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project_log.log
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2022-09-26 06:15:08,948 - root - INFO - PROJECT STARTS RUNNING!
2022-09-26 06:15:21,164 - matplotlib.pyplot - DEBUG - Loaded backend module://ipykernel.pylab.backend_inline version unknown.
2022-09-26 06:15:21,169 - root - INFO - LIBRARIES IMPORTED
2022-09-26 06:21:04,351 - root - INFO - DATA IMPORTED AND EXTRACTED TO DATAFRAME!
2022-09-26 06:21:21,280 - root - INFO - DATA EXPLORATION STARTS!
2022-09-26 06:22:53,619 - root - INFO - DATA EXPLORATION: NUMERICAL VARIABLES STARTS!
2022-09-26 06:23:34,086 - root - INFO - DATA EXPLORATION: NUMERICAL VARIABLES: DISCRETE VARIABLES STARTS!
2022-09-26 06:23:41,110 - matplotlib.font_manager - DEBUG - findfont: Matching sans\-serif:style=normal:variant=normal:weight=normal:stretch=normal:size=12.0.
2022-09-26 06:23:41,115 - matplotlib.font_manager - DEBUG - findfont: score(<Font 'DejaVu Sans' (DejaVuSans-Oblique.ttf) oblique normal 400 normal>) = 1.05
2022-09-26 06:23:41,120 - matplotlib.font_manager - DEBUG - findfont: score(<Font 'STIXNonUnicode' (STIXNonUni.ttf) normal normal regular normal>) = 10.05
2022-09-26 06:23:41,125 - matplotlib.font_manager - DEBUG - findfont: score(<Font 'DejaVu Sans Mono' (DejaVuSansMono-Oblique.ttf) oblique normal 400 normal>) = 11.05
2022-09-26 06:23:41,129 - matplotlib.font_manager - DEBUG - findfont: score(<Font 'cmex10' (cmex10.ttf) normal normal 400 normal>) = 10.05
2022-09-26 06:23:41,132 - matplotlib.font_manager - DEBUG - findfont: score(<Font 'DejaVu Sans' (DejaVuSans.ttf) normal normal 400 normal>) = 0.05
2022-09-26 06:23:41,134 - matplotlib.font_manager - DEBUG - findfont: score(<Font 'STIXSizeFiveSym' (STIXSizFiveSymReg.ttf) normal normal regular normal>) = 10.05
2022-09-26 06:23:41,139 - matplotlib.font_manager - DEBUG - findfont: score(<Font 'DejaVu Sans Mono' (DejaVuSansMono.ttf) normal normal 400 normal>) = 10.05
2022-09-26 06:23:41,141 - matplotlib.font_manager - DEBUG - findfont: score(<Font 'DejaVu Serif' (DejaVuSerif-Italic.ttf) italic normal 400 normal>) = 11.05
2022-09-26 06:23:41,143 - matplotlib.font_manager - DEBUG - findfont: score(<Font 'STIXGeneral' (STIXGeneral.ttf) normal normal regular normal>) = 10.05
2022-09-26 06:23:41,145 - matplotlib.font_manager - DEBUG - findfont: score(<Font 'DejaVu Sans Mono' (DejaVuSansMono-BoldOblique.ttf) oblique normal 700 normal>) = 11.335
2022-09-26 06:23:41,150 - matplotlib.font_manager - DEBUG - findfont: score(<Font 'cmb10' (cmb10.ttf) normal normal 400 normal>) = 10.05
2022-09-26 06:23:41,155 - matplotlib.font_manager - DEBUG - findfont: score(<Font 'STIXGeneral' (STIXGeneralItalic.ttf) italic normal 400 normal>) = 11.05
2022-09-26 06:23:41,157 - matplotlib.font_manager - DEBUG - findfont: score(<Font 'STIXNonUnicode' (STIXNonUniBolIta.ttf) italic normal 700 normal>) = 11.335
2022-09-26 06:23:41,158 - matplotlib.font_manager - DEBUG - findfont: score(<Font 'DejaVu Serif' (DejaVuSerif-BoldItalic.ttf) italic normal 700 normal>) = 11.335
2022-09-26 06:23:41,160 - matplotlib.font_manager - DEBUG - findfont: score(<Font 'STIXSizeOneSym' (STIXSizOneSymBol.ttf) normal normal 700 normal>) = 10.335
2022-09-26 06:23:41,162 - matplotlib.font_manager - DEBUG - findfont: score(<Font 'DejaVu Serif' (DejaVuSerif-Bold.ttf) normal normal 700 normal>) = 10.335
