import pandas as pan
import numpy as np
import plotly.express as px
pays = "au Canada francophone"

Canada francophone¶

mots seuls¶

media1 = pan.read_csv("canada-motsSeuls-media-nettoye.csv", low_memory=False, names=["mot","interactions"])
nonmedia1 = pan.read_csv("canada-motsSeuls-nonmedia-nettoye.csv", low_memory=False, names=["mot","interactions"])

media1

nonmedia1

media1_table = pan.pivot_table(media1,index=["mot"],values=["mot","interactions"],aggfunc=[len,np.sum])
nonmedia1_table = pan.pivot_table(nonmedia1,index=["mot"],values=["mot","interactions"],aggfunc=[len,np.sum])

media1_table

nonmedia1_table

media1_table["type"] = "media"
nonmedia1_table["type"] = "non-media"

media1_table

nonmedia1_table

tableau1 = pan.concat([media1_table,nonmedia1_table], names = ["mot","nb","interactions","type"], levels=0)

tableau1

tableau1["mot"] = tableau1.index
tableau1.columns = ["nb","interactions","media","mot"]
tableau1.reset_index(drop=True, inplace=True)
tableau1

tableau1.mot.value_counts()

récipient     2
shut          2
contant       2
fpss          2
amputé        2
             ..
5910          1
lavraievie    1
loyalty       1
jvdb          1
antidater     1
Name: mot, Length: 221209, dtype: int64

khi2_1 = pan.pivot_table(tableau1,index=["mot"],columns=["media"],values=["mot","interactions"],aggfunc=[len,np.sum],fill_value=0)

khi2_1

khi2_1["mot"] = khi2_1.index
khi2_1.columns = khi2_1.columns.get_level_values(0)
khi2_1.reset_index(drop=True, inplace=True)
khi2_1.columns = ["a","b","c","d","interactions_media","interactions_nonmedia","obs_media","obs_nonmedia","mot"]
khi2_1 = khi2_1.drop(columns=["a","b","c","d"])
khi2_1

m = khi2_1.mot == "franchement"
khi2_1[m]

khi2_1.obs_media.sum(), khi2_1.obs_nonmedia.sum()

(3904931, 10455525)

print("Nb de lignes fichier media1 = ", media1.shape[0])
print("Somme observée média khi2_1 = ", khi2_1.obs_media.sum())

print("Nb de lignes  fichier nonmedia1 = ", nonmedia1.shape[0])
print("Somme observée nonmédia khi2_1 = ", khi2_1.obs_nonmedia.sum())

Nb de lignes fichier media1 =  3904931
Somme observée média khi2_1 =  3904931
Nb de lignes  fichier nonmedia1 =  10455870
Somme observée nonmédia khi2_1 =  10455525

khi2_1["exp_media"] = ((khi2_1.obs_media + khi2_1.obs_nonmedia) * khi2_1.obs_media.sum()) / (khi2_1.obs_media.sum() + khi2_1.obs_nonmedia.sum())
khi2_1["exp_nonmedia"] = ((khi2_1.obs_media + khi2_1.obs_nonmedia) * khi2_1.obs_nonmedia.sum()) / (khi2_1.obs_media.sum() + khi2_1.obs_nonmedia.sum())
khi2_1

khi2_1["res_media"] = (khi2_1.obs_media - khi2_1.exp_media) / np.sqrt(khi2_1.exp_media)
khi2_1["res_nonmedia"] = (khi2_1.obs_nonmedia - khi2_1.exp_nonmedia) / np.sqrt(khi2_1.exp_nonmedia)
khi2_1

moyen = (khi2_1.res_media > -1) & (khi2_1.res_nonmedia > -1) & (khi2_1.res_media < 1) & (khi2_1.res_nonmedia < 1) & (khi2_1.obs_media > 1000) & (khi2_1.obs_nonmedia > 1000)
# moyen = (graph_media1.res_media > -2) & (graph_media1.res_media < 2)
# moyen = (khi2_1.res_media < -2)
khi2_1[moyen]

graph_media1 = khi2_1.sort_values(by=["res_media"],ascending=False).head(50)
graph_media1

fig = px.bar(graph_media1, x="res_media", y="mot", labels={"res_media":"Résiduel de Pearson","mot":"Lemme (dans les posts Facebook <b>médias</b>)"}, orientation="h", title="Lemmes les plus caractéristiques des posts Facebook <b>médias</b> {} en 2020".format(pays))
fig.update_layout(yaxis=dict(autorange="reversed"), width=1000, height=1000)
fig.update_traces(marker_color="red", opacity=0.75, textfont_size=12)
fig

graph_nonmedia1 = khi2_1.sort_values(by=["res_nonmedia"],ascending=False).head(50)
graph_nonmedia1

fig = px.bar(graph_nonmedia1, x="res_nonmedia", y="mot", labels={"res_nonmedia":"Résiduel de Pearson","mot":"Lemme (dans les posts Facebook <b>non-médias</b>)"}, orientation="h", title="Lemmes les plus caractéristiques des posts Facebook <b>non-médias</b> {} en 2020".format(pays))
fig.update_layout(yaxis=dict(autorange="reversed"), width=1000, height=1000)
fig.update_traces(marker_color="darkorange", opacity=0.75, textfont_size=12)
fig

khi2_1["exp_inter_media"] = ((khi2_1.interactions_media + khi2_1.interactions_nonmedia) * khi2_1.interactions_media.sum()) / (khi2_1.interactions_media.sum() + khi2_1.interactions_nonmedia.sum())
khi2_1["exp_inter_nonmedia"] = ((khi2_1.interactions_media + khi2_1.interactions_nonmedia) * khi2_1.interactions_nonmedia.sum()) / (khi2_1.interactions_media.sum() + khi2_1.interactions_nonmedia.sum())
khi2_1

khi2_1["res_inter_media"] = (khi2_1.interactions_media - khi2_1.exp_inter_media) / np.sqrt(khi2_1.exp_inter_media)
khi2_1["res_inter_nonmedia"] = (khi2_1.interactions_nonmedia - khi2_1.exp_inter_nonmedia) / np.sqrt(khi2_1.exp_inter_nonmedia)
khi2_1

graph_interactions_media1 = khi2_1.sort_values(by=["res_inter_media"],ascending=False).head(50)
graph_interactions_media1

fig = px.bar(graph_interactions_media1, x="res_inter_media", y="mot", labels={"res_inter_media":"Résiduel de Pearson (<b>en fonction des interactions</b>)","mot":"Lemme (dans les posts Facebook <b>médias</b>)"}, orientation="h", title="Lemmes les plus caractéristiques des posts Facebook <b>médias</b> {} en 2020<br>(en fonction des interactions suscitées)".format(pays))
fig.update_layout(yaxis=dict(autorange="reversed"), width=1000, height=1000)
fig.update_traces(marker_color="gold", opacity=0.75, textfont_size=12)
fig

graph_interactions_nonmedia1 = khi2_1.sort_values(by=["res_inter_nonmedia"],ascending=False).head(50)
graph_interactions_nonmedia1

fig = px.bar(graph_interactions_nonmedia1, x="res_inter_nonmedia", y="mot", labels={"res_inter_nonmedia":"Résiduel de Pearson (<b>en fonction des interactions</b>)","mot":"Lemme (dans les posts Facebook <b>non-médias</b>)"}, orientation="h", title="Lemmes les plus caractéristiques des posts Facebook <b>non-médias</b> {} en 2020<br>(en fonction des interactions suscitées)".format(pays))
fig.update_layout(yaxis=dict(autorange="reversed"), width=1000, height=1000)
fig.update_traces(marker_color="lightyellow", opacity=0.75, textfont_size=12)
fig

bigrammes¶

media2 = pan.read_csv("canada-bigrammes-media-nettoye.csv", low_memory=False, names=["bigramme","interactions"])
nonmedia2 = pan.read_csv("canada-bigrammes-nonmedia-nettoye.csv", low_memory=False, names=["bigramme","interactions"])

