Analyzing the Game of Survivor -- Inferential Model of Sentiment for Reddit Posts (4)¶
Welcome back, to the fourth installment of the Survivor analysis series! My last post began to investigate the [sentiment of Reddit comments for particular contestants and episodes]. The next step is to build a linear model to predict this sentiment, using the contestant episode combinations and other variables as independent variables. This will be inferrential in nature -- to show a statistically significant preference (or dislike) towards particular players.
In thisinstallment of the series, I will continue to digging into some of the Reddit data that I had collected via the Pushift.io API. For more information on how this data was collected, please check out the [first article in this series], where I describe the ETL process for the Pushift (as well as other!) data. Also, we will be looking at the sentiment calculated in the [previous article in this series]. Without further ado, let's jump in!
Jumping In -- Calculating Sentiment and Fitting a Model¶
The first step is to catch up to where we were in the last installment! To do this, we will run the sentiment feature creating functions.
For our purposes, we will start with predicting the sentence_sentiment
.
import os
from sqlalchemy import create_engine
import pandas as pd
import numpy as np
import statsmodels.api as sm
from IPython.display import HTML, display
from plotly.express import scatter
from textblob import TextBlob
import statsmodels.api as sm
pd.options.display.max_columns = 300
pg_un, pg_pw, pg_ip, pg_port = [os.getenv(x) for x in ['PG_UN', 'PG_PW', 'PG_IP', 'PG_PORT']]
def pg_uri(un, pw, ip, port):
return f'postgresql://{un}:{pw}@{ip}:{port}'
eng = create_engine(pg_uri(pg_un, pg_pw, pg_ip, pg_port))
sql = '''
WITH contestants_to_seasons AS (
SELECT c.contestant_id, c.first_name,
c.last_name, cs.contestant_season_id, c.sex,
cs.season_id, occupation, location, age, placement,
days_lasted, votes_against,
med_evac, quit, individual_wins, attempt_number,
tribe_0, tribe_1, tribe_2, tribe_3, alliance_0,
alliance_1, alliance_2,
challenge_wins, challenge_appearances, sitout,
voted_for_bootee, votes_against_player, character_id,
r.role, r.description,
total_number_of_votes_in_episode, tribal_council_appearances,
votes_at_council, number_of_jury_votes, total_number_of_jury_votes,
number_of_days_spent_in_episode, days_in_exile,
individual_reward_challenge_appearances, individual_reward_challenge_wins,
individual_immunity_challenge_appearances, individual_immunity_challenge_wins,
tribal_reward_challenge_appearances, tribal_reward_challenge_wins,
tribal_immunity_challenge_appearances, tribal_immunity_challenge_wins,
tribal_reward_challenge_second_of_three_place, tribal_immunity_challenge_second_of_three_place,
fire_immunity_challenge, tribal_immunity_challenge_third_place, episode_id
FROM survivor.contestant c
RIGHT JOIN survivor.contestant_season cs
ON c.contestant_id = cs.contestant_id
JOIN survivor.episode_performance_stats eps
ON eps.contestant_id = cs.contestant_season_id
JOIN survivor.role r
ON cs.character_id = r.role_id
), matched_exact AS
(
SELECT reddit.*, c.*
FROM survivor.reddit_comments reddit
JOIN contestants_to_seasons c
ON (POSITION(c.first_name IN reddit.body) > 0
OR POSITION(c.last_name IN reddit.body) > 0)
AND c.season_id = reddit.within_season
AND c.episode_id = reddit.most_recent_episode
WHERE within_season IS NOT NULL
)
SELECT *
FROM matched_exact m
'''
reddit_df = pd.read_sql(sql, eng)
ep_df = pd.read_sql('SELECT * FROM survivor.episode', eng)
season_to_name = pd.read_sql('SELECT season_id, name AS season_name FROM survivor.season', eng)
reddit_df = reddit_df.merge(season_to_name, on='season_id')
reddit_df.rename(columns={'name': 'season_name'}, inplace=True)
reddit_df = reddit_df.merge(ep_df.drop(columns=['season_id']), on='episode_id')
reddit_df['created_dt'] = pd.to_datetime(reddit_df['created_dt'])
pd.options.display.max_columns = 100
def extract_overall_and_sentence_sentiment(row):
body = row['body']
first = row['first_name']
last = row['last_name']
b = TextBlob(body)
overall_sentiment = b.sentiment
overall_polarity = overall_sentiment.polarity
overall_subj = overall_sentiment.subjectivity
rel_sentences_sentiment = [x.sentiment
for x in b.sentences
if (first in x) or (last in x)]
sentence_polarity = np.mean([y.polarity for y in rel_sentences_sentiment])
sentence_subj = np.mean([y.subjectivity for y in rel_sentences_sentiment])
metrics = [overall_polarity, overall_subj, sentence_polarity, sentence_subj]
metric_names = ['overall_polarity', 'overall_subj', 'sentence_polarity', 'sentence_subj']
return pd.Series(metrics, index=metric_names)
def add_sentiment_cols(df):
sentiment_df = df.apply(extract_overall_and_sentence_sentiment, axis=1)
return pd.concat([df, sentiment_df], axis=1)
reddit_df = add_sentiment_cols(reddit_df)
Looking at a linear model for sentiment¶
The first step in this process will be building the features for the model that we will be using.
For this iteration, I have looked at a few things as features including:
Demographics:
- Age of Contestant
- Sex of the Contestant
- Role of the Contestant (according to Caunce Survivor Archetypes)
Overall Contestant (Season) Statistics:
- Whether the Contestant was the Sole Survivor (Won)
- Whether the Contestant placed 2nd or 3rd (Runnerups)
- Number of times the Contestant sit out of challenges
- Number of days the Contestant spent in Exile Island
- Number of individual immunity challenge wins
- Number of individual reward challenge wins
- Number of tribal immunity challenge wins
- Number of tribal reward challenge wins
- Total number of days lasted in the season
- Tribe of the contestant discussed
- Alliance of the contestant discussed
Episode Contestant Statistics:
- Whether the Contestant sat out the most recent episode
- Whether the Contestant won a challenge that episode
- Number of days the Contestant spent in Exile Island in the most recent episode
- Number of individual immunity challenge wins in the most recent episode
- Number of individual reward challenge wins in the most recent episode
- Number of tribal immunity challenge wins in the most recent episode
- Number of tribal reward challenge wins in the most recent episode
- Number of votes against contestant in the most recent episode
Other:
- Whether the episode had a high rating on TV relative to other shows on at that time
- An indicator for the contestant, regardless of season
- An indicator for the contestant in a particular episode
- An indicator for the season
- An indicator for the episode within the season
tribe_df = pd.read_sql('SELECT tribe_id, name FROM survivor.tribe', con=eng)
alliance_df = pd.read_sql('SELECT alliance_id, name FROM survivor.alliance', con=eng)
tribe_map = tribe_df.set_index('tribe_id')['name']
alliance_map = alliance_df.set_index('alliance_id')['name']
reddit_df['contestant_episode'] = reddit_df['first_name'] + ' ' + reddit_df['last_name'] + ' ' + reddit_df['episode_name']
def grab_first_if_exists(l):
try:
return l[0]
except IndexError:
pass
def preprocess_df(df):
df = df.copy()
df.loc[df['age'].str.contains('[^\d]'), 'age'] = None
drop = df['sentence_polarity'].isnull() | df['age'].isnull() | df['sex'].isnull()
df = df[~drop].reset_index(drop=True)
df['age'] = df['age'].astype(float)
df['won'] = (df['placement'] == 1).astype(int)
df['runnerup'] = (df['placement'].isin([2, 3])).astype(int)
df['pct_overall_slot'] = df['survivor_rating'] / df['overall_slot_rating']
df['pct_overall_slot'].fillna(df['pct_overall_slot'].mean(), inplace=True)
merge_on = ['contestant_season_id', 'episode_id']
merger_df = df.drop_duplicates(merge_on)
cols_sum = ['sitout', 'days_in_exile',
'individual_reward_challenge_wins', 'individual_immunity_challenge_wins',
'tribal_reward_challenge_wins', 'tribal_immunity_challenge_wins']
for col in cols_sum:
merger_df['total_' + col] = merger_df.groupby('contestant_season_id')[col].transform(lambda x: x.sum())
add_cols = ['total_' + c for c in cols_sum] + merge_on
df = df.merge(merger_df[add_cols],
on=merge_on)
return df
def create_binned_df(df, col, bins, labels):
df[col + '_bins'] = pd.cut(df[col], bins=bins, labels=labels)
return pd.get_dummies(df[col + '_bins'], prefix=col, drop_first=True)
def create_binned_age_df(df):
bins = [16, 25, 35, 45, 65, 150]
labels = ['16-25', '26-35', '36-45', '46-65', '65+']
col = 'age'
return create_binned_df(df, col, bins, labels)
def create_binned_days_lasted(df):
bins = [0, 10, 20, 30, 40]
labels = ['0-10 days', '10-20 days', '20-30 days', '30+ days']
col = 'days_lasted'
return create_binned_df(df, col, bins, labels)
def extract_features(df):
df = df.copy()
single_cols = ['days_lasted', 'age', 'votes_against',
'individual_wins',
'season_episode_number', 'won',
'runnerup', 'pct_overall_slot']
agg_cols = ['sitout', 'days_in_exile',
'individual_reward_challenge_wins', 'individual_immunity_challenge_wins',
'tribal_reward_challenge_wins', 'tribal_immunity_challenge_wins']
agg_cols_tot = ['total_' + x for x in agg_cols]
sex_df = pd.get_dummies(df['sex'], prefix='sex',drop_first=True)
contestant_df = pd.get_dummies(df['first_name'] + ' ' + df['last_name'], prefix='contestant', drop_first=True)
role_df = pd.get_dummies(df['role'].astype(str), prefix='role', drop_first=True)
season_id_df = pd.get_dummies(df['season_name'], prefix='season', drop_first=True)
contestant_episode_df = pd.get_dummies(df['contestant_episode'], prefix='contestant_episode', drop_first=True)
contestant_episode_df = contestant_episode_df.loc[:, contestant_episode_df.sum() > 25]
# episode_df = pd.get_dummies(df['episode_name'], prefix='episode', drop_first=True)
tribe_df = pd.concat([pd.get_dummies(df[c].map(tribe_map), prefix='tribe', drop_first=False)
for c in ['tribe_0', 'tribe_1', 'tribe_2']], axis=1, join='outer')
alliance_df = pd.concat([pd.get_dummies(df[c].map(alliance_map), prefix='alliance', drop_first=False)
for c in ['alliance_0', 'alliance_1', 'alliance_2']], axis=1, join='outer')
tribe_df = tribe_df.loc[: , ~tribe_df.columns.duplicated(keep='first')].iloc[:, 1:]
alliance_df = alliance_df.loc[:, ~alliance_df.columns.duplicated(keep='first')].iloc[:, 1:]
age_df = create_binned_age_df(df)
days_lasted_df = create_binned_days_lasted(df)
ret_df = pd.concat([df[single_cols], df[agg_cols], df[agg_cols_tot],
age_df, sex_df, contestant_df, role_df, days_lasted_df,
season_id_df, tribe_df, alliance_df,
contestant_episode_df], axis=1)
contestant_cols = contestant_df.columns.tolist()
remove_cols = ret_df.groupby(contestant_cols).apply(lambda x: grab_first_if_exists(x.columns[x.columns.str.contains('contestant_episode') & (x > 0).any()].tolist()))
remove_cols = remove_cols.dropna().values.tolist()
ret_df.drop(columns=remove_cols, inplace=True)
return ret_df
def extract_y_X(df, y_name='sentence_polarity'):
df = preprocess_df(df)
X = extract_features(df)
X = sm.add_constant(X)
y = extract_dependent(df)
return y, X
def extract_dependent(df, col_name='sentence_polarity'):
return df[col_name]
The functions above extract all of the relevant features for us.
Looking at the dependent and independent random variable:
y, X = extract_y_X(reddit_df)
<ipython-input-120-11a7d58c5e6b>:21: SettingWithCopyWarning: A value is trying to be set on a copy of a slice from a DataFrame. Try using .loc[row_indexer,col_indexer] = value instead See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
Reference class: sex is M Reference class: first_name is Ryan Reference class: role is Know It All Reference class: season_name is Heroes vs. Healers vs. Hustlers Reference class: age_bins is 16-25 Reference class: days_lasted_bins is 0-10 days
y.head()
0 -0.041667 1 0.400000 2 0.033333 3 0.206250 4 0.316667 Name: sentence_polarity, dtype: float64
X.head()
const | days_lasted | age | votes_against | individual_wins | season_episode_number | won | runnerup | pct_overall_slot | sitout | days_in_exile | individual_reward_challenge_wins | individual_immunity_challenge_wins | tribal_reward_challenge_wins | tribal_immunity_challenge_wins | total_sitout | total_days_in_exile | total_individual_reward_challenge_wins | total_individual_immunity_challenge_wins | total_tribal_reward_challenge_wins | total_tribal_immunity_challenge_wins | age_26-35 | age_36-45 | age_46-65 | age_65+ | sex_M | contestant_Adam Klein | contestant_Alan Ball | contestant_Albert Destrade | contestant_Alec Christy | contestant_Alecia Holden | contestant_Alexis Maxwell | contestant_Ali Elliott | contestant_Alicia Rosa | contestant_Allie Pohevitz | contestant_Andrea Boehlke | contestant_Andrew Savage | contestant_Angie Layton | contestant_Anna Khait | contestant_Aras Baskauskas | contestant_Artis Silvester | contestant_Ashley Nolan | contestant_Ashley Underwood | contestant_Aubry Bracco | contestant_Baylor Wilson | contestant_Ben Driebergen | contestant_Bill Posley | contestant_Brad Culpepper | contestant_Brandon Hantz | contestant_Brenda Lowe | contestant_Bret LaBelle | contestant_Brice Johnston | contestant_Caleb Bankston | contestant_Caleb Reynolds | contestant_Candice Woodcock | contestant_Carolyn Rivera | contestant_Carter Williams | contestant_CeCe Taylor | contestant_Chelsea Meissner | contestant_Chris Hammons | contestant_Chrissy Hofbeck | contestant_Christina Cha | contestant_Christine Shields-Markoski | contestant_Ciera Eastin | contestant_Cirie Fields | contestant_Cliff Robinson | contestant_Coach Wade | contestant_Cole Medders | contestant_Colton Cumbie | contestant_Corinne Kaplan | contestant_Cydney Gillon | contestant_Dale Wentworth | contestant_Dan Foley | contestant_Dana Lambert | contestant_Darnell Hamilton | contestant_David Murphy | contestant_David Samson | contestant_David Wright | contestant_Dawn Meehan | contestant_Debbie Wanner | contestant_Denise Stapley | contestant_Desi Williams | contestant_Devon Pinto | contestant_Drew Christy | contestant_Eddie Fox | contestant_Edna Ma | contestant_Elyse Umemoto | contestant_Erik Reichenbach | contestant_Figgy Figueroa | contestant_Francesca Hogi | contestant_Garrett Adelstein | contestant_Gervase Peterson | contestant_Grant Mattos | contestant_Hali Ford | contestant_Hannah Shapiro | contestant_Hayden Moss | contestant_Hope Driskill | contestant_J'Tia Taylor | contestant_J.T. Thomas | contestant_JP Hilsabeck | contestant_Jaclyn Schultz | contestant_Jay Byars | contestant_Jay Starrett | contestant_Jeff Kent | contestant_Jeff Varner | contestant_Jefra Bland | contestant_Jenn Brown | contestant_Jennifer Lanzetti | contestant_Jeremiah Wood | contestant_Jeremy Collins | contestant_Jessica Johnston | contestant_Jessica Lewis | contestant_Jim Rice | contestant_Joaquin Souberbielle | contestant_Joe Anglim | contestant_Joe Mena | contestant_Joe del Campo | contestant_John Cochran | contestant_John Cody | contestant_John Rocker | contestant_Jon Misch | contestant_Jonas Otsuji | contestant_Jonathan Penner | contestant_Josh Canfield | contestant_Julia Landauer | contestant_Julia Sokolowski | contestant_Julie McGee | contestant_Julie Wolfe | contestant_Kass McQuillen | contestant_Kat Edorsson | contestant_Katie Collins | contestant_Katie Hanson | contestant_Katrina Radke | contestant_Keith Nale | contestant_Keith Tollefson | contestant_Kelley Wentworth | contestant_Kelly Remington | contestant_Kelly Wiglesworth | contestant_Ken McNickle | contestant_Kim Spradlin-Wolfe | contestant_Kimmi Kappenberg | contestant_Kourtney Moon | contestant_Kristina Kell | contestant_Kyle Jason | contestant_LJ McKanas | contestant_Laura Alexander | contestant_Laura Boneham | contestant_Laura Morett | contestant_Lauren Rimmer | contestant_Leif Manson | ... | contestant_episode_Taylor Stocker Still Throwin' Punches | contestant_episode_Taylor Stocker The Truth Works Well | contestant_episode_Taylor Stocker Who's the Sucker at the Table%3F | contestant_episode_Taylor Stocker Your Job Is Recon | contestant_episode_Terry Deitz Survivor MacGyver | contestant_episode_Terry Deitz We Got a Rat | contestant_episode_Terry Deitz What's the Beef%3F | contestant_episode_Tina Wesson Blood Is Thicker than Anything | contestant_episode_Tina Wesson Gloves Come Off | contestant_episode_Tina Wesson My Brother's Keeper | contestant_episode_Tina Wesson One-Man Wrecking Ball | contestant_episode_Tina Wesson Out on a Limb (episode) | contestant_episode_Tina Wesson Rustle Feathers | contestant_episode_Tina Wesson Skin of My Teeth | contestant_episode_Tina Wesson Swoop In for the Kill | contestant_episode_Tina Wesson The Dead Can Still Talk | contestant_episode_Tony Vlachos Chaos Is My Friend | contestant_episode_Tony Vlachos Cops-R-Us (episode) | contestant_episode_Tony Vlachos Havoc to Wreak | contestant_episode_Tony Vlachos Head of the Snake | contestant_episode_Tony Vlachos Hot Girl with a Grudge | contestant_episode_Tony Vlachos Mad Treasure Hunt | contestant_episode_Tony Vlachos Odd One Out | contestant_episode_Tony Vlachos Our Time to Shine | contestant_episode_Tony Vlachos Sitting in My Spy Shack | contestant_episode_Tony Vlachos Straw That Broke the Camel's Back | contestant_episode_Tony Vlachos The Stakes Have Been Raised | contestant_episode_Tony Vlachos We Found Our Zombies | contestant_episode_Trish Hegarty Chaos Is My Friend | contestant_episode_Trish Hegarty Havoc to Wreak | contestant_episode_Trish Hegarty Head of the Snake | contestant_episode_Trish Hegarty Hot Girl with a Grudge | contestant_episode_Trish Hegarty Mad Treasure Hunt | contestant_episode_Trish Hegarty Odd One Out | contestant_episode_Trish Hegarty Our Time to Shine | contestant_episode_Trish Hegarty Sitting in My Spy Shack | contestant_episode_Trish Hegarty Straw That Broke the Camel's Back | contestant_episode_Trish Hegarty We Found Our Zombies | contestant_episode_Troyzan Robertson Dirty Deed | contestant_episode_Troyzan Robertson Go Out with a Bang | contestant_episode_Troyzan Robertson I'm No Dummy | contestant_episode_Troyzan Robertson It Is Not a High Without a Low | contestant_episode_Troyzan Robertson Never Say Die | contestant_episode_Troyzan Robertson Parting Is Such Sweet Sorrow | contestant_episode_Troyzan Robertson Reinventing How This Game Is Played | contestant_episode_Troyzan Robertson Survivor Jackpot | contestant_episode_Troyzan Robertson The Beauty in a Merge | contestant_episode_Troyzan Robertson The Stakes Have Been Raised | contestant_episode_Troyzan Robertson The Tables Have Turned | contestant_episode_Troyzan Robertson There's a New Sheriff in Town | contestant_episode_Troyzan Robertson Vote Early, Vote Often | contestant_episode_Troyzan Robertson What Happened on Exile, Stays on Exile | contestant_episode_Tyler Fredrickson Crazy Is as Crazy Does | contestant_episode_Tyler Fredrickson Holding On for Dear Life | contestant_episode_Tyler Fredrickson It Will Be My Revenge | contestant_episode_Tyler Fredrickson It's Survivor Warfare | contestant_episode_Tyler Fredrickson Keep It Real | contestant_episode_Tyler Fredrickson Livin' on the Edge | contestant_episode_Tyler Fredrickson Survivor Russian Roulette | contestant_episode_Tyler Fredrickson The Line Will Be Drawn Tonight | contestant_episode_Tyler Fredrickson Winner Winner, Chicken Dinner | contestant_episode_Tyson Apostol Blood Is Thicker than Anything | contestant_episode_Tyson Apostol Gloves Come Off | contestant_episode_Tyson Apostol My Brother's Keeper | contestant_episode_Tyson Apostol One Armed Dude and Three Moms | contestant_episode_Tyson Apostol One-Man Wrecking Ball | contestant_episode_Tyson Apostol Opening Pandora's Box | contestant_episode_Tyson Apostol Out on a Limb (episode) | contestant_episode_Tyson Apostol Rule in Chaos | contestant_episode_Tyson Apostol Rustle Feathers | contestant_episode_Tyson Apostol Skin of My Teeth | contestant_episode_Tyson Apostol Swoop In for the Kill | contestant_episode_Tyson Apostol The Dead Can Still Talk | contestant_episode_Val Collins Suck It Up and Survive | contestant_episode_Vince Sly It's Survivor Warfare | contestant_episode_Vytas Baskauskas Blood Is Thicker than Anything | contestant_episode_Vytas Baskauskas Gloves Come Off | contestant_episode_Vytas Baskauskas My Brother's Keeper | contestant_episode_Vytas Baskauskas One Armed Dude and Three Moms | contestant_episode_Vytas Baskauskas One-Man Wrecking Ball | contestant_episode_Vytas Baskauskas Opening Pandora's Box | contestant_episode_Vytas Baskauskas Skin of My Teeth | contestant_episode_Vytas Baskauskas Swoop In for the Kill | contestant_episode_Vytas Baskauskas The Dead Can Still Talk | contestant_episode_Wes Nale Blood Is Blood | contestant_episode_Wes Nale Gettin' to Crunch Time | contestant_episode_Wes Nale Make Some Magic Happen | contestant_episode_Wes Nale Method to This Madness | contestant_episode_Wes Nale Million Dollar Decision | contestant_episode_Wes Nale Suck It Up and Survive | contestant_episode_Wes Nale This Is Where We Build Trust | contestant_episode_Wes Nale We're a Hot Mess | contestant_episode_Wes Nale Wrinkle in the Plan | contestant_episode_Will Sims II Crazy Is as Crazy Does | contestant_episode_Will Sims II Holding On for Dear Life | contestant_episode_Will Sims II It Will Be My Revenge | contestant_episode_Will Sims II It's Survivor Warfare | contestant_episode_Will Sims II Keep It Real | contestant_episode_Will Sims II Livin' on the Edge | contestant_episode_Will Sims II My Word Is My Bond | contestant_episode_Will Sims II Survivor Russian Roulette | contestant_episode_Will Sims II The Line Will Be Drawn Tonight | contestant_episode_Will Sims II Winner Winner, Chicken Dinner | contestant_episode_Will Wahl I Will Destroy You | contestant_episode_Will Wahl I'm the Kingpin | contestant_episode_Will Wahl Idol Search Party | contestant_episode_Will Wahl Love Goggles | contestant_episode_Will Wahl May the Best Generation Win | contestant_episode_Will Wahl Million Dollar Gamble | contestant_episode_Will Wahl Slayed the Survivor Dragon | contestant_episode_Will Wahl Still Throwin' Punches | contestant_episode_Will Wahl The Truth Works Well | contestant_episode_Will Wahl Who's the Sucker at the Table%3F | contestant_episode_Will Wahl Your Job Is Recon | contestant_episode_Woo Hwang Bag of Tricks | contestant_episode_Woo Hwang Bunking with the Devil | contestant_episode_Woo Hwang Chaos Is My Friend | contestant_episode_Woo Hwang Cops-R-Us (episode) | contestant_episode_Woo Hwang Havoc to Wreak | contestant_episode_Woo Hwang Head of the Snake | contestant_episode_Woo Hwang Hot Girl with a Grudge | contestant_episode_Woo Hwang Mad Treasure Hunt | contestant_episode_Woo Hwang Odd One Out | contestant_episode_Woo Hwang Our Time to Shine | contestant_episode_Woo Hwang Sitting in My Spy Shack | contestant_episode_Woo Hwang Straw That Broke the Camel's Back | contestant_episode_Woo Hwang Survivor MacGyver | contestant_episode_Woo Hwang We Found Our Zombies | contestant_episode_Woo Hwang We Got a Rat | contestant_episode_Woo Hwang What's the Beef%3F | contestant_episode_Zeke Smith About to Have a Rumble | contestant_episode_Zeke Smith Dirty Deed | contestant_episode_Zeke Smith I Will Destroy You | contestant_episode_Zeke Smith I'm the Kingpin | contestant_episode_Zeke Smith Idol Search Party | contestant_episode_Zeke Smith Love Goggles | contestant_episode_Zeke Smith May the Best Generation Win | contestant_episode_Zeke Smith Million Dollar Gamble | contestant_episode_Zeke Smith Reinventing How This Game Is Played | contestant_episode_Zeke Smith Slayed the Survivor Dragon | contestant_episode_Zeke Smith Still Throwin' Punches | contestant_episode_Zeke Smith Survivor Jackpot | contestant_episode_Zeke Smith The Stakes Have Been Raised | contestant_episode_Zeke Smith The Tables Have Turned | contestant_episode_Zeke Smith The Truth Works Well | contestant_episode_Zeke Smith There's a New Sheriff in Town | contestant_episode_Zeke Smith Vote Early, Vote Often | contestant_episode_Zeke Smith What Happened on Exile, Stays on Exile | contestant_episode_Zeke Smith Who's the Sucker at the Table%3F | contestant_episode_Zeke Smith Your Job Is Recon | |
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0 | 1.0 | 1.0 | 18.0 | 0.0 | 0.0 | 6.0 | 0 | 1 | 0.266667 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 2.0 | 0.0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
1 | 1.0 | 1.0 | 18.0 | 0.0 | 0.0 | 6.0 | 0 | 1 | 0.266667 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 2.0 | 0.0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
2 | 1.0 | 1.0 | 18.0 | 0.0 | 0.0 | 6.0 | 0 | 1 | 0.266667 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 2.0 | 0.0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
3 | 1.0 | 1.0 | 18.0 | 0.0 | 0.0 | 6.0 | 0 | 1 | 0.266667 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 2.0 | 0.0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
4 | 1.0 | 1.0 | 18.0 | 0.0 | 0.0 | 6.0 | 0 | 1 | 0.266667 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 2.0 | 0.0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
5 rows ร 1773 columns
Our random variable in this case is the sentiment of the sentence(s) containing the contestants' name. The predictors are a combination of all of the features mentioned above. There are quite a lot of features (2000+!) Many of these are comprised of the contestant_episode
features, since there is a combination for every contestant and episode.
If this were a predictive model, these features would be essentially useless -- since we would not see them in the future data. However, as a point of inference, we can use these to see what combinations that contestants had liked, holding constant some of the other variables we had considered.
As such, I am also not attempting to use a cross-validation strategy, as my goal is simply to interpret the data we have now, not to predict the sentiment of a comment.
If a contestant variable is significant after a selection process, we can say that this contestant had been shown to be statistically significantly more or less liked as a whole. If it is only for a contestant/episode combination, it may be that they were only shown to be liked/disliked more than everyone else during that particular episode. In this way, looking at the statistically significant variables we can understand differences in sentiment that are unlikely to have been caused by random chance alone. That is, people really disliked or liked these people.
Another thing you'll notice is that this model will be based only on the content of the comment and, more specifically, the contestant/episode/season it is referring to. This means our predictive accuracy is pretty low -- but this is also because we are not looking at the users and their individual histories for instance.
As an example, Redditors have a flair associated with their account. In r/survivor it is common place for Redditors to use this flair to indicate who they want to win after the first episode. As such, it wouldn't be surprising that this flair could be predictive of that users' sentiment toward that contestant.
More generally, certain users may be more or less likely to use negative or positive language, or to have strong opinions, etc. While this is surely predictive, it doesn't exactly help us to explain why that contestant was liked or disliked. For this reason, we intentionally hinder our model a bit in order to only focus on the content. Secondly, in terms of prediction this model will be poor, because it is not accounting for anything about what is generating the comments (the users) but only the content of which they are commenting (the contestants).
So, when you see an absymal $R^2$ of < .001, don't cry foul! The intention is not to predict well -- instead, it is to find variables which are statistically significantly contributing to differences in the sentiment.