2022-09-26 06:23:41,163 - matplotlib.font_manager - DEBUG - findfont: score(<Font 'STIXSizeTwoSym' (STIXSizTwoSymBol.ttf) normal normal 700 normal>) = 10.335
2022-09-26 06:23:41,165 - matplotlib.font_manager - DEBUG - findfont: score(<Font 'STIXSizeThreeSym' (STIXSizThreeSymBol.ttf) normal normal 700 normal>) = 10.335
2022-09-26 06:23:41,167 - matplotlib.font_manager - DEBUG - findfont: score(<Font 'STIXNonUnicode' (STIXNonUniIta.ttf) italic normal 400 normal>) = 11.05
2022-09-26 06:23:41,168 - matplotlib.font_manager - DEBUG - findfont: score(<Font 'DejaVu Sans' (DejaVuSans-BoldOblique.ttf) oblique normal 700 normal>) = 1.335
2022-09-26 06:23:41,170 - matplotlib.font_manager - DEBUG - findfont: score(<Font 'STIXSizeFourSym' (STIXSizFourSymReg.ttf) normal normal regular normal>) = 10.05
2022-09-26 06:23:41,172 - matplotlib.font_manager - DEBUG - findfont: score(<Font 'STIXGeneral' (STIXGeneralBolIta.ttf) italic normal 700 normal>) = 11.335
2022-09-26 06:23:41,174 - matplotlib.font_manager - DEBUG - findfont: score(<Font 'STIXSizeOneSym' (STIXSizOneSymReg.ttf) normal normal regular normal>) = 10.05
2022-09-26 06:23:41,175 - matplotlib.font_manager - DEBUG - findfont: score(<Font 'STIXGeneral' (STIXGeneralBol.ttf) normal normal 700 normal>) = 10.335
2022-09-26 06:23:41,177 - matplotlib.font_manager - DEBUG - findfont: score(<Font 'cmr10' (cmr10.ttf) normal normal 400 normal>) = 10.05
2022-09-26 06:23:41,179 - matplotlib.font_manager - DEBUG - findfont: score(<Font 'DejaVu Serif Display' (DejaVuSerifDisplay.ttf) normal normal 400 normal>) = 10.05
2022-09-26 06:23:41,180 - matplotlib.font_manager - DEBUG - findfont: score(<Font 'cmss10' (cmss10.ttf) normal normal 400 normal>) = 10.05
2022-09-26 06:23:41,182 - matplotlib.font_manager - DEBUG - findfont: score(<Font 'DejaVu Sans' (DejaVuSans-Bold.ttf) normal normal 700 normal>) = 0.33499999999999996
2022-09-26 06:23:41,183 - matplotlib.font_manager - DEBUG - findfont: score(<Font 'cmmi10' (cmmi10.ttf) normal normal 400 normal>) = 10.05
2022-09-26 06:23:41,185 - matplotlib.font_manager - DEBUG - findfont: score(<Font 'DejaVu Sans Mono' (DejaVuSansMono-Bold.ttf) normal normal 700 normal>) = 10.335
2022-09-26 06:23:41,187 - matplotlib.font_manager - DEBUG - findfont: score(<Font 'DejaVu Serif' (DejaVuSerif.ttf) normal normal 400 normal>) = 10.05
2022-09-26 06:23:41,188 - matplotlib.font_manager - DEBUG - findfont: score(<Font 'DejaVu Sans Display' (DejaVuSansDisplay.ttf) normal normal 400 normal>) = 10.05
2022-09-26 06:23:41,190 - matplotlib.font_manager - DEBUG - findfont: score(<Font 'STIXSizeThreeSym' (STIXSizThreeSymReg.ttf) normal normal regular normal>) = 10.05
2022-09-26 06:23:41,192 - matplotlib.font_manager - DEBUG - findfont: score(<Font 'cmtt10' (cmtt10.ttf) normal normal 400 normal>) = 10.05
2022-09-26 06:23:41,193 - matplotlib.font_manager - DEBUG - findfont: score(<Font 'STIXSizeFourSym' (STIXSizFourSymBol.ttf) normal normal 700 normal>) = 10.335
2022-09-26 06:23:41,195 - matplotlib.font_manager - DEBUG - findfont: score(<Font 'cmsy10' (cmsy10.ttf) normal normal 400 normal>) = 10.05
2022-09-26 06:23:41,197 - matplotlib.font_manager - DEBUG - findfont: score(<Font 'STIXNonUnicode' (STIXNonUniBol.ttf) normal normal 700 normal>) = 10.335