media2

nonmedia2

media2_table = pan.pivot_table(media2,index=["bigramme"],values=["bigramme","interactions"],aggfunc=[len,np.sum])
nonmedia2_table = pan.pivot_table(nonmedia2,index=["bigramme"],values=["bigramme","interactions"],aggfunc=[len,np.sum])

media2_table

nonmedia2_table

media2_table["type"] = "media"
nonmedia2_table["type"] = "non-media"

media2_table

nonmedia2_table

tableau2 = pan.concat([media2_table,nonmedia2_table], names = ["bigramme","nb","interactions","type"], levels=0)

tableau2

tableau2["bigramme"] = tableau2.index
tableau2.columns = ["nb","interactions","media","bigramme"]
tableau2.reset_index(drop=True, inplace=True)
tableau2

khi2_2 = pan.pivot_table(tableau2,index=["bigramme"],columns=["media"],values=["bigramme","interactions"],aggfunc=[len,np.sum],fill_value=0)

khi2_2

khi2_2["bigramme"] = khi2_2.index
khi2_2.columns = khi2_2.columns.get_level_values(0)
khi2_2.reset_index(drop=True, inplace=True)
khi2_2.columns = ["a","b","c","d","interactions_media","interactions_nonmedia","obs_media","obs_nonmedia","bigramme"]
khi2_2 = khi2_2.drop(columns=["a","b","c","d"])
khi2_2

khi2_2.obs_media.sum(), khi2_2.obs_nonmedia.sum()

(3761088, 10126898)

print("Nb de lignes fichier media2 = ", media2.shape[0])
print("Somme observée média khi2_2 = ", khi2_2.obs_media.sum())

print("Nb de lignes  fichier nonmedia2 = ", nonmedia2.shape[0])
print("Somme observée nonmédia khi2_2 = ", khi2_2.obs_nonmedia.sum())

Nb de lignes fichier media2 =  3761088
Somme observée média khi2_2 =  3761088
Nb de lignes  fichier nonmedia2 =  10126898
Somme observée nonmédia khi2_2 =  10126898

khi2_2["exp_media"] = ((khi2_2.obs_media + khi2_2.obs_nonmedia) * khi2_2.obs_media.sum()) / (khi2_2.obs_media.sum() +khi2_2.obs_nonmedia.sum())
khi2_2["exp_nonmedia"] = ((khi2_2.obs_media + khi2_2.obs_nonmedia) * khi2_2.obs_nonmedia.sum()) / (khi2_2.obs_media.sum() +khi2_2.obs_nonmedia.sum())
khi2_2

khi2_2["res_media"] = (khi2_2.obs_media - khi2_2.exp_media) / np.sqrt(khi2_2.exp_media)
khi2_2["res_nonmedia"] = (khi2_2.obs_nonmedia - khi2_2.exp_nonmedia) / np.sqrt(khi2_2.exp_nonmedia)
khi2_2

graph_media2 = khi2_2.sort_values(by=["res_media"],ascending=False).head(50)
graph_media2

fig = px.bar(graph_media2, x="res_media", y="bigramme", labels={"res_media":"Résiduel de Pearson","bigramme":"Bigramme (dans les posts Facebook <b>médias</b>)"}, orientation="h", title="Bigrammes les plus caractéristiques des posts Facebook <b>médias</b> {} en 2020".format(pays))
fig.update_layout(yaxis=dict(autorange="reversed"), width=1000, height=1000)
fig.update_traces(marker_color="navy", opacity=0.75, textfont_size=12)
fig

graph_nonmedia2 = khi2_2.sort_values(by=["res_nonmedia"],ascending=False).head(50)
graph_nonmedia2

fig = px.bar(graph_nonmedia2, x="res_nonmedia", y="bigramme", labels={"res_nonmedia":"Résiduel de Pearson","bigramme":"Bigramme (dans les posts Facebook <b>non-médias</b>)"}, orientation="h", title="Bigrammes les plus caractéristiques des posts Facebook <b>non-médias</b> {} en 2020".format(pays))
fig.update_layout(yaxis=dict(autorange="reversed"), width=1000, height=1000)
fig.update_traces(marker_color="aqua", opacity=0.75, textfont_size=12)
fig

khi2_2["exp_inter_media"] = ((khi2_2.interactions_media + khi2_2.interactions_nonmedia) * khi2_2.interactions_media.sum()) / (khi2_2.interactions_media.sum() + khi2_2.interactions_nonmedia.sum())
khi2_2["exp_inter_nonmedia"] = ((khi2_2.interactions_media + khi2_2.interactions_nonmedia) * khi2_2.interactions_nonmedia.sum()) / (khi2_2.interactions_media.sum() + khi2_2.interactions_nonmedia.sum())
khi2_2

khi2_2["res_inter_media"] = (khi2_2.interactions_media - khi2_2.exp_inter_media) / np.sqrt(khi2_2.exp_inter_media)
khi2_2["res_inter_nonmedia"] = (khi2_2.interactions_nonmedia - khi2_2.exp_inter_nonmedia) / np.sqrt(khi2_2.exp_inter_nonmedia)
khi2_2

graph_interactions_media2 = khi2_2.sort_values(by=["res_inter_media"],ascending=False).head(50)
graph_interactions_media2

fig = px.bar(graph_interactions_media2, x="res_inter_media", y="bigramme", labels={"res_inter_media":"Résiduel de Pearson (<b>en fonction des interactions</b>)","bigramme":"Bigramme (dans les posts Facebook <b>médias</b>)"}, orientation="h", title="Bigrammes les plus caractéristiques des posts Facebook <b>médias</b> {} en 2020<br>(en fonction des interactions suscitées)".format(pays))
fig.update_layout(yaxis=dict(autorange="reversed"), width=1000, height=1000)
fig.update_traces(marker_color="blue", opacity=0.75, textfont_size=12)
fig

graph_interactions_nonmedia2 = khi2_2.sort_values(by=["res_inter_nonmedia"],ascending=False).head(50)
graph_interactions_nonmedia2

fig = px.bar(graph_interactions_nonmedia2, x="res_inter_nonmedia", y="bigramme", labels={"res_inter_nonmedia":"Résiduel de Pearson (<b>en fonction des interactions</b>)","bigramme":"Bigramme (dans les posts Facebook <b>non-médias</b>)"}, orientation="h", title="Bigrammes les plus caractéristiques des posts Facebook <b>non-médias</b> {} en 2020<br>(en fonction des interactions suscitées)".format(pays))
fig.update_layout(yaxis=dict(autorange="reversed"), width=1000, height=1000)
fig.update_traces(marker_color="cyan", opacity=0.75, textfont_size=12)
fig

trigrammes¶

media3 = pan.read_csv("canada-trigrammes-media-nettoye.csv", low_memory=False, names=["trigramme","interactions"])
nonmedia3 = pan.read_csv("canada-trigrammes-nonmedia-nettoye.csv", low_memory=False, names=["trigramme","interactions"])

media3

nonmedia3

media3_table = pan.pivot_table(media3,index=["trigramme"],values=["trigramme","interactions"],aggfunc=[len,np.sum])
nonmedia3_table = pan.pivot_table(nonmedia3,index=["trigramme"],values=["trigramme","interactions"],aggfunc=[len,np.sum])

media3_table

nonmedia3_table

media3_table["type"] = "media"
nonmedia3_table["type"] = "non-media"

media3_table

nonmedia3_table

tableau3 = pan.concat([media3_table,nonmedia3_table], names = ["trigramme","nb","interactions","type"], levels=0)

tableau3

tableau3["trigramme"] = tableau3.index
tableau3.columns = ["nb","interactions","media","trigramme"]
tableau3.reset_index(drop=True, inplace=True)
tableau3

khi2_3 = pan.pivot_table(tableau3,index=["trigramme"],columns=["media"],values=["trigramme","interactions"],aggfunc=[len,np.sum],fill_value=0)

khi2_3

khi2_3["trigramme"] = khi2_3.index
khi2_3.columns = khi2_3.columns.get_level_values(0)
khi2_3.reset_index(drop=True, inplace=True)
khi2_3.columns = ["a","b","c","d","interactions_media","interactions_nonmedia","obs_media","obs_nonmedia","trigramme"]
khi2_3 = khi2_3.drop(columns=["a","b","c","d"])
khi2_3

khi2_3.obs_media.sum(), khi2_3.obs_nonmedia.sum()

