Eigen Faces and PCA linear dimention reduction¶
PCA implementation¶
To implement calss PCA, implementing methods fit and transform. Class requires n_components parameter in the constructor.
In [ ]:
import pandas as pd
import numpy as np
import matplotlib.pyplot as plt
%matplotlib inline
# write your code here
class PCA:
def __init__(self,n_components):
self.n_components = n_components
def fit(self,X):
centered_X = X-np.mean(X,axis=0)
eigvals, eigvecs = np.linalg.eigh(np.cov(centered_X,rowvar=False))
sorted_eigs_ind = np.argsort(eigvals)[::-1]
sorted_eigvals = eigvals[sorted_eigs_ind]
sorted_eigvecs = eigvecs[:,sorted_eigs_ind]
self.pcs = -sorted_eigvecs[:,0:self.n_components]
def transform(self,X):
centered_X = X-np.mean(X,axis=0)
return np.dot(self.pcs.T,centered_X.T).T
Now, create some dataset using sklearn and implement fit and transform of your class at created data.
In [ ]:
from sklearn.datasets import load_breast_cancer
from sklearn.preprocessing import StandardScaler
data=load_breast_cancer()
print(*data['feature_names'],sep=', ')
df=pd.DataFrame(data['data'],columns=data['feature_names'])
sc = StandardScaler()
data = sc.fit_transform(df)
mean radius, mean texture, mean perimeter, mean area, mean smoothness, mean compactness, mean concavity, mean concave points, mean symmetry, mean fractal dimension, radius error, texture error, perimeter error, area error, smoothness error, compactness error, concavity error, concave points error, symmetry error, fractal dimension error, worst radius, worst texture, worst perimeter, worst area, worst smoothness, worst compactness, worst concavity, worst concave points, worst symmetry, worst fractal dimension
Compare transformed data with one, obtainable using PCA implementation from scikit-learn library.
In [ ]:
# Import libraries
from mpl_toolkits import mplot3d
pca = PCA(3)
pca.fit(data)
downSampledData = pca.transform(data)
fig = plt.figure(figsize=(12, 12))
ax = fig.gca(projection='3d')
ax.plot_trisurf(downSampledData.T[0],downSampledData.T[1],downSampledData.T[2])
plt.title("My PCA result")
plt.show()
In [ ]:
# write your code here
from sklearn.decomposition import PCA as sk_PCA
sk_pca = sk_PCA(3)
sk_pca.fit(data)
downSampledData = sk_pca.transform(data)
fig = plt.figure(figsize=(12, 12))
ax = fig.gca(projection='3d')
# for x,y,z in
ax.plot_trisurf(downSampledData.T[0],downSampledData.T[1],downSampledData.T[2])
plt.title("SciKit Learn PCA result")
plt.show()
Task 2. Basis faces (3 points)¶
Retrieve the data of the face dataset (archive, folder). There are multiple face pictures in the context. The main thing is that faces are usually in the center of the image, so we may consider center of pictures to be samples from "face" subspace of an image space.
Your task is to find appropriate basis for that "face" subspace using PCA you implemented.
In [ ]:
# write your code here
# mount Google Drive
from google.colab import drive
drive.mount('/content/gdrive')
!tar -xvf '/content/gdrive/MyDrive/lfw-funneled.tgz'
Streaming output truncated to the last 5000 lines.
lfw_funneled/Guillaume_Depardieu/Guillaume_Depardieu_0001.jpg
lfw_funneled/Delphine_Chuillot/
lfw_funneled/Delphine_Chuillot/Delphine_Chuillot_0001.jpg
lfw_funneled/Paul_LeClerc/
lfw_funneled/Paul_LeClerc/Paul_LeClerc_0001.jpg
lfw_funneled/Eddie_Jordan/
lfw_funneled/Eddie_Jordan/Eddie_Jordan_0001.jpg
lfw_funneled/Lionel_Richie/
lfw_funneled/Lionel_Richie/Lionel_Richie_0001.jpg
lfw_funneled/Lionel_Richie/Lionel_Richie_0002.jpg
lfw_funneled/Jose_Viegas_Filho/
lfw_funneled/Jose_Viegas_Filho/Jose_Viegas_Filho_0001.jpg
lfw_funneled/Jose_Viegas_Filho/Jose_Viegas_Filho_0002.jpg
lfw_funneled/Roger_Mahony/
lfw_funneled/Roger_Mahony/Roger_Mahony_0001.jpg
lfw_funneled/Clay_Aiken/
lfw_funneled/Clay_Aiken/Clay_Aiken_0001.jpg
lfw_funneled/Clay_Aiken/Clay_Aiken_0002.jpg
lfw_funneled/Clay_Aiken/Clay_Aiken_0003.jpg
lfw_funneled/Clay_Aiken/Clay_Aiken_0004.jpg
lfw_funneled/Clay_Aiken/Clay_Aiken_0005.jpg
lfw_funneled/Clay_Aiken/Clay_Aiken_0006.jpg
lfw_funneled/Edward_Egan/
lfw_funneled/Edward_Egan/Edward_Egan_0001.jpg
lfw_funneled/Pat_DAmuro/
lfw_funneled/Pat_DAmuro/Pat_DAmuro_0001.jpg
lfw_funneled/Demi_Moore/
lfw_funneled/Demi_Moore/Demi_Moore_0001.jpg
lfw_funneled/Demi_Moore/Demi_Moore_0002.jpg
lfw_funneled/Demi_Moore/Demi_Moore_0003.jpg
lfw_funneled/Demi_Moore/Demi_Moore_0004.jpg
lfw_funneled/Jamie_King/
lfw_funneled/Jamie_King/Jamie_King_0001.jpg
lfw_funneled/Joseph_Galante/
lfw_funneled/Joseph_Galante/Joseph_Galante_0001.jpg
lfw_funneled/Kenneth_Brill/
lfw_funneled/Kenneth_Brill/Kenneth_Brill_0001.jpg
lfw_funneled/Noel_Forgeard/
lfw_funneled/Noel_Forgeard/Noel_Forgeard_0001.jpg
lfw_funneled/Akbar_Al_Baker/
lfw_funneled/Akbar_Al_Baker/Akbar_Al_Baker_0001.jpg
lfw_funneled/Gregg_Berhalter/
lfw_funneled/Gregg_Berhalter/Gregg_Berhalter_0001.jpg
lfw_funneled/Tuncay_Sanli/
lfw_funneled/Tuncay_Sanli/Tuncay_Sanli_0001.jpg
lfw_funneled/Lou_Reed/
lfw_funneled/Lou_Reed/Lou_Reed_0001.jpg
lfw_funneled/Tabare_Vazquez/
lfw_funneled/Tabare_Vazquez/Tabare_Vazquez_0001.jpg
lfw_funneled/Mary_Tyler_Moore/
lfw_funneled/Mary_Tyler_Moore/Mary_Tyler_Moore_0001.jpg
lfw_funneled/Mary_Tyler_Moore/Mary_Tyler_Moore_0002.jpg
lfw_funneled/Akiko_Morigami/
lfw_funneled/Akiko_Morigami/Akiko_Morigami_0001.jpg
lfw_funneled/William_Nessen/
lfw_funneled/William_Nessen/William_Nessen_0001.jpg
lfw_funneled/Paul_Greengrass/
lfw_funneled/Paul_Greengrass/Paul_Greengrass_0001.jpg
lfw_funneled/Jerelle_Kraus/
lfw_funneled/Jerelle_Kraus/Jerelle_Kraus_0001.jpg
lfw_funneled/Surya_Bahadur_Thapa/
lfw_funneled/Surya_Bahadur_Thapa/Surya_Bahadur_Thapa_0001.jpg
lfw_funneled/King_Gyanendra/
lfw_funneled/King_Gyanendra/King_Gyanendra_0001.jpg
lfw_funneled/Nadia_Forte/
lfw_funneled/Nadia_Forte/Nadia_Forte_0001.jpg
lfw_funneled/Adrian_McPherson/
lfw_funneled/Adrian_McPherson/Adrian_McPherson_0001.jpg
lfw_funneled/Adrian_McPherson/Adrian_McPherson_0002.jpg
lfw_funneled/Ernesto_Zedillo/
lfw_funneled/Ernesto_Zedillo/Ernesto_Zedillo_0001.jpg
lfw_funneled/Ernesto_Zedillo/Ernesto_Zedillo_0002.jpg
lfw_funneled/Stephen_Crampton/
lfw_funneled/Stephen_Crampton/Stephen_Crampton_0001.jpg
lfw_funneled/Joe_Glover/
lfw_funneled/Joe_Glover/Joe_Glover_0001.jpg
lfw_funneled/Fernando_Valenzuela/
lfw_funneled/Fernando_Valenzuela/Fernando_Valenzuela_0001.jpg
lfw_funneled/Jim_Anderson/
lfw_funneled/Jim_Anderson/Jim_Anderson_0001.jpg
lfw_funneled/Alberta_Lee/
lfw_funneled/Alberta_Lee/Alberta_Lee_0001.jpg
lfw_funneled/Wen_Ho_Lee/
lfw_funneled/Wen_Ho_Lee/Wen_Ho_Lee_0001.jpg
lfw_funneled/Adam_Herbert/
lfw_funneled/Adam_Herbert/Adam_Herbert_0001.jpg
lfw_funneled/Cha_Yung-gu/
lfw_funneled/Cha_Yung-gu/Cha_Yung-gu_0001.jpg
lfw_funneled/Juan_Roman_Carrasco/
lfw_funneled/Juan_Roman_Carrasco/Juan_Roman_Carrasco_0001.jpg
lfw_funneled/Albaro_Recoba/
lfw_funneled/Albaro_Recoba/Albaro_Recoba_0001.jpg
lfw_funneled/Gabriel_Valdes/
lfw_funneled/Gabriel_Valdes/Gabriel_Valdes_0001.jpg
lfw_funneled/Gabriel_Valdes/Gabriel_Valdes_0002.jpg
lfw_funneled/Yang_Jianli/
lfw_funneled/Yang_Jianli/Yang_Jianli_0001.jpg
lfw_funneled/Pham_Sy_Chien/
lfw_funneled/Pham_Sy_Chien/Pham_Sy_Chien_0001.jpg
lfw_funneled/Henk_Bekedam/
lfw_funneled/Henk_Bekedam/Henk_Bekedam_0001.jpg
lfw_funneled/Jose_Woldenberg/
lfw_funneled/Jose_Woldenberg/Jose_Woldenberg_0001.jpg
lfw_funneled/Eric_Staal/
lfw_funneled/Eric_Staal/Eric_Staal_0001.jpg
lfw_funneled/Paul_Gascoigne/
lfw_funneled/Paul_Gascoigne/Paul_Gascoigne_0001.jpg
lfw_funneled/Paul_Gascoigne/Paul_Gascoigne_0002.jpg
lfw_funneled/Paul_Gascoigne/Paul_Gascoigne_0003.jpg
lfw_funneled/Mahima_Chaudhari/
lfw_funneled/Mahima_Chaudhari/Mahima_Chaudhari_0001.jpg
lfw_funneled/Carl_Reiner/
lfw_funneled/Carl_Reiner/Carl_Reiner_0001.jpg
lfw_funneled/Carl_Reiner/Carl_Reiner_0002.jpg
lfw_funneled/William_Pryor_Jr/
lfw_funneled/William_Pryor_Jr/William_Pryor_Jr_0001.jpg
lfw_funneled/Craig_MacTavish/
lfw_funneled/Craig_MacTavish/Craig_MacTavish_0001.jpg
lfw_funneled/Klaus_Schwab/
lfw_funneled/Klaus_Schwab/Klaus_Schwab_0001.jpg
lfw_funneled/Rick_Rickert/
lfw_funneled/Rick_Rickert/Rick_Rickert_0001.jpg
lfw_funneled/Thomas_Kelly/
lfw_funneled/Thomas_Kelly/Thomas_Kelly_0001.jpg
lfw_funneled/Lena_Olin/
lfw_funneled/Lena_Olin/Lena_Olin_0001.jpg
lfw_funneled/Carlos_Manuel_Pruneda/
lfw_funneled/Carlos_Manuel_Pruneda/Carlos_Manuel_Pruneda_0001.jpg
lfw_funneled/Carlos_Manuel_Pruneda/Carlos_Manuel_Pruneda_0002.jpg
lfw_funneled/Carlos_Manuel_Pruneda/Carlos_Manuel_Pruneda_0003.jpg
lfw_funneled/Maritza_Macias_Furano/
lfw_funneled/Maritza_Macias_Furano/Maritza_Macias_Furano_0001.jpg
lfw_funneled/Martha_Burk/
lfw_funneled/Martha_Burk/Martha_Burk_0001.jpg
lfw_funneled/Martha_Burk/Martha_Burk_0002.jpg
lfw_funneled/Martha_Burk/Martha_Burk_0003.jpg
lfw_funneled/Martha_Burk/Martha_Burk_0004.jpg
lfw_funneled/Zach_Parise/
lfw_funneled/Zach_Parise/Zach_Parise_0001.jpg
lfw_funneled/Shane_Hmiel/
lfw_funneled/Shane_Hmiel/Shane_Hmiel_0001.jpg
lfw_funneled/Mary_Lou_Markakis/
lfw_funneled/Mary_Lou_Markakis/Mary_Lou_Markakis_0001.jpg
lfw_funneled/Nick_Markakis/
lfw_funneled/Nick_Markakis/Nick_Markakis_0001.jpg
lfw_funneled/Fabian_Vargas/
lfw_funneled/Fabian_Vargas/Fabian_Vargas_0001.jpg
lfw_funneled/Razali_Ismail/
lfw_funneled/Razali_Ismail/Razali_Ismail_0001.jpg
lfw_funneled/Hugh_Hefner/
lfw_funneled/Hugh_Hefner/Hugh_Hefner_0001.jpg
lfw_funneled/Frederique_van_der_Wal/
lfw_funneled/Frederique_van_der_Wal/Frederique_van_der_Wal_0001.jpg
lfw_funneled/Amy_Pascal/
lfw_funneled/Amy_Pascal/Amy_Pascal_0001.jpg
lfw_funneled/Howard_Stringer/
lfw_funneled/Howard_Stringer/Howard_Stringer_0001.jpg
lfw_funneled/Mario_Lobo_Zagallo/
lfw_funneled/Mario_Lobo_Zagallo/Mario_Lobo_Zagallo_0001.jpg
lfw_funneled/Jason_Mewes/
lfw_funneled/Jason_Mewes/Jason_Mewes_0001.jpg
lfw_funneled/Giselle_Estefania_Tavarelli/
lfw_funneled/Giselle_Estefania_Tavarelli/Giselle_Estefania_Tavarelli_0001.jpg
lfw_funneled/Park_Na-kyong/
lfw_funneled/Park_Na-kyong/Park_Na-kyong_0001.jpg
lfw_funneled/Manuel_Llorente/
lfw_funneled/Manuel_Llorente/Manuel_Llorente_0001.jpg
lfw_funneled/Jaime_Orti/
lfw_funneled/Jaime_Orti/Jaime_Orti_0001.jpg
lfw_funneled/Jaime_Pressly/
lfw_funneled/Jaime_Pressly/Jaime_Pressly_0001.jpg
lfw_funneled/Saadi_Gadhafi/
lfw_funneled/Saadi_Gadhafi/Saadi_Gadhafi_0001.jpg
lfw_funneled/Zhong_Nanshan/
lfw_funneled/Zhong_Nanshan/Zhong_Nanshan_0001.jpg
lfw_funneled/Jacques_Kallis/
lfw_funneled/Jacques_Kallis/Jacques_Kallis_0001.jpg
lfw_funneled/Jennifer_Love_Hewitt/
lfw_funneled/Jennifer_Love_Hewitt/Jennifer_Love_Hewitt_0001.jpg
lfw_funneled/Chante_Jawan_Mallard/
lfw_funneled/Chante_Jawan_Mallard/Chante_Jawan_Mallard_0001.jpg
lfw_funneled/Paul_McNulty/
lfw_funneled/Paul_McNulty/Paul_McNulty_0001.jpg
lfw_funneled/Paul_McNulty/Paul_McNulty_0002.jpg
lfw_funneled/Ralph_Firman/
lfw_funneled/Ralph_Firman/Ralph_Firman_0001.jpg
lfw_funneled/Ralph_Firman/Ralph_Firman_0002.jpg
lfw_funneled/Alice_Fisher/
lfw_funneled/Alice_Fisher/Alice_Fisher_0001.jpg
lfw_funneled/Alice_Fisher/Alice_Fisher_0002.jpg
lfw_funneled/Josh_Evans/
lfw_funneled/Josh_Evans/Josh_Evans_0001.jpg
lfw_funneled/Keith_Fotta/
lfw_funneled/Keith_Fotta/Keith_Fotta_0001.jpg
lfw_funneled/Steven_Seagal/
lfw_funneled/Steven_Seagal/Steven_Seagal_0001.jpg
lfw_funneled/Steven_Seagal/Steven_Seagal_0002.jpg
lfw_funneled/Michael_Rolinee/
lfw_funneled/Michael_Rolinee/Michael_Rolinee_0001.jpg
lfw_funneled/Courtney_Love/
lfw_funneled/Courtney_Love/Courtney_Love_0001.jpg
lfw_funneled/Courtney_Love/Courtney_Love_0002.jpg
lfw_funneled/Jim_Hendry/
lfw_funneled/Jim_Hendry/Jim_Hendry_0001.jpg
lfw_funneled/Corinna_Harfouch/
lfw_funneled/Corinna_Harfouch/Corinna_Harfouch_0001.jpg
lfw_funneled/Adrien_Brody/
lfw_funneled/Adrien_Brody/Adrien_Brody_0002.jpg
lfw_funneled/Adrien_Brody/Adrien_Brody_0003.jpg
lfw_funneled/Adrien_Brody/Adrien_Brody_0005.jpg
lfw_funneled/Adrien_Brody/Adrien_Brody_0007.jpg
lfw_funneled/Adrien_Brody/Adrien_Brody_0008.jpg
lfw_funneled/Adrien_Brody/Adrien_Brody_0010.jpg
lfw_funneled/Adrien_Brody/Adrien_Brody_0012.jpg
lfw_funneled/Adrien_Brody/Adrien_Brody_0001.jpg
lfw_funneled/Adrien_Brody/Adrien_Brody_0004.jpg
lfw_funneled/Adrien_Brody/Adrien_Brody_0006.jpg
lfw_funneled/Adrien_Brody/Adrien_Brody_0009.jpg
lfw_funneled/Adrien_Brody/Adrien_Brody_0011.jpg
lfw_funneled/Kevin_Gil/
lfw_funneled/Kevin_Gil/Kevin_Gil_0001.jpg
lfw_funneled/Tom_Coughlin/
lfw_funneled/Tom_Coughlin/Tom_Coughlin_0001.jpg
lfw_funneled/Janet_Thorpe/
lfw_funneled/Janet_Thorpe/Janet_Thorpe_0001.jpg
lfw_funneled/Janet_Thorpe/Janet_Thorpe_0002.jpg
lfw_funneled/Daniel_Bruehl/
lfw_funneled/Daniel_Bruehl/Daniel_Bruehl_0001.jpg
lfw_funneled/Wolfgang_Becker/
lfw_funneled/Wolfgang_Becker/Wolfgang_Becker_0001.jpg
lfw_funneled/Sandra_Bullock/
lfw_funneled/Sandra_Bullock/Sandra_Bullock_0001.jpg
lfw_funneled/Sandra_Bullock/Sandra_Bullock_0002.jpg
lfw_funneled/Sandra_Bullock/Sandra_Bullock_0003.jpg
lfw_funneled/Sandra_Bullock/Sandra_Bullock_0004.jpg
lfw_funneled/Kareena_Kapoor/
lfw_funneled/Kareena_Kapoor/Kareena_Kapoor_0001.jpg
lfw_funneled/Ruben_Sierra/
lfw_funneled/Ruben_Sierra/Ruben_Sierra_0001.jpg
lfw_funneled/Bill_Hughes/
lfw_funneled/Bill_Hughes/Bill_Hughes_0001.jpg
lfw_funneled/Jose_Alencar/
lfw_funneled/Jose_Alencar/Jose_Alencar_0001.jpg
lfw_funneled/Rick_Bragg/
lfw_funneled/Rick_Bragg/Rick_Bragg_0001.jpg
lfw_funneled/Farouk_al-Sharaa/
lfw_funneled/Farouk_al-Sharaa/Farouk_al-Sharaa_0001.jpg
lfw_funneled/Farouk_al-Sharaa/Farouk_al-Sharaa_0002.jpg
lfw_funneled/Farouk_al-Sharaa/Farouk_al-Sharaa_0003.jpg
lfw_funneled/Fernando_Hierro/
lfw_funneled/Fernando_Hierro/Fernando_Hierro_0001.jpg
lfw_funneled/Aleksander_Kwasniewski/
lfw_funneled/Aleksander_Kwasniewski/Aleksander_Kwasniewski_0001.jpg
lfw_funneled/Aleksander_Kwasniewski/Aleksander_Kwasniewski_0002.jpg
lfw_funneled/Aleksander_Kwasniewski/Aleksander_Kwasniewski_0003.jpg
lfw_funneled/Aleksander_Kwasniewski/Aleksander_Kwasniewski_0004.jpg
lfw_funneled/George_Gregan/
lfw_funneled/George_Gregan/George_Gregan_0001.jpg
lfw_funneled/Mike_Bryan/
lfw_funneled/Mike_Bryan/Mike_Bryan_0001.jpg
lfw_funneled/Beyonce_Knowles/
lfw_funneled/Beyonce_Knowles/Beyonce_Knowles_0001.jpg
lfw_funneled/Humberto_Coelho/
lfw_funneled/Humberto_Coelho/Humberto_Coelho_0001.jpg
lfw_funneled/Jon_Constance/
lfw_funneled/Jon_Constance/Jon_Constance_0001.jpg
lfw_funneled/Toutai_Kefu/
lfw_funneled/Toutai_Kefu/Toutai_Kefu_0001.jpg
lfw_funneled/Fujio_Mitarai/
lfw_funneled/Fujio_Mitarai/Fujio_Mitarai_0001.jpg
lfw_funneled/Barbara_Boxer/
lfw_funneled/Barbara_Boxer/Barbara_Boxer_0001.jpg
lfw_funneled/Tom_Kelly/
lfw_funneled/Tom_Kelly/Tom_Kelly_0001.jpg
lfw_funneled/Ian_Gillan/
lfw_funneled/Ian_Gillan/Ian_Gillan_0001.jpg
lfw_funneled/Mike_Alden/
lfw_funneled/Mike_Alden/Mike_Alden_0001.jpg
lfw_funneled/Herb_Dhaliwal/
lfw_funneled/Herb_Dhaliwal/Herb_Dhaliwal_0001.jpg
lfw_funneled/Michel_Minard/
lfw_funneled/Michel_Minard/Michel_Minard_0001.jpg
lfw_funneled/Mohammed_Dahlan/
lfw_funneled/Mohammed_Dahlan/Mohammed_Dahlan_0001.jpg
lfw_funneled/Matthew_During/
lfw_funneled/Matthew_During/Matthew_During_0001.jpg
lfw_funneled/Anibal_Ibarra/
lfw_funneled/Anibal_Ibarra/Anibal_Ibarra_0001.jpg
lfw_funneled/Anibal_Ibarra/Anibal_Ibarra_0002.jpg
lfw_funneled/Anibal_Ibarra/Anibal_Ibarra_0003.jpg
lfw_funneled/Phil_Morris/
lfw_funneled/Phil_Morris/Phil_Morris_0001.jpg
lfw_funneled/Ramona_Rispton/
lfw_funneled/Ramona_Rispton/Ramona_Rispton_0001.jpg
lfw_funneled/Brandon_Jones/
lfw_funneled/Brandon_Jones/Brandon_Jones_0001.jpg
lfw_funneled/Peter_Ueberroth/
lfw_funneled/Peter_Ueberroth/Peter_Ueberroth_0001.jpg
lfw_funneled/Charles_Cope/
lfw_funneled/Charles_Cope/Charles_Cope_0001.jpg
lfw_funneled/Roy_Moore/
lfw_funneled/Roy_Moore/Roy_Moore_0001.jpg
lfw_funneled/Roy_Moore/Roy_Moore_0002.jpg
lfw_funneled/Roy_Moore/Roy_Moore_0003.jpg
lfw_funneled/Roy_Moore/Roy_Moore_0005.jpg
lfw_funneled/Roy_Moore/Roy_Moore_0006.jpg