2022-09-26 06:23:41,198 - matplotlib.font_manager - DEBUG - findfont: score(<Font 'STIXSizeTwoSym' (STIXSizTwoSymReg.ttf) normal normal regular normal>) = 10.05
2022-09-26 06:23:41,200 - matplotlib.font_manager - DEBUG - findfont: score(<Font 'Liberation Mono' (LiberationMono-BoldItalic.ttf) italic normal 700 normal>) = 11.335
2022-09-26 06:23:41,202 - matplotlib.font_manager - DEBUG - findfont: score(<Font 'Liberation Sans Narrow' (LiberationSansNarrow-BoldItalic.ttf) italic normal 700 condensed>) = 11.535
2022-09-26 06:23:41,203 - matplotlib.font_manager - DEBUG - findfont: score(<Font 'Liberation Serif' (LiberationSerif-Regular.ttf) normal normal 400 normal>) = 10.05
2022-09-26 06:23:41,205 - matplotlib.font_manager - DEBUG - findfont: score(<Font 'Liberation Sans' (LiberationSans-Italic.ttf) italic normal 400 normal>) = 11.05
2022-09-26 06:23:41,207 - matplotlib.font_manager - DEBUG - findfont: score(<Font 'Liberation Mono' (LiberationMono-Regular.ttf) normal normal 400 normal>) = 10.05
2022-09-26 06:23:41,208 - matplotlib.font_manager - DEBUG - findfont: score(<Font 'Liberation Serif' (LiberationSerif-BoldItalic.ttf) italic normal 700 normal>) = 11.335
2022-09-26 06:23:41,210 - matplotlib.font_manager - DEBUG - findfont: score(<Font 'Liberation Sans Narrow' (LiberationSansNarrow-Italic.ttf) italic normal 400 condensed>) = 11.25
2022-09-26 06:23:41,211 - matplotlib.font_manager - DEBUG - findfont: score(<Font 'Liberation Sans Narrow' (LiberationSansNarrow-Regular.ttf) normal normal 400 condensed>) = 10.25
2022-09-26 06:23:41,213 - matplotlib.font_manager - DEBUG - findfont: score(<Font 'Liberation Sans Narrow' (LiberationSansNarrow-Bold.ttf) normal normal 700 condensed>) = 10.535
2022-09-26 06:23:41,215 - matplotlib.font_manager - DEBUG - findfont: score(<Font 'Liberation Serif' (LiberationSerif-Italic.ttf) italic normal 400 normal>) = 11.05
2022-09-26 06:23:41,216 - matplotlib.font_manager - DEBUG - findfont: score(<Font 'Liberation Mono' (LiberationMono-Bold.ttf) normal normal 700 normal>) = 10.335
2022-09-26 06:23:41,218 - matplotlib.font_manager - DEBUG - findfont: score(<Font 'Liberation Sans' (LiberationSans-BoldItalic.ttf) italic normal 700 normal>) = 11.335
2022-09-26 06:23:41,220 - matplotlib.font_manager - DEBUG - findfont: score(<Font 'Humor Sans' (Humor-Sans.ttf) normal normal 400 normal>) = 10.05
2022-09-26 06:23:41,221 - matplotlib.font_manager - DEBUG - findfont: score(<Font 'Liberation Mono' (LiberationMono-Italic.ttf) italic normal 400 normal>) = 11.05
2022-09-26 06:23:41,223 - matplotlib.font_manager - DEBUG - findfont: score(<Font 'Liberation Serif' (LiberationSerif-Bold.ttf) normal normal 700 normal>) = 10.335
2022-09-26 06:23:41,224 - matplotlib.font_manager - DEBUG - findfont: score(<Font 'Liberation Sans' (LiberationSans-Regular.ttf) normal normal 400 normal>) = 10.05
2022-09-26 06:23:41,226 - matplotlib.font_manager - DEBUG - findfont: score(<Font 'Liberation Sans' (LiberationSans-Bold.ttf) normal normal 700 normal>) = 10.335
2022-09-26 06:23:41,227 - matplotlib.font_manager - DEBUG - findfont: Matching sans\-serif:style=normal:variant=normal:weight=normal:stretch=normal:size=12.0 to DejaVu Sans ('/usr/local/lib/python3.7/dist-packages/matplotlib/mpl-data/fonts/ttf/DejaVuSans.ttf') with score of 0.050000.