Fitting the Model¶
full_fit = sm.OLS(y, X).fit()
full_fit.summary()
Dep. Variable: | sentence_polarity | R-squared: | 0.011 |
---|---|---|---|
Model: | OLS | Adj. R-squared: | 0.008 |
Method: | Least Squares | F-statistic: | 3.846 |
Date: | Sat, 01 Aug 2020 | Prob (F-statistic): | 0.00 |
Time: | 21:12:42 | Log-Likelihood: | -65261. |
No. Observations: | 590728 | AIC: | 1.338e+05 |
Df Residuals: | 589083 | BIC: | 1.524e+05 |
Df Model: | 1644 | ||
Covariance Type: | nonrobust |
coef | std err | t | P>|t| | [0.025 | 0.975] | |
---|---|---|---|---|---|---|
const | 0.0394 | 0.016 | 2.477 | 0.013 | 0.008 | 0.071 |
days_lasted | 0.0020 | 0.001 | 1.739 | 0.082 | -0.000 | 0.004 |
age | 0.0008 | 0.001 | 1.449 | 0.147 | -0.000 | 0.002 |
votes_against | -0.0027 | 0.001 | -1.811 | 0.070 | -0.006 | 0.000 |
individual_wins | 0.0053 | 0.005 | 1.001 | 0.317 | -0.005 | 0.016 |
season_episode_number | -0.0035 | 0.002 | -2.289 | 0.022 | -0.007 | -0.001 |
won | -0.0037 | 0.018 | -0.207 | 0.836 | -0.039 | 0.032 |
runnerup | -0.0133 | 0.013 | -1.007 | 0.314 | -0.039 | 0.013 |
pct_overall_slot | -0.0099 | 0.009 | -1.124 | 0.261 | -0.027 | 0.007 |
sitout | -0.0194 | 0.016 | -1.207 | 0.227 | -0.051 | 0.012 |
days_in_exile | 8.203e-05 | 0.011 | 0.007 | 0.994 | -0.022 | 0.022 |
individual_reward_challenge_wins | 0.1553 | 0.139 | 1.115 | 0.265 | -0.118 | 0.428 |
individual_immunity_challenge_wins | 0.0123 | 0.015 | 0.791 | 0.429 | -0.018 | 0.043 |
tribal_reward_challenge_wins | 0.0264 | 0.012 | 2.245 | 0.025 | 0.003 | 0.049 |
tribal_immunity_challenge_wins | -0.0017 | 0.010 | -0.168 | 0.866 | -0.022 | 0.018 |
total_sitout | -0.0011 | 0.006 | -0.175 | 0.861 | -0.014 | 0.012 |
total_days_in_exile | -0.0031 | 0.003 | -1.163 | 0.245 | -0.008 | 0.002 |
total_individual_reward_challenge_wins | -0.0226 | 0.016 | -1.399 | 0.162 | -0.054 | 0.009 |
total_individual_immunity_challenge_wins | 0.0030 | 0.008 | 0.386 | 0.700 | -0.012 | 0.018 |
total_tribal_reward_challenge_wins | -0.0038 | 0.005 | -0.779 | 0.436 | -0.013 | 0.006 |
total_tribal_immunity_challenge_wins | 0.0054 | 0.005 | 1.169 | 0.242 | -0.004 | 0.015 |
age_26-35 | -0.0073 | 0.014 | -0.506 | 0.613 | -0.035 | 0.021 |
age_36-45 | -0.0063 | 0.016 | -0.396 | 0.692 | -0.037 | 0.025 |
age_46-65 | 0.0118 | 0.021 | 0.571 | 0.568 | -0.029 | 0.052 |
age_65+ | 0.0089 | 0.018 | 0.498 | 0.618 | -0.026 | 0.044 |
sex_M | -0.0041 | 0.009 | -0.474 | 0.635 | -0.021 | 0.013 |
contestant_Adam Klein | 0.0068 | 0.016 | 0.415 | 0.678 | -0.025 | 0.039 |
contestant_Alan Ball | 0.0017 | 0.017 | 0.103 | 0.918 | -0.031 | 0.035 |
contestant_Albert Destrade | 0.0048 | 0.038 | 0.125 | 0.901 | -0.070 | 0.080 |
contestant_Alec Christy | -0.0199 | 0.028 | -0.708 | 0.479 | -0.075 | 0.035 |
contestant_Alecia Holden | -0.0235 | 0.024 | -0.991 | 0.322 | -0.070 | 0.023 |
contestant_Alexis Maxwell | 0.0502 | 0.035 | 1.439 | 0.150 | -0.018 | 0.119 |
contestant_Ali Elliott | 0.0356 | 0.021 | 1.700 | 0.089 | -0.005 | 0.077 |
contestant_Alicia Rosa | 0.0033 | 0.030 | 0.111 | 0.912 | -0.055 | 0.062 |
contestant_Allie Pohevitz | -0.0122 | 0.033 | -0.371 | 0.711 | -0.076 | 0.052 |
contestant_Andrea Boehlke | 0.0064 | 0.028 | 0.228 | 0.820 | -0.049 | 0.062 |
contestant_Andrew Savage | -0.0002 | 0.026 | -0.006 | 0.995 | -0.052 | 0.052 |
contestant_Angie Layton | -0.0075 | 0.042 | -0.176 | 0.860 | -0.090 | 0.076 |
contestant_Anna Khait | 0.0527 | 0.022 | 2.342 | 0.019 | 0.009 | 0.097 |
contestant_Aras Baskauskas | 0.0200 | 0.038 | 0.531 | 0.596 | -0.054 | 0.094 |
contestant_Artis Silvester | 0.0353 | 0.037 | 0.964 | 0.335 | -0.036 | 0.107 |
contestant_Ashley Nolan | 0.0117 | 0.031 | 0.373 | 0.709 | -0.050 | 0.073 |
contestant_Ashley Underwood | -0.0742 | 0.083 | -0.892 | 0.372 | -0.237 | 0.089 |
contestant_Aubry Bracco | 0.0498 | 0.019 | 2.679 | 0.007 | 0.013 | 0.086 |
contestant_Baylor Wilson | 0.0151 | 0.022 | 0.689 | 0.491 | -0.028 | 0.058 |
contestant_Ben Driebergen | 0.0004 | 0.021 | 0.018 | 0.986 | -0.041 | 0.042 |
contestant_Bill Posley | 0.0160 | 0.026 | 0.605 | 0.545 | -0.036 | 0.068 |
contestant_Brad Culpepper | 0.0091 | 0.032 | 0.287 | 0.774 | -0.053 | 0.071 |
contestant_Brandon Hantz | -0.0390 | 0.028 | -1.391 | 0.164 | -0.094 | 0.016 |
contestant_Brenda Lowe | 0.0006 | 0.036 | 0.016 | 0.988 | -0.070 | 0.071 |
contestant_Bret LaBelle | -0.0195 | 0.016 | -1.232 | 0.218 | -0.051 | 0.012 |
contestant_Brice Johnston | 0.0058 | 0.026 | 0.221 | 0.825 | -0.046 | 0.057 |
contestant_Caleb Bankston | -0.0408 | 0.036 | -1.134 | 0.257 | -0.111 | 0.030 |
contestant_Caleb Reynolds | 0.0166 | 0.015 | 1.108 | 0.268 | -0.013 | 0.046 |
contestant_Candice Woodcock | -0.0797 | 0.040 | -1.971 | 0.049 | -0.159 | -0.000 |
contestant_Carolyn Rivera | -0.0273 | 0.018 | -1.478 | 0.139 | -0.064 | 0.009 |
contestant_Carter Williams | 0.0026 | 0.025 | 0.106 | 0.915 | -0.046 | 0.051 |
contestant_CeCe Taylor | -0.0007 | 0.018 | -0.039 | 0.969 | -0.036 | 0.035 |
contestant_Chelsea Meissner | 0.0239 | 0.031 | 0.783 | 0.434 | -0.036 | 0.084 |
contestant_Chris Hammons | -0.0063 | 0.019 | -0.331 | 0.740 | -0.043 | 0.031 |
contestant_Chrissy Hofbeck | 0.0298 | 0.016 | 1.848 | 0.065 | -0.002 | 0.062 |
contestant_Christina Cha | -0.0432 | 0.028 | -1.546 | 0.122 | -0.098 | 0.012 |
contestant_Christine Shields-Markoski | 0.0463 | 0.049 | 0.937 | 0.349 | -0.051 | 0.143 |
contestant_Ciera Eastin | -0.0178 | 0.019 | -0.911 | 0.362 | -0.056 | 0.020 |
contestant_Cirie Fields | 0.0444 | 0.020 | 2.232 | 0.026 | 0.005 | 0.083 |
contestant_Cliff Robinson | 0.0015 | 0.033 | 0.044 | 0.965 | -0.064 | 0.067 |
contestant_Coach Wade | -0.0196 | 0.033 | -0.590 | 0.555 | -0.085 | 0.045 |
contestant_Cole Medders | 0.0003 | 0.020 | 0.014 | 0.989 | -0.038 | 0.039 |
contestant_Colton Cumbie | -0.0411 | 0.028 | -1.484 | 0.138 | -0.095 | 0.013 |
contestant_Corinne Kaplan | -0.0183 | 0.032 | -0.565 | 0.572 | -0.082 | 0.045 |
contestant_Cydney Gillon | 0.0308 | 0.016 | 1.949 | 0.051 | -0.000 | 0.062 |
contestant_Dale Wentworth | 0.0148 | 0.024 | 0.615 | 0.538 | -0.032 | 0.062 |
contestant_Dan Foley | -0.0113 | 0.020 | -0.563 | 0.573 | -0.051 | 0.028 |
contestant_Dana Lambert | -0.0373 | 0.088 | -0.424 | 0.672 | -0.210 | 0.135 |
contestant_Darnell Hamilton | -0.0246 | 0.015 | -1.587 | 0.112 | -0.055 | 0.006 |
contestant_David Murphy | 0.0523 | 0.069 | 0.753 | 0.452 | -0.084 | 0.188 |
contestant_David Samson | -0.0349 | 0.031 | -1.122 | 0.262 | -0.096 | 0.026 |
contestant_David Wright | 0.0569 | 0.018 | 3.130 | 0.002 | 0.021 | 0.093 |
contestant_Dawn Meehan | -0.0425 | 0.024 | -1.797 | 0.072 | -0.089 | 0.004 |
contestant_Debbie Wanner | -0.0448 | 0.027 | -1.663 | 0.096 | -0.098 | 0.008 |
contestant_Denise Stapley | 0.0440 | 0.052 | 0.847 | 0.397 | -0.058 | 0.146 |
contestant_Desi Williams | 0.0157 | 0.016 | 0.990 | 0.322 | -0.015 | 0.047 |
contestant_Devon Pinto | 0.0298 | 0.023 | 1.306 | 0.192 | -0.015 | 0.075 |
contestant_Drew Christy | -0.0250 | 0.025 | -0.981 | 0.327 | -0.075 | 0.025 |
contestant_Eddie Fox | 0.0120 | 0.029 | 0.410 | 0.682 | -0.045 | 0.069 |
contestant_Edna Ma | 0.0332 | 0.035 | 0.951 | 0.341 | -0.035 | 0.102 |
contestant_Elyse Umemoto | -0.0674 | 0.081 | -0.831 | 0.406 | -0.227 | 0.092 |
contestant_Erik Reichenbach | 0.0318 | 0.031 | 1.025 | 0.305 | -0.029 | 0.093 |
contestant_Figgy Figueroa | -0.0217 | 0.025 | -0.883 | 0.377 | -0.070 | 0.026 |
contestant_Francesca Hogi | -0.0353 | 0.043 | -0.828 | 0.408 | -0.119 | 0.048 |
contestant_Garrett Adelstein | -0.0456 | 0.019 | -2.385 | 0.017 | -0.083 | -0.008 |
contestant_Gervase Peterson | -0.0275 | 0.037 | -0.745 | 0.456 | -0.100 | 0.045 |
contestant_Grant Mattos | -0.0220 | 0.048 | -0.464 | 0.643 | -0.115 | 0.071 |
contestant_Hali Ford | 0.0586 | 0.024 | 2.418 | 0.016 | 0.011 | 0.106 |
contestant_Hannah Shapiro | 0.0074 | 0.014 | 0.526 | 0.599 | -0.020 | 0.035 |
contestant_Hayden Moss | -0.0014 | 0.039 | -0.036 | 0.971 | -0.079 | 0.076 |
contestant_Hope Driskill | 0.0293 | 0.031 | 0.933 | 0.351 | -0.032 | 0.091 |
contestant_J'Tia Taylor | 0.0028 | 0.032 | 0.086 | 0.931 | -0.061 | 0.066 |
contestant_J.T. Thomas | -0.0021 | 0.026 | -0.083 | 0.934 | -0.052 | 0.048 |
contestant_JP Hilsabeck | -0.0017 | 0.014 | -0.119 | 0.905 | -0.030 | 0.026 |
contestant_Jaclyn Schultz | -0.0293 | 0.023 | -1.271 | 0.204 | -0.075 | 0.016 |
contestant_Jay Byars | -0.0297 | 0.028 | -1.054 | 0.292 | -0.085 | 0.026 |
contestant_Jay Starrett | 0.0409 | 0.027 | 1.544 | 0.123 | -0.011 | 0.093 |
contestant_Jeff Kent | 0.0011 | 0.021 | 0.053 | 0.958 | -0.039 | 0.042 |
contestant_Jeff Varner | -0.0108 | 0.018 | -0.601 | 0.548 | -0.046 | 0.024 |
contestant_Jefra Bland | 0.0007 | 0.024 | 0.028 | 0.978 | -0.046 | 0.047 |
contestant_Jenn Brown | 0.0084 | 0.028 | 0.303 | 0.762 | -0.046 | 0.062 |
contestant_Jennifer Lanzetti | 0.0024 | 0.027 | 0.088 | 0.930 | -0.051 | 0.056 |
contestant_Jeremiah Wood | -0.0015 | 0.022 | -0.066 | 0.948 | -0.045 | 0.042 |
contestant_Jeremy Collins | 0.0159 | 0.014 | 1.134 | 0.257 | -0.012 | 0.043 |
contestant_Jessica Johnston | -0.0510 | 0.020 | -2.551 | 0.011 | -0.090 | -0.012 |
contestant_Jessica Lewis | 0.0062 | 0.018 | 0.336 | 0.737 | -0.030 | 0.042 |
contestant_Jim Rice | 0.0176 | 0.037 | 0.478 | 0.633 | -0.055 | 0.090 |
contestant_Joaquin Souberbielle | -0.0288 | 0.025 | -1.171 | 0.242 | -0.077 | 0.019 |
contestant_Joe Anglim | -0.0048 | 0.024 | -0.205 | 0.838 | -0.051 | 0.042 |
contestant_Joe Mena | 0.0235 | 0.016 | 1.490 | 0.136 | -0.007 | 0.054 |
contestant_Joe del Campo | 0.0089 | 0.018 | 0.498 | 0.618 | -0.026 | 0.044 |
contestant_John Cochran | 0.0022 | 0.022 | 0.105 | 0.917 | -0.040 | 0.044 |
contestant_John Cody | 0.0312 | 0.044 | 0.714 | 0.475 | -0.054 | 0.117 |
contestant_John Rocker | -0.0111 | 0.020 | -0.557 | 0.578 | -0.050 | 0.028 |
contestant_Jon Misch | 0.0368 | 0.023 | 1.616 | 0.106 | -0.008 | 0.081 |
contestant_Jonas Otsuji | 0.0283 | 0.025 | 1.129 | 0.259 | -0.021 | 0.078 |
contestant_Jonathan Penner | 0.0192 | 0.022 | 0.856 | 0.392 | -0.025 | 0.063 |
contestant_Josh Canfield | -0.0031 | 0.022 | -0.143 | 0.887 | -0.046 | 0.039 |
contestant_Julia Landauer | -0.0522 | 0.026 | -1.982 | 0.047 | -0.104 | -0.001 |
contestant_Julia Sokolowski | -0.0884 | 0.050 | -1.782 | 0.075 | -0.186 | 0.009 |
contestant_Julie McGee | -0.0030 | 0.022 | -0.138 | 0.890 | -0.046 | 0.040 |
contestant_Julie Wolfe | 0.0385 | 0.077 | 0.499 | 0.618 | -0.113 | 0.190 |
contestant_Kass McQuillen | 0.0241 | 0.026 | 0.945 | 0.345 | -0.026 | 0.074 |
contestant_Kat Edorsson | 0.0069 | 0.029 | 0.239 | 0.811 | -0.050 | 0.064 |
contestant_Katie Collins | -0.0325 | 0.028 | -1.142 | 0.253 | -0.088 | 0.023 |
contestant_Katie Hanson | 0.0014 | 0.039 | 0.035 | 0.972 | -0.075 | 0.077 |
contestant_Katrina Radke | -0.0231 | 0.016 | -1.410 | 0.159 | -0.055 | 0.009 |
contestant_Keith Nale | 0.0186 | 0.018 | 1.042 | 0.297 | -0.016 | 0.054 |
contestant_Keith Tollefson | 0.0616 | 0.042 | 1.464 | 0.143 | -0.021 | 0.144 |
contestant_Kelley Wentworth | 0.0106 | 0.021 | 0.501 | 0.616 | -0.031 | 0.052 |
contestant_Kelly Remington | 0.0250 | 0.029 | 0.869 | 0.385 | -0.031 | 0.081 |
contestant_Kelly Wiglesworth | 0.0012 | 0.038 | 0.033 | 0.974 | -0.073 | 0.076 |
contestant_Ken McNickle | -0.0330 | 0.015 | -2.175 | 0.030 | -0.063 | -0.003 |
contestant_Kim Spradlin-Wolfe | 0.0486 | 0.047 | 1.034 | 0.301 | -0.043 | 0.141 |
contestant_Kimmi Kappenberg | -0.0395 | 0.028 | -1.435 | 0.151 | -0.094 | 0.014 |
contestant_Kourtney Moon | 0.1659 | 0.089 | 1.871 | 0.061 | -0.008 | 0.340 |
contestant_Kristina Kell | 0.0449 | 0.127 | 0.354 | 0.724 | -0.204 | 0.294 |
contestant_Kyle Jason | -0.0103 | 0.020 | -0.527 | 0.598 | -0.049 | 0.028 |
contestant_LJ McKanas | 0.0139 | 0.019 | 0.738 | 0.460 | -0.023 | 0.051 |
contestant_Laura Alexander | 0.0241 | 0.038 | 0.630 | 0.529 | -0.051 | 0.099 |
contestant_Laura Boneham | 0.0181 | 0.025 | 0.735 | 0.463 | -0.030 | 0.066 |
contestant_Laura Morett | -0.0409 | 0.039 | -1.039 | 0.299 | -0.118 | 0.036 |
contestant_Lauren Rimmer | -0.0490 | 0.062 | -0.794 | 0.427 | -0.170 | 0.072 |
contestant_Leif Manson | -0.0294 | 0.026 | -1.114 | 0.265 | -0.081 | 0.022 |
contestant_Lindsey Cascaddan | 0.0197 | 0.020 | 0.974 | 0.330 | -0.020 | 0.059 |
contestant_Lindsey Ogle | -0.0183 | 0.027 | -0.670 | 0.503 | -0.072 | 0.035 |
contestant_Lisa Whelchel | 0.0073 | 0.032 | 0.227 | 0.821 | -0.056 | 0.070 |
contestant_Liz Markham | 0.0437 | 0.020 | 2.221 | 0.026 | 0.005 | 0.082 |
contestant_Lucy Huang | 0.0024 | 0.027 | 0.091 | 0.928 | -0.050 | 0.055 |
contestant_Malcolm Freberg | 0.0101 | 0.024 | 0.418 | 0.676 | -0.037 | 0.057 |
contestant_Mari Takahashi | -0.0160 | 0.021 | -0.768 | 0.442 | -0.057 | 0.025 |
contestant_Marissa Peterson | 0.0157 | 0.033 | 0.473 | 0.636 | -0.049 | 0.081 |
contestant_Matt Bischoff | 0.0047 | 0.028 | 0.166 | 0.868 | -0.051 | 0.060 |
contestant_Matt Quinlan | 0.0152 | 0.043 | 0.354 | 0.724 | -0.069 | 0.100 |
contestant_Max Dawson | -0.0007 | 0.022 | -0.032 | 0.975 | -0.045 | 0.043 |
contestant_Michael Jefferson | -0.0027 | 0.038 | -0.071 | 0.944 | -0.078 | 0.072 |
contestant_Michael Skupin | 0.0263 | 0.033 | 0.792 | 0.428 | -0.039 | 0.091 |
contestant_Michael Snow | 0.0238 | 0.026 | 0.909 | 0.364 | -0.028 | 0.075 |
contestant_Michaela Bradshaw | 0.0263 | 0.015 | 1.750 | 0.080 | -0.003 | 0.056 |
contestant_Michele Fitzgerald | -0.0543 | 0.040 | -1.354 | 0.176 | -0.133 | 0.024 |
contestant_Michelle Schubert | -0.0109 | 0.018 | -0.623 | 0.533 | -0.045 | 0.023 |
contestant_Mikayla Wingle | -0.0052 | 0.044 | -0.118 | 0.906 | -0.091 | 0.081 |
contestant_Mike Chiesl | -0.1280 | 0.084 | -1.517 | 0.129 | -0.293 | 0.037 |
contestant_Mike Holloway | -0.0023 | 0.026 | -0.089 | 0.929 | -0.054 | 0.049 |
contestant_Mike Zahalsky | 0.0066 | 0.019 | 0.341 | 0.733 | -0.031 | 0.045 |
contestant_Missy Payne | 0.0369 | 0.028 | 1.302 | 0.193 | -0.019 | 0.093 |
contestant_Monica Culpepper | -0.0375 | 0.038 | -0.986 | 0.324 | -0.112 | 0.037 |
contestant_Monica Padilla | 0.0194 | 0.019 | 1.041 | 0.298 | -0.017 | 0.056 |
contestant_Morgan McLeod | -0.0428 | 0.030 | -1.430 | 0.153 | -0.102 | 0.016 |
contestant_Nadiya Anderson | 0.0227 | 0.023 | 0.967 | 0.334 | -0.023 | 0.069 |
contestant_Natalie Anderson | -0.0337 | 0.026 | -1.295 | 0.195 | -0.085 | 0.017 |
contestant_Natalie Tenerelli | 0.1247 | 0.094 | 1.333 | 0.182 | -0.059 | 0.308 |
contestant_Neal Gottlieb | -0.0248 | 0.023 | -1.095 | 0.274 | -0.069 | 0.020 |
contestant_Nick Maiorano | -0.0380 | 0.026 | -1.441 | 0.150 | -0.090 | 0.014 |
contestant_Nina Acosta | -0.1009 | 0.089 | -1.134 | 0.257 | -0.275 | 0.074 |
contestant_Nina Poersch | -0.0271 | 0.016 | -1.644 | 0.100 | -0.059 | 0.005 |
contestant_Ozzy Lusth | 0.0269 | 0.027 | 0.983 | 0.325 | -0.027 | 0.080 |
contestant_Patrick Bolton | -0.0271 | 0.020 | -1.356 | 0.175 | -0.066 | 0.012 |
contestant_Paul Wachter | 0.0136 | 0.020 | 0.693 | 0.488 | -0.025 | 0.052 |
contestant_Peih-Gee Law | -0.0141 | 0.031 | -0.449 | 0.653 | -0.075 | 0.047 |
contestant_Pete Yurkowski | 0.0331 | 0.036 | 0.924 | 0.355 | -0.037 | 0.103 |
contestant_Peter Baggenstos | -0.0120 | 0.023 | -0.512 | 0.609 | -0.058 | 0.034 |
contestant_Phillip Sheppard | -0.0337 | 0.031 | -1.098 | 0.272 | -0.094 | 0.026 |
contestant_R.C. Saint-Amour | -0.0198 | 0.079 | -0.251 | 0.802 | -0.175 | 0.135 |
contestant_Rachel Ako | -0.0010 | 0.017 | -0.059 | 0.953 | -0.034 | 0.032 |
contestant_Rachel Foulger | -0.0140 | 0.031 | -0.449 | 0.654 | -0.075 | 0.047 |
contestant_Ralph Kiser | -0.0238 | 0.054 | -0.437 | 0.662 | -0.130 | 0.083 |
contestant_Reed Kelly | 0.0153 | 0.025 | 0.621 | 0.535 | -0.033 | 0.064 |
contestant_Reynold Toepfer | -0.0156 | 0.029 | -0.536 | 0.592 | -0.073 | 0.042 |
contestant_Rick Nelson | -0.0125 | 0.035 | -0.357 | 0.721 | -0.081 | 0.056 |
contestant_Roark Luskin | 0.0097 | 0.013 | 0.755 | 0.450 | -0.015 | 0.035 |
contestant_Rob Mariano | -0.0323 | 0.039 | -0.823 | 0.411 | -0.109 | 0.045 |
contestant_Rodney Lavoie Jr. | 0.0215 | 0.022 | 0.997 | 0.319 | -0.021 | 0.064 |
contestant_Roxanne Morris | 0.0406 | 0.086 | 0.475 | 0.635 | -0.127 | 0.208 |
contestant_Rupert Boneham | 0.0621 | 0.034 | 1.831 | 0.067 | -0.004 | 0.129 |
contestant_Russell Hantz | 0.0371 | 0.047 | 0.784 | 0.433 | -0.056 | 0.130 |
contestant_Russell Swan | -0.0213 | 0.035 | -0.615 | 0.538 | -0.089 | 0.047 |
contestant_Ryan Ulrich | -0.0021 | 0.015 | -0.145 | 0.885 | -0.031 | 0.027 |
contestant_Sabrina Thompson | 0.0320 | 0.032 | 1.008 | 0.313 | -0.030 | 0.094 |
contestant_Sandra Diaz-Twine | 0.0139 | 0.015 | 0.896 | 0.370 | -0.016 | 0.044 |
contestant_Sarah Dawson | -0.0050 | 0.047 | -0.106 | 0.915 | -0.098 | 0.088 |
contestant_Sarah Lacina | 0.0572 | 0.027 | 2.108 | 0.035 | 0.004 | 0.110 |
contestant_Sarita White | 0.0675 | 0.130 | 0.519 | 0.604 | -0.187 | 0.322 |
contestant_Scot Pollard | 0.0273 | 0.020 | 1.371 | 0.170 | -0.012 | 0.066 |
contestant_Semhar Tadesse | 0.0077 | 0.038 | 0.202 | 0.840 | -0.067 | 0.082 |
contestant_Shamar Thomas | 0.0311 | 0.030 | 1.054 | 0.292 | -0.027 | 0.089 |
contestant_Sherri Biethman | -0.0359 | 0.035 | -1.038 | 0.299 | -0.104 | 0.032 |
contestant_Shirin Oskooi | 0.0060 | 0.013 | 0.459 | 0.646 | -0.020 | 0.032 |
contestant_Sierra Thomas | 0.0170 | 0.020 | 0.861 | 0.389 | -0.022 | 0.056 |
contestant_Simone Nguyen | 0.0167 | 0.022 | 0.776 | 0.438 | -0.026 | 0.059 |
contestant_So Kim | -0.0096 | 0.017 | -0.555 | 0.579 | -0.043 | 0.024 |
contestant_Sophie Clarke | -0.0250 | 0.039 | -0.632 | 0.527 | -0.102 | 0.052 |
contestant_Spencer Bledsoe | -0.0002 | 0.016 | -0.010 | 0.992 | -0.032 | 0.031 |
contestant_Stacey Powell | -0.0213 | 0.060 | -0.353 | 0.724 | -0.140 | 0.097 |
contestant_Stephanie Valencia | -0.0289 | 0.069 | -0.421 | 0.674 | -0.163 | 0.106 |
contestant_Stephen Fishbach | 0.0148 | 0.018 | 0.807 | 0.420 | -0.021 | 0.051 |
contestant_Steve Wright | -0.0214 | 0.074 | -0.289 | 0.772 | -0.166 | 0.124 |
contestant_Sunday Burquest | -0.0153 | 0.017 | -0.911 | 0.362 | -0.048 | 0.018 |
contestant_Tai Trang | -0.0311 | 0.027 | -1.132 | 0.258 | -0.085 | 0.023 |
contestant_Tarzan Smith | -0.0050 | 0.031 | -0.158 | 0.874 | -0.066 | 0.056 |
contestant_Tasha Fox | 0.0113 | 0.031 | 0.366 | 0.715 | -0.049 | 0.072 |
contestant_Taylor Stocker | -0.0418 | 0.018 | -2.389 | 0.017 | -0.076 | -0.008 |
contestant_Terry Deitz | -0.0157 | 0.027 | -0.579 | 0.563 | -0.069 | 0.037 |
contestant_Tina Wesson | 0.0099 | 0.041 | 0.239 | 0.811 | -0.071 | 0.091 |
contestant_Tony Vlachos | 0.0157 | 0.019 | 0.823 | 0.411 | -0.022 | 0.053 |
contestant_Trish Hegarty | 0.0081 | 0.024 | 0.329 | 0.742 | -0.040 | 0.056 |
contestant_Troyzan Robertson | -0.0416 | 0.029 | -1.439 | 0.150 | -0.098 | 0.015 |
contestant_Tyler Fredrickson | 0.0244 | 0.013 | 1.892 | 0.058 | -0.001 | 0.050 |
contestant_Tyson Apostol | -0.0129 | 0.034 | -0.382 | 0.702 | -0.079 | 0.053 |
contestant_Val Collins | -0.0129 | 0.019 | -0.661 | 0.508 | -0.051 | 0.025 |
contestant_Vince Sly | 0.0313 | 0.015 | 2.116 | 0.034 | 0.002 | 0.060 |
contestant_Vytas Baskauskas | 0.0473 | 0.041 | 1.147 | 0.252 | -0.034 | 0.128 |
contestant_Wes Nale | 0.0213 | 0.026 | 0.813 | 0.416 | -0.030 | 0.073 |
contestant_Whitney Duncan | -0.0361 | 0.043 | -0.833 | 0.405 | -0.121 | 0.049 |
contestant_Will Sims II | -0.0449 | 0.019 | -2.417 | 0.016 | -0.081 | -0.008 |
contestant_Will Wahl | -0.0158 | 0.017 | -0.921 | 0.357 | -0.049 | 0.018 |
contestant_Woo Hwang | 0.0316 | 0.016 | 1.948 | 0.051 | -0.000 | 0.063 |
contestant_Zane Knight | -0.0253 | 0.045 | -0.567 | 0.571 | -0.113 | 0.062 |
contestant_Zeke Smith | -0.0127 | 0.022 | -0.585 | 0.559 | -0.055 | 0.030 |
role_Chelsea Handler | -0.0170 | 0.013 | -1.354 | 0.176 | -0.042 | 0.008 |
role_Crazy Cat Lady | -0.0050 | 0.013 | -0.371 | 0.710 | -0.031 | 0.021 |
role_Culturally Awkward Girl | 0.0166 | 0.026 | 0.637 | 0.524 | -0.034 | 0.068 |
role_Erin Brokovich | 0.0032 | 0.020 | 0.161 | 0.872 | -0.036 | 0.042 |
role_G.I. Jane | 0.0041 | 0.012 | 0.355 | 0.722 | -0.019 | 0.027 |
role_Good Ol' Boy | -0.0150 | 0.013 | -1.154 | 0.249 | -0.040 | 0.010 |
role_Heisenberg | 0.0051 | 0.015 | 0.352 | 0.725 | -0.023 | 0.034 |
role_I Can See Your Periscope | -0.0134 | 0.026 | -0.512 | 0.608 | -0.065 | 0.038 |
role_John McClane | 0.0162 | 0.013 | 1.293 | 0.196 | -0.008 | 0.041 |
role_Know It All | 0.0264 | 0.011 | 2.492 | 0.013 | 0.006 | 0.047 |
role_Lady Gaga | 0.0292 | 0.025 | 1.177 | 0.239 | -0.019 | 0.078 |
role_Little Red Riding Hood | 0.0177 | 0.015 | 1.189 | 0.235 | -0.011 | 0.047 |
role_Meredith Grey | 0.0252 | 0.013 | 1.912 | 0.056 | -0.001 | 0.051 |
role_Mommy Dearest | 0.0104 | 0.011 | 0.923 | 0.356 | -0.012 | 0.032 |
role_Mr. Miagi | -0.0001 | 0.012 | -0.009 | 0.993 | -0.024 | 0.024 |
role_Oh No You Didn't! | -0.0190 | 0.015 | -1.297 | 0.195 | -0.048 | 0.010 |
role_Ponyboy | -0.0068 | 0.014 | -0.487 | 0.626 | -0.034 | 0.021 |
role_Secretly Smart Bikini Babe | -0.0028 | 0.020 | -0.140 | 0.889 | -0.042 | 0.036 |
role_Seduce and Destroy | 0.0218 | 0.012 | 1.786 | 0.074 | -0.002 | 0.046 |
role_Siren | -0.0001 | 0.011 | -0.012 | 0.990 | -0.022 | 0.022 |
role_Surfer Dude | 0.0255 | 0.012 | 2.204 | 0.028 | 0.003 | 0.048 |
role_The Social Butterfly | 0.0169 | 0.014 | 1.246 | 0.213 | -0.010 | 0.043 |
role_The Specialist | 0.0097 | 0.011 | 0.893 | 0.372 | -0.012 | 0.031 |
role_Tough Old Broad | 0.0009 | 0.019 | 0.046 | 0.963 | -0.037 | 0.039 |
role_True Grit | -0.0075 | 0.014 | -0.516 | 0.606 | -0.036 | 0.021 |
days_lasted_10-20 days | -0.0075 | 0.011 | -0.653 | 0.514 | -0.030 | 0.015 |
days_lasted_20-30 days | -0.0059 | 0.014 | -0.414 | 0.679 | -0.034 | 0.022 |
days_lasted_30+ days | -0.0283 | 0.030 | -0.942 | 0.346 | -0.087 | 0.031 |
season_Cagayan | -0.0112 | 0.013 | -0.853 | 0.394 | -0.037 | 0.015 |
season_Cambodia | 0.0065 | 0.012 | 0.534 | 0.594 | -0.017 | 0.030 |
season_Caramoan | -0.0074 | 0.017 | -0.428 | 0.668 | -0.041 | 0.026 |
season_Game Changers | 0.0026 | 0.011 | 0.228 | 0.820 | -0.019 | 0.025 |
season_Heroes vs. Healers vs. Hustlers | 0.0275 | 0.011 | 2.588 | 0.010 | 0.007 | 0.048 |
season_Kaรดh Rลng | 0.0141 | 0.007 | 2.087 | 0.037 | 0.001 | 0.027 |
season_Millennials vs. Gen X | 0.0125 | 0.007 | 1.785 | 0.074 | -0.001 | 0.026 |
season_One World | -0.0106 | 0.015 | -0.695 | 0.487 | -0.040 | 0.019 |
season_Philippines | -0.0174 | 0.017 | -1.053 | 0.292 | -0.050 | 0.015 |
season_Redemption Island | 0.0167 | 0.057 | 0.295 | 0.768 | -0.094 | 0.128 |
season_San Juan del Sur | -0.0079 | 0.008 | -0.943 | 0.346 | -0.024 | 0.009 |
season_South Pacific | -0.0036 | 0.017 | -0.207 | 0.836 | -0.038 | 0.031 |
season_Worlds Apart | -0.0128 | 0.006 | -1.979 | 0.048 | -0.025 | -0.000 |
tribe_Bayon | -0.0125 | 0.013 | -0.962 | 0.336 | -0.038 | 0.013 |
tribe_Bikal | -0.0163 | 0.025 | -0.660 | 0.510 | -0.065 | 0.032 |
tribe_Chan Loh | 0.0128 | 0.011 | 1.215 | 0.224 | -0.008 | 0.034 |
tribe_Coyopa | -0.0023 | 0.007 | -0.315 | 0.752 | -0.017 | 0.012 |
tribe_Escameca | 0.0039 | 0.011 | 0.362 | 0.717 | -0.017 | 0.025 |
tribe_Galang | 0.0007 | 0.018 | 0.037 | 0.971 | -0.034 | 0.036 |
tribe_Gondol | -0.0009 | 0.013 | -0.069 | 0.945 | -0.027 | 0.026 |
tribe_Gota | 0.0089 | 0.011 | 0.813 | 0.416 | -0.013 | 0.030 |
tribe_Hunahpu | -0.0056 | 0.011 | -0.528 | 0.597 | -0.026 | 0.015 |
tribe_Kalabaw | -0.0180 | 0.023 | -0.773 | 0.439 | -0.064 | 0.028 |
tribe_Levu | 0.0189 | 0.012 | 1.626 | 0.104 | -0.004 | 0.042 |
tribe_Luzon | -0.0051 | 0.014 | -0.358 | 0.720 | -0.033 | 0.023 |
tribe_Mana | 0.0148 | 0.010 | 1.527 | 0.127 | -0.004 | 0.034 |
tribe_Manono | -0.0084 | 0.013 | -0.627 | 0.531 | -0.035 | 0.018 |
tribe_Masaya | 0.0043 | 0.011 | 0.392 | 0.695 | -0.017 | 0.026 |
tribe_Matsing | 0.0239 | 0.023 | 1.041 | 0.298 | -0.021 | 0.069 |
tribe_Nagarote | -0.0210 | 0.010 | -2.085 | 0.037 | -0.041 | -0.001 |
tribe_Nuku | -0.0122 | 0.015 | -0.837 | 0.402 | -0.041 | 0.016 |
tribe_Ometepe | 0.0234 | 0.059 | 0.396 | 0.692 | -0.092 | 0.139 |
tribe_Salani | -0.0021 | 0.023 | -0.094 | 0.925 | -0.046 | 0.042 |
tribe_Savaii | 0.0014 | 0.020 | 0.070 | 0.944 | -0.037 | 0.040 |
tribe_Soko | 0.0047 | 0.011 | 0.441 | 0.659 | -0.016 | 0.025 |
tribe_Solana | 0.0263 | 0.016 | 1.625 | 0.104 | -0.005 | 0.058 |
tribe_Ta Keo | 0.0190 | 0.012 | 1.626 | 0.104 | -0.004 | 0.042 |
tribe_Tadhana | 0.0297 | 0.013 | 2.232 | 0.026 | 0.004 | 0.056 |
tribe_Takali | 0.0034 | 0.008 | 0.420 | 0.674 | -0.012 | 0.019 |
tribe_Tandang | -0.0233 | 0.012 | -1.954 | 0.051 | -0.047 | 7.22e-05 |
tribe_To Tang | 0.0021 | 0.009 | 0.248 | 0.805 | -0.015 | 0.019 |
tribe_Upolu | -0.0050 | 0.018 | -0.283 | 0.777 | -0.039 | 0.030 |
tribe_Vanua | 0.0092 | 0.011 | 0.838 | 0.402 | -0.012 | 0.031 |
tribe_Yawa | 0.0039 | 0.010 | 0.380 | 0.704 | -0.016 | 0.024 |
tribe_Zapatera | -0.0067 | 0.020 | -0.329 | 0.742 | -0.047 | 0.033 |
tribe_Angkor | -0.0168 | 0.020 | -0.823 | 0.410 | -0.057 | 0.023 |
tribe_Dangrayne | -0.0004 | 0.017 | -0.022 | 0.982 | -0.034 | 0.034 |
tribe_Dara | -0.0025 | 0.016 | -0.156 | 0.876 | -0.034 | 0.029 |
tribe_Enil Edam | 0.0102 | 0.040 | 0.258 | 0.797 | -0.068 | 0.088 |
tribe_Huyopa | -0.0505 | 0.013 | -3.861 | 0.000 | -0.076 | -0.025 |
tribe_Ikabula | 0.0266 | 0.016 | 1.681 | 0.093 | -0.004 | 0.058 |
tribe_Kasama | 0.0172 | 0.026 | 0.662 | 0.508 | -0.034 | 0.068 |
tribe_Maku Maku | -0.0274 | 0.018 | -1.535 | 0.125 | -0.062 | 0.008 |
tribe_Merica | 0.0085 | 0.014 | 0.584 | 0.559 | -0.020 | 0.037 |
tribe_Murlonio | -0.0055 | 0.122 | -0.045 | 0.964 | -0.245 | 0.234 |
tribe_Orkun | 0.0061 | 0.021 | 0.297 | 0.767 | -0.034 | 0.046 |
tribe_Solarrion | -0.0162 | 0.015 | -1.064 | 0.288 | -0.046 | 0.014 |
tribe_Solewa | -0.0373 | 0.035 | -1.062 | 0.288 | -0.106 | 0.032 |
tribe_Tavua | -0.0113 | 0.021 | -0.540 | 0.589 | -0.052 | 0.030 |
tribe_Te Tuna | 0.0363 | 0.040 | 0.920 | 0.358 | -0.041 | 0.114 |
tribe_Tikiano | 0.0252 | 0.021 | 1.214 | 0.225 | -0.015 | 0.066 |
tribe_Vinaka | -0.0063 | 0.012 | -0.547 | 0.584 | -0.029 | 0.016 |
alliance_Bayon Alliance | -0.0023 | 0.024 | -0.094 | 0.925 | -0.050 | 0.045 |
alliance_Cool Kids Alliance | 0.0134 | 0.014 | 0.944 | 0.345 | -0.014 | 0.041 |
alliance_Cops-R-Us | 0.0094 | 0.014 | 0.663 | 0.507 | -0.018 | 0.037 |
alliance_Coyopa Guys Alliance | 0.0018 | 0.014 | 0.127 | 0.899 | -0.025 | 0.029 |
alliance_Dara Women's Alliance | -0.0175 | 0.018 | -0.986 | 0.324 | -0.052 | 0.017 |
alliance_David's Vinaka Alliance | 0.0381 | 0.012 | 3.157 | 0.002 | 0.014 | 0.062 |
alliance_Escameca Alliance | -0.0188 | 0.014 | -1.363 | 0.173 | -0.046 | 0.008 |
alliance_Fab Five | 0.0109 | 0.015 | 0.729 | 0.466 | -0.018 | 0.040 |
alliance_Five Guys Alliance | -0.0268 | 0.036 | -0.753 | 0.451 | -0.097 | 0.043 |
alliance_Galang Alliance | -0.0220 | 0.027 | -0.826 | 0.409 | -0.074 | 0.030 |
alliance_Gondol Alliance | 0.0049 | 0.014 | 0.357 | 0.721 | -0.022 | 0.032 |
alliance_Gota Alliance | -0.0045 | 0.013 | -0.355 | 0.723 | -0.029 | 0.020 |
alliance_Kalabaw Alliance | 0.0230 | 0.017 | 1.349 | 0.177 | -0.010 | 0.056 |
alliance_Matsing Alliance | 0.0299 | 0.036 | 0.830 | 0.406 | -0.041 | 0.101 |
alliance_Misfit Alliance | -0.0073 | 0.014 | -0.506 | 0.613 | -0.036 | 0.021 |
alliance_Muscle Alliance | -0.0011 | 0.017 | -0.069 | 0.945 | -0.033 | 0.031 |
alliance_Nagarote Alliance | 0.0212 | 0.013 | 1.622 | 0.105 | -0.004 | 0.047 |
alliance_Power Six | -0.0105 | 0.024 | -0.438 | 0.661 | -0.057 | 0.036 |
alliance_Russell's Zapatera Alliance | 0.0082 | 0.047 | 0.175 | 0.861 | -0.084 | 0.100 |
alliance_Salani Alliance | -0.0087 | 0.032 | -0.272 | 0.785 | -0.071 | 0.054 |
alliance_Savaii Alliance | -0.0063 | 0.032 | -0.200 | 0.841 | -0.068 | 0.056 |
alliance_Singles Alliance | 0.0285 | 0.025 | 1.144 | 0.252 | -0.020 | 0.077 |
alliance_Soko Alliance | -0.0050 | 0.013 | -0.391 | 0.696 | -0.030 | 0.020 |
alliance_Solana Alliance | -0.0104 | 0.014 | -0.728 | 0.466 | -0.038 | 0.018 |
alliance_Stealth R Us | 0.0308 | 0.031 | 0.983 | 0.326 | -0.031 | 0.092 |
alliance_Takali Alliance | -0.0189 | 0.013 | -1.502 | 0.133 | -0.043 | 0.006 |
alliance_Tandang Alliance | -0.0233 | 0.012 | -1.954 | 0.051 | -0.047 | 7.22e-05 |
alliance_Tavua Alliance | -0.0028 | 0.021 | -0.134 | 0.894 | -0.043 | 0.038 |
alliance_The Family | -0.0248 | 0.034 | -0.722 | 0.470 | -0.092 | 0.042 |
alliance_The Round Table | 0.0190 | 0.016 | 1.208 | 0.227 | -0.012 | 0.050 |
alliance_Triforce | -0.0204 | 0.012 | -1.678 | 0.093 | -0.044 | 0.003 |
alliance_Witches Coven | 0.0350 | 0.023 | 1.552 | 0.121 | -0.009 | 0.079 |
alliance_Zapatera Six | -0.0149 | 0.047 | -0.317 | 0.751 | -0.107 | 0.077 |
alliance_Zeke's Vinaka Alliance | 0.0314 | 0.020 | 1.592 | 0.111 | -0.007 | 0.070 |
alliance_Final Four Alliance | 0.0231 | 0.012 | 1.848 | 0.065 | -0.001 | 0.048 |
alliance_Fulcrum Alliance | 0.0138 | 0.037 | 0.370 | 0.711 | -0.059 | 0.087 |
contestant_episode_Abi-Maria Gomes My Wheels Are Spinning | 0.0459 | 0.046 | 1.002 | 0.316 | -0.044 | 0.136 |
contestant_episode_Abi-Maria Gomes Play to Win | -0.0301 | 0.048 | -0.626 | 0.531 | -0.124 | 0.064 |
contestant_episode_Abi-Maria Gomes Survivor MacGyver | -0.0338 | 0.040 | -0.844 | 0.399 | -0.112 | 0.045 |
contestant_episode_Abi-Maria Gomes Tiny Little Shanks to the Heart | 0.0279 | 0.046 | 0.605 | 0.545 | -0.062 | 0.118 |
contestant_episode_Abi-Maria Gomes Villains Have More Fun | 0.0646 | 0.047 | 1.368 | 0.171 | -0.028 | 0.157 |
contestant_episode_Abi-Maria Gomes We Got a Rat | -0.0116 | 0.041 | -0.280 | 0.780 | -0.093 | 0.070 |
contestant_episode_Abi-Maria Gomes What's the Beef%3F | -0.0578 | 0.043 | -1.358 | 0.174 | -0.141 | 0.026 |
contestant_episode_Abi-Maria Gomes Witches Coven (episode) | 0.0332 | 0.055 | 0.599 | 0.549 | -0.075 | 0.142 |
contestant_episode_Abi-Maria Gomes You Call, We'll Haul | -0.0901 | 0.048 | -1.861 | 0.063 | -0.185 | 0.005 |
contestant_episode_Adam Klein I Will Destroy You | -0.0526 | 0.018 | -2.942 | 0.003 | -0.088 | -0.018 |
contestant_episode_Adam Klein I'm the Kingpin | -0.0670 | 0.014 | -4.880 | 0.000 | -0.094 | -0.040 |
contestant_episode_Adam Klein Idol Search Party | -0.0070 | 0.019 | -0.362 | 0.718 | -0.045 | 0.031 |
contestant_episode_Adam Klein Love Goggles | -0.0813 | 0.026 | -3.129 | 0.002 | -0.132 | -0.030 |
contestant_episode_Adam Klein May the Best Generation Win | 9.249e-05 | 0.025 | 0.004 | 0.997 | -0.048 | 0.049 |
