o nÇg-_ã@sždZddlZddlZddlZddlZddlZddlZddlZej   ¡ddl Z ddl Z e  d¡ddlmZddlmZddlZddlmZGdd„dƒZdS)zÁ Name: subseasonal_plots_time_series.py Contact(s): Shannon Shields Abstract: This script is run by subseasonal_plots.py in ush/subseasonal. This script generates a time series plot. éNÚagg)Ú PlotSpecsc@s eZdZdZdd„Zdd„ZdS)Ú TimeSeriesz& Create a time series graphic c Cs4||_||_||_||_||_||_||_||_dS)aw! Initialize TimeSeries class Args: logger - logger object input_dir - path to input directory (string) output_dir - path to output directory (string) model_info_dict - model information dictionary (strings) plot_info_dict - plot information dictionary (strings) date_info_dict - date information dictionary (strings) met_info_dict - MET information dictionary (strings) logo_dir - directory with logo images (string) Returns: N)ÚloggerÚ input_dirÚ output_dirÚmodel_info_dictÚdate_info_dictÚplot_info_dictÚ met_info_dictÚlogo_dir) Úselfrrrrr r r r ©rúV/lfs/h1/ops/prod/packages/evs.v1.0.19/ush/subseasonal/subseasonal_plots_time_series.pyÚ__init__s zTimeSeries.__init__cKsn|j d¡|j d|j›¡|j d|j›¡|j d|j›¡|j d|j›¡|j d|j›¡tj   |jd¡}tj   |¡sKt  |¡|j d|›¡|j d ¡t  |j|jd |jd |jd |jd |jd|jd|jd|jd|jd|jd¡ \‰‰‡fdd„ttˆƒƒDƒ}‡fdd„ttˆƒƒDƒ}|jd dkr|j dd  |¡dd|jd›ddd  |¡¡tˆƒdkr t tj |jd |jd d¡tj |jd |jdd¡tjt|jdƒdtjt|jdƒd¡ tj¡}nlˆ}ni|jd d krw|j d!d  |¡dd|jd›dd"d  |¡¡tˆƒdkrut tj |jd |jdd¡tj |jd |jdd¡tjt|jdƒdtjt|jdƒd¡ tj¡}nˆ}|j d#|j›¡t  |j|j|j|j|j|jd$|jd%|jd&|jd'|jd(|jd)|jd*|jd+|jd,|jd-|jd.|jd ||t|jdƒ¡}|j d/|jd0›dd1|jd*›¡|jd0d2krt  |j||jd*d3¡\}}t  |j||jd*d4¡\}} nt  |j||jd*|jd0¡\}}|jd5d6kr°|j d7¡tj |¡} tj | ¡}|jtj d8}|j! "d¡ #¡ $¡} | D]$} |  !| ¡} || d9d9…f|j%| <|j%|  &|j%|  '¡¡j(|j%| <q?|jd0d2kr°tj | ¡}tj |¡} | jtj d8} |j! "d¡ #¡ $¡} | D]$} |  !| ¡} | | d9d9…f|j%| <|j%|  &|j%|  '¡¡j(|j%| <q‹|j d:¡t)|jd;ƒ}| *¡d<}t|ƒ|krÌd=}ntt|ƒ|ƒ}t|d=|d +¡ƒ}tj tj ¡}tj tj ¡}| ,|jd0¡}|d>j( d?¡ $¡}t #|¡}t -|t &|d@k¡¡}t|ƒd=kr#|j .dA¡t/ 0d=¡nt|ƒdkr3|j 1dB¡dCg}| 2|j|j|d¡}dD}tj   |j3dE¡}tj   |¡rkdF}t4j5 6|¡}| 7dG|j8d|j8d=t9j:dH¡\}}}dD}tj   |j3dI¡}tj   |¡r˜dF}t4j5 6|¡} | 7dJ|j8d|j8d=t9j:dH¡\}!}"}#| ;||j|j¡}$|j dK|jd0›d¡t9j|jd  ?¡dM¡|& @|d|dNg¡|& A|d9d9|…¡|dOkr |&jB CtD EdP¡¡t|ƒdQkr|&jB FtD G¡¡n*|&jB FtD H¡¡n!|&jB CtD EdR¡¡t|ƒdSkr&|&jB FtD H¡¡n|&jB FtD I¡¡|& J|¡|% K|¡|rJ|%jL|||d=|#dT}'|' MdF¡|rW|%jL| |!|"d=|#dT}(| N¡})|j! "d¡ #¡ $¡} dD}*| D]} |  OdU¡d}+|  OdU¡d=},|  OdU¡dV}-|j|+dW}.|j%| }/|,tP|) Q¡ƒvr›|)|,}0n|)|+}0tj |/¡}1t|1ƒtj R|1¡}2tj Stj T|1¡|¡}3|jd0d2krâ|j%| }4tj |4¡}5t|5ƒtj R|5¡}6tj Stj T|5¡|¡}7|2dkrh|j dX|+›dY|,›ddZ|-›¡|jd*d[vrd\}8|/}9|jd0d2kr|4}:nd]}8|j%| }9|jd0d2kr$|j%| }:|jd0d2krGt  U|j|8|jd*d3|9¡};t  U|j|8|jd*d4|:¡}ntWtX||&jYtj Z|3¡tj Z|1¡|0da|0db|0dc|0dd|0de|-d|=dt|2ƒdfttP|j Q¡ƒƒ|  !