Update app.py

app.py

@@ -715,9 +715,32 @@ pitcher_test_df = pitcher_test_df.set_index('pitcher_id')
 batter_dict = batter_test_df['batter'].to_dict()
 pitcher_dict = pitcher_test_df['pitcher'].to_dict()
 
+
+plot_dict_small_all_input = {
+'k_percent':'k_percent',
+'bb_percent':'bb_percent',
+'bb_minus_k_percent':'bb_minus_k_percent',
+'csw_percent':'csw_percent',
+'woba_percent':'woba_percent',
+'launch_speed':'launch_speed',
+'launch_speed_90':'launch_speed_90',
+'hard_hit_percent':'hard_hit_percent',
+'sweet_spot_percent':'sweet_spot_percent',
+'launch_angle':'launch_angle',
+'zone_percent':'zone_percent',
+'barrel_percent':'barrel_percent',
+'swing_percent':'swing_percent',
+'whiff_rate':'whiff_rate',
+'swstr_rate':'swstr_rate',
+'zone_swing_percent':'zone_swing_percent',
+'zone_contact_percent':'zone_contact_percent',
+'chase_percent':'chase_percent',
+'chase_contact':'chase_contact',}
+
 level_dict = {'MLB':'MLB','AAA':'AAA','AA':'AA','A+':'A+','A':'A'}
 level_dict_pitch = {'MLB':'MLB','AAA':'AAA','AA':'AA','A+':'A+','A':'A'}
 
+
 plot_dict_small_all = {
 'k':'k_percent',
 'bb':'bb_percent',
@@ -739,31 +762,11 @@ plot_dict_small_all = {
 'chase_percent':'chase_percent',
 'chase_contact':'chase_contact',}
 
-plot_dict_small_all_input = {
-'k_percent':'k_percent',
-'bb_percent':'bb_percent',
-'bb_minus_k_percent':'bb_minus_k_percent',
-'csw_percent':'csw_percent',
-'woba_percent':'woba_percent',
-'launch_speed':'launch_speed',
-'launch_speed_90':'launch_speed_90',
-'hard_hit_percent':'hard_hit_percent',
-'sweet_spot_percent':'sweet_spot_percent',
-'launch_angle':'launch_angle',
-'zone_percent':'zone_percent',
-'barrel_percent':'barrel_percent',
-'swing_percent':'swing_percent',
-'whiff_rate':'whiff_rate',
-'swstr_rate':'swstr_rate',
-'zone_swing_percent':'zone_swing_percent',
-'zone_contact_percent':'zone_contact_percent',
-'chase_percent':'chase_percent',
-'chase_contact':'chase_contact',}
 
 plot_dict_small_this_one = {
 'k_percent':'K%',
 'bb_percent':'BB%',
-'bb_minus_k_percent':'BB-K%',
+'bb_minus_k_percent':'BB%-K%',
 'csw_percent':'CSW%',
 'woba_percent':'wOBA',
 'launch_speed':'Exit Velocity',
@@ -780,16 +783,50 @@ plot_dict_small_this_one = {
 'zone_contact_percent':'Z-Contact%',
 'chase_percent':'O-Swing%',
 'chase_contact':'O-Contact%',}
-def decimal_format_assign(x):
-    if x['decimal_format'] == 'percent_1':
-        return '{:,.1%}'
-    if x['decimal_format'] == 'string_3':
-        return '{:,.3f}'
-    if x['decimal_format'] == 'string_0':
-        return '{:,.0f}'
-    if x['decimal_format'] == 'string_1':
-        return '{:,.1f}'
-    
+
+
+plot_dict_small = {
+'k':'K%',
+'bb':'BB%',
+'bb_minus_k':'BB%-K%',
+'csw':'CSW%',
+'woba':'wOBA',
+'launch_speed':'Exit Velocity',
+'launch_speed_90':'90th Percentile Exit Velocity',
+'hard_hit':'HardHit%',
+'sweet_spot':'SweetSpot%',
+'launch_angle':'Launch Angle',
+'zone_percent':'Zone%',
+'barrel':'Barrel%',
+'swing_percent':'Swing%',
+'whiff_percent':'Whiff%',
+'sw_str':'SwStr%',
+'zone_swing':'Z-Swing%',
+'zone_contact':'Z-Contact%',
+'chase_percent':'O-Swing%',
+'chase_contact':'O-Contact%',}
+
+plot_dict_small_pitch = {
+'k':'K%',
+'bb':'BB%',
+'bb_minus_k':'BB%-K%',
+'csw':'CSW%',
+'woba':'wOBA',
+'launch_speed':'Exit Velocity',
+'launch_speed_90':'90th Percentile Exit Velocity',
+'hard_hit':'HardHit%',
+'sweet_spot':'SweetSpot%',
+'launch_angle':'Launch Angle',
+'zone_percent':'Zone%',
+'barrel':'Barrel%',
+'swing_percent':'Swing%',
+'whiff_percent':'Whiff%',
+'sw_str':'SwStr%',
+'zone_swing':'Z-Swing%',
+'zone_contact':'Z-Contact%',
+'chase_percent':'O-Swing%',
+'chase_contact':'O-Contact%',}
+
 plot_dict_small_this_format = {
 'k_percent':'{:,.1%}',
 'bb_percent':'{:,.1%}',
@@ -832,50 +869,31 @@ plot_dict_small_this_format_diff = {
 'chase_percent':'{0:+.1%}',
 'chase_contact':'{0:+.1%}',}
 