lfw_funneled/Roy_Moore/Roy_Moore_0004.jpg
lfw_funneled/Alex_Holmes/
lfw_funneled/Alex_Holmes/Alex_Holmes_0001.jpg
lfw_funneled/Juan_Roman_Riquelme/
lfw_funneled/Juan_Roman_Riquelme/Juan_Roman_Riquelme_0001.jpg
lfw_funneled/Giuseppe_Gibilisco/
lfw_funneled/Giuseppe_Gibilisco/Giuseppe_Gibilisco_0001.jpg
lfw_funneled/Giuseppe_Gibilisco/Giuseppe_Gibilisco_0002.jpg
lfw_funneled/Giuseppe_Gibilisco/Giuseppe_Gibilisco_0003.jpg
lfw_funneled/Giuseppe_Gibilisco/Giuseppe_Gibilisco_0004.jpg
lfw_funneled/Platon_Lebedev/
lfw_funneled/Platon_Lebedev/Platon_Lebedev_0001.jpg
lfw_funneled/Pharrell_Williams/
lfw_funneled/Pharrell_Williams/Pharrell_Williams_0001.jpg
lfw_funneled/Vadim_Strogalev/
lfw_funneled/Vadim_Strogalev/Vadim_Strogalev_0001.jpg
lfw_funneled/Claudia_Coslovich/
lfw_funneled/Claudia_Coslovich/Claudia_Coslovich_0001.jpg
lfw_funneled/Jessica_Alba/
lfw_funneled/Jessica_Alba/Jessica_Alba_0001.jpg
lfw_funneled/Jessica_Alba/Jessica_Alba_0002.jpg
lfw_funneled/Hana_Makhmalbaf/
lfw_funneled/Hana_Makhmalbaf/Hana_Makhmalbaf_0001.jpg
lfw_funneled/Natalia_Verbeke/
lfw_funneled/Natalia_Verbeke/Natalia_Verbeke_0001.jpg
lfw_funneled/Ken_Watanabe/
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lfw_funneled/Ken_Watanabe/Ken_Watanabe_0002.jpg
lfw_funneled/Lorraine_Fenton/
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lfw_funneled/Jose_Mourinho/
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lfw_funneled/Paul_Schrader/
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lfw_funneled/Richard_Rodriguez/
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lfw_funneled/Tim_Lobinger/
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lfw_funneled/Mike_Smith/
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lfw_funneled/Gary_Stevens/
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lfw_funneled/Carly_Gullickson/
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lfw_funneled/Martie_Maguire/
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lfw_funneled/Martin_Torrijos/
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lfw_funneled/Maria_Callas/
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lfw_funneled/Jose_Miguel_Aleman/
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lfw_funneled/Ambrose_Lee/
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lfw_funneled/Nina_Pecari/
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lfw_funneled/Ivan_Lee/
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lfw_funneled/Michael_Kahn/
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lfw_funneled/Robin_Johansen/
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lfw_funneled/Frank_Griswold/
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lfw_funneled/Frank_Griswold/Frank_Griswold_0002.jpg
lfw_funneled/George_Plimpton/
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lfw_funneled/Rob_Morrow/
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lfw_funneled/Eddie_Lucio/
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lfw_funneled/Blas_Ople/
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lfw_funneled/Hamid_Reza_Asefi/
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lfw_funneled/Muwafak_al-Ani/
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lfw_funneled/Gregorio_Honasan/
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lfw_funneled/Efrain_Rios_Montt/
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lfw_funneled/Gil_de_Ferran/
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lfw_funneled/Michael_Shane_Jolly/
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lfw_funneled/Chance_Mock/
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lfw_funneled/Ernie_Fletcher/
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lfw_funneled/Ernie_Fletcher/Ernie_Fletcher_0002.jpg
lfw_funneled/Gordon_McDonald/
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lfw_funneled/Holly_Hunter/
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lfw_funneled/Holly_Hunter/Holly_Hunter_0006.jpg
lfw_funneled/Holly_Hunter/Holly_Hunter_0007.jpg
lfw_funneled/Chistian_Stahl/
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lfw_funneled/Alexandra_Spann/
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lfw_funneled/Magui_Serna/
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lfw_funneled/Magui_Serna/Magui_Serna_0002.jpg
lfw_funneled/Ekaterina_Dmitriev/
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lfw_funneled/Richard_Sambrook/
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lfw_funneled/Richard_Sambrook/Richard_Sambrook_0001.jpg
lfw_funneled/Dana_Vollmer/
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lfw_funneled/Joey_Mantia/
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lfw_funneled/Katie_Wagner/
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lfw_funneled/Ruth_Stubbs/
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lfw_funneled/Shia_LaBeouf/
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lfw_funneled/Shia_LaBeouf/Shia_LaBeouf_0002.jpg
lfw_funneled/Eric_Ryan_Donnelly/
lfw_funneled/Eric_Ryan_Donnelly/Eric_Ryan_Donnelly_0001.jpg
lfw_funneled/Benjamin_Martinez/
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lfw_funneled/Chris_Moore/
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lfw_funneled/Ahmed_Lopez/
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lfw_funneled/Edina_Batar/
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lfw_funneled/Mercedes_Amor/
lfw_funneled/Mercedes_Amor/Mercedes_Amor_0001.jpg
lfw_funneled/Andrew_Gilligan/
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lfw_funneled/Al_Leiter/
lfw_funneled/Al_Leiter/Al_Leiter_0001.jpg
lfw_funneled/Karl-Heinz_Rummenigge/
lfw_funneled/Karl-Heinz_Rummenigge/Karl-Heinz_Rummenigge_0001.jpg
lfw_funneled/Patrick_Kron/
lfw_funneled/Patrick_Kron/Patrick_Kron_0001.jpg
lfw_funneled/Jackie_Sherrill/
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lfw_funneled/Turner_Gill/
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lfw_funneled/Bo_Pelini/
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lfw_funneled/Bo_Pelini/Bo_Pelini_0002.jpg
lfw_funneled/Nathan_Lane/
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lfw_funneled/Nathan_Lane/Nathan_Lane_0002.jpg
lfw_funneled/Jason_White/
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lfw_funneled/Robert_DeFraites/
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lfw_funneled/Robert_DeFraites/Robert_DeFraites_0002.jpg
lfw_funneled/Judd_Davies/
lfw_funneled/Judd_Davies/Judd_Davies_0001.jpg
lfw_funneled/Arianna_Huffington/
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lfw_funneled/Arianna_Huffington/Arianna_Huffington_0004.jpg
lfw_funneled/Abel_Aguilar/
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lfw_funneled/Alain_Cervantes/
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lfw_funneled/Eglis_Yaima_Cruz/
lfw_funneled/Eglis_Yaima_Cruz/Eglis_Yaima_Cruz_0001.jpg
lfw_funneled/Jennie_Finch/
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lfw_funneled/Norbert_van_Heyst/
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lfw_funneled/Simon_Larose/
lfw_funneled/Simon_Larose/Simon_Larose_0001.jpg
lfw_funneled/Christian_Von_Wernich/
lfw_funneled/Christian_Von_Wernich/Christian_Von_Wernich_0001.jpg
lfw_funneled/Alexandre_Despatie/
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lfw_funneled/Phillipe_Comtois/
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lfw_funneled/Ronnie_Musgrove/
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lfw_funneled/Eunice_Barber/
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lfw_funneled/Eunice_Barber/Eunice_Barber_0002.jpg
lfw_funneled/Mohammed_Abu_Sharia/
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lfw_funneled/Xiang_Liu/
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lfw_funneled/Terrence_Kiel/
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lfw_funneled/Jaouad_Gharib/
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lfw_funneled/Darvis_Patton/
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lfw_funneled/Atsushi_Sato/
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lfw_funneled/Kate_Moss/
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lfw_funneled/Terrence_Trammell/
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lfw_funneled/Donna_Brazile/
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lfw_funneled/Emelie_Loit/
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lfw_funneled/Steve_Nash/
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lfw_funneled/Steve_Nash/Steve_Nash_0004.jpg
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lfw_funneled/Hisham_Halawi/
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lfw_funneled/Maria_Sanchez_Lorenzo/
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lfw_funneled/Mirela_Manjani/
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lfw_funneled/Kelli_White/
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lfw_funneled/Kelli_White/Kelli_White_0002.jpg
lfw_funneled/Stefano_Basalini/
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lfw_funneled/Jennifer_McCoy/
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lfw_funneled/Milo_Maestrecampo/
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lfw_funneled/Milo_Maestrecampo/Milo_Maestrecampo_0003.jpg
lfw_funneled/Tanya_Lindenmuth/
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lfw_funneled/Phil_Bennett/
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lfw_funneled/Ciaran_Hinds/
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lfw_funneled/Jamie_Cooke/
lfw_funneled/Jamie_Cooke/Jamie_Cooke_0001.jpg
lfw_funneled/Han_Sung_Joo/
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lfw_funneled/Nikki_Reed/
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lfw_funneled/Nikki_Reed/Nikki_Reed_0002.jpg
lfw_funneled/Peter_Camejo/
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lfw_funneled/Rogerio_Romero/
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lfw_funneled/Rogerio_Romero/Rogerio_Romero_0002.jpg
lfw_funneled/Jeremy_Gompertz/
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lfw_funneled/Andrew_Caldecott/
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lfw_funneled/Adrian_Murrell/
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lfw_funneled/Monique_Ferreira/
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lfw_funneled/Mary_Hill/
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lfw_funneled/Morgan_Hentzen/
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lfw_funneled/Roger_Machado/
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lfw_funneled/Ted_Williams/
lfw_funneled/Ted_Williams/Ted_Williams_0001.jpg
lfw_funneled/Teresa_Heinz_Kerry/
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lfw_funneled/Pierre_Boulanger/
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lfw_funneled/Pierre_Boulanger/Pierre_Boulanger_0002.jpg
lfw_funneled/Omar_Sharif/
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lfw_funneled/Patrik_Kristiansson/
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lfw_funneled/David_Bisbal/
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lfw_funneled/Tara_Reid/
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lfw_funneled/Mary_Zorn/
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lfw_funneled/Manuela_Montebrun/
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lfw_funneled/Melinda_Czink/
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lfw_funneled/Lane_Odom/
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lfw_funneled/John_Rosa/
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lfw_funneled/John_Rosa/John_Rosa_0002.jpg
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lfw_funneled/Nicolas_Massu/
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lfw_funneled/Marcos_Daniel_Jimenez/
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lfw_funneled/John_Ferguson/
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lfw_funneled/Torri_Edwards/
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lfw_funneled/Torri_Edwards/Torri_Edwards_0002.jpg
lfw_funneled/Jana_Pittman/
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lfw_funneled/Shingo_Suetsugu/
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lfw_funneled/Judy_Dean/
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lfw_funneled/Bonnie_Fuller/
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lfw_funneled/John_Coomber/
lfw_funneled/John_Coomber/John_Coomber_0001.jpg
lfw_funneled/Andreas_Vinciguerra/
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lfw_funneled/Chris_Rock/
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lfw_funneled/Chris_Rock/Chris_Rock_0002.jpg
lfw_funneled/Ross_Verba/
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lfw_funneled/Wang_Yi/
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lfw_funneled/Wang_Yi/Wang_Yi_0002.jpg
lfw_funneled/Ann_Godbehere/
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lfw_funneled/Anna_Chicherova/
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lfw_funneled/Thomas_Enqvist/
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lfw_funneled/Renato_Soru/
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lfw_funneled/Carolina_Moraes/
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lfw_funneled/Carolina_Moraes/Carolina_Moraes_0002.jpg
lfw_funneled/Ray_Allen/
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lfw_funneled/Brian_Wells/
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lfw_funneled/Brian_Wells/Brian_Wells_0002.jpg
lfw_funneled/Monica_Vergara/
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lfw_funneled/Isabela_Moraes/
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lfw_funneled/Billy_Andrade/
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lfw_funneled/Martin_Howard/
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lfw_funneled/John_Williams/
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lfw_funneled/Ricardo_Monasterio/
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lfw_funneled/Pedro_Duque/
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lfw_funneled/Ibrahim_Jaafari/
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lfw_funneled/Ibrahim_Jaafari/Ibrahim_Jaafari_0002.jpg
lfw_funneled/Lord_Hutton/
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lfw_funneled/Lord_Hutton/Lord_Hutton_0002.jpg
lfw_funneled/Gerardo_Gambala/
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lfw_funneled/Gerardo_Gambala/Gerardo_Gambala_0002.jpg
lfw_funneled/Qais_al-Kazali/
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lfw_funneled/Kathy_Baker/
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lfw_funneled/James_Layug/
lfw_funneled/James_Layug/James_Layug_0001.jpg
lfw_funneled/Garry_Alejano/
lfw_funneled/Garry_Alejano/Garry_Alejano_0001.jpg
lfw_funneled/Robert_Hanssen/
lfw_funneled/Robert_Hanssen/Robert_Hanssen_0001.jpg
lfw_funneled/Gloria_Allred/
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lfw_funneled/Gloria_Allred/Gloria_Allred_0002.jpg
lfw_funneled/Troy_Polamalu/
lfw_funneled/Troy_Polamalu/Troy_Polamalu_0001.jpg
lfw_funneled/Franklin_Brown/
lfw_funneled/Franklin_Brown/Franklin_Brown_0001.jpg
lfw_funneled/Lina_Krasnoroutskaya/
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lfw_funneled/Lina_Krasnoroutskaya/Lina_Krasnoroutskaya_0002.jpg
lfw_funneled/Vadim_Devyatovskiy/
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lfw_funneled/Jose_Canseco_Sr/
lfw_funneled/Jose_Canseco_Sr/Jose_Canseco_Sr_0001.jpg
lfw_funneled/Ray_Halbritter/
lfw_funneled/Ray_Halbritter/Ray_Halbritter_0001.jpg
lfw_funneled/Edward_Flynn/
lfw_funneled/Edward_Flynn/Edward_Flynn_0001.jpg
lfw_funneled/Khin_Nyunt/