(3617289, 9799343)

print("Nb de lignes fichier media3 = ", media3.shape[0])
print("Somme observée média khi2_3 = ", khi2_3.obs_media.sum())

print("Nb de lignes  fichier nonmedia3 = ", nonmedia3.shape[0])
print("Somme observée nonmédia khi2_3 = ", khi2_3.obs_nonmedia.sum())

Nb de lignes fichier media3 =  3617289
Somme observée média khi2_3 =  3617289
Nb de lignes  fichier nonmedia3 =  9799343
Somme observée nonmédia khi2_3 =  9799343

khi2_3["exp_media"] = ((khi2_3.obs_media + khi2_3.obs_nonmedia) * khi2_3.obs_media.sum()) / (khi2_3.obs_media.sum() + khi2_3.obs_nonmedia.sum())
khi2_3["exp_nonmedia"] = ((khi2_3.obs_media + khi2_3.obs_nonmedia) * khi2_3.obs_nonmedia.sum()) / (khi2_3.obs_media.sum() + khi2_3.obs_nonmedia.sum())
khi2_3

khi2_3["res_media"] = (khi2_3.obs_media - khi2_3.exp_media) / np.sqrt(khi2_3.exp_media)
khi2_3["res_nonmedia"] = (khi2_3.obs_nonmedia - khi2_3.exp_nonmedia) / np.sqrt(khi2_3.exp_nonmedia)
khi2_3

graph_media3 = khi2_3.sort_values(by=["res_media"],ascending=False).head(50)
graph_media3

fig = px.bar(graph_media3, x="res_media", y="trigramme", labels={"res_media":"Résiduel de Pearson","trigramme":"Trigramme (dans les posts Facebook <b>médias</b>)"}, orientation="h", title="Trigrammes les plus caractéristiques des posts Facebook <b>médias</b> {} en 2020".format(pays))
fig.update_layout(yaxis=dict(autorange="reversed"), width=1000, height=1000)
fig.update_traces(marker_color="DarkOliveGreen", opacity=0.75, textfont_size=12)
fig

graph_nonmedia3 = khi2_3.sort_values(by=["res_nonmedia"],ascending=False).head(50)
graph_nonmedia3

fig = px.bar(graph_nonmedia3, x="res_nonmedia", y="trigramme", labels={"res_nonmedia":"Résiduel de Pearson","trigramme":"Trigramme (dans les posts Facebook <b>non-médias</b>)"}, orientation="h", title="Trigrammes les plus caractéristiques des posts Facebook <b>non-médias</b> {} en 2020".format(pays))
fig.update_layout(yaxis=dict(autorange="reversed"), width=1000, height=1000)
fig.update_traces(marker_color="Olive", opacity=0.75, textfont_size=12)
fig

khi2_3["exp_inter_media"] = ((khi2_3.interactions_media + khi2_3.interactions_nonmedia) * khi2_3.interactions_media.sum()) / (khi2_3.interactions_media.sum() + khi2_3.interactions_nonmedia.sum())
khi2_3["exp_inter_nonmedia"] = ((khi2_3.interactions_media + khi2_3.interactions_nonmedia) * khi2_3.interactions_nonmedia.sum()) / (khi2_3.interactions_media.sum() + khi2_3.interactions_nonmedia.sum())
khi2_3

khi2_3["res_inter_media"] = (khi2_3.interactions_media - khi2_3.exp_inter_media) / np.sqrt(khi2_3.exp_inter_media)
khi2_3["res_inter_nonmedia"] = (khi2_3.interactions_nonmedia - khi2_3.exp_inter_nonmedia) / np.sqrt(khi2_3.exp_inter_nonmedia)
khi2_3

graph_interactions_media3 = khi2_3.sort_values(by=["res_inter_media"],ascending=False).head(50)
graph_interactions_media3

fig = px.bar(graph_interactions_media3, x="res_inter_media", y="trigramme", labels={"res_inter_media":"Résiduel de Pearson (<b>en fonction des interactions</b>)","trigramme":"Trigramme (dans les posts Facebook <b>médias</b>)"}, orientation="h", title="Trigrammes les plus caractéristiques des posts Facebook <b>médias</b> {} en 2020<br>(en fonction des interactions suscitées)".format(pays))
fig.update_layout(yaxis=dict(autorange="reversed"), width=1000, height=1000)
fig.update_traces(marker_color="green", opacity=0.75, textfont_size=12)
fig

graph_interactions_nonmedia3 = khi2_3.sort_values(by=["res_inter_nonmedia"],ascending=False).head(50)
graph_interactions_nonmedia3

fig = px.bar(graph_interactions_nonmedia3, x="res_inter_nonmedia", y="trigramme", labels={"res_inter_nonmedia":"Résiduel de Pearson (<b>en fonction des interactions</b>)","trigramme":"Trigramme (dans les posts Facebook <b>non-médias</b>)"}, orientation="h", title="Trigrammes les plus caractéristiques des posts Facebook <b>non-médias</b> {} en 2020<br>(en fonction des interactions suscitées)".format(pays))
fig.update_layout(yaxis=dict(autorange="reversed"), width=1000, height=1000)
fig.update_traces(marker_color="lightgreen", opacity=0.75, textfont_size=12)
fig

In English¶

pays = "French Canada"

termeMaj = "Lemma"
termeMin = "lemma"
yy = "mot"
media = "media"
source = graph_interactions_media1[:10]
xx= "res_inter_media"
fig = px.bar(source, x=xx, y=yy, labels={xx:"χ<sup>2</sup> residual (<b>weighed by interactions</b>)",yy:"{} (in <b>{}</b> Facebook posts)".format(termeMaj,media)}, orientation="h", title="Most characteristic {}s among <b>{}</b> Facebook posts in {} (2020)".format(termeMin,media,pays))
fig.update_layout(yaxis=dict(autorange="reversed"), width=1000, height=400)
fig.update_traces(marker_color="blue", opacity=0.75, textfont_size=12)
fig

termeMaj = "Lemma"
termeMin = "lemma"
yy = "mot"
media = "non-media"
source = graph_interactions_nonmedia1[:10]
xx= "res_inter_nonmedia"
fig = px.bar(source, x=xx, y=yy, labels={xx:"χ<sup>2</sup> residual (<b>weighed by interactions</b>)",yy:"{} (in <b>{}</b> Facebook posts)".format(termeMaj,media)}, orientation="h", title="Most characteristic {}s among <b>{}</b> Facebook posts in {} (2020)".format(termeMin,media,pays))
fig.update_layout(yaxis=dict(autorange="reversed"), width=1000, height=400)
fig.update_traces(marker_color="blue", opacity=0.75, textfont_size=12)
fig

termeMaj = "Bigram"
termeMin = "bigram"
yy = "bigramme"
media = "media"
source = graph_interactions_media2[:10]
xx= "res_inter_media"
fig = px.bar(source, x=xx, y=yy, labels={xx:"χ<sup>2</sup> residual (<b>weighed by interactions</b>)",yy:"{} (in <b>{}</b> Facebook posts)".format(termeMaj,media)}, orientation="h", title="Most characteristic {}s among <b>{}</b> Facebook posts in {} (2020)".format(termeMin,media,pays))
fig.update_layout(yaxis=dict(autorange="reversed"), width=1000, height=400)
fig.update_traces(marker_color="blue", opacity=0.75, textfont_size=12)
fig

termeMaj = "Bigram"
termeMin = "bigram"
yy = "bigramme"
media = "non-media"
source = graph_interactions_nonmedia2[:10]
xx= "res_inter_nonmedia"
fig = px.bar(source, x=xx, y=yy, labels={xx:"χ<sup>2</sup> residual (<b>weighed by interactions</b>)",yy:"{} (in <b>{}</b> Facebook posts)".format(termeMaj,media)}, orientation="h", title="Most characteristic {}s among <b>{}</b> Facebook posts in {} (2020)".format(termeMin,media,pays))
fig.update_layout(yaxis=dict(autorange="reversed"), width=1000, height=400)
fig.update_traces(marker_color="blue", opacity=0.75, textfont_size=12)
fig