2022-09-26 06:23:41,300 - matplotlib.font_manager - DEBUG - findfont: Matching sans\-serif:style=normal:variant=normal:weight=normal:stretch=normal:size=10.0.
2022-09-26 06:23:41,302 - matplotlib.font_manager - DEBUG - findfont: score(<Font 'DejaVu Sans' (DejaVuSans-Oblique.ttf) oblique normal 400 normal>) = 1.05
2022-09-26 06:23:41,304 - matplotlib.font_manager - DEBUG - findfont: score(<Font 'STIXNonUnicode' (STIXNonUni.ttf) normal normal regular normal>) = 10.05
2022-09-26 06:23:41,306 - matplotlib.font_manager - DEBUG - findfont: score(<Font 'DejaVu Sans Mono' (DejaVuSansMono-Oblique.ttf) oblique normal 400 normal>) = 11.05
2022-09-26 06:23:41,307 - matplotlib.font_manager - DEBUG - findfont: score(<Font 'cmex10' (cmex10.ttf) normal normal 400 normal>) = 10.05
2022-09-26 06:23:41,309 - matplotlib.font_manager - DEBUG - findfont: score(<Font 'DejaVu Sans' (DejaVuSans.ttf) normal normal 400 normal>) = 0.05
2022-09-26 06:23:41,311 - matplotlib.font_manager - DEBUG - findfont: score(<Font 'STIXSizeFiveSym' (STIXSizFiveSymReg.ttf) normal normal regular normal>) = 10.05
2022-09-26 06:23:41,313 - matplotlib.font_manager - DEBUG - findfont: score(<Font 'DejaVu Sans Mono' (DejaVuSansMono.ttf) normal normal 400 normal>) = 10.05
2022-09-26 06:23:41,314 - matplotlib.font_manager - DEBUG - findfont: score(<Font 'DejaVu Serif' (DejaVuSerif-Italic.ttf) italic normal 400 normal>) = 11.05
2022-09-26 06:23:41,316 - matplotlib.font_manager - DEBUG - findfont: score(<Font 'STIXGeneral' (STIXGeneral.ttf) normal normal regular normal>) = 10.05
2022-09-26 06:23:41,318 - matplotlib.font_manager - DEBUG - findfont: score(<Font 'DejaVu Sans Mono' (DejaVuSansMono-BoldOblique.ttf) oblique normal 700 normal>) = 11.335
2022-09-26 06:23:41,319 - matplotlib.font_manager - DEBUG - findfont: score(<Font 'cmb10' (cmb10.ttf) normal normal 400 normal>) = 10.05
2022-09-26 06:23:41,321 - matplotlib.font_manager - DEBUG - findfont: score(<Font 'STIXGeneral' (STIXGeneralItalic.ttf) italic normal 400 normal>) = 11.05
2022-09-26 06:23:41,323 - matplotlib.font_manager - DEBUG - findfont: score(<Font 'STIXNonUnicode' (STIXNonUniBolIta.ttf) italic normal 700 normal>) = 11.335
2022-09-26 06:23:41,324 - matplotlib.font_manager - DEBUG - findfont: score(<Font 'DejaVu Serif' (DejaVuSerif-BoldItalic.ttf) italic normal 700 normal>) = 11.335
2022-09-26 06:23:41,326 - matplotlib.font_manager - DEBUG - findfont: score(<Font 'STIXSizeOneSym' (STIXSizOneSymBol.ttf) normal normal 700 normal>) = 10.335
2022-09-26 06:23:41,328 - matplotlib.font_manager - DEBUG - findfont: score(<Font 'DejaVu Serif' (DejaVuSerif-Bold.ttf) normal normal 700 normal>) = 10.335
2022-09-26 06:23:41,329 - matplotlib.font_manager - DEBUG - findfont: score(<Font 'STIXSizeTwoSym' (STIXSizTwoSymBol.ttf) normal normal 700 normal>) = 10.335
2022-09-26 06:23:41,331 - matplotlib.font_manager - DEBUG - findfont: score(<Font 'STIXSizeThreeSym' (STIXSizThreeSymBol.ttf) normal normal 700 normal>) = 10.335
2022-09-26 06:23:41,333 - matplotlib.font_manager - DEBUG - findfont: score(<Font 'STIXNonUnicode' (STIXNonUniIta.ttf) italic normal 400 normal>) = 11.05