lfw_funneled/Khin_Nyunt/Khin_Nyunt_0001.jpg
lfw_funneled/Lee_Soo-hyuck/
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lfw_funneled/Lee_Soo-hyuck/Lee_Soo-hyuck_0002.jpg
lfw_funneled/Lee_Soo-hyuck/Lee_Soo-hyuck_0003.jpg
lfw_funneled/Juan_Francisco_Palencia/
lfw_funneled/Juan_Francisco_Palencia/Juan_Francisco_Palencia_0001.jpg
lfw_funneled/Carolina_Kluft/
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lfw_funneled/Carolina_Kluft/Carolina_Kluft_0002.jpg
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lfw_funneled/Roger_Corbett/
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lfw_funneled/Ken_Dorsey/
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lfw_funneled/Chung_Mong-hun/
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lfw_funneled/Ryan_Nyquist/
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lfw_funneled/Charlene_Barshefsky/
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lfw_funneled/Sebastian_Cuattrin/
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lfw_funneled/Sofia_Milos/
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lfw_funneled/Ilham_Aliev/
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lfw_funneled/Phoenix_Chang/
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lfw_funneled/Jonathan_Tiomkin/
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lfw_funneled/Alan_Jackson/
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lfw_funneled/Reyyan_Uzuner/
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lfw_funneled/Malcolm_Jamal_Warner/
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lfw_funneled/Simona_Hradil/
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lfw_funneled/Brendan_Stai/
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lfw_funneled/Mario_Vasquez_Rana/
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lfw_funneled/Melissa_Manchester/
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lfw_funneled/Hunter_Kemper/
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lfw_funneled/Alan_Zemaitis/
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lfw_funneled/David_Sibleyk/
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lfw_funneled/Young_Kim/
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lfw_funneled/Coretta_Scott_King/
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lfw_funneled/Marco_Archer_Cardoso_Moreira/
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lfw_funneled/Lima_Azimi/
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lfw_funneled/Tavis_Smiley/
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lfw_funneled/Clemente_de_la_Vega/
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lfw_funneled/Danny_Green/
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lfw_funneled/Diego_Colorado/
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lfw_funneled/Ronnie_Jagday/
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lfw_funneled/Pablo_Khulental/
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lfw_funneled/Joseph_Lopez/
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lfw_funneled/Gen_Meredith/
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lfw_funneled/Fiona_Milne/
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lfw_funneled/Craig_Wilson/
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lfw_funneled/Mathilda_Karel_Spak/
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lfw_funneled/David_Oh/
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lfw_funneled/Bob_Newhart/
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lfw_funneled/Yoon_Young-kwan/
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lfw_funneled/Princess_Elisabeth/
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lfw_funneled/Prince_Philippe/
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lfw_funneled/David_Dewayne_Williams/
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lfw_funneled/Sterling_Hitchcock/
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lfw_funneled/Claudio_Abbado/
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lfw_funneled/Hrithik_Roshan/
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lfw_funneled/Gonzalo_Barrientos/
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lfw_funneled/Enrique_Oliu/
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lfw_funneled/Raghad_Saddam_Hussein/
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lfw_funneled/Billy_Rork/
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lfw_funneled/Joaquim_Levy/
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lfw_funneled/Paul_Krueger/
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lfw_funneled/Larry_Flynt/
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lfw_funneled/Richard_Hellfant/
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lfw_funneled/Jose_Lina/
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lfw_funneled/Ismail_Khan/
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lfw_funneled/Donna_Walker/
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lfw_funneled/Toshimitsu_Motegi/
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lfw_funneled/Maria_Garcia/
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lfw_funneled/Michelle_Hofland/
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lfw_funneled/Adolfo_Aguilar_Zinser/
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lfw_funneled/Stephane_Delajoux/
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lfw_funneled/Nicholoas_DiMarzio/
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lfw_funneled/Thomas_Daily/
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lfw_funneled/Nursultan_Nazarbayev/
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lfw_funneled/Raul_Gonzalez/
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lfw_funneled/Milton_Wynants/
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lfw_funneled/Martin_Rodriguez/
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lfw_funneled/Krishna_Bhadur_Mahara/
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lfw_funneled/Baburam_Bhattari/
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lfw_funneled/Daniele_Nardello/
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lfw_funneled/Cesar_Maia/
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lfw_funneled/Alfonso_Soriano/
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lfw_funneled/Wesley_Clark/
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lfw_funneled/Nathan_Powell/
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lfw_funneled/Barbara_Roberts/
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lfw_funneled/Emyr_Jones_Parry/
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lfw_funneled/Himmler_Rebu/
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lfw_funneled/Mitar_Rasevic/
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lfw_funneled/Lawrence_Roberts/
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lfw_funneled/Ulrich_Kueperkoch/
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lfw_funneled/Yusaku_Miyazato/
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lfw_funneled/Laura_Elena_Harring/
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lfw_funneled/Alexander_Payne/
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lfw_funneled/Jim_Taylor/
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lfw_funneled/Sasha_Cohen/
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lfw_funneled/Carey_Lowell/
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lfw_funneled/Andy_Garcia/
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lfw_funneled/Jesse_James_Leija/
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lfw_funneled/Meryl_Streep/
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lfw_funneled/Michelle_Chiklis/
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lfw_funneled/Jeremy_Wotherspoon/
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lfw_funneled/Billy_Crawford/
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lfw_funneled/Job_Cohen/
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lfw_funneled/Dule_Hill/
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lfw_funneled/Lee_Byung-woong/
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lfw_funneled/Gene_Hackman/
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lfw_funneled/Daniel_Day-Lewis/
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lfw_funneled/Ana_Claudia_Talancon/
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lfw_funneled/Scott_Rudin/
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lfw_funneled/Kathy_Bates/
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lfw_funneled/Shireen_Amir_Begum/
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lfw_funneled/William_Umbach/
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lfw_funneled/Monte_Kiffin/
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lfw_funneled/Sarah_Weddington/
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lfw_funneled/Randy_Brown/
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lfw_funneled/Wilma_McNabb/
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lfw_funneled/Princess_Victoria/
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lfw_funneled/Rich_Gannon/
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lfw_funneled/Boris_Jordan/
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lfw_funneled/Alek_Wek/
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lfw_funneled/Christian_Lacroix/
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lfw_funneled/Mufti_Mohammad_Syed/
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lfw_funneled/Vladimiro_Montesinos/
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lfw_funneled/Henrique_Meirelles/
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lfw_funneled/Suzie_McConnell_Serio/
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lfw_funneled/Alexander_Losyukov/
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lfw_funneled/Mary_Bono/
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lfw_funneled/Gerald_Ford/
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lfw_funneled/Lloyd_Ward/
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lfw_funneled/Jack_Nicholson/
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lfw_funneled/Nathirah_Hussein/
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lfw_funneled/Harvey_Weinstein/
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lfw_funneled/Laura_Pausini/
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lfw_funneled/Paul_Bettany/
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lfw_funneled/Brandon_Knight/
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lfw_funneled/Richard_Crenna/
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lfw_funneled/Angela_Alvarado_Rosa/
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lfw_funneled/Kieran_Culkin/
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lfw_funneled/Evan_Marriott/
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lfw_funneled/Guillaume_Cannet/
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lfw_funneled/Claire_Leger/
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lfw_funneled/Emily_Mortimer/
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lfw_funneled/David_Arquette/
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lfw_funneled/Tim_Blake_Nelson/
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lfw_funneled/Yoo_Jay-Kun/
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lfw_funneled/Amram_Mitzna/
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lfw_funneled/Martin_Brooke/
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lfw_funneled/Jessica_Lange/
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lfw_funneled/Jan_Peter_Balkenende/
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lfw_funneled/Scott_Dalton/
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lfw_funneled/John_Lynch/
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lfw_funneled/Ronde_Barber/
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lfw_funneled/Bill_Callahan/
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lfw_funneled/Kyle_McLaren/
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lfw_funneled/Joel_Gallen/
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lfw_funneled/Jimmy_Iovine/
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lfw_funneled/Hayden_Panettiere/
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lfw_funneled/Bob_Bowlsby/
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lfw_funneled/Melissa_Joan_Hart/
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lfw_funneled/Steve_Peace/
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lfw_funneled/Leonardo_Del_Vecchio/
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lfw_funneled/Steve_Zahn/
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lfw_funneled/Kostya_Tszyu/
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lfw_funneled/Thomas_Day/
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lfw_funneled/David_Brinkley/
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lfw_funneled/Guillaume_Soro/
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lfw_funneled/Brett_Perry/
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lfw_funneled/Iain_Richmond/
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lfw_funneled/Tina_Andrews/
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lfw_funneled/Michael_Denzel/
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lfw_funneled/Vaclav_Klaus/
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lfw_funneled/Dimitri_Perricos/
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lfw_funneled/Stephen_Oake/
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lfw_funneled/Kristin_Chenoweth/
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lfw_funneled/Timothy_Goebel/
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lfw_funneled/Nathalie_Dechy/
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lfw_funneled/Paddy_Long/
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lfw_funneled/JJ_Redick/
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lfw_funneled/Faye_Wong/
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lfw_funneled/Amy_Redford/
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lfw_funneled/Troy_Garity/
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lfw_funneled/Azmi_Bishara/
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lfw_funneled/Jose_Cevallos/
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lfw_funneled/Rick_Husband/
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lfw_funneled/Brad_Pitt/
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lfw_funneled/Shavon_Earp/
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lfw_funneled/Evgeni_Plushenko/
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lfw_funneled/Gina_Lollobrigida/
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lfw_funneled/Zurab_Tsereteli/
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lfw_funneled/Joe_DeLamielleure/
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lfw_funneled/Maurice_Cheeks/
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lfw_funneled/Arnold_Scott/
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lfw_funneled/Jonathan_Karsh/
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lfw_funneled/Andrew_Jarecki/
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lfw_funneled/Barbora_Strycova/
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lfw_funneled/Laurent_Woulzy/
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lfw_funneled/Michael_Dell/