termeMaj = "Trigram"
termeMin = "trigram"
yy = "trigramme"
media = "media"
source = graph_interactions_media3[:10]
xx= "res_inter_media"
fig = px.bar(source, x=xx, y=yy, labels={xx:"χ<sup>2</sup> residual (<b>weighed by interactions</b>)",yy:"{} (in <b>{}</b> Facebook posts)".format(termeMaj,media)}, orientation="h", title="Most characteristic {}s among <b>{}</b> Facebook posts in {} (2020)".format(termeMin,media,pays))
fig.update_layout(yaxis=dict(autorange="reversed"), width=1000, height=400)
fig.update_traces(marker_color="blue", opacity=0.75, textfont_size=12)
fig

termeMaj = "Trigram"
termeMin = "trigram"
yy = "trigramme"
media = "non-media"
source = graph_interactions_nonmedia3[:10]
xx = "res_inter_nonmedia"
fig = px.bar(source, x=xx, y=yy, labels={xx:"χ<sup>2</sup> residual (<b>weighed by interactions</b>)",yy:"{} (in <b>{}</b> Facebook posts)".format(termeMaj,media)}, orientation="h", title="Most characteristic {}s among <b>{}</b> Facebook posts in {} (2020)".format(termeMin,media,pays))
fig.update_layout(yaxis=dict(autorange="reversed"), width=1000, height=400)
fig.update_traces(marker_color="blue", opacity=0.75, textfont_size=12)
fig

	mot	interactions
0	recueillir	249663
1	endroit	249663
2	frère	249663
3	tuer	249663
4	terrence	249663
...	...	...
3904926	tomate	363
3904927	maskinongé	145
3904928	demeure	145
3904929	zone	145
3904930	orange	145

	mot	interactions
0	guinéen	197962
1	incroyable	197962
2	talent	197962
3	guinéen	197962
4	incroyable	197962
...	...	...
10455865	przede	149
10455866	wszystkim	149
10455867	by	149
10455868	cię	149
10455869	kochać	149

	len	sum
	interactions	interactions
mot
#achatlocal	1	325
#cavabienaller	1	334
#jourdelaterrechezsoi	1	247
#revuedepress	1	184
'	34	5546
...	...	...
西國'	1	2140
黑瑞金包装	1	390
대니	2	476
프블	1	666
화대	1	279

	len	sum
	interactions	interactions
mot
#1	1	292
#6	1	838
#achatlocal	1	1217
#acq	1	391
#amen	1	273
...	...	...
ｅｔ	1	2311
ｌｅｓ	1	151
ｎｏｕｖｅｌｌｅ	1	181
ｔｒｉｐｓ	1	151
ｗψ	1	243

	len	sum	type
	interactions	interactions
mot
#achatlocal	1	325	media
#cavabienaller	1	334	media
#jourdelaterrechezsoi	1	247	media
#revuedepress	1	184	media
'	34	5546	media
...	...	...	...
西國'	1	2140	media
黑瑞金包装	1	390	media
대니	2	476	media
프블	1	666	media
화대	1	279	media

	len	sum	type
	interactions	interactions
mot
#1	1	292	non-media
#6	1	838	non-media
#achatlocal	1	1217	non-media
#acq	1	391	non-media
#amen	1	273	non-media
...	...	...	...
ｅｔ	1	2311	non-media
ｌｅｓ	1	151	non-media
ｎｏｕｖｅｌｌｅ	1	181	non-media
ｔｒｉｐｓ	1	151	non-media
ｗψ	1	243	non-media

	interactions_media	interactions_nonmedia	obs_media	obs_nonmedia	mot	exp_media	exp_nonmedia
0	0	292	0	1	#1	0.271922	0.728078
1	0	838	0	1	#6	0.271922	0.728078
2	325	1217	1	1	#achatlocal	0.543845	1.456155
3	0	391	0	1	#acq	0.271922	0.728078
4	0	273	0	1	#amen	0.271922	0.728078
...	...	...	...	...	...	...	...
221204	0	2311	0	1	ｅｔ	0.271922	0.728078
221205	0	151	0	1	ｌｅｓ	0.271922	0.728078
221206	0	181	0	1	ｎｏｕｖｅｌｌｅ	0.271922	0.728078
221207	0	151	0	1	ｔｒｉｐｓ	0.271922	0.728078
221208	0	243	0	1	ｗψ	0.271922	0.728078

	interactions_media	interactions_nonmedia	obs_media	obs_nonmedia	mot	exp_media	exp_nonmedia	res_media	res_nonmedia
0	0	292	0	1	#1	0.271922	0.728078	-0.521462	0.318681
1	0	838	0	1	#6	0.271922	0.728078	-0.521462	0.318681
2	325	1217	1	1	#achatlocal	0.543845	1.456155	0.618550	-0.378015
3	0	391	0	1	#acq	0.271922	0.728078	-0.521462	0.318681
4	0	273	0	1	#amen	0.271922	0.728078	-0.521462	0.318681
...	...	...	...	...	...	...	...	...	...
221204	0	2311	0	1	ｅｔ	0.271922	0.728078	-0.521462	0.318681
221205	0	151	0	1	ｌｅｓ	0.271922	0.728078	-0.521462	0.318681
221206	0	181	0	1	ｎｏｕｖｅｌｌｅ	0.271922	0.728078	-0.521462	0.318681
221207	0	151	0	1	ｔｒｉｐｓ	0.271922	0.728078	-0.521462	0.318681
221208	0	243	0	1	ｗψ	0.271922	0.728078	-0.521462	0.318681

	interactions_media	interactions_nonmedia	obs_media	obs_nonmedia	mot	exp_media	exp_nonmedia	res_media	res_nonmedia
1584	3052809	9511044	4569	12149	10	4546.000242	12171.999758	0.341121	-0.208469
4443	894785	3061921	1404	3877	19	1436.022687	3844.977313	-0.845040	0.516429
5810	1196741	2804926	1722	4464	21	1682.112543	4503.887457	0.972543	-0.594350
17617	1597274	5116455	2389	6537	agir	2427.180175	6498.819825	-0.774974	0.473610
39891	909217	3509056	1548	4210	but	1565.729716	4192.270284	-0.448067	0.273828
50823	1124772	2537057	1384	3619	compagnie	1360.428234	3642.571766	0.639079	-0.390560
76654	707732	2904490	1160	3054	espoir	1145.881387	3068.118613	0.417083	-0.254892
86666	590746	1969953	1112	2950	février	1104.549168	2957.450832	0.224188	-0.137008
118547	532192	1874246	1092	2958	libéral	1101.286098	2948.713902	-0.279823	0.171008
119397	804645	2302373	1192	3194	liste	1192.652055	3193.347945	-0.018881	0.011539
120214	1716033	5365513	2300	6060	long	2273.272044	6086.727956	0.560583	-0.342589
135513	758016	3965940	1288	3466	média	1292.719533	3461.280467	-0.131264	0.080220
139662	1479065	5525449	1648	4458	noir	1660.358744	4445.641256	-0.303301	0.185356
142732	908609	3617667	1735	4670	octobre	1741.663569	4663.336431	-0.159671	0.097579
148771	1517553	5077659	2440	6624	partie	2464.705479	6599.294521	-0.497635	0.304120
149623	515933	3832208	1063	2751	paul	1037.112389	2776.887611	0.803857	-0.491262
150659	2120576	7975719	2982	7951	perdre	2972.928619	7960.071381	0.166372	-0.101675
153316	2325644	7985739	3931	10354	place	3884.412816	10400.587184	0.747487	-0.456812
160453	1216537	3821756	1886	5199	prêt	1926.570865	5158.429135	-0.924319	0.564879
164682	741200	2500648	1162	3192	rapidement	1183.950536	3170.049464	-0.637938	0.389863
166102	871436	3293066	1419	3673	reconnaître	1384.629336	3707.370664	0.923679	-0.564488
176073	814683	2940026	1240	3204	salle	1208.423560	3235.576440	0.908351	-0.555121
183350	956245	2624276	1316	3466	soirée	1300.333363	3481.666637	0.434459	-0.265511
185231	1212679	2915116	1415	3745	spectacle	1403.120065	3756.879935	0.317151	-0.193821
197278	808746	3082105	1249	3461	train	1280.754943	3429.245057	-0.887316	0.542266
197792	2654389	10125451	4414	12037	travail	4473.396937	11977.603063	-0.888066	0.542724
204818	1257209	4020813	1579	4222	victoire	1577.422383	4223.577617	0.039722	-0.024275
206398	1277195	3107965	1681	4402	voiture	1654.104527	4428.895473	0.661299	-0.404140
215699	2404023	7699291	3932	10417	équipe	3901.815856	10447.184144	0.483221	-0.295311