2022-09-26 06:23:41,335 - matplotlib.font_manager - DEBUG - findfont: score(<Font 'DejaVu Sans' (DejaVuSans-BoldOblique.ttf) oblique normal 700 normal>) = 1.335
2022-09-26 06:23:41,336 - matplotlib.font_manager - DEBUG - findfont: score(<Font 'STIXSizeFourSym' (STIXSizFourSymReg.ttf) normal normal regular normal>) = 10.05
2022-09-26 06:23:41,338 - matplotlib.font_manager - DEBUG - findfont: score(<Font 'STIXGeneral' (STIXGeneralBolIta.ttf) italic normal 700 normal>) = 11.335
2022-09-26 06:23:41,340 - matplotlib.font_manager - DEBUG - findfont: score(<Font 'STIXSizeOneSym' (STIXSizOneSymReg.ttf) normal normal regular normal>) = 10.05
2022-09-26 06:23:41,341 - matplotlib.font_manager - DEBUG - findfont: score(<Font 'STIXGeneral' (STIXGeneralBol.ttf) normal normal 700 normal>) = 10.335
2022-09-26 06:23:41,343 - matplotlib.font_manager - DEBUG - findfont: score(<Font 'cmr10' (cmr10.ttf) normal normal 400 normal>) = 10.05
2022-09-26 06:23:41,344 - matplotlib.font_manager - DEBUG - findfont: score(<Font 'DejaVu Serif Display' (DejaVuSerifDisplay.ttf) normal normal 400 normal>) = 10.05
2022-09-26 06:23:41,346 - matplotlib.font_manager - DEBUG - findfont: score(<Font 'cmss10' (cmss10.ttf) normal normal 400 normal>) = 10.05
2022-09-26 06:23:41,347 - matplotlib.font_manager - DEBUG - findfont: score(<Font 'DejaVu Sans' (DejaVuSans-Bold.ttf) normal normal 700 normal>) = 0.33499999999999996
2022-09-26 06:23:41,349 - matplotlib.font_manager - DEBUG - findfont: score(<Font 'cmmi10' (cmmi10.ttf) normal normal 400 normal>) = 10.05
2022-09-26 06:23:41,350 - matplotlib.font_manager - DEBUG - findfont: score(<Font 'DejaVu Sans Mono' (DejaVuSansMono-Bold.ttf) normal normal 700 normal>) = 10.335
2022-09-26 06:23:41,352 - matplotlib.font_manager - DEBUG - findfont: score(<Font 'DejaVu Serif' (DejaVuSerif.ttf) normal normal 400 normal>) = 10.05
2022-09-26 06:23:41,354 - matplotlib.font_manager - DEBUG - findfont: score(<Font 'DejaVu Sans Display' (DejaVuSansDisplay.ttf) normal normal 400 normal>) = 10.05
2022-09-26 06:23:41,355 - matplotlib.font_manager - DEBUG - findfont: score(<Font 'STIXSizeThreeSym' (STIXSizThreeSymReg.ttf) normal normal regular normal>) = 10.05
2022-09-26 06:23:41,357 - matplotlib.font_manager - DEBUG - findfont: score(<Font 'cmtt10' (cmtt10.ttf) normal normal 400 normal>) = 10.05
2022-09-26 06:23:41,358 - matplotlib.font_manager - DEBUG - findfont: score(<Font 'STIXSizeFourSym' (STIXSizFourSymBol.ttf) normal normal 700 normal>) = 10.335
2022-09-26 06:23:41,360 - matplotlib.font_manager - DEBUG - findfont: score(<Font 'cmsy10' (cmsy10.ttf) normal normal 400 normal>) = 10.05
2022-09-26 06:23:41,361 - matplotlib.font_manager - DEBUG - findfont: score(<Font 'STIXNonUnicode' (STIXNonUniBol.ttf) normal normal 700 normal>) = 10.335
2022-09-26 06:23:41,363 - matplotlib.font_manager - DEBUG - findfont: score(<Font 'STIXSizeTwoSym' (STIXSizTwoSymReg.ttf) normal normal regular normal>) = 10.05