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lfw_funneled/Stephane_Rochon/
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lfw_funneled/Tom_Coverdale/
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lfw_funneled/Mark_Hamister/
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lfw_funneled/Maria_Burks/
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lfw_funneled/Derrick_Rodgers/
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lfw_funneled/Jean-Pierre_Bemba/
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lfw_funneled/Gwen_Stefani/
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lfw_funneled/Alberto_Gonzales/
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lfw_funneled/Alecos_Markides/
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lfw_funneled/Jennifer_Tilly/
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lfw_funneled/Dominik_Hrbaty/
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lfw_funneled/Scott_Hamilton/
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lfw_funneled/Gary_Locke/
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lfw_funneled/Milan_Milutinovic/
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lfw_funneled/Maryn_McKenna/
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lfw_funneled/Frank_Wycheck/
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lfw_funneled/E_Clay_Shaw/
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lfw_funneled/Dexter_Jackson/
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lfw_funneled/Dexter_Jackson/Dexter_Jackson_0002.jpg
lfw_funneled/Don_Hewitt/
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lfw_funneled/Pat_Riley/
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lfw_funneled/Craig_David/
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lfw_funneled/Dave_Robertson/
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lfw_funneled/Princess_Diana/
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lfw_funneled/Rosario_Dawson/
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lfw_funneled/Gerrit_Zalm/
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lfw_funneled/Jeremy_Shockey/
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lfw_funneled/Jeremy_Shockey/Jeremy_Shockey_0002.jpg
lfw_funneled/Gabriel_Farhi/
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lfw_funneled/Bill_Mauldin/
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lfw_funneled/Maxim_Afinogenov/
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lfw_funneled/Maureen_Fanning/
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lfw_funneled/Maureen_Fanning/Maureen_Fanning_0002.jpg
lfw_funneled/Tippi_Hedren/
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lfw_funneled/Tippi_Hedren/Tippi_Hedren_0002.jpg
lfw_funneled/Aretha_Franklin/
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lfw_funneled/Robbie_Fowler/
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lfw_funneled/Robbie_Fowler/Robbie_Fowler_0002.jpg
lfw_funneled/Carlos_Barra/
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lfw_funneled/Ignatius_Wang/
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lfw_funneled/John_Elway/
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lfw_funneled/Dieter_Zetsche/
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lfw_funneled/Rachel_Leigh_Cook/
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lfw_funneled/Kevin_Keegan/
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lfw_funneled/Jafar_Umar_Thalib/
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lfw_funneled/Len_Jenoff/
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lfw_funneled/Len_Jenoff/Len_Jenoff_0002.jpg
lfw_funneled/Narayan_Singh_Pun/
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lfw_funneled/Alisha_Richman/
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lfw_funneled/Don_Henley/
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lfw_funneled/Debra_Shank/
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lfw_funneled/Tracy_McGrady/
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lfw_funneled/Tracy_McGrady/Tracy_McGrady_0002.jpg
lfw_funneled/Trista_Rehn/
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lfw_funneled/Miguel_Juarez_Perez/
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lfw_funneled/Juan_Manuel_Marquez/
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lfw_funneled/Juan_Manuel_Marquez/Juan_Manuel_Marquez_0003.jpg
lfw_funneled/Troy_Aikman/
lfw_funneled/Troy_Aikman/Troy_Aikman_0001.jpg
lfw_funneled/Paul_Michael_Daniels/
lfw_funneled/Paul_Michael_Daniels/Paul_Michael_Daniels_0001.jpg
lfw_funneled/Sally_Clark/
lfw_funneled/Sally_Clark/Sally_Clark_0001.jpg
lfw_funneled/Brian_McIntyre/
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lfw_funneled/Gunter_Pleuger/
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lfw_funneled/Gunter_Pleuger/Gunter_Pleuger_0007.jpg
lfw_funneled/Larry_Lucchino/
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lfw_funneled/Larry_Lucchino/Larry_Lucchino_0002.jpg
lfw_funneled/Brigitte_Boisselier/
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lfw_funneled/Brigitte_Boisselier/Brigitte_Boisselier_0002.jpg
lfw_funneled/Saeed_Anwar/
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lfw_funneled/Richard_Reid/
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lfw_funneled/Tara_VanDerveer/
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lfw_funneled/Don_Boudria/
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lfw_funneled/Emilio_Botin/
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lfw_funneled/Melvin_Talbert/
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lfw_funneled/Bernard_Siegel/
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lfw_funneled/Carolyn_Dawn_Johnson/
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lfw_funneled/Carolyn_Dawn_Johnson/Carolyn_Dawn_Johnson_0002.jpg
lfw_funneled/Carolyn_Dawn_Johnson/Carolyn_Dawn_Johnson_0003.jpg
lfw_funneled/Leslie_Moonves/
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lfw_funneled/Leslie_Moonves/Leslie_Moonves_0002.jpg
lfw_funneled/Julien_Varlet/
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lfw_funneled/Pat_Summitt/
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lfw_funneled/Lee_Hyung-taik/
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lfw_funneled/Ludwig_Ovalle/
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lfw_funneled/Jennette_Bradley/
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lfw_funneled/Patsy_Hardy/
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lfw_funneled/Grace_Brinell/
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lfw_funneled/Roy_Blunt/
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lfw_funneled/Jaymon_Crabb/
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lfw_funneled/Marc_Leger/
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lfw_funneled/Aidan_Quinn/
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lfw_funneled/Jerome_Golmard/
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lfw_funneled/Lisa_Stansfield/
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lfw_funneled/Jong_Wook_Lee/
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lfw_funneled/Charles_Bell/
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lfw_funneled/Nobuyuki_Idei/
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lfw_funneled/Norio_Ohga/
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lfw_funneled/David_Caraway/
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lfw_funneled/David_Caraway/David_Caraway_0002.jpg
lfw_funneled/Nathalie_Baye/
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lfw_funneled/Paul_Farley/
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lfw_funneled/Julia_Ormond/
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lfw_funneled/Itzhak_Perlman/
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lfw_funneled/Zoe_Ball/
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lfw_funneled/Regina_Ip/
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lfw_funneled/Michael_Frayn/
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lfw_funneled/Brian_Lara/
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lfw_funneled/Piotr_Anderszewski/
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lfw_funneled/Hilary_McKay/
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lfw_funneled/Peter_Mugyeni/
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lfw_funneled/Barry_Williams/
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lfw_funneled/Della_Clara/
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lfw_funneled/Juan_Carlos_Morales/
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lfw_funneled/Reina_Hayes/
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lfw_funneled/Michael_Guiler/
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lfw_funneled/Anthony_Lee_Johnson/
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lfw_funneled/Todd_Petit/
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lfw_funneled/Bobby_Goldwater/
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lfw_funneled/Earl_Campbell/
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lfw_funneled/Michael_Michele/
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lfw_funneled/Louis_Van_Gaal/
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lfw_funneled/Dan_Bartlett/
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lfw_funneled/Claire_Tomalin/
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lfw_funneled/Megan_Mullally/
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lfw_funneled/Brian_Kerr/
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lfw_funneled/Robert_Beck/
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lfw_funneled/Abdullah_Nasseef/
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lfw_funneled/Natasha_McElhone/
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lfw_funneled/Virgina_Ruano_Pascal/
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lfw_funneled/Masahiko_Nagasawa/
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lfw_funneled/Masahiko_Nagasawa/Masahiko_Nagasawa_0002.jpg
lfw_funneled/Takashi_Sorimachi/
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lfw_funneled/Takashi_Sorimachi/Takashi_Sorimachi_0002.jpg
lfw_funneled/Rudolph_Holton/
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lfw_funneled/Pascal_Affi_Nguessan/
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lfw_funneled/Gianni_Agnelli/
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lfw_funneled/Joxel_Garcia/
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lfw_funneled/Suzanne_Somers/
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lfw_funneled/Sereyvuth_Kem/
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lfw_funneled/Adam_Mair/
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lfw_funneled/Janet_Chandler/
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lfw_funneled/Hideki_Matsui/
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lfw_funneled/Todd_Reid/
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lfw_funneled/Tom_Izzo/
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lfw_funneled/Aby_Har-Even/
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lfw_funneled/James_Baker/
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lfw_funneled/Leon_Silver/
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lfw_funneled/Gerard_Tronche/
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lfw_funneled/Terje_Roed-Larsen/
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lfw_funneled/Terje_Roed-Larsen/Terje_Roed-Larsen_0002.jpg
lfw_funneled/Tracee_Ellis_Ross/
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lfw_funneled/Allan_Houston/
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lfw_funneled/Robin_Wagner/
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lfw_funneled/Yasar_Yakis/
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lfw_funneled/Feliciano_Lopez/
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lfw_funneled/Luciano_Bovicelli/
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lfw_funneled/Ainsworth_Dyer/
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lfw_funneled/Nathan_Smith/
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lfw_funneled/Marlene_Weingartner/
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lfw_funneled/Marlene_Weingartner/Marlene_Weingartner_0002.jpg
lfw_funneled/Paul_Newman/
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lfw_funneled/Joanne_Woodward/
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lfw_funneled/Lim_Dong-won/
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lfw_funneled/Lim_Dong-won/Lim_Dong-won_0002.jpg
lfw_funneled/Thomas_Gottschalk/
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lfw_funneled/Anja_Paerson/
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lfw_funneled/Janica_Kostelic/
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lfw_funneled/Janica_Kostelic/Janica_Kostelic_0002.jpg
lfw_funneled/Paul_Wals/
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lfw_funneled/Guillermo_Ruiz_Polanco/
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lfw_funneled/Tommy_Amaker/
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lfw_funneled/Jessica_Brungo/
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lfw_funneled/Stanley_Nelson/
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lfw_funneled/Peter_OToole/
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lfw_funneled/Leonard_Hamilton/
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lfw_funneled/Leonard_Hamilton/Leonard_Hamilton_0002.jpg
lfw_funneled/Gina_Centrello/
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lfw_funneled/Edie_Falco/
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lfw_funneled/Edie_Falco/Edie_Falco_0002.jpg
lfw_funneled/George_Foreman/
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lfw_funneled/George_Foreman/George_Foreman_0002.jpg
lfw_funneled/Pete_Beaudrault/
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lfw_funneled/Steven_Van_Zandt/
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lfw_funneled/William_Overlin/
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lfw_funneled/Hussam_Mohammed_Amin/
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lfw_funneled/Rachel_Wheatley/
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lfw_funneled/Jim_Jeffords/
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lfw_funneled/Christopher_Patten/
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lfw_funneled/Christopher_Patten/Christopher_Patten_0002.jpg
lfw_funneled/Davey_Johnson/
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lfw_funneled/Victor_Garber/
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lfw_funneled/Paul_Luvera/
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lfw_funneled/John_Salazar/
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lfw_funneled/Tom_Tunney/
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lfw_funneled/Ted_Turner/
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lfw_funneled/Roel_Campos/
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lfw_funneled/Rosny_Desroches/
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lfw_funneled/Enola_Rice/
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lfw_funneled/Bianca_Jagger/
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lfw_funneled/Van_Hilley/
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lfw_funneled/Diana_Krall/
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lfw_funneled/Michael_Bolton/
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lfw_funneled/David_Heyman/