contestant_episode_Adam Klein Million Dollar Gamble | -0.0764 | 0.017 | -4.577 | 0.000 | -0.109 | -0.044 |
contestant_episode_Adam Klein Slayed the Survivor Dragon | -0.0104 | 0.019 | -0.562 | 0.574 | -0.047 | 0.026 |
contestant_episode_Adam Klein Still Throwin' Punches | -0.0862 | 0.012 | -6.910 | 0.000 | -0.111 | -0.062 |
contestant_episode_Adam Klein The Truth Works Well | -0.0275 | 0.022 | -1.243 | 0.214 | -0.071 | 0.016 |
contestant_episode_Adam Klein Who's the Sucker at the Table%3F | -0.0223 | 0.026 | -0.851 | 0.395 | -0.074 | 0.029 |
contestant_episode_Adam Klein Your Job Is Recon | -0.0148 | 0.024 | -0.613 | 0.540 | -0.062 | 0.032 |
contestant_episode_Alan Ball I'm Not Crazy, I'm Confident | -0.0167 | 0.014 | -1.161 | 0.246 | -0.045 | 0.011 |
contestant_episode_Alan Ball I'm a Wild Banshee | -0.0325 | 0.024 | -1.381 | 0.167 | -0.079 | 0.014 |
contestant_episode_Alan Ball My Kisses Are Very Private | -0.0014 | 0.023 | -0.059 | 0.953 | -0.047 | 0.044 |
contestant_episode_Alec Christy Blood Is Blood | 0.0570 | 0.044 | 1.297 | 0.195 | -0.029 | 0.143 |
contestant_episode_Alec Christy Gettin' to Crunch Time | -0.0274 | 0.037 | -0.742 | 0.458 | -0.100 | 0.045 |
contestant_episode_Alec Christy Make Some Magic Happen | 0.0277 | 0.047 | 0.583 | 0.560 | -0.065 | 0.121 |
contestant_episode_Alec Christy Method to This Madness | -0.0108 | 0.046 | -0.234 | 0.815 | -0.102 | 0.080 |
contestant_episode_Alec Christy Million Dollar Decision | 0.0162 | 0.039 | 0.418 | 0.676 | -0.060 | 0.092 |
contestant_episode_Alec Christy Still Holdin' On | 0.0304 | 0.039 | 0.788 | 0.431 | -0.045 | 0.106 |
contestant_episode_Alec Christy Suck It Up and Survive | -0.0105 | 0.050 | -0.210 | 0.834 | -0.108 | 0.087 |
contestant_episode_Alec Christy This Is Where We Build Trust | 0.0103 | 0.038 | 0.268 | 0.788 | -0.065 | 0.085 |
contestant_episode_Alec Christy We're a Hot Mess | 0.0047 | 0.037 | 0.127 | 0.899 | -0.068 | 0.077 |
contestant_episode_Alec Christy Wrinkle in the Plan | -0.0040 | 0.036 | -0.112 | 0.911 | -0.074 | 0.066 |
contestant_episode_Alecia Holden Kindergarten Camp | 0.0368 | 0.014 | 2.697 | 0.007 | 0.010 | 0.063 |
contestant_episode_Alecia Holden Signed, Sealed and Delivered | -0.0198 | 0.014 | -1.461 | 0.144 | -0.046 | 0.007 |
contestant_episode_Alecia Holden The Circle of Life | 0.0324 | 0.017 | 1.883 | 0.060 | -0.001 | 0.066 |
contestant_episode_Alexis Maxwell Hot Girl with a Grudge | 0.0329 | 0.065 | 0.508 | 0.612 | -0.094 | 0.160 |
contestant_episode_Alexis Maxwell Odd One Out | 0.0625 | 0.055 | 1.136 | 0.256 | -0.045 | 0.170 |
contestant_episode_Alexis Maxwell Our Time to Shine | -0.0249 | 0.059 | -0.422 | 0.673 | -0.141 | 0.091 |
contestant_episode_Alexis Maxwell We Found Our Zombies | -0.0354 | 0.049 | -0.729 | 0.466 | -0.131 | 0.060 |
contestant_episode_Ali Elliott I'm Not Crazy, I'm Confident | -0.0450 | 0.023 | -1.929 | 0.054 | -0.091 | 0.001 |
contestant_episode_Ali Elliott I'm a Wild Banshee | 0.0027 | 0.021 | 0.128 | 0.898 | -0.038 | 0.043 |
contestant_episode_Ali Elliott My Kisses Are Very Private | -0.0239 | 0.020 | -1.182 | 0.237 | -0.063 | 0.016 |
contestant_episode_Ali Elliott The Past Will Eat You Alive | -0.0667 | 0.018 | -3.666 | 0.000 | -0.102 | -0.031 |
contestant_episode_Ali Elliott This Is Why You Play Survivor | -0.0972 | 0.021 | -4.637 | 0.000 | -0.138 | -0.056 |
contestant_episode_Alicia Rosa Go Out with a Bang | 0.0166 | 0.057 | 0.291 | 0.771 | -0.095 | 0.128 |
contestant_episode_Alicia Rosa I'm No Dummy | 0.0097 | 0.050 | 0.193 | 0.847 | -0.089 | 0.108 |
contestant_episode_Alicia Rosa It's Gonna Be Chaos | 0.0574 | 0.056 | 1.017 | 0.309 | -0.053 | 0.168 |
contestant_episode_Alicia Rosa It's Human Nature | 0.0694 | 0.049 | 1.422 | 0.155 | -0.026 | 0.165 |
contestant_episode_Alicia Rosa Never Say Die | -0.0164 | 0.046 | -0.359 | 0.720 | -0.106 | 0.073 |
contestant_episode_Alicia Rosa Thanks for the Souvenir | 0.0218 | 0.047 | 0.463 | 0.643 | -0.070 | 0.114 |
contestant_episode_Alicia Rosa Two Tribes, One Camp, No Rules | -0.0167 | 0.060 | -0.279 | 0.780 | -0.134 | 0.101 |
contestant_episode_Andrea Boehlke Blindside Time | -0.0136 | 0.051 | -0.266 | 0.791 | -0.114 | 0.087 |
contestant_episode_Andrea Boehlke Come Over to the Dark Side | 0.0642 | 0.044 | 1.466 | 0.143 | -0.022 | 0.150 |
contestant_episode_Andrea Boehlke Cut Off the Head of the Snake | 0.0385 | 0.044 | 0.875 | 0.382 | -0.048 | 0.125 |
contestant_episode_Andrea Boehlke Dirty Deed | 0.0469 | 0.024 | 1.928 | 0.054 | -0.001 | 0.095 |
contestant_episode_Andrea Boehlke It Is Not a High Without a Low | 0.0628 | 0.019 | 3.252 | 0.001 | 0.025 | 0.101 |
contestant_episode_Andrea Boehlke Kill or Be Killed | -0.0635 | 0.066 | -0.965 | 0.335 | -0.193 | 0.066 |
contestant_episode_Andrea Boehlke Parting Is Such Sweet Sorrow | 0.0874 | 0.029 | 3.029 | 0.002 | 0.031 | 0.144 |
contestant_episode_Andrea Boehlke Persona Non Grata | -0.0554 | 0.064 | -0.869 | 0.385 | -0.180 | 0.070 |
contestant_episode_Andrea Boehlke Reinventing How This Game Is Played | 0.0518 | 0.025 | 2.110 | 0.035 | 0.004 | 0.100 |
contestant_episode_Andrea Boehlke She Annoys Me Greatly | -0.0553 | 0.052 | -1.057 | 0.291 | -0.158 | 0.047 |
contestant_episode_Andrea Boehlke Survivor Jackpot | 0.0650 | 0.031 | 2.131 | 0.033 | 0.005 | 0.125 |
contestant_episode_Andrea Boehlke The Beginning of the End | 0.0474 | 0.045 | 1.044 | 0.296 | -0.042 | 0.136 |
contestant_episode_Andrea Boehlke The Stakes Have Been Raised | 0.0660 | 0.035 | 1.883 | 0.060 | -0.003 | 0.135 |
contestant_episode_Andrea Boehlke The Tables Have Turned | 0.0930 | 0.033 | 2.789 | 0.005 | 0.028 | 0.158 |
contestant_episode_Andrea Boehlke There's a New Sheriff in Town | 0.0718 | 0.032 | 2.228 | 0.026 | 0.009 | 0.135 |
contestant_episode_Andrea Boehlke Vote Early, Vote Often | 0.0670 | 0.030 | 2.270 | 0.023 | 0.009 | 0.125 |
contestant_episode_Andrea Boehlke What Happened on Exile, Stays on Exile | 0.0201 | 0.021 | 0.965 | 0.335 | -0.021 | 0.061 |
contestant_episode_Andrea Boehlke Zipping Over the Cuckoo's Nest | 0.0577 | 0.045 | 1.294 | 0.196 | -0.030 | 0.145 |
contestant_episode_Andrew Savage Bunking with the Devil | -0.0225 | 0.025 | -0.912 | 0.362 | -0.071 | 0.026 |
contestant_episode_Andrew Savage Play to Win | -0.0044 | 0.020 | -0.217 | 0.828 | -0.044 | 0.035 |
contestant_episode_Andrew Savage Survivor MacGyver | -0.0116 | 0.020 | -0.580 | 0.562 | -0.051 | 0.028 |
contestant_episode_Andrew Savage We Got a Rat | -0.0131 | 0.023 | -0.579 | 0.562 | -0.058 | 0.031 |
contestant_episode_Andrew Savage What's the Beef%3F | -0.0749 | 0.072 | -1.036 | 0.300 | -0.217 | 0.067 |
contestant_episode_Andrew Savage You Call, We'll Haul | 0.0285 | 0.020 | 1.459 | 0.144 | -0.010 | 0.067 |
contestant_episode_Angie Layton This Isn't a 'We' Game | 0.1000 | 0.061 | 1.647 | 0.100 | -0.019 | 0.219 |
contestant_episode_Anna Khait Kindergarten Camp | 0.0138 | 0.031 | 0.443 | 0.658 | -0.047 | 0.075 |
contestant_episode_Anna Khait Signed, Sealed and Delivered | -0.0042 | 0.032 | -0.133 | 0.894 | -0.067 | 0.059 |
contestant_episode_Anna Khait The Circle of Life | 0.0336 | 0.032 | 1.052 | 0.293 | -0.029 | 0.096 |
contestant_episode_Anna Khait The Devils We Know | -0.0328 | 0.021 | -1.555 | 0.120 | -0.074 | 0.009 |
contestant_episode_Aras Baskauskas Blood Is Thicker than Anything | 0.0072 | 0.057 | 0.127 | 0.899 | -0.104 | 0.119 |
contestant_episode_Aras Baskauskas One Armed Dude and Three Moms | 0.0330 | 0.065 | 0.511 | 0.609 | -0.094 | 0.160 |
contestant_episode_Aras Baskauskas One-Man Wrecking Ball | -0.0074 | 0.050 | -0.148 | 0.883 | -0.105 | 0.091 |
contestant_episode_Aras Baskauskas Opening Pandora's Box | -0.0112 | 0.054 | -0.206 | 0.837 | -0.117 | 0.095 |
contestant_episode_Aras Baskauskas Rule in Chaos | 0.0181 | 0.058 | 0.312 | 0.755 | -0.096 | 0.132 |
contestant_episode_Aras Baskauskas Skin of My Teeth | -0.0173 | 0.046 | -0.377 | 0.706 | -0.107 | 0.073 |
contestant_episode_Aras Baskauskas Swoop In for the Kill | -0.0134 | 0.048 | -0.281 | 0.779 | -0.107 | 0.080 |
contestant_episode_Aras Baskauskas The Dead Can Still Talk | -0.0114 | 0.055 | -0.205 | 0.838 | -0.120 | 0.097 |
contestant_episode_Artis Silvester Little Miss Perfect | -0.0106 | 0.045 | -0.236 | 0.814 | -0.099 | 0.078 |
contestant_episode_Artis Silvester Not the Only Actor on This Island | -0.0224 | 0.061 | -0.370 | 0.711 | -0.141 | 0.096 |
contestant_episode_Ashley Nolan Fear of the Unknown | -0.0030 | 0.024 | -0.126 | 0.900 | -0.050 | 0.044 |
contestant_episode_Ashley Nolan Get to Gettin' | -0.0086 | 0.025 | -0.341 | 0.733 | -0.058 | 0.041 |
contestant_episode_Ashley Nolan I Don't Like Having Snakes Around | -0.0165 | 0.023 | -0.726 | 0.468 | -0.061 | 0.028 |
contestant_episode_Ashley Nolan I'm Not Crazy, I'm Confident | -0.0098 | 0.025 | -0.385 | 0.700 | -0.060 | 0.040 |
contestant_episode_Ashley Nolan I'm a Wild Banshee | -0.0452 | 0.036 | -1.244 | 0.213 | -0.116 | 0.026 |
contestant_episode_Ashley Nolan My Kisses Are Very Private | -0.0098 | 0.029 | -0.341 | 0.733 | -0.066 | 0.047 |
contestant_episode_Ashley Nolan Not Going to Roll Over and Die | -0.0126 | 0.025 | -0.507 | 0.612 | -0.062 | 0.036 |
contestant_episode_Ashley Nolan Playing with the Devil | -0.0161 | 0.024 | -0.676 | 0.499 | -0.063 | 0.031 |
contestant_episode_Ashley Nolan The Past Will Eat You Alive | -0.0558 | 0.030 | -1.858 | 0.063 | -0.115 | 0.003 |
contestant_episode_Ashley Nolan The Survivor Devil | -0.0272 | 0.014 | -1.907 | 0.056 | -0.055 | 0.001 |
contestant_episode_Ashley Nolan This Is Why You Play Survivor | 0.0034 | 0.024 | 0.142 | 0.887 | -0.043 | 0.050 |
contestant_episode_Aubry Bracco Dirty Deed | -0.0209 | 0.019 | -1.088 | 0.277 | -0.059 | 0.017 |
contestant_episode_Aubry Bracco I'm Not Here to Make Good Friends | 0.0395 | 0.010 | 3.901 | 0.000 | 0.020 | 0.059 |
contestant_episode_Aubry Bracco I'm a Mental Giant | -0.0034 | 0.020 | -0.168 | 0.866 | -0.043 | 0.036 |
contestant_episode_Aubry Bracco It Is Not a High Without a Low | -0.0272 | 0.015 | -1.787 | 0.074 | -0.057 | 0.003 |
contestant_episode_Aubry Bracco It's Merge Time | -0.0149 | 0.013 | -1.120 | 0.263 | -0.041 | 0.011 |
contestant_episode_Aubry Bracco It's Psychological Warfare | 0.0149 | 0.011 | 1.313 | 0.189 | -0.007 | 0.037 |
contestant_episode_Aubry Bracco It's a 'Me' Game, Not a 'We' Game | 0.0138 | 0.012 | 1.134 | 0.257 | -0.010 | 0.038 |
contestant_episode_Aubry Bracco Kindergarten Camp | -0.0486 | 0.025 | -1.911 | 0.056 | -0.099 | 0.001 |
contestant_episode_Aubry Bracco Now's the Time to Start Scheming | 0.0407 | 0.012 | 3.346 | 0.001 | 0.017 | 0.065 |
contestant_episode_Aubry Bracco Parting Is Such Sweet Sorrow | -0.0182 | 0.024 | -0.766 | 0.444 | -0.065 | 0.028 |
contestant_episode_Aubry Bracco Play or Go Home | -0.0198 | 0.018 | -1.095 | 0.274 | -0.055 | 0.016 |
contestant_episode_Aubry Bracco Reinventing How This Game Is Played | -0.0092 | 0.015 | -0.626 | 0.531 | -0.038 | 0.020 |
contestant_episode_Aubry Bracco Signed, Sealed and Delivered | -0.0671 | 0.029 | -2.351 | 0.019 | -0.123 | -0.011 |
contestant_episode_Aubry Bracco Survivor Jackpot | -0.0314 | 0.023 | -1.355 | 0.175 | -0.077 | 0.014 |
contestant_episode_Aubry Bracco The Circle of Life | -0.0028 | 0.027 | -0.103 | 0.918 | -0.056 | 0.051 |
contestant_episode_Aubry Bracco The Devils We Know | -0.0074 | 0.020 | -0.381 | 0.704 | -0.046 | 0.031 |
contestant_episode_Aubry Bracco The Jocks vs. the Pretty People | 0.0108 | 0.014 | 0.780 | 0.436 | -0.016 | 0.038 |
contestant_episode_Aubry Bracco The Stakes Have Been Raised | -0.0302 | 0.020 | -1.480 | 0.139 | -0.070 | 0.010 |
contestant_episode_Aubry Bracco The Tables Have Turned | -0.0066 | 0.020 | -0.323 | 0.747 | -0.047 | 0.034 |
contestant_episode_Aubry Bracco There's a New Sheriff in Town | -0.0122 | 0.018 | -0.680 | 0.497 | -0.047 | 0.023 |
contestant_episode_Aubry Bracco Vote Early, Vote Often | -0.0008 | 0.021 | -0.039 | 0.969 | -0.042 | 0.040 |
contestant_episode_Aubry Bracco What Happened on Exile, Stays on Exile | 0.0387 | 0.022 | 1.766 | 0.077 | -0.004 | 0.082 |
contestant_episode_Aubry Bracco With Me or Not with Me | 0.0451 | 0.014 | 3.319 | 0.001 | 0.018 | 0.072 |
contestant_episode_Baylor Wilson Blood Is Blood | 0.0444 | 0.024 | 1.850 | 0.064 | -0.003 | 0.091 |
contestant_episode_Baylor Wilson Gettin' to Crunch Time | 0.0265 | 0.030 | 0.870 | 0.384 | -0.033 | 0.086 |
contestant_episode_Baylor Wilson Let's Make a Move | 0.1153 | 0.026 | 4.452 | 0.000 | 0.065 | 0.166 |
contestant_episode_Baylor Wilson Make Some Magic Happen | 0.0819 | 0.029 | 2.846 | 0.004 | 0.025 | 0.138 |
contestant_episode_Baylor Wilson Method to This Madness | 0.0615 | 0.027 | 2.252 | 0.024 | 0.008 | 0.115 |
contestant_episode_Baylor Wilson Million Dollar Decision | 0.0728 | 0.028 | 2.571 | 0.010 | 0.017 | 0.128 |
contestant_episode_Baylor Wilson Still Holdin' On | 0.0713 | 0.025 | 2.836 | 0.005 | 0.022 | 0.121 |
contestant_episode_Baylor Wilson Suck It Up and Survive | 0.0393 | 0.027 | 1.440 | 0.150 | -0.014 | 0.093 |
contestant_episode_Baylor Wilson This Is Where We Build Trust | 0.0982 | 0.028 | 3.451 | 0.001 | 0.042 | 0.154 |
contestant_episode_Baylor Wilson We're a Hot Mess | 0.0821 | 0.031 | 2.690 | 0.007 | 0.022 | 0.142 |
contestant_episode_Baylor Wilson Wrinkle in the Plan | 0.0570 | 0.024 | 2.344 | 0.019 | 0.009 | 0.105 |
contestant_episode_Ben Driebergen Fear of the Unknown | -0.0233 | 0.020 | -1.166 | 0.244 | -0.063 | 0.016 |
contestant_episode_Ben Driebergen Get to Gettin' | -0.0187 | 0.021 | -0.880 | 0.379 | -0.060 | 0.023 |
contestant_episode_Ben Driebergen I Don't Like Having Snakes Around | -0.0642 | 0.028 | -2.310 | 0.021 | -0.119 | -0.010 |
contestant_episode_Ben Driebergen I'm Not Crazy, I'm Confident | 0.0193 | 0.028 | 0.690 | 0.490 | -0.035 | 0.074 |
contestant_episode_Ben Driebergen I'm a Wild Banshee | -0.0065 | 0.028 | -0.229 | 0.819 | -0.062 | 0.049 |
contestant_episode_Ben Driebergen My Kisses Are Very Private | -0.0233 | 0.027 | -0.863 | 0.388 | -0.076 | 0.030 |
contestant_episode_Ben Driebergen Not Going to Roll Over and Die | -0.0514 | 0.022 | -2.318 | 0.020 | -0.095 | -0.008 |
contestant_episode_Ben Driebergen Playing with the Devil | -0.0422 | 0.020 | -2.133 | 0.033 | -0.081 | -0.003 |
contestant_episode_Ben Driebergen The Past Will Eat You Alive | 0.0023 | 0.024 | 0.097 | 0.923 | -0.045 | 0.050 |
contestant_episode_Ben Driebergen The Survivor Devil | 0.0099 | 0.019 | 0.532 | 0.595 | -0.027 | 0.046 |
contestant_episode_Ben Driebergen This Is Why You Play Survivor | 0.0143 | 0.023 | 0.627 | 0.531 | -0.030 | 0.059 |
contestant_episode_Brad Culpepper Blood Is Thicker than Anything | 0.0093 | 0.070 | 0.132 | 0.895 | -0.129 | 0.147 |
contestant_episode_Brad Culpepper Dirty Deed | 0.0012 | 0.021 | 0.058 | 0.954 | -0.039 | 0.041 |
contestant_episode_Brad Culpepper It Is Not a High Without a Low | 0.0220 | 0.021 | 1.023 | 0.306 | -0.020 | 0.064 |
contestant_episode_Brad Culpepper One Armed Dude and Three Moms | 0.0004 | 0.065 | 0.006 | 0.995 | -0.128 | 0.128 |
contestant_episode_Brad Culpepper One-Man Wrecking Ball | 0.0627 | 0.073 | 0.856 | 0.392 | -0.081 | 0.206 |
contestant_episode_Brad Culpepper Opening Pandora's Box | 0.0132 | 0.068 | 0.195 | 0.845 | -0.119 | 0.146 |
contestant_episode_Brad Culpepper Parting Is Such Sweet Sorrow | 0.0413 | 0.025 | 1.666 | 0.096 | -0.007 | 0.090 |
contestant_episode_Brad Culpepper Reinventing How This Game Is Played | 0.0181 | 0.016 | 1.112 | 0.266 | -0.014 | 0.050 |
contestant_episode_Brad Culpepper Survivor Jackpot | 0.0774 | 0.020 | 3.896 | 0.000 | 0.038 | 0.116 |
contestant_episode_Brad Culpepper The Dead Can Still Talk | 0.0115 | 0.078 | 0.148 | 0.883 | -0.141 | 0.164 |
contestant_episode_Brad Culpepper The Stakes Have Been Raised | -0.0012 | 0.028 | -0.043 | 0.966 | -0.056 | 0.054 |
contestant_episode_Brad Culpepper The Tables Have Turned | -0.0278 | 0.039 | -0.716 | 0.474 | -0.104 | 0.048 |
contestant_episode_Brad Culpepper There's a New Sheriff in Town | 0.0401 | 0.018 | 2.217 | 0.027 | 0.005 | 0.076 |
contestant_episode_Brad Culpepper Vote Early, Vote Often | 0.0349 | 0.022 | 1.623 | 0.105 | -0.007 | 0.077 |
contestant_episode_Brad Culpepper What Happened on Exile, Stays on Exile | 0.0697 | 0.021 | 3.261 | 0.001 | 0.028 | 0.112 |
contestant_episode_Brandon Hantz Kill or Be Killed | -0.0157 | 0.042 | -0.374 | 0.708 | -0.098 | 0.066 |
contestant_episode_Brandon Hantz Persona Non Grata | 0.0334 | 0.036 | 0.937 | 0.349 | -0.036 | 0.103 |
contestant_episode_Brandon Hantz She Annoys Me Greatly | 0.0144 | 0.043 | 0.336 | 0.737 | -0.069 | 0.098 |
contestant_episode_Brandon Hantz Then There Were Five | 0.1346 | 0.044 | 3.056 | 0.002 | 0.048 | 0.221 |
contestant_episode_Brandon Hantz There's Gonna Be Hell to Pay | 0.0287 | 0.050 | 0.568 | 0.570 | -0.070 | 0.128 |
contestant_episode_Brenda Lowe Come Over to the Dark Side | 0.0173 | 0.035 | 0.500 | 0.617 | -0.051 | 0.085 |
contestant_episode_Brenda Lowe Cut Off the Head of the Snake | 0.0402 | 0.036 | 1.104 | 0.270 | -0.031 | 0.112 |
contestant_episode_Brenda Lowe Don't Say Anything About My Mom | -0.1460 | 0.143 | -1.023 | 0.306 | -0.426 | 0.134 |
contestant_episode_Brenda Lowe Operation Thunder Dome | -0.0042 | 0.054 | -0.077 | 0.939 | -0.110 | 0.102 |
contestant_episode_Brenda Lowe Persona Non Grata | 0.0088 | 0.054 | 0.162 | 0.871 | -0.097 | 0.115 |
contestant_episode_Brenda Lowe She Annoys Me Greatly | 0.0281 | 0.046 | 0.615 | 0.539 | -0.062 | 0.118 |
contestant_episode_Brenda Lowe The Beginning of the End | 0.0405 | 0.032 | 1.252 | 0.210 | -0.023 | 0.104 |
contestant_episode_Brenda Lowe Tubby Lunchbox | 0.1607 | 0.050 | 3.182 | 0.001 | 0.062 | 0.260 |
contestant_episode_Brenda Lowe Zipping Over the Cuckoo's Nest | 0.0426 | 0.031 | 1.375 | 0.169 | -0.018 | 0.103 |
contestant_episode_Bret LaBelle I Will Destroy You | 0.0285 | 0.027 | 1.061 | 0.289 | -0.024 | 0.081 |
contestant_episode_Bret LaBelle I'm the Kingpin | -0.0001 | 0.025 | -0.005 | 0.996 | -0.050 | 0.049 |
contestant_episode_Bret LaBelle Idol Search Party | -0.0150 | 0.029 | -0.512 | 0.609 | -0.072 | 0.042 |
contestant_episode_Bret LaBelle Love Goggles | -0.0095 | 0.039 | -0.243 | 0.808 | -0.086 | 0.067 |
contestant_episode_Bret LaBelle May the Best Generation Win | 0.0464 | 0.030 | 1.526 | 0.127 | -0.013 | 0.106 |
contestant_episode_Bret LaBelle Million Dollar Gamble | -0.0269 | 0.016 | -1.713 | 0.087 | -0.058 | 0.004 |
contestant_episode_Bret LaBelle Slayed the Survivor Dragon | 0.0583 | 0.021 | 2.834 | 0.005 | 0.018 | 0.099 |
contestant_episode_Bret LaBelle Still Throwin' Punches | 0.0250 | 0.020 | 1.236 | 0.217 | -0.015 | 0.065 |
contestant_episode_Bret LaBelle The Truth Works Well | 0.0428 | 0.032 | 1.334 | 0.182 | -0.020 | 0.106 |
contestant_episode_Bret LaBelle Who's the Sucker at the Table%3F | -0.0511 | 0.026 | -1.928 | 0.054 | -0.103 | 0.001 |
contestant_episode_Bret LaBelle Your Job Is Recon | -0.0170 | 0.033 | -0.523 | 0.601 | -0.081 | 0.047 |
contestant_episode_Brice Johnston Hot Girl with a Grudge | 0.0511 | 0.045 | 1.131 | 0.258 | -0.037 | 0.140 |
contestant_episode_Caleb Bankston Gloves Come Off | -0.0001 | 0.041 | -0.003 | 0.998 | -0.081 | 0.081 |
contestant_episode_Caleb Bankston My Brother's Keeper | 0.0613 | 0.050 | 1.237 | 0.216 | -0.036 | 0.158 |
contestant_episode_Caleb Bankston One Armed Dude and Three Moms | 0.0100 | 0.043 | 0.234 | 0.815 | -0.074 | 0.094 |
contestant_episode_Caleb Bankston Opening Pandora's Box | 0.0486 | 0.048 | 1.007 | 0.314 | -0.046 | 0.143 |
contestant_episode_Caleb Bankston Rustle Feathers | -0.0056 | 0.040 | -0.139 | 0.889 | -0.084 | 0.073 |
contestant_episode_Caleb Bankston Skin of My Teeth | -0.0260 | 0.058 | -0.448 | 0.654 | -0.140 | 0.088 |
contestant_episode_Caleb Bankston Swoop In for the Kill | 0.1388 | 0.059 | 2.359 | 0.018 | 0.023 | 0.254 |
contestant_episode_Caleb Bankston The Dead Can Still Talk | 0.0366 | 0.059 | 0.616 | 0.538 | -0.080 | 0.153 |
contestant_episode_Caleb Reynolds Kindergarten Camp | 0.0504 | 0.025 | 2.056 | 0.040 | 0.002 | 0.098 |
contestant_episode_Caleb Reynolds Signed, Sealed and Delivered | -0.0229 | 0.019 | -1.236 | 0.216 | -0.059 | 0.013 |
contestant_episode_Caleb Reynolds Survivor Jackpot | 0.0125 | 0.014 | 0.866 | 0.386 | -0.016 | 0.041 |
contestant_episode_Caleb Reynolds The Circle of Life | 0.0186 | 0.026 | 0.729 | 0.466 | -0.031 | 0.069 |
contestant_episode_Caleb Reynolds The Stakes Have Been Raised | -0.0087 | 0.015 | -0.587 | 0.557 | -0.038 | 0.020 |
contestant_episode_Candice Woodcock Opening Pandora's Box | 0.0799 | 0.053 | 1.502 | 0.133 | -0.024 | 0.184 |
contestant_episode_Candice Woodcock The Dead Can Still Talk | 0.1145 | 0.063 | 1.831 | 0.067 | -0.008 | 0.237 |
contestant_episode_Carolyn Rivera Crazy Is as Crazy Does | 0.0152 | 0.033 | 0.454 | 0.650 | -0.050 | 0.081 |
contestant_episode_Carolyn Rivera Holding On for Dear Life | 0.0334 | 0.026 | 1.309 | 0.190 | -0.017 | 0.083 |
contestant_episode_Carolyn Rivera It Will Be My Revenge | 0.0354 | 0.040 | 0.880 | 0.379 | -0.043 | 0.114 |
contestant_episode_Carolyn Rivera It's Survivor Warfare | 0.0620 | 0.026 | 2.389 | 0.017 | 0.011 | 0.113 |
contestant_episode_Carolyn Rivera Keep It Real | 0.0266 | 0.020 | 1.338 | 0.181 | -0.012 | 0.066 |
contestant_episode_Carolyn Rivera Livin' on the Edge | -0.0243 | 0.023 | -1.037 | 0.300 | -0.070 | 0.022 |
contestant_episode_Carolyn Rivera My Word Is My Bond | 0.0504 | 0.020 | 2.499 | 0.012 | 0.011 | 0.090 |
contestant_episode_Carolyn Rivera Survivor Russian Roulette | 0.0063 | 0.026 | 0.242 | 0.809 | -0.045 | 0.057 |
contestant_episode_Carolyn Rivera The Line Will Be Drawn Tonight | 0.0285 | 0.023 | 1.257 | 0.209 | -0.016 | 0.073 |
contestant_episode_Carolyn Rivera Winner Winner, Chicken Dinner | 0.0249 | 0.020 | 1.234 | 0.217 | -0.015 | 0.064 |
contestant_episode_Carter Williams Down and Dirty | -0.0612 | 0.058 | -1.054 | 0.292 | -0.175 | 0.053 |
contestant_episode_Carter Williams Hell Hath Frozen Over | -0.0304 | 0.045 | -0.673 | 0.501 | -0.119 | 0.058 |
contestant_episode_Carter Williams Little Miss Perfect | 0.0334 | 0.055 | 0.610 | 0.542 | -0.074 | 0.141 |
contestant_episode_Carter Williams Shot into Smithereens | 0.0305 | 0.047 | 0.643 | 0.520 | -0.062 | 0.123 |
contestant_episode_Carter Williams Whiners Are Wieners | 0.0344 | 0.055 | 0.626 | 0.532 | -0.073 | 0.142 |
contestant_episode_CeCe Taylor Love Goggles | 0.0086 | 0.022 | 0.397 | 0.691 | -0.034 | 0.051 |
contestant_episode_CeCe Taylor May the Best Generation Win | 0.0107 | 0.020 | 0.538 | 0.590 | -0.028 | 0.050 |
contestant_episode_CeCe Taylor Who's the Sucker at the Table%3F | -0.0107 | 0.025 | -0.429 | 0.668 | -0.060 | 0.038 |
contestant_episode_CeCe Taylor Your Job Is Recon | -0.0083 | 0.021 | -0.392 | 0.695 | -0.050 | 0.033 |
contestant_episode_Chelsea Meissner It's Gonna Be Chaos | 0.0980 | 0.059 | 1.666 | 0.096 | -0.017 | 0.213 |
contestant_episode_Chelsea Meissner It's Human Nature | -0.1024 | 0.148 | -0.692 | 0.489 | -0.393 | 0.188 |
contestant_episode_Chelsea Meissner Never Say Die | 0.0334 | 0.047 | 0.714 | 0.475 | -0.058 | 0.125 |
contestant_episode_Chris Hammons I'm the Kingpin | 0.0549 | 0.026 | 2.073 | 0.038 | 0.003 | 0.107 |
contestant_episode_Chris Hammons Idol Search Party | 0.0413 | 0.023 | 1.775 | 0.076 | -0.004 | 0.087 |
contestant_episode_Chris Hammons Love Goggles | 0.0379 | 0.031 | 1.239 | 0.215 | -0.022 | 0.098 |
contestant_episode_Chris Hammons May the Best Generation Win | 0.0602 | 0.027 | 2.265 | 0.024 | 0.008 | 0.112 |
contestant_episode_Chris Hammons Million Dollar Gamble | 0.0777 | 0.023 | 3.344 | 0.001 | 0.032 | 0.123 |
contestant_episode_Chris Hammons Still Throwin' Punches | 0.0347 | 0.021 | 1.640 | 0.101 | -0.007 | 0.076 |
contestant_episode_Chris Hammons The Truth Works Well | 0.0463 | 0.025 | 1.862 | 0.063 | -0.002 | 0.095 |
contestant_episode_Chris Hammons Who's the Sucker at the Table%3F | 0.0099 | 0.023 | 0.434 | 0.664 | -0.035 | 0.055 |
contestant_episode_Chris Hammons Your Job Is Recon | 0.0313 | 0.029 | 1.070 | 0.285 | -0.026 | 0.089 |
contestant_episode_Chrissy Hofbeck Fear of the Unknown | -0.0328 | 0.018 | -1.836 | 0.066 | -0.068 | 0.002 |
contestant_episode_Chrissy Hofbeck Get to Gettin' | -0.0067 | 0.012 | -0.576 | 0.565 | -0.030 | 0.016 |
contestant_episode_Chrissy Hofbeck I Don't Like Having Snakes Around | 0.0311 | 0.017 | 1.833 | 0.067 | -0.002 | 0.064 |
contestant_episode_Chrissy Hofbeck I'm Not Crazy, I'm Confident | -0.0035 | 0.019 | -0.185 | 0.853 | -0.041 | 0.034 |
contestant_episode_Chrissy Hofbeck I'm a Wild Banshee | 0.0366 | 0.021 | 1.736 | 0.083 | -0.005 | 0.078 |
contestant_episode_Chrissy Hofbeck My Kisses Are Very Private | -0.0145 | 0.025 | -0.588 | 0.556 | -0.063 | 0.034 |
contestant_episode_Chrissy Hofbeck Not Going to Roll Over and Die | -0.0074 | 0.018 | -0.407 | 0.684 | -0.043 | 0.028 |
contestant_episode_Chrissy Hofbeck Playing with the Devil | -0.0435 | 0.016 | -2.728 | 0.006 | -0.075 | -0.012 |
contestant_episode_Chrissy Hofbeck The Past Will Eat You Alive | -0.0154 | 0.020 | -0.778 | 0.436 | -0.054 | 0.023 |
contestant_episode_Chrissy Hofbeck The Survivor Devil | -0.1506 | 0.140 | -1.076 | 0.282 | -0.425 | 0.124 |
contestant_episode_Chrissy Hofbeck This Is Why You Play Survivor | 0.0029 | 0.018 | 0.160 | 0.873 | -0.032 | 0.038 |
contestant_episode_Christina Cha I'm No Dummy | 0.0067 | 0.046 | 0.145 | 0.885 | -0.084 | 0.097 |
contestant_episode_Christina Cha It's Gonna Be Chaos | 0.1036 | 0.050 | 2.077 | 0.038 | 0.006 | 0.201 |
contestant_episode_Christina Cha It's Human Nature | 0.1487 | 0.048 | 3.121 | 0.002 | 0.055 | 0.242 |
contestant_episode_Christina Cha Never Say Die | 0.0568 | 0.041 | 1.376 | 0.169 | -0.024 | 0.138 |
contestant_episode_Christina Cha Thanks for the Souvenir | -0.0239 | 0.050 | -0.481 | 0.631 | -0.122 | 0.074 |
contestant_episode_Ciera Eastin Big Bad Wolf | -0.0604 | 0.041 | -1.462 | 0.144 | -0.141 | 0.021 |
contestant_episode_Ciera Eastin Bunking with the Devil | 0.0227 | 0.028 | 0.826 | 0.409 | -0.031 | 0.077 |
contestant_episode_Ciera Eastin Gloves Come Off | -0.0595 | 0.041 | -1.464 | 0.143 | -0.139 | 0.020 |
contestant_episode_Ciera Eastin My Brother's Keeper | -0.0566 | 0.053 | -1.064 | 0.287 | -0.161 | 0.048 |
contestant_episode_Ciera Eastin One Armed Dude and Three Moms | -0.0013 | 0.060 | -0.023 | 0.982 | -0.118 | 0.115 |
contestant_episode_Ciera Eastin Out on a Limb (episode) | 0.0402 | 0.041 | 0.988 | 0.323 | -0.040 | 0.120 |
contestant_episode_Ciera Eastin Play to Win | 0.0145 | 0.029 | 0.495 | 0.621 | -0.043 | 0.072 |
contestant_episode_Ciera Eastin Rustle Feathers | -0.0005 | 0.037 | -0.014 | 0.989 | -0.074 | 0.073 |
contestant_episode_Ciera Eastin Skin of My Teeth | -0.0302 | 0.049 | -0.610 | 0.542 | -0.127 | 0.067 |
contestant_episode_Ciera Eastin Survivor MacGyver | 0.0095 | 0.030 | 0.312 | 0.755 | -0.050 | 0.069 |
contestant_episode_Ciera Eastin Swoop In for the Kill | 0.0091 | 0.057 | 0.161 | 0.872 | -0.102 | 0.120 |
contestant_episode_Ciera Eastin The Stakes Have Been Raised | 0.0352 | 0.023 | 1.538 | 0.124 | -0.010 | 0.080 |
contestant_episode_Ciera Eastin We Got a Rat | 0.0302 | 0.037 | 0.818 | 0.413 | -0.042 | 0.103 |
contestant_episode_Ciera Eastin What's the Beef%3F | 0.0526 | 0.032 | 1.666 | 0.096 | -0.009 | 0.115 |
contestant_episode_Ciera Eastin Witches Coven (episode) | 0.0249 | 0.029 | 0.859 | 0.390 | -0.032 | 0.082 |
contestant_episode_Ciera Eastin You Call, We'll Haul | 0.0297 | 0.027 | 1.110 | 0.267 | -0.023 | 0.082 |
contestant_episode_Cirie Fields Dirty Deed | -0.0260 | 0.026 | -1.014 | 0.311 | -0.076 | 0.024 |
contestant_episode_Cirie Fields It Is Not a High Without a Low | 0.0267 | 0.013 | 2.049 | 0.040 | 0.001 | 0.052 |
contestant_episode_Cirie Fields Parting Is Such Sweet Sorrow | -0.0200 | 0.011 | -1.856 | 0.064 | -0.041 | 0.001 |
contestant_episode_Cirie Fields Reinventing How This Game Is Played | 0.0222 | 0.012 | 1.890 | 0.059 | -0.001 | 0.045 |
contestant_episode_Cirie Fields Survivor Jackpot | -0.0408 | 0.017 | -2.425 | 0.015 | -0.074 | -0.008 |
contestant_episode_Cirie Fields The Stakes Have Been Raised | -0.0106 | 0.023 | -0.469 | 0.639 | -0.055 | 0.034 |
contestant_episode_Cirie Fields The Tables Have Turned | -0.0355 | 0.018 | -1.943 | 0.052 | -0.071 | 0.000 |
contestant_episode_Cirie Fields There's a New Sheriff in Town | -0.0088 | 0.010 | -0.881 | 0.378 | -0.028 | 0.011 |
contestant_episode_Cirie Fields Vote Early, Vote Often | -0.0321 | 0.016 | -1.981 | 0.048 | -0.064 | -0.000 |
contestant_episode_Cirie Fields What Happened on Exile, Stays on Exile | -0.0130 | 0.017 | -0.777 | 0.437 | -0.046 | 0.020 |
contestant_episode_Cliff Robinson Hot Girl with a Grudge | 0.0600 | 0.051 | 1.176 | 0.239 | -0.040 | 0.160 |
contestant_episode_Cliff Robinson Odd One Out | 0.0295 | 0.047 | 0.629 | 0.530 | -0.063 | 0.122 |
contestant_episode_Cliff Robinson Our Time to Shine | 0.0596 | 0.052 | 1.144 | 0.252 | -0.042 | 0.162 |
contestant_episode_Cliff Robinson We Found Our Zombies | -0.0620 | 0.060 | -1.040 | 0.299 | -0.179 | 0.055 |
contestant_episode_Coach Wade Then There Were Five | 0.1005 | 0.045 | 2.257 | 0.024 | 0.013 | 0.188 |
contestant_episode_Cole Medders Get to Gettin' | 0.0002 | 0.018 | 0.010 | 0.992 | -0.036 | 0.036 |
contestant_episode_Cole Medders I Don't Like Having Snakes Around | -0.1139 | 0.018 | -6.447 | 0.000 | -0.149 | -0.079 |
contestant_episode_Cole Medders I'm Not Crazy, I'm Confident | -0.0165 | 0.024 | -0.697 | 0.486 | -0.063 | 0.030 |
contestant_episode_Cole Medders I'm a Wild Banshee | 0.0087 | 0.025 | 0.344 | 0.731 | -0.041 | 0.058 |
contestant_episode_Cole Medders My Kisses Are Very Private | 0.0075 | 0.024 | 0.317 | 0.751 | -0.039 | 0.054 |
contestant_episode_Cole Medders Playing with the Devil | -0.0191 | 0.021 | -0.909 | 0.363 | -0.060 | 0.022 |
contestant_episode_Cole Medders The Past Will Eat You Alive | -0.0105 | 0.022 | -0.467 | 0.641 | -0.054 | 0.033 |
contestant_episode_Cole Medders This Is Why You Play Survivor | 0.0175 | 0.021 | 0.841 | 0.401 | -0.023 | 0.058 |
contestant_episode_Colton Cumbie Blood Is Thicker than Anything | -0.0504 | 0.027 | -1.874 | 0.061 | -0.103 | 0.002 |
