7cc37742,%Me97039aef5f14dc6bf7d2d1b7cc37742+%Me97039aef5f14dc6bf7d2d1b7cc37742*%Me97039aef5f14dc6bf7d2d1b7cc37742)%Md1c8a5a9a969401fad81306cbc9afbdfƒ%Md1c8a5a9a969401fad81306cbc9afbdf‚%Md1c8a5a9a969401fad81306cbc9afbdf%Me40c03c9b5a84eda97a317fc9c2b3937
ü%Me40c03c9b5a84eda97a317fc9c2b3937
û%Me40c03c9b5a84eda97a317fc9c2b3937
ú%Me40c03c9b5a84eda97a317fc9c2b3937
ù%Me40c03c9b5a84eda97a317fc9c2b3937
ø%Me40c03c9b5a84eda97a317fc9c2b3937
÷%Me40c03c9b5a84eda97a317fc9c2b3937
ö%Me40c03c9b5a84eda97a317fc9c2b3937
õ%Me40c03c9b5a84eda97a317fc9c2b3937
ô%Me40c03c9b5a84eda97a317fc9c2b3937
ó%Me40c03c9b5a84eda97a317fc9c2b3937
ò%Mf758f89f45b84b579ce7af1832fc0b50
º%Mf758f89f45b84b579ce7af1832fc0b50
¹%Mf758f89f45b84b579ce7af1832fc0b50
¸%Mf758f89f45b84b579ce7af1832fc0b50
·%Mf758f89f45b84b579ce7af1832fc0b50
¶%Mf758f89f45b84b579ce7af1832fc0b50
µ%Mf758f89f45b84b579ce7af1832fc0b50
´%Mf758f89f45b84b579ce7af1832fc0b50
³%Mf758f89f45b84b579ce7af1832fc0b50
²%Mf758f89f45b84b579ce7af1832fc0b50
±%Mf758f89f45b84b579ce7af1832fc0b50
°%Mf758f89f45b84b579ce7af1832fc0b50
¯$M
f4250c9350044642b30cce896b0e79fa'$M
f4250c9350044642b30cce896b0e79fa&$M
f4250c9350044642b30cce896b0e79fa%$M
f4250c9350044642b30cce896b0e79fa$$M
f4250c9350044642b30cce896b0e79fa#$M
f4250c9350044642b30cce896b0e79fa"$M
f4250c9350044642b30cce896b0e79fa!$M
f4250c9350044642b30cce896b0e79fa $M
f4250c9350044642b30cce896b0e79fa$M
f4250c9350044642b30cce896b0e79fa$M
f4250c9350044642b30cce896b0e79fa$M
ea8efe865c0c4e36abdb6a1d4da593db$M
ea8efe865c0c4e36abdb6a1d4da593db$M
ea8efe865c0c4e36abdb6a1d4da593db#M	ea8efe865c0c4e36abdb6a1d4da593db%Me472909dd57c44d483988edaf4a002da¨%Me472909dd57c44d483988edaf4a002da§%Me472909dd57c44d483988edaf4a002da¦%Me472909dd57c44d483988edaf4a002da¥%Me472909dd57c44d483988edaf4a002da¤%Me472909dd57c44d483988edaf4a002da£%Me472909dd57c44d483988edaf4a002da¢%Me472909dd57c44d483988edaf4a002da¡%Me472909dd57c44d483988edaf4a002da %Me472909dd57c44d483988edaf4a002daŸ%Me472909dd57c44d483988edaf4a002daž$M
e1fd092be86a48178077d59bfa6d2164$M
e1fd092be86a48178077d59bfa6d2164$M
e1fd092be86a48178077d59bfa6d2164
$M
e1fd092be86a48178077d59bfa6d2164	%Mdbb799e10ef542809ffd4acb0bf32895Ž%Mdbb799e10ef542809ffd4acb0bf32895%Mdbb799e10ef542809ffd4acb0bf32895Œ%Mdbb799e10ef542809ffd4acb0bf32895‹%Mdbb799e10ef542809ffd4acb0bf32895Š%Mdbb799e10ef542809ffd4acb0bf32895‰%Mdbb799e10ef542809ffd4acb0bf32895ˆ%Mdbb799e10ef542809ffd4acb0bf32895‡%Mdbb799e10ef542809ffd4acb0bf32895†%Mdbb799e10ef542809ffd4acb0bf32895…%Mdbb799e10ef542809ffd4acb0bf32895„$M
d3b261ca0d5d439aa91bd0076a9f9c18$M
d3b261ca0d5d439aa91bd0076a9f9c18$M
d3b261ca0d5d439aa91bd0076a9f9c18$M
d3b261ca0d5d439aa91bd0076a9f9c18%Md1c8a5a9a969401fad81306cbc9afbdf€$M
c92bf13dd61e406e8d52c3e60e825ae9H$M
c92bf13dd61e406e8d52c3e60e825ae9G$M
c92bf13dd61e406e8d52c3e60e825ae9F$M
c92bf13dd61e406e8d52c3e60e825ae9E$M
c92bf13dd61e406e8d52c3e60e825ae9D
X
Û¶‘lGøÒ¬ùÔ¯Šd>
ò
Ì
¦
€
Z
4
èÃžyTštN(ܶjD.â¼–pJ$
þ
Ø
²†`:îÈ¢|V0

Ž
i
D
	ú	Õ	°	‹	f	A	÷Ò­ˆb<ðʤ~X2æÀ%Me97039aef5f14dc6bf7d2d1b7cc377423%Me97039aef5f14dc6bf7d2d1b7cc377422%Me97039aef5f14dc6bf7d2d1b7cc377421%Me97039aef5f14dc6bf7d2d1b7cc377420%Me97039aef5f14dc6bf7d2d1b7cc37742/%Me97039aef5f14dc6bf7d2d1b7cc37742.%Me97039aef5f14dc6bf7d2d1b7cc37742-%Me97039aef5f14dc6bf7d2d1b7cc37742,%Me97039aef5f14dc6bf7d2d1b7cc37742+%Me97039aef5f14dc6bf7d2d1b7cc37742*%Me97039aef5f14dc6bf7d2d1b7cc37742)%Md1c8a5a9a969401fad81306cbc9afbdfƒ%Md1c8a5a9a969401fad81306cbc9afbdf‚%Md1c8a5a9a969401fad81306cbc9afbdf%Me40c03c9b5a84eda97a317fc9c2b3937
ü%Me40c03c9b5a84eda97a317fc9c2b3937
û%Me40c03c9b5a84eda97a317fc9c2b3937
ú%Me40c03c9b5a84eda97a317fc9c2b3937
ù%Me40c03c9b5a84eda97a317fc9c2b3937
ø%Me40c03c9b5a84eda97a317fc9c2b3937
÷%Me40c03c9b5a84eda97a317fc9c2b3937
ö%Me40c03c9b5a84eda97a317fc9c2b3937
õ%Me40c03c9b5a84eda97a317fc9c2b3937
ô%Me40c03c9b5a84eda97a317fc9c2b3937
ó%Me40c03c9b5a84eda97a317fc9c2b3937
ò%Mf758f89f45b84b579ce7af1832fc0b50
º%Mf758f89f45b84b579ce7af1832fc0b50
¹%Mf758f89f45b84b579ce7af1832fc0b50
¸%Mf758f89f45b84b579ce7af1832fc0b50
·%Mf758f89f45b84b579ce7af1832fc0b50
¶%Mf758f89f45b84b579ce7af1832fc0b50
µ%Mf758f89f45b84b579ce7af1832fc0b50
´%Mf758f89f45b84b579ce7af1832fc0b50
³%Mf758f89f45b84b579ce7af1832fc0b50
²%Mf758f89f45b84b579ce7af1832fc0b50
±%Mf758f89f45b84b579ce7af1832fc0b50
°%Mf758f89f45b84b579ce7af1832fc0b50
¯$M
f4250c9350044642b30cce896b0e79fa'$M
f4250c9350044642b30cce896b0e79fa&$M
f4250c9350044642b30cce896b0e79fa%$M
f4250c9350044642b30cce896b0e79fa$$M
f4250c9350044642b30cce896b0e79fa#$M
f4250c9350044642b30cce896b0e79fa"$M
f4250c9350044642b30cce896b0e79fa!$M
f4250c9350044642b30cce896b0e79fa $M
f4250c9350044642b30cce896b0e79fa$M
f4250c9350044642b30cce896b0e79fa$M
f4250c9350044642b30cce896b0e79fa$M
ea8efe865c0c4e36abdb6a1d4da593db$M
ea8efe865c0c4e36abdb6a1d4da593db$M
ea8efe865c0c4e36abdb6a1d4da593db#M	ea8efe865c0c4e36abdb6a1d4da593db%Me472909dd57c44d483988edaf4a002da¨%Me472909dd57c44d483988edaf4a002da§%Me472909dd57c44d483988edaf4a002da¦%Me472909dd57c44d483988edaf4a002da¥%Me472909dd57c44d483988edaf4a002da¤%Me472909dd57c44d483988edaf4a002da£%Me472909dd57c44d483988edaf4a002da¢%Me472909dd57c44d483988edaf4a002da¡%Me472909dd57c44d483988edaf4a002da %Me472909dd57c44d483988edaf4a002daŸ%Me472909dd57c44d483988edaf4a002daž$M
e1fd092be86a48178077d59bfa6d2164$M
e1fd092be86a48178077d59bfa6d2164$M
e1fd092be86a48178077d59bfa6d2164
$M
e1fd092be86a48178077d59bfa6d2164	%Mdbb799e10ef542809ffd4acb0bf32895Ž%Mdbb799e10ef542809ffd4acb0bf32895%Mdbb799e10ef542809ffd4acb0bf32895Œ%Mdbb799e10ef542809ffd4acb0bf32895‹%Mdbb799e10ef542809ffd4acb0bf32895Š%Mdbb799e10ef542809ffd4acb0bf32895‰%Mdbb799e10ef542809ffd4acb0bf32895ˆ%Mdbb799e10ef542809ffd4acb0bf32895‡%Mdbb799e10ef542809ffd4acb0bf32895†%Mdbb799e10ef542809ffd4acb0bf32895…%Mdbb799e10ef542809ffd4acb0bf32895„$M
d3b261ca0d5d439aa91bd0076a9f9c18$M
d3b261ca0d5d439aa91bd0076a9f9c18$M
d3b261ca0d5d439aa91bd0076a9f9c18$M
d3b261ca0d5d439aa91bd0076a9f9c18%Md1c8a5a9a969401fad81306cbc9afbdf€$M
c92bf13dd61e406e8d52c3e60e825ae9H$M
c92bf13dd61e406e8d52c3e60e825ae9G$M
c92bf13dd61e406e8d52c3e60e825ae9F$M
c92bf13dd61e406e8d52c3e60e825ae9E$M
c92bf13dd61e406e8d52c3e60e825ae9D
:¿ºt.è¨g)
ï
©
c
×‘KÅ„F
Æ
€
:	ô	®	h	"â¡c)ãWË…?ÿ¾€Fºt.è¢\۝c
×
‘
K
¿C„)Mrecall_class_5?îÚYj‰
Î;89fe397d80d049218100366806f89a2fC„)Mrecall_class_4?ëªÞŽJ/n
Î889fe397d80d049218100366806f89a2fC„)Mrecall_class_3?êØP쌐
Î689fe397d80d049218100366806f89a2fC„)Mrecall_class_2?èC?mG“
Î489fe397d80d049218100366806f89a2fC„
)Mrecall_class_1?쿨b‘À
Î189fe397d80d049218100366806f89a2fC„)Mrecall_class_0?íߘMÅ«¿
Î/89fe397d80d049218100366806f89a2f7„Mf1?ìÓO&aB
Î(89fe397d80d049218100366806f89a2f;„
Mrecall?ì՚!“®n
Î&89fe397d80d049218100366806f89a2f>„	Mprecision?ì׺7K:»
Î$89fe397d80d049218100366806f89a2f=„Maccuracy?ì՚!“®n
Î 89fe397d80d049218100366806f89a2fC„)Mrecall_class_6?ïߞܕÁD
„m5ba59920410e4142a69c589853ef2bccC„)Mrecall_class_5?ï
9‘ÂÁˆ
„k5ba59920410e4142a69c589853ef2bccC„)Mrecall_class_4?ìžµ4ç
„i5ba59920410e4142a69c589853ef2bccC„)Mrecall_class_3?ë
‘ñþ
„f5ba59920410e4142a69c589853ef2bccC„)Mrecall_class_2?è*ËEŠQ