2022-09-26 06:23:41,365 - matplotlib.font_manager - DEBUG - findfont: score(<Font 'Liberation Mono' (LiberationMono-BoldItalic.ttf) italic normal 700 normal>) = 11.335
2022-09-26 06:23:41,366 - matplotlib.font_manager - DEBUG - findfont: score(<Font 'Liberation Sans Narrow' (LiberationSansNarrow-BoldItalic.ttf) italic normal 700 condensed>) = 11.535
2022-09-26 06:23:41,368 - matplotlib.font_manager - DEBUG - findfont: score(<Font 'Liberation Serif' (LiberationSerif-Regular.ttf) normal normal 400 normal>) = 10.05
2022-09-26 06:23:41,370 - matplotlib.font_manager - DEBUG - findfont: score(<Font 'Liberation Sans' (LiberationSans-Italic.ttf) italic normal 400 normal>) = 11.05
2022-09-26 06:23:41,372 - matplotlib.font_manager - DEBUG - findfont: score(<Font 'Liberation Mono' (LiberationMono-Regular.ttf) normal normal 400 normal>) = 10.05
2022-09-26 06:23:41,373 - matplotlib.font_manager - DEBUG - findfont: score(<Font 'Liberation Serif' (LiberationSerif-BoldItalic.ttf) italic normal 700 normal>) = 11.335
2022-09-26 06:23:41,375 - matplotlib.font_manager - DEBUG - findfont: score(<Font 'Liberation Sans Narrow' (LiberationSansNarrow-Italic.ttf) italic normal 400 condensed>) = 11.25
2022-09-26 06:23:41,377 - matplotlib.font_manager - DEBUG - findfont: score(<Font 'Liberation Sans Narrow' (LiberationSansNarrow-Regular.ttf) normal normal 400 condensed>) = 10.25
2022-09-26 06:23:41,379 - matplotlib.font_manager - DEBUG - findfont: score(<Font 'Liberation Sans Narrow' (LiberationSansNarrow-Bold.ttf) normal normal 700 condensed>) = 10.535
2022-09-26 06:23:41,381 - matplotlib.font_manager - DEBUG - findfont: score(<Font 'Liberation Serif' (LiberationSerif-Italic.ttf) italic normal 400 normal>) = 11.05
2022-09-26 06:23:41,383 - matplotlib.font_manager - DEBUG - findfont: score(<Font 'Liberation Mono' (LiberationMono-Bold.ttf) normal normal 700 normal>) = 10.335
2022-09-26 06:23:41,384 - matplotlib.font_manager - DEBUG - findfont: score(<Font 'Liberation Sans' (LiberationSans-BoldItalic.ttf) italic normal 700 normal>) = 11.335
2022-09-26 06:23:41,386 - matplotlib.font_manager - DEBUG - findfont: score(<Font 'Humor Sans' (Humor-Sans.ttf) normal normal 400 normal>) = 10.05
2022-09-26 06:23:41,388 - matplotlib.font_manager - DEBUG - findfont: score(<Font 'Liberation Mono' (LiberationMono-Italic.ttf) italic normal 400 normal>) = 11.05
2022-09-26 06:23:41,390 - matplotlib.font_manager - DEBUG - findfont: score(<Font 'Liberation Serif' (LiberationSerif-Bold.ttf) normal normal 700 normal>) = 10.335
2022-09-26 06:23:41,391 - matplotlib.font_manager - DEBUG - findfont: score(<Font 'Liberation Sans' (LiberationSans-Regular.ttf) normal normal 400 normal>) = 10.05
2022-09-26 06:23:41,393 - matplotlib.font_manager - DEBUG - findfont: score(<Font 'Liberation Sans' (LiberationSans-Bold.ttf) normal normal 700 normal>) = 10.335
2022-09-26 06:23:41,395 - matplotlib.font_manager - DEBUG - findfont: Matching sans\-serif:style=normal:variant=normal:weight=normal:stretch=normal:size=10.0 to DejaVu Sans ('/usr/local/lib/python3.7/dist-packages/matplotlib/mpl-data/fonts/ttf/DejaVuSans.ttf') with score of 0.050000.