contestant_episode_Colton Cumbie Bum-Puzzled | -0.0241 | 0.032 | -0.747 | 0.455 | -0.087 | 0.039 |
contestant_episode_Colton Cumbie Opening Pandora's Box | 0.0114 | 0.023 | 0.487 | 0.626 | -0.034 | 0.057 |
contestant_episode_Colton Cumbie Rule in Chaos | 0.0074 | 0.028 | 0.264 | 0.791 | -0.047 | 0.062 |
contestant_episode_Colton Cumbie Thanks for the Souvenir | -0.0110 | 0.036 | -0.308 | 0.758 | -0.081 | 0.059 |
contestant_episode_Colton Cumbie Total Dysfunction | -0.0608 | 0.059 | -1.026 | 0.305 | -0.177 | 0.055 |
contestant_episode_Colton Cumbie Two Tribes, One Camp, No Rules | 0.0717 | 0.055 | 1.299 | 0.194 | -0.036 | 0.180 |
contestant_episode_Corinne Kaplan Operation Thunder Dome | 0.0209 | 0.038 | 0.554 | 0.580 | -0.053 | 0.095 |
contestant_episode_Corinne Kaplan She Annoys Me Greatly | -0.0130 | 0.051 | -0.254 | 0.799 | -0.113 | 0.087 |
contestant_episode_Corinne Kaplan Tubby Lunchbox | 0.0664 | 0.049 | 1.349 | 0.177 | -0.030 | 0.163 |
contestant_episode_Cydney Gillon I'm a Mental Giant | -0.0266 | 0.027 | -0.971 | 0.332 | -0.080 | 0.027 |
contestant_episode_Cydney Gillon It's Merge Time | -0.0015 | 0.023 | -0.066 | 0.948 | -0.046 | 0.043 |
contestant_episode_Cydney Gillon It's Psychological Warfare | 0.0116 | 0.016 | 0.726 | 0.468 | -0.020 | 0.043 |
contestant_episode_Cydney Gillon It's a 'Me' Game, Not a 'We' Game | -0.0238 | 0.021 | -1.135 | 0.257 | -0.065 | 0.017 |
contestant_episode_Cydney Gillon Kindergarten Camp | -0.0419 | 0.026 | -1.634 | 0.102 | -0.092 | 0.008 |
contestant_episode_Cydney Gillon Now's the Time to Start Scheming | 0.0020 | 0.022 | 0.090 | 0.928 | -0.041 | 0.045 |
contestant_episode_Cydney Gillon Play or Go Home | 0.0296 | 0.024 | 1.249 | 0.212 | -0.017 | 0.076 |
contestant_episode_Cydney Gillon Signed, Sealed and Delivered | -0.0403 | 0.020 | -2.031 | 0.042 | -0.079 | -0.001 |
contestant_episode_Cydney Gillon The Circle of Life | -0.0493 | 0.025 | -1.945 | 0.052 | -0.099 | 0.000 |
contestant_episode_Cydney Gillon The Devils We Know | 0.0237 | 0.022 | 1.070 | 0.285 | -0.020 | 0.067 |
contestant_episode_Cydney Gillon The Jocks vs. the Pretty People | 0.0272 | 0.018 | 1.540 | 0.123 | -0.007 | 0.062 |
contestant_episode_Cydney Gillon With Me or Not with Me | 0.0299 | 0.017 | 1.745 | 0.081 | -0.004 | 0.063 |
contestant_episode_Dale Wentworth Blood Is Blood | -0.0308 | 0.034 | -0.913 | 0.361 | -0.097 | 0.035 |
contestant_episode_Dale Wentworth Make Some Magic Happen | -0.0497 | 0.038 | -1.322 | 0.186 | -0.123 | 0.024 |
contestant_episode_Dale Wentworth Method to This Madness | -0.0358 | 0.047 | -0.764 | 0.445 | -0.128 | 0.056 |
contestant_episode_Dale Wentworth Suck It Up and Survive | -0.0397 | 0.036 | -1.098 | 0.272 | -0.111 | 0.031 |
contestant_episode_Dale Wentworth We're a Hot Mess | -0.0137 | 0.042 | -0.328 | 0.743 | -0.096 | 0.068 |
contestant_episode_Dan Foley Crazy Is as Crazy Does | -0.0243 | 0.022 | -1.087 | 0.277 | -0.068 | 0.019 |
contestant_episode_Dan Foley Holding On for Dear Life | 0.0166 | 0.013 | 1.251 | 0.211 | -0.009 | 0.043 |
contestant_episode_Dan Foley It Will Be My Revenge | -0.0198 | 0.023 | -0.872 | 0.383 | -0.064 | 0.025 |
contestant_episode_Dan Foley It's Survivor Warfare | 0.0227 | 0.022 | 1.029 | 0.304 | -0.021 | 0.066 |
contestant_episode_Dan Foley Keep It Real | 0.0002 | 0.011 | 0.021 | 0.983 | -0.021 | 0.021 |
contestant_episode_Dan Foley Livin' on the Edge | -0.0259 | 0.018 | -1.444 | 0.149 | -0.061 | 0.009 |
contestant_episode_Dan Foley My Word Is My Bond | 0.0153 | 0.011 | 1.371 | 0.170 | -0.007 | 0.037 |
contestant_episode_Dan Foley Survivor Russian Roulette | -0.0255 | 0.016 | -1.629 | 0.103 | -0.056 | 0.005 |
contestant_episode_Dan Foley The Line Will Be Drawn Tonight | 0.0295 | 0.018 | 1.616 | 0.106 | -0.006 | 0.065 |
contestant_episode_Dan Foley Winner Winner, Chicken Dinner | -0.0021 | 0.022 | -0.096 | 0.924 | -0.045 | 0.041 |
contestant_episode_David Wright I Will Destroy You | -0.1030 | 0.027 | -3.757 | 0.000 | -0.157 | -0.049 |
contestant_episode_David Wright I'm the Kingpin | -0.0688 | 0.024 | -2.863 | 0.004 | -0.116 | -0.022 |
contestant_episode_David Wright Idol Search Party | -0.1048 | 0.024 | -4.409 | 0.000 | -0.151 | -0.058 |
contestant_episode_David Wright Love Goggles | -0.1035 | 0.027 | -3.767 | 0.000 | -0.157 | -0.050 |
contestant_episode_David Wright May the Best Generation Win | -0.1018 | 0.028 | -3.689 | 0.000 | -0.156 | -0.048 |
contestant_episode_David Wright Million Dollar Gamble | -0.0865 | 0.025 | -3.487 | 0.000 | -0.135 | -0.038 |
contestant_episode_David Wright Slayed the Survivor Dragon | -0.0225 | 0.020 | -1.126 | 0.260 | -0.062 | 0.017 |
contestant_episode_David Wright Still Throwin' Punches | -0.0828 | 0.027 | -3.049 | 0.002 | -0.136 | -0.030 |
contestant_episode_David Wright The Truth Works Well | -0.1374 | 0.028 | -4.927 | 0.000 | -0.192 | -0.083 |
contestant_episode_David Wright Who's the Sucker at the Table%3F | -0.1067 | 0.028 | -3.806 | 0.000 | -0.162 | -0.052 |
contestant_episode_David Wright Your Job Is Recon | -0.1222 | 0.029 | -4.262 | 0.000 | -0.178 | -0.066 |
contestant_episode_Dawn Meehan Come Over to the Dark Side | 0.0247 | 0.030 | 0.819 | 0.413 | -0.034 | 0.084 |
contestant_episode_Dawn Meehan Cut Off the Head of the Snake | -0.0007 | 0.027 | -0.027 | 0.978 | -0.054 | 0.053 |
contestant_episode_Dawn Meehan Don't Say Anything About My Mom | -0.0261 | 0.027 | -0.983 | 0.326 | -0.078 | 0.026 |
contestant_episode_Dawn Meehan Honey Badger | 0.0028 | 0.050 | 0.055 | 0.956 | -0.096 | 0.101 |
contestant_episode_Dawn Meehan Operation Thunder Dome | 0.0339 | 0.056 | 0.602 | 0.547 | -0.077 | 0.144 |
contestant_episode_Dawn Meehan She Annoys Me Greatly | -0.0647 | 0.043 | -1.520 | 0.128 | -0.148 | 0.019 |
contestant_episode_Dawn Meehan The Beginning of the End | 0.0048 | 0.030 | 0.159 | 0.874 | -0.054 | 0.064 |
contestant_episode_Dawn Meehan Tubby Lunchbox | 0.0215 | 0.047 | 0.460 | 0.646 | -0.070 | 0.113 |
contestant_episode_Dawn Meehan Zipping Over the Cuckoo's Nest | -0.0544 | 0.029 | -1.897 | 0.058 | -0.111 | 0.002 |
contestant_episode_Debbie Wanner Dirty Deed | 0.0228 | 0.027 | 0.836 | 0.403 | -0.031 | 0.076 |
contestant_episode_Debbie Wanner I'm a Mental Giant | -0.0155 | 0.016 | -0.951 | 0.342 | -0.047 | 0.016 |
contestant_episode_Debbie Wanner It's Merge Time | 0.0059 | 0.015 | 0.384 | 0.701 | -0.024 | 0.036 |
contestant_episode_Debbie Wanner It's Psychological Warfare | -0.0079 | 0.013 | -0.633 | 0.526 | -0.033 | 0.017 |
contestant_episode_Debbie Wanner Kindergarten Camp | -0.0148 | 0.021 | -0.693 | 0.488 | -0.057 | 0.027 |
contestant_episode_Debbie Wanner Play or Go Home | 0.0354 | 0.015 | 2.294 | 0.022 | 0.005 | 0.066 |
contestant_episode_Debbie Wanner Signed, Sealed and Delivered | -0.0342 | 0.017 | -2.019 | 0.044 | -0.067 | -0.001 |
contestant_episode_Debbie Wanner Survivor Jackpot | 0.0405 | 0.029 | 1.375 | 0.169 | -0.017 | 0.098 |
contestant_episode_Debbie Wanner The Circle of Life | 0.0178 | 0.015 | 1.157 | 0.247 | -0.012 | 0.048 |
contestant_episode_Debbie Wanner The Devils We Know | -0.0100 | 0.016 | -0.634 | 0.526 | -0.041 | 0.021 |
contestant_episode_Debbie Wanner The Jocks vs. the Pretty People | 0.0196 | 0.017 | 1.137 | 0.256 | -0.014 | 0.054 |
contestant_episode_Debbie Wanner The Stakes Have Been Raised | 0.0389 | 0.033 | 1.163 | 0.245 | -0.027 | 0.104 |
contestant_episode_Debbie Wanner The Tables Have Turned | 0.0265 | 0.028 | 0.947 | 0.343 | -0.028 | 0.081 |
contestant_episode_Debbie Wanner There's a New Sheriff in Town | 0.0355 | 0.026 | 1.376 | 0.169 | -0.015 | 0.086 |
contestant_episode_Debbie Wanner What Happened on Exile, Stays on Exile | 0.0099 | 0.019 | 0.532 | 0.594 | -0.027 | 0.046 |
contestant_episode_Denise Stapley Don't Be Blinded by the Headlights | -0.1922 | 0.059 | -3.273 | 0.001 | -0.307 | -0.077 |
contestant_episode_Denise Stapley Gouge My Eyes Out | -0.0452 | 0.037 | -1.213 | 0.225 | -0.118 | 0.028 |
contestant_episode_Denise Stapley Hell Hath Frozen Over | -0.0494 | 0.042 | -1.184 | 0.237 | -0.131 | 0.032 |
contestant_episode_Denise Stapley Little Miss Perfect | -0.0397 | 0.049 | -0.811 | 0.418 | -0.136 | 0.056 |
contestant_episode_Denise Stapley Not the Only Actor on This Island | -0.0668 | 0.054 | -1.232 | 0.218 | -0.173 | 0.039 |
contestant_episode_Denise Stapley Shot into Smithereens | -0.0206 | 0.040 | -0.514 | 0.607 | -0.099 | 0.058 |
contestant_episode_Denise Stapley This Isn't a 'We' Game | -0.0430 | 0.058 | -0.745 | 0.456 | -0.156 | 0.070 |
contestant_episode_Denise Stapley Whiners Are Wieners | -0.0156 | 0.045 | -0.347 | 0.728 | -0.104 | 0.072 |
contestant_episode_Desi Williams I Don't Like Having Snakes Around | -0.0050 | 0.019 | -0.262 | 0.793 | -0.042 | 0.032 |
contestant_episode_Desi Williams I'm Not Crazy, I'm Confident | 0.0118 | 0.034 | 0.345 | 0.730 | -0.055 | 0.079 |
contestant_episode_Desi Williams I'm a Wild Banshee | 0.0125 | 0.033 | 0.373 | 0.709 | -0.053 | 0.078 |
contestant_episode_Desi Williams My Kisses Are Very Private | -0.0069 | 0.026 | -0.263 | 0.792 | -0.058 | 0.044 |
contestant_episode_Desi Williams Playing with the Devil | -0.0164 | 0.017 | -0.963 | 0.336 | -0.050 | 0.017 |
contestant_episode_Desi Williams The Past Will Eat You Alive | 0.0078 | 0.026 | 0.300 | 0.764 | -0.043 | 0.059 |
contestant_episode_Desi Williams This Is Why You Play Survivor | 0.0253 | 0.022 | 1.167 | 0.243 | -0.017 | 0.068 |
contestant_episode_Devon Pinto Fear of the Unknown | -0.0042 | 0.022 | -0.192 | 0.848 | -0.047 | 0.038 |
contestant_episode_Devon Pinto Get to Gettin' | -0.0328 | 0.023 | -1.426 | 0.154 | -0.078 | 0.012 |
contestant_episode_Devon Pinto I Don't Like Having Snakes Around | -0.0676 | 0.023 | -2.975 | 0.003 | -0.112 | -0.023 |
contestant_episode_Devon Pinto I'm Not Crazy, I'm Confident | -0.0306 | 0.030 | -1.022 | 0.307 | -0.089 | 0.028 |
contestant_episode_Devon Pinto I'm a Wild Banshee | -0.0409 | 0.031 | -1.300 | 0.194 | -0.103 | 0.021 |
contestant_episode_Devon Pinto My Kisses Are Very Private | -0.0479 | 0.029 | -1.638 | 0.101 | -0.105 | 0.009 |
contestant_episode_Devon Pinto Not Going to Roll Over and Die | -0.0438 | 0.023 | -1.899 | 0.058 | -0.089 | 0.001 |
contestant_episode_Devon Pinto Playing with the Devil | -0.0637 | 0.025 | -2.518 | 0.012 | -0.113 | -0.014 |
contestant_episode_Devon Pinto The Past Will Eat You Alive | -0.0974 | 0.030 | -3.264 | 0.001 | -0.156 | -0.039 |
contestant_episode_Devon Pinto The Survivor Devil | -0.0210 | 0.019 | -1.086 | 0.278 | -0.059 | 0.017 |
contestant_episode_Devon Pinto This Is Why You Play Survivor | -0.0075 | 0.024 | -0.316 | 0.752 | -0.054 | 0.039 |
contestant_episode_Drew Christy Method to This Madness | -0.0025 | 0.040 | -0.063 | 0.949 | -0.081 | 0.076 |
contestant_episode_Drew Christy Suck It Up and Survive | -0.0237 | 0.042 | -0.564 | 0.572 | -0.106 | 0.059 |
contestant_episode_Drew Christy We're a Hot Mess | 0.0183 | 0.030 | 0.616 | 0.538 | -0.040 | 0.077 |
contestant_episode_Eddie Fox Come Over to the Dark Side | 0.0125 | 0.035 | 0.353 | 0.724 | -0.057 | 0.082 |
contestant_episode_Eddie Fox Cut Off the Head of the Snake | -0.0416 | 0.037 | -1.126 | 0.260 | -0.114 | 0.031 |
contestant_episode_Eddie Fox Don't Say Anything About My Mom | 0.0269 | 0.031 | 0.857 | 0.391 | -0.035 | 0.088 |
contestant_episode_Eddie Fox Kill or Be Killed | -0.0221 | 0.049 | -0.451 | 0.652 | -0.118 | 0.074 |
contestant_episode_Eddie Fox Operation Thunder Dome | 0.0349 | 0.059 | 0.588 | 0.556 | -0.081 | 0.151 |
contestant_episode_Eddie Fox The Beginning of the End | -0.0198 | 0.033 | -0.595 | 0.552 | -0.085 | 0.045 |
contestant_episode_Eddie Fox There's Gonna Be Hell to Pay | -0.0131 | 0.048 | -0.274 | 0.784 | -0.107 | 0.081 |
contestant_episode_Eddie Fox Zipping Over the Cuckoo's Nest | 0.0139 | 0.034 | 0.409 | 0.682 | -0.052 | 0.080 |
contestant_episode_Erik Reichenbach Come Over to the Dark Side | 0.0162 | 0.034 | 0.481 | 0.631 | -0.050 | 0.082 |
contestant_episode_Erik Reichenbach Cut Off the Head of the Snake | -0.0326 | 0.035 | -0.927 | 0.354 | -0.101 | 0.036 |
contestant_episode_Erik Reichenbach Don't Say Anything About My Mom | 0.0183 | 0.030 | 0.607 | 0.544 | -0.041 | 0.077 |
contestant_episode_Erik Reichenbach Kill or Be Killed | -0.0369 | 0.054 | -0.683 | 0.495 | -0.143 | 0.069 |
contestant_episode_Erik Reichenbach Operation Thunder Dome | 0.0103 | 0.052 | 0.198 | 0.843 | -0.092 | 0.113 |
contestant_episode_Erik Reichenbach Persona Non Grata | -0.0440 | 0.047 | -0.939 | 0.348 | -0.136 | 0.048 |
contestant_episode_Erik Reichenbach She Annoys Me Greatly | -0.0002 | 0.044 | -0.004 | 0.997 | -0.086 | 0.086 |
contestant_episode_Erik Reichenbach The Beginning of the End | 0.0391 | 0.034 | 1.137 | 0.256 | -0.028 | 0.107 |
contestant_episode_Erik Reichenbach Tubby Lunchbox | -0.0094 | 0.052 | -0.181 | 0.857 | -0.111 | 0.092 |
contestant_episode_Erik Reichenbach Zipping Over the Cuckoo's Nest | -0.0323 | 0.031 | -1.030 | 0.303 | -0.094 | 0.029 |
contestant_episode_Figgy Figueroa Love Goggles | -0.0125 | 0.020 | -0.638 | 0.524 | -0.051 | 0.026 |
contestant_episode_Figgy Figueroa May the Best Generation Win | 0.0033 | 0.024 | 0.135 | 0.892 | -0.044 | 0.050 |
contestant_episode_Figgy Figueroa The Truth Works Well | -0.0171 | 0.018 | -0.969 | 0.333 | -0.052 | 0.017 |
contestant_episode_Figgy Figueroa Who's the Sucker at the Table%3F | -0.0347 | 0.029 | -1.206 | 0.228 | -0.091 | 0.022 |
contestant_episode_Figgy Figueroa Your Job Is Recon | -0.0259 | 0.028 | -0.930 | 0.352 | -0.080 | 0.029 |
contestant_episode_Gervase Peterson Blood Is Thicker than Anything | 0.0096 | 0.051 | 0.188 | 0.851 | -0.090 | 0.110 |
contestant_episode_Gervase Peterson Gloves Come Off | 0.0686 | 0.046 | 1.478 | 0.139 | -0.022 | 0.160 |
contestant_episode_Gervase Peterson My Brother's Keeper | 0.0711 | 0.050 | 1.421 | 0.155 | -0.027 | 0.169 |
contestant_episode_Gervase Peterson One Armed Dude and Three Moms | 0.0787 | 0.059 | 1.338 | 0.181 | -0.037 | 0.194 |
contestant_episode_Gervase Peterson One-Man Wrecking Ball | 0.1125 | 0.060 | 1.888 | 0.059 | -0.004 | 0.229 |
contestant_episode_Gervase Peterson Opening Pandora's Box | 0.0612 | 0.066 | 0.925 | 0.355 | -0.068 | 0.191 |
contestant_episode_Gervase Peterson Out on a Limb (episode) | 0.0828 | 0.044 | 1.895 | 0.058 | -0.003 | 0.168 |
contestant_episode_Gervase Peterson Rule in Chaos | 0.0249 | 0.063 | 0.393 | 0.695 | -0.099 | 0.149 |
contestant_episode_Gervase Peterson Rustle Feathers | 0.0355 | 0.046 | 0.779 | 0.436 | -0.054 | 0.125 |
contestant_episode_Gervase Peterson Skin of My Teeth | 0.0497 | 0.053 | 0.942 | 0.346 | -0.054 | 0.153 |
contestant_episode_Gervase Peterson Swoop In for the Kill | 0.1626 | 0.056 | 2.917 | 0.004 | 0.053 | 0.272 |
contestant_episode_Gervase Peterson The Dead Can Still Talk | -0.0347 | 0.062 | -0.565 | 0.572 | -0.155 | 0.086 |
contestant_episode_Hali Ford Dirty Deed | -0.0154 | 0.013 | -1.182 | 0.237 | -0.041 | 0.010 |
contestant_episode_Hali Ford It Will Be My Revenge | -0.0530 | 0.030 | -1.760 | 0.078 | -0.112 | 0.006 |
contestant_episode_Hali Ford It's Survivor Warfare | -0.0502 | 0.041 | -1.235 | 0.217 | -0.130 | 0.030 |
contestant_episode_Hali Ford Keep It Real | -0.0263 | 0.026 | -0.998 | 0.318 | -0.078 | 0.025 |
contestant_episode_Hali Ford Survivor Jackpot | -0.0160 | 0.012 | -1.357 | 0.175 | -0.039 | 0.007 |
contestant_episode_Hali Ford The Line Will Be Drawn Tonight | -0.0121 | 0.028 | -0.438 | 0.661 | -0.066 | 0.042 |
contestant_episode_Hali Ford The Stakes Have Been Raised | -0.0188 | 0.014 | -1.360 | 0.174 | -0.046 | 0.008 |
contestant_episode_Hali Ford The Tables Have Turned | -0.0070 | 0.010 | -0.687 | 0.492 | -0.027 | 0.013 |
contestant_episode_Hali Ford There's a New Sheriff in Town | -0.0025 | 0.011 | -0.231 | 0.817 | -0.023 | 0.018 |
contestant_episode_Hali Ford Vote Early, Vote Often | 0.0175 | 0.016 | 1.073 | 0.283 | -0.014 | 0.049 |
contestant_episode_Hali Ford What Happened on Exile, Stays on Exile | 0.0147 | 0.015 | 0.967 | 0.333 | -0.015 | 0.045 |
contestant_episode_Hali Ford Winner Winner, Chicken Dinner | -0.0318 | 0.031 | -1.036 | 0.300 | -0.092 | 0.028 |
contestant_episode_Hannah Shapiro I Will Destroy You | -0.0304 | 0.023 | -1.329 | 0.184 | -0.075 | 0.014 |
contestant_episode_Hannah Shapiro I'm the Kingpin | -0.0328 | 0.018 | -1.841 | 0.066 | -0.068 | 0.002 |
contestant_episode_Hannah Shapiro Idol Search Party | -0.1056 | 0.028 | -3.775 | 0.000 | -0.160 | -0.051 |
contestant_episode_Hannah Shapiro Love Goggles | -0.0375 | 0.026 | -1.453 | 0.146 | -0.088 | 0.013 |
contestant_episode_Hannah Shapiro May the Best Generation Win | -0.0312 | 0.025 | -1.230 | 0.219 | -0.081 | 0.018 |
contestant_episode_Hannah Shapiro Million Dollar Gamble | -0.0681 | 0.018 | -3.891 | 0.000 | -0.102 | -0.034 |
contestant_episode_Hannah Shapiro Slayed the Survivor Dragon | -0.0005 | 0.013 | -0.040 | 0.968 | -0.026 | 0.025 |
contestant_episode_Hannah Shapiro Still Throwin' Punches | -0.0058 | 0.017 | -0.338 | 0.735 | -0.039 | 0.028 |
contestant_episode_Hannah Shapiro The Truth Works Well | -0.0473 | 0.026 | -1.811 | 0.070 | -0.099 | 0.004 |
contestant_episode_Hannah Shapiro Who's the Sucker at the Table%3F | -0.0364 | 0.028 | -1.317 | 0.188 | -0.091 | 0.018 |
contestant_episode_Hannah Shapiro Your Job Is Recon | -0.1129 | 0.025 | -4.530 | 0.000 | -0.162 | -0.064 |
contestant_episode_Hayden Moss Gloves Come Off | 0.0117 | 0.035 | 0.337 | 0.736 | -0.056 | 0.080 |
contestant_episode_Hayden Moss My Brother's Keeper | 0.0626 | 0.044 | 1.410 | 0.158 | -0.024 | 0.150 |
contestant_episode_Hayden Moss One Armed Dude and Three Moms | -0.0060 | 0.043 | -0.142 | 0.887 | -0.089 | 0.077 |
contestant_episode_Hayden Moss One-Man Wrecking Ball | 0.0438 | 0.059 | 0.749 | 0.454 | -0.071 | 0.158 |
contestant_episode_Hayden Moss Opening Pandora's Box | 0.0128 | 0.059 | 0.217 | 0.829 | -0.103 | 0.129 |
contestant_episode_Hayden Moss Out on a Limb (episode) | 0.0444 | 0.033 | 1.363 | 0.173 | -0.019 | 0.108 |
contestant_episode_Hayden Moss Rustle Feathers | 0.0633 | 0.030 | 2.116 | 0.034 | 0.005 | 0.122 |
contestant_episode_Hayden Moss Skin of My Teeth | 0.0234 | 0.048 | 0.490 | 0.624 | -0.070 | 0.117 |
contestant_episode_Hayden Moss Swoop In for the Kill | -0.0168 | 0.042 | -0.402 | 0.687 | -0.099 | 0.065 |
contestant_episode_J'Tia Taylor Hot Girl with a Grudge | 0.0307 | 0.037 | 0.837 | 0.402 | -0.041 | 0.103 |
contestant_episode_J'Tia Taylor Odd One Out | 0.0341 | 0.062 | 0.553 | 0.580 | -0.087 | 0.155 |
contestant_episode_J'Tia Taylor Our Time to Shine | -0.0237 | 0.040 | -0.596 | 0.551 | -0.102 | 0.054 |
contestant_episode_J.T. Thomas Survivor Jackpot | 0.0683 | 0.034 | 2.034 | 0.042 | 0.002 | 0.134 |
contestant_episode_J.T. Thomas The Stakes Have Been Raised | 0.0377 | 0.036 | 1.043 | 0.297 | -0.033 | 0.109 |
contestant_episode_J.T. Thomas The Tables Have Turned | -0.0837 | 0.075 | -1.122 | 0.262 | -0.230 | 0.063 |
contestant_episode_JP Hilsabeck Fear of the Unknown | 0.0160 | 0.020 | 0.810 | 0.418 | -0.023 | 0.055 |
contestant_episode_JP Hilsabeck Get to Gettin' | 0.0066 | 0.017 | 0.389 | 0.698 | -0.027 | 0.040 |
contestant_episode_JP Hilsabeck I Don't Like Having Snakes Around | 0.0292 | 0.022 | 1.350 | 0.177 | -0.013 | 0.072 |
contestant_episode_JP Hilsabeck I'm Not Crazy, I'm Confident | -0.0109 | 0.021 | -0.521 | 0.602 | -0.052 | 0.030 |
contestant_episode_JP Hilsabeck I'm a Wild Banshee | -0.0199 | 0.026 | -0.781 | 0.435 | -0.070 | 0.030 |
contestant_episode_JP Hilsabeck My Kisses Are Very Private | 0.0329 | 0.023 | 1.436 | 0.151 | -0.012 | 0.078 |
contestant_episode_JP Hilsabeck Playing with the Devil | -0.0256 | 0.019 | -1.340 | 0.180 | -0.063 | 0.012 |
contestant_episode_JP Hilsabeck The Past Will Eat You Alive | -0.0057 | 0.017 | -0.346 | 0.729 | -0.038 | 0.027 |
contestant_episode_JP Hilsabeck This Is Why You Play Survivor | -0.0331 | 0.018 | -1.813 | 0.070 | -0.069 | 0.003 |
contestant_episode_Jaclyn Schultz Blood Is Blood | 0.1281 | 0.031 | 4.140 | 0.000 | 0.067 | 0.189 |
contestant_episode_Jaclyn Schultz Gettin' to Crunch Time | 0.0943 | 0.028 | 3.382 | 0.001 | 0.040 | 0.149 |
contestant_episode_Jaclyn Schultz Let's Make a Move | 0.1281 | 0.028 | 4.544 | 0.000 | 0.073 | 0.183 |
contestant_episode_Jaclyn Schultz Make Some Magic Happen | 0.0856 | 0.034 | 2.503 | 0.012 | 0.019 | 0.153 |
contestant_episode_Jaclyn Schultz Method to This Madness | 0.0113 | 0.035 | 0.320 | 0.749 | -0.058 | 0.080 |
contestant_episode_Jaclyn Schultz Million Dollar Decision | 0.0613 | 0.033 | 1.850 | 0.064 | -0.004 | 0.126 |
contestant_episode_Jaclyn Schultz Still Holdin' On | 0.0916 | 0.027 | 3.351 | 0.001 | 0.038 | 0.145 |
contestant_episode_Jaclyn Schultz Suck It Up and Survive | 0.0269 | 0.039 | 0.683 | 0.494 | -0.050 | 0.104 |
contestant_episode_Jaclyn Schultz This Is Where We Build Trust | 0.0812 | 0.033 | 2.494 | 0.013 | 0.017 | 0.145 |
contestant_episode_Jaclyn Schultz We're a Hot Mess | 0.1337 | 0.039 | 3.415 | 0.001 | 0.057 | 0.211 |
contestant_episode_Jaclyn Schultz Wrinkle in the Plan | 0.1009 | 0.028 | 3.598 | 0.000 | 0.046 | 0.156 |
contestant_episode_Jay Starrett I Will Destroy You | -0.0616 | 0.020 | -3.142 | 0.002 | -0.100 | -0.023 |
contestant_episode_Jay Starrett I'm the Kingpin | -0.0759 | 0.022 | -3.488 | 0.000 | -0.119 | -0.033 |
contestant_episode_Jay Starrett Idol Search Party | -0.0360 | 0.026 | -1.391 | 0.164 | -0.087 | 0.015 |
contestant_episode_Jay Starrett Love Goggles | -0.0234 | 0.025 | -0.936 | 0.349 | -0.072 | 0.026 |
contestant_episode_Jay Starrett May the Best Generation Win | -0.0728 | 0.027 | -2.717 | 0.007 | -0.125 | -0.020 |
contestant_episode_Jay Starrett Million Dollar Gamble | 2.715e-06 | 0.025 | 0.000 | 1.000 | -0.049 | 0.049 |
contestant_episode_Jay Starrett Slayed the Survivor Dragon | -0.1440 | 0.141 | -1.022 | 0.307 | -0.420 | 0.132 |
contestant_episode_Jay Starrett Still Throwin' Punches | -0.0700 | 0.020 | -3.483 | 0.000 | -0.109 | -0.031 |
contestant_episode_Jay Starrett The Truth Works Well | -0.0476 | 0.024 | -2.023 | 0.043 | -0.094 | -0.001 |
contestant_episode_Jay Starrett Who's the Sucker at the Table%3F | -0.0582 | 0.030 | -1.924 | 0.054 | -0.118 | 0.001 |
contestant_episode_Jay Starrett Your Job Is Recon | -0.0796 | 0.034 | -2.369 | 0.018 | -0.146 | -0.014 |
contestant_episode_Jeff Kent Don't Be Blinded by the Headlights | -0.0494 | 0.053 | -0.939 | 0.347 | -0.152 | 0.054 |
contestant_episode_Jeff Kent Down and Dirty | 0.0144 | 0.038 | 0.381 | 0.703 | -0.060 | 0.089 |
contestant_episode_Jeff Kent Got My Swag Back | -0.0170 | 0.048 | -0.357 | 0.721 | -0.111 | 0.077 |
contestant_episode_Jeff Kent Not the Only Actor on This Island | 0.0764 | 0.041 | 1.848 | 0.065 | -0.005 | 0.157 |
contestant_episode_Jeff Varner Survivor Jackpot | -0.0183 | 0.017 | -1.046 | 0.296 | -0.052 | 0.016 |
contestant_episode_Jeff Varner Survivor MacGyver | -0.0015 | 0.015 | -0.102 | 0.919 | -0.031 | 0.028 |
contestant_episode_Jeff Varner The Stakes Have Been Raised | -0.0391 | 0.014 | -2.837 | 0.005 | -0.066 | -0.012 |
contestant_episode_Jeff Varner The Tables Have Turned | -0.0505 | 0.014 | -3.693 | 0.000 | -0.077 | -0.024 |
contestant_episode_Jeff Varner Vote Early, Vote Often | -0.0083 | 0.013 | -0.631 | 0.528 | -0.034 | 0.017 |
contestant_episode_Jeff Varner We Got a Rat | -0.0265 | 0.015 | -1.793 | 0.073 | -0.055 | 0.002 |
contestant_episode_Jeff Varner What Happened on Exile, Stays on Exile | -0.1181 | 0.016 | -7.585 | 0.000 | -0.149 | -0.088 |
contestant_episode_Jeff Varner What's the Beef%3F | -0.0122 | 0.015 | -0.820 | 0.412 | -0.041 | 0.017 |
contestant_episode_Jefra Bland Chaos Is My Friend | -0.0506 | 0.032 | -1.591 | 0.112 | -0.113 | 0.012 |
contestant_episode_Jefra Bland Cops-R-Us (episode) | -0.0581 | 0.056 | -1.032 | 0.302 | -0.168 | 0.052 |
contestant_episode_Jefra Bland Havoc to Wreak | 0.0056 | 0.042 | 0.134 | 0.894 | -0.076 | 0.087 |
contestant_episode_Jefra Bland Head of the Snake | 0.0091 | 0.033 | 0.278 | 0.781 | -0.055 | 0.073 |
contestant_episode_Jefra Bland Hot Girl with a Grudge | 0.0015 | 0.054 | 0.028 | 0.977 | -0.105 | 0.108 |
contestant_episode_Jefra Bland Mad Treasure Hunt | 0.0768 | 0.038 | 2.045 | 0.041 | 0.003 | 0.150 |
contestant_episode_Jefra Bland Odd One Out | 0.0219 | 0.045 | 0.489 | 0.625 | -0.066 | 0.110 |
contestant_episode_Jefra Bland Our Time to Shine | -0.0207 | 0.058 | -0.359 | 0.719 | -0.134 | 0.092 |
contestant_episode_Jefra Bland Sitting in My Spy Shack | 0.0456 | 0.034 | 1.359 | 0.174 | -0.020 | 0.111 |
contestant_episode_Jefra Bland We Found Our Zombies | -0.0229 | 0.048 | -0.478 | 0.633 | -0.117 | 0.071 |
contestant_episode_Jenn Brown Crazy Is as Crazy Does | -0.0401 | 0.025 | -1.613 | 0.107 | -0.089 | 0.009 |
contestant_episode_Jenn Brown It Will Be My Revenge | -0.0153 | 0.021 | -0.720 | 0.471 | -0.057 | 0.026 |
contestant_episode_Jenn Brown It's Survivor Warfare | 0.0315 | 0.023 | 1.352 | 0.176 | -0.014 | 0.077 |
contestant_episode_Jenn Brown Keep It Real | 0.0217 | 0.014 | 1.566 | 0.117 | -0.005 | 0.049 |
contestant_episode_Jenn Brown Livin' on the Edge | 0.0188 | 0.013 | 1.435 | 0.151 | -0.007 | 0.045 |
contestant_episode_Jenn Brown The Line Will Be Drawn Tonight | 0.0414 | 0.015 | 2.681 | 0.007 | 0.011 | 0.072 |
contestant_episode_Jenn Brown Winner Winner, Chicken Dinner | 0.0098 | 0.021 | 0.463 | 0.643 | -0.032 | 0.051 |
contestant_episode_Jennifer Lanzetti Kindergarten Camp | -0.0178 | 0.032 | -0.559 | 0.576 | -0.080 | 0.045 |
contestant_episode_Jeremiah Wood Chaos Is My Friend | -0.0955 | 0.040 | -2.391 | 0.017 | -0.174 | -0.017 |
contestant_episode_Jeremiah Wood Cops-R-Us (episode) | -0.0404 | 0.052 | -0.785 | 0.433 | -0.141 | 0.061 |
contestant_episode_Jeremiah Wood Head of the Snake | -0.0568 | 0.043 | -1.333 | 0.183 | -0.140 | 0.027 |
contestant_episode_Jeremiah Wood Hot Girl with a Grudge | 0.0508 | 0.053 | 0.958 | 0.338 | -0.053 | 0.155 |
contestant_episode_Jeremiah Wood Mad Treasure Hunt | 0.1023 | 0.046 | 2.245 | 0.025 | 0.013 | 0.192 |
contestant_episode_Jeremiah Wood Odd One Out | 0.0686 | 0.049 | 1.390 | 0.165 | -0.028 | 0.165 |
contestant_episode_Jeremiah Wood Our Time to Shine | 0.0801 | 0.049 | 1.622 | 0.105 | -0.017 | 0.177 |
contestant_episode_Jeremiah Wood Sitting in My Spy Shack | 0.0028 | 0.035 | 0.082 | 0.934 | -0.065 | 0.071 |
contestant_episode_Jeremiah Wood We Found Our Zombies | 0.0319 | 0.040 | 0.798 | 0.425 | -0.047 | 0.110 |
contestant_episode_Jeremy Collins Actions vs. Accusations | -0.0435 | 0.018 | -2.406 | 0.016 | -0.079 | -0.008 |
contestant_episode_Jeremy Collins Blood Is Blood | 0.0237 | 0.022 | 1.077 | 0.281 | -0.019 | 0.067 |
contestant_episode_Jeremy Collins Bunking with the Devil | 0.0050 | 0.026 | 0.193 | 0.847 | -0.046 | 0.056 |
contestant_episode_Jeremy Collins Gettin' to Crunch Time | -0.0005 | 0.025 | -0.019 | 0.985 | -0.049 | 0.048 |
contestant_episode_Jeremy Collins Make Some Magic Happen | 0.0137 | 0.021 | 0.639 | 0.523 | -0.028 | 0.056 |
contestant_episode_Jeremy Collins Method to This Madness | -0.0039 | 0.024 | -0.163 | 0.871 | -0.051 | 0.043 |
contestant_episode_Jeremy Collins Million Dollar Decision | -0.0083 | 0.018 | -0.463 | 0.643 | -0.043 | 0.027 |
contestant_episode_Jeremy Collins My Wheels Are Spinning | -0.0110 | 0.023 | -0.481 | 0.630 | -0.056 | 0.034 |
contestant_episode_Jeremy Collins Play to Win | -0.0464 | 0.024 | -1.898 | 0.058 | -0.094 | 0.002 |
contestant_episode_Jeremy Collins Suck It Up and Survive | -0.0052 | 0.022 | -0.234 | 0.815 | -0.049 | 0.038 |
contestant_episode_Jeremy Collins Survivor MacGyver | -0.0560 | 0.027 | -2.039 | 0.041 | -0.110 | -0.002 |
contestant_episode_Jeremy Collins Tiny Little Shanks to the Heart | 0.0034 | 0.024 | 0.141 | 0.888 | -0.043 | 0.050 |
contestant_episode_Jeremy Collins Villains Have More Fun | 0.0274 | 0.024 | 1.128 | 0.259 | -0.020 | 0.075 |
contestant_episode_Jeremy Collins We Got a Rat | -0.0289 | 0.026 | -1.117 | 0.264 | -0.080 | 0.022 |
contestant_episode_Jeremy Collins We're a Hot Mess | 0.0258 | 0.023 | 1.133 | 0.257 | -0.019 | 0.070 |
contestant_episode_Jeremy Collins What's the Beef%3F | -0.0406 | 0.027 | -1.482 | 0.138 | -0.094 | 0.013 |
contestant_episode_Jeremy Collins Witches Coven (episode) | -0.0060 | 0.022 | -0.268 | 0.789 | -0.050 | 0.038 |
contestant_episode_Jeremy Collins Wrinkle in the Plan | -0.0167 | 0.022 | -0.764 | 0.445 | -0.060 | 0.026 |
contestant_episode_Jeremy Collins You Call, We'll Haul | -0.0071 | 0.023 | -0.314 | 0.753 | -0.051 | 0.037 |
contestant_episode_Jessica Johnston I Don't Like Having Snakes Around | -0.0117 | 0.026 | -0.451 | 0.652 | -0.062 | 0.039 |
contestant_episode_Jessica Johnston I'm Not Crazy, I'm Confident | 0.0445 | 0.031 | 1.418 | 0.156 | -0.017 | 0.106 |
contestant_episode_Jessica Johnston I'm a Wild Banshee | 0.0581 | 0.030 | 1.965 | 0.049 | 0.000 | 0.116 |
contestant_episode_Jessica Johnston My Kisses Are Very Private | 0.0530 | 0.024 | 2.229 | 0.026 | 0.006 | 0.100 |
contestant_episode_Jessica Johnston The Past Will Eat You Alive | 0.0868 | 0.025 | 3.490 | 0.000 | 0.038 | 0.136 |
contestant_episode_Jessica Johnston This Is Why You Play Survivor | 0.0692 | 0.024 | 2.897 | 0.004 | 0.022 | 0.116 |
contestant_episode_Jessica Lewis I Will Destroy You | 0.0267 | 0.028 | 0.969 | 0.333 | -0.027 | 0.081 |
contestant_episode_Jessica Lewis I'm the Kingpin | 0.0248 | 0.029 | 0.849 | 0.396 | -0.033 | 0.082 |
contestant_episode_Jessica Lewis Idol Search Party | -0.0229 | 0.029 | -0.789 | 0.430 | -0.080 | 0.034 |
contestant_episode_Jessica Lewis Love Goggles | -0.0847 | 0.045 | -1.895 | 0.058 | -0.172 | 0.003 |
contestant_episode_Jessica Lewis May the Best Generation Win | 0.0128 | 0.032 | 0.406 | 0.685 | -0.049 | 0.075 |
contestant_episode_Jessica Lewis Million Dollar Gamble | -0.0205 | 0.022 | -0.919 | 0.358 | -0.064 | 0.023 |
contestant_episode_Jessica Lewis Still Throwin' Punches | -0.0258 | 0.027 | -0.941 | 0.347 | -0.080 | 0.028 |
contestant_episode_Jessica Lewis The Truth Works Well | 0.0377 | 0.033 | 1.134 | 0.257 | -0.027 | 0.103 |
contestant_episode_Jessica Lewis Who's the Sucker at the Table%3F | -0.0895 | 0.028 | -3.156 | 0.002 | -0.145 | -0.034 |
contestant_episode_Jessica Lewis Your Job Is Recon | -0.0198 | 0.033 | -0.593 | 0.553 | -0.085 | 0.046 |