+plot_dict_small_this_format_sorted = {
+'k_percent':False,
+'bb_percent':True,
+'bb_minus_k_percent':True,
+'csw_percent':False,
+'woba_percent':True,
+'launch_speed':True,
+'launch_speed_90':True,
+'hard_hit_percent':True,
+'sweet_spot_percent':True,
+'launch_angle':True,
+'zone_percent':False,
+'barrel_percent':True,
+'swing_percent':True,
+'whiff_rate':False,
+'swstr_rate':False,
+'zone_swing_percent':False,
+'zone_contact_percent':True,
+'chase_percent':False,
+'chase_contact':True,}
 
-plot_dict_small = {
-'k':'K%',
-'bb':'BB%',
-'bb_minus_k':'BB-K%',
-'csw':'CSW%',
-'woba':'wOBA',
-'launch_speed':'Exit Velocity',
-'launch_speed_90':'90th Percentile Exit Velocity',
-'hard_hit':'HardHit%',
-'sweet_spot':'SweetSpot%',
-'launch_angle':'Launch Angle',
-'zone_percent':'Zone%',
-'barrel':'Barrel%',
-'swing_percent':'Swing%',
-'whiff_rate':'Whiff%',
-'swstr_rate':'SwStr%',
-'zone_swing':'Z-Swing%',
-'zone_contact':'Z-Contact%',
-'chase_percent':'O-Swing%',
-'chase_contact':'O-Contact%',}
 
 
-plot_dict_small_pitch = {
-'k':'K%',
-'bb':'BB%',
-'bb_minus_k':'K-BB%',
-'csw':'CSW%',
-'woba':'wOBA',
-'launch_speed':'Exit Velocity',
-'launch_speed_90':'90th Percentile Exit Velocity',
-'hard_hit':'HardHit%',
-'sweet_spot':'SweetSpot%',
-'launch_angle':'Launch Angle',
-'zone_percent':'Zone%',
-'barrel':'Barrel%',
-'swing_percent':'Swing%',
-'whiff_rate':'Whiff%',
-'sw_str':'SwStr%',
-'zone_swing':'Z-Swing%',
-'zone_contact':'Z-Contact%',
-'chase_percent':'O-Swing%',
-'chase_contact':'O-Contact%',}
-
+team_list = ['All'] + sorted(list(exit_velo_df_codes_summ_batter.parent_org_abb.unique()))
+sort_list = ['Season Stat','Timeframe Stat','Difference']
 team_list = ['All'] + sorted(list(exit_velo_df_codes_summ_batter.parent_org_abb.unique()))
 sort_list = ['Season Stat','Timeframe Stat','Difference']
 