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lfw_funneled/King_Bhumibol_Adulyadej/
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lfw_funneled/Shania_Twain/
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lfw_funneled/Inocencio_Arias/
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lfw_funneled/George_Maxwell_Richards/
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lfw_funneled/Jim_Greenwood/
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lfw_funneled/Jean-Marc_de_La_Sabliere/
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lfw_funneled/Tommy_Shane_Steiner/
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lfw_funneled/Joseph_Salgado/
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lfw_funneled/Joanne_Duquette/
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lfw_funneled/Katalin_Kollat/
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lfw_funneled/Noer_Muis/
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lfw_funneled/Cari_Davis/
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lfw_funneled/John_Nimmo/
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lfw_funneled/Sok_An/
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lfw_funneled/Brandon_Larson/
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lfw_funneled/Yoelbi_Quesada/
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lfw_funneled/Chris_Cornell/
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lfw_funneled/Minnie_Mendoza/
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lfw_funneled/Rachel_Corrie/
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lfw_funneled/Rick_Stansbury/
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lfw_funneled/Brad_Wilk/
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lfw_funneled/Stanley_McChrystal/
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lfw_funneled/Ronald_Harwood/
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lfw_funneled/Sharess_Harrell/
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lfw_funneled/Caroline_Link/
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lfw_funneled/Christopher_Conyers/
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lfw_funneled/Spike_Helmick/
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lfw_funneled/Susan_Walvius/
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lfw_funneled/Candace_Sutton/
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lfw_funneled/Hamad_Bin_Jassim/
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lfw_funneled/Mohammad_Mustapha_Miro/
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lfw_funneled/Russell_Coutts/
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lfw_funneled/Edgar_Savisaar/
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lfw_funneled/Stacy_Dragila/
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lfw_funneled/Roy_Williams/
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lfw_funneled/Howard_Stern/
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lfw_funneled/Ahmet_Demir/
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lfw_funneled/Dick_Jauron/
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lfw_funneled/Nathan_Doudney/
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lfw_funneled/Jeff_Weaver/
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lfw_funneled/Bill_Carmody/
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lfw_funneled/Vytas_Danelius/
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lfw_funneled/Mario_Dumont/
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lfw_funneled/George_Lucas/
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lfw_funneled/Faisal_Saleh_Hayat/
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lfw_funneled/Thomas_Watjen/
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lfw_funneled/Mladen_Naletilic/
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lfw_funneled/Sven_Ottke/
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lfw_funneled/Robert_Durst/
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lfw_funneled/Ricky_Ponting/
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lfw_funneled/Sarah_Wynter/
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lfw_funneled/Suzanne_Fox/
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lfw_funneled/Dennis_Johnson/
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lfw_funneled/Chelsea_Clinton/
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lfw_funneled/John_Hartson/
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lfw_funneled/Alfred_Sant/
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lfw_funneled/Claudia_Pechstein/
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lfw_funneled/Stella_Tennant/
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lfw_funneled/Jose_Jose/
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lfw_funneled/Nizar_Trabelsi/
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lfw_funneled/Olivier_Rochus/
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lfw_funneled/Felix_Doh/
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lfw_funneled/Ray_Lucas/
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lfw_funneled/Dieter_Holzer/
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lfw_funneled/James_Maguire/
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lfw_funneled/Thomas_Scavone/
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lfw_funneled/Sigourney_Weaver/
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lfw_funneled/Rainer_Gut/
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lfw_funneled/Rodolfo_Abalos/
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lfw_funneled/Michael_Wayne/
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lfw_funneled/Sanjay_Gupta/
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lfw_funneled/Steven_Briggs/
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lfw_funneled/Penny_Dupuie/
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lfw_funneled/Denise_Locke/
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lfw_funneled/Cindy_Zagorski/
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lfw_funneled/Khader_Rashid_Rahim/
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lfw_funneled/Francis_Collins/
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lfw_funneled/Andrew_Shutley/
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lfw_funneled/Diane_Ladd/
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lfw_funneled/Ted_Nolan/
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lfw_funneled/Edward_Lu/
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lfw_funneled/Ray_Wasden/
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lfw_funneled/James_Brazelton/
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lfw_funneled/Vladimir_Golovlyov/
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lfw_funneled/Martin_Gecht/
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lfw_funneled/Odilia_Collazo/
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lfw_funneled/Horacio_Julio_Pina/
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lfw_funneled/Taylyn_Solomon/
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lfw_funneled/Nicholas_Byron/
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lfw_funneled/Nicholas_Byron/Nicholas_Byron_0002.jpg
lfw_funneled/Kim_Gandy/
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lfw_funneled/Astrid_Eyzaguirre/
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lfw_funneled/Ajit_Agarkar/
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lfw_funneled/Yuvraj_Singh/
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lfw_funneled/Jean-Sebastien_Giguere/
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lfw_funneled/Jean-Sebastien_Giguere/Jean-Sebastien_Giguere_0002.jpg
lfw_funneled/Ben_Betts/
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lfw_funneled/Jim_Nochols/
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lfw_funneled/Peter_Sejna/
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lfw_funneled/Charlotte_Casiraghi/
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lfw_funneled/Julien_Boutter/
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lfw_funneled/Charles_Rogers/
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lfw_funneled/Max_Mosley/
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lfw_funneled/Oliver_Stone/
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lfw_funneled/Sergei_Yushenkov/
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lfw_funneled/Jan_van_Breda_Kolff/
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lfw_funneled/Barzan_al-Tikriti/
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lfw_funneled/Lindsey_Graham/
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lfw_funneled/Lindsey_Graham/Lindsey_Graham_0002.jpg
lfw_funneled/Hanns_Schumacher/
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lfw_funneled/Sandy_Smith/
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lfw_funneled/McGuire_Gibson/
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lfw_funneled/Denise_van_Outen/
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lfw_funneled/Filippo_Volandri/
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lfw_funneled/Giancarlo_Fisichella/
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lfw_funneled/Alexander_Lukashenko/
lfw_funneled/Alexander_Lukashenko/Alexander_Lukashenko_0001.jpg
lfw_funneled/Mile_Mrksic/
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lfw_funneled/Carl_Pope/
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lfw_funneled/Margie_Puente/
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lfw_funneled/Joan_Dangerfield/
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lfw_funneled/Rodney_Dangerfield/
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lfw_funneled/Claudio_Ranieri/
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lfw_funneled/Jorge_Arce/
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lfw_funneled/Doc_Rivers/
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lfw_funneled/Fernando_Velardez/
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lfw_funneled/Michael_Brandon/
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lfw_funneled/Melchor_Cob_Castro/
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lfw_funneled/Stephen_Cooper/
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lfw_funneled/Asif_Hanif/
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lfw_funneled/Koichiro_Matsuura/
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lfw_funneled/Sharon_Robinson/
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lfw_funneled/Jim_Bunning/
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lfw_funneled/Tatjana_Gsell/
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lfw_funneled/Franz_Gsell/
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lfw_funneled/Yory_Boy_Campas/
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lfw_funneled/Daryl_Parks/
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lfw_funneled/Shigeo_Nagashima/
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lfw_funneled/Lois_Smart/
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lfw_funneled/Carlton_Baugh/
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lfw_funneled/Pat_Burns/
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lfw_funneled/Lee_Ann_Knight/
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lfw_funneled/Rod_Jong-il/
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lfw_funneled/Bruce_Van_De_Velde/
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lfw_funneled/Bruce_Van_De_Velde/Bruce_Van_De_Velde_0002.jpg
lfw_funneled/Paul_Wilson/
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lfw_funneled/Lester_Holt/
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lfw_funneled/Ricardo_Lopez_Murphy/
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lfw_funneled/Brian_Billick/
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lfw_funneled/Marwan_Muasher/
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lfw_funneled/Iveta_Benesova/
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lfw_funneled/Bill_Richardson/
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lfw_funneled/Chris_Crocker/
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lfw_funneled/Kevin_Millwood/
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lfw_funneled/Florencia_Kirchner/
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lfw_funneled/Lucie_Lapovsky/
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lfw_funneled/Angel_Maza/
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lfw_funneled/Asmaa_Assad/
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lfw_funneled/Martin_Keown/
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lfw_funneled/Mickey_Loomis/
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lfw_funneled/Brian_Weaver/
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lfw_funneled/Mike_Sherman/
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lfw_funneled/Kate_Richardson/
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lfw_funneled/Bill_Kollar/
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lfw_funneled/Esad_Landzo/
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lfw_funneled/Queen_Noor/
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lfw_funneled/Robbie_Coltrane/
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lfw_funneled/Fred_Swan/
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lfw_funneled/Patti_Smith/
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lfw_funneled/Zdravko_Mucic/
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lfw_funneled/Colleen_Jones/
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lfw_funneled/Juergen_Peters/
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lfw_funneled/Perry_Compton/
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lfw_funneled/Calvin_Joseph_Coleman/
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lfw_funneled/Ibrahim_Hilal/
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lfw_funneled/Phil_Mickelson/
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lfw_funneled/Kaye_Young/
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lfw_funneled/Imad_Moustapha/
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lfw_funneled/Nikolay_Davydenko/
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lfw_funneled/Jane_Riley/
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lfw_funneled/Elvis_Stojko/
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lfw_funneled/Alonzo_Mourning/
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lfw_funneled/Mike_Gable/
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lfw_funneled/Eladio_Larez/
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lfw_funneled/Eliott_Spitzer/
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lfw_funneled/David_Collenette/
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lfw_funneled/James_Young/
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lfw_funneled/Christopher_Amolsch/
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lfw_funneled/Clive_Lloyd/
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lfw_funneled/Monique_Gagnon-Tremblay/
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lfw_funneled/Serge_Tchuruk/
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lfw_funneled/Bobby_Jackson/
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lfw_funneled/Daniel_Chin/
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lfw_funneled/Jim_Flaherty/
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lfw_funneled/Priyanka_Chopra/