| ¡dgdh |1 [¡|ksÙtj \|¡rÝ|1 [¡}|1 ]¡|ksëtj \|¡rï|1 ]¡}|jd0d2krf|*sf|6dkrf|j di|+›dY|,›ddZ|-›¡|)dj}?|&jYtj Z|7¡tj Z|5¡|?da|?db|?dc|?dd|?dedk|>dt|6ƒdfdgdh |5 [¡|ksNtj \|¡rR|5 [¡}|5 ]¡|ks`tj \|¡rd|5 ]¡}dF}*qi|j 1|+›dY|,›ddZ|-›dl¡qi|& ^¡d}@|& ^¡dN}A|& ^¡d=|& ^¡d}B|jd0dmvrŸdn}Cn|B}Ctj \|¡r«|@}Dn |jd0dmvr»tX|d=ƒ|C}Dn|@}D|D|krË|D|C}D|D|ksÂtj \|¡rÕ|A}En|jd0dmvràd=}En|A|C}E|E|krò|E|C}E|E|ksé|& _t |D|E|C|C¡¡|& `|D|Eg¡t|&jaƒdkrŸ|&jb|jcd|jcd=f|jd|je|jfdo}Ft9 g¡|&jh i¡}G|F j¡}H|G k|Hjl|Hjmf|Hjn|Hjofg¡}I|Id=d=}J||JkrŸ||JkrŸ|D|C}D|& _t |D|E|C|C¡¡|& `|D|Eg¡|&jb|jcd|jcd=f|jd|je|jfdo}Ft9 g¡|&jh i¡}G|F j¡}H|G k|Hjl|Hjmf|Hjn|Hjofg¡}I|Id=d=}J||JksM|j dp|$¡t9 p|$¡t9 q¡t9 rdq¡d9S)rzT! Create the time series graphic Args: Returns: zCreating time series...zInput directory: zOutput directory: zModel information dictionary: zDate information dictionary: zPlot information dictionary: ÚimageszPlots will be in: z#Creating valid and init date arraysÚ date_typeÚ start_dateÚend_dateÚvalid_hr_startÚ valid_hr_endÚ valid_hr_incÚ init_hr_startÚ init_hr_endÚ init_hr_incÚ forecast_hourcóg|] }ˆ| d¡‘qS©z %Y%m%d_%H%M%S©Ústrftime©Ú.0Úd)Ú valid_datesrrÚ [óÿz/TimeSeries.make_time_series..crrrr )Ú init_datesrrr$]r%ÚVALIDz9Based on date information, plot will display valid dates z, ú zfor forecast hour zwith initialization dates rz%Y%m%d%H)ÚhoursÚINITzBBased on date information, plot will display initialization dates zwith valid dates z!Reading in model stat files from Ú fcst_var_nameÚfcst_var_levelÚfcst_var_threshÚ obs_var_nameÚ obs_var_levelÚobs_var_threshÚ line_typeÚgridÚvx_maskÚ interp_methodÚ interp_pointszCalculating statistic Ústatzfrom line type Ú FBAR_OBARÚFBARÚOBARÚevent_equalizationZYESzDoing event equalization)Ú fill_valueNzDoing plot set upÚ time_seriesééÚ FCST_UNITSÚstrÚnanzFATAL ERROR, DIFFERING UNITSzEmpty dataframeÚFznoaa.pngTÚleftz figure.dpiznws.pngÚrightzCreating plot for )Úfigsizez Dateéÿÿÿÿi€Qz %d%b%Y %HZé z%d%b%Yé<)ÚzorderÚalphaú/éÚobs_namez Plotting z - z- )ÚCNTÚGRADÚCTSÚNBRCTSÚNBRCNTÚVCNTÚmeanÚ aggregationz.2féz.3fÚcolorÚ linestyleÚ linewidthÚmarkerÚ markersizez daysé)rWrXrYÚfmtr[ÚlabelrIzPlotting observation mean from Úobszobs z has no points)ÚACCgš™™™™™¹?)