@@ -906,11 +924,11 @@ app_ui = ui.page_fluid(ui.layout_sidebar(
                          ui.input_select("level_id", "Select Level",level_dict,width=1,multiple=True,selected='MLB',selectize=True),
                          ui.input_select("team_id", "Select Team",team_list,width=1,size=1,multiple=True,selected='All',selectize=True),
                          ui.input_select("sort_id", "Sort By",sort_list,width=1,size=1,selected='Timeframe Stat'),
-                         ui.input_numeric("n", "Minimum PA", value=50),
-                         ui.input_switch("sort_order", "Ascending?")),
-                         
+                                   ui.input_numeric("n", "Minimum PA", value=50),
+                         ui.input_numeric("n_top", "Show top 'n'", value=0),
+                         ui.input_switch("sort_order", "Ascending?"),),
         ui.panel_main(ui.tags.h2("Batter Season Average vs Timeframe Average"),
-            ui.tags.h6("Created By: @TJStats,     Data: MLB"),
+                      ui.tags.h6("Created By: @TJStats,     Data: MLB"),
             ui.output_text("txt"),
                     ui.output_table("result")),
         ))
@@ -1051,14 +1069,10 @@ def server(input, output, session):
         print(plot_dict_small_all_input[input.stat_id()])
         exit_velo_df_codes_summ_time['Difference'] = exit_velo_df_codes_summ_time[input.stat_id()+'_time'] - exit_velo_df_codes_summ_time[input.stat_id()]
 
-        # format_column = decimal_format_assign(pitcher_dict_stat[plot_dict_small_all[input.stat_id()]])
-
-
+        # print(format_column)
         format_column = plot_dict_small_this_format[input.stat_id()]
         format_column_diff = plot_dict_small_this_format_diff[input.stat_id()]
-        # print(format_column)
-
-
+        print('Difference',format_column)
 
 
         if input.sort_id() == 'Difference':
@@ -1098,14 +1112,67 @@ def server(input, output, session):
         #                                     })
 
 
-        exit_velo_df_codes_summ_time[plot_dict_small_this_one[input.stat_id()]] = exit_velo_df_codes_summ_time[plot_dict_small_this_one[input.stat_id()]].map(format_column.format)
-        exit_velo_df_codes_summ_time[plot_dict_small_this_one[input.stat_id()]+' Since'] =    exit_velo_df_codes_summ_time[plot_dict_small_this_one[input.stat_id()]+' Since'].map(format_column.format)
-        exit_velo_df_codes_summ_time['Difference'] = exit_velo_df_codes_summ_time['Difference'].map(format_column_diff.format)
-
-        return exit_velo_df_codes_summ_time[['Rank','Batter ID','Batter','Team','Level','PA',plot_dict_small_this_one[input.stat_id()],
+        # exit_velo_df_codes_summ_time[plot_dict_small_this_one[input.stat_id()]] = exit_velo_df_codes_summ_time[plot_dict_small_this_one[input.stat_id()]].map(format_column.format)
+        # exit_velo_df_codes_summ_time[plot_dict_small_this_one[input.stat_id()]+' Since'] =    exit_velo_df_codes_summ_time[plot_dict_small_this_one[input.stat_id()]+' Since'].map(format_column.format)
+        # exit_velo_df_codes_summ_time['Difference'] = exit_velo_df_codes_summ_time['Difference'].map(format_column_diff.format)
+        exit_velo_df_codes_summ_time_style_setting = exit_velo_df_codes_summ_time[['Rank','Batter ID','Batter','Team','Level','PA',plot_dict_small_this_one[input.stat_id()],
                                              'PA Since',plot_dict_small_this_one[input.stat_id()]+' Since',
                                              'Difference']]
 