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lfw_funneled/Sushma_Swaraj/
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lfw_funneled/George_Voinovich/
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lfw_funneled/Tab_Turner/
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lfw_funneled/Kirk_Johnson/
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lfw_funneled/Craig_Burley/
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lfw_funneled/Marcus_Garrettson/
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lfw_funneled/Darlene_Garrettson/
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lfw_funneled/Jim_Letten/
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lfw_funneled/Larry_Pleau/
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lfw_funneled/El_Hadji_Diouf/
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lfw_funneled/Roy_Rogers/
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lfw_funneled/Ari_Bousbib/
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lfw_funneled/Yoshiyuki_Kamei/
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lfw_funneled/Lutz_Freitag/
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lfw_funneled/Danny_Morgan/
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lfw_funneled/Carlos_Juarez/
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lfw_funneled/Roger_Suarez/
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lfw_funneled/Geraldo_Rivera/
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lfw_funneled/Jennifer_Gratz/
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lfw_funneled/Brian_Meadors/
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lfw_funneled/Hiroyuki_Yoshino/
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lfw_funneled/Takeo_Fukui/
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lfw_funneled/Steve_Blankenship/
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lfw_funneled/Ernie_Preate/
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lfw_funneled/Robert_Kipkoech_Cheruiyot/
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lfw_funneled/Troy_Jenkins/
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lfw_funneled/Jason_Sorens/
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lfw_funneled/Mike_Stefanik/
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lfw_funneled/Erwin_Mapasseng/
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lfw_funneled/Federico_Castelan_Sayre/
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lfw_funneled/Makiya_Ali_Hassan/
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lfw_funneled/Mariam_Ali_Hassan/
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lfw_funneled/Laurence_Tribe/
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lfw_funneled/Charley_Armey/
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lfw_funneled/Richard_Langille/
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lfw_funneled/Rafeeuddin_Ahmed/
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lfw_funneled/Anthony_Scott_Miller/
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lfw_funneled/Brian_Gregory/
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lfw_funneled/Buford_Blount/
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lfw_funneled/Jack_Smith/
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lfw_funneled/Jan_Paul_Miller/
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lfw_funneled/JP_Suarez/
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lfw_funneled/Pat_Wharton/
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lfw_funneled/Leslie_Wiser_Jr/
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lfw_funneled/Debra_Yang/
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lfw_funneled/Jim_Schwarz/
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lfw_funneled/Trisha_Meili/
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lfw_funneled/Meirion_Evans/
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lfw_funneled/Heinrich_Wolfgang/
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lfw_funneled/Yuri_Malenchenko/
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lfw_funneled/William_Cocksedge/
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lfw_funneled/Rick_Lu/
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lfw_funneled/Leo_Mullin/
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lfw_funneled/Larry_Nichols/
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lfw_funneled/Tracee_Treadwell/
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lfw_funneled/Lewis_Booth/
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lfw_funneled/MC_Hammer/
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lfw_funneled/Gabrielle_Union/
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lfw_funneled/Manuel_Jesus/
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lfw_funneled/Kevin_James/
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lfw_funneled/Hadley_Bilger/
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lfw_funneled/Rowan_Williams/
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lfw_funneled/SJ_Twu/
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lfw_funneled/Keizo_Yamada/
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lfw_funneled/Margaret_Okayo/
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lfw_funneled/Hikmat_al-Azzawi/
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lfw_funneled/Billy_Gilman/
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lfw_funneled/Raul_Rivero/
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lfw_funneled/Todd_Robbins/
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lfw_funneled/Sivan_Klein/
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lfw_funneled/Boris_Berezovsky/
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lfw_funneled/Jacqueline_Obradors/
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lfw_funneled/Larenz_Tate/
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lfw_funneled/James_Sensenbrenner/
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lfw_funneled/William_McDonough/
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lfw_funneled/Danny_Glover/
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lfw_funneled/Jimmy_Lee/
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lfw_funneled/Peter_Fitzgerald/
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lfw_funneled/Kirk_Franklin/
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lfw_funneled/Eduardo_Romero/
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lfw_funneled/Dennis_Oswald/
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lfw_funneled/Justin_Marshall/
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lfw_funneled/Shoshana_Johnson/
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lfw_funneled/Ronald_Young_Jr/
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lfw_funneled/Bernadette_Peters/
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lfw_funneled/Lokendra_Bahadur_Chand/
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lfw_funneled/Lauren_Killian/
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lfw_funneled/Juan_Carlos/
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lfw_funneled/Koichi_Haraguchi/
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lfw_funneled/Grady_Little/
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lfw_funneled/James_Hallock/
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lfw_funneled/Askar_Akayev/
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lfw_funneled/Sam_Gerald/
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lfw_funneled/Jamie_Kellner/
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lfw_funneled/Richard_Daley/
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lfw_funneled/Masaru_Hayami/
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lfw_funneled/Suzanne_Gaudet/
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lfw_funneled/Mara_Georges/
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lfw_funneled/Imad_Khadduri/
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lfw_funneled/Ain_Seppik/
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lfw_funneled/Bill_Nelson/
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lfw_funneled/Emma_Nicholson/
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lfw_funneled/Pete_Gillen/
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lfw_funneled/Benjamin_Franklin/
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lfw_funneled/Larry_Hahn/
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lfw_funneled/Steve_Nesbitt/
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lfw_funneled/Mark_Broxmeyer/
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lfw_funneled/Matthew_McConaughey/
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lfw_funneled/Bill_Readdy/
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lfw_funneled/Michael_Boyce/
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lfw_funneled/Charles_Richardson/
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lfw_funneled/Eriko_Tamura/
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lfw_funneled/Elisha_Cuthbert/
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lfw_funneled/Melissa_Gilbert/
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lfw_funneled/James_Wallack/
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lfw_funneled/Ellen_Pompeo/
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lfw_funneled/Jung_Bong/
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lfw_funneled/Talal_Keenaan/
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lfw_funneled/Keith_Lowen/
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lfw_funneled/Rob_Ramsay/
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lfw_funneled/Dan_Ackroyd/
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lfw_funneled/Lorne_Michaels/
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lfw_funneled/Octavio_Lara/
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lfw_funneled/Jake_Brace/
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lfw_funneled/Hilmi_Akin_Zorlu/
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lfw_funneled/Michael_Arif/
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lfw_funneled/Peter_Albertsen/
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lfw_funneled/Rolandas_Paksas/
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lfw_funneled/Phil_Cullen/
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lfw_funneled/Judy_Genshaft/
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lfw_funneled/Farouk_Kaddoumi/
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lfw_funneled/Shingo_Katayama/
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lfw_funneled/John_Darby/
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lfw_funneled/Alfredo_Moreno/
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lfw_funneled/Jerry_Angelo/
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lfw_funneled/Henry_Kissinger/
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lfw_funneled/Aleksander_Voloshin/
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lfw_funneled/Tom_Moss/
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lfw_funneled/Bill_Kong/
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lfw_funneled/Sybille_Schmid/
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lfw_funneled/Gerhard_Schmid/
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lfw_funneled/Mary_Sue_Coleman/
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lfw_funneled/Greg_Kinnear/
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lfw_funneled/Norman_Jewison/
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lfw_funneled/David_Hanson/
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lfw_funneled/Leni_Bjorklund/
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lfw_funneled/Deb_Santos/
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lfw_funneled/Paul_Crake/
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lfw_funneled/Owen_Wilson/
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lfw_funneled/Randy_Jackson/
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lfw_funneled/Zalmay_Khalilzad/
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lfw_funneled/Kenneth_Dam/
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lfw_funneled/Jo_Joong-hyon/
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lfw_funneled/Colleen_OClair/
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lfw_funneled/Craig_OClair/
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lfw_funneled/Ann_Morgan/
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lfw_funneled/Fann_Wong/
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lfw_funneled/Lana_Clarkson/
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lfw_funneled/Dai_Chul_Chyung/
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lfw_funneled/Walid_Al-Awadi/
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lfw_funneled/Kent_Rominger/
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lfw_funneled/Cindy_Moll/
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lfw_funneled/Vince_Vaughan/
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lfw_funneled/Karin_Viard/
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lfw_funneled/Gideon_Yago/
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lfw_funneled/Herbie_Hancock/
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lfw_funneled/Cathy_Cunningham/
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lfw_funneled/Desmon_Farmer/
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lfw_funneled/BB_King/
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lfw_funneled/Luo_Linquan/
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lfw_funneled/Clark_Randt/
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lfw_funneled/Arif_Mardin/
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lfw_funneled/Picabo_Street/
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lfw_funneled/Ivan_Shvedoff/
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lfw_funneled/Chea_Sophara/
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lfw_funneled/Shawn_Kemp/
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lfw_funneled/Gary_Forsee/
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lfw_funneled/Howard_Ross/
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lfw_funneled/Chip_Ganassi/
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lfw_funneled/Billy_Donovan/
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lfw_funneled/Steven_Craig/
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lfw_funneled/Richard_Lugar/
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lfw_funneled/George_Allen/
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lfw_funneled/John_Sununu/
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lfw_funneled/Collis_Temple_III/
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lfw_funneled/Chuck_Eidson/
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lfw_funneled/Jerry_McEntee/
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lfw_funneled/Helene_Eksterowicz/
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lfw_funneled/Casey_Mears/
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lfw_funneled/Noer_Moeis/
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lfw_funneled/Juergen_Schrempp/
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lfw_funneled/Dionne_Warwick/
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lfw_funneled/Claudette_Robinson/
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lfw_funneled/Clifford_Etienne/