„d5ba59920410e4142a69c589853ef2bccC„)Mrecall_class_1?ì©ÁØLª
„a5ba59920410e4142a69c589853ef2bccC„
)Mrecall_class_0?îGJˆì
„^5ba59920410e4142a69c589853ef2bcc7„Mf1?ì÷h>­D
„X5ba59920410e4142a69c589853ef2bcc;ƒMrecall?ìúB•¬X
„V5ba59920410e4142a69c589853ef2bcc>ƒ~Mprecision?ìþæ0
â×
„S5ba59920410e4142a69c589853ef2bcc=ƒ}Maccuracy?ìúB•¬X
„O5ba59920410e4142a69c589853ef2bccCƒ|)Mrecall_class_6?ïߞܕÁD
‰E¨e40c03c9b5a84eda97a317fc9c2b3937Cƒ{)Mrecall_class_5?îÆn=>x

‰E¦e40c03c9b5a84eda97a317fc9c2b3937Cƒz)Mrecall_class_4?ëÑÉEíÁú
‰E¤e40c03c9b5a84eda97a317fc9c2b3937Cƒy)Mrecall_class_3?ꦄG–-!
‰E¡e40c03c9b5a84eda97a317fc9c2b3937Cƒx)Mrecall_class_2?çÈú¦—N¶
‰EŸe40c03c9b5a84eda97a317fc9c2b3937Cƒw)Mrecall_class_1?ìՏ¾IìÖ
‰Ee40c03c9b5a84eda97a317fc9c2b3937Cƒv)Mrecall_class_0?í‘Ò¢{$
‰Eše40c03c9b5a84eda97a317fc9c2b39377ƒuMf1?ìºÒ¹ã)
‰E•e40c03c9b5a84eda97a317fc9c2b3937;ƒtMrecall?ì½R’Z}
‰E“e40c03c9b5a84eda97a317fc9c2b3937>ƒsMprecision?ìÀÖ©?
‰Ee40c03c9b5a84eda97a317fc9c2b3937=ƒrMaccuracy?ì½R’Z}
‰E‹e40c03c9b5a84eda97a317fc9c2b3937Cƒq)Mrecall_class_6?ïߞܕÁD
çF¾a2a03aca384e4a65861a1c9d5b5c1fc2Cƒp)Mrecall_class_5?îÚYj‰
çFºa2a03aca384e4a65861a1c9d5b5c1fc2Cƒo)Mrecall_class_4?ëp~zÔӜ
çF¶a2a03aca384e4a65861a1c9d5b5c1fc2Cƒn)Mrecall_class_3?êt·¢ J³
çF²a2a03aca384e4a65861a1c9d5b5c1fc2Cƒm)Mrecall_class_2?è¥:Þ
çF®a2a03aca384e4a65861a1c9d5b5c1fc2Cƒl)Mrecall_class_1?ìëw¼ë
çFªa2a03aca384e4a65861a1c9d5b5c1fc2Cƒk)Mrecall_class_0?íߘMÅ«¿
çF¤a2a03aca384e4a65861a1c9d5b5c1fc27ƒjMf1?ìÜš]‹•
çE•a2a03aca384e4a65861a1c9d5b5c1fc2;ƒiMrecall?ìݹÖÆ·ë
çE‘a2a03aca384e4a65861a1c9d5b5c1fc2>ƒhMprecision?ìÛ½9ö%Ð
çEŒa2a03aca384e4a65861a1c9d5b5c1fc2=ƒgMaccuracy?ìݹÖÆ·ë
çE}a2a03aca384e4a65861a1c9d5b5c1fc2Cƒf)Mrecall_class_6?ïߞܕÁD
åH®0f3681e9484b4a229a1cb383fb29c4b2Cƒe)Mrecall_class_5?îÆn=>x

åHª0f3681e9484b4a229a1cb383fb29c4b2Cƒd)Mrecall_class_4?ë¾Sêø´
åH¦0f3681e9484b4a229a1cb383fb29c4b2Cƒc)Mrecall_class_3?êt·¢ J³
åH¢0f3681e9484b4a229a1cb383fb29c4b2Cƒb)Mrecall_class_2?è*ËEŠQ

åHž0f3681e9484b4a229a1cb383fb29c4b2Cƒa)Mrecall_class_1?í------
åHš0f3681e9484b4a229a1cb383fb29c4b2Cƒ`)Mrecall_class_0?íù„ÜZ»ó
åH”0f3681e9484b4a229a1cb383fb29c4b27ƒ_Mf1?ìòº	ðÎx
åH[0f3681e9484b4a229a1cb383fb29c4b2;ƒ^Mrecall?ìô
¢¶
åHW0f3681e9484b4a229a1cb383fb29c4b2>ƒ]Mprecision?ìòð"ԏ
åHR0f3681e9484b4a229a1cb383fb29c4b2=ƒ\Maccuracy?ìô
¢¶
åHE0f3681e9484b4a229a1cb383fb29c4b2Cƒ[)Mrecall_class_6?ïߞܕÁD
â¤722ca28b0c6b249a68f54721edeb36bb6CƒZ)Mrecall_class_5?îÆn=>x

â¤322ca28b0c6b249a68f54721edeb36bb6CƒY)Mrecall_class_4?ë¾Sêø´
â¤/22ca28b0c6b249a68f54721edeb36bb6CƒX)Mrecall_class_3?êt·¢ J³
â¤*22ca28b0c6b249a68f54721edeb36bb6
:¿ºt.è¨g)
ï
©
c
×‘KÅ„F
Æ
€
:	ô	®	h	"â¡c)ãWË…?ÿ¾€Fºt.è¢\۝c
×
‘
K
¿C„)Mrecall_class_5?îÚYj‰
Î;89fe397d80d049218100366806f89a2fC„)Mrecall_class_4?ëªÞŽJ/n
Î889fe397d80d049218100366806f89a2fC„)Mrecall_class_3?êØP쌐
Î689fe397d80d049218100366806f89a2fC„)Mrecall_class_2?èC?mG“
Î489fe397d80d049218100366806f89a2fC„
)Mrecall_class_1?쿨b‘À
Î189fe397d80d049218100366806f89a2fC„)Mrecall_class_0?íߘMÅ«¿
Î/89fe397d80d049218100366806f89a2f7„Mf1?ìÓO&aB
Î(89fe397d80d049218100366806f89a2f;„
Mrecall?ì՚!“®n
Î&89fe397d80d049218100366806f89a2f>„	Mprecision?ì׺7K:»
Î$89fe397d80d049218100366806f89a2f=„Maccuracy?ì՚!“®n
Î 89fe397d80d049218100366806f89a2fC„)Mrecall_class_6?ïߞܕÁD
„m5ba59920410e4142a69c589853ef2bccC„)Mrecall_class_5?ï
9‘ÂÁˆ
„k5ba59920410e4142a69c589853ef2bccC„)Mrecall_class_4?ìžµ4ç
„i5ba59920410e4142a69c589853ef2bccC„)Mrecall_class_3?ë
‘ñþ
„f5ba59920410e4142a69c589853ef2bccC„)Mrecall_class_2?è*ËEŠQ

„d5ba59920410e4142a69c589853ef2bccC„)Mrecall_class_1?ì©ÁØLª
„a5ba59920410e4142a69c589853ef2bccC„
)Mrecall_class_0?îGJˆì
„^5ba59920410e4142a69c589853ef2bcc7„Mf1?ì÷h>­D
„X5ba59920410e4142a69c589853ef2bcc;ƒMrecall?ìúB•¬X
„V5ba59920410e4142a69c589853ef2bcc>ƒ~Mprecision?ìþæ0
â×
„S5ba59920410e4142a69c589853ef2bcc=ƒ}Maccuracy?ìúB•¬X
„O5ba59920410e4142a69c589853ef2bccCƒ|)Mrecall_class_6?ïߞܕÁD
‰E¨e40c03c9b5a84eda97a317fc9c2b3937Cƒ{)Mrecall_class_5?îÆn=>x