contestant_episode_Joaquin Souberbielle It Will Be My Revenge | 0.0338 | 0.039 | 0.867 | 0.386 | -0.043 | 0.110 |
contestant_episode_Joaquin Souberbielle It's Survivor Warfare | -0.0396 | 0.035 | -1.124 | 0.261 | -0.109 | 0.029 |
contestant_episode_Joaquin Souberbielle Winner Winner, Chicken Dinner | 0.0387 | 0.032 | 1.193 | 0.233 | -0.025 | 0.102 |
contestant_episode_Joe Anglim Bunking with the Devil | 0.0498 | 0.026 | 1.927 | 0.054 | -0.001 | 0.100 |
contestant_episode_Joe Anglim Crazy Is as Crazy Does | 0.0318 | 0.027 | 1.167 | 0.243 | -0.022 | 0.085 |
contestant_episode_Joe Anglim It Will Be My Revenge | -0.0063 | 0.026 | -0.240 | 0.810 | -0.057 | 0.045 |
contestant_episode_Joe Anglim It's Survivor Warfare | 0.0359 | 0.026 | 1.360 | 0.174 | -0.016 | 0.088 |
contestant_episode_Joe Anglim Keep It Real | -0.1439 | 0.123 | -1.171 | 0.242 | -0.385 | 0.097 |
contestant_episode_Joe Anglim Livin' on the Edge | -0.0045 | 0.022 | -0.206 | 0.837 | -0.048 | 0.039 |
contestant_episode_Joe Anglim My Wheels Are Spinning | 0.0396 | 0.023 | 1.739 | 0.082 | -0.005 | 0.084 |
contestant_episode_Joe Anglim Play to Win | 0.0181 | 0.027 | 0.663 | 0.507 | -0.035 | 0.071 |
contestant_episode_Joe Anglim Survivor MacGyver | 0.0057 | 0.026 | 0.214 | 0.830 | -0.046 | 0.058 |
contestant_episode_Joe Anglim The Line Will Be Drawn Tonight | 0.0344 | 0.026 | 1.318 | 0.187 | -0.017 | 0.086 |
contestant_episode_Joe Anglim Tiny Little Shanks to the Heart | 0.0320 | 0.024 | 1.355 | 0.175 | -0.014 | 0.078 |
contestant_episode_Joe Anglim We Got a Rat | 0.0503 | 0.026 | 1.915 | 0.056 | -0.001 | 0.102 |
contestant_episode_Joe Anglim What's the Beef%3F | 0.0224 | 0.024 | 0.924 | 0.356 | -0.025 | 0.070 |
contestant_episode_Joe Anglim Winner Winner, Chicken Dinner | -0.0219 | 0.025 | -0.886 | 0.376 | -0.070 | 0.026 |
contestant_episode_Joe Anglim Witches Coven (episode) | 0.0234 | 0.024 | 0.995 | 0.320 | -0.023 | 0.070 |
contestant_episode_Joe Anglim You Call, We'll Haul | -0.0074 | 0.023 | -0.324 | 0.746 | -0.052 | 0.037 |
contestant_episode_Joe Mena Fear of the Unknown | -0.0222 | 0.017 | -1.296 | 0.195 | -0.056 | 0.011 |
contestant_episode_Joe Mena Get to Gettin' | -0.0363 | 0.014 | -2.641 | 0.008 | -0.063 | -0.009 |
contestant_episode_Joe Mena I Don't Like Having Snakes Around | -0.0319 | 0.015 | -2.186 | 0.029 | -0.060 | -0.003 |
contestant_episode_Joe Mena I'm Not Crazy, I'm Confident | -0.0632 | 0.024 | -2.678 | 0.007 | -0.110 | -0.017 |
contestant_episode_Joe Mena I'm a Wild Banshee | -0.0316 | 0.026 | -1.203 | 0.229 | -0.083 | 0.020 |
contestant_episode_Joe Mena My Kisses Are Very Private | -0.0401 | 0.019 | -2.066 | 0.039 | -0.078 | -0.002 |
contestant_episode_Joe Mena Not Going to Roll Over and Die | -0.0477 | 0.020 | -2.432 | 0.015 | -0.086 | -0.009 |
contestant_episode_Joe Mena Playing with the Devil | -0.0111 | 0.020 | -0.566 | 0.572 | -0.049 | 0.027 |
contestant_episode_Joe Mena The Past Will Eat You Alive | -0.0309 | 0.022 | -1.423 | 0.155 | -0.074 | 0.012 |
contestant_episode_Joe Mena This Is Why You Play Survivor | 0.0098 | 0.016 | 0.613 | 0.540 | -0.022 | 0.041 |
contestant_episode_Joe del Campo I'm a Mental Giant | -0.0054 | 0.023 | -0.233 | 0.816 | -0.051 | 0.040 |
contestant_episode_Joe del Campo It's Merge Time | -0.0264 | 0.019 | -1.376 | 0.169 | -0.064 | 0.011 |
contestant_episode_Joe del Campo It's Psychological Warfare | -0.0235 | 0.022 | -1.047 | 0.295 | -0.068 | 0.020 |
contestant_episode_Joe del Campo It's a 'Me' Game, Not a 'We' Game | -0.0048 | 0.015 | -0.318 | 0.750 | -0.034 | 0.025 |
contestant_episode_Joe del Campo Kindergarten Camp | -0.0535 | 0.024 | -2.245 | 0.025 | -0.100 | -0.007 |
contestant_episode_Joe del Campo Now's the Time to Start Scheming | 0.0037 | 0.014 | 0.274 | 0.784 | -0.023 | 0.030 |
contestant_episode_Joe del Campo Play or Go Home | -0.0706 | 0.022 | -3.156 | 0.002 | -0.114 | -0.027 |
contestant_episode_Joe del Campo Signed, Sealed and Delivered | -0.0349 | 0.029 | -1.194 | 0.233 | -0.092 | 0.022 |
contestant_episode_Joe del Campo The Circle of Life | -0.0344 | 0.027 | -1.281 | 0.200 | -0.087 | 0.018 |
contestant_episode_Joe del Campo The Devils We Know | -0.0489 | 0.021 | -2.341 | 0.019 | -0.090 | -0.008 |
contestant_episode_Joe del Campo The Jocks vs. the Pretty People | -0.0253 | 0.018 | -1.418 | 0.156 | -0.060 | 0.010 |
contestant_episode_Joe del Campo With Me or Not with Me | -0.1426 | 0.140 | -1.015 | 0.310 | -0.418 | 0.133 |
contestant_episode_John Cochran Come Over to the Dark Side | 0.0348 | 0.024 | 1.435 | 0.151 | -0.013 | 0.082 |
contestant_episode_John Cochran Cult Like | 0.0608 | 0.054 | 1.135 | 0.256 | -0.044 | 0.166 |
contestant_episode_John Cochran Cut Off the Head of the Snake | -0.0012 | 0.034 | -0.037 | 0.971 | -0.067 | 0.065 |
contestant_episode_John Cochran Cut Throat | 0.0181 | 0.050 | 0.360 | 0.719 | -0.080 | 0.117 |
contestant_episode_John Cochran Don't Say Anything About My Mom | 0.0101 | 0.027 | 0.374 | 0.709 | -0.043 | 0.063 |
contestant_episode_John Cochran Double Agent | -0.0363 | 0.042 | -0.860 | 0.390 | -0.119 | 0.046 |
contestant_episode_John Cochran Honey Badger | -0.0244 | 0.048 | -0.511 | 0.610 | -0.118 | 0.069 |
contestant_episode_John Cochran I Need Redemption | -0.0626 | 0.061 | -1.021 | 0.307 | -0.183 | 0.058 |
contestant_episode_John Cochran Operation Thunder Dome | -0.0074 | 0.045 | -0.163 | 0.870 | -0.096 | 0.081 |
contestant_episode_John Cochran Persona Non Grata | -0.0421 | 0.058 | -0.724 | 0.469 | -0.156 | 0.072 |
contestant_episode_John Cochran Running the Show | -0.0329 | 0.052 | -0.627 | 0.531 | -0.136 | 0.070 |
contestant_episode_John Cochran She Annoys Me Greatly | -0.0608 | 0.038 | -1.606 | 0.108 | -0.135 | 0.013 |
contestant_episode_John Cochran The Beginning of the End | -0.0108 | 0.029 | -0.375 | 0.708 | -0.067 | 0.046 |
contestant_episode_John Cochran Tubby Lunchbox | 0.0491 | 0.035 | 1.387 | 0.165 | -0.020 | 0.119 |
contestant_episode_John Cochran Zipping Over the Cuckoo's Nest | -0.0254 | 0.033 | -0.759 | 0.448 | -0.091 | 0.040 |
contestant_episode_John Cody One-Man Wrecking Ball | 0.0792 | 0.059 | 1.342 | 0.180 | -0.036 | 0.195 |
contestant_episode_John Cody Opening Pandora's Box | -0.0377 | 0.047 | -0.806 | 0.420 | -0.129 | 0.054 |
contestant_episode_John Cody Rule in Chaos | 0.0107 | 0.062 | 0.172 | 0.863 | -0.111 | 0.132 |
contestant_episode_John Cody Skin of My Teeth | 0.0010 | 0.053 | 0.019 | 0.985 | -0.103 | 0.106 |
contestant_episode_John Cody Swoop In for the Kill | -0.0066 | 0.048 | -0.137 | 0.891 | -0.102 | 0.088 |
contestant_episode_John Cody The Dead Can Still Talk | -0.0506 | 0.060 | -0.838 | 0.402 | -0.169 | 0.068 |
contestant_episode_John Rocker Method to This Madness | 0.0173 | 0.021 | 0.843 | 0.399 | -0.023 | 0.058 |
contestant_episode_John Rocker Suck It Up and Survive | 0.0483 | 0.018 | 2.714 | 0.007 | 0.013 | 0.083 |
contestant_episode_Jon Misch Blood Is Blood | 0.0301 | 0.033 | 0.908 | 0.364 | -0.035 | 0.095 |
contestant_episode_Jon Misch Gettin' to Crunch Time | 0.0098 | 0.031 | 0.315 | 0.753 | -0.051 | 0.071 |
contestant_episode_Jon Misch Let's Make a Move | -0.0008 | 0.034 | -0.023 | 0.982 | -0.067 | 0.065 |
contestant_episode_Jon Misch Make Some Magic Happen | -0.0406 | 0.034 | -1.206 | 0.228 | -0.106 | 0.025 |
contestant_episode_Jon Misch Method to This Madness | -0.0613 | 0.039 | -1.576 | 0.115 | -0.138 | 0.015 |
contestant_episode_Jon Misch Million Dollar Decision | 0.0007 | 0.035 | 0.020 | 0.984 | -0.067 | 0.069 |
contestant_episode_Jon Misch Still Holdin' On | 0.0049 | 0.033 | 0.150 | 0.881 | -0.060 | 0.070 |
contestant_episode_Jon Misch Suck It Up and Survive | -0.0026 | 0.037 | -0.071 | 0.944 | -0.075 | 0.069 |
contestant_episode_Jon Misch This Is Where We Build Trust | -0.0038 | 0.034 | -0.112 | 0.911 | -0.070 | 0.062 |
contestant_episode_Jon Misch We're a Hot Mess | 0.0076 | 0.038 | 0.198 | 0.843 | -0.067 | 0.083 |
contestant_episode_Jon Misch Wrinkle in the Plan | 0.0288 | 0.038 | 0.758 | 0.449 | -0.046 | 0.103 |
contestant_episode_Jonathan Penner Down and Dirty | -0.0156 | 0.046 | -0.338 | 0.736 | -0.106 | 0.075 |
contestant_episode_Jonathan Penner Hell Hath Frozen Over | 0.0470 | 0.034 | 1.393 | 0.164 | -0.019 | 0.113 |
contestant_episode_Jonathan Penner Little Miss Perfect | 0.0720 | 0.033 | 2.168 | 0.030 | 0.007 | 0.137 |
contestant_episode_Jonathan Penner Not the Only Actor on This Island | -0.0233 | 0.042 | -0.549 | 0.583 | -0.106 | 0.060 |
contestant_episode_Jonathan Penner Whiners Are Wieners | -0.0158 | 0.043 | -0.368 | 0.713 | -0.100 | 0.068 |
contestant_episode_Josh Canfield Blood Is Blood | 0.0406 | 0.030 | 1.361 | 0.174 | -0.018 | 0.099 |
contestant_episode_Josh Canfield Make Some Magic Happen | 0.0112 | 0.035 | 0.317 | 0.751 | -0.058 | 0.081 |
contestant_episode_Josh Canfield Method to This Madness | 0.0126 | 0.029 | 0.441 | 0.659 | -0.043 | 0.068 |
contestant_episode_Josh Canfield Million Dollar Decision | 0.0276 | 0.027 | 1.016 | 0.309 | -0.026 | 0.081 |
contestant_episode_Josh Canfield Suck It Up and Survive | -0.0199 | 0.027 | -0.748 | 0.454 | -0.072 | 0.032 |
contestant_episode_Josh Canfield We're a Hot Mess | 0.0405 | 0.031 | 1.316 | 0.188 | -0.020 | 0.101 |
contestant_episode_Josh Canfield Wrinkle in the Plan | 0.0352 | 0.027 | 1.324 | 0.185 | -0.017 | 0.087 |
contestant_episode_Julia Landauer There's Gonna Be Hell to Pay | 0.0267 | 0.060 | 0.449 | 0.653 | -0.090 | 0.144 |
contestant_episode_Julia Landauer Tubby Lunchbox | 0.0389 | 0.051 | 0.767 | 0.443 | -0.060 | 0.138 |
contestant_episode_Julia Sokolowski I'm a Mental Giant | 0.1022 | 0.077 | 1.327 | 0.185 | -0.049 | 0.253 |
contestant_episode_Julia Sokolowski It's Merge Time | 0.0657 | 0.074 | 0.892 | 0.372 | -0.079 | 0.210 |
contestant_episode_Julia Sokolowski It's Psychological Warfare | 0.0718 | 0.074 | 0.972 | 0.331 | -0.073 | 0.217 |
contestant_episode_Julia Sokolowski It's a 'Me' Game, Not a 'We' Game | 0.0914 | 0.071 | 1.287 | 0.198 | -0.048 | 0.230 |
contestant_episode_Julia Sokolowski Kindergarten Camp | 0.0847 | 0.079 | 1.070 | 0.285 | -0.071 | 0.240 |
contestant_episode_Julia Sokolowski Play or Go Home | 0.0667 | 0.074 | 0.903 | 0.367 | -0.078 | 0.211 |
contestant_episode_Julia Sokolowski Signed, Sealed and Delivered | 0.1338 | 0.078 | 1.716 | 0.086 | -0.019 | 0.287 |
contestant_episode_Julia Sokolowski The Circle of Life | 0.1044 | 0.077 | 1.361 | 0.173 | -0.046 | 0.255 |
contestant_episode_Julia Sokolowski The Jocks vs. the Pretty People | 0.0557 | 0.074 | 0.754 | 0.451 | -0.089 | 0.200 |
contestant_episode_Julie McGee Blood Is Blood | 0.0848 | 0.044 | 1.924 | 0.054 | -0.002 | 0.171 |
contestant_episode_Julie McGee Make Some Magic Happen | 0.0764 | 0.038 | 1.992 | 0.046 | 0.001 | 0.151 |
contestant_episode_Julie McGee Method to This Madness | 0.1006 | 0.042 | 2.423 | 0.015 | 0.019 | 0.182 |
contestant_episode_Julie McGee Million Dollar Decision | 0.0301 | 0.030 | 1.002 | 0.316 | -0.029 | 0.089 |
contestant_episode_Julie McGee Suck It Up and Survive | 0.0429 | 0.041 | 1.045 | 0.296 | -0.038 | 0.123 |
contestant_episode_Julie McGee We're a Hot Mess | 0.0789 | 0.034 | 2.331 | 0.020 | 0.013 | 0.145 |
contestant_episode_Kass McQuillen Bag of Tricks | 0.0128 | 0.019 | 0.670 | 0.503 | -0.025 | 0.050 |
contestant_episode_Kass McQuillen Bunking with the Devil | -0.0519 | 0.026 | -1.995 | 0.046 | -0.103 | -0.001 |
contestant_episode_Kass McQuillen Chaos Is My Friend | -0.0006 | 0.016 | -0.037 | 0.970 | -0.031 | 0.030 |
contestant_episode_Kass McQuillen Cops-R-Us (episode) | -0.0698 | 0.041 | -1.690 | 0.091 | -0.151 | 0.011 |
contestant_episode_Kass McQuillen Havoc to Wreak | 0.0064 | 0.014 | 0.458 | 0.647 | -0.021 | 0.034 |
contestant_episode_Kass McQuillen Head of the Snake | -0.0343 | 0.019 | -1.796 | 0.072 | -0.072 | 0.003 |
contestant_episode_Kass McQuillen Hot Girl with a Grudge | -0.0494 | 0.019 | -2.582 | 0.010 | -0.087 | -0.012 |
contestant_episode_Kass McQuillen Mad Treasure Hunt | -0.0133 | 0.018 | -0.753 | 0.451 | -0.048 | 0.021 |
contestant_episode_Kass McQuillen Odd One Out | 0.0493 | 0.047 | 1.054 | 0.292 | -0.042 | 0.141 |
contestant_episode_Kass McQuillen Our Time to Shine | -0.0330 | 0.030 | -1.107 | 0.269 | -0.091 | 0.025 |
contestant_episode_Kass McQuillen Play to Win | -0.0385 | 0.022 | -1.716 | 0.086 | -0.082 | 0.005 |
contestant_episode_Kass McQuillen Sitting in My Spy Shack | 0.0426 | 0.019 | 2.281 | 0.023 | 0.006 | 0.079 |
contestant_episode_Kass McQuillen Straw That Broke the Camel's Back | 0.0006 | 0.018 | 0.036 | 0.971 | -0.034 | 0.035 |
contestant_episode_Kass McQuillen Survivor MacGyver | -0.0229 | 0.026 | -0.885 | 0.376 | -0.074 | 0.028 |
contestant_episode_Kass McQuillen We Found Our Zombies | 0.0366 | 0.035 | 1.058 | 0.290 | -0.031 | 0.104 |
contestant_episode_Kass McQuillen We Got a Rat | -0.0033 | 0.027 | -0.123 | 0.902 | -0.056 | 0.050 |
contestant_episode_Kass McQuillen What's the Beef%3F | -0.0006 | 0.025 | -0.023 | 0.982 | -0.049 | 0.048 |
contestant_episode_Kat Edorsson It's Gonna Be Chaos | -0.1423 | 0.146 | -0.976 | 0.329 | -0.428 | 0.143 |
contestant_episode_Kat Edorsson Never Say Die | -0.0370 | 0.042 | -0.873 | 0.383 | -0.120 | 0.046 |
contestant_episode_Kat Edorsson One Armed Dude and Three Moms | 0.0021 | 0.056 | 0.037 | 0.970 | -0.107 | 0.111 |
contestant_episode_Kat Edorsson One-Man Wrecking Ball | 0.0389 | 0.040 | 0.966 | 0.334 | -0.040 | 0.118 |
contestant_episode_Kat Edorsson Opening Pandora's Box | -0.0229 | 0.057 | -0.398 | 0.691 | -0.136 | 0.090 |
contestant_episode_Kat Edorsson Swoop In for the Kill | -0.0339 | 0.042 | -0.817 | 0.414 | -0.115 | 0.047 |
contestant_episode_Kat Edorsson The Dead Can Still Talk | 0.0056 | 0.048 | 0.119 | 0.905 | -0.087 | 0.099 |
contestant_episode_Katie Collins Blood Is Thicker than Anything | 0.0179 | 0.056 | 0.322 | 0.748 | -0.091 | 0.127 |
contestant_episode_Katie Collins Gloves Come Off | 0.0133 | 0.036 | 0.369 | 0.712 | -0.057 | 0.084 |
contestant_episode_Katie Collins My Brother's Keeper | 0.0211 | 0.040 | 0.522 | 0.601 | -0.058 | 0.100 |
contestant_episode_Katie Collins One-Man Wrecking Ball | 0.0416 | 0.045 | 0.931 | 0.352 | -0.046 | 0.129 |
contestant_episode_Katie Collins Out on a Limb (episode) | 0.0955 | 0.036 | 2.624 | 0.009 | 0.024 | 0.167 |
contestant_episode_Katie Collins Rustle Feathers | 0.0362 | 0.031 | 1.177 | 0.239 | -0.024 | 0.097 |
contestant_episode_Katie Collins Skin of My Teeth | 0.0215 | 0.048 | 0.443 | 0.658 | -0.073 | 0.116 |
contestant_episode_Katie Collins Swoop In for the Kill | 0.0287 | 0.042 | 0.680 | 0.497 | -0.054 | 0.111 |
contestant_episode_Keith Nale Actions vs. Accusations | 0.0261 | 0.031 | 0.856 | 0.392 | -0.034 | 0.086 |
contestant_episode_Keith Nale Blood Is Blood | 0.0117 | 0.018 | 0.633 | 0.527 | -0.024 | 0.048 |
contestant_episode_Keith Nale Bunking with the Devil | 0.0333 | 0.027 | 1.240 | 0.215 | -0.019 | 0.086 |
contestant_episode_Keith Nale Gettin' to Crunch Time | 0.0111 | 0.016 | 0.697 | 0.486 | -0.020 | 0.042 |
contestant_episode_Keith Nale Let's Make a Move | 0.0312 | 0.017 | 1.805 | 0.071 | -0.003 | 0.065 |
contestant_episode_Keith Nale Make Some Magic Happen | -0.0452 | 0.022 | -2.008 | 0.045 | -0.089 | -0.001 |
contestant_episode_Keith Nale Method to This Madness | -0.0173 | 0.034 | -0.507 | 0.612 | -0.084 | 0.050 |
contestant_episode_Keith Nale Million Dollar Decision | -0.0100 | 0.024 | -0.416 | 0.677 | -0.057 | 0.037 |
contestant_episode_Keith Nale My Wheels Are Spinning | 0.0480 | 0.023 | 2.045 | 0.041 | 0.002 | 0.094 |
contestant_episode_Keith Nale Play to Win | 0.0147 | 0.023 | 0.641 | 0.521 | -0.030 | 0.060 |
contestant_episode_Keith Nale Still Holdin' On | 0.0369 | 0.015 | 2.462 | 0.014 | 0.008 | 0.066 |
contestant_episode_Keith Nale Suck It Up and Survive | 0.0114 | 0.032 | 0.352 | 0.724 | -0.052 | 0.074 |
contestant_episode_Keith Nale Survivor MacGyver | -0.0205 | 0.030 | -0.682 | 0.495 | -0.079 | 0.038 |
contestant_episode_Keith Nale This Is Where We Build Trust | -0.0286 | 0.021 | -1.342 | 0.180 | -0.070 | 0.013 |
contestant_episode_Keith Nale Tiny Little Shanks to the Heart | 0.0302 | 0.028 | 1.079 | 0.281 | -0.025 | 0.085 |
contestant_episode_Keith Nale Villains Have More Fun | -0.1154 | 0.143 | -0.808 | 0.419 | -0.395 | 0.165 |
contestant_episode_Keith Nale We Got a Rat | 0.0163 | 0.027 | 0.606 | 0.545 | -0.036 | 0.069 |
contestant_episode_Keith Nale We're a Hot Mess | -0.0151 | 0.018 | -0.834 | 0.404 | -0.051 | 0.020 |
contestant_episode_Keith Nale What's the Beef%3F | -0.0160 | 0.026 | -0.612 | 0.541 | -0.067 | 0.035 |
contestant_episode_Keith Nale Witches Coven (episode) | 0.0281 | 0.024 | 1.160 | 0.246 | -0.019 | 0.076 |
contestant_episode_Keith Nale Wrinkle in the Plan | -0.0278 | 0.020 | -1.423 | 0.155 | -0.066 | 0.010 |
contestant_episode_Keith Nale You Call, We'll Haul | 0.0243 | 0.018 | 1.317 | 0.188 | -0.012 | 0.061 |
contestant_episode_Kelley Wentworth Actions vs. Accusations | -0.0520 | 0.036 | -1.429 | 0.153 | -0.123 | 0.019 |
contestant_episode_Kelley Wentworth Blood Is Blood | 0.0150 | 0.022 | 0.680 | 0.496 | -0.028 | 0.058 |
contestant_episode_Kelley Wentworth Bunking with the Devil | 0.0063 | 0.032 | 0.196 | 0.844 | -0.057 | 0.069 |
contestant_episode_Kelley Wentworth Method to This Madness | -0.0399 | 0.033 | -1.205 | 0.228 | -0.105 | 0.025 |
contestant_episode_Kelley Wentworth My Wheels Are Spinning | 0.0209 | 0.029 | 0.733 | 0.463 | -0.035 | 0.077 |
contestant_episode_Kelley Wentworth Play to Win | -0.0132 | 0.029 | -0.452 | 0.651 | -0.070 | 0.044 |
contestant_episode_Kelley Wentworth Suck It Up and Survive | -0.0034 | 0.032 | -0.106 | 0.916 | -0.066 | 0.059 |
contestant_episode_Kelley Wentworth Survivor MacGyver | -0.0171 | 0.029 | -0.592 | 0.554 | -0.074 | 0.040 |
contestant_episode_Kelley Wentworth Tiny Little Shanks to the Heart | -0.1339 | 0.144 | -0.932 | 0.352 | -0.415 | 0.148 |
contestant_episode_Kelley Wentworth Villains Have More Fun | 0.0452 | 0.030 | 1.529 | 0.126 | -0.013 | 0.103 |
contestant_episode_Kelley Wentworth We Got a Rat | -0.0227 | 0.032 | -0.714 | 0.475 | -0.085 | 0.040 |
contestant_episode_Kelley Wentworth We're a Hot Mess | 0.0779 | 0.027 | 2.911 | 0.004 | 0.025 | 0.130 |
contestant_episode_Kelley Wentworth What's the Beef%3F | 0.0153 | 0.031 | 0.488 | 0.626 | -0.046 | 0.077 |
contestant_episode_Kelley Wentworth Witches Coven (episode) | 0.0009 | 0.029 | 0.031 | 0.975 | -0.056 | 0.058 |
contestant_episode_Kelley Wentworth You Call, We'll Haul | 0.0067 | 0.024 | 0.276 | 0.783 | -0.041 | 0.054 |
contestant_episode_Kelly Remington It Will Be My Revenge | -0.0010 | 0.040 | -0.025 | 0.980 | -0.080 | 0.078 |
contestant_episode_Kelly Remington It's Survivor Warfare | 0.0625 | 0.041 | 1.541 | 0.123 | -0.017 | 0.142 |
contestant_episode_Kelly Remington The Line Will Be Drawn Tonight | 0.0130 | 0.028 | 0.467 | 0.641 | -0.042 | 0.068 |
contestant_episode_Kelly Remington Winner Winner, Chicken Dinner | 0.0140 | 0.026 | 0.535 | 0.593 | -0.037 | 0.065 |
contestant_episode_Kelly Wiglesworth Bunking with the Devil | -0.0635 | 0.029 | -2.206 | 0.027 | -0.120 | -0.007 |
contestant_episode_Kelly Wiglesworth Play to Win | -0.0341 | 0.026 | -1.296 | 0.195 | -0.086 | 0.017 |
contestant_episode_Kelly Wiglesworth Survivor MacGyver | -0.0555 | 0.029 | -1.899 | 0.058 | -0.113 | 0.002 |
contestant_episode_Kelly Wiglesworth We Got a Rat | -0.0405 | 0.029 | -1.400 | 0.162 | -0.097 | 0.016 |
contestant_episode_Kelly Wiglesworth What's the Beef%3F | -0.0162 | 0.030 | -0.539 | 0.590 | -0.075 | 0.043 |
contestant_episode_Kelly Wiglesworth Witches Coven (episode) | -0.0012 | 0.024 | -0.052 | 0.958 | -0.048 | 0.045 |
contestant_episode_Kelly Wiglesworth You Call, We'll Haul | -0.0241 | 0.028 | -0.865 | 0.387 | -0.079 | 0.031 |
contestant_episode_Ken McNickle I Will Destroy You | 0.0350 | 0.017 | 2.047 | 0.041 | 0.001 | 0.069 |
contestant_episode_Ken McNickle I'm the Kingpin | 0.0100 | 0.017 | 0.586 | 0.558 | -0.023 | 0.043 |
contestant_episode_Ken McNickle Idol Search Party | 0.0216 | 0.018 | 1.223 | 0.221 | -0.013 | 0.056 |
contestant_episode_Ken McNickle Love Goggles | 0.0366 | 0.020 | 1.823 | 0.068 | -0.003 | 0.076 |
contestant_episode_Ken McNickle May the Best Generation Win | 0.0680 | 0.023 | 2.937 | 0.003 | 0.023 | 0.113 |
contestant_episode_Ken McNickle Million Dollar Gamble | 0.0360 | 0.012 | 3.079 | 0.002 | 0.013 | 0.059 |
contestant_episode_Ken McNickle Slayed the Survivor Dragon | 0.0667 | 0.012 | 5.416 | 0.000 | 0.043 | 0.091 |
contestant_episode_Ken McNickle Still Throwin' Punches | 0.0063 | 0.025 | 0.253 | 0.800 | -0.042 | 0.055 |
contestant_episode_Ken McNickle The Truth Works Well | 0.0440 | 0.016 | 2.704 | 0.007 | 0.012 | 0.076 |
contestant_episode_Ken McNickle Who's the Sucker at the Table%3F | -0.0308 | 0.021 | -1.434 | 0.152 | -0.073 | 0.011 |
contestant_episode_Ken McNickle Your Job Is Recon | 0.0188 | 0.019 | 0.981 | 0.326 | -0.019 | 0.056 |
contestant_episode_Kim Spradlin-Wolfe I'm No Dummy | -0.0728 | 0.039 | -1.850 | 0.064 | -0.150 | 0.004 |
contestant_episode_Kim Spradlin-Wolfe It's Gonna Be Chaos | 0.0019 | 0.040 | 0.048 | 0.962 | -0.076 | 0.080 |
contestant_episode_Kim Spradlin-Wolfe It's Human Nature | -0.0187 | 0.039 | -0.480 | 0.631 | -0.095 | 0.058 |
contestant_episode_Kim Spradlin-Wolfe Just Annihilate Them | -0.1065 | 0.059 | -1.797 | 0.072 | -0.223 | 0.010 |
contestant_episode_Kim Spradlin-Wolfe Never Say Die | -0.1571 | 0.145 | -1.084 | 0.278 | -0.441 | 0.127 |
contestant_episode_Kim Spradlin-Wolfe The Beauty in a Merge | 0.0453 | 0.057 | 0.794 | 0.427 | -0.067 | 0.157 |
contestant_episode_Kimmi Kappenberg Bunking with the Devil | 0.0038 | 0.023 | 0.167 | 0.867 | -0.040 | 0.048 |
contestant_episode_Kimmi Kappenberg My Wheels Are Spinning | 0.0386 | 0.019 | 2.040 | 0.041 | 0.002 | 0.076 |
contestant_episode_Kimmi Kappenberg Play to Win | 0.0243 | 0.020 | 1.233 | 0.218 | -0.014 | 0.063 |
contestant_episode_Kimmi Kappenberg Survivor MacGyver | 0.0049 | 0.024 | 0.201 | 0.840 | -0.042 | 0.052 |
contestant_episode_Kimmi Kappenberg Tiny Little Shanks to the Heart | 0.0555 | 0.019 | 2.919 | 0.004 | 0.018 | 0.093 |
contestant_episode_Kimmi Kappenberg Villains Have More Fun | 0.0687 | 0.020 | 3.478 | 0.001 | 0.030 | 0.107 |
contestant_episode_Kimmi Kappenberg We Got a Rat | 0.0127 | 0.022 | 0.568 | 0.570 | -0.031 | 0.056 |
contestant_episode_Kimmi Kappenberg What's the Beef%3F | -0.0281 | 0.022 | -1.276 | 0.202 | -0.071 | 0.015 |
contestant_episode_Kimmi Kappenberg Witches Coven (episode) | 0.0070 | 0.020 | 0.358 | 0.720 | -0.031 | 0.045 |
contestant_episode_Kimmi Kappenberg You Call, We'll Haul | 0.0259 | 0.023 | 1.145 | 0.252 | -0.018 | 0.070 |
contestant_episode_Kyle Jason I'm a Mental Giant | -0.0218 | 0.024 | -0.899 | 0.369 | -0.069 | 0.026 |
contestant_episode_Kyle Jason It's Merge Time | -0.0144 | 0.022 | -0.664 | 0.507 | -0.057 | 0.028 |
contestant_episode_Kyle Jason It's Psychological Warfare | -0.0210 | 0.023 | -0.926 | 0.355 | -0.066 | 0.023 |
contestant_episode_Kyle Jason It's a 'Me' Game, Not a 'We' Game | 0.0415 | 0.026 | 1.629 | 0.103 | -0.008 | 0.092 |
contestant_episode_Kyle Jason Kindergarten Camp | -0.0717 | 0.022 | -3.262 | 0.001 | -0.115 | -0.029 |
contestant_episode_Kyle Jason Now's the Time to Start Scheming | -0.0109 | 0.024 | -0.460 | 0.645 | -0.057 | 0.035 |
contestant_episode_Kyle Jason Play or Go Home | -0.0169 | 0.024 | -0.698 | 0.485 | -0.064 | 0.031 |
contestant_episode_Kyle Jason Signed, Sealed and Delivered | -0.0681 | 0.020 | -3.403 | 0.001 | -0.107 | -0.029 |
contestant_episode_Kyle Jason The Circle of Life | -0.0542 | 0.023 | -2.339 | 0.019 | -0.100 | -0.009 |
contestant_episode_Kyle Jason The Devils We Know | -0.0064 | 0.023 | -0.284 | 0.777 | -0.051 | 0.038 |
contestant_episode_Kyle Jason The Jocks vs. the Pretty People | -0.0140 | 0.020 | -0.702 | 0.483 | -0.053 | 0.025 |
contestant_episode_LJ McKanas Cops-R-Us (episode) | 0.0461 | 0.053 | 0.876 | 0.381 | -0.057 | 0.149 |
contestant_episode_LJ McKanas Head of the Snake | 0.0194 | 0.028 | 0.702 | 0.483 | -0.035 | 0.073 |
contestant_episode_LJ McKanas Hot Girl with a Grudge | 0.0252 | 0.043 | 0.583 | 0.560 | -0.060 | 0.110 |
contestant_episode_LJ McKanas Mad Treasure Hunt | 0.0790 | 0.035 | 2.287 | 0.022 | 0.011 | 0.147 |
contestant_episode_LJ McKanas Odd One Out | -0.0311 | 0.030 | -1.034 | 0.301 | -0.090 | 0.028 |
contestant_episode_LJ McKanas Our Time to Shine | -0.0225 | 0.040 | -0.567 | 0.570 | -0.100 | 0.055 |
contestant_episode_LJ McKanas Sitting in My Spy Shack | 0.0075 | 0.038 | 0.198 | 0.843 | -0.067 | 0.082 |
contestant_episode_LJ McKanas We Found Our Zombies | 0.0451 | 0.031 | 1.438 | 0.151 | -0.016 | 0.107 |
contestant_episode_Laura Alexander Kill or Be Killed | 0.0239 | 0.064 | 0.372 | 0.710 | -0.102 | 0.150 |
contestant_episode_Laura Alexander There's Gonna Be Hell to Pay | -0.0563 | 0.065 | -0.864 | 0.388 | -0.184 | 0.071 |
contestant_episode_Laura Boneham One Armed Dude and Three Moms | -0.0689 | 0.056 | -1.230 | 0.219 | -0.179 | 0.041 |
contestant_episode_Laura Boneham One-Man Wrecking Ball | 0.0161 | 0.041 | 0.395 | 0.693 | -0.064 | 0.096 |
contestant_episode_Laura Boneham Opening Pandora's Box | -0.0128 | 0.057 | -0.226 | 0.821 | -0.124 | 0.098 |
contestant_episode_Laura Boneham Skin of My Teeth | -0.0199 | 0.040 | -0.503 | 0.615 | -0.097 | 0.058 |
contestant_episode_Laura Boneham Swoop In for the Kill | -0.0141 | 0.035 | -0.402 | 0.688 | -0.083 | 0.055 |
contestant_episode_Laura Boneham The Dead Can Still Talk | -0.0466 | 0.047 | -0.992 | 0.321 | -0.139 | 0.045 |
contestant_episode_Laura Morett Blood Is Thicker than Anything | 0.1024 | 0.043 | 2.408 | 0.016 | 0.019 | 0.186 |
contestant_episode_Laura Morett Gloves Come Off | 0.1048 | 0.052 | 2.033 | 0.042 | 0.004 | 0.206 |
contestant_episode_Laura Morett My Brother's Keeper | 0.0142 | 0.046 | 0.312 | 0.755 | -0.075 | 0.104 |
contestant_episode_Laura Morett One Armed Dude and Three Moms | 0.0182 | 0.056 | 0.324 | 0.746 | -0.092 | 0.128 |
contestant_episode_Laura Morett One-Man Wrecking Ball | 0.1029 | 0.052 | 1.976 | 0.048 | 0.001 | 0.205 |
contestant_episode_Laura Morett Opening Pandora's Box | 0.0743 | 0.057 | 1.306 | 0.192 | -0.037 | 0.186 |
contestant_episode_Laura Morett Out on a Limb (episode) | 0.1421 | 0.048 | 2.975 | 0.003 | 0.048 | 0.236 |
contestant_episode_Laura Morett Rustle Feathers | 0.0788 | 0.049 | 1.596 | 0.110 | -0.018 | 0.175 |
contestant_episode_Laura Morett Skin of My Teeth | 0.0630 | 0.038 | 1.638 | 0.101 | -0.012 | 0.138 |
contestant_episode_Laura Morett Swoop In for the Kill | 0.0738 | 0.040 | 1.826 | 0.068 | -0.005 | 0.153 |
contestant_episode_Laura Morett The Dead Can Still Talk | 0.0412 | 0.046 | 0.896 | 0.370 | -0.049 | 0.131 |
contestant_episode_Lauren Rimmer Fear of the Unknown | 0.1200 | 0.142 | 0.844 | 0.399 | -0.159 | 0.399 |
contestant_episode_Lauren Rimmer Get to Gettin' | 0.1115 | 0.142 | 0.786 | 0.432 | -0.166 | 0.389 |
contestant_episode_Lauren Rimmer I Don't Like Having Snakes Around | 0.0613 | 0.142 | 0.431 | 0.667 | -0.218 | 0.340 |
contestant_episode_Lauren Rimmer I'm Not Crazy, I'm Confident | 0.0725 | 0.145 | 0.500 | 0.617 | -0.212 | 0.357 |
contestant_episode_Lauren Rimmer I'm a Wild Banshee | 0.0882 | 0.142 | 0.619 | 0.536 | -0.191 | 0.367 |
contestant_episode_Lauren Rimmer My Kisses Are Very Private | 0.0950 | 0.143 | 0.666 | 0.505 | -0.185 | 0.375 |
contestant_episode_Lauren Rimmer Not Going to Roll Over and Die | 0.0767 | 0.141 | 0.546 | 0.585 | -0.199 | 0.352 |
contestant_episode_Lauren Rimmer Playing with the Devil | 0.1066 | 0.141 | 0.754 | 0.451 | -0.170 | 0.384 |
contestant_episode_Lauren Rimmer The Past Will Eat You Alive | 0.1629 | 0.141 | 1.159 | 0.246 | -0.113 | 0.439 |
contestant_episode_Lauren Rimmer The Survivor Devil | 0.1224 | 0.141 | 0.868 | 0.385 | -0.154 | 0.399 |
contestant_episode_Lauren Rimmer This Is Why You Play Survivor | 0.1553 | 0.141 | 1.104 | 0.269 | -0.120 | 0.431 |
contestant_episode_Leif Manson I'm No Dummy | -0.0701 | 0.052 | -1.338 | 0.181 | -0.173 | 0.033 |
contestant_episode_Leif Manson Thanks for the Souvenir | 0.0499 | 0.058 | 0.868 | 0.385 | -0.063 | 0.163 |
contestant_episode_Lindsey Cascaddan It Will Be My Revenge | -0.0113 | 0.039 | -0.286 | 0.775 | -0.089 | 0.066 |
contestant_episode_Lindsey Cascaddan It's Survivor Warfare | 0.0171 | 0.040 | 0.428 | 0.668 | -0.061 | 0.096 |
contestant_episode_Lindsey Cascaddan Winner Winner, Chicken Dinner | 0.0214 | 0.026 | 0.825 | 0.409 | -0.029 | 0.072 |
contestant_episode_Lindsey Ogle Odd One Out | 0.0083 | 0.044 | 0.188 | 0.851 | -0.078 | 0.095 |
contestant_episode_Lindsey Ogle We Found Our Zombies | -0.0800 | 0.051 | -1.553 | 0.120 | -0.181 | 0.021 |
contestant_episode_Lisa Whelchel Gouge My Eyes Out | 0.0209 | 0.037 | 0.559 | 0.576 | -0.052 | 0.094 |
contestant_episode_Lisa Whelchel Hell Hath Frozen Over | -0.0014 | 0.039 | -0.037 | 0.971 | -0.078 | 0.075 |
contestant_episode_Lisa Whelchel Little Miss Perfect | -0.0105 | 0.033 | -0.316 | 0.752 | -0.075 | 0.054 |
contestant_episode_Lisa Whelchel Shot into Smithereens | 0.0068 | 0.038 | 0.181 | 0.856 | -0.067 | 0.080 |
contestant_episode_Lisa Whelchel Whiners Are Wieners | -0.0013 | 0.041 | -0.032 | 0.974 | -0.081 | 0.079 |
contestant_episode_Liz Markham Kindergarten Camp | -0.0964 | 0.027 | -3.618 | 0.000 | -0.149 | -0.044 |
contestant_episode_Liz Markham The Circle of Life | -0.0516 | 0.022 | -2.299 | 0.022 | -0.096 | -0.008 |
contestant_episode_Lucy Huang May the Best Generation Win | 0.0172 | 0.031 | 0.552 | 0.581 | -0.044 | 0.078 |
contestant_episode_Lucy Huang Who's the Sucker at the Table%3F | -0.0316 | 0.028 | -1.130 | 0.258 | -0.086 | 0.023 |
contestant_episode_Lucy Huang Your Job Is Recon | 0.0064 | 0.027 | 0.239 | 0.811 | -0.046 | 0.059 |
contestant_episode_Malcolm Freberg Come Over to the Dark Side | 0.0263 | 0.026 | 1.017 | 0.309 | -0.024 | 0.077 |
contestant_episode_Malcolm Freberg Cut Off the Head of the Snake | -0.0320 | 0.025 | -1.266 | 0.205 | -0.081 | 0.018 |
contestant_episode_Malcolm Freberg Dead Man Walking | 0.0284 | 0.047 | 0.604 | 0.546 | -0.064 | 0.121 |
contestant_episode_Malcolm Freberg Don't Be Blinded by the Headlights | -0.0561 | 0.061 | -0.921 | 0.357 | -0.175 | 0.063 |