Úbbox_to_anchorÚlocÚncolÚfontsizezSaving image as Úall)srÚinfoÚdebugrrrr r ÚosÚpathÚjoinÚexistsÚmakedirsÚsub_utilÚget_plot_datesÚrangeÚlenÚnpÚarangeÚdatetimeÚstrptimeÚ timedeltaÚintÚastypeÚbuild_dfr r@Úcalculate_statÚmaÚmasked_invalidÚ mask_colsÚfilledrAÚindexÚget_level_valuesÚuniqueÚtolistrbÚwhereÚnotnaÚvaluesrÚ set_up_plotÚ total_secondsÚget_stat_plot_nameÚdeleteÚerrorÚsysÚexitÚwarningÚget_plot_titler Ú matplotlibÚimageÚimreadÚget_logo_locationÚfig_sizeÚpltÚrcParamsÚget_savefig_nameÚsubplotsr2Ú set_xlabelÚtitleÚset_xlimÚ set_xticksÚxaxisÚset_major_formatterÚmdÚ DateFormatterÚset_minor_locatorÚ HourLocatorÚ DayLocatorÚ MonthLocatorÚ set_ylabelÚsuptitleÚfigimageÚ set_visibleÚget_model_plot_settingsÚsplitÚlistÚkeysÚ count_maskedÚ masked_whereÚgetmaskÚcalculate_averageÚabsÚformatÚroundÚ plot_dateÚ compressedÚminÚ is_maskedÚmaxÚ get_yticksÚ set_yticksÚset_ylimÚlinesÚlegendÚ legend_bboxÚ legend_locÚ legend_ncolÚlegend_font_sizeÚdrawÚ transDataÚinvertedÚget_window_extentÚ transformÚx0Úy0Úx1Úy1ÚsavefigÚclfÚclose)Kr Zoutput_image_dirÚformat_valid_datesZformat_init_datesÚ plot_datesÚ all_model_dfÚstat_dfÚ stat_arrayZ obar_stat_dfZobar_stat_arrayZmasked_stat_arrayZmodel_idx_listÚ model_idxZ model_idx_numZmasked_obar_stat_arrayZ plot_specs_tsZn_xticksZ xtick_intvlZ date_intvlZstat_minZstat_maxÚstat_plot_nameZ fcst_unitsÚ plot_titleZplot_left_logoZplot_left_logo_pathZleft_logo_img_arrayZleft_logo_xpixel_locZleft_logo_ypixel_locZleft_logo_alphaZplot_right_logoZplot_right_logo_pathZright_logo_img_arrayZright_logo_xpixel_locZright_logo_ypixel_locZright_logo_alphaÚ image_nameÚfigÚaxZ left_logo_imgZright_logo_imgÚmodel_plot_settings_dictZ obs_plottedÚ model_numÚmodel_num_nameZmodel_num_plot_nameZmodel_num_obs_nameZmodel_num_dataZmodel_num_plot_settings_dictZmasked_model_num_dataZmodel_num_nptsZmasked_plot_datesZobar_model_num_dataZobar_masked_model_num_dataZobar_model_num_nptsZobar_masked_plot_datesZ avg_methodZ calc_avg_dfZobar_calc_avg_dfZ model_num_avgZobar_model_num_avgZmodel_num_avg_labelZobar_model_num_avg_labelZobs_plot_settings_dictZpreset_y_axis_tick_minZpreset_y_axis_tick_maxZpreset_y_axis_tick_incZy_axis_tick_incZ y_axis_minZ y_axis_maxr»ÚinvZ legend_boxZlegend_box_invZlegend_box_inv_y1r)r&r#rÚmake_time_series7sÄ ÿÿÿ   õ ÿ  ÿÿÿþýüûÿýÿý ÿû ÿòïþþýüûúÿýÿý ÿû ÿòï  ðÿþ þþ   ÿ   ÿ ý  ÿ ÿ  ÿ ý  ÿ    þÿ þÿÿ þÿ ÿ ÿ    þ þÿ  ÿÿ  ÿÿ ÿ ÿ ÿÿ ÿ ÿ€  ýý ý ÿ ÿ ÿ ÿ  ÿÿÿÿö ÿ ÿÿþÿ   ÿÿö ÿ ÿ€  ÿ    ÿ  ÿÿÿû   ÿÿ   þÿÿû   ÿÿ  ê zTimeSeries.make_time_seriesN)Ú__name__Ú __module__Ú __qualname__Ú__doc__rrÛrrrrrs r)rßrŠrhÚloggingrsÚglobÚ subprocessÚpandasÚpdÚplottingÚ deregister_matplotlib_convertersÚnumpyrqrŽÚuseÚmatplotlib.pyplotÚpyplotr“Úmatplotlib.datesÚdatesrÚsubseasonal_utilrmÚsubseasonal_plots_specsrrrrrrÚs"