2022-09-26 06:24:10,319 - root - INFO - DATA EXPLORATION: NUMERICAL VARIABLES:DISCRETE VARIABLE ENDS!
2022-09-26 06:24:18,207 - root - INFO - DATA EXPLORATION: CONTINUOUS VARIABLES STARTS!
2022-09-26 06:27:56,617 - root - INFO - DATA EXPLORATION: NUMERICAL VARIABLES: CONTINUOUS VARIABLES ENDS!
2022-09-26 06:27:56,619 - root - INFO - DATA EXPLORATION: NUMERICAL VARIABLES ENDS!
2022-09-26 06:28:14,181 - root - INFO - DATA EXPLORATION: CATEGORICAL VARIABLES STARTS!
2022-09-26 06:32:48,680 - root - INFO - DATA EXPLORATION: CATEGORICAL VARIABLES ENDS!
2022-09-26 06:32:53,409 - matplotlib.colorbar - DEBUG - locator: <matplotlib.colorbar._ColorbarAutoLocator object at 0x7f11daa31dd0>
2022-09-26 06:32:53,412 - matplotlib.colorbar - DEBUG - Using auto colorbar locator on colorbar
2022-09-26 06:32:53,415 - matplotlib.colorbar - DEBUG - locator: <matplotlib.colorbar._ColorbarAutoLocator object at 0x7f11daa31dd0>
2022-09-26 06:32:53,418 - matplotlib.colorbar - DEBUG - Setting pcolormesh
2022-09-26 06:33:03,982 - root - INFO - FEATURE ENGINEERING STARTS!
2022-09-26 06:33:12,543 - root - INFO - HANDLING IMBALANCED DATA STARTS!
2022-09-26 06:57:06,905 - root - INFO - HANDLING IMBALANCED DATA ENDS!
2022-09-26 06:59:17,213 - root - INFO - ENCODING CATEGORICAL VARIABLE STARTS!
2022-09-26 07:00:55,156 - root - INFO - ENCODING CATEGORICAL VARIABLE ENDS!
2022-09-26 07:01:03,576 - root - INFO - MODELING STARTS!
2022-09-26 07:02:14,236 - root - INFO - TRAIN TEST SPLIT OCCURED!
2022-09-26 07:02:24,839 - root - INFO - MODEL FITTED ON TRAINING DATA!
2022-09-26 07:02:29,571 - root - INFO - PREDICTED ON BOTH TRAIN AND TEST DATA
2022-09-26 07:02:34,941 - root - INFO - EVALUATION METRICS CALCULATED
2022-09-26 07:02:52,576 - root - INFO - TRAIN F1 SCORE=0.9994495412844037
TEST F1 SCORE=0.8269863314085227
2022-09-26 07:03:00,544 - root - INFO - SAVING THE MODEL....
2022-09-26 07:03:04,529 - root - INFO - MODEL SAVED!
2022-09-26 07:05:36,286 - root - INFO - PROJECT RUNNING ENDS!