	interactions_media	interactions_nonmedia	obs_media	obs_nonmedia	mot	exp_media	exp_nonmedia	res_media	res_nonmedia
55017	27296939	16912105	40484	20569	covid-19	16601.683982	44451.316018	185.353320	-113.275015
163231	30915315	33104859	43106	43947	québec	23671.668807	63381.331193	126.315068	-77.194956
43052	10447357	7822238	19543	13609	cas	9014.774497	24137.225503	110.886262	-67.765946
198926	6725261	1255218	9602	2804	trump	3373.470451	9032.529549	107.237597	-65.536136
53946	11194453	6089840	15904	9807	coronavirus	6991.399224	18719.600776	106.591458	-65.141261
147586	9513465	8528549	14476	9887	pandémie	6624.847704	17738.152296	96.459599	-58.949376
21339	5204919	1960414	7304	3169	américain	2847.844272	7625.155728	83.503031	-51.031226
65597	3970694	782475	5759	1743	donald	2039.962545	5462.037455	82.341629	-50.321458
173210	4615773	4560203	9712	6996	région	4543.281018	12164.718982	76.682828	-46.863193
215948	4374429	1754918	5860	2515	états-unis	2277.350881	6097.649119	75.073956	-45.879963
47391	2598283	642783	4401	1122	chronique	1501.827930	4021.172070	74.810732	-45.719099
68625	4260668	2378931	6659	3862	décès	2860.896552	7660.103448	71.009379	-43.395977
132959	11089173	9783321	14437	15602	montréal	8168.279775	21870.720225	69.360719	-42.388431
116951	6841569	6291377	9049	7456	legault	4488.080751	12016.919249	68.080393	-41.605985
214208	5673604	8144655	8727	7726	école	4473.940782	11979.059218	63.585240	-38.858862
47453	3248344	2585287	4763	2614	chsld	2005.972233	5371.027767	61.557175	-37.619450
34431	2027471	932441	3795	1569	bilan	1458.592254	3905.407746	61.176086	-37.386555
145737	2396808	1640262	4704	2593	ottawa	1984.218433	5312.781567	61.057538	-37.314106
130761	7273716	10170695	10637	11248	ministre	5951.023765	15933.976235	60.744119	-37.122567
34106	2121888	506683	2776	692	biden	943.027207	2524.972793	59.688946	-36.477718
205336	5027200	5664726	8875	8869	ville	4824.992721	12919.007279	58.305225	-35.632085
125059	3297016	2814953	5561	4003	mardi	2600.666726	6963.333274	58.049470	-35.475785
160868	7401078	10055039	10967	12593	public	6406.493941	17153.506059	56.977426	-34.820627
180642	1806500	521000	3016	1107	sherbrooke	1121.136440	3001.863560	56.591175	-34.584577
22297	6313451	8655313	9040	9451	annoncer	5028.118823	13462.881177	56.577701	-34.576343
140948	10697607	20944773	19471	28669	nouveau	13090.348826	35049.651174	55.768555	-34.081849
207966	1120127	446454	2137	398	washington	689.323520	1845.676480	55.139138	-33.697193
44301	3906192	4249018	7531	7592	centre	4112.283866	11010.716134	53.311573	-32.580313
174730	1703408	939600	3417	1843	saguenay	1430.312315	3829.687685	52.530818	-32.103170
176299	4051350	4324717	5983	5440	samedi	3106.170641	8316.829359	51.618033	-31.545340
214113	1470479	556066	2531	955	éclosion	947.921812	2538.078188	51.418110	-31.423161
176772	9103052	17195543	14215	19889	santé	9273.644710	24830.355290	51.312226	-31.358452
190467	1598615	690826	2528	962	sûreté	949.009502	2540.990498	51.255944	-31.324056
159419	2607293	1766647	3890	2559	province	1753.628159	4695.371841	51.016198	-31.177540
51882	2254806	1531256	4021	2782	confirmer	1849.888722	4953.111278	50.478830	-30.849139
128734	2861746	3093231	5043	4201	mercredi	2513.651528	6730.348472	50.449415	-30.831162
77172	968133	354289	2236	730	estrie	806.522115	2159.477885	50.334910	-30.761185
94908	1510921	651174	2679	1241	hausse	1065.936174	2854.063826	49.406712	-30.193935
154729	4773481	4813915	5817	5520	policier	3082.785306	8254.214694	49.244867	-30.095027
73451	3115314	2716606	4622	3741	employé	2274.087811	6088.912189	49.235487	-30.089294
15340	1629599	631091	2480	1067	accuser	964.509084	2582.490916	48.797793	-29.821806
202729	2623872	2262222	3675	2509	vaccin	1681.568698	4502.431302	48.612053	-29.708295
107786	1797201	548363	2243	842	joe	838.880892	2246.119108	48.479016	-29.626992
87803	1226797	568231	2627	1276	gatineau	1061.313491	2841.686509	48.059912	-29.370864
81722	4063406	3767447	4817	4203	fermer	2452.740889	6567.259111	47.738551	-29.174471
198519	1259754	737242	2774	1467	trois-rivières	1153.223294	3087.776706	47.727258	-29.167570
146264	779880	380524	2026	672	outaouais	733.646887	1964.353113	47.713102	-29.158919
114165	2184596	2021085	4172	3298	lac	2031.261025	5438.738975	47.498604	-29.027832
47599	375175	37707	1257	61	châteauguay	358.393846	959.606154	47.466708	-29.008340
21386	17205263	31874299	20487	33739	an	14745.269120	39480.730880	47.284247	-28.896833