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lfw_funneled/Qian_Qichen/
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lfw_funneled/John_Ruiz/
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lfw_funneled/Eric_Shinseki/
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lfw_funneled/Alberto_Sordi/
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lfw_funneled/Derek_Bond/
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lfw_funneled/Bill_Doba/
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lfw_funneled/Linda_Mason/
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lfw_funneled/Stephen_Covey/
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lfw_funneled/Chris_Klein/
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lfw_funneled/Bob_Ferguson/
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lfw_funneled/Natalia_Vodonova/
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lfw_funneled/Oscar_de_la_Renta/
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lfw_funneled/David_Ballantyne/
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lfw_funneled/Brett_Hull/
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lfw_funneled/Mauricio_Pochetino/
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lfw_funneled/Glenn_Plummer/
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lfw_funneled/Gina_Gershon/
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lfw_funneled/Peter_Max/
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lfw_funneled/Jeff_Dederian/
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lfw_funneled/Bill_Clancy/
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lfw_funneled/Dirk_Kempthorne/
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lfw_funneled/John_Baldacci/
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lfw_funneled/Francis_Mer/
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lfw_funneled/Yves_Brodeur/
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lfw_funneled/Richard_Sterner/
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lfw_funneled/Phil_Johnson/
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lfw_funneled/Bode_Miller/
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lfw_funneled/Naomi_Hayashi/
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lfw_funneled/Spike_Jonze/
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lfw_funneled/Franck_Cerutti/
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lfw_funneled/Alain_Ducasse/
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lfw_funneled/Ricky_Cottrill/
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lfw_funneled/Brian_Clemens/
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lfw_funneled/Mauro_Viza/
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lfw_funneled/Queen_Silvia/
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lfw_funneled/Dan_LaCoutre/
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lfw_funneled/Eminem/
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lfw_funneled/George_Blaney/
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lfw_funneled/Michael_Winterbottom/
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lfw_funneled/Albert_Montanes/
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lfw_funneled/Daniel_Osorno/
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lfw_funneled/Lars_Burgsmuller/
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lfw_funneled/Ibrahim_Al-Marashi/
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lfw_funneled/Rosalie_Perkov/
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lfw_funneled/Tom_Christerson/
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lfw_funneled/Zhang_Yimou/
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lfw_funneled/Cynthia_Rowley/
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lfw_funneled/Andre_Lange/
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lfw_funneled/Maureen_Kanka/
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lfw_funneled/William_Genego/
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lfw_funneled/Mario_Puzo/
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lfw_funneled/Dominick_Dunne/
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lfw_funneled/John_Tyson/
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lfw_funneled/Kim_Hong-up/
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lfw_funneled/Gabriella_Bo/
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lfw_funneled/Ray_Evernham/
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lfw_funneled/Bob_Crippen/
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lfw_funneled/David_Dewhurst/
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lfw_funneled/Milt_Heflin/
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lfw_funneled/Ed_Rendell/
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lfw_funneled/David_Brown/
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lfw_funneled/Chyung_Dai-chul/
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lfw_funneled/Sanjay_Chawla/
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lfw_funneled/David_Przybyszewski/
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lfw_funneled/Laurel_Clark/
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lfw_funneled/Emmit_Smith/
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lfw_funneled/Jerry_Jones/
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lfw_funneled/Kurt_Schottenheimer/
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lfw_funneled/Curtis_Rodriguez/
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lfw_funneled/Bobo_Balde/
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lfw_funneled/Rod_Bryden/
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lfw_funneled/Nathalie_Gagnon/
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lfw_funneled/Hushiar_Zebari/
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lfw_funneled/Seydou_Diarra/
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lfw_funneled/Christiane_Wulff/
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lfw_funneled/Christian_Wulff/
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lfw_funneled/Elijan_Ingram/
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lfw_funneled/Malcolm_Wild/
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lfw_funneled/Lubomir_Zaoralek/
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lfw_funneled/Gerhard_Boekel/
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lfw_funneled/Roland_Koch/
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lfw_funneled/Stephan_Eberharter/
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lfw_funneled/Javier_Bardem/
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lfw_funneled/Juan_Carlos_Ortega/
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lfw_funneled/Atiabet_Ijan_Amabel/
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lfw_funneled/Takaloo/
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lfw_funneled/Daniel_Kurtzer/
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lfw_funneled/Roy_Halladay/
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lfw_funneled/Brandon_Inge/
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lfw_funneled/Uri_Lopolianski/
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lfw_funneled/Bill_Butler/
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lfw_funneled/Cindy_Klassen/
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lfw_funneled/Dave_Barr/
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lfw_funneled/Geovani_Lapentti/
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lfw_funneled/Bill_Stapleton/
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lfw_funneled/Frank_Marshall/
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lfw_funneled/Roger_Etchegaray/
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lfw_funneled/Bryce_Carmine/
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lfw_funneled/Hermes_Gamonal/
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lfw_funneled/Michel_Kratochvil/
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lfw_funneled/David_Rivkin_Jr/
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lfw_funneled/Natalia_Dmitrieva/
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lfw_funneled/Barry_Alvarez/
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lfw_funneled/Isidro_Pastor/
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lfw_funneled/Supachai_Panitchpakdi/
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lfw_funneled/Jerry_Sloan/
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lfw_funneled/Augustin_Calleri/
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lfw_funneled/Zavad_Zarif/
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lfw_funneled/Einars_Repse/
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lfw_funneled/Wally_Szczerbiak/
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lfw_funneled/Hwang_Doo-yun/
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lfw_funneled/Kim_Dong-tae/
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lfw_funneled/Donna_Barrera/
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lfw_funneled/Mark_Martin/
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lfw_funneled/Chris_Pronger/
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lfw_funneled/Abdel_Aziz_Al-Hakim/
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lfw_funneled/Dwain_Kyles/
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lfw_funneled/Ronald_Ito/
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lfw_funneled/Hamad_Bin_Isa_al-Khalifa/
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lfw_funneled/Flavia_Pennetta/
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lfw_funneled/Eurico_Guterres/
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lfw_funneled/Paige_Fitzgerald/
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lfw_funneled/Dunn_Lampton/
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lfw_funneled/Munir_Akram/
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lfw_funneled/Antanas_Valionis/
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lfw_funneled/Bob_Herz/
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lfw_funneled/Dan_Wheldon/
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lfw_funneled/Julio_Iglesias_Jr/
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lfw_funneled/Trudi_Lacey/
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lfw_funneled/Luis_Fonsi/
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lfw_funneled/Mike_Easley/
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lfw_funneled/Najib_al-Salhi/
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lfw_funneled/Patrick_McEnroe/
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lfw_funneled/Joao_Rocha/
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lfw_funneled/Cristian_Barros/
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lfw_funneled/Barry_Bonds/
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lfw_funneled/Jose_Vicente_Rangel/
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lfw_funneled/Bryan_Murray/
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lfw_funneled/Dennis_Powell/
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lfw_funneled/Andy_Bryant/
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lfw_funneled/James_Barksdale/
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lfw_funneled/James_Hughes/
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lfw_funneled/Carolyn_Kuhl/
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lfw_funneled/David_Modell/
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lfw_funneled/Momir_Nikolic/
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lfw_funneled/Chok_Tong_Goh/
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lfw_funneled/Steve_Coogan/
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lfw_funneled/Cecile_de_France/
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lfw_funneled/Gregory_Geoffroy/
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lfw_funneled/Jakob_Kellenberger/
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lfw_funneled/Jessica_Simpson/
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lfw_funneled/Donald_Pettit/
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lfw_funneled/Chris_Thomas/
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lfw_funneled/Kenneth_Bowersox/
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lfw_funneled/Elvis_Costello/
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lfw_funneled/Laura_Hernandez/
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lfw_funneled/Betty_Williams/
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lfw_funneled/Nick_Price/
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lfw_funneled/Joey_Buttafuoco/
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lfw_funneled/Frank_Coraci/
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lfw_funneled/John_Anderson/
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lfw_funneled/Cherry_Jones/
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lfw_funneled/Barbara_De_Brun/
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lfw_funneled/Mitchell_McLaughlin/
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lfw_funneled/Dwayne_Wade/
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lfw_funneled/Andrew_Weissmann/
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lfw_funneled/Lea_Fastow/
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lfw_funneled/Luke_Smith/
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lfw_funneled/Jen_Bice/
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lfw_funneled/Edward_Belvin/
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lfw_funneled/Andrea_Kiser/
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lfw_funneled/Nathalia_Gillot/
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lfw_funneled/Colleen_Donovan/
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lfw_funneled/Sarah_Canale/
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lfw_funneled/Dan_Boyle/
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lfw_funneled/Chawki_Armali/
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lfw_funneled/Roberto_Lavagna/
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lfw_funneled/Roberto_Arguelles/
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lfw_funneled/Teresa_Williams/
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lfw_funneled/Ronald_Perelman/
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lfw_funneled/Stella_Keitel/
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lfw_funneled/Mike_Maroth/
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lfw_funneled/Kathryn_Tucker/
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lfw_funneled/Peter_Rasmussen/
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lfw_funneled/Eli_Stutsman/
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lfw_funneled/Kirsten_Dunst/
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lfw_funneled/Svend_Aage_Jensby/
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lfw_funneled/Rachel_Roy/
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lfw_funneled/Brian_Henson/
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lfw_funneled/Tim_Duncan/
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lfw_funneled/Eric_Snow/
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lfw_funneled/Jason_Petty/
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lfw_funneled/Edmund_Hillary/
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lfw_funneled/Ellen_Engleman/