‰E¦e40c03c9b5a84eda97a317fc9c2b3937Cƒz)Mrecall_class_4?ëÑÉEíÁú
‰E¤e40c03c9b5a84eda97a317fc9c2b3937Cƒy)Mrecall_class_3?ꦄG–-!
‰E¡e40c03c9b5a84eda97a317fc9c2b3937Cƒx)Mrecall_class_2?çÈú¦—N¶
‰EŸe40c03c9b5a84eda97a317fc9c2b3937Cƒw)Mrecall_class_1?ìՏ¾IìÖ
‰Ee40c03c9b5a84eda97a317fc9c2b3937Cƒv)Mrecall_class_0?í‘Ò¢{$
‰Eše40c03c9b5a84eda97a317fc9c2b39377ƒuMf1?ìºÒ¹ã)
‰E•e40c03c9b5a84eda97a317fc9c2b3937;ƒtMrecall?ì½R’Z}
‰E“e40c03c9b5a84eda97a317fc9c2b3937>ƒsMprecision?ìÀÖ©?
‰Ee40c03c9b5a84eda97a317fc9c2b3937=ƒrMaccuracy?ì½R’Z}
‰E‹e40c03c9b5a84eda97a317fc9c2b3937Cƒq)Mrecall_class_6?ïߞܕÁD
çF¾a2a03aca384e4a65861a1c9d5b5c1fc2Cƒp)Mrecall_class_5?îÚYj‰
çFºa2a03aca384e4a65861a1c9d5b5c1fc2Cƒo)Mrecall_class_4?ëp~zÔӜ
çF¶a2a03aca384e4a65861a1c9d5b5c1fc2Cƒn)Mrecall_class_3?êt·¢ J³
çF²a2a03aca384e4a65861a1c9d5b5c1fc2Cƒm)Mrecall_class_2?è¥:Þ
çF®a2a03aca384e4a65861a1c9d5b5c1fc2Cƒl)Mrecall_class_1?ìëw¼ë
çFªa2a03aca384e4a65861a1c9d5b5c1fc2Cƒk)Mrecall_class_0?íߘMÅ«¿
çF¤a2a03aca384e4a65861a1c9d5b5c1fc27ƒjMf1?ìÜš]‹•
çE•a2a03aca384e4a65861a1c9d5b5c1fc2;ƒiMrecall?ìݹÖÆ·ë
çE‘a2a03aca384e4a65861a1c9d5b5c1fc2>ƒhMprecision?ìÛ½9ö%Ð
çEŒa2a03aca384e4a65861a1c9d5b5c1fc2=ƒgMaccuracy?ìݹÖÆ·ë
çE}a2a03aca384e4a65861a1c9d5b5c1fc2Cƒf)Mrecall_class_6?ïߞܕÁD
åH®0f3681e9484b4a229a1cb383fb29c4b2Cƒe)Mrecall_class_5?îÆn=>x

åHª0f3681e9484b4a229a1cb383fb29c4b2Cƒd)Mrecall_class_4?ë¾Sêø´
åH¦0f3681e9484b4a229a1cb383fb29c4b2Cƒc)Mrecall_class_3?êt·¢ J³
åH¢0f3681e9484b4a229a1cb383fb29c4b2Cƒb)Mrecall_class_2?è*ËEŠQ

åHž0f3681e9484b4a229a1cb383fb29c4b2Cƒa)Mrecall_class_1?í------
åHš0f3681e9484b4a229a1cb383fb29c4b2Cƒ`)Mrecall_class_0?íù„ÜZ»ó
åH”0f3681e9484b4a229a1cb383fb29c4b27ƒ_Mf1?ìòº	ðÎx
åH[0f3681e9484b4a229a1cb383fb29c4b2;ƒ^Mrecall?ìô
¢¶
åHW0f3681e9484b4a229a1cb383fb29c4b2>ƒ]Mprecision?ìòð"ԏ
åHR0f3681e9484b4a229a1cb383fb29c4b2=ƒ\Maccuracy?ìô
¢¶
åHE0f3681e9484b4a229a1cb383fb29c4b2Cƒ[)Mrecall_class_6?ïߞܕÁD
â¤722ca28b0c6b249a68f54721edeb36bb6CƒZ)Mrecall_class_5?îÆn=>x

â¤322ca28b0c6b249a68f54721edeb36bb6CƒY)Mrecall_class_4?ë¾Sêø´
â¤/22ca28b0c6b249a68f54721edeb36bb6CƒX)Mrecall_class_3?êt·¢ J³
â¤*22ca28b0c6b249a68f54721edeb36bb6

 
¤
j
5þÇ2ô£	G	
Ø¡jÕ—Fê°{D
x:ò»&
è
 Eƒl)3Mmlflow.runNameAutoGluon_FE_Recalle40c03c9b5a84eda97a317fc9c2b3937;ƒk1Mmlflow.source.typeLOCALe40c03c9b5a84eda97a317fc9c2b3937ƒj1AMmlflow.source.name/Users/arham/anaconda3/envs/DataScience/lib/python3.10/site-packages/ipykernel_launcher.pye40c03c9b5a84eda97a317fc9c2b39374ƒi#Mmlflow.userarhame40c03c9b5a84eda97a317fc9c2b3937Eƒh)3Mmlflow.runNameAutoGluon_FE_Recall483cc34ba8424e89aebf16f836111d8d;ƒg1Mmlflow.source.typeLOCAL483cc34ba8424e89aebf16f836111d8dƒf1AMmlflow.source.name/Users/arham/anaconda3/envs/DataScience/lib/python3.10/site-packages/ipykernel_launcher.py483cc34ba8424e89aebf16f836111d8d4ƒe#Mmlflow.userarham483cc34ba8424e89aebf16f836111d8d4ƒd'MpreprocessingYesa2a03aca384e4a65861a1c9d5b5c1fc22ƒc!Mmodel_nameLGBMa2a03aca384e4a65861a1c9d5b5c1fc27ƒb#MexperimentsArham A.a2a03aca384e4a65861a1c9d5b5c1fc2„Xƒa=ˆCMmlflow.log-model.history[{"run_id": "a2a03aca384e4a65861a1c9d5b5c1fc2", "artifact_path": "model", "utc_time_created": "2024-04-25 20:16:46.786864", "flavors": {"python_function": {"loader_module": "mlflow.lightgbm", "python_version": "3.10.13", "data": "model.pkl", "env": {"conda": "conda.yaml", "virtualenv": "python_env.yaml"}}, "lightgbm": {"lgb_version": "4.1.0", "data": "model.pkl", "model_class": "lightgbm.sklearn.LGBMClassifier", "code": null}}, "model_uuid": "85cc31fc547142c09931702e420e7565", "mlflow_version": "2.10.2", "model_size_bytes": 6877687}]a2a03aca384e4a65861a1c9d5b5c1fc2Nƒ`)EMmlflow.runNameLGBM_with_OvR_and_Focal_Lossa2a03aca384e4a65861a1c9d5b5c1fc2;ƒ_1Mmlflow.source.typeLOCALa2a03aca384e4a65861a1c9d5b5c1fc2ƒ^1AMmlflow.source.name/Users/arham/anaconda3/envs/DataScience/lib/python3.10/site-packages/ipykernel_launcher.pya2a03aca384e4a65861a1c9d5b5c1fc24ƒ]#Mmlflow.userarhama2a03aca384e4a65861a1c9d5b5c1fc24ƒ\'MpreprocessingYes0f3681e9484b4a229a1cb383fb29c4b22ƒ[!Mmodel_nameLGBM0f3681e9484b4a229a1cb383fb29c4b27ƒZ#MexperimentsArham A.0f3681e9484b4a229a1cb383fb29c4b2„XƒY=ˆCMmlflow.log-model.history[{"run_id": "0f3681e9484b4a229a1cb383fb29c4b2", "artifact_path": "model", "utc_time_created": "2024-04-25 20:14:36.210662", "flavors": {"python_function": {"loader_module": "mlflow.lightgbm", "python_version": "3.10.13", "data": "model.pkl", "env": {"conda": "conda.yaml", "virtualenv": "python_env.yaml"}}, "lightgbm": {"lgb_version": "4.1.0", "data": "model.pkl", "model_class": "lightgbm.sklearn.LGBMClassifier", "code": null}}, "model_uuid": "14659295661f4d91906199659876e396", "mlflow_version": "2.10.2", "model_size_bytes": 2394603}]0f3681e9484b4a229a1cb383fb29c4b2NƒX)EMmlflow.runNameLGBM_with_OvR_and_Focal_Loss0f3681e9484b4a229a1cb383fb29c4b2;ƒW1Mmlflow.source.typeLOCAL0f3681e9484b4a229a1cb383fb29c4b2ƒV1AMmlflow.source.name/Users/arham/anaconda3/envs/DataScience/lib/python3.10/site-packages/ipykernel_launcher.py0f3681e9484b4a229a1cb383fb29c4b24ƒU#Mmlflow.userarham0f3681e9484b4a229a1cb383fb29c4b24ƒT'MpreprocessingYes22ca28b0c6b249a68f54721edeb36bb62ƒS!Mmodel_nameLGBM22ca28b0c6b249a68f54721edeb36bb67ƒR#MexperimentsArham A.22ca28b0c6b249a68f54721edeb36bb6„XƒQ=ˆCMmlflow.log-model.history[{"run_id": "22ca28b0c6b249a68f54721edeb36bb6", "artifact_path": "model", "utc_time_created": "2024-04-25 20:11:43.040312", "flavors": {"python_function": {"loader_module": "mlflow.lightgbm", "python_version": "3.10.13", "data": "model.pkl", "env": {"conda": "conda.yaml", "virtualenv": "python_env.yaml"}}, "lightgbm": {"lgb_version": "4.1.0", "data": "model.pkl", "model_class": "lightgbm.sklearn.LGBMClassifier", "code": null}}, "model_uuid": "a49a518ec708458bb16a66fc14ddf1bf", "mlflow_version": "2.10.2", "model_size_bytes": 2394595}]22ca28b0c6b249a68f54721edeb36bb6
iKáDúÕ°‹fA
÷
Ò
­
ˆ
c
>Ú´ŽAõÏ©
òÌ¦€Z4éÄŸzƒ]7ëÅŸyV1
ç
Â