	interactions_media	interactions_nonmedia	obs_media	obs_nonmedia	mot	exp_media	exp_nonmedia	res_media	res_nonmedia
151993	3408499	35491334	3734	40718	photo	12087.498671	32364.501329	-75.980157	46.433770
63120	213416	30624447	362	22871	dieu	6317.575286	16915.424714	-74.928753	45.791225
216431	2049969	29343236	2718	31019	être	9173.849155	24563.150845	-67.402744	41.191854
36388	3654909	38886326	5090	41228	bon	12594.906043	33723.093957	-66.872536	40.867828
193947	562582	24280117	678	20160	the	5666.320915	15171.679085	-66.267991	40.498372
165786	678651	14680038	1373	20995	recette	6082.362329	16285.637671	-60.384568	36.902834
21088	623864	17017660	817	17882	amour	5084.678702	13614.321298	-59.849422	36.575790
80102	9796398	65682702	14234	71080	faire	23198.795591	62115.204409	-58.858294	35.970082
195564	124789	18813824	188	13833	to	3812.625278	10208.374722	-58.701751	35.874414
85716	393247	15422503	817	17157	from	4887.534894	13086.465106	-58.224604	35.582815
103997	1029476	7927713	1347	18597	intérieur	5423.222206	14520.777794	-55.351469	33.826955
109316	237407	15850581	137	12069	jésus	3319.085953	8886.914047	-55.233512	33.754868
21622	154322	19777582	175	11950	and	3297.060231	8827.939769	-54.372317	33.228566
204993	5275628	44358848	6514	39880	vie	12615.572153	33778.427847	-54.323567	33.198773
29161	2037312	23127330	2892	24520	avoir	7453.939385	19958.060615	-52.839242	32.291658
155764	873038	14638629	1674	18088	post	5373.732312	14388.267688	-50.469882	30.843670
177503	2203280	24643627	3261	24385	savoir	7517.569249	20128.430751	-49.093160	30.002313
194922	179836	10638058	283	10423	timeline	2911.202213	7794.797787	-48.710500	29.768459
18300	745996	16738599	1303	15456	aimer	4557.149065	12201.850935	-48.204860	29.459447
151372	3703201	25678564	4341	28165	petit	8839.112566	23666.887434	-47.843835	29.238814
47161	1227751	16494771	1782	16579	chose	4992.768899	13368.231101	-45.439999	27.769757
18288	382176	10620450	453	10205	aime	2898.149933	7759.850067	-45.419785	27.757403
178904	24441	10032154	29	7494	seigneur	2045.672917	5477.327083	-44.587936	27.249035
206794	2463296	20510622	4678	27239	vous	8678.950218	23238.049782	-42.946675	26.246011
100831	333357	9261872	469	9019	in	2580.000616	6907.999384	-41.560279	25.398742
70444	1614049	8720363	2618	18497	détail	5741.643445	15373.356555	-41.223356	25.192839
143030	583293	9193004	1048	11151	of	3317.182495	8881.817505	-39.398959	24.077894
20710	3491	10596101	4	5696	amen	1549.958212	4150.041788	-39.267907	23.997805
84084	39625	8932792	96	6111	for	1687.822916	4519.177084	-38.746396	23.679094
47296	14136	6572662	39	5666	christ	1551.317824	4153.682176	-38.396592	23.465318
146013	486303	8678715	755	9459	oui	2777.416346	7436.583654	-38.375149	23.452213
206355	4736319	29281273	6057	30116	voir	9836.252349	26336.747651	-38.105798	23.287605
79892	456429	6773977	534	8085	facile	2343.699969	6275.300031	-37.381401	22.844904
32683	1295379	11363695	1712	13339	bel	4092.705446	10958.294554	-37.213492	22.742289
153009	125411	10222671	159	5897	pis	1646.762619	4409.237381	-36.662168	22.405359
124002	590285	10679703	473	7546	maman	2180.546474	5838.453526	-36.567044	22.347226
86985	1061777	10850204	1572	12427	gagner	3806.642983	10192.357017	-36.219052	22.134557
206949	948316	8260777	1246	10776	vraiment	3269.052214	8752.947786	-35.383123	21.623696
127963	1331223	13433618	2134	14386	meilleur	4492.159589	12027.840411	-35.184032	21.502025
206786	4518194	30909432	6813	31197	vouloir	10335.773969	27674.226031	-34.650801	21.176152
33570	1584366	15392669	2007	13563	besoin	4233.833220	11336.166780	-34.223216	20.914842
106068	2200820	19816445	2981	17148	jamais	5473.527867	14655.472133	-33.690415	20.589230
211827	68840	9247479	85	4671	you	1293.263378	3462.736622	-33.598363	20.532975
49627	629506	8519367	928	8724	coeur	2624.595905	7027.404095	-33.116710	20.238623
20835	946437	12212437	1284	10196	ami	3121.670223	8358.329777	-32.890772	20.100545
146172	3256	6798256	8	3943	our	1074.365771	2876.634229	-32.533450	19.882174
145866	0	2542031	0	3769	ouattara	1024.875877	2744.124123	-32.013683	19.564529
148267	689524	6242653	697	7367	parfait	2192.782986	5871.217014	-31.942637	19.521111
69185	98267	3159325	205	4929	délicieux	1396.050080	3737.949920	-31.877153	19.481091
63754	1255428	12088743	1837	12111	dire	3792.774936	10155.225064	-31.757064	19.407701

	bigramme	interactions
0	recueillir endroit	249663
1	endroit frère	249663
2	frère tuer	249663
3	tuer terrence	249663
4	terrence floyd	249663
...	...	...
3761083	snapie risotto	363
3761084	risotto tomate	363
3761085	maskinongé demeure	145
3761086	demeure zone	145
3761087	zone orange	145

	bigramme	interactions
0	guinéen incroyable	197962
1	incroyable talent	197962
2	talent guinéen	197962
3	guinéen incroyable	197962
4	incroyable talent	197962
...	...	...
10126893	ale przede	149
10126894	przede wszystkim	149
10126895	wszystkim by	149
10126896	by cię	149
10126897	cię kochać	149

	len	sum
	interactions	interactions
bigramme
#achatlocal bâton	1	325
#cavabienaller joignez	1	334
#jourdelaterrechezsoi jourdelaterre	1	247
#revuedepress presse	1	184
' '	10	1470
...	...	...
瑞金日 fedex	1	236
蜜ய this	1	254
黑瑞金包装 gpackaging	1	390
프블 radio	1	666
화대 cinéma	1	279

	interactions_media	interactions_nonmedia	obs_media	obs_nonmedia	bigramme
0	0	838	0	1	#6 canada
1	325	0	1	0	#achatlocal bâton
2	0	1217	0	1	#achatlocal timeline
3	0	120	0	1	#arteta propos
4	0	145	0	1	#assnat covid19qc
...	...	...	...	...	...
4309097	0	425	0	1	ｃｏｎｃｏｕｒｓ soirée
4309098	0	2311	0	1	ｅｔ〰
4309099	0	151	0	1	ｌｅｓｔｒｉｐｓ
4309100	0	181	0	1	ｎｏｕｖｅｌｌｅｃｏｌｌｅｃｔｉｏｎ
4309101	0	151	0	1	ｔｒｉｐｓｂｏｏｓｔｅｓ