contestant_episode_Malcolm Freberg Gouge My Eyes Out | 0.0611 | 0.045 | 1.359 | 0.174 | -0.027 | 0.149 |
contestant_episode_Malcolm Freberg Hell Hath Frozen Over | 0.0277 | 0.047 | 0.595 | 0.552 | -0.063 | 0.119 |
contestant_episode_Malcolm Freberg Honey Badger | 0.0137 | 0.047 | 0.290 | 0.772 | -0.079 | 0.106 |
contestant_episode_Malcolm Freberg Little Miss Perfect | -0.0180 | 0.052 | -0.349 | 0.727 | -0.119 | 0.083 |
contestant_episode_Malcolm Freberg Not the Only Actor on This Island | -0.0077 | 0.059 | -0.130 | 0.896 | -0.124 | 0.108 |
contestant_episode_Malcolm Freberg Operation Thunder Dome | 0.0109 | 0.039 | 0.282 | 0.778 | -0.065 | 0.086 |
contestant_episode_Malcolm Freberg Persona Non Grata | -0.1042 | 0.050 | -2.065 | 0.039 | -0.203 | -0.005 |
contestant_episode_Malcolm Freberg She Annoys Me Greatly | -0.0089 | 0.036 | -0.244 | 0.808 | -0.080 | 0.063 |
contestant_episode_Malcolm Freberg Shot into Smithereens | -0.1151 | 0.146 | -0.787 | 0.431 | -0.402 | 0.172 |
contestant_episode_Malcolm Freberg Survivor Jackpot | 0.0633 | 0.026 | 2.417 | 0.016 | 0.012 | 0.115 |
contestant_episode_Malcolm Freberg Survivor Smacked Me in the Chops | 0.0191 | 0.061 | 0.313 | 0.754 | -0.101 | 0.139 |
contestant_episode_Malcolm Freberg The Stakes Have Been Raised | 0.0286 | 0.024 | 1.175 | 0.240 | -0.019 | 0.076 |
contestant_episode_Malcolm Freberg The Tables Have Turned | -0.1046 | 0.061 | -1.719 | 0.086 | -0.224 | 0.015 |
contestant_episode_Malcolm Freberg There's Gonna Be Hell to Pay | 0.0829 | 0.049 | 1.700 | 0.089 | -0.013 | 0.178 |
contestant_episode_Malcolm Freberg This Isn't a 'We' Game | -0.0310 | 0.060 | -0.517 | 0.605 | -0.149 | 0.087 |
contestant_episode_Malcolm Freberg Tubby Lunchbox | -0.0171 | 0.045 | -0.378 | 0.705 | -0.105 | 0.071 |
contestant_episode_Malcolm Freberg Whiners Are Wieners | -0.0634 | 0.051 | -1.241 | 0.215 | -0.164 | 0.037 |
contestant_episode_Malcolm Freberg Zipping Over the Cuckoo's Nest | 0.0162 | 0.026 | 0.622 | 0.534 | -0.035 | 0.067 |
contestant_episode_Mari Takahashi May the Best Generation Win | 0.0775 | 0.021 | 3.617 | 0.000 | 0.035 | 0.119 |
contestant_episode_Matt Bischoff Kill or Be Killed | 0.0576 | 0.058 | 0.991 | 0.322 | -0.056 | 0.172 |
contestant_episode_Matt Bischoff Operation Thunder Dome | 0.1059 | 0.051 | 2.092 | 0.036 | 0.007 | 0.205 |
contestant_episode_Matt Bischoff She Annoys Me Greatly | 0.0104 | 0.050 | 0.210 | 0.834 | -0.087 | 0.108 |
contestant_episode_Max Dawson It Will Be My Revenge | 0.0042 | 0.034 | 0.124 | 0.902 | -0.063 | 0.071 |
contestant_episode_Max Dawson It's Survivor Warfare | 0.0291 | 0.029 | 0.988 | 0.323 | -0.029 | 0.087 |
contestant_episode_Max Dawson Winner Winner, Chicken Dinner | -0.0262 | 0.026 | -0.992 | 0.321 | -0.078 | 0.026 |
contestant_episode_Michael Skupin Gouge My Eyes Out | -0.0963 | 0.145 | -0.664 | 0.507 | -0.380 | 0.188 |
contestant_episode_Michael Skupin Hell Hath Frozen Over | 0.0440 | 0.043 | 1.024 | 0.306 | -0.040 | 0.128 |
contestant_episode_Michael Skupin Little Miss Perfect | -0.0027 | 0.039 | -0.069 | 0.945 | -0.079 | 0.073 |
contestant_episode_Michael Skupin Not the Only Actor on This Island | -0.1168 | 0.057 | -2.045 | 0.041 | -0.229 | -0.005 |
contestant_episode_Michael Skupin Shot into Smithereens | 0.1019 | 0.041 | 2.485 | 0.013 | 0.022 | 0.182 |
contestant_episode_Michael Skupin Survivor Smacked Me in the Chops | 0.0412 | 0.048 | 0.852 | 0.394 | -0.054 | 0.136 |
contestant_episode_Michael Skupin Whiners Are Wieners | -0.0296 | 0.042 | -0.699 | 0.484 | -0.112 | 0.053 |
contestant_episode_Michael Snow Cut Off the Head of the Snake | 0.0062 | 0.043 | 0.146 | 0.884 | -0.077 | 0.090 |
contestant_episode_Michael Snow Honey Badger | -0.0781 | 0.060 | -1.305 | 0.192 | -0.195 | 0.039 |
contestant_episode_Michael Snow Operation Thunder Dome | 0.0068 | 0.052 | 0.132 | 0.895 | -0.094 | 0.108 |
contestant_episode_Michael Snow Tubby Lunchbox | 0.0065 | 0.058 | 0.112 | 0.911 | -0.107 | 0.120 |
contestant_episode_Michaela Bradshaw Dirty Deed | -0.0295 | 0.021 | -1.394 | 0.163 | -0.071 | 0.012 |
contestant_episode_Michaela Bradshaw I Will Destroy You | 0.0063 | 0.012 | 0.518 | 0.605 | -0.018 | 0.030 |
contestant_episode_Michaela Bradshaw Idol Search Party | 0.0037 | 0.015 | 0.240 | 0.811 | -0.026 | 0.034 |
contestant_episode_Michaela Bradshaw It Is Not a High Without a Low | 0.0228 | 0.021 | 1.087 | 0.277 | -0.018 | 0.064 |
contestant_episode_Michaela Bradshaw Love Goggles | -0.0355 | 0.017 | -2.152 | 0.031 | -0.068 | -0.003 |
contestant_episode_Michaela Bradshaw May the Best Generation Win | 0.0380 | 0.021 | 1.818 | 0.069 | -0.003 | 0.079 |
contestant_episode_Michaela Bradshaw Parting Is Such Sweet Sorrow | 0.0020 | 0.021 | 0.096 | 0.923 | -0.039 | 0.042 |
contestant_episode_Michaela Bradshaw Reinventing How This Game Is Played | -0.0318 | 0.021 | -1.508 | 0.131 | -0.073 | 0.010 |
contestant_episode_Michaela Bradshaw Survivor Jackpot | -0.0011 | 0.028 | -0.040 | 0.968 | -0.056 | 0.054 |
contestant_episode_Michaela Bradshaw The Stakes Have Been Raised | -0.0264 | 0.024 | -1.081 | 0.280 | -0.074 | 0.021 |
contestant_episode_Michaela Bradshaw The Tables Have Turned | -0.0040 | 0.025 | -0.157 | 0.875 | -0.053 | 0.045 |
contestant_episode_Michaela Bradshaw The Truth Works Well | 0.0167 | 0.014 | 1.191 | 0.234 | -0.011 | 0.044 |
contestant_episode_Michaela Bradshaw There's a New Sheriff in Town | 0.0235 | 0.020 | 1.148 | 0.251 | -0.017 | 0.064 |
contestant_episode_Michaela Bradshaw Vote Early, Vote Often | -0.0339 | 0.024 | -1.387 | 0.165 | -0.082 | 0.014 |
contestant_episode_Michaela Bradshaw What Happened on Exile, Stays on Exile | -0.0180 | 0.025 | -0.712 | 0.477 | -0.068 | 0.032 |
contestant_episode_Michaela Bradshaw Who's the Sucker at the Table%3F | 0.0015 | 0.021 | 0.071 | 0.943 | -0.039 | 0.042 |
contestant_episode_Michaela Bradshaw Your Job Is Recon | -0.0018 | 0.025 | -0.073 | 0.942 | -0.050 | 0.047 |
contestant_episode_Michele Fitzgerald I'm a Mental Giant | 0.0601 | 0.076 | 0.786 | 0.432 | -0.090 | 0.210 |
contestant_episode_Michele Fitzgerald It's Merge Time | 0.0361 | 0.073 | 0.494 | 0.621 | -0.107 | 0.179 |
contestant_episode_Michele Fitzgerald It's Psychological Warfare | 0.0535 | 0.072 | 0.744 | 0.457 | -0.087 | 0.194 |
contestant_episode_Michele Fitzgerald It's a 'Me' Game, Not a 'We' Game | 0.0426 | 0.074 | 0.576 | 0.564 | -0.102 | 0.187 |
contestant_episode_Michele Fitzgerald Kindergarten Camp | 0.0673 | 0.077 | 0.878 | 0.380 | -0.083 | 0.217 |
contestant_episode_Michele Fitzgerald Now's the Time to Start Scheming | 0.0646 | 0.072 | 0.899 | 0.369 | -0.076 | 0.205 |
contestant_episode_Michele Fitzgerald Play or Go Home | 0.0787 | 0.072 | 1.087 | 0.277 | -0.063 | 0.221 |
contestant_episode_Michele Fitzgerald Signed, Sealed and Delivered | 0.0796 | 0.079 | 1.013 | 0.311 | -0.075 | 0.234 |
contestant_episode_Michele Fitzgerald The Circle of Life | 0.0863 | 0.080 | 1.078 | 0.281 | -0.071 | 0.243 |
contestant_episode_Michele Fitzgerald The Devils We Know | 0.0518 | 0.073 | 0.707 | 0.479 | -0.092 | 0.196 |
contestant_episode_Michele Fitzgerald The Jocks vs. the Pretty People | 0.0339 | 0.073 | 0.466 | 0.641 | -0.109 | 0.176 |
contestant_episode_Michele Fitzgerald With Me or Not with Me | 0.0976 | 0.071 | 1.374 | 0.170 | -0.042 | 0.237 |
contestant_episode_Michelle Schubert I'm the Kingpin | 0.0544 | 0.023 | 2.414 | 0.016 | 0.010 | 0.099 |
contestant_episode_Michelle Schubert Idol Search Party | 0.0171 | 0.022 | 0.791 | 0.429 | -0.025 | 0.060 |
contestant_episode_Michelle Schubert Love Goggles | 0.0493 | 0.022 | 2.269 | 0.023 | 0.007 | 0.092 |
contestant_episode_Michelle Schubert May the Best Generation Win | 0.0759 | 0.028 | 2.745 | 0.006 | 0.022 | 0.130 |
contestant_episode_Michelle Schubert The Truth Works Well | 0.0198 | 0.019 | 1.017 | 0.309 | -0.018 | 0.058 |
contestant_episode_Michelle Schubert Who's the Sucker at the Table%3F | 0.0489 | 0.035 | 1.408 | 0.159 | -0.019 | 0.117 |
contestant_episode_Michelle Schubert Your Job Is Recon | 0.0590 | 0.028 | 2.070 | 0.038 | 0.003 | 0.115 |
contestant_episode_Mike Holloway Crazy Is as Crazy Does | -0.0292 | 0.025 | -1.170 | 0.242 | -0.078 | 0.020 |
contestant_episode_Mike Holloway Holding On for Dear Life | 0.0343 | 0.023 | 1.475 | 0.140 | -0.011 | 0.080 |
contestant_episode_Mike Holloway It Will Be My Revenge | -0.0439 | 0.029 | -1.499 | 0.134 | -0.101 | 0.013 |
contestant_episode_Mike Holloway It's Survivor Warfare | 0.0088 | 0.029 | 0.305 | 0.761 | -0.048 | 0.065 |
contestant_episode_Mike Holloway Keep It Real | 0.0161 | 0.019 | 0.850 | 0.395 | -0.021 | 0.053 |
contestant_episode_Mike Holloway Livin' on the Edge | -0.0129 | 0.023 | -0.549 | 0.583 | -0.059 | 0.033 |
contestant_episode_Mike Holloway My Word Is My Bond | 0.0261 | 0.016 | 1.659 | 0.097 | -0.005 | 0.057 |
contestant_episode_Mike Holloway Survivor Russian Roulette | 0.0341 | 0.010 | 3.419 | 0.001 | 0.015 | 0.054 |
contestant_episode_Mike Holloway The Line Will Be Drawn Tonight | -0.0008 | 0.022 | -0.036 | 0.971 | -0.044 | 0.042 |
contestant_episode_Mike Holloway Winner Winner, Chicken Dinner | 0.0115 | 0.025 | 0.462 | 0.644 | -0.037 | 0.060 |
contestant_episode_Mike Zahalsky Fear of the Unknown | -0.0430 | 0.018 | -2.412 | 0.016 | -0.078 | -0.008 |
contestant_episode_Mike Zahalsky Get to Gettin' | -0.0077 | 0.016 | -0.471 | 0.638 | -0.040 | 0.024 |
contestant_episode_Mike Zahalsky I Don't Like Having Snakes Around | -0.0556 | 0.023 | -2.407 | 0.016 | -0.101 | -0.010 |
contestant_episode_Mike Zahalsky I'm Not Crazy, I'm Confident | -0.0553 | 0.025 | -2.242 | 0.025 | -0.104 | -0.007 |
contestant_episode_Mike Zahalsky I'm a Wild Banshee | -0.0075 | 0.026 | -0.287 | 0.774 | -0.059 | 0.044 |
contestant_episode_Mike Zahalsky My Kisses Are Very Private | -0.0228 | 0.029 | -0.786 | 0.432 | -0.080 | 0.034 |
contestant_episode_Mike Zahalsky Not Going to Roll Over and Die | -0.0042 | 0.012 | -0.358 | 0.721 | -0.027 | 0.019 |
contestant_episode_Mike Zahalsky Playing with the Devil | -0.0166 | 0.015 | -1.118 | 0.263 | -0.046 | 0.013 |
contestant_episode_Mike Zahalsky The Past Will Eat You Alive | -0.0055 | 0.025 | -0.218 | 0.828 | -0.055 | 0.044 |
contestant_episode_Mike Zahalsky The Survivor Devil | 0.0145 | 0.013 | 1.133 | 0.257 | -0.011 | 0.040 |
contestant_episode_Mike Zahalsky This Is Why You Play Survivor | 0.0433 | 0.024 | 1.824 | 0.068 | -0.003 | 0.090 |
contestant_episode_Missy Payne Blood Is Blood | -0.1045 | 0.040 | -2.597 | 0.009 | -0.183 | -0.026 |
contestant_episode_Missy Payne Gettin' to Crunch Time | -0.0383 | 0.040 | -0.960 | 0.337 | -0.117 | 0.040 |
contestant_episode_Missy Payne Let's Make a Move | -0.0477 | 0.044 | -1.083 | 0.279 | -0.134 | 0.039 |
contestant_episode_Missy Payne Make Some Magic Happen | -0.1064 | 0.042 | -2.543 | 0.011 | -0.188 | -0.024 |
contestant_episode_Missy Payne Method to This Madness | -0.1003 | 0.054 | -1.852 | 0.064 | -0.206 | 0.006 |
contestant_episode_Missy Payne Million Dollar Decision | -0.0610 | 0.043 | -1.421 | 0.155 | -0.145 | 0.023 |
contestant_episode_Missy Payne Still Holdin' On | -0.0591 | 0.039 | -1.506 | 0.132 | -0.136 | 0.018 |
contestant_episode_Missy Payne Suck It Up and Survive | -0.1192 | 0.062 | -1.934 | 0.053 | -0.240 | 0.002 |
contestant_episode_Missy Payne This Is Where We Build Trust | -0.0298 | 0.042 | -0.704 | 0.482 | -0.113 | 0.053 |
contestant_episode_Missy Payne We're a Hot Mess | -0.0445 | 0.047 | -0.950 | 0.342 | -0.136 | 0.047 |
contestant_episode_Missy Payne Wrinkle in the Plan | -0.0391 | 0.044 | -0.894 | 0.372 | -0.125 | 0.047 |
contestant_episode_Monica Culpepper Blood Is Thicker than Anything | 0.0620 | 0.054 | 1.144 | 0.252 | -0.044 | 0.168 |
contestant_episode_Monica Culpepper Gloves Come Off | 0.0482 | 0.037 | 1.314 | 0.189 | -0.024 | 0.120 |
contestant_episode_Monica Culpepper My Brother's Keeper | 0.0237 | 0.038 | 0.623 | 0.533 | -0.051 | 0.098 |
contestant_episode_Monica Culpepper One Armed Dude and Three Moms | -0.0291 | 0.045 | -0.653 | 0.514 | -0.116 | 0.058 |
contestant_episode_Monica Culpepper One-Man Wrecking Ball | 0.0166 | 0.044 | 0.377 | 0.706 | -0.070 | 0.103 |
contestant_episode_Monica Culpepper Opening Pandora's Box | 0.0567 | 0.052 | 1.099 | 0.272 | -0.044 | 0.158 |
contestant_episode_Monica Culpepper Out on a Limb (episode) | 0.0903 | 0.035 | 2.597 | 0.009 | 0.022 | 0.159 |
contestant_episode_Monica Culpepper Rustle Feathers | 0.0777 | 0.035 | 2.192 | 0.028 | 0.008 | 0.147 |
contestant_episode_Monica Culpepper Skin of My Teeth | 0.0325 | 0.042 | 0.767 | 0.443 | -0.051 | 0.116 |
contestant_episode_Monica Culpepper Swoop In for the Kill | 0.0469 | 0.043 | 1.080 | 0.280 | -0.038 | 0.132 |
contestant_episode_Monica Culpepper The Dead Can Still Talk | -0.0195 | 0.048 | -0.406 | 0.685 | -0.114 | 0.075 |
contestant_episode_Monica Padilla Survivor MacGyver | -0.0425 | 0.025 | -1.694 | 0.090 | -0.092 | 0.007 |
contestant_episode_Monica Padilla We Got a Rat | -0.0482 | 0.025 | -1.938 | 0.053 | -0.097 | 0.001 |
contestant_episode_Monica Padilla What's the Beef%3F | -0.0112 | 0.017 | -0.647 | 0.517 | -0.045 | 0.023 |
contestant_episode_Morgan McLeod Cops-R-Us (episode) | 0.0442 | 0.053 | 0.841 | 0.400 | -0.059 | 0.147 |
contestant_episode_Morgan McLeod Head of the Snake | 0.0832 | 0.045 | 1.856 | 0.063 | -0.005 | 0.171 |
contestant_episode_Morgan McLeod Hot Girl with a Grudge | 0.0687 | 0.046 | 1.506 | 0.132 | -0.021 | 0.158 |
contestant_episode_Morgan McLeod Mad Treasure Hunt | 0.0742 | 0.039 | 1.883 | 0.060 | -0.003 | 0.151 |
contestant_episode_Morgan McLeod Odd One Out | 0.0948 | 0.050 | 1.882 | 0.060 | -0.004 | 0.193 |
contestant_episode_Morgan McLeod Our Time to Shine | 0.1259 | 0.048 | 2.613 | 0.009 | 0.031 | 0.220 |
contestant_episode_Morgan McLeod We Found Our Zombies | 0.0985 | 0.050 | 1.952 | 0.051 | -0.000 | 0.197 |
contestant_episode_Natalie Anderson Blood Is Blood | 0.1542 | 0.026 | 5.993 | 0.000 | 0.104 | 0.205 |
contestant_episode_Natalie Anderson Gettin' to Crunch Time | 0.1161 | 0.025 | 4.569 | 0.000 | 0.066 | 0.166 |
contestant_episode_Natalie Anderson Let's Make a Move | 0.1609 | 0.031 | 5.115 | 0.000 | 0.099 | 0.223 |
contestant_episode_Natalie Anderson Make Some Magic Happen | 0.1352 | 0.030 | 4.498 | 0.000 | 0.076 | 0.194 |
contestant_episode_Natalie Anderson Method to This Madness | 0.0329 | 0.034 | 0.957 | 0.339 | -0.034 | 0.100 |
contestant_episode_Natalie Anderson Million Dollar Decision | 0.0952 | 0.029 | 3.279 | 0.001 | 0.038 | 0.152 |
contestant_episode_Natalie Anderson Still Holdin' On | -0.0360 | 0.141 | -0.254 | 0.799 | -0.313 | 0.241 |
contestant_episode_Natalie Anderson Suck It Up and Survive | 0.1144 | 0.032 | 3.571 | 0.000 | 0.052 | 0.177 |
contestant_episode_Natalie Anderson This Is Where We Build Trust | 0.1615 | 0.023 | 7.084 | 0.000 | 0.117 | 0.206 |
contestant_episode_Natalie Anderson We're a Hot Mess | 0.1106 | 0.027 | 4.136 | 0.000 | 0.058 | 0.163 |
contestant_episode_Natalie Anderson Wrinkle in the Plan | 0.1049 | 0.030 | 3.543 | 0.000 | 0.047 | 0.163 |
contestant_episode_Neal Gottlieb It's Merge Time | -0.0401 | 0.026 | -1.537 | 0.124 | -0.091 | 0.011 |
contestant_episode_Neal Gottlieb Kindergarten Camp | 0.0055 | 0.032 | 0.171 | 0.864 | -0.058 | 0.069 |
contestant_episode_Neal Gottlieb Play or Go Home | 0.0297 | 0.033 | 0.915 | 0.360 | -0.034 | 0.093 |
contestant_episode_Neal Gottlieb Signed, Sealed and Delivered | 0.0133 | 0.037 | 0.362 | 0.717 | -0.059 | 0.085 |
contestant_episode_Neal Gottlieb The Circle of Life | 0.0064 | 0.030 | 0.216 | 0.829 | -0.052 | 0.064 |
contestant_episode_Neal Gottlieb The Devils We Know | -0.0049 | 0.028 | -0.175 | 0.861 | -0.059 | 0.050 |
contestant_episode_Nick Maiorano It's Merge Time | 0.0624 | 0.028 | 2.221 | 0.026 | 0.007 | 0.117 |
contestant_episode_Nick Maiorano Kindergarten Camp | 0.0244 | 0.032 | 0.773 | 0.439 | -0.037 | 0.086 |
contestant_episode_Nick Maiorano Play or Go Home | 0.0395 | 0.029 | 1.370 | 0.171 | -0.017 | 0.096 |
contestant_episode_Nick Maiorano Signed, Sealed and Delivered | -0.0055 | 0.030 | -0.184 | 0.854 | -0.064 | 0.053 |
contestant_episode_Nick Maiorano The Circle of Life | -0.0334 | 0.029 | -1.136 | 0.256 | -0.091 | 0.024 |
contestant_episode_Nick Maiorano The Devils We Know | 0.0279 | 0.031 | 0.909 | 0.364 | -0.032 | 0.088 |
contestant_episode_Nick Maiorano The Jocks vs. the Pretty People | 0.0242 | 0.027 | 0.892 | 0.372 | -0.029 | 0.078 |
contestant_episode_Nina Poersch It Will Be My Revenge | -0.0109 | 0.026 | -0.417 | 0.676 | -0.062 | 0.040 |
contestant_episode_Nina Poersch It's Survivor Warfare | 0.0160 | 0.033 | 0.487 | 0.626 | -0.048 | 0.080 |
contestant_episode_Ozzy Lusth Cult Like | 0.0213 | 0.052 | 0.407 | 0.684 | -0.081 | 0.124 |
contestant_episode_Ozzy Lusth Dirty Deed | 0.0121 | 0.019 | 0.650 | 0.516 | -0.024 | 0.048 |
contestant_episode_Ozzy Lusth Double Agent | -0.1161 | 0.054 | -2.145 | 0.032 | -0.222 | -0.010 |
contestant_episode_Ozzy Lusth Running the Show | 0.0507 | 0.060 | 0.842 | 0.400 | -0.067 | 0.169 |
contestant_episode_Ozzy Lusth Survivor Jackpot | 0.0301 | 0.023 | 1.309 | 0.191 | -0.015 | 0.075 |
contestant_episode_Ozzy Lusth The Stakes Have Been Raised | 0.0159 | 0.028 | 0.576 | 0.564 | -0.038 | 0.070 |
contestant_episode_Ozzy Lusth The Tables Have Turned | 0.0297 | 0.023 | 1.288 | 0.198 | -0.015 | 0.075 |
contestant_episode_Ozzy Lusth Then There Were Five | 0.1287 | 0.054 | 2.405 | 0.016 | 0.024 | 0.234 |
contestant_episode_Ozzy Lusth There's a New Sheriff in Town | 0.0112 | 0.019 | 0.589 | 0.556 | -0.026 | 0.048 |
contestant_episode_Ozzy Lusth Trojan Horse | 0.0184 | 0.056 | 0.328 | 0.743 | -0.092 | 0.128 |
contestant_episode_Ozzy Lusth Vote Early, Vote Often | 0.0037 | 0.020 | 0.181 | 0.856 | -0.036 | 0.043 |
contestant_episode_Ozzy Lusth What Happened on Exile, Stays on Exile | -0.0274 | 0.016 | -1.678 | 0.093 | -0.059 | 0.005 |
contestant_episode_Patrick Bolton I'm a Wild Banshee | 0.0222 | 0.023 | 0.958 | 0.338 | -0.023 | 0.067 |
contestant_episode_Patrick Bolton My Kisses Are Very Private | -0.0235 | 0.022 | -1.062 | 0.288 | -0.067 | 0.020 |
contestant_episode_Paul Wachter May the Best Generation Win | 0.0211 | 0.031 | 0.675 | 0.500 | -0.040 | 0.082 |
contestant_episode_Paul Wachter Your Job Is Recon | -0.0243 | 0.028 | -0.880 | 0.379 | -0.078 | 0.030 |
contestant_episode_Peih-Gee Law We Got a Rat | -0.0374 | 0.028 | -1.333 | 0.182 | -0.092 | 0.018 |
contestant_episode_Pete Yurkowski Little Miss Perfect | 0.0759 | 0.037 | 2.066 | 0.039 | 0.004 | 0.148 |
contestant_episode_Pete Yurkowski Not the Only Actor on This Island | 0.0365 | 0.046 | 0.793 | 0.428 | -0.054 | 0.127 |
contestant_episode_Pete Yurkowski Whiners Are Wieners | -0.0361 | 0.039 | -0.927 | 0.354 | -0.112 | 0.040 |
contestant_episode_Peter Baggenstos Kindergarten Camp | -0.0089 | 0.035 | -0.258 | 0.796 | -0.077 | 0.059 |
contestant_episode_Peter Baggenstos Play or Go Home | -0.0399 | 0.030 | -1.331 | 0.183 | -0.099 | 0.019 |
contestant_episode_Peter Baggenstos Signed, Sealed and Delivered | -0.0687 | 0.034 | -2.015 | 0.044 | -0.136 | -0.002 |
contestant_episode_Peter Baggenstos The Circle of Life | -0.0071 | 0.027 | -0.263 | 0.793 | -0.060 | 0.046 |
contestant_episode_Peter Baggenstos The Devils We Know | -0.0147 | 0.028 | -0.530 | 0.596 | -0.069 | 0.040 |
contestant_episode_Phillip Sheppard Cut Off the Head of the Snake | -0.0408 | 0.028 | -1.460 | 0.144 | -0.096 | 0.014 |
contestant_episode_Phillip Sheppard Honey Badger | -0.0404 | 0.038 | -1.058 | 0.290 | -0.115 | 0.034 |
contestant_episode_Phillip Sheppard Kill or Be Killed | -0.0569 | 0.042 | -1.351 | 0.177 | -0.140 | 0.026 |
contestant_episode_Phillip Sheppard Operation Thunder Dome | -0.0740 | 0.035 | -2.118 | 0.034 | -0.142 | -0.006 |
contestant_episode_Phillip Sheppard Persona Non Grata | -0.0794 | 0.030 | -2.668 | 0.008 | -0.138 | -0.021 |
contestant_episode_Phillip Sheppard She Annoys Me Greatly | -0.0808 | 0.038 | -2.115 | 0.034 | -0.156 | -0.006 |
contestant_episode_Phillip Sheppard There's Gonna Be Hell to Pay | -0.0183 | 0.046 | -0.398 | 0.690 | -0.108 | 0.072 |
contestant_episode_Phillip Sheppard Tubby Lunchbox | -0.0519 | 0.035 | -1.502 | 0.133 | -0.120 | 0.016 |
contestant_episode_Phillip Sheppard Zipping Over the Cuckoo's Nest | -0.0393 | 0.031 | -1.250 | 0.211 | -0.101 | 0.022 |
contestant_episode_Reed Kelly Blood Is Blood | 0.0100 | 0.037 | 0.271 | 0.786 | -0.062 | 0.082 |
contestant_episode_Reed Kelly Gettin' to Crunch Time | -0.0012 | 0.037 | -0.032 | 0.974 | -0.073 | 0.070 |
contestant_episode_Reed Kelly Make Some Magic Happen | 0.0237 | 0.040 | 0.599 | 0.549 | -0.054 | 0.101 |
contestant_episode_Reed Kelly Method to This Madness | 0.0199 | 0.045 | 0.446 | 0.655 | -0.068 | 0.107 |
contestant_episode_Reed Kelly Million Dollar Decision | 0.0299 | 0.041 | 0.724 | 0.469 | -0.051 | 0.111 |
contestant_episode_Reed Kelly Suck It Up and Survive | 0.0118 | 0.048 | 0.246 | 0.805 | -0.082 | 0.106 |
contestant_episode_Reed Kelly This Is Where We Build Trust | 0.0341 | 0.039 | 0.880 | 0.379 | -0.042 | 0.110 |
contestant_episode_Reed Kelly We're a Hot Mess | 0.0208 | 0.037 | 0.563 | 0.574 | -0.052 | 0.093 |
contestant_episode_Reed Kelly Wrinkle in the Plan | -6.799e-05 | 0.039 | -0.002 | 0.999 | -0.076 | 0.076 |
contestant_episode_Reynold Toepfer Come Over to the Dark Side | 0.0207 | 0.036 | 0.583 | 0.560 | -0.049 | 0.090 |
contestant_episode_Reynold Toepfer Cut Off the Head of the Snake | -0.0256 | 0.035 | -0.732 | 0.464 | -0.094 | 0.043 |
contestant_episode_Reynold Toepfer Honey Badger | 0.0033 | 0.045 | 0.073 | 0.941 | -0.084 | 0.091 |
contestant_episode_Reynold Toepfer Kill or Be Killed | -0.0291 | 0.045 | -0.645 | 0.519 | -0.118 | 0.059 |
contestant_episode_Reynold Toepfer Operation Thunder Dome | -0.0164 | 0.046 | -0.356 | 0.722 | -0.106 | 0.074 |
contestant_episode_Reynold Toepfer Persona Non Grata | 0.0480 | 0.045 | 1.060 | 0.289 | -0.041 | 0.137 |
contestant_episode_Reynold Toepfer The Beginning of the End | 0.0291 | 0.038 | 0.767 | 0.443 | -0.045 | 0.104 |
contestant_episode_Reynold Toepfer There's Gonna Be Hell to Pay | -0.1169 | 0.044 | -2.644 | 0.008 | -0.204 | -0.030 |
contestant_episode_Reynold Toepfer Tubby Lunchbox | -0.0388 | 0.054 | -0.719 | 0.472 | -0.144 | 0.067 |
contestant_episode_Reynold Toepfer Zipping Over the Cuckoo's Nest | -0.0025 | 0.040 | -0.062 | 0.950 | -0.082 | 0.077 |
contestant_episode_Roark Luskin I'm Not Crazy, I'm Confident | 0.0089 | 0.030 | 0.297 | 0.767 | -0.050 | 0.068 |
contestant_episode_Roark Luskin I'm a Wild Banshee | 0.0125 | 0.031 | 0.405 | 0.686 | -0.048 | 0.073 |
contestant_episode_Roark Luskin My Kisses Are Very Private | -0.0175 | 0.026 | -0.678 | 0.498 | -0.068 | 0.033 |
contestant_episode_Roark Luskin The Past Will Eat You Alive | 0.0007 | 0.019 | 0.037 | 0.970 | -0.036 | 0.037 |
contestant_episode_Rodney Lavoie Jr. Crazy Is as Crazy Does | -0.0470 | 0.025 | -1.887 | 0.059 | -0.096 | 0.002 |
contestant_episode_Rodney Lavoie Jr. Holding On for Dear Life | 0.0266 | 0.015 | 1.832 | 0.067 | -0.002 | 0.055 |
contestant_episode_Rodney Lavoie Jr. It Will Be My Revenge | -0.0466 | 0.033 | -1.395 | 0.163 | -0.112 | 0.019 |
contestant_episode_Rodney Lavoie Jr. It's Survivor Warfare | -0.0173 | 0.031 | -0.559 | 0.576 | -0.078 | 0.043 |
contestant_episode_Rodney Lavoie Jr. Keep It Real | -0.0180 | 0.014 | -1.305 | 0.192 | -0.045 | 0.009 |
contestant_episode_Rodney Lavoie Jr. Livin' on the Edge | -0.0037 | 0.015 | -0.243 | 0.808 | -0.033 | 0.026 |
contestant_episode_Rodney Lavoie Jr. My Word Is My Bond | 0.0444 | 0.014 | 3.284 | 0.001 | 0.018 | 0.071 |
contestant_episode_Rodney Lavoie Jr. Survivor Russian Roulette | 5.444e-05 | 0.014 | 0.004 | 0.997 | -0.027 | 0.027 |
contestant_episode_Rodney Lavoie Jr. The Line Will Be Drawn Tonight | -0.0207 | 0.018 | -1.169 | 0.242 | -0.055 | 0.014 |
contestant_episode_Rodney Lavoie Jr. Winner Winner, Chicken Dinner | -0.0313 | 0.022 | -1.414 | 0.157 | -0.075 | 0.012 |
contestant_episode_Russell Swan Survivor Smacked Me in the Chops | 0.0203 | 0.049 | 0.415 | 0.678 | -0.075 | 0.116 |
contestant_episode_Russell Swan This Isn't a 'We' Game | 0.0147 | 0.062 | 0.238 | 0.812 | -0.106 | 0.136 |
contestant_episode_Ryan Ulrich Fear of the Unknown | 0.0147 | 0.014 | 1.060 | 0.289 | -0.012 | 0.042 |
contestant_episode_Ryan Ulrich Get to Gettin' | 0.0080 | 0.013 | 0.606 | 0.545 | -0.018 | 0.034 |
contestant_episode_Ryan Ulrich I Don't Like Having Snakes Around | 0.0184 | 0.018 | 1.042 | 0.298 | -0.016 | 0.053 |
contestant_episode_Ryan Ulrich I'm Not Crazy, I'm Confident | 0.0147 | 0.019 | 0.756 | 0.450 | -0.023 | 0.053 |
contestant_episode_Ryan Ulrich I'm a Wild Banshee | -0.0090 | 0.020 | -0.445 | 0.656 | -0.048 | 0.031 |
contestant_episode_Ryan Ulrich My Kisses Are Very Private | -0.0279 | 0.018 | -1.585 | 0.113 | -0.062 | 0.007 |
contestant_episode_Ryan Ulrich Not Going to Roll Over and Die | 0.0217 | 0.012 | 1.769 | 0.077 | -0.002 | 0.046 |
contestant_episode_Ryan Ulrich Playing with the Devil | -0.0298 | 0.017 | -1.763 | 0.078 | -0.063 | 0.003 |
contestant_episode_Ryan Ulrich The Past Will Eat You Alive | -0.0116 | 0.021 | -0.564 | 0.573 | -0.052 | 0.029 |
contestant_episode_Ryan Ulrich The Survivor Devil | 0.0124 | 0.012 | 1.034 | 0.301 | -0.011 | 0.036 |
contestant_episode_Ryan Ulrich This Is Why You Play Survivor | -0.0559 | 0.017 | -3.322 | 0.001 | -0.089 | -0.023 |
contestant_episode_Sabrina Thompson It's Human Nature | -0.0697 | 0.047 | -1.477 | 0.140 | -0.162 | 0.023 |
contestant_episode_Sabrina Thompson Never Say Die | -0.0220 | 0.057 | -0.389 | 0.697 | -0.133 | 0.089 |
contestant_episode_Sandra Diaz-Twine Survivor Jackpot | -0.0371 | 0.013 | -2.805 | 0.005 | -0.063 | -0.011 |
contestant_episode_Sandra Diaz-Twine The Stakes Have Been Raised | -0.0255 | 0.009 | -2.801 | 0.005 | -0.043 | -0.008 |
contestant_episode_Sandra Diaz-Twine The Tables Have Turned | -0.0033 | 0.018 | -0.184 | 0.854 | -0.039 | 0.032 |
contestant_episode_Sandra Diaz-Twine Vote Early, Vote Often | -0.0084 | 0.008 | -1.018 | 0.309 | -0.024 | 0.008 |
contestant_episode_Sarah Lacina Cops-R-Us (episode) | 0.0022 | 0.029 | 0.075 | 0.940 | -0.054 | 0.059 |
contestant_episode_Sarah Lacina Dirty Deed | -0.0557 | 0.022 | -2.542 | 0.011 | -0.099 | -0.013 |
contestant_episode_Sarah Lacina Head of the Snake | -0.0786 | 0.017 | -4.716 | 0.000 | -0.111 | -0.046 |
contestant_episode_Sarah Lacina Hot Girl with a Grudge | 0.0358 | 0.033 | 1.070 | 0.285 | -0.030 | 0.101 |
contestant_episode_Sarah Lacina It Is Not a High Without a Low | 0.0199 | 0.012 | 1.717 | 0.086 | -0.003 | 0.043 |
contestant_episode_Sarah Lacina Mad Treasure Hunt | -0.0163 | 0.032 | -0.512 | 0.609 | -0.079 | 0.046 |
contestant_episode_Sarah Lacina Odd One Out | 0.0588 | 0.035 | 1.681 | 0.093 | -0.010 | 0.127 |
contestant_episode_Sarah Lacina Our Time to Shine | -0.0390 | 0.028 | -1.390 | 0.165 | -0.094 | 0.016 |
contestant_episode_Sarah Lacina Parting Is Such Sweet Sorrow | 0.0008 | 0.011 | 0.070 | 0.944 | -0.021 | 0.022 |
contestant_episode_Sarah Lacina Reinventing How This Game Is Played | -0.0167 | 0.017 | -0.992 | 0.321 | -0.050 | 0.016 |
contestant_episode_Sarah Lacina Survivor Jackpot | -0.0143 | 0.022 | -0.637 | 0.524 | -0.058 | 0.030 |
contestant_episode_Sarah Lacina The Stakes Have Been Raised | 0.0049 | 0.025 | 0.193 | 0.847 | -0.045 | 0.055 |
contestant_episode_Sarah Lacina The Tables Have Turned | 0.0010 | 0.023 | 0.044 | 0.965 | -0.044 | 0.046 |
contestant_episode_Sarah Lacina There's a New Sheriff in Town | -0.0187 | 0.013 | -1.466 | 0.143 | -0.044 | 0.006 |
contestant_episode_Sarah Lacina Vote Early, Vote Often | -0.0010 | 0.017 | -0.061 | 0.951 | -0.034 | 0.032 |
contestant_episode_Sarah Lacina We Found Our Zombies | 0.0065 | 0.028 | 0.228 | 0.820 | -0.049 | 0.062 |
contestant_episode_Sarah Lacina What Happened on Exile, Stays on Exile | -0.0619 | 0.018 | -3.372 | 0.001 | -0.098 | -0.026 |
contestant_episode_Scot Pollard I'm a Mental Giant | -0.0459 | 0.022 | -2.091 | 0.037 | -0.089 | -0.003 |
contestant_episode_Scot Pollard It's Merge Time | 0.0138 | 0.017 | 0.836 | 0.403 | -0.019 | 0.046 |
contestant_episode_Scot Pollard It's Psychological Warfare | -0.0243 | 0.016 | -1.514 | 0.130 | -0.056 | 0.007 |
contestant_episode_Scot Pollard Kindergarten Camp | -0.0458 | 0.022 | -2.100 | 0.036 | -0.088 | -0.003 |
contestant_episode_Scot Pollard Play or Go Home | -0.0160 | 0.021 | -0.766 | 0.443 | -0.057 | 0.025 |
contestant_episode_Scot Pollard Signed, Sealed and Delivered | -0.0945 | 0.015 | -6.404 | 0.000 | -0.123 | -0.066 |
contestant_episode_Scot Pollard The Circle of Life | -0.0399 | 0.025 | -1.592 | 0.111 | -0.089 | 0.009 |
contestant_episode_Scot Pollard The Devils We Know | -0.0063 | 0.016 | -0.402 | 0.688 | -0.037 | 0.025 |
contestant_episode_Scot Pollard The Jocks vs. the Pretty People | -0.0115 | 0.020 | -0.585 | 0.559 | -0.050 | 0.027 |
contestant_episode_Shamar Thomas Kill or Be Killed | 0.0821 | 0.045 | 1.812 | 0.070 | -0.007 | 0.171 |
contestant_episode_Shamar Thomas She Annoys Me Greatly | -0.0110 | 0.055 | -0.200 | 0.841 | -0.118 | 0.097 |
contestant_episode_Shamar Thomas There's Gonna Be Hell to Pay | -0.0419 | 0.037 | -1.134 | 0.257 | -0.114 | 0.030 |
contestant_episode_Sherri Biethman Come Over to the Dark Side | 0.0758 | 0.036 | 2.088 | 0.037 | 0.005 | 0.147 |
contestant_episode_Sherri Biethman Cut Off the Head of the Snake | 0.0375 | 0.041 | 0.918 | 0.358 | -0.043 | 0.118 |
contestant_episode_Sherri Biethman Don't Say Anything About My Mom | 0.0742 | 0.031 | 2.370 | 0.018 | 0.013 | 0.136 |
contestant_episode_Sherri Biethman Honey Badger | 0.0922 | 0.048 | 1.913 | 0.056 | -0.002 | 0.187 |
contestant_episode_Sherri Biethman Kill or Be Killed | 0.0066 | 0.057 | 0.117 | 0.907 | -0.104 | 0.117 |
contestant_episode_Sherri Biethman The Beginning of the End | 0.0542 | 0.036 | 1.506 | 0.132 | -0.016 | 0.125 |
contestant_episode_Sherri Biethman There's Gonna Be Hell to Pay | 0.0409 | 0.048 | 0.845 | 0.398 | -0.054 | 0.136 |
contestant_episode_Sherri Biethman Zipping Over the Cuckoo's Nest | 0.0802 | 0.034 | 2.366 | 0.018 | 0.014 | 0.147 |