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lfw_funneled/Ruben_Studdard/
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lfw_funneled/Isabelle_Huppert/
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lfw_funneled/Kellie_Coffey/
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lfw_funneled/Kenny_Brack/
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lfw_funneled/Ewan_McGregor/
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lfw_funneled/Michael_Milton/
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lfw_funneled/Michael_Sheehan/
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lfw_funneled/Goran_Zivkovic/
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lfw_funneled/Ludivine_Sagnier/
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lfw_funneled/Liu_Ye/
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lfw_funneled/Conrad_Black/
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lfw_funneled/Claire_De_Gryse/
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lfw_funneled/Tom_Craddick/
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lfw_funneled/Shinzo_Abe/
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lfw_funneled/Lars_Von_Trier/
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lfw_funneled/Stan_Kroenke/
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lfw_funneled/Donald_Trump/
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lfw_funneled/Rodrigo_Rato/
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lfw_funneled/John_Rowe/
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lfw_funneled/Tim_Norbeck/
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lfw_funneled/Agnelo_Queiroz/
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lfw_funneled/Ilan_Goldfajn/
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lfw_funneled/Rand_Miller/
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lfw_funneled/Catherine_Woodard/
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lfw_funneled/Ricky_Quick/
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lfw_funneled/Richard_Carl/
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lfw_funneled/Heinz_Feldmann/
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lfw_funneled/Nora_Bendijo/
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lfw_funneled/Tamara_Mowry/
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lfw_funneled/Tia_Mowry/
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lfw_funneled/Lisa_Leslie/
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lfw_funneled/Francisco_Urenda/
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lfw_funneled/Takeo_Hiranuma/
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lfw_funneled/Charles_Lebois/
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lfw_funneled/Keith_Urban/
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lfw_funneled/Theresa_Gattung/
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lfw_funneled/Dean_Sheremet/
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lfw_funneled/Choi_Yun-yong/
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lfw_funneled/Bruce_Arena/
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lfw_funneled/Tom_Vilsack/
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lfw_funneled/Cathy_Chisholm/
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lfw_funneled/James_Hakett/
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lfw_funneled/Ibrahim_Haddad/
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lfw_funneled/Richard_Chamberlain/
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lfw_funneled/Chris_Swecker/
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lfw_funneled/Aaron_Pena/
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lfw_funneled/Tommy_Lewis/
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lfw_funneled/Raoul_Ruiz/
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lfw_funneled/Carla_Gay_Balingit/
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lfw_funneled/Svend_Robinson/
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lfw_funneled/Elena_de_Chavez/
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lfw_funneled/Rosemarie_Stack/
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lfw_funneled/Joe_Dumars/
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lfw_funneled/Marion_Fahnestock/
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lfw_funneled/Jean-Luc_Bideau/
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lfw_funneled/Kim_Cattrall/
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lfw_funneled/Angela_Mascia-Frye/
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lfw_funneled/Michael_Hagee/
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lfw_funneled/John_Mabry/
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lfw_funneled/Taku_Yamasaki/
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lfw_funneled/Nicola_Bono/
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lfw_funneled/Chen_Kaige/
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lfw_funneled/Chuanyun_Li/
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lfw_funneled/Seth_Gorney/
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lfw_funneled/Paul_Reiser/
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lfw_funneled/Ken_Kutaragi/
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lfw_funneled/Imam_Samudra/
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lfw_funneled/Stephanie_Cohen_Aloro/
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lfw_funneled/Hideki_Sato/
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lfw_funneled/JT_Snow/
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lfw_funneled/Ray_Sherman/
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lfw_funneled/Arye_Mekel/
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lfw_funneled/Florecita_Cobian/
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lfw_funneled/Lesley_Flood/
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lfw_funneled/Hector_Babenco/
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lfw_funneled/Maria_Luisa_Mendonca/
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lfw_funneled/Caio_Blat/
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lfw_funneled/Jodie_Kidd/
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lfw_funneled/Andy_Rooney/
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lfw_funneled/Pascal_Rheaume/
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lfw_funneled/Amber_Frey/
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lfw_funneled/Stellan_Skarsgard/
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lfw_funneled/Faye_Alibocus/
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lfw_funneled/Joshua_Davey/
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lfw_funneled/Barbara_Bach/
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lfw_funneled/Ringo_Starr/
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lfw_funneled/Bernice_Wong/
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lfw_funneled/Roger_Lyons/
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lfw_funneled/Na_Na_Keum/
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lfw_funneled/Alexandra_Vodjanikova/
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lfw_funneled/Yannos_Papantoniou/
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lfw_funneled/Sanja_Papic/
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lfw_funneled/Paul_Walker/
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lfw_funneled/Jason_Sehorn/
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lfw_funneled/Darko_Milicic/
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lfw_funneled/Katerina_Smrzova/
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lfw_funneled/David_Carradine/
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lfw_funneled/Coco_dEste/
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lfw_funneled/Rene_Antonio_Leon_Rodriguez/
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lfw_funneled/Carlos_Quintanilla_Schmidt/
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lfw_funneled/Bill_Parsons/
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lfw_funneled/Danny_Ainge/
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lfw_funneled/Brad_Alexander_Smith/
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lfw_funneled/Alex_Zanardi/
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lfw_funneled/Steve_Avery/
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lfw_funneled/Matt_Anderson/
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lfw_funneled/Richard_Jefferson/
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lfw_funneled/Leon_Barmore/
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lfw_funneled/Jose_Luis_Santiago_Vasconcelos/
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lfw_funneled/Mary_Matalin/
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lfw_funneled/David_Ho/
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lfw_funneled/Thomas_Ulrich/
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lfw_funneled/Graciano_Rocchigiani/
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lfw_funneled/John_Moe/
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lfw_funneled/Tora_Takagi/
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lfw_funneled/Chris_Neil/
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lfw_funneled/Barbara_Bodine/
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lfw_funneled/Carol_Niedermayer/
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lfw_funneled/Martha_Sahagun_de_Fox/
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lfw_funneled/Laura_Romero/
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lfw_funneled/Szu_Yu_Chen/
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lfw_funneled/Norman_Mineta/
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lfw_funneled/Michael_Killeen/
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lfw_funneled/Wei_Wu/
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lfw_funneled/Wanda_de_la_Jesus/
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lfw_funneled/Steven_Tyler/
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lfw_funneled/Jean-Marc_Olive/
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lfw_funneled/Antonio_Cassano/
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lfw_funneled/Infanta_Cristina/
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lfw_funneled/Glenn_Rivers/
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lfw_funneled/Dino_de_Laurentis/
lfw_funneled/Dino_de_Laurentis/Dino_de_Laurentis_0001.jpg
lfw_funneled/Dino_de_Laurentis/Dino_de_Laurentis_0002.jpg
lfw_funneled/Francis_Ricciardone/
lfw_funneled/Francis_Ricciardone/Francis_Ricciardone_0001.jpg
lfw_funneled/Leticia_Dolera/
lfw_funneled/Leticia_Dolera/Leticia_Dolera_0001.jpg
lfw_funneled/Joseph_Fiennes/
lfw_funneled/Joseph_Fiennes/Joseph_Fiennes_0001.jpg
lfw_funneled/Colin_Prescot/
lfw_funneled/Colin_Prescot/Colin_Prescot_0001.jpg
lfw_funneled/pairs_01.txt
lfw_funneled/pairs_02.txt
lfw_funneled/pairs_03.txt
lfw_funneled/pairs_04.txt
lfw_funneled/pairs_05.txt
lfw_funneled/pairs_06.txt
lfw_funneled/pairs_07.txt
lfw_funneled/pairs_08.txt
lfw_funneled/pairs_09.txt
lfw_funneled/pairs_10.txt
lfw_funneled/pairs.txt
In [ ]:
# write your code here
# from PIL import Image
import glob
from PIL import Image
N=1000
SIZE=(50,50)
def img2vec(path):
# img = plt.imread(path)
# return img.flatten()
img = Image.open(path)
img = img.resize(SIZE,Image.ANTIALIAS)
return np.array(img).flatten()
subspace = np.array([img2vec(dir) for dir in glob.glob('/content/lfw_funneled/*/*.jpg')[:]]).T
In [ ]:
print(subspace.shape)
N_EIGFACE=64
myPCA = sk_PCA(N_EIGFACE)
myPCA.fit(subspace)
reduced_subspace = myPCA.transform(subspace).T
(7500, 13233)
Create function for face approximation visualization using first N basis-"faces".
In [ ]:
reduced_subspace.shape
Out[ ]:
(64, 7500)
In [ ]:
from numpy.ma.core import reshape
# write your code here
shape=(50,50,3)
def vec2img(vec):
new_vec = vec.reshape(shape)
new_vec+= abs(np.min(new_vec))
new_vec-= np.min(new_vec)
new_vec /= np.max(new_vec)
return new_vec
N_BASIS = 64
N_ROWS = 8
from mpl_toolkits.axes_grid1 import ImageGrid
fig = plt.figure(figsize=(16., 16.))
grid = ImageGrid(fig, 111,
nrows_ncols=(N_BASIS//N_ROWS,N_ROWS),
axes_pad=0.1,)
for ax, im in zip(grid, [ vec2img(reduced_subspace[(i+1)*(j+1)-1])
for i in range(N_BASIS//N_ROWS)
for j in range(N_ROWS)]):
ax.imshow(im)
plt.show()
As you may notice, many basis faces have negative elements, although the data itself is purely non-negative. Why is it so, why do we have negative elements from mathematical point of view? In what cases negative elements may be absent in PCA projection vectors?
Because in PCA we are interested in the eigenvectors of the subspace which has the larget covarince. in process of calculation of covariance matrix and centralization of the data(shifting the data by offset e.g mean) we will end up with posetive and negative and non-integer values.
There are matrix decompositions, that may be more useful than SVD in particular cases. For example, non-negative matrix factorization. You should implement it and use at the face dataset.
In [ ]:
# write your code here
epsilon = 1e-10
def get_H(W, H, V):
return H*((W.T.dot(V)) / (W.T.dot(W).dot(H) + epsilon))
def get_W(W, H, V):
return W*((V.dot(H.T)) / (W.dot(H).dot(H.T) +epsilon))
def nnmf(V, rank, iter):
# Initialize
n, m = V.shape
W = np.abs(np.random.randn(1, n, rank))[0]
H = np.abs(np.random.randn(1, rank, m))[0]
loss = []
for i in range(iter):
H = get_H(W, H, V)
W = get_W(W, H, V)
loss.append(sum((V - W.dot(H)).flatten()**2))
return H, W, loss
H,W,loss = nnmf(subspace,N_EIGFACE,10)
In [ ]:
plt.plot(range(1,11),loss)
plt.title('Loss vs Iteration')
plt.show()
print(W.shape)
print(H.shape)
print(subspace.shape)
print(W@H==subspace)
(7500, 64) (64, 13233) (7500, 13233) [[False False False ... False False False] [False False False ... False False False] [False False False ... False False False] ... [False False False ... False False False] [False False False ... False False False] [False False False ... False False False]]
Do not forget to check, that $W H = V$.
Which of those matrices contains basis faces? Why do you think so? What is inside the second matrix?
I think W contains the basis faces because of the shape of the matrix. and I think the second matrix contains the rest of the subspace which is not concidered as the basis of the face subspace.
Compare first five basis faces created by PCA and by NNMF. Write down your observations.
In [ ]:
fig = plt.figure(figsize=(16., 16.))
grid = ImageGrid(fig, 111,
nrows_ncols=(10//5,5),
axes_pad=0.1,)
for ax, im in zip(grid, [vec2img(reduced_subspace[i])for i in range(5)]+[ vec2img(W.T[i])for i in range(5)]):
ax.imshow(im)
plt.show()
I can observer that PCA results in a clear results since it utilizes analytical solution for obtaining the components of the face subspace meanwhile NNMF basis are more noisy due to small number of iterations and big loss. however this loss can approach to zero by increment of the iterations.
Task 3. Important features (1 point)¶
Analyze data from the previous task and highlight the pixels having the greatest variability across the images. Use heatmap for visualization, display it over images from the dataset.
In [ ]:
# write your code here
# 10X10 array
import seaborn as sns
Mvar = np.var(subspace,axis=1).reshape(shape)
r, g, b = Mvar[:,:,0], Mvar[:,:,1], Mvar[:,:,2]
Mvar_gray = 0.2989 * r + 0.5870 * g + 0.1140 * b
sns.heatmap(Mvar_gray)
plt.Figure(figsize=(8,8))
plt.show()