	interactions_media	interactions_nonmedia	obs_media	obs_nonmedia	bigramme	exp_media	exp_nonmedia	res_media	res_nonmedia
709807	2542611	449401	5101	1075	cas covid-19	1672.559253	4503.440747	83.831240	-51.088649
1225167	3775405	621290	5390	1504	donald trump	1867.005099	5026.994901	81.534096	-49.688718
2656307	2456127	593015	5262	1486	nouveau cas	1827.465971	4920.534029	80.342099	-48.962288
2785492	2519190	1208685	3510	1281	pandémie covid-19	1297.479174	3493.520826	61.423869	-37.433092
3523307	3708401	3279067	5657	4090	santé public	2639.642979	7107.357021	58.729203	-35.790901
1671498	4093936	3174715	5085	3988	françois legault	2457.113035	6615.886965	53.014432	-32.308191
2097752	1570168	353024	2020	470	joe biden	674.331694	1815.668306	51.820457	-31.580556
3786353	1558811	657166	2444	895	sûreté québec	904.254428	2434.745572	51.203971	-31.204855
3143405	957795	80448	1331	206	président américain	416.244102	1120.755898	44.836445	-27.324341
3003044	960627	168888	1483	366	positif covid-19	500.738675	1348.261325	43.895649	-26.750999
1046521	1365984	275905	1613	504	covid-19 québec	573.317348	1543.682652	43.421343	-26.461946
1762519	1484738	979190	2234	1211	gouvernement legault	932.960917	2512.039083	42.594999	-25.958354
1160221	502548	0	918	0	devoir opinion	248.609034	669.390966	42.454272	-25.872591
2661710	261760	6888	943	24	nouvelle union	261.879015	705.120985	42.089514	-25.650300
464577	260160	6314	936	23	avenir érable	259.712488	699.287512	41.964780	-25.574284
3981534	260160	6314	936	23	union avenir	259.712488	699.287512	41.964780	-25.574284
2656951	653379	66853	1072	129	nouveau décès	325.249945	875.750055	41.406321	-25.233946
2472415	1080760	409388	1564	555	ministre françois	573.858979	1545.141021	41.332765	-25.189120
138268	446345	172646	1243	333	abitibi témiscamingue	426.805923	1149.194077	39.507379	-24.076688
709728	868451	256976	1768	868	cas confirmer	713.870821	1922.129179	39.453362	-24.043769
2889868	531057	252832	1010	176	personne infecter	321.187706	864.812294	38.434517	-23.422862
2117533	225875	705	753	4	journal saint-françois	205.007667	551.992333	38.272729	-23.324265
2171438	621229	317980	1476	615	lac saint	566.276133	1524.723867	38.229222	-23.297750
1271052	873753	579930	1620	791	début pandémie	652.937234	1758.062766	37.845909	-23.064151
2322557	719285	119374	1015	200	maison blanche	329.041369	885.958631	37.815746	-23.045769
1043148	330951	4505	732	8	covid-19 atlantique	200.403796	539.596204	37.551639	-22.884816
4203473	467993	114531	902	150	éclosion covid-19	284.898370	767.101630	36.560465	-22.280772
75666	1031816	426635	1462	692	24 heure	583.337537	1570.662463	36.379951	-22.170763
290369	538026	35140	803	83	américain donald	239.942924	646.057076	36.349501	-22.152206
3487006	627335	358442	1488	727	saguenay lac	599.857310	1615.142690	36.262586	-22.099238
860856	226414	1733	681	9	cogeco nouveau	186.862999	503.137001	36.148120	-22.029480
3489253	617059	378845	1474	722	saint jean	594.711807	1601.288193	36.056035	-21.973361
2993584	2213774	1257346	2235	1763	port masque	1082.722133	2915.277867	35.018595	-21.341122
3645251	183991	2870	628	5	soleil châteauguay	171.426491	461.573509	34.871589	-21.251533
732658	868489	495829	1598	959	centre ville	692.476362	1864.523638	34.411002	-20.970841
4188744	1002643	470480	1408	740	zone rouge	581.712642	1566.287358	34.259172	-20.878312
3658528	288871	38221	701	75	sorel tracy	210.153170	565.846830	33.859303	-20.634623
2785466	657692	257806	1116	441	pandémie coronavirus	421.660420	1135.339580	33.813529	-20.606728
421227	819729	157012	975	317	atteindre covid-19	349.894196	942.105804	33.418362	-20.365904
822134	134163	354	563	1	ciho fm	152.740191	411.259809	33.195737	-20.230231

	interactions_media	interactions_nonmedia	obs_media	obs_nonmedia	bigramme	exp_media	exp_nonmedia	res_media	res_nonmedia
1343932	0	4587911	0	13853	détail intérieur	3751.613233	10101.386767	-61.250414	37.327384
2913509	364909	11936253	763	14127	photo from	4032.449365	10857.550635	-51.486119	31.376802
3858944	177218	10404308	280	10142	timeline photo	2822.443739	7599.556261	-47.856254	29.164681
2142652	5214	4617898	6	3868	jésus christ	1049.140956	2824.859044	-32.205206	19.626579
1100759	444	1974086	3	2597	côte ivoire	704.121447	1895.878553	-26.422230	16.102303
2703453	9539	1625068	32	2363	of the	648.604179	1746.395821	-24.211215	14.754861
1526184	24849	1621419	37	2388	facile faire	656.728657	1768.271343	-24.182912	14.737612
807916	0	1480876	0	2138	chris yapi	579.004482	1558.995518	-24.062512	14.664238
2635890	0	4710817	0	2077	nom jésus	562.484710	1514.515290	-23.716760	14.453529
240888	0	1220536	0	1892	alassane ouattara	512.383761	1379.616239	-22.635895	13.794825
4171082	0	1453954	0	1487	wwwuniversty energy	402.703305	1084.296695	-20.067469	12.229568
1396458	0	1397459	0	1435	energy energy	388.620876	1046.379124	-19.713469	12.013833
3037192	164550	2941413	217	2586	prendre soin	759.097083	2043.902917	-19.675619	11.990766
580340	15885	1581591	30	1602	bon journée	441.971616	1190.028384	-19.596121	11.942318
3561159	0	1560583	0	1407	seigneur jésus	381.038029	1025.961971	-19.520195	11.896048
3037352	158789	2283372	131	2001	prendre temps	577.379587	1554.620413	-18.576916	11.321192
1954954	86405	1265203	14	1330	in the	363.976625	980.023375	-18.344348	11.179460
3565804	20852	1034169	52	1460	semaine julie	409.473703	1102.526297	-17.665710	10.765882
707391	49174	1395237	103	1711	carte cadeau	491.260117	1322.739883	-17.517294	10.675434
1126503	0	704959	0	1050	del' amour	284.356738	765.643262	-16.862880	10.276620
2985889	41476	1255275	66	1401	pomme terre	397.286986	1069.713014	-16.620811	10.129097
3868388	5467	1215502	7	1053	to the	287.064898	772.935102	-16.529839	10.073657
2900484	7797	950897	17	1112	petit petit	305.751198	823.248802	-16.513522	10.063713
1828642	0	654655	0	961	hamed bakayoko	260.254119	700.745881	-16.132393	9.831445
579178	135317	2903777	245	2148	bon chance	648.062547	1744.937453	-15.833028	9.649005
651523	0	613702	0	925	c soupe	250.504746	674.495254	-15.827342	9.645539
2306290	7936	728716	16	1021	made in	280.836131	756.163869	-15.803408	9.630953
3742352	0	655207	0	907	super facile	245.630059	661.369941	-15.672589	9.551230
2899387	243	793826	1	906	petit gamin	245.630059	661.369941	-15.608784	9.512345
3198019	0	310778	0	893	question impossible	241.838635	651.161365	-15.551162	9.477229
1802697	0	540899	0	892	guillaume soro	241.567820	650.432180	-15.542452	9.471921
1636528	3929	2162300	7	908	for the	247.796586	667.203414	-15.296873	9.322260
2917034	25334	865560	47	1128	photos from	318.208731	856.791269	-15.203642	9.265442
605685	8978	687527	22	984	boutique ligne	272.440837	733.559163	-15.172916	9.246717
807779	0	520914	0	812	chri yapi	219.902544	592.097456	-14.829111	9.037195
1201402	30045	812133	36	1015	disponible ici	284.627554	766.372446	-14.737058	8.981096
2418232	6639	634128	26	956	meilleur recette	265.941254	716.058746	-14.713367	8.966658
651539	0	513750	0	795	c thé	215.298673	579.701327	-14.673059	8.942093
1714703	0	748113	0	777	gamin oboxadsq	210.423986	566.576014	-14.505998	8.840283
3169632	0	748113	0	777	pushcmd addbanner	210.423986	566.576014	-14.505998	8.840283

	interactions_media	interactions_nonmedia	obs_media	obs_nonmedia	bigramme	exp_media	exp_nonmedia	res_media	res_nonmedia	exp_inter_media	exp_inter_nonmedia
0	0	838	0	1	#6 canada	0.270816	0.729184	-0.5204	0.317143	185.824189	652.175811
1	325	0	1	0	#achatlocal bâton	0.270816	0.729184	1.4012	-0.853923	72.067854	252.932146
2	0	1217	0	1	#achatlocal timeline	0.270816	0.729184	-0.5204	0.317143	269.866394	947.133606
3	0	120	0	1	#arteta propos	0.270816	0.729184	-0.5204	0.317143	26.609669	93.390331
4	0	145	0	1	#assnat covid19qc	0.270816	0.729184	-0.5204	0.317143	32.153350	112.846650
...	...	...	...	...	...	...	...	...	...	...	...
4309097	0	425	0	1	ｃｏｎｃｏｕｒｓ soirée	0.270816	0.729184	-0.5204	0.317143	94.242578	330.757422
4309098	0	2311	0	1	ｅｔ〰	0.270816	0.729184	-0.5204	0.317143	512.457876	1798.542124
4309099	0	151	0	1	ｌｅｓｔｒｉｐｓ	0.270816	0.729184	-0.5204	0.317143	33.483834	117.516166
4309100	0	181	0	1	ｎｏｕｖｅｌｌｅｃｏｌｌｅｃｔｉｏｎ	0.270816	0.729184	-0.5204	0.317143	40.136251	140.863749
4309101	0	151	0	1	ｔｒｉｐｓｂｏｏｓｔｅｓ	0.270816	0.729184	-0.5204	0.317143	33.483834	117.516166