x
S
.
		ä	¿	š	u	P	+	á¼—qK%ÿÙ³gS-á%Mfb6d8d4bd41f45abb36b3b58fe160c81$%Mfb6d8d4bd41f45abb36b3b58fe160c81#%Mfb6d8d4bd41f45abb36b3b58fe160c81"%Mfb6d8d4bd41f45abb36b3b58fe160c81!%Me97039aef5f14dc6bf7d2d1b7cc37742%Me97039aef5f14dc6bf7d2d1b7cc37742%Me97039aef5f14dc6bf7d2d1b7cc37742%Me97039aef5f14dc6bf7d2d1b7cc37742%Me97039aef5f14dc6bf7d2d1b7cc37742%Me97039aef5f14dc6bf7d2d1b7cc37742%Me97039aef5f14dc6bf7d2d1b7cc37742%Me97039aef5f14dc6bf7d2d1b7cc37742%Me40c03c9b5a84eda97a317fc9c2b3937
ð%Me40c03c9b5a84eda97a317fc9c2b3937
ï%Me40c03c9b5a84eda97a317fc9c2b3937
î%Me40c03c9b5a84eda97a317fc9c2b3937
í%Me40c03c9b5a84eda97a317fc9c2b3937
ì%Mf758f89f45b84b579ce7af1832fc0b50
˜%Mf758f89f45b84b579ce7af1832fc0b50
—%Mf758f89f45b84b579ce7af1832fc0b50
–%Mf758f89f45b84b579ce7af1832fc0b50
•%Mf758f89f45b84b579ce7af1832fc0b50
”%Mf758f89f45b84b579ce7af1832fc0b50
“%Mf758f89f45b84b579ce7af1832fc0b50
’%Mf758f89f45b84b579ce7af1832fc0b50
‘$M
f4250c9350044642b30cce896b0e79fa<$M
f4250c9350044642b30cce896b0e79fa;$M
f4250c9350044642b30cce896b0e79fa:$M
f4250c9350044642b30cce896b0e79fa9$M
effcda97d1d244d7a1d38cb57b4ee9cep$M
effcda97d1d244d7a1d38cb57b4ee9ceo$M
effcda97d1d244d7a1d38cb57b4ee9cen$M
effcda97d1d244d7a1d38cb57b4ee9cem$M
eb961e7539a14cf298fb29978541e39dL$M
eb961e7539a14cf298fb29978541e39dK$M
eb961e7539a14cf298fb29978541e39dJ$M
eb961e7539a14cf298fb29978541e39dI$M
ea8efe865c0c4e36abdb6a1d4da593db$M
ea8efe865c0c4e36abdb6a1d4da593db$M
ea8efe865c0c4e36abdb6a1d4da593db$M
ea8efe865c0c4e36abdb6a1d4da593db$M
ea8efe865c0c4e36abdb6a1d4da593db$M
ea8efe865c0c4e36abdb6a1d4da593db$M
ea8efe865c0c4e36abdb6a1d4da593db#M	ea8efe865c0c4e36abdb6a1d4da593db$M
e7b64a0462a44858abfe8f0854c7b62cd$M
e7b64a0462a44858abfe8f0854c7b62cc$M
e7b64a0462a44858abfe8f0854c7b62cb$M
e7b64a0462a44858abfe8f0854c7b62ca%Me472909dd57c44d483988edaf4a002daÐ%Me472909dd57c44d483988edaf4a002daÏ%Me472909dd57c44d483988edaf4a002daÎ%Me472909dd57c44d483988edaf4a002daÍ%Me472909dd57c44d483988edaf4a002daÌ%Me472909dd57c44d483988edaf4a002daË%Me472909dd57c44d483988edaf4a002daÊ%Me472909dd57c44d483988edaf4a002daÉ$M
e1fd092be86a48178077d59bfa6d2164$M
e1fd092be86a48178077d59bfa6d2164$M
e1fd092be86a48178077d59bfa6d2164$M
e1fd092be86a48178077d59bfa6d2164$M
e1fd092be86a48178077d59bfa6d2164$M
e1fd092be86a48178077d59bfa6d2164$M
e1fd092be86a48178077d59bfa6d2164$M
e1fd092be86a48178077d59bfa6d2164$M
dfe57537d98d4eb1aa4e2d2acf9a08bex$M
dfe57537d98d4eb1aa4e2d2acf9a08bew$M
dfe57537d98d4eb1aa4e2d2acf9a08bev$M
dfe57537d98d4eb1aa4e2d2acf9a08beu$M
dedd98e887ad4c8fbc12f11f00980e29\$M
dedd98e887ad4c8fbc12f11f00980e29[$M
dedd98e887ad4c8fbc12f11f00980e29Z%%Me40c03c9b5a84eda97a317fc9c2b3937
ë%Me40c03c9b5a84eda97a317fc9c2b3937
ê%Me40c03c9b5a84eda97a317fc9c2b3937
é
¼)R
{¤Í
ö
(	Px¤Õô4Uv¼
™ZRME


Q
4c19390a154f4b63ba9e208e73e24a5cLGBM_with_OvR_and_Focal_LossUNKNOWNarhamFAILED
«ës
«ë“deleted/Users/arham/Downloads/Projects/03-Experiments/mlruns/4/4c19390a154f4b63ba9e208e73e24a5c/artifacts
:`ŒZSME


Q
d1475b8a27e24d68ae75c49710547ad1LGBM_with_OvR_and_Focal_LossUNKNOWNarhamFAILED
­#>
­·¡deleted/Users/arham/Downloads/Projects/03-Experiments/mlruns/4/d1475b8a27e24d68ae75c49710547ad1/artifacts
:`Œ\QME


Q
e97039aef5f14dc6bf7d2d1b7cc37742PyCaret_Extended_EngineeringUNKNOWNarhamFINISHED
#î
+×deleted/Users/arham/Downloads/Projects/03-Experiments/mlruns/3/e97039aef5f14dc6bf7d2d1b7cc37742/artifacts
»iU\PME


Q
af86afa3f2194726b350927336a6b406PyCaret_Extended_EngineeringUNKNOWNarhamFINISHED
‘÷
›deleted/Users/arham/Downloads/Projects/03-Experiments/mlruns/3/af86afa3f2194726b350927336a6b406/artifacts
»iU^OMW


Q
a32ccc1cb12b4d00beeae256d8d8c894AutoGluon_Without_Feature_EngineeringUNKNOWNarhamFINISHED
Ý¬
Ý7!active/Users/arham/Downloads/Projects/03-Experiments/mlruns/3/a32ccc1cb12b4d00beeae256d8d8c894/artifacts\NMS


Q
89fe397d80d049218100366806f89a2fAutoGluon_With_Extended_EngineeringUNKNOWNarhamFINISHED
Íúã
ÎEactive/Users/arham/Downloads/Projects/03-Experiments/mlruns/3/89fe397d80d049218100366806f89a2f/artifacts^MMW


Q
5ba59920410e4142a69c589853ef2bccAutoGluon_Without_Feature_EngineeringUNKNOWNarhamFINISHED
v¬
„uactive/Users/arham/Downloads/Projects/03-Experiments/mlruns/3/5ba59920410e4142a69c589853ef2bcc/artifactsLLM3


Q
e40c03c9b5a84eda97a317fc9c2b3937AutoGluon_FE_RecallUNKNOWNarhamFINISHED
‰6<
‰E°active/Users/arham/Downloads/Projects/03-Experiments/mlruns/3/e40c03c9b5a84eda97a317fc9c2b3937/artifactsQKM3


Q
483cc34ba8424e89aebf16f836111d8dAutoGluon_FE_RecallUNKNOWNarhamFAILED
…<ñ
…=deleted/Users/arham/Downloads/Projects/03-Experiments/mlruns/3/483cc34ba8424e89aebf16f836111d8d/artifacts
8šUJME


Q
a2a03aca384e4a65861a1c9d5b5c1fc2LGBM_with_OvR_and_Focal_LossUNKNOWNarhamFINISHED
æ>
çSUactive/Users/arham/Downloads/Projects/03-Experiments/mlruns/4/a2a03aca384e4a65861a1c9d5b5c1fc2/artifactsUIME


Q
0f3681e9484b4a229a1cb383fb29c4b2LGBM_with_OvR_and_Focal_LossUNKNOWNarhamFINISHED
åð
åSactive/Users/arham/Downloads/Projects/03-Experiments/mlruns/4/0f3681e9484b4a229a1cb383fb29c4b2/artifactsKHM1


Q
22ca28b0c6b249a68f54721edeb36bb6LGBM_without_FE_v2UNKNOWNarhamFINISHED
âbd
â´Ôactive/Users/arham/Downloads/Projects/03-Experiments/mlruns/4/22ca28b0c6b249a68f54721edeb36bb6/artifactsTGM9


Q
d4f3bbd8eac14cdcaf9aa141e6290fa9LGBM_with_FocalLoss_v2UNKNOWNarhamFAILED
á¶'
á¶Fdeleted/Users/arham/Downloads/Projects/03-Experiments/mlruns/4/d4f3bbd8eac14cdcaf9aa141e6290fa9/artifacts
	TFM9


Q
6ecbd03e4c0f478d814226174270c17bLGBM_with_FocalLoss_v2UNKNOWNarhamFAILED
á%
áZdeleted/Users/arham/Downloads/Projects/03-Experiments/mlruns/4/6ecbd03e4c0f478d814226174270c17b/artifacts
TEM9


Q
6f87dd19758c4f7aafd73cd1b9091096LGBM_with_FocalLoss_v2UNKNOWNarhamFAILED
àÐ4
àÐUdeleted/Users/arham/Downloads/Projects/03-Experiments/mlruns/4/6f87dd19758c4f7aafd73cd1b9091096/artifacts
TDM9


Q
c3984bc02445400097c1db522d8dde50LGBM_with_FocalLoss_v2UNKNOWNarhamFAILED
à¬8
à¬Qdeleted/Users/arham/Downloads/Projects/03-Experiments/mlruns/4/c3984bc02445400097c1db522d8dde50/artifacts
TCM9


Q
d1b51aff7c6c4b36b00915604c4a88dcLGBM_with_FocalLoss_v2UNKNOWNarhamFAILED
ßýë
ßþdeleted/Users/arham/Downloads/Projects/03-Experiments/mlruns/4/d1b51aff7c6c4b36b00915604c4a88dc/artifacts
TBM9


Q
b38c37f069304b85913c431a1516e105LGBM_with_FocalLoss_v2UNKNOWNarhamFAILED
ß3
ß35deleted/Users/arham/Downloads/Projects/03-Experiments/mlruns/4/b38c37f069304b85913c431a1516e105/artifacts