+        df_min_max =  exit_velo_df_codes_summ_time_style_setting.copy()
+
+        if int(input.n_top()) > 0:
+            exit_velo_df_codes_summ_time_style_setting  = exit_velo_df_codes_summ_time_style_setting.head(int(input.n_top()))
+
+        # exit_velo_df_codes_summ_time_style  = exit_velo_df_codes_summ_time[['Rank','Pitcher ID','Pitcher','Team','Level','PA',plot_dict_small_this_one[input.stat_id()],
+        #                                      'PA Since',plot_dict_small_this_one[input.stat_id()]+' Since',
+        #                                      'Difference']]
+
+        #exit_velo_df_codes_summ_time_style = exit_velo_df_codes_summ_time.copy()
+
+        exit_velo_df_codes_summ_time_style_set = exit_velo_df_codes_summ_time_style_setting.style.set_properties(**{'border': '1 px'},overwrite=False).set_table_styles([{
+                    'selector': 'caption',
+                    'props': [
+                        ('color', ''),
+                        ('fontname', 'Century Gothic'),
+                        ('font-size', '16px'),
+                        ('font-style', 'italic'),
+                        ('font-weight', ''),
+                        ('text-align', 'centre'),
+                        ]
+
+                        },{'selector' :'th', 'props':[('text-align', 'center'),('Height','24px'),('border', '1 px black solid !important')]},{'selector' :'td', 'props':[('text-align', 'center'),('font-size', '16px')]}],overwrite=False).set_table_styles(
+                    [{'selector': 'tr', 'props': [('line-height', '1px')]}],overwrite=False).set_properties(
+                    **{'Height': '28px'},**{'text-align': 'center'},overwrite=False).hide_index().format(
+                        {
+                            plot_dict_small_this_one[input.stat_id()]: format_column,
+                            plot_dict_small_this_one[input.stat_id()]+' Since': format_column,
+                            "Difference":format_column_diff,
+                        })
+            
+        if plot_dict_small_this_format_sorted[input.stat_id()]:
+            cmap_sum = matplotlib.colors.LinearSegmentedColormap.from_list("", ["#4285f4","#FFFFFF","#F0E442"])
+
+        else:
+            cmap_sum = matplotlib.colors.LinearSegmentedColormap.from_list("", ["#F0E442","#FFFFFF","#4285f4"])            
+        
+        
+        exit_velo_df_codes_summ_time_style_set = exit_velo_df_codes_summ_time_style_set.background_gradient(cmap=cmap_sum,subset = ((list(exit_velo_df_codes_summ_time_style_set.index[:]),exit_velo_df_codes_summ_time_style_set.columns[-1])),vmin=df_min_max[df_min_max.columns[-1]].min(),vmax=df_min_max[df_min_max.columns[-1]].max())
+        exit_velo_df_codes_summ_time_style_set = exit_velo_df_codes_summ_time_style_set.background_gradient(cmap=cmap_sum,subset = ((list(exit_velo_df_codes_summ_time_style_set.index[:]),exit_velo_df_codes_summ_time_style_set.columns[-2])),vmin=df_min_max[df_min_max.columns[-2]].min(),vmax=df_min_max[df_min_max.columns[-2]].max())
+        exit_velo_df_codes_summ_time_style_set = exit_velo_df_codes_summ_time_style_set.background_gradient(cmap=cmap_sum,subset = ((list(exit_velo_df_codes_summ_time_style_set.index[:]),exit_velo_df_codes_summ_time_style_set.columns[-4])),vmin=df_min_max[df_min_max.columns[-4]].min(),vmax=df_min_max[df_min_max.columns[-4]].max())
+
+        exit_velo_df_codes_summ_time_style_set = exit_velo_df_codes_summ_time_style_set.set_properties(
+            **{'border': '1px black solid !important'},subset = ((list(exit_velo_df_codes_summ_time_style_set.index[:-1]),exit_velo_df_codes_summ_time_style_set.columns[:]))).set_properties(
+            #**{'font-weight': 'bold'},subset = ((list(exit_velo_df_codes_summ_time_style.index[:]),exit_velo_df_codes_summ_time_style.columns[:4]))).set_properties(
+            **{'min-width':'100px'},subset = ((list(exit_velo_df_codes_summ_time_style_set.index[:-1]),exit_velo_df_codes_summ_time_style_set.columns[1])),overwrite=False).set_properties(
+            **{'min-width':'150px'},subset = ((list(exit_velo_df_codes_summ_time_style_set.index[:-1]),exit_velo_df_codes_summ_time_style_set.columns[2])),overwrite=False).set_properties(
+            **{'min-width':'85px'},subset = ((list(exit_velo_df_codes_summ_time_style_set.index[:-1]),exit_velo_df_codes_summ_time_style_set.columns[3:])),overwrite=False).set_properties(
+            **{'border': '1px black solid !important'},subset = ((list(exit_velo_df_codes_summ_time_style_set.index[:]),exit_velo_df_codes_summ_time_style_set.columns[:])))
+        
+
+
+        return exit_velo_df_codes_summ_time_style_set
+
     # @output
     # @render.plot(alt="A histogram")
     # def plot_pitch():