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.

In [1]:

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

In [2]:

pg_un, pg_pw, pg_ip, pg_port = [os.getenv(x) for x in ['PG_UN', 'PG_PW', 'PG_IP', 'PG_PORT']]

In [3]:

def pg_uri(un, pw, ip, port):
    return f'postgresql://{un}:{pw}@{ip}:{port}'

In [4]:

eng = create_engine(pg_uri(pg_un, pg_pw, pg_ip, pg_port))

In [5]:

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
'''

In [6]:

reddit_df = pd.read_sql(sql, eng)

In [7]:

ep_df = pd.read_sql('SELECT * FROM survivor.episode', eng)

In [8]:

season_to_name = pd.read_sql('SELECT season_id, name AS season_name FROM survivor.season', eng)

In [9]:

reddit_df = reddit_df.merge(season_to_name, on='season_id')

In [10]:

reddit_df.rename(columns={'name': 'season_name'}, inplace=True)

In [11]:

reddit_df = reddit_df.merge(ep_df.drop(columns=['season_id']), on='episode_id')

In [12]:

reddit_df['created_dt'] = pd.to_datetime(reddit_df['created_dt'])

In [13]:

pd.options.display.max_columns = 100

In [29]:

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)

In [30]:

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

In [49]:

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)

In [50]:

tribe_map = tribe_df.set_index('tribe_id')['name']
alliance_map = alliance_df.set_index('alliance_id')['name']

In [51]:

reddit_df['contestant_episode'] = reddit_df['first_name'] + ' ' + reddit_df['last_name'] + ' ' + reddit_df['episode_name']

In [110]:

def grab_first_if_exists(l):
    try:
        return l[0]
    except IndexError:
        pass

In [120]:

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:

In [252]:

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

In [253]:

y.head()

Out[253]:

0   -0.041667
1    0.400000
2    0.033333
3    0.206250
4    0.316667
Name: sentence_polarity, dtype: float64

In [254]:

X.head()

Out[254]:

	const	days_lasted	age	season_episode_number	runnerup	pct_overall_slot	tribal_reward_challenge_wins	total_sitout	total_tribal_reward_challenge_wins	sex_M	...
0	1.0	1.0	18.0	6.0	1	0.266667	1.0	1.0	2.0	1	...
1	1.0	1.0	18.0	6.0	1	0.266667	1.0	1.0	2.0	1	...
2	1.0	1.0	18.0	6.0	1	0.266667	1.0	1.0	2.0	1	...
3	1.0	1.0	18.0	6.0	1	0.266667	1.0	1.0	2.0	1	...
4	1.0	1.0	18.0	6.0	1	0.266667	1.0	1.0	2.0	1	...

5 rows × 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¶

In [122]:

full_fit = sm.OLS(y, X).fit()

In [123]:

full_fit.summary()

Out[123]:

OLS Regression Results
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_Kaôh Rōng	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.

In [54]:

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

In [255]:

q_fit = quick_backwards_selection(y, X)

In [251]:

q_fit.summary()

Out[251]:

OLS Regression Results
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_Kaôh Rōng	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:

In [257]:

reddit_df.loc[reddit_df['role'] == 'Surfer Dude', ['first_name', 'last_name']].drop_duplicates()

Out[257]:

	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 Kaôh Rōng 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.

In [269]:

top_contestant_ep_cols = [x for x in q_fit.params.abs().sort_values(ascending=False).index 
                          if 'contestant_episode' in x][0:15]

In [270]:

def bolden(full_string, bolden):
    boldened = '<b>' + bolden + '</b>'
    
    return full_string.replace(bolden, boldened)

In [271]:

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

In [272]:

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

In [273]:

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

In [73]:

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()

In [83]:

top_contestant_cols = [x 
                       for x in q_fit.params.abs().sort_values(ascending=False).index 
                       if ('contestant' in x) and ('episode' not in x)][0:10]

In [84]:

fig = go.Figure()
buttons = []
l = top_contestant_cols[0:10]

print(l)

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 = col.split('_')[-1]
    
    temp_df[col] = temp_df[col].map({1: contestant, 0: 'All Other Contestants'})
    temp_df.rename(columns={col: col.replace('contestant_episode_', '')})
    coef = q_fit.params.loc[col]
    
    title = contestant + 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,
                    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()

[]

In [ ]:

Sean Ammirati - creator of Stats Works. He can be reached on Github, LinkedIn and email.

Comments

Survivor: Outwit, Outplay, Out...analyze? (Part 4) Sentiment Analysis Model

Analyzing the Game of Survivor -- Inferential Model of Sentiment for Reddit Posts (4)¶

Jumping In -- Calculating Sentiment and Fitting a Model¶

Looking at a linear model for sentiment¶

Fitting the Model¶

Contestant Episode and Contestant Columns¶

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