L
}
C
	Ò›Ènë±w@	t6Þ[!ç°yä¦LW„)WMmlflow.runNameAutoGluon_Without_Feature_Engineeringa32ccc1cb12b4d00beeae256d8d8c894;„1Mmlflow.source.typeLOCALa32ccc1cb12b4d00beeae256d8d8c894„1AMmlflow.source.name/Users/arham/anaconda3/envs/DataScience/lib/python3.10/site-packages/ipykernel_launcher.pya32ccc1cb12b4d00beeae256d8d8c8944„
#Mmlflow.userarhama32ccc1cb12b4d00beeae256d8d8c8944„'MpreprocessingYes89fe397d80d049218100366806f89a2f7ƒ!Mmodel_nameAutoGluon89fe397d80d049218100366806f89a2f7ƒ~#MexperimentsArham A.89fe397d80d049218100366806f89a2f„ƒ}=‰Mmlflow.log-model.history[{"run_id": "89fe397d80d049218100366806f89a2f", "artifact_path": "autogluon_model", "utc_time_created": "2024-04-26 05:08:23.461807", "flavors": {"python_function": {"model_path": "model.pkl", "predict_fn": "predict", "loader_module": "mlflow.sklearn", "python_version": "3.10.13", "env": {"conda": "conda.yaml", "virtualenv": "python_env.yaml"}}, "sklearn": {"pickled_model": "model.pkl", "sklearn_version": "1.4.0", "serialization_format": "cloudpickle", "code": null}}, "model_uuid": "c6bbf7a1f416431b8c3b694141519e8d", "mlflow_version": "2.10.2", "model_size_bytes": 39988}]89fe397d80d049218100366806f89a2fUƒ|)SMmlflow.runNameAutoGluon_With_Extended_Engineering89fe397d80d049218100366806f89a2f;ƒ{1Mmlflow.source.typeLOCAL89fe397d80d049218100366806f89a2fƒz1AMmlflow.source.name/Users/arham/anaconda3/envs/DataScience/lib/python3.10/site-packages/ipykernel_launcher.py89fe397d80d049218100366806f89a2f4ƒy#Mmlflow.userarham89fe397d80d049218100366806f89a2f4ƒx'MpreprocessingYes5ba59920410e4142a69c589853ef2bcc7ƒw!Mmodel_nameAutoGluon5ba59920410e4142a69c589853ef2bcc7ƒv#MexperimentsArham A.5ba59920410e4142a69c589853ef2bcc„ƒu=‰Mmlflow.log-model.history[{"run_id": "5ba59920410e4142a69c589853ef2bcc", "artifact_path": "autogluon_model", "utc_time_created": "2024-04-26 03:44:48.846215", "flavors": {"python_function": {"model_path": "model.pkl", "predict_fn": "predict", "loader_module": "mlflow.sklearn", "python_version": "3.10.13", "env": {"conda": "conda.yaml", "virtualenv": "python_env.yaml"}}, "sklearn": {"pickled_model": "model.pkl", "sklearn_version": "1.4.0", "serialization_format": "cloudpickle", "code": null}}, "model_uuid": "7c1cbc47086a40e9b5c5d1885272d4de", "mlflow_version": "2.10.2", "model_size_bytes": 26477}]5ba59920410e4142a69c589853ef2bccWƒt)WMmlflow.runNameAutoGluon_Without_Feature_Engineering5ba59920410e4142a69c589853ef2bcc;ƒs1Mmlflow.source.typeLOCAL5ba59920410e4142a69c589853ef2bccƒr1AMmlflow.source.name/Users/arham/anaconda3/envs/DataScience/lib/python3.10/site-packages/ipykernel_launcher.py5ba59920410e4142a69c589853ef2bcc4ƒq#Mmlflow.userarham5ba59920410e4142a69c589853ef2bcc4ƒp'MpreprocessingYese40c03c9b5a84eda97a317fc9c2b39377ƒo!Mmodel_nameAutoGluone40c03c9b5a84eda97a317fc9c2b39377ƒn#MexperimentsArham A.e40c03c9b5a84eda97a317fc9c2b3937„ƒm=‰Mmlflow.log-model.history[{"run_id": "e40c03c9b5a84eda97a317fc9c2b3937", "artifact_path": "autogluon_model", "utc_time_created": "2024-04-25 23:13:39.424977", "flavors": {"python_function": {"model_path": "model.pkl", "predict_fn": "predict", "loader_module": "mlflow.sklearn", "python_version": "3.10.13", "env": {"conda": "conda.yaml", "virtualenv": "python_env.yaml"}}, "sklearn": {"pickled_model": "model.pkl", "sklearn_version": "1.4.0", "serialization_format": "cloudpickle", "code": null}}, "model_uuid": "392da59853254632ba4c6c88c98fc98b", "mlflow_version": "2.10.2", "model_size_bytes": 30368}]e40c03c9b5a84eda97a317fc9c2b3937
7päÈ
ä$@TW
Ë
…
?ù³m'à™R
Ä
}
6	ï	¨	a	ÓŒE·)›
ñcÕG¹+

râþ
VrŽ²Î+_cF)Mrecall_class_6
Ü6ü37d5fd3375b44163bba626b30be16900?ïߞܕÁD
ÐF)Mrecall_class_5
„k5ba59920410e4142a69c589853ef2bcc?ï
9‘ÂÁˆF)Mrecall_class_6
Û=ç8c4c8bc6eeef41a6a56c4a654b4f835f?ïߞܕÁD
ÅF)Mrecall_class_6
„m5ba59920410e4142a69c589853ef2bcc?ïߞܕÁDF)Mrecall_class_6
ºN—f758f89f45b84b579ce7af1832fc0b50?ïߞܕÁD
ºF)Mrecall_class_5
Î;89fe397d80d049218100366806f89a2f?îÚYj‰F)Mrecall_class_6
¹ü6fc4f724758841958eb6cd940336f003?ïߞܕÁD
®F)Mrecall_class_6
Î=89fe397d80d049218100366806f89a2f?ïߞܕÁDF)Mrecall_class_6
·t
73257214c1234deeaa6c6988d2c62492?ïߞܕÁD
¢F)Mrecall_class_5
Ý7a32ccc1cb12b4d00beeae256d8d8c894?îÚYj‰F)Mrecall_class_6
¶P‚6ced8b3536514ee9baedcbb5b3480553?ïߞܕÁD
–F)Mrecall_class_6
Ý7a32ccc1cb12b4d00beeae256d8d8c894?ïߞܕÁDF)Mrecall_class_6
µ-%0649ed79bd8341e1856a85d925434ec6?ïߞܕÁD
Šª>)M	recall_class_5
šùaf86afa3f2194726b350927336a6b406'F)Mrecall_class_6
´T264b1ba8ca34492f8c4a1b38043d92ce?ïߞܕÁD
~8>)M	recall_class_6
šûaf86afa3f2194726b350927336a6b406(F)Mrecall_class_6
³”“64e41c8af598400e82af115512b2c498?ï¯
'vc)
rÆ>)M	recall_class_5
+Íe97039aef5f14dc6bf7d2d1b7cc377422F)Mrecall_class_6
²öÈ673f6effcc694a79afa490e4c4615c9d?ïߞܕÁD
f¹>)M	recall_class_6
+Ïe97039aef5f14dc6bf7d2d1b7cc377423F)Mrecall_class_6
±üÖ4b5569715e47432089055f7a3170a646?ïߞܕÁD
ZF)Mrecall_class_5
~Hy8e27978ace8f431daf6e86a84f911c76?íǧÏ
9’=F)Mrecall_class_6
¯[Ž7885fa93615f4a50b8826629533b02f2?ïߞܕÁD
NF)Mrecall_class_6
åH®0f3681e9484b4a229a1cb383fb29c4b2?ïߞܕÁD
æF)Mrecall_class_6
­´B21f108117fe64cdfb2e3c9e0bd4462c1?ïߞܕÁD
BF)Mrecall_class_5
çFºa2a03aca384e4a65861a1c9d5b5c1fc2?îÚYj‰
ðF)Mrecall_class_6
«¶ða8e345aecabd4718b3f487e2d16e8cb7?ïÏnJà¡æ
6F)Mrecall_class_6
çF¾a2a03aca384e4a65861a1c9d5b5c1fc2?ïߞܕÁD
ñF)Mrecall_class_6
ªóga58c08eb77644c8ca8c38f6f13333c87?ïߞܕÁD
*F)Mrecall_class_6
ªJP95f46448c4c143d396457d452ee74f37?ïߞܕÁD
F)Mrecall_class_6
§¨6947f20ba997407da8a39f270bf3b43a?ï¯
'vc)
F)Mrecall_class_6
¢z18365b7783714400a782721b7feb083d?ïߞܕÁD
F)Mrecall_class_6
™©0569acda8a2c4c35939ad1804063fcf9?ïߞܕÁDúF)Mrecall_class_6
˜îš32195c11cf434ed29f29292715a46473?ïߞܕÁDîF)Mrecall_class_6
–ZÑc6a016dc1c0b440081ea575ec1cc2316?ïߞܕÁDâF)Mrecall_class_6
•n?8fdef82198f04be8a4ec466cc1e1dcdf?ïߞܕÁDÖF)Mrecall_class_6
•q88ac1026184a48c1bd036c1c3a0546f9?ïߞܕÁDÊF)Mrecall_class_6
‚ÉÅ62b4955e8fd743fca92a115e5ea27a75?ïߞܕÁD¾F)Mrecall_class_6
 k54c2a06f524f483399af4e7048ce27f9?ïߞܕÁD³F)Mrecall_class_6
|°úe472909dd57c44d483988edaf4a002da?ïߞܕÁD¨F)Mrecall_class_6
t–_b909ac60efa34916b3a5fcfa7d51b3d0?ïߞܕÁDF)Mrecall_class_6
q
¿dbb799e10ef542809ffd4acb0bf32895?ïߞܕÁDŽE)M
recall_class_6
^Ç­4d564f28efaa423a9d7e3df2f878b223?ïÏnJà¡æE)M
recall_class_6
6ͬ1254413f339a43289dfd5de8b7802720?ïÏnJà¡ætE)M
recall_class_6
5àK8ee3eeb040c8478b82d3ec702378c408?ïÏnJà¡æiE)M
recall_class_6
5c40e8901ef7394dfc8363dd6af82cf816?ïÏnJà¡æ^E)M
recall_class_6
4=´87cd75ef7f104f4ba6c1517ef9820ac9?ïÏnJà¡æSE)M
recall_class_6
3(8c92bf13dd61e406e8d52c3e60e825ae9?ïÏnJà¡æHE)M
recall_class_6
/Ô(19e9ec7327f7489c848f625206caf618?ïÏnJà¡æ=E)M
recall_class_6
&Ú#3a51f53a41584668826b144804278683?ïÏnJà¡æ2E)M
recall_class_6
 Vµf4250c9350044642b30cce896b0e79fa?ïÏnJà¡æ'F)Mrecall_class_6
‰E¨e40c03c9b5a84eda97a317fc9c2b3937?ïߞܕÁD
üF)Mrecall_class_5
‰E¦e40c03c9b5a84eda97a317fc9c2b3937?îÆn=>x

