Top scoring players through most of week 17 (excluding Mon night)¶

nbviewer: https://nbviewer.org/github/joeeoj/fantasy-football/blob/main/top_scores_by_week.ipynb

In [1]:

import glob

import altair as alt
import pandas as pd

In [2]:

lineups = pd.concat([pd.read_csv(f) for f in glob.glob('data/lineups_week_*.csv')]).sort_values('points', ascending=False)
lineups['points_diff'] = lineups['points'] - lineups['projected_points']

cols = ['week', 'player_name', 'pos', 'team', 'fantasy_team_name', 'opponent_team_name', 'projected_points', 'points']
top_ten = lineups[cols].head(10)

top_ten

Out[2]:

	week	player_name	pos	team	fantasy_team_name	opponent_team_name	projected_points	points
128	11	Jonathan Taylor	RB	IND	Elite starts with Eli	Raiders Are Good	15.67	51.90
37	17	Ja'Marr Chase	WR	CIN	Federal Way Yu	Fully Maccinated	12.45	50.10
47	2	Derrick Henry	RB	TEN	Montana 13 Washington 7	Ceedee's Nuts!	17.68	44.70
109	5	Justin Herbert	QB	LAC	Herb Your Enthusiasm	Fully Maccinated	19.21	42.82
2	4	Tyreek Hill	WR	KC	Federal Way Yu	Raiders Are Good	15.08	42.10
96	5	Lamar Jackson	QB	BAL	Fully Maccinated	Herb Your Enthusiasm	22.68	41.88
162	12	Leonard Fournette	RB	TB	Seattle Fantasy Team	Elite starts with Eli	13.71	40.60
108	2	Aaron Jones	RB	GB	Rippin' Swigs	Spenny Willy	15.46	38.50
159	11	Austin Ekeler	RB	LAC	Seattle Fantasy Team	Spenny Willy	16.58	38.50
34	16	Joe Burrow	QB	CIN	Elite starts with Eli	Fully Maccinated	16.33	38.10

In [3]:

most_for = alt.Chart(top_ten).mark_bar().encode(x='sum(points)', y='fantasy_team_name').properties(title='Most points for an owner out of the top ten players per week')
most_for

Out[3]:

In [4]:

most_against = alt.Chart(top_ten).mark_bar().encode(x='sum(points)', y='opponent_team_name').properties(title='Most points AGAINST an owner out of the top ten players per week')
most_against

Out[4]:

top 10 outperformers¶

In [5]:

lineups[cols + ['points_diff'] + ['current_position']].sort_values(by='points_diff', ascending=False).head(10)

Out[5]:

	week	player_name	pos	team	fantasy_team_name	opponent_team_name	projected_points	points	points_diff	current_position
37	17	Ja'Marr Chase	WR	CIN	Federal Way Yu	Fully Maccinated	12.45	50.10	37.65	WR
128	11	Jonathan Taylor	RB	IND	Elite starts with Eli	Raiders Are Good	15.67	51.90	36.23	RB
40	9	James Conner	RB	ARI	Herb Your Enthusiasm	Rippin' Swigs	9.11	37.80	28.69	RB
47	2	Derrick Henry	RB	TEN	Montana 13 Washington 7	Ceedee's Nuts!	17.68	44.70	27.02	RB
2	4	Tyreek Hill	WR	KC	Federal Way Yu	Raiders Are Good	15.08	42.10	27.02	WR
162	12	Leonard Fournette	RB	TB	Seattle Fantasy Team	Elite starts with Eli	13.71	40.60	26.89	RB
80	16	Tee Higgins	WR	CIN	Montana 13 Washington 7	Raiders Are Good	10.54	37.40	26.86	WR
20	5	Mark Andrews	TE	BAL	Federal Way Yu	Spenny Willy	9.53	36.20	26.67	TE
96	13	George Kittle	TE	SF	Rippin' Swigs	Spenny Willy	10.85	35.10	24.25	TE
109	5	Justin Herbert	QB	LAC	Herb Your Enthusiasm	Fully Maccinated	19.21	42.82	23.61	BE

top 10 underperformers¶

excluding benched players

In [6]:

not_benched = (lineups['current_position'] != 'BE')
lineups[not_benched][cols + ['points_diff']].sort_values(by='points_diff', ascending=True).head(10)

Out[6]:

	week	player_name	pos	team	fantasy_team_name	opponent_team_name	projected_points	points	points_diff
48	14	Lamar Jackson	QB	BAL	Fully Maccinated	Raiders Are Good	22.21	1.18	-21.03
1	11	Dak Prescott	QB	DAL	Team Daktus Jack	Federal Way Yu	21.80	2.64	-19.16
17	7	Patrick Mahomes	QB	KC	Federal Way Yu	Elite starts with Eli	26.15	7.74	-18.41
32	3	Christian McCaffrey	RB	CAR	Fully Maccinated	Raiders Are Good	22.88	5.00	-17.88
157	10	Matt Ryan	QB	ATL	Seattle Fantasy Team	Ceedee's Nuts!	17.73	0.68	-17.05
178	1	Ryan Fitzpatrick	QB	WSH	Seattle Fantasy Team	Elite starts with Eli	17.67	0.72	-16.95
0	9	Josh Allen	QB	BUF	Scooty Lewis and the News	Federal Way Yu	26.30	9.56	-16.74
59	2	Tua Tagovailoa	QB	MIA	Montana 13 Washington 7	Ceedee's Nuts!	16.33	0.52	-15.81
32	12	Christian McCaffrey	RB	CAR	Fully Maccinated	Team Daktus Jack	19.06	3.50	-15.56
35	12	Lamar Jackson	QB	BAL	Fully Maccinated	Team Daktus Jack	24.84	9.40	-15.44