contestant_episode_Shirin Oskooi Crazy Is as Crazy Does | -0.0377 | 0.024 | -1.573 | 0.116 | -0.085 | 0.009 |
contestant_episode_Shirin Oskooi It Will Be My Revenge | -0.0079 | 0.027 | -0.296 | 0.767 | -0.060 | 0.045 |
contestant_episode_Shirin Oskooi It's Survivor Warfare | 0.0258 | 0.024 | 1.094 | 0.274 | -0.020 | 0.072 |
contestant_episode_Shirin Oskooi Keep It Real | 0.0166 | 0.011 | 1.475 | 0.140 | -0.005 | 0.039 |
contestant_episode_Shirin Oskooi Livin' on the Edge | -0.0105 | 0.017 | -0.605 | 0.545 | -0.045 | 0.024 |
contestant_episode_Shirin Oskooi Survivor MacGyver | -0.0402 | 0.019 | -2.155 | 0.031 | -0.077 | -0.004 |
contestant_episode_Shirin Oskooi Survivor Russian Roulette | 0.0018 | 0.010 | 0.177 | 0.860 | -0.019 | 0.022 |
contestant_episode_Shirin Oskooi The Line Will Be Drawn Tonight | 0.0488 | 0.018 | 2.750 | 0.006 | 0.014 | 0.084 |
contestant_episode_Shirin Oskooi Winner Winner, Chicken Dinner | -0.0116 | 0.021 | -0.547 | 0.585 | -0.053 | 0.030 |
contestant_episode_Sierra Thomas Bring the Popcorn | 0.0001 | 0.015 | 0.010 | 0.992 | -0.029 | 0.029 |
contestant_episode_Sierra Thomas Crazy Is as Crazy Does | -0.0441 | 0.029 | -1.536 | 0.125 | -0.100 | 0.012 |
contestant_episode_Sierra Thomas Dirty Deed | 0.0200 | 0.024 | 0.846 | 0.398 | -0.026 | 0.067 |
contestant_episode_Sierra Thomas Holding On for Dear Life | -0.0021 | 0.020 | -0.107 | 0.915 | -0.041 | 0.037 |
contestant_episode_Sierra Thomas It Is Not a High Without a Low | -0.0145 | 0.019 | -0.767 | 0.443 | -0.051 | 0.022 |
contestant_episode_Sierra Thomas It Will Be My Revenge | -0.0147 | 0.030 | -0.490 | 0.624 | -0.073 | 0.044 |
contestant_episode_Sierra Thomas It's Survivor Warfare | -0.0432 | 0.031 | -1.386 | 0.166 | -0.104 | 0.018 |
contestant_episode_Sierra Thomas Keep It Real | 0.0202 | 0.015 | 1.320 | 0.187 | -0.010 | 0.050 |
contestant_episode_Sierra Thomas Livin' on the Edge | -0.0203 | 0.021 | -0.990 | 0.322 | -0.061 | 0.020 |
contestant_episode_Sierra Thomas My Word Is My Bond | 0.0408 | 0.015 | 2.752 | 0.006 | 0.012 | 0.070 |
contestant_episode_Sierra Thomas Reinventing How This Game Is Played | 0.0087 | 0.020 | 0.444 | 0.657 | -0.030 | 0.047 |
contestant_episode_Sierra Thomas Survivor Jackpot | 0.0012 | 0.022 | 0.055 | 0.957 | -0.042 | 0.044 |
contestant_episode_Sierra Thomas Survivor Russian Roulette | 0.0005 | 0.014 | 0.039 | 0.969 | -0.027 | 0.028 |
contestant_episode_Sierra Thomas The Line Will Be Drawn Tonight | 0.0054 | 0.024 | 0.223 | 0.824 | -0.042 | 0.053 |
contestant_episode_Sierra Thomas The Stakes Have Been Raised | -0.0046 | 0.026 | -0.176 | 0.861 | -0.057 | 0.047 |
contestant_episode_Sierra Thomas The Tables Have Turned | -0.0094 | 0.019 | -0.508 | 0.612 | -0.046 | 0.027 |
contestant_episode_Sierra Thomas There's a New Sheriff in Town | 0.0141 | 0.017 | 0.813 | 0.416 | -0.020 | 0.048 |
contestant_episode_Sierra Thomas Vote Early, Vote Often | 0.0191 | 0.023 | 0.820 | 0.412 | -0.027 | 0.065 |
contestant_episode_Sierra Thomas What Happened on Exile, Stays on Exile | 0.0378 | 0.024 | 1.584 | 0.113 | -0.009 | 0.085 |
contestant_episode_Sierra Thomas Winner Winner, Chicken Dinner | 0.0086 | 0.014 | 0.597 | 0.550 | -0.020 | 0.037 |
contestant_episode_Simone Nguyen I'm a Wild Banshee | -0.0384 | 0.021 | -1.810 | 0.070 | -0.080 | 0.003 |
contestant_episode_So Kim Keep It Real | 0.0267 | 0.018 | 1.519 | 0.129 | -0.008 | 0.061 |
contestant_episode_Spencer Bledsoe Bag of Tricks | -0.0178 | 0.023 | -0.784 | 0.433 | -0.062 | 0.027 |
contestant_episode_Spencer Bledsoe Bunking with the Devil | -0.0455 | 0.018 | -2.581 | 0.010 | -0.080 | -0.011 |
contestant_episode_Spencer Bledsoe Chaos Is My Friend | -0.0320 | 0.017 | -1.933 | 0.053 | -0.064 | 0.000 |
contestant_episode_Spencer Bledsoe Cops-R-Us (episode) | -0.0180 | 0.032 | -0.559 | 0.576 | -0.081 | 0.045 |
contestant_episode_Spencer Bledsoe Havoc to Wreak | 0.0473 | 0.016 | 2.956 | 0.003 | 0.016 | 0.079 |
contestant_episode_Spencer Bledsoe Head of the Snake | -0.0275 | 0.017 | -1.571 | 0.116 | -0.062 | 0.007 |
contestant_episode_Spencer Bledsoe Hot Girl with a Grudge | -0.0760 | 0.019 | -4.071 | 0.000 | -0.113 | -0.039 |
contestant_episode_Spencer Bledsoe Mad Treasure Hunt | 0.0024 | 0.017 | 0.143 | 0.886 | -0.031 | 0.036 |
contestant_episode_Spencer Bledsoe My Wheels Are Spinning | -0.0048 | 0.021 | -0.230 | 0.818 | -0.045 | 0.036 |
contestant_episode_Spencer Bledsoe Odd One Out | 0.0892 | 0.033 | 2.686 | 0.007 | 0.024 | 0.154 |
contestant_episode_Spencer Bledsoe Our Time to Shine | -0.0551 | 0.021 | -2.638 | 0.008 | -0.096 | -0.014 |
contestant_episode_Spencer Bledsoe Play to Win | -0.0020 | 0.013 | -0.152 | 0.879 | -0.028 | 0.024 |
contestant_episode_Spencer Bledsoe Sitting in My Spy Shack | -0.0091 | 0.018 | -0.516 | 0.606 | -0.044 | 0.026 |
contestant_episode_Spencer Bledsoe Straw That Broke the Camel's Back | 0.0295 | 0.019 | 1.519 | 0.129 | -0.009 | 0.068 |
contestant_episode_Spencer Bledsoe Survivor MacGyver | -0.0347 | 0.014 | -2.519 | 0.012 | -0.062 | -0.008 |
contestant_episode_Spencer Bledsoe Tiny Little Shanks to the Heart | 0.0269 | 0.017 | 1.594 | 0.111 | -0.006 | 0.060 |
contestant_episode_Spencer Bledsoe Villains Have More Fun | 0.0202 | 0.022 | 0.927 | 0.354 | -0.022 | 0.063 |
contestant_episode_Spencer Bledsoe We Found Our Zombies | 0.0849 | 0.027 | 3.183 | 0.001 | 0.033 | 0.137 |
contestant_episode_Spencer Bledsoe We Got a Rat | -0.0174 | 0.015 | -1.123 | 0.261 | -0.048 | 0.013 |
contestant_episode_Spencer Bledsoe What's the Beef%3F | -0.0169 | 0.019 | -0.894 | 0.371 | -0.054 | 0.020 |
contestant_episode_Spencer Bledsoe Witches Coven (episode) | -0.0176 | 0.019 | -0.914 | 0.361 | -0.055 | 0.020 |
contestant_episode_Spencer Bledsoe You Call, We'll Haul | 0.0164 | 0.017 | 0.992 | 0.321 | -0.016 | 0.049 |
contestant_episode_Stephen Fishbach Bunking with the Devil | -0.0214 | 0.025 | -0.845 | 0.398 | -0.071 | 0.028 |
contestant_episode_Stephen Fishbach My Wheels Are Spinning | -0.1546 | 0.142 | -1.090 | 0.276 | -0.433 | 0.123 |
contestant_episode_Stephen Fishbach Play to Win | -0.0106 | 0.023 | -0.450 | 0.653 | -0.057 | 0.035 |
contestant_episode_Stephen Fishbach Survivor MacGyver | -0.0258 | 0.025 | -1.046 | 0.296 | -0.074 | 0.023 |
contestant_episode_Stephen Fishbach We Got a Rat | -0.0273 | 0.026 | -1.055 | 0.291 | -0.078 | 0.023 |
contestant_episode_Stephen Fishbach What's the Beef%3F | -0.0357 | 0.028 | -1.273 | 0.203 | -0.091 | 0.019 |
contestant_episode_Stephen Fishbach Witches Coven (episode) | -0.0208 | 0.025 | -0.824 | 0.410 | -0.070 | 0.029 |
contestant_episode_Stephen Fishbach You Call, We'll Haul | -0.0215 | 0.022 | -0.968 | 0.333 | -0.065 | 0.022 |
contestant_episode_Sunday Burquest I Will Destroy You | 0.0304 | 0.029 | 1.067 | 0.286 | -0.025 | 0.086 |
contestant_episode_Sunday Burquest I'm the Kingpin | -0.0110 | 0.028 | -0.395 | 0.693 | -0.065 | 0.043 |
contestant_episode_Sunday Burquest Idol Search Party | -0.0413 | 0.030 | -1.376 | 0.169 | -0.100 | 0.018 |
contestant_episode_Sunday Burquest Love Goggles | -0.0292 | 0.042 | -0.696 | 0.486 | -0.111 | 0.053 |
contestant_episode_Sunday Burquest May the Best Generation Win | -0.0356 | 0.033 | -1.082 | 0.279 | -0.100 | 0.029 |
contestant_episode_Sunday Burquest Million Dollar Gamble | 0.0002 | 0.017 | 0.012 | 0.991 | -0.034 | 0.034 |
contestant_episode_Sunday Burquest Slayed the Survivor Dragon | 0.0346 | 0.021 | 1.633 | 0.102 | -0.007 | 0.076 |
contestant_episode_Sunday Burquest Still Throwin' Punches | -0.0295 | 0.021 | -1.433 | 0.152 | -0.070 | 0.011 |
contestant_episode_Sunday Burquest The Truth Works Well | 0.0097 | 0.035 | 0.281 | 0.779 | -0.058 | 0.078 |
contestant_episode_Sunday Burquest Who's the Sucker at the Table%3F | -0.0587 | 0.029 | -2.019 | 0.044 | -0.116 | -0.002 |
contestant_episode_Sunday Burquest Your Job Is Recon | -0.0092 | 0.038 | -0.244 | 0.807 | -0.083 | 0.065 |
contestant_episode_Tai Trang Dirty Deed | 0.0406 | 0.027 | 1.529 | 0.126 | -0.011 | 0.093 |
contestant_episode_Tai Trang I'm Not Here to Make Good Friends | -0.0622 | 0.063 | -0.989 | 0.323 | -0.185 | 0.061 |
contestant_episode_Tai Trang I'm a Mental Giant | 0.0390 | 0.018 | 2.165 | 0.030 | 0.004 | 0.074 |
contestant_episode_Tai Trang It Is Not a High Without a Low | 0.0825 | 0.025 | 3.252 | 0.001 | 0.033 | 0.132 |
contestant_episode_Tai Trang It's Merge Time | 0.0146 | 0.017 | 0.868 | 0.386 | -0.018 | 0.048 |
contestant_episode_Tai Trang It's Psychological Warfare | -0.0009 | 0.015 | -0.062 | 0.951 | -0.031 | 0.029 |
contestant_episode_Tai Trang It's a 'Me' Game, Not a 'We' Game | 0.0310 | 0.015 | 2.096 | 0.036 | 0.002 | 0.060 |
contestant_episode_Tai Trang Kindergarten Camp | 0.0213 | 0.018 | 1.157 | 0.247 | -0.015 | 0.057 |
contestant_episode_Tai Trang Now's the Time to Start Scheming | -0.0106 | 0.016 | -0.661 | 0.509 | -0.042 | 0.021 |
contestant_episode_Tai Trang Parting Is Such Sweet Sorrow | 0.0516 | 0.025 | 2.077 | 0.038 | 0.003 | 0.100 |
contestant_episode_Tai Trang Play or Go Home | 0.0111 | 0.020 | 0.562 | 0.574 | -0.028 | 0.050 |
contestant_episode_Tai Trang Reinventing How This Game Is Played | 0.0467 | 0.025 | 1.851 | 0.064 | -0.003 | 0.096 |
contestant_episode_Tai Trang Signed, Sealed and Delivered | 0.0020 | 0.024 | 0.085 | 0.932 | -0.045 | 0.049 |
contestant_episode_Tai Trang Survivor Jackpot | 0.0423 | 0.024 | 1.742 | 0.082 | -0.005 | 0.090 |
contestant_episode_Tai Trang The Circle of Life | -0.0083 | 0.018 | -0.460 | 0.646 | -0.044 | 0.027 |
contestant_episode_Tai Trang The Devils We Know | 0.0488 | 0.015 | 3.297 | 0.001 | 0.020 | 0.078 |
contestant_episode_Tai Trang The Jocks vs. the Pretty People | -0.0144 | 0.020 | -0.719 | 0.472 | -0.054 | 0.025 |
contestant_episode_Tai Trang The Stakes Have Been Raised | 0.0176 | 0.029 | 0.609 | 0.543 | -0.039 | 0.074 |
contestant_episode_Tai Trang The Tables Have Turned | -0.0058 | 0.042 | -0.138 | 0.890 | -0.088 | 0.076 |
contestant_episode_Tai Trang There's a New Sheriff in Town | 0.0632 | 0.024 | 2.670 | 0.008 | 0.017 | 0.110 |
contestant_episode_Tai Trang Vote Early, Vote Often | 0.0279 | 0.023 | 1.212 | 0.226 | -0.017 | 0.073 |
contestant_episode_Tai Trang What Happened on Exile, Stays on Exile | 0.0306 | 0.022 | 1.370 | 0.171 | -0.013 | 0.074 |
contestant_episode_Tai Trang With Me or Not with Me | 0.0430 | 0.016 | 2.677 | 0.007 | 0.012 | 0.074 |
contestant_episode_Tarzan Smith Bum-Puzzled | -0.0828 | 0.053 | -1.575 | 0.115 | -0.186 | 0.020 |
contestant_episode_Tarzan Smith Go Out with a Bang | -0.1846 | 0.060 | -3.090 | 0.002 | -0.302 | -0.068 |
contestant_episode_Tarzan Smith I'm No Dummy | -0.0328 | 0.049 | -0.672 | 0.502 | -0.129 | 0.063 |
contestant_episode_Tarzan Smith It's Gonna Be Chaos | 0.1053 | 0.053 | 1.974 | 0.048 | 0.001 | 0.210 |
contestant_episode_Tarzan Smith It's Human Nature | 0.0482 | 0.057 | 0.845 | 0.398 | -0.064 | 0.160 |
contestant_episode_Tarzan Smith Never Say Die | -0.0474 | 0.053 | -0.894 | 0.371 | -0.151 | 0.057 |
contestant_episode_Tarzan Smith Thanks for the Souvenir | -0.0497 | 0.062 | -0.800 | 0.424 | -0.172 | 0.072 |
contestant_episode_Tarzan Smith The Beauty in a Merge | -0.1941 | 0.063 | -3.085 | 0.002 | -0.317 | -0.071 |
contestant_episode_Tasha Fox Bag of Tricks | 0.0362 | 0.024 | 1.509 | 0.131 | -0.011 | 0.083 |
contestant_episode_Tasha Fox Bunking with the Devil | 0.0177 | 0.022 | 0.788 | 0.431 | -0.026 | 0.062 |
contestant_episode_Tasha Fox Chaos Is My Friend | -0.0097 | 0.021 | -0.451 | 0.652 | -0.052 | 0.032 |
contestant_episode_Tasha Fox Cops-R-Us (episode) | 0.0450 | 0.044 | 1.019 | 0.308 | -0.042 | 0.132 |
contestant_episode_Tasha Fox Havoc to Wreak | -0.0025 | 0.023 | -0.108 | 0.914 | -0.047 | 0.042 |
contestant_episode_Tasha Fox Head of the Snake | 0.0034 | 0.028 | 0.123 | 0.902 | -0.051 | 0.057 |
contestant_episode_Tasha Fox Hot Girl with a Grudge | -0.0426 | 0.022 | -1.963 | 0.050 | -0.085 | -7.49e-05 |
contestant_episode_Tasha Fox Mad Treasure Hunt | 0.0500 | 0.032 | 1.565 | 0.118 | -0.013 | 0.113 |
contestant_episode_Tasha Fox My Wheels Are Spinning | 0.0446 | 0.022 | 2.051 | 0.040 | 0.002 | 0.087 |
contestant_episode_Tasha Fox Odd One Out | 0.0214 | 0.043 | 0.494 | 0.621 | -0.064 | 0.106 |
contestant_episode_Tasha Fox Our Time to Shine | -0.0377 | 0.031 | -1.204 | 0.229 | -0.099 | 0.024 |
contestant_episode_Tasha Fox Play to Win | -0.0128 | 0.020 | -0.630 | 0.529 | -0.052 | 0.027 |
contestant_episode_Tasha Fox Sitting in My Spy Shack | 0.0277 | 0.024 | 1.177 | 0.239 | -0.018 | 0.074 |
contestant_episode_Tasha Fox Straw That Broke the Camel's Back | 0.0053 | 0.028 | 0.186 | 0.853 | -0.050 | 0.061 |
contestant_episode_Tasha Fox Survivor MacGyver | 0.0220 | 0.025 | 0.880 | 0.379 | -0.027 | 0.071 |
contestant_episode_Tasha Fox Tiny Little Shanks to the Heart | 0.0317 | 0.021 | 1.480 | 0.139 | -0.010 | 0.074 |
contestant_episode_Tasha Fox Villains Have More Fun | 0.0214 | 0.021 | 1.011 | 0.312 | -0.020 | 0.063 |
contestant_episode_Tasha Fox We Found Our Zombies | 0.0100 | 0.037 | 0.274 | 0.784 | -0.062 | 0.082 |
contestant_episode_Tasha Fox We Got a Rat | 0.0166 | 0.023 | 0.730 | 0.465 | -0.028 | 0.061 |
contestant_episode_Tasha Fox What's the Beef%3F | 0.0046 | 0.023 | 0.205 | 0.838 | -0.040 | 0.049 |
contestant_episode_Tasha Fox Witches Coven (episode) | -0.0077 | 0.026 | -0.295 | 0.768 | -0.059 | 0.044 |
contestant_episode_Tasha Fox You Call, We'll Haul | -0.0028 | 0.023 | -0.121 | 0.903 | -0.048 | 0.042 |
contestant_episode_Taylor Stocker I'm the Kingpin | 0.0120 | 0.020 | 0.599 | 0.550 | -0.027 | 0.051 |
contestant_episode_Taylor Stocker Idol Search Party | 0.0040 | 0.023 | 0.170 | 0.865 | -0.042 | 0.049 |
contestant_episode_Taylor Stocker Love Goggles | 0.0060 | 0.026 | 0.229 | 0.819 | -0.045 | 0.057 |
contestant_episode_Taylor Stocker May the Best Generation Win | 0.0259 | 0.023 | 1.127 | 0.260 | -0.019 | 0.071 |
contestant_episode_Taylor Stocker Still Throwin' Punches | -0.0141 | 0.022 | -0.639 | 0.523 | -0.057 | 0.029 |
contestant_episode_Taylor Stocker The Truth Works Well | -0.0034 | 0.020 | -0.175 | 0.861 | -0.042 | 0.035 |
contestant_episode_Taylor Stocker Who's the Sucker at the Table%3F | -0.0248 | 0.030 | -0.828 | 0.408 | -0.084 | 0.034 |
contestant_episode_Taylor Stocker Your Job Is Recon | -0.0017 | 0.029 | -0.061 | 0.952 | -0.058 | 0.054 |
contestant_episode_Terry Deitz Survivor MacGyver | -0.0242 | 0.029 | -0.835 | 0.404 | -0.081 | 0.033 |
contestant_episode_Terry Deitz We Got a Rat | -0.0085 | 0.033 | -0.259 | 0.796 | -0.072 | 0.056 |
contestant_episode_Terry Deitz What's the Beef%3F | -0.0727 | 0.047 | -1.556 | 0.120 | -0.164 | 0.019 |
contestant_episode_Tina Wesson Blood Is Thicker than Anything | -0.0373 | 0.056 | -0.666 | 0.505 | -0.147 | 0.072 |
contestant_episode_Tina Wesson Gloves Come Off | 0.0268 | 0.051 | 0.521 | 0.602 | -0.074 | 0.128 |
contestant_episode_Tina Wesson My Brother's Keeper | -0.0153 | 0.040 | -0.385 | 0.700 | -0.093 | 0.062 |
contestant_episode_Tina Wesson One-Man Wrecking Ball | 0.0618 | 0.041 | 1.495 | 0.135 | -0.019 | 0.143 |
contestant_episode_Tina Wesson Out on a Limb (episode) | 0.0247 | 0.047 | 0.530 | 0.596 | -0.067 | 0.116 |
contestant_episode_Tina Wesson Rustle Feathers | 0.0074 | 0.047 | 0.158 | 0.874 | -0.084 | 0.099 |
contestant_episode_Tina Wesson Skin of My Teeth | -0.0478 | 0.040 | -1.203 | 0.229 | -0.126 | 0.030 |
contestant_episode_Tina Wesson Swoop In for the Kill | 0.0160 | 0.040 | 0.405 | 0.685 | -0.062 | 0.094 |
contestant_episode_Tina Wesson The Dead Can Still Talk | 0.0127 | 0.050 | 0.254 | 0.800 | -0.086 | 0.111 |
contestant_episode_Tony Vlachos Chaos Is My Friend | -0.0096 | 0.016 | -0.586 | 0.558 | -0.042 | 0.023 |
contestant_episode_Tony Vlachos Cops-R-Us (episode) | 0.0081 | 0.031 | 0.266 | 0.790 | -0.052 | 0.068 |
contestant_episode_Tony Vlachos Havoc to Wreak | 0.0203 | 0.017 | 1.185 | 0.236 | -0.013 | 0.054 |
contestant_episode_Tony Vlachos Head of the Snake | 0.0026 | 0.023 | 0.110 | 0.913 | -0.043 | 0.049 |
contestant_episode_Tony Vlachos Hot Girl with a Grudge | -0.0425 | 0.031 | -1.370 | 0.171 | -0.103 | 0.018 |
contestant_episode_Tony Vlachos Mad Treasure Hunt | -0.0161 | 0.024 | -0.664 | 0.507 | -0.064 | 0.031 |
contestant_episode_Tony Vlachos Odd One Out | -0.0003 | 0.032 | -0.009 | 0.993 | -0.062 | 0.062 |
contestant_episode_Tony Vlachos Our Time to Shine | -0.0012 | 0.036 | -0.034 | 0.973 | -0.072 | 0.070 |
contestant_episode_Tony Vlachos Sitting in My Spy Shack | -0.0163 | 0.020 | -0.799 | 0.424 | -0.056 | 0.024 |
contestant_episode_Tony Vlachos Straw That Broke the Camel's Back | 0.0294 | 0.016 | 1.804 | 0.071 | -0.003 | 0.061 |
contestant_episode_Tony Vlachos The Stakes Have Been Raised | -0.0245 | 0.023 | -1.064 | 0.288 | -0.070 | 0.021 |
contestant_episode_Tony Vlachos We Found Our Zombies | -0.0556 | 0.027 | -2.053 | 0.040 | -0.109 | -0.003 |
contestant_episode_Trish Hegarty Chaos Is My Friend | 0.0369 | 0.027 | 1.372 | 0.170 | -0.016 | 0.090 |
contestant_episode_Trish Hegarty Havoc to Wreak | 0.0301 | 0.026 | 1.159 | 0.246 | -0.021 | 0.081 |
contestant_episode_Trish Hegarty Head of the Snake | -0.0231 | 0.032 | -0.731 | 0.465 | -0.085 | 0.039 |
contestant_episode_Trish Hegarty Hot Girl with a Grudge | 0.0338 | 0.049 | 0.692 | 0.489 | -0.062 | 0.129 |
contestant_episode_Trish Hegarty Mad Treasure Hunt | 0.0572 | 0.038 | 1.491 | 0.136 | -0.018 | 0.132 |
contestant_episode_Trish Hegarty Odd One Out | -0.0560 | 0.031 | -1.827 | 0.068 | -0.116 | 0.004 |
contestant_episode_Trish Hegarty Our Time to Shine | -0.0289 | 0.053 | -0.544 | 0.587 | -0.133 | 0.075 |
contestant_episode_Trish Hegarty Sitting in My Spy Shack | 0.0653 | 0.027 | 2.450 | 0.014 | 0.013 | 0.117 |
contestant_episode_Trish Hegarty Straw That Broke the Camel's Back | 0.0254 | 0.024 | 1.039 | 0.299 | -0.023 | 0.073 |
contestant_episode_Trish Hegarty We Found Our Zombies | -0.0773 | 0.039 | -1.991 | 0.046 | -0.153 | -0.001 |
contestant_episode_Troyzan Robertson Dirty Deed | 0.0527 | 0.033 | 1.618 | 0.106 | -0.011 | 0.117 |
contestant_episode_Troyzan Robertson Go Out with a Bang | 0.0387 | 0.062 | 0.628 | 0.530 | -0.082 | 0.159 |
contestant_episode_Troyzan Robertson I'm No Dummy | 0.0092 | 0.058 | 0.159 | 0.874 | -0.105 | 0.123 |
contestant_episode_Troyzan Robertson It Is Not a High Without a Low | 0.0516 | 0.028 | 1.844 | 0.065 | -0.003 | 0.106 |
contestant_episode_Troyzan Robertson Never Say Die | 0.0908 | 0.058 | 1.561 | 0.119 | -0.023 | 0.205 |
contestant_episode_Troyzan Robertson Parting Is Such Sweet Sorrow | 0.0734 | 0.027 | 2.734 | 0.006 | 0.021 | 0.126 |
contestant_episode_Troyzan Robertson Reinventing How This Game Is Played | 0.0808 | 0.029 | 2.833 | 0.005 | 0.025 | 0.137 |
contestant_episode_Troyzan Robertson Survivor Jackpot | 0.0312 | 0.026 | 1.210 | 0.226 | -0.019 | 0.082 |
contestant_episode_Troyzan Robertson The Beauty in a Merge | 0.0111 | 0.068 | 0.165 | 0.869 | -0.121 | 0.144 |
contestant_episode_Troyzan Robertson The Stakes Have Been Raised | 0.0119 | 0.027 | 0.439 | 0.661 | -0.041 | 0.065 |
contestant_episode_Troyzan Robertson The Tables Have Turned | 0.0614 | 0.032 | 1.935 | 0.053 | -0.001 | 0.124 |
contestant_episode_Troyzan Robertson There's a New Sheriff in Town | 0.0197 | 0.027 | 0.727 | 0.467 | -0.033 | 0.073 |
contestant_episode_Troyzan Robertson Vote Early, Vote Often | 0.0536 | 0.029 | 1.834 | 0.067 | -0.004 | 0.111 |
contestant_episode_Troyzan Robertson What Happened on Exile, Stays on Exile | 0.0221 | 0.031 | 0.703 | 0.482 | -0.039 | 0.084 |
contestant_episode_Tyler Fredrickson Crazy Is as Crazy Does | -0.0025 | 0.027 | -0.093 | 0.926 | -0.055 | 0.050 |
contestant_episode_Tyler Fredrickson Holding On for Dear Life | -0.0110 | 0.016 | -0.679 | 0.497 | -0.043 | 0.021 |
contestant_episode_Tyler Fredrickson It Will Be My Revenge | -0.0539 | 0.031 | -1.741 | 0.082 | -0.115 | 0.007 |
contestant_episode_Tyler Fredrickson It's Survivor Warfare | -0.0270 | 0.028 | -0.961 | 0.336 | -0.082 | 0.028 |
contestant_episode_Tyler Fredrickson Keep It Real | -0.0403 | 0.016 | -2.497 | 0.013 | -0.072 | -0.009 |
contestant_episode_Tyler Fredrickson Livin' on the Edge | -0.0303 | 0.027 | -1.130 | 0.259 | -0.083 | 0.022 |
contestant_episode_Tyler Fredrickson Survivor Russian Roulette | -0.0325 | 0.018 | -1.814 | 0.070 | -0.068 | 0.003 |
contestant_episode_Tyler Fredrickson The Line Will Be Drawn Tonight | -0.0220 | 0.020 | -1.110 | 0.267 | -0.061 | 0.017 |
contestant_episode_Tyler Fredrickson Winner Winner, Chicken Dinner | 0.0216 | 0.024 | 0.899 | 0.369 | -0.025 | 0.069 |
contestant_episode_Tyson Apostol Blood Is Thicker than Anything | -0.0878 | 0.046 | -1.914 | 0.056 | -0.178 | 0.002 |
contestant_episode_Tyson Apostol Gloves Come Off | -0.0044 | 0.028 | -0.159 | 0.874 | -0.058 | 0.050 |
contestant_episode_Tyson Apostol My Brother's Keeper | 0.0102 | 0.032 | 0.322 | 0.748 | -0.052 | 0.072 |
contestant_episode_Tyson Apostol One Armed Dude and Three Moms | -0.0153 | 0.045 | -0.339 | 0.734 | -0.104 | 0.073 |
contestant_episode_Tyson Apostol One-Man Wrecking Ball | 0.0167 | 0.034 | 0.489 | 0.625 | -0.050 | 0.083 |
contestant_episode_Tyson Apostol Opening Pandora's Box | 0.0403 | 0.039 | 1.041 | 0.298 | -0.036 | 0.116 |
contestant_episode_Tyson Apostol Out on a Limb (episode) | 0.0162 | 0.026 | 0.611 | 0.542 | -0.036 | 0.068 |
contestant_episode_Tyson Apostol Rule in Chaos | 0.0398 | 0.039 | 1.020 | 0.308 | -0.037 | 0.116 |
contestant_episode_Tyson Apostol Rustle Feathers | 0.0235 | 0.024 | 0.963 | 0.336 | -0.024 | 0.071 |
contestant_episode_Tyson Apostol Skin of My Teeth | -0.0068 | 0.030 | -0.230 | 0.818 | -0.065 | 0.051 |
contestant_episode_Tyson Apostol Swoop In for the Kill | 0.0616 | 0.035 | 1.762 | 0.078 | -0.007 | 0.130 |
contestant_episode_Tyson Apostol The Dead Can Still Talk | -0.0233 | 0.044 | -0.524 | 0.600 | -0.110 | 0.064 |
contestant_episode_Val Collins Suck It Up and Survive | 0.0603 | 0.037 | 1.642 | 0.100 | -0.012 | 0.132 |
contestant_episode_Vince Sly It's Survivor Warfare | 0.0162 | 0.021 | 0.760 | 0.447 | -0.026 | 0.058 |
contestant_episode_Vytas Baskauskas Blood Is Thicker than Anything | 0.0532 | 0.052 | 1.024 | 0.306 | -0.049 | 0.155 |
contestant_episode_Vytas Baskauskas Gloves Come Off | 0.0154 | 0.045 | 0.344 | 0.731 | -0.072 | 0.103 |
contestant_episode_Vytas Baskauskas My Brother's Keeper | -0.0053 | 0.041 | -0.129 | 0.898 | -0.086 | 0.075 |
contestant_episode_Vytas Baskauskas One Armed Dude and Three Moms | -0.0122 | 0.053 | -0.228 | 0.819 | -0.117 | 0.092 |
contestant_episode_Vytas Baskauskas One-Man Wrecking Ball | 0.0087 | 0.041 | 0.213 | 0.831 | -0.071 | 0.089 |
contestant_episode_Vytas Baskauskas Opening Pandora's Box | -0.0395 | 0.051 | -0.773 | 0.440 | -0.140 | 0.061 |
contestant_episode_Vytas Baskauskas Skin of My Teeth | -0.0544 | 0.045 | -1.198 | 0.231 | -0.143 | 0.035 |
contestant_episode_Vytas Baskauskas Swoop In for the Kill | 0.0094 | 0.041 | 0.232 | 0.817 | -0.070 | 0.089 |
contestant_episode_Vytas Baskauskas The Dead Can Still Talk | -0.0578 | 0.055 | -1.047 | 0.295 | -0.166 | 0.050 |
contestant_episode_Wes Nale Blood Is Blood | -0.0070 | 0.044 | -0.159 | 0.874 | -0.093 | 0.079 |
contestant_episode_Wes Nale Gettin' to Crunch Time | -0.0075 | 0.033 | -0.229 | 0.819 | -0.072 | 0.057 |
contestant_episode_Wes Nale Make Some Magic Happen | 0.0005 | 0.046 | 0.010 | 0.992 | -0.089 | 0.090 |
contestant_episode_Wes Nale Method to This Madness | -0.0164 | 0.047 | -0.347 | 0.728 | -0.109 | 0.076 |
contestant_episode_Wes Nale Million Dollar Decision | 0.0056 | 0.040 | 0.142 | 0.887 | -0.072 | 0.083 |
contestant_episode_Wes Nale Suck It Up and Survive | -0.0071 | 0.037 | -0.190 | 0.849 | -0.080 | 0.066 |
contestant_episode_Wes Nale This Is Where We Build Trust | -0.0077 | 0.034 | -0.229 | 0.819 | -0.074 | 0.058 |
contestant_episode_Wes Nale We're a Hot Mess | -0.0086 | 0.040 | -0.217 | 0.828 | -0.086 | 0.069 |
contestant_episode_Wes Nale Wrinkle in the Plan | 0.0162 | 0.035 | 0.458 | 0.647 | -0.053 | 0.086 |
contestant_episode_Will Sims II Crazy Is as Crazy Does | -0.0242 | 0.023 | -1.055 | 0.291 | -0.069 | 0.021 |
contestant_episode_Will Sims II Holding On for Dear Life | 0.0857 | 0.022 | 3.908 | 0.000 | 0.043 | 0.129 |
contestant_episode_Will Sims II It Will Be My Revenge | 0.0308 | 0.021 | 1.490 | 0.136 | -0.010 | 0.071 |
contestant_episode_Will Sims II It's Survivor Warfare | 0.0871 | 0.032 | 2.715 | 0.007 | 0.024 | 0.150 |
contestant_episode_Will Sims II Keep It Real | 0.0290 | 0.015 | 1.949 | 0.051 | -0.000 | 0.058 |
contestant_episode_Will Sims II Livin' on the Edge | 0.0417 | 0.016 | 2.623 | 0.009 | 0.011 | 0.073 |
contestant_episode_Will Sims II My Word Is My Bond | 0.0502 | 0.017 | 2.929 | 0.003 | 0.017 | 0.084 |
contestant_episode_Will Sims II Survivor Russian Roulette | -0.0048 | 0.017 | -0.291 | 0.771 | -0.037 | 0.028 |
contestant_episode_Will Sims II The Line Will Be Drawn Tonight | 0.0074 | 0.016 | 0.475 | 0.635 | -0.023 | 0.038 |
contestant_episode_Will Sims II Winner Winner, Chicken Dinner | -0.0099 | 0.021 | -0.461 | 0.645 | -0.052 | 0.032 |
contestant_episode_Will Wahl I Will Destroy You | 0.0208 | 0.022 | 0.949 | 0.343 | -0.022 | 0.064 |
contestant_episode_Will Wahl I'm the Kingpin | -0.0145 | 0.023 | -0.627 | 0.531 | -0.060 | 0.031 |
contestant_episode_Will Wahl Idol Search Party | -0.0065 | 0.027 | -0.239 | 0.811 | -0.060 | 0.047 |
contestant_episode_Will Wahl Love Goggles | -0.0303 | 0.023 | -1.346 | 0.178 | -0.074 | 0.014 |
contestant_episode_Will Wahl May the Best Generation Win | 0.0024 | 0.026 | 0.092 | 0.927 | -0.048 | 0.053 |
contestant_episode_Will Wahl Million Dollar Gamble | 0.0160 | 0.012 | 1.285 | 0.199 | -0.008 | 0.040 |
contestant_episode_Will Wahl Slayed the Survivor Dragon | 0.0102 | 0.013 | 0.785 | 0.432 | -0.015 | 0.036 |
contestant_episode_Will Wahl Still Throwin' Punches | 0.0194 | 0.021 | 0.915 | 0.360 | -0.022 | 0.061 |
contestant_episode_Will Wahl The Truth Works Well | -0.0151 | 0.026 | -0.591 | 0.555 | -0.065 | 0.035 |
contestant_episode_Will Wahl Who's the Sucker at the Table%3F | -0.0257 | 0.032 | -0.813 | 0.416 | -0.088 | 0.036 |
contestant_episode_Will Wahl Your Job Is Recon | -0.0048 | 0.030 | -0.159 | 0.874 | -0.064 | 0.054 |
contestant_episode_Woo Hwang Bag of Tricks | -0.0081 | 0.021 | -0.395 | 0.693 | -0.048 | 0.032 |
contestant_episode_Woo Hwang Bunking with the Devil | -0.0687 | 0.023 | -2.938 | 0.003 | -0.115 | -0.023 |
contestant_episode_Woo Hwang Chaos Is My Friend | 0.0378 | 0.018 | 2.052 | 0.040 | 0.002 | 0.074 |
contestant_episode_Woo Hwang Cops-R-Us (episode) | -0.0111 | 0.038 | -0.295 | 0.768 | -0.085 | 0.063 |
contestant_episode_Woo Hwang Havoc to Wreak | 0.0193 | 0.016 | 1.180 | 0.238 | -0.013 | 0.051 |
contestant_episode_Woo Hwang Head of the Snake | 0.0170 | 0.026 | 0.649 | 0.516 | -0.034 | 0.068 |
contestant_episode_Woo Hwang Hot Girl with a Grudge | 0.0081 | 0.028 | 0.290 | 0.772 | -0.047 | 0.063 |
contestant_episode_Woo Hwang Mad Treasure Hunt | -0.0538 | 0.026 | -2.094 | 0.036 | -0.104 | -0.003 |
contestant_episode_Woo Hwang Odd One Out | 0.0406 | 0.030 | 1.336 | 0.182 | -0.019 | 0.100 |
contestant_episode_Woo Hwang Our Time to Shine | -0.0162 | 0.033 | -0.494 | 0.622 | -0.081 | 0.048 |
contestant_episode_Woo Hwang Sitting in My Spy Shack | -0.0249 | 0.022 | -1.148 | 0.251 | -0.067 | 0.018 |
contestant_episode_Woo Hwang Straw That Broke the Camel's Back | -0.0139 | 0.017 | -0.806 | 0.421 | -0.048 | 0.020 |
contestant_episode_Woo Hwang Survivor MacGyver | -0.0476 | 0.023 | -2.092 | 0.036 | -0.092 | -0.003 |
contestant_episode_Woo Hwang We Found Our Zombies | -0.0278 | 0.032 | -0.871 | 0.384 | -0.091 | 0.035 |
contestant_episode_Woo Hwang We Got a Rat | -0.0652 | 0.021 | -3.035 | 0.002 | -0.107 | -0.023 |
contestant_episode_Woo Hwang What's the Beef%3F | -0.0312 | 0.021 | -1.499 | 0.134 | -0.072 | 0.010 |
contestant_episode_Zeke Smith About to Have a Rumble | -0.0150 | 0.014 | -1.103 | 0.270 | -0.042 | 0.012 |
contestant_episode_Zeke Smith Dirty Deed | 0.0181 | 0.023 | 0.783 | 0.434 | -0.027 | 0.063 |
contestant_episode_Zeke Smith I Will Destroy You | -0.0242 | 0.016 | -1.547 | 0.122 | -0.055 | 0.006 |
contestant_episode_Zeke Smith I'm the Kingpin | 0.0075 | 0.015 | 0.512 | 0.609 | -0.021 | 0.036 |
contestant_episode_Zeke Smith Idol Search Party | 0.0090 | 0.015 | 0.585 | 0.559 | -0.021 | 0.039 |
contestant_episode_Zeke Smith Love Goggles | -0.0003 | 0.019 | -0.014 | 0.989 | -0.037 | 0.036 |
contestant_episode_Zeke Smith May the Best Generation Win | 0.0484 | 0.017 | 2.869 | 0.004 | 0.015 | 0.081 |
contestant_episode_Zeke Smith Million Dollar Gamble | -0.0292 | 0.012 | -2.456 | 0.014 | -0.052 | -0.006 |
contestant_episode_Zeke Smith Reinventing How This Game Is Played | 0.0208 | 0.013 | 1.642 | 0.101 | -0.004 | 0.046 |
contestant_episode_Zeke Smith Slayed the Survivor Dragon | 0.0134 | 0.017 | 0.791 | 0.429 | -0.020 | 0.047 |
contestant_episode_Zeke Smith Still Throwin' Punches | 0.0379 | 0.022 | 1.741 | 0.082 | -0.005 | 0.081 |
contestant_episode_Zeke Smith Survivor Jackpot | 0.0614 | 0.024 | 2.508 | 0.012 | 0.013 | 0.109 |
contestant_episode_Zeke Smith The Stakes Have Been Raised | 0.0466 | 0.028 | 1.676 | 0.094 | -0.008 | 0.101 |
contestant_episode_Zeke Smith The Tables Have Turned | 0.0768 | 0.028 | 2.756 | 0.006 | 0.022 | 0.131 |
contestant_episode_Zeke Smith The Truth Works Well | -0.0202 | 0.016 | -1.248 | 0.212 | -0.052 | 0.012 |
contestant_episode_Zeke Smith There's a New Sheriff in Town | 0.0153 | 0.016 | 0.927 | 0.354 | -0.017 | 0.048 |
contestant_episode_Zeke Smith Vote Early, Vote Often | 0.0641 | 0.019 | 3.314 | 0.001 | 0.026 | 0.102 |
contestant_episode_Zeke Smith What Happened on Exile, Stays on Exile | 0.0183 | 0.011 | 1.663 | 0.096 | -0.003 | 0.040 |
contestant_episode_Zeke Smith Who's the Sucker at the Table%3F | -0.0024 | 0.022 | -0.111 | 0.912 | -0.046 | 0.041 |
contestant_episode_Zeke Smith Your Job Is Recon | 0.0064 | 0.021 | 0.309 | 0.758 | -0.034 | 0.047 |
Omnibus: | 32172.529 | Durbin-Watson: | 1.975 |
---|---|---|---|
Prob(Omnibus): | 0.000 | Jarque-Bera (JB): | 116899.849 |
Skew: | 0.162 | Prob(JB): | 0.00 |
Kurtosis: | 5.155 | Cond. No. | 1.10e+17 |
Warnings:
[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.