ûF)Mrecall_class_6
~H|8e27978ace8f431daf6e86a84f911c76?ïߞܕÁD>F)Mrecall_class_6
â¤722ca28b0c6b249a68f54721edeb36bb6?ïߞܕÁD
ÛG
G
ÓÏžm<Ú©xG
æ
¶
…
T
#óÂŽZ&ò¿‹X$
ð
¼
‰
U
!	î	º	‡	S	ë·ƒOè´€Lä°|Hà
ӬxDܨt@ؤq=
Ö¢o;3'Mpreprocessing8e27978ace8f431daf6e86a84f911c76,3'Mpreprocessinge97039aef5f14dc6bf7d2d1b7cc377423'Mpreprocessingf758f89f45b84b579ce7af1832fc0b50
˜2'M
preprocessingea8efe865c0c4e36abdb6a1d4da593db3'Mpreprocessinge472909dd57c44d483988edaf4a002daÐ3'Mpreprocessinge40c03c9b5a84eda97a317fc9c2b3937
ð2'M
preprocessinge1fd092be86a48178077d59bfa6d21643'Mpreprocessingdbb799e10ef542809ffd4acb0bf32895¸2'M
preprocessingd3b261ca0d5d439aa91bd0076a9f9c18(3'Mpreprocessingc92bf13dd61e406e8d52c3e60e825ae9„3'Mpreprocessingc6a016dc1c0b440081ea575ec1cc2316
3'Mpreprocessingb909ac60efa34916b3a5fcfa7d51b3d0È3'Mpreprocessingaf86afa3f2194726b350927336a6b4063'Mpreprocessinga8e345aecabd4718b3f487e2d16e8cb7
@3'Mpreprocessinga58c08eb77644c8ca8c38f6f13333c87
83'Mpreprocessinga32ccc1cb12b4d00beeae256d8d8c8943'Mpreprocessinga2a03aca384e4a65861a1c9d5b5c1fc2
ä3'Mpreprocessing95f46448c4c143d396457d452ee74f37
03'Mpreprocessing8fdef82198f04be8a4ec466cc1e1dcdfø3'Mpreprocessing8ee3eeb040c8478b82d3ec702378c408œ3'Mpreprocessing8c4c8bc6eeef41a6a56c4a654b4f835f
¬3'Mpreprocessing89fe397d80d049218100366806f89a2f3'Mpreprocessing88ac1026184a48c1bd036c1c3a0546f9ð3'Mpreprocessing87cd75ef7f104f4ba6c1517ef9820ac9Œ3'Mpreprocessing7885fa93615f4a50b8826629533b02f2
P3'Mpreprocessing73257214c1234deeaa6c6988d2c62492
ˆ3'Mpreprocessing6fc4f724758841958eb6cd940336f003
3'Mpreprocessing6ced8b3536514ee9baedcbb5b3480553
€3'Mpreprocessing6947f20ba997407da8a39f270bf3b43a
(3'Mpreprocessing673f6effcc694a79afa490e4c4615c9d
`3'Mpreprocessing64e41c8af598400e82af115512b2c498
h2'M
preprocessing649c4e675e9346149b1eaac835ae11403'Mpreprocessing62b4955e8fd743fca92a115e5ea27a75à3'Mpreprocessing5ba59920410e4142a69c589853ef2bcc
ø3'Mpreprocessing54c2a06f524f483399af4e7048ce27f9Ø3'Mpreprocessing4d564f28efaa423a9d7e3df2f878b223¬3'Mpreprocessing4b5569715e47432089055f7a3170a646
X3'Mpreprocessing40e8901ef7394dfc8363dd6af82cf816”2'M
preprocessing40e18681e750483da4b16d4c60144560 3'Mpreprocessing3e5113ce9ed64954b8b9bee01b9e1a4eÀ2'M
preprocessing3a51f53a41584668826b144804278683T3'Mpreprocessing37d5fd3375b44163bba626b30be16900
´3'Mpreprocessing32195c11cf434ed29f29292715a46473
2'M
preprocessing2cb6550b6f724adaab9d539c1e834fee03'Mpreprocessing264b1ba8ca34492f8c4a1b38043d92ce
p3'Mpreprocessing22ca28b0c6b249a68f54721edeb36bb6
Ô3'Mpreprocessing21f108117fe64cdfb2e3c9e0bd4462c1
H2'M
preprocessing19e9ec7327f7489c848f625206caf618l3'Mpreprocessing18365b7783714400a782721b7feb083d
2'M
preprocessing16f7e44d2fe6452399c766fd295f2d1683'Mpreprocessing1254413f339a43289dfd5de8b7802720¤3'Mpreprocessing0f3681e9484b4a229a1cb383fb29c4b2
Ü3'Mpreprocessing0649ed79bd8341e1856a85d925434ec6
x3'Mpreprocessing0569acda8a2c4c35939ad1804063fcf9
0!Mmodel_namef758f89f45b84b579ce7af1832fc0b50
—/!M
model_nameea8efe865c0c4e36abdb6a1d4da593db0!Mmodel_namee97039aef5f14dc6bf7d2d1b7cc377420!Mmodel_namee472909dd57c44d483988edaf4a002daÏ0!Mmodel_namee40c03c9b5a84eda97a317fc9c2b3937
ï/!M
model_namee1fd092be86a48178077d59bfa6d21640!Mmodel_namedbb799e10ef542809ffd4acb0bf32895·/!M
model_named3b261ca0d5d439aa91bd0076a9f9c18'0!Mmodel_namec92bf13dd61e406e8d52c3e60e825ae9ƒ0!Mmodel_namec6a016dc1c0b440081ea575ec1cc2316ÿ0!Mmodel_nameb909ac60efa34916b3a5fcfa7d51b3d0Ç0!Mmodel_nameaf86afa3f2194726b350927336a6b4060!Mmodel_namea8e345aecabd4718b3f487e2d16e8cb7
?0!Mmodel_namea58c08eb77644c8ca8c38f6f13333c87
70!Mmodel_namea32ccc1cb12b4d00beeae256d8d8c8940!Mmodel_namea2a03aca384e4a65861a1c9d5b5c1fc2
ã0!Mmodel_name95f46448c4c143d396457d452ee74f37
/
‡:ô