	interactions_media	interactions_nonmedia	obs_media	obs_nonmedia	bigramme	exp_media	exp_nonmedia	res_media	res_nonmedia	exp_inter_media	exp_inter_nonmedia	res_inter_media	res_inter_nonmedia
0	0	838	0	1	#6 canada	0.270816	0.729184	-0.5204	0.317143	185.824189	652.175811	-13.631735	7.276456
1	325	0	1	0	#achatlocal bâton	0.270816	0.729184	1.4012	-0.853923	72.067854	252.932146	29.794303	-15.903841
2	0	1217	0	1	#achatlocal timeline	0.270816	0.729184	-0.5204	0.317143	269.866394	947.133606	-16.427611	8.768861
3	0	120	0	1	#arteta propos	0.270816	0.729184	-0.5204	0.317143	26.609669	93.390331	-5.158456	2.753522
4	0	145	0	1	#assnat covid19qc	0.270816	0.729184	-0.5204	0.317143	32.153350	112.846650	-5.670392	3.026787
...	...	...	...	...	...	...	...	...	...	...	...	...	...
4309097	0	425	0	1	ｃｏｎｃｏｕｒｓ soirée	0.270816	0.729184	-0.5204	0.317143	94.242578	330.757422	-9.707862	5.181940
4309098	0	2311	0	1	ｅｔ〰	0.270816	0.729184	-0.5204	0.317143	512.457876	1798.542124	-22.637532	12.083642
4309099	0	151	0	1	ｌｅｓｔｒｉｐｓ	0.270816	0.729184	-0.5204	0.317143	33.483834	117.516166	-5.786522	3.088776
4309100	0	181	0	1	ｎｏｕｖｅｌｌｅｃｏｌｌｅｃｔｉｏｎ	0.270816	0.729184	-0.5204	0.317143	40.136251	140.863749	-6.335318	3.381716
4309101	0	151	0	1	ｔｒｉｐｓｂｏｏｓｔｅｓ	0.270816	0.729184	-0.5204	0.317143	33.483834	117.516166	-5.786522	3.088776

	trigramme	interactions
0	recueillir endroit frère	249663
1	endroit frère tuer	249663
2	frère tuer terrence	249663
3	tuer terrence floyd	249663
4	terrence floyd lancer	249663
...	...	...
3617284	polpa mutti snapie	363
3617285	mutti snapie risotto	363
3617286	snapie risotto tomate	363
3617287	maskinongé demeure zone	145
3617288	demeure zone orange	145

	trigramme	interactions
0	guinéen incroyable talent	197962
1	incroyable talent guinéen	197962
2	talent guinéen incroyable	197962
3	guinéen incroyable talent	197962
4	ami animal rappeler	189308
...	...	...
9799338	cię ale przede	149
9799339	ale przede wszystkim	149
9799340	przede wszystkim by	149
9799341	wszystkim by cię	149
9799342	by cię kochać	149

	len	sum
	interactions	interactions
trigramme
#achatlocal bâton roue	1	325
#cavabienaller joignez vous	1	334
#revuedepress presse canadien	1	184
' ' nouveau	1	206
' avantage gaspésien	1	147
...	...	...
瑞金日 fedex g	1	236
蜜ய this table	1	254
黑瑞金包装 gpackaging ரය	1	390
프블 radio gaspesie	1	666
화대 cinéma film	1	279

	interactions_media	interactions_nonmedia	obs_media	obs_nonmedia	trigramme
0	0	838	0	1	#6 canada prouver
1	325	0	1	0	#achatlocal bâton roue
2	0	1217	0	1	#achatlocal timeline photo
3	0	120	0	1	#arteta propos sortie
4	0	145	0	1	#assnat covid19qc aîné
...	...	...	...	...	...
7811358	0	425	0	1	ｃｏｎｃｏｕｒｓ soirée anniversaire
7811359	0	2311	0	1	ｅｔ〰５００
7811360	0	151	0	1	ｌｅｓｔｒｉｐｓｂｏｏｓｔｅｓ
7811361	0	181	0	1	ｎｏｕｖｅｌｌｅｃｏｌｌｅｃｔｉｏｎ découvrir
7811362	0	151	0	1	ｔｒｉｐｓｂｏｏｓｔｅｓ dernière

	interactions_media	interactions_nonmedia	obs_media	obs_nonmedia	trigramme	exp_media	exp_nonmedia
0	0	838	0	1	#6 canada prouver	0.269612	0.730388
1	325	0	1	0	#achatlocal bâton roue	0.269612	0.730388
2	0	1217	0	1	#achatlocal timeline photo	0.269612	0.730388
3	0	120	0	1	#arteta propos sortie	0.269612	0.730388
4	0	145	0	1	#assnat covid19qc aîné	0.269612	0.730388
...	...	...	...	...	...	...	...
7811358	0	425	0	1	ｃｏｎｃｏｕｒｓ soirée anniversaire	0.269612	0.730388
7811359	0	2311	0	1	ｅｔ〰５００	0.269612	0.730388
7811360	0	151	0	1	ｌｅｓｔｒｉｐｓｂｏｏｓｔｅｓ	0.269612	0.730388
7811361	0	181	0	1	ｎｏｕｖｅｌｌｅｃｏｌｌｅｃｔｉｏｎ découvrir	0.269612	0.730388
7811362	0	151	0	1	ｔｒｉｐｓｂｏｏｓｔｅｓ dernière	0.269612	0.730388

	interactions_media	interactions_nonmedia	obs_media	obs_nonmedia	trigramme	exp_media	exp_nonmedia	res_media	res_nonmedia
4747575	762701	142711	1711	354	nouveau cas covid-19	556.749398	1508.250602	48.918173	-29.720996
4768506	260160	6314	936	23	nouvelle union avenir	258.558195	700.441805	42.130134	-25.596817
7184563	260160	6314	936	23	union avenir érable	258.558195	700.441805	42.130134	-25.596817
4422778	1074338	404734	1543	544	ministre françois legault	562.680868	1524.319132	41.327240	-25.109006
6306395	616246	292096	1458	579	saguenay lac saint	549.200253	1487.799747	38.779556	-23.561121
3878545	612612	313349	1464	607	lac saint jean	558.367071	1512.632929	38.325895	-23.285493
520249	532595	33884	789	79	américain donald trump	234.023476	633.976524	36.278131	-22.041342
5683214	505967	31699	734	77	président américain donald	218.655575	592.344425	34.851165	-21.174367
1468932	133604	354	560	1	ciho fm 963	151.252500	409.747500	33.235623	-20.192819
4748513	133604	354	560	1	nouveau ciho fm	151.252500	409.747500	33.235623	-20.192819
1265346	336551	46578	657	116	cas confirmer covid-19	208.410307	564.589693	31.073466	-18.879167
1450323	364716	5278	446	5	chronique richard martineau	121.595147	329.404853	29.419089	-17.874024
6229998	139480	1618	444	4	région sorel tracy	120.786310	327.213690	29.409043	-17.867921
3300789	133008	1309	431	3	hebdomadaire région sorel	117.011738	316.988262	29.026769	-17.635664
7159072	138693	0	398	0	téléjournal 18 édition	107.305695	290.694305	28.062421	-17.049760
5684355	289570	16027	435	42	président donald trump	128.605067	348.394933	27.017959	-16.415181
2034682	269925	15519	421	34	dernier 24 heure	122.673596	332.326404	26.934948	-16.364746
4664088	665165	300397	804	397	national santé public	323.804371	877.195629	26.685592	-16.213246
144312	162241	90934	448	69	24 dernier heure	139.389559	377.610441	26.139393	-15.881394
2143409	596692	194146	611	217	directeur national santé	223.238984	604.761016	25.952496	-15.767842
2306169	296252	28397	419	55	déclarer positif covid-19