[2] The smallest eigenvalue is 8.3e-26. This might indicate that there are
strong multicollinearity problems or that the design matrix is singular.
Fitting the model with all of these features, we see there is a lot of insignificant variables.
For our purposes, we will use the following quick_backwards_selection
function. It by no means is the most robust -- it simply eliminates all variables which have non significant p-values until there are only significant variables remaining. It is however the fastest as compared to Forward or Backward selection. Additionally, both of these methods have their own issues. This doesn't guarantee that we will have all of the significant variables in our model, nor does it guarantee that this is the "optimal" model in terms of the number of significant variables, or any other metrics (like $R^2$, MSE or AIC, for instance). The variables which remain, though, are statistically significant at the 5% level.
Many, by design, are mutually exclusive (or at least seem to be) -- allowing us to dig into the combinations and be certain they are uncorrelated with one another.
def quick_backwards_selection(y, X):
use_cols = X.columns.tolist()
fit = sm.OLS(y, X).fit()
while fit.pvalues[fit.pvalues < .05].index.tolist() != use_cols:
use_cols = fit.pvalues[fit.pvalues < .05].index.tolist()
fit = sm.OLS(y, X[use_cols]).fit()
return fit
q_fit = quick_backwards_selection(y, X)
q_fit.summary()
Dep. Variable: | sentence_polarity | R-squared: | 0.004 |
---|---|---|---|
Model: | OLS | Adj. R-squared: | 0.004 |
Method: | Least Squares | F-statistic: | 17.71 |
Date: | Sun, 02 Aug 2020 | Prob (F-statistic): | 0.00 |
Time: | 12:29:26 | Log-Likelihood: | -67239. |
No. Observations: | 590728 | AIC: | 1.347e+05 |
Df Residuals: | 590594 | BIC: | 1.363e+05 |
Df Model: | 133 | ||
Covariance Type: | nonrobust |
coef | std err | t | P>|t| | [0.025 | 0.975] | |
---|---|---|---|---|---|---|
const | 0.0714 | 0.001 | 79.590 | 0.000 | 0.070 | 0.073 |
season_episode_number | 0.0008 | 0.000 | 7.652 | 0.000 | 0.001 | 0.001 |
tribal_reward_challenge_wins | 0.0040 | 0.001 | 4.244 | 0.000 | 0.002 | 0.006 |
contestant_Anna Khait | 0.0197 | 0.008 | 2.562 | 0.010 | 0.005 | 0.035 |
contestant_Aubry Bracco | 0.0090 | 0.003 | 3.323 | 0.001 | 0.004 | 0.014 |
contestant_Candice Woodcock | -0.0550 | 0.023 | -2.418 | 0.016 | -0.100 | -0.010 |
contestant_Cirie Fields | 0.0203 | 0.003 | 7.118 | 0.000 | 0.015 | 0.026 |
contestant_Garrett Adelstein | -0.0653 | 0.014 | -4.699 | 0.000 | -0.093 | -0.038 |
contestant_Hali Ford | 0.0217 | 0.004 | 6.095 | 0.000 | 0.015 | 0.029 |
contestant_Jessica Johnston | -0.0275 | 0.007 | -3.745 | 0.000 | -0.042 | -0.013 |
contestant_Julia Landauer | -0.0661 | 0.022 | -3.061 | 0.002 | -0.108 | -0.024 |
contestant_Ken McNickle | -0.0124 | 0.004 | -2.843 | 0.004 | -0.021 | -0.004 |
contestant_Liz Markham | 0.0744 | 0.017 | 4.348 | 0.000 | 0.041 | 0.108 |
contestant_Sarah Lacina | 0.0078 | 0.003 | 2.455 | 0.014 | 0.002 | 0.014 |
contestant_Taylor Stocker | -0.0344 | 0.005 | -7.321 | 0.000 | -0.044 | -0.025 |
contestant_Will Sims II | -0.0414 | 0.004 | -9.840 | 0.000 | -0.050 | -0.033 |
role_Surfer Dude | 0.0149 | 0.002 | 9.362 | 0.000 | 0.012 | 0.018 |
season_Heroes vs. Healers vs. Hustlers | 0.0070 | 0.001 | 6.296 | 0.000 | 0.005 | 0.009 |
season_Kaรดh Rลng | 0.0044 | 0.001 | 3.528 | 0.000 | 0.002 | 0.007 |
season_Worlds Apart | -0.0095 | 0.001 | -7.426 | 0.000 | -0.012 | -0.007 |
alliance_David's Vinaka Alliance | 0.0231 | 0.002 | 9.533 | 0.000 | 0.018 | 0.028 |
contestant_episode_Adam Klein I Will Destroy You | -0.0311 | 0.014 | -2.261 | 0.024 | -0.058 | -0.004 |
contestant_episode_Adam Klein I'm the Kingpin | -0.0477 | 0.011 | -4.400 | 0.000 | -0.069 | -0.026 |
contestant_episode_Adam Klein Million Dollar Gamble | -0.0435 | 0.009 | -4.719 | 0.000 | -0.062 | -0.025 |
contestant_episode_Adam Klein Still Throwin' Punches | -0.0715 | 0.010 | -7.295 | 0.000 | -0.091 | -0.052 |
contestant_episode_Ali Elliott The Past Will Eat You Alive | -0.0318 | 0.010 | -3.277 | 0.001 | -0.051 | -0.013 |
contestant_episode_Ali Elliott This Is Why You Play Survivor | -0.0445 | 0.008 | -5.519 | 0.000 | -0.060 | -0.029 |
contestant_episode_Andrea Boehlke The Tables Have Turned | 0.0433 | 0.019 | 2.278 | 0.023 | 0.006 | 0.081 |
contestant_episode_Andrea Boehlke There's a New Sheriff in Town | 0.0186 | 0.009 | 2.152 | 0.031 | 0.002 | 0.036 |
contestant_episode_Aubry Bracco I'm Not Here to Make Good Friends | 0.0276 | 0.008 | 3.296 | 0.001 | 0.011 | 0.044 |
contestant_episode_Aubry Bracco Now's the Time to Start Scheming | 0.0203 | 0.009 | 2.203 | 0.028 | 0.002 | 0.038 |
contestant_episode_Aubry Bracco With Me or Not with Me | 0.0204 | 0.010 | 2.031 | 0.042 | 0.001 | 0.040 |
contestant_episode_Ben Driebergen Not Going to Roll Over and Die | -0.0222 | 0.007 | -3.382 | 0.001 | -0.035 | -0.009 |
contestant_episode_Ben Driebergen Playing with the Devil | -0.0226 | 0.008 | -2.778 | 0.005 | -0.039 | -0.007 |
contestant_episode_Brad Culpepper Survivor Jackpot | 0.0677 | 0.009 | 7.523 | 0.000 | 0.050 | 0.085 |
contestant_episode_Brad Culpepper What Happened on Exile, Stays on Exile | 0.0409 | 0.011 | 3.818 | 0.000 | 0.020 | 0.062 |
contestant_episode_Brenda Lowe Tubby Lunchbox | 0.1225 | 0.041 | 2.963 | 0.003 | 0.041 | 0.204 |
contestant_episode_Bret LaBelle Slayed the Survivor Dragon | 0.0320 | 0.010 | 3.268 | 0.001 | 0.013 | 0.051 |
contestant_episode_Caleb Bankston Swoop In for the Kill | 0.1395 | 0.050 | 2.771 | 0.006 | 0.041 | 0.238 |
contestant_episode_Caleb Reynolds Kindergarten Camp | 0.0558 | 0.017 | 3.347 | 0.001 | 0.023 | 0.088 |
contestant_episode_Carolyn Rivera It's Survivor Warfare | 0.0772 | 0.018 | 4.407 | 0.000 | 0.043 | 0.112 |
contestant_episode_Carolyn Rivera My Word Is My Bond | 0.0365 | 0.009 | 4.042 | 0.000 | 0.019 | 0.054 |
contestant_episode_Chris Hammons May the Best Generation Win | 0.0428 | 0.017 | 2.543 | 0.011 | 0.010 | 0.076 |
contestant_episode_Chrissy Hofbeck Playing with the Devil | -0.0148 | 0.008 | -1.969 | 0.049 | -0.030 | -7.03e-05 |
contestant_episode_Cirie Fields It Is Not a High Without a Low | 0.0276 | 0.011 | 2.626 | 0.009 | 0.007 | 0.048 |
contestant_episode_Coach Wade Then There Were Five | 0.0791 | 0.039 | 2.021 | 0.043 | 0.002 | 0.156 |
contestant_episode_Cole Medders I Don't Like Having Snakes Around | -0.1036 | 0.011 | -9.492 | 0.000 | -0.125 | -0.082 |
contestant_episode_David Wright Idol Search Party | -0.0347 | 0.011 | -3.250 | 0.001 | -0.056 | -0.014 |
contestant_episode_David Wright Million Dollar Gamble | -0.0261 | 0.007 | -3.809 | 0.000 | -0.040 | -0.013 |
contestant_episode_David Wright The Truth Works Well | -0.0492 | 0.014 | -3.557 | 0.000 | -0.076 | -0.022 |
contestant_episode_David Wright Your Job Is Recon | -0.0433 | 0.017 | -2.512 | 0.012 | -0.077 | -0.010 |
contestant_episode_Gervase Peterson Swoop In for the Kill | 0.1312 | 0.040 | 3.281 | 0.001 | 0.053 | 0.210 |
contestant_episode_Hannah Shapiro Idol Search Party | -0.0756 | 0.024 | -3.101 | 0.002 | -0.123 | -0.028 |
contestant_episode_Hannah Shapiro Million Dollar Gamble | -0.0359 | 0.008 | -4.270 | 0.000 | -0.052 | -0.019 |
contestant_episode_Hannah Shapiro Your Job Is Recon | -0.0740 | 0.020 | -3.723 | 0.000 | -0.113 | -0.035 |
contestant_episode_Hayden Moss Rustle Feathers | 0.0580 | 0.014 | 4.243 | 0.000 | 0.031 | 0.085 |
contestant_episode_Jaclyn Schultz Blood Is Blood | 0.0612 | 0.023 | 2.715 | 0.007 | 0.017 | 0.105 |
contestant_episode_Jaclyn Schultz Let's Make a Move | 0.0266 | 0.011 | 2.454 | 0.014 | 0.005 | 0.048 |
contestant_episode_Jaclyn Schultz We're a Hot Mess | 0.0697 | 0.029 | 2.370 | 0.018 | 0.012 | 0.127 |
contestant_episode_Jay Starrett Still Throwin' Punches | -0.0210 | 0.010 | -2.172 | 0.030 | -0.040 | -0.002 |
contestant_episode_Jeff Varner What Happened on Exile, Stays on Exile | -0.0746 | 0.004 | -18.744 | 0.000 | -0.082 | -0.067 |
contestant_episode_Jefra Bland Mad Treasure Hunt | 0.0715 | 0.026 | 2.751 | 0.006 | 0.021 | 0.122 |
contestant_episode_Jenn Brown The Line Will Be Drawn Tonight | 0.0428 | 0.012 | 3.724 | 0.000 | 0.020 | 0.065 |
contestant_episode_Jeremiah Wood Chaos Is My Friend | -0.0944 | 0.033 | -2.828 | 0.005 | -0.160 | -0.029 |
contestant_episode_Jeremiah Wood Mad Treasure Hunt | 0.0938 | 0.038 | 2.446 | 0.014 | 0.019 | 0.169 |
contestant_episode_Jessica Johnston I'm a Wild Banshee | 0.0526 | 0.024 | 2.216 | 0.027 | 0.006 | 0.099 |
contestant_episode_Jessica Johnston My Kisses Are Very Private | 0.0451 | 0.016 | 2.746 | 0.006 | 0.013 | 0.077 |
contestant_episode_Jessica Johnston The Past Will Eat You Alive | 0.0685 | 0.017 | 4.075 | 0.000 | 0.036 | 0.101 |
contestant_episode_Jessica Johnston This Is Why You Play Survivor | 0.0463 | 0.015 | 3.138 | 0.002 | 0.017 | 0.075 |
contestant_episode_Jessica Lewis Who's the Sucker at the Table%3F | -0.0474 | 0.014 | -3.511 | 0.000 | -0.074 | -0.021 |
contestant_episode_Joe Mena Get to Gettin' | -0.0286 | 0.010 | -2.836 | 0.005 | -0.048 | -0.009 |
contestant_episode_Joe Mena Not Going to Roll Over and Die | -0.0348 | 0.013 | -2.582 | 0.010 | -0.061 | -0.008 |
contestant_episode_Jonathan Penner Little Miss Perfect | 0.0932 | 0.025 | 3.746 | 0.000 | 0.044 | 0.142 |
contestant_episode_Keith Nale My Wheels Are Spinning | 0.0376 | 0.010 | 3.910 | 0.000 | 0.019 | 0.056 |
contestant_episode_Keith Nale Still Holdin' On | 0.0231 | 0.010 | 2.270 | 0.023 | 0.003 | 0.043 |
contestant_episode_Ken McNickle May the Best Generation Win | 0.0764 | 0.016 | 4.844 | 0.000 | 0.045 | 0.107 |
contestant_episode_Ken McNickle Slayed the Survivor Dragon | 0.0274 | 0.010 | 2.776 | 0.005 | 0.008 | 0.047 |
contestant_episode_Ken McNickle The Truth Works Well | 0.0308 | 0.012 | 2.489 | 0.013 | 0.007 | 0.055 |
contestant_episode_Kimmi Kappenberg Villains Have More Fun | 0.0248 | 0.011 | 2.220 | 0.026 | 0.003 | 0.047 |
contestant_episode_Kyle Jason Kindergarten Camp | -0.0528 | 0.011 | -4.973 | 0.000 | -0.074 | -0.032 |
contestant_episode_Kyle Jason Signed, Sealed and Delivered | -0.0573 | 0.009 | -6.598 | 0.000 | -0.074 | -0.040 |
contestant_episode_Kyle Jason The Circle of Life | -0.0391 | 0.014 | -2.831 | 0.005 | -0.066 | -0.012 |
contestant_episode_LJ McKanas Mad Treasure Hunt | 0.0603 | 0.027 | 2.257 | 0.024 | 0.008 | 0.113 |
contestant_episode_Laura Morett Blood Is Thicker than Anything | 0.0647 | 0.031 | 2.066 | 0.039 | 0.003 | 0.126 |
contestant_episode_Laura Morett Out on a Limb (episode) | 0.0544 | 0.023 | 2.363 | 0.018 | 0.009 | 0.100 |
contestant_episode_Liz Markham Kindergarten Camp | -0.0995 | 0.025 | -3.991 | 0.000 | -0.148 | -0.051 |
contestant_episode_Liz Markham The Circle of Life | -0.0586 | 0.021 | -2.852 | 0.004 | -0.099 | -0.018 |
contestant_episode_Malcolm Freberg Survivor Jackpot | 0.0713 | 0.012 | 5.782 | 0.000 | 0.047 | 0.095 |
contestant_episode_Mari Takahashi May the Best Generation Win | 0.0584 | 0.015 | 3.838 | 0.000 | 0.029 | 0.088 |
contestant_episode_Matt Bischoff Operation Thunder Dome | 0.0794 | 0.039 | 2.028 | 0.043 | 0.003 | 0.156 |
contestant_episode_Michael Skupin Not the Only Actor on This Island | -0.1306 | 0.052 | -2.503 | 0.012 | -0.233 | -0.028 |
contestant_episode_Michael Skupin Shot into Smithereens | 0.0667 | 0.033 | 2.028 | 0.043 | 0.002 | 0.131 |
contestant_episode_Michelle Schubert Love Goggles | 0.0423 | 0.011 | 3.749 | 0.000 | 0.020 | 0.064 |
contestant_episode_Michelle Schubert May the Best Generation Win | 0.0713 | 0.019 | 3.715 | 0.000 | 0.034 | 0.109 |
contestant_episode_Michelle Schubert Your Job Is Recon | 0.0460 | 0.021 | 2.229 | 0.026 | 0.006 | 0.086 |
contestant_episode_Mike Holloway Survivor Russian Roulette | 0.0416 | 0.007 | 5.852 | 0.000 | 0.028 | 0.055 |
contestant_episode_Mike Zahalsky Fear of the Unknown | -0.0248 | 0.010 | -2.443 | 0.015 | -0.045 | -0.005 |
contestant_episode_Missy Payne Blood Is Blood | -0.0328 | 0.017 | -1.977 | 0.048 | -0.065 | -0.000 |
contestant_episode_Morgan McLeod Our Time to Shine | 0.0919 | 0.033 | 2.753 | 0.006 | 0.026 | 0.157 |
contestant_episode_Natalie Anderson Blood Is Blood | 0.0622 | 0.021 | 2.928 | 0.003 | 0.021 | 0.104 |
contestant_episode_Natalie Anderson Gettin' to Crunch Time | 0.0310 | 0.015 | 2.131 | 0.033 | 0.002 | 0.060 |
contestant_episode_Natalie Anderson Let's Make a Move | 0.0485 | 0.009 | 5.311 | 0.000 | 0.031 | 0.066 |
contestant_episode_Natalie Anderson This Is Where We Build Trust | 0.0497 | 0.014 | 3.481 | 0.000 | 0.022 | 0.078 |
contestant_episode_Nick Maiorano It's Merge Time | 0.0475 | 0.011 | 4.362 | 0.000 | 0.026 | 0.069 |
contestant_episode_Ozzy Lusth Double Agent | -0.1364 | 0.045 | -3.057 | 0.002 | -0.224 | -0.049 |
contestant_episode_Reynold Toepfer There's Gonna Be Hell to Pay | -0.0882 | 0.033 | -2.682 | 0.007 | -0.153 | -0.024 |
contestant_episode_Rodney Lavoie Jr. My Word Is My Bond | 0.0339 | 0.008 | 4.012 | 0.000 | 0.017 | 0.050 |
contestant_episode_Ryan Ulrich This Is Why You Play Survivor | -0.0356 | 0.007 | -5.033 | 0.000 | -0.049 | -0.022 |
contestant_episode_Sandra Diaz-Twine The Stakes Have Been Raised | 0.0121 | 0.005 | 2.302 | 0.021 | 0.002 | 0.022 |
contestant_episode_Sarah Lacina Head of the Snake | -0.0377 | 0.014 | -2.766 | 0.006 | -0.064 | -0.011 |
contestant_episode_Sarah Lacina What Happened on Exile, Stays on Exile | -0.0333 | 0.012 | -2.867 | 0.004 | -0.056 | -0.011 |
contestant_episode_Scot Pollard Signed, Sealed and Delivered | -0.0695 | 0.009 | -7.485 | 0.000 | -0.088 | -0.051 |
contestant_episode_Shirin Oskooi Survivor MacGyver | -0.0504 | 0.008 | -6.554 | 0.000 | -0.066 | -0.035 |
contestant_episode_Shirin Oskooi The Line Will Be Drawn Tonight | 0.0513 | 0.016 | 3.221 | 0.001 | 0.020 | 0.082 |
contestant_episode_Spencer Bledsoe Havoc to Wreak | 0.0438 | 0.013 | 3.371 | 0.001 | 0.018 | 0.069 |
contestant_episode_Spencer Bledsoe Hot Girl with a Grudge | -0.0365 | 0.016 | -2.272 | 0.023 | -0.068 | -0.005 |
contestant_episode_Spencer Bledsoe Odd One Out | 0.1160 | 0.035 | 3.340 | 0.001 | 0.048 | 0.184 |
contestant_episode_Spencer Bledsoe We Found Our Zombies | 0.1055 | 0.026 | 4.042 | 0.000 | 0.054 | 0.157 |
contestant_episode_Tai Trang I'm a Mental Giant | 0.0458 | 0.011 | 4.034 | 0.000 | 0.024 | 0.068 |
contestant_episode_Tai Trang Parting Is Such Sweet Sorrow | -0.0226 | 0.008 | -2.745 | 0.006 | -0.039 | -0.006 |
contestant_episode_Tai Trang The Devils We Know | 0.0383 | 0.010 | 3.702 | 0.000 | 0.018 | 0.059 |
contestant_episode_Tarzan Smith Go Out with a Bang | -0.1569 | 0.046 | -3.423 | 0.001 | -0.247 | -0.067 |
contestant_episode_Tarzan Smith It's Gonna Be Chaos | 0.0977 | 0.038 | 2.597 | 0.009 | 0.024 | 0.171 |
contestant_episode_Tarzan Smith The Beauty in a Merge | -0.1800 | 0.051 | -3.512 | 0.000 | -0.280 | -0.080 |
contestant_episode_Trish Hegarty Sitting in My Spy Shack | 0.0664 | 0.018 | 3.757 | 0.000 | 0.032 | 0.101 |
contestant_episode_Trish Hegarty We Found Our Zombies | -0.0559 | 0.027 | -2.089 | 0.037 | -0.108 | -0.003 |
contestant_episode_Will Sims II Holding On for Dear Life | 0.0379 | 0.013 | 2.882 | 0.004 | 0.012 | 0.064 |
contestant_episode_Will Sims II It's Survivor Warfare | 0.1041 | 0.029 | 3.584 | 0.000 | 0.047 | 0.161 |
contestant_episode_Will Sims II My Word Is My Bond | 0.0398 | 0.011 | 3.706 | 0.000 | 0.019 | 0.061 |
contestant_episode_Woo Hwang Bunking with the Devil | -0.0290 | 0.011 | -2.743 | 0.006 | -0.050 | -0.008 |
contestant_episode_Woo Hwang Chaos Is My Friend | 0.0446 | 0.017 | 2.574 | 0.010 | 0.011 | 0.079 |
contestant_episode_Woo Hwang We Got a Rat | -0.0348 | 0.011 | -3.107 | 0.002 | -0.057 | -0.013 |
contestant_episode_Zeke Smith May the Best Generation Win | 0.0771 | 0.015 | 5.224 | 0.000 | 0.048 | 0.106 |
contestant_episode_Zeke Smith Million Dollar Gamble | -0.0156 | 0.007 | -2.193 | 0.028 | -0.029 | -0.002 |
Omnibus: | 32376.276 | Durbin-Watson: | 1.962 |
---|---|---|---|
Prob(Omnibus): | 0.000 | Jarque-Bera (JB): | 119264.235 |
Skew: | 0.157 | Prob(JB): | 0.00 |
Kurtosis: | 5.179 | Cond. No. | 1.18e+03 |
Warnings:
[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.
[2] The condition number is large, 1.18e+03. This might indicate that there are
strong multicollinearity or other numerical problems.
We can see a lot of the more generalized variables drop out when considering the contestant_episode
variables. In the case of using Forward
or Backward
selection, perhaps these variables would reemerge as some of the very specific and close to collectively exhaustive contestant_episode
variables were dropped. However, for now, it is interesting to just look at the most significant of the contestant
and contestant_episode
variables.
A few interesting things of note for the other variables:
The intercept is .07 -- aligning with our observation that most of the comments skew slightly positive.
Season Episode Number is significant with a somewhat small effect of 0.00008. This indicates that as the season goes on, most contestants are viewed more favorably (albeit slightly). Perhaps this is due to the fact that most of the unbearably annoying contestants are voted out in the first few tribal councils.
Tribal Reward challenge wins is significant with a coefficient of 0.004 -- an interesting result. Perhaps living a better lifestyle (from the rewards) makes people more likable? Perhaps winning rewards leads to more amenities and in turn leads to more immunity challenges, giving contestants less time to be unamicable and therefore disliked? It could be a few things, but regardless -- tribal reward challenge wins are correlated with higher sentiment.
Surfer Dudes are viewed considerably more favorably (.0149 which is large relative to other coefficients.) These players include the following:
reddit_df.loc[reddit_df['role'] == 'Surfer Dude', ['first_name', 'last_name']].drop_duplicates()
first_name | last_name | |
---|---|---|
31 | Devon | Pinto |
88649 | Woo | Hwang |
113036 | Alec | Christy |
147883 | Joe | Anglim |
356456 | Taylor | Stocker |
431162 | Ozzy | Lusth |
549587 | Grant | Mattos |
552658 | Bill | Posley |
555622 | Carter | Williams |
576495 | Tyson | Apostol |
576500 | Aras | Baskauskas |
Contestants from the seasons Heroes vs. Healers vs. Hustlers and Kaรดh Rลng are viewed more favorably than others, with a coefficient of 0.007 and 0.0044 respetively. Contestants from Worlds Apart are viewed less favorably than others, with a coefficient of -0.0095. These are the only seasons that stand out as statistically significantly different than the others.
The only tribe or alliance that was found to have a statistically significant like/dislike (besides the liking of the individual contestants, that is) is David's Vinaka Alliance. The members of this alliance tended to have a much larger sentiment -- 0.0231. This is an interesting one too!
Contestant Episode and Contestant Columns¶
The dominating variables that remained significant were those referring to the contestant
and contestant_episode
columns. These were generated for inference, to show contestants who had a statistically significant relationship with sentiment for comments in which their name appeared. These effects likely relate to either their actions within a particular episode (for contestant_episode
variables) or their actions as a whole (for contestant
variables). The plots and code below investigates the 15 largest magnitude coefficients for the significant variables for each.
top_contestant_ep_cols = [x for x in q_fit.params.abs().sort_values(ascending=False).index
if 'contestant_episode' in x][0:15]
def bolden(full_string, bolden):
boldened = '<b>' + bolden + '</b>'
return full_string.replace(bolden, boldened)
def create_story_contestant_episode(contestant_episode, init_text=''):
example = reddit_df[reddit_df['contestant_episode'] == contestant_episode].iloc[0]
try:
sentences = TextBlob(example['story']).sentences
except TypeError:
return
display(HTML(f'Results from <i>Story</i> aspect of the Wiki for {contestant_episode}...'))
relevant = [s for s in sentences if example['first_name'] in s or example['last_name'] in s]
full_story = init_text + '</br></br></br>' if init_text else ''
for r in relevant:
story = str(r)
story = story + '</br>'
emphasized = bolden(story, example['first_name'])
emphasized = bolden(emphasized, example['last_name'])
full_story += emphasized
full_story = force_breaks(full_story)
return full_story
from copy import deepcopy
def force_breaks(string, every=70, split_on_words=False):
split_on_breaks = string.split('</br>')
final_string = ''
for s in split_on_breaks:
temp = s
while len(temp) > every:
this_jump = deepcopy(every)
while (temp[this_jump] != ' ') and (this_jump <= (len(temp) - 2)):
this_jump += 1
final_string += (temp[0:this_jump] + '</br>')
temp = temp[this_jump:]
final_string += (temp + '</br>')
return final_string
def print_story_with_contestant(first_name, last_name):
example = reddit_df[(reddit_df['last_name'] == last_name) & (reddit_df['first_name'] == first_name)].drop_duplicates()
full_story = ''
for story in example['story'].unique():
if story:
full_story += story
try:
sentences = TextBlob(full_story).sentences
except TypeError:
return
display(HTML(f'Results from <i>Story</i> aspect of the Wiki for {contestant_episode}...'))
relevant = [s for s in sentences if (first_name in s) or (last_name in s)]
for r in relevant:
story = str(r)
story = '<p hidden> ' + story + '</p>'
emphasized = bolden(story, first_name)
emphasized = bolden(emphasized, last_name)
display(HTML(emphasized))
return rele
fig = go.Figure()
buttons = []
l = top_contestant_ep_cols[0:15]
for i, col in enumerate(l):
temp_df = pd.concat([y, X[col]], axis=1)
temp_df = temp_df[temp_df[y.name] != 0]
contestant_episode = col.split('_')[-1]
temp_df[col] = temp_df[col].map({1: contestant_episode, 0: 'All Other Contestants'})
temp_df.rename(columns={col: col.replace('contestant_episode_', '')})
coef = q_fit.params.loc[col]
title = contestant_episode + f' (Coefficient: {round(coef, 3)}) vs. All Other Comments'
px_hist = histogram(data_frame=temp_df,
x=y.name, color=col, title=title,
nbins=25, opacity=.8,
histnorm='percent')
hist_tup = tuple(px_hist.data)
if i == 0:
fig.update_layout({'legend': px_hist.layout.legend,
'template': px_hist.layout.template,
'xaxis': px_hist.layout.xaxis,
'yaxis': px_hist.layout.yaxis,
'title': title,
'showlegend': True})
for hist in hist_tup:
hist.visible = (i < 1)
fig.add_trace(hist)
m = len(hist_tup)
n = len(l)
vis = [False] * n * m
vis[(m * i): m * (i + 1)] = [True] * m
text = f'That is, Redditors viewed this contestant <b>{"poorly" if coef < 0 else "favorably"}.</b>'
buttons.append(dict(label = contestant_episode,
method = 'update',
args = [{'visible': vis.copy()},
{'legend': px_hist.layout.legend,
'template': px_hist.layout.template,
'annotations': [dict(x=1.5, y=1.5, text=text,
showarrow=False, xref='paper', yref='paper',
height=400)],
'xaxis': px_hist.layout.xaxis,
'yaxis': px_hist.layout.yaxis,
'title': title,
'automargin': True,
'showlegend': True}]))
fig.update_layout(
updatemenus=[go.layout.Updatemenu(
active = 0,
buttons = buttons,
# arg=dict(text='Contestant Episode Combination'),
x=1.5, y=1.5)])
fig.update_layout(dict(barmode='overlay', width=1000, height=800))
fig.show()