^
ï
Ü
§
…
r
=
		Ôô	Ÿè	k	6&
“	Í™d
ý~Iá¬xC
)٤o:Лg
È$2ñ³R[Å
ºË–
Pa,øÃŽre·54)Mrecall_class_2e40c03c9b5a84eda97a317fc9c2b3937
ø4)Mrecall_class_35ba59920410e4142a69c589853ef2bcc4)Mrecall_class_2a2a03aca384e4a65861a1c9d5b5c1fc2
í4)Mrecall_class_30f3681e9484b4a229a1cb383fb29c4b2
ã4)Mrecall_class_388ac1026184a48c1bd036c1c3a0546f9Ç4)Mrecall_class_322ca28b0c6b249a68f54721edeb36bb6
Ø4)Mrecall_class_38c4c8bc6eeef41a6a56c4a654b4f835f
Â3)M
recall_class_387cd75ef7f104f4ba6c1517ef9820ac9P4)Mrecall_class_37885fa93615f4a50b8826629533b02f2
K4)Mrecall_class_373257214c1234deeaa6c6988d2c62492
Ÿ4)Mrecall_class_36fc4f724758841958eb6cd940336f003
«4)Mrecall_class_36ced8b3536514ee9baedcbb5b3480553
“4)Mrecall_class_36947f20ba997407da8a39f270bf3b43a
4)Mrecall_class_3673f6effcc694a79afa490e4c4615c9d
c4)Mrecall_class_364e41c8af598400e82af115512b2c498
o4)Mrecall_class_362b4955e8fd743fca92a115e5ea27a75»4)Mrecall_class_354c2a06f524f483399af4e7048ce27f9°3)M
recall_class_34d564f28efaa423a9d7e3df2f878b223|4)Mrecall_class_34b5569715e47432089055f7a3170a646
W3)M
recall_class_340e8901ef7394dfc8363dd6af82cf816[3)M
recall_class_33a51f53a41584668826b144804278683/4)Mrecall_class_337d5fd3375b44163bba626b30be16900
Í4)Mrecall_class_332195c11cf434ed29f29292715a46473ë3)M
recall_class_38ee3eeb040c8478b82d3ec702378c408f4)Mrecall_class_2e97039aef5f14dc6bf7d2d1b7cc37742/4)Mrecall_class_2f758f89f45b84b579ce7af1832fc0b50
¶4)Mrecall_class_38fdef82198f04be8a4ec466cc1e1dcdfÓúj4)Mrecall_class_38e27978ace8f431daf6e86a84f911c76;4)Mrecall_class_30649ed79bd8341e1856a85d925434ec6
‡4)Mrecall_class_395f46448c4c143d396457d452ee74f37
4)Mrecall_class_3264b1ba8ca34492f8c4a1b38043d92ce
{4)Mrecall_class_3a2a03aca384e4a65861a1c9d5b5c1fc2
îFj4)Mrecall_class_321f108117fe64cdfb2e3c9e0bd4462c1
?3)M
recall_class_319e9ec7327f7489c848f625206caf618:4)Mrecall_class_318365b7783714400a782721b7feb083d
3)M
recall_class_31254413f339a43289dfd5de8b7802720q4)Mrecall_class_30569acda8a2c4c35939ad1804063fcf9÷3)M
recall_class_2f4250c9350044642b30cce896b0e79fa#4)Mrecall_class_2e472909dd57c44d483988edaf4a002da¤4)Mrecall_class_2dbb799e10ef542809ffd4acb0bf32895Š3)M
recall_class_2c92bf13dd61e406e8d52c3e60e825ae9D4)Mrecall_class_2c6a016dc1c0b440081ea575ec1cc2316Þ4)Mrecall_class_2b909ac60efa34916b3a5fcfa7d51b3d0™4)Mrecall_class_2a8e345aecabd4718b3f487e2d16e8cb7
24)Mrecall_class_2a58c08eb77644c8ca8c38f6f13333c87
&4)Mrecall_class_295f46448c4c143d396457d452ee74f37
Y
4)Mrecall_class_3af86afa3f2194726b350927336a6b406%4)Mrecall_class_2af86afa3f2194726b350927336a6b406$4)Mrecall_class_3a32ccc1cb12b4d00beeae256d8d8c8944)Mrecall_class_2a32ccc1cb12b4d00beeae256d8d8c8944)Mrecall_class_389fe397d80d049218100366806f89a2f54)Mrecall_class_3e40c03c9b5a84eda97a317fc9c2b3937
ù4)Mrecall_class_3dbb799e10ef542809ffd4acb0bf32895‹3)M
recall_class_3c92bf13dd61e406e8d52c3e60e825ae9E4)Mrecall_class_3c6a016dc1c0b440081ea575ec1cc2316ß4)Mrecall_class_3b909ac60efa34916b3a5fcfa7d51b3d0š4)Mrecall_class_3a8e345aecabd4718b3f487e2d16e8cb7
34)Mrecall_class_3a58c08eb77644c8ca8c38f6f13333c87
'
-Þºz9ûÁ{5
ï
©
c
×Ÿf0þÀ‚D
È
Š
L
	Û	¥	s	5÷¹{=ÿÁ@È‚<ö°j$ÞC„>)Mrecall_class_6?ïߞܕÁD
~H|8e27978ace8f431daf6e86a84f911c76C„=)Mrecall_class_5?íǧÏ
9’
~Hy8e27978ace8f431daf6e86a84f911c76C„<)Mrecall_class_4?éO¨oâÏö
~Hw8e27978ace8f431daf6e86a84f911c76C„;)Mrecall_class_3?æ-!u~Õ4
~Ht8e27978ace8f431daf6e86a84f911c76C„:)Mrecall_class_2?åÇsd‚­
~Hr8e27978ace8f431daf6e86a84f911c76C„9)Mrecall_class_1?éPÅ"9
~Ho8e27978ace8f431daf6e86a84f911c76C„8)Mrecall_class_0?ì&âÕߘN
~Hm8e27978ace8f431daf6e86a84f911c767„7Mf1?êÂÑúÙÝ
~Hi8e27978ace8f431daf6e86a84f911c76;„6Mrecall?êÅzBöÌ°
~Hf8e27978ace8f431daf6e86a84f911c76>„5Mprecision?êÀ*9ºä
~Hc8e27978ace8f431daf6e86a84f911c76=„4Maccuracy?êÅzBöÌ°
~HZ8e27978ace8f431daf6e86a84f911c76;„3)	Mrecall_class_6
+Ïe97039aef5f14dc6bf7d2d1b7cc37742;„2)	Mrecall_class_5
+Íe97039aef5f14dc6bf7d2d1b7cc37742;„1)	Mrecall_class_4
+Ëe97039aef5f14dc6bf7d2d1b7cc37742;„0)	Mrecall_class_3
+Ée97039aef5f14dc6bf7d2d1b7cc37742;„/)	Mrecall_class_2
+Æe97039aef5f14dc6bf7d2d1b7cc37742;„.)	Mrecall_class_1
+Äe97039aef5f14dc6bf7d2d1b7cc37742;„-)	Mrecall_class_0
+Áe97039aef5f14dc6bf7d2d1b7cc37742/„,	Mf1
+¼e97039aef5f14dc6bf7d2d1b7cc377423„+	Mrecall
+¹e97039aef5f14dc6bf7d2d1b7cc377426„*	Mprecision
+·e97039aef5f14dc6bf7d2d1b7cc377425„)	Maccuracy
+²e97039aef5f14dc6bf7d2d1b7cc37742;„()	Mrecall_class_6
šûaf86afa3f2194726b350927336a6b406;„')	Mrecall_class_5
šùaf86afa3f2194726b350927336a6b406;„&)	Mrecall_class_4
šöaf86afa3f2194726b350927336a6b406;„%)	Mrecall_class_3
šôaf86afa3f2194726b350927336a6b406;„$)	Mrecall_class_2
šñaf86afa3f2194726b350927336a6b406;„#)	Mrecall_class_1
šïaf86afa3f2194726b350927336a6b406;„")	Mrecall_class_0
šìaf86afa3f2194726b350927336a6b406/„!	Mf1
šæaf86afa3f2194726b350927336a6b4063„ 	Mrecall
šäaf86afa3f2194726b350927336a6b4066„	Mprecision
šáaf86afa3f2194726b350927336a6b4065„	Maccuracy
šÝaf86afa3f2194726b350927336a6b406C„)Mrecall_class_6?ïߞܕÁD
Ý7a32ccc1cb12b4d00beeae256d8d8c894C„)Mrecall_class_5?îÚYj‰
Ý7a32ccc1cb12b4d00beeae256d8d8c894C„)Mrecall_class_4?ëªÞŽJ/n
Ý6þa32ccc1cb12b4d00beeae256d8d8c894C„)Mrecall_class_3?êØP쌐
Ý6÷a32ccc1cb12b4d00beeae256d8d8c894C„)Mrecall_class_2?èC?mG“
Ý6ña32ccc1cb12b4d00beeae256d8d8c894C„)Mrecall_class_1?쿨b‘À
Ý6éa32ccc1cb12b4d00beeae256d8d8c894C„)Mrecall_class_0?íߘMÅ«¿
Ý6ãa32ccc1cb12b4d00beeae256d8d8c8947„Mf1?ìÓO&aB
Ý6×a32ccc1cb12b4d00beeae256d8d8c894;„Mrecall?ì՚!“®n
Ý6Óa32ccc1cb12b4d00beeae256d8d8c894>„Mprecision?ì׺7K:»
Ý6Ïa32ccc1cb12b4d00beeae256d8d8c894=„Maccuracy?ì՚!“®n
Ý6Éa32ccc1cb12b4d00beeae256d8d8c894C„)Mrecall_class_6?ïߞܕÁD
Î=89fe397d80d049218100366806f89a2f
-Þºz9ûÁ{5
ï
©
c
×Ÿf0þÀ‚D
È
Š
L
	Û	¥	s	5÷¹{=ÿÁ@È‚<ö°j$ÞC„>)Mrecall_class_6?ïߞܕÁD
~H|8e27978ace8f431daf6e86a84f911c76C„=)Mrecall_class_5?íǧÏ
9’
~Hy8e27978ace8f431daf6e86a84f911c76C„<)Mrecall_class_4?éO¨oâÏö
~Hw8e27978ace8f431daf6e86a84f911c76C„;)Mrecall_class_3?æ-!u~Õ4
~Ht8e27978ace8f431daf6e86a84f911c76C„:)Mrecall_class_2?åÇsd‚­
~Hr8e27978ace8f431daf6e86a84f911c76C„9)Mrecall_class_1?éPÅ"9
~Ho8e27978ace8f431daf6e86a84f911c76C„8)Mrecall_class_0?ì&âÕߘN
~Hm8e27978ace8f431daf6e86a84f911c767„7Mf1?êÂÑúÙÝ
~Hi8e27978ace8f431daf6e86a84f911c76;„6Mrecall?êÅzBöÌ°
~Hf8e27978ace8f431daf6e86a84f911c76>„5Mprecision?êÀ*9ºä
~Hc8e27978ace8f431daf6e86a84f911c76=„4Maccuracy?êÅzBöÌ°
~HZ8e27978ace8f431daf6e86a84f911c76;„3)	Mrecall_class_6
+Ïe97039aef5f14dc6bf7d2d1b7cc37742;„2)	Mrecall_class_5
+Íe97039aef5f14dc6bf7d2d1b7cc37742;„1)	Mrecall_class_4
+Ëe97039aef5f14dc6bf7d2d1b7cc37742;„0)	Mrecall_class_3
+Ée97039aef5f14dc6bf7d2d1b7cc37742;„/)	Mrecall_class_2
+Æe97039aef5f14dc6bf7d2d1b7cc37742;„.)	Mrecall_class_1
+Äe97039aef5f14dc6bf7d2d1b7cc37742;„-)	Mrecall_class_0
+Áe97039aef5f14dc6bf7d2d1b7cc37742/„,	Mf1
+¼e97039aef5f14dc6bf7d2d1b7cc377423„+	Mrecall
+¹e97039aef5f14dc6bf7d2d1b7cc377426„*	Mprecision
+·e97039aef5f14dc6bf7d2d1b7cc377425„)	Maccuracy
+²e97039aef5f14dc6bf7d2d1b7cc37742;„()	Mrecall_class_6
šûaf86afa3f2194726b350927336a6b406;„')	Mrecall_class_5
šùaf86afa3f2194726b350927336a6b406;„&)	Mrecall_class_4
šöaf86afa3f2194726b350927336a6b406;„%)	Mrecall_class_3
šôaf86afa3f2194726b350927336a6b406;„$)	Mrecall_class_2
šñaf86afa3f2194726b350927336a6b406;„#)	Mrecall_class_1
šïaf86afa3f2194726b350927336a6b406;„")	Mrecall_class_0
šìaf86afa3f2194726b350927336a6b406/„!	Mf1
šæaf86afa3f2194726b350927336a6b4063„ 	Mrecall
šäaf86afa3f2194726b350927336a6b4066„	Mprecision
šáaf86afa3f2194726b350927336a6b4065„	Maccuracy
šÝaf86afa3f2194726b350927336a6b406C„)Mrecall_class_6?ïߞܕÁD
Ý7a32ccc1cb12b4d00beeae256d8d8c894C„)Mrecall_class_5?îÚYj‰
Ý7a32ccc1cb12b4d00beeae256d8d8c894C„)Mrecall_class_4?ëªÞŽJ/n
Ý6þa32ccc1cb12b4d00beeae256d8d8c894C„)Mrecall_class_3?êØP쌐
Ý6÷a32ccc1cb12b4d00beeae256d8d8c894C„)Mrecall_class_2?èC?mG“
Ý6ña32ccc1cb12b4d00beeae256d8d8c894C„)Mrecall_class_1?쿨b‘À
Ý6éa32ccc1cb12b4d00beeae256d8d8c894C„)Mrecall_class_0?íߘMÅ«¿
Ý6ãa32ccc1cb12b4d00beeae256d8d8c8947„Mf1?ìÓO&aB
Ý6×a32ccc1cb12b4d00beeae256d8d8c894;„Mrecall?ì՚!“®n
Ý6Óa32ccc1cb12b4d00beeae256d8d8c894>„Mprecision?ì׺7K:»
Ý6Ïa32ccc1cb12b4d00beeae256d8d8c894=„Maccuracy?ì՚!“®n
Ý6Éa32ccc1cb12b4d00beeae256d8d8c894C„)Mrecall_class_6?ïߞܕÁD
Î=89fe397d80d049218100366806f89a2f
D
}
C
	Ò›Èwõ»ƒL€Bño5ýƏú¼k4
Ÿ
a
ÙD„"1AMmlflow.source.name/Users/arham/anaconda3/envs/DataScience/lib/python3.10/site-packages/ipykernel_launcher.pyfb6d8d4bd41f45abb36b3b58fe160c814„!#Mmlflow.userarhamfb6d8d4bd41f45abb36b3b58fe160c81N„ )EMmlflow.runNameLGBM_with_OvR_and_Focal_Lossd1475b8a27e24d68ae75c49710547ad1;„1Mmlflow.source.typeLOCALd1475b8a27e24d68ae75c49710547ad1„1AMmlflow.source.name/Users/arham/anaconda3/envs/DataScience/lib/python3.10/site-packages/ipykernel_launcher.pyd1475b8a27e24d68ae75c49710547ad14„#Mmlflow.userarhamd1475b8a27e24d68ae75c49710547ad1N„)EMmlflow.runNameLGBM_with_OvR_and_Focal_Loss4c19390a154f4b63ba9e208e73e24a5c;„1Mmlflow.source.typeLOCAL4c19390a154f4b63ba9e208e73e24a5c„1AMmlflow.source.name/Users/arham/anaconda3/envs/DataScience/lib/python3.10/site-packages/ipykernel_launcher.py4c19390a154f4b63ba9e208e73e24a5c4„#Mmlflow.userarham4c19390a154f4b63ba9e208e73e24a5c4„'MpreprocessingYese97039aef5f14dc6bf7d2d1b7cc377425„!Mmodel_namePyCarete97039aef5f14dc6bf7d2d1b7cc377427„#MexperimentsArham A.e97039aef5f14dc6bf7d2d1b7cc37742„~„=‰Mmlflow.log-model.history[{"run_id": "e97039aef5f14dc6bf7d2d1b7cc37742", "artifact_path": "pycaret_model", "utc_time_created": "2024-04-26 06:29:23.575346", "flavors": {"python_function": {"model_path": "model.pkl", "predict_fn": "predict", "loader_module": "mlflow.sklearn", "python_version": "3.10.13", "env": {"conda": "conda.yaml", "virtualenv": "python_env.yaml"}}, "sklearn": {"pickled_model": "model.pkl", "sklearn_version": "1.4.0", "serialization_format": "cloudpickle", "code": null}}, "model_uuid": "333134f7bb16439b903d883e94946fd8", "mlflow_version": "2.10.2", "model_size_bytes": 213714}]e97039aef5f14dc6bf7d2d1b7cc37742N„)EMmlflow.runNamePyCaret_Extended_Engineeringe97039aef5f14dc6bf7d2d1b7cc37742;„1Mmlflow.source.typeLOCALe97039aef5f14dc6bf7d2d1b7cc37742„1AMmlflow.source.name/Users/arham/anaconda3/envs/DataScience/lib/python3.10/site-packages/ipykernel_launcher.pye97039aef5f14dc6bf7d2d1b7cc377424„#Mmlflow.userarhame97039aef5f14dc6bf7d2d1b7cc377424„'MpreprocessingYesaf86afa3f2194726b350927336a6b4065„!Mmodel_namePyCaretaf86afa3f2194726b350927336a6b4067„#MexperimentsArham A.af86afa3f2194726b350927336a6b406„~„
=‰Mmlflow.log-model.history[{"run_id": "af86afa3f2194726b350927336a6b406", "artifact_path": "pycaret_model", "utc_time_created": "2024-04-26 06:28:46.216407", "flavors": {"python_function": {"model_path": "model.pkl", "predict_fn": "predict", "loader_module": "mlflow.sklearn", "python_version": "3.10.13", "env": {"conda": "conda.yaml", "virtualenv": "python_env.yaml"}}, "sklearn": {"pickled_model": "model.pkl", "sklearn_version": "1.4.0", "serialization_format": "cloudpickle", "code": null}}, "model_uuid": "c630674ab74741b5b5136828b0e423ca", "mlflow_version": "2.10.2", "model_size_bytes": 220674}]af86afa3f2194726b350927336a6b406N„)EMmlflow.runNamePyCaret_Extended_Engineeringaf86afa3f2194726b350927336a6b406;„1Mmlflow.source.typeLOCALaf86afa3f2194726b350927336a6b406„
1AMmlflow.source.name/Users/arham/anaconda3/envs/DataScience/lib/python3.10/site-packages/ipykernel_launcher.pyaf86afa3f2194726b350927336a6b4064„	#Mmlflow.userarhamaf86afa3f2194726b350927336a6b4064„'MpreprocessingYesa32ccc1cb12b4d00beeae256d8d8c8947„!Mmodel_nameAutoGluona32ccc1cb12b4d00beeae256d8d8c8947„#MexperimentsArham A.a32ccc1cb12b4d00beeae256d8d8c894„„=‰Mmlflow.log-model.history[{"run_id": "a32ccc1cb12b4d00beeae256d8d8c894", "artifact_path": "autogluon_model", "utc_time_created": "2024-04-26 05:24:55.489089", "flavors": {"python_function": {"model_path": "model.pkl", "predict_fn": "predict", "loader_module": "mlflow.sklearn", "python_version": "3.10.13", "env": {"conda": "conda.yaml", "virtualenv": "python_env.yaml"}}, "sklearn": {"pickled_model": "model.pkl", "sklearn_version": "1.4.0", "serialization_format": "cloudpickle", "code": null}}, "model_uuid": "954fb185a4b444d49e3575a8b6d023d0", "mlflow_version": "2.10.2", "model_size_bytes": 39988}]a32ccc1cb12b4d00beeae256d8d8c894
*
s
sPZTME


Q
fb6d8d4bd41f45abb36b3b58fe160c81LGBM_with_OvR_and_Focal_LossUNKNOWNarhamFAILED
¯íµ
¯íÊdeleted/Users/arham/Downloads/Projects/03-Experiments/mlruns/4/fb6d8d4bd41f45abb36b3b58fe160c81/artifacts
:`~WUMI


Q
8e27978ace8f431daf6e86a84f911c76Dummy_Classifier_Decision_TreeUNKNOWNarhamFINISHED
~E#
~Zýactive/Users/arham/Downloads/Projects/03-Experiments/mlruns/5/8e27978ace8f431daf6e86a84f911c76/artifactsÖ


éÂq:¥gš`!
é5„,'MpreprocessingNone8e27978ace8f431daf6e86a84f911c76<„+!)Mmodel_nameDecision Trees8e27978ace8f431daf6e86a84f911c767„*#MexperimentsArham A.8e27978ace8f431daf6e86a84f911c76„v„)=ˆMmlflow.log-model.history[{"run_id": "8e27978ace8f431daf6e86a84f911c76", "artifact_path": "model", "utc_time_created": "2024-04-26 13:00:36.461989", "flavors": {"python_function": {"model_path": "model.pkl", "predict_fn": "predict", "loader_module": "mlflow.sklearn", "python_version": "3.10.13", "env": {"conda": "conda.yaml", "virtualenv": "python_env.yaml"}}, "sklearn": {"pickled_model": "model.pkl", "sklearn_version": "1.4.0", "serialization_format": "cloudpickle", "code": null}}, "model_uuid": "d6ec82f98b5d4e46936a81580fd9220c", "mlflow_version": "2.10.2", "model_size_bytes": 309406}]8e27978ace8f431daf6e86a84f911c76P„()IMmlflow.runNameDummy_Classifier_Decision_Tree8e27978ace8f431daf6e86a84f911c76;„'1Mmlflow.source.typeLOCAL8e27978ace8f431daf6e86a84f911c76„&1AMmlflow.source.name/Users/arham/anaconda3/envs/DataScience/lib/python3.10/site-packages/ipykernel_launcher.py8e27978ace8f431daf6e86a84f911c764„%#Mmlflow.userarham8e27978ace8f431daf6e86a84f911c76N„$)EMmlflow.runNameLGBM_with_OvR_and_Focal_Lossfb6d8d4bd41f45abb36b3b58fe160c81;„#1Mmlflow.source.typeLOCALfb6d8d4bd41f45abb36b3b58fe160c81
Ž¾|:ø¶t2
ð
®
l
*è¦d"àž\
Ø
–
T
	Ð	Ž	L	
ÈŽ9M	precision
šáaf86afa3f2194726b350927336a6b406AMprecision
Ý6Ïa32ccc1cb12b4d00beeae256d8d8c894?ì׺7K:»AMprecision
Î$89fe397d80d049218100366806f89a2f?ì׺7K:»	AMprecision
„S5ba59920410e4142a69c589853ef2bcc?ìþæ0
â×
þAMprecision
‰Ee40c03c9b5a84eda97a317fc9c2b3937?ìÀÖ©?
óAMprecision
çEŒa2a03aca384e4a65861a1c9d5b5c1fc2?ìÛ½9ö%Ð
èAMprecision
åHR0f3681e9484b4a229a1cb383fb29c4b2?ìòð"ԏ
ÝAMprecision
â—Ì22ca28b0c6b249a68f54721edeb36bb6?ìòð"ԏ
ÒAMprecision
Ü)½37d5fd3375b44163bba626b30be16900?ìòð"ԏ
ÇAMprecision
Û3ô8c4c8bc6eeef41a6a56c4a654b4f835f?ìk–R
¼AMprecision
ºNsf758f89f45b84b579ce7af1832fc0b50?ìô. =–
±AMprecision
¹×6fc4f724758841958eb6cd940336f003?ìð½f—(
¥AMprecision
·sÜ73257214c1234deeaa6c6988d2c62492?ìø|–
™AMprecision
¶P_6ced8b3536514ee9baedcbb5b3480553?ìùIC¯yÃ
AMprecision
µ-0649ed79bd8341e1856a85d925434ec6?ìèÆ/¨“/
AMprecision
´+264b1ba8ca34492f8c4a1b38043d92ce?ìâGR¿e
uAMprecision
³”m64e41c8af598400e82af115512b2c498?ì/bN˜Á
iAMprecision
²ö£673f6effcc694a79afa490e4c4615c9d?ìÕ
L¦ìà
]AMprecision
±ü±4b5569715e47432089055f7a3170a646?ì¶Ëj‚÷ö
QAMprecision
¯[i7885fa93615f4a50b8826629533b02f2?ìýȧø#5
EAMprecision
­´21f108117fe64cdfb2e3c9e0bd4462c1?ìÂå‘jD{
9AMprecision
«¶Ëa8e345aecabd4718b3f487e2d16e8cb7?ìw›ªy8
-AMprecision
ªóAa58c08eb77644c8ca8c38f6f13333c87?ìòJµÌ¥
!AMprecision
ªJ+95f46448c4c143d396457d452ee74f37?ìÞ"Åî95
AMprecision
§§ß6947f20ba997407da8a39f270bf3b43a?ëʀ>Ú
	AMprecision
¢yç18365b7783714400a782721b7feb083d?ìêNÃüGýAMprecision
™„0569acda8a2c4c35939ad1804063fcf9?ìŽ\r¿MèñAMprecision
˜ît32195c11cf434ed29f29292715a46473?ìÎkژbPåAMprecision
–Z«c6a016dc1c0b440081ea575ec1cc2316?ìçb”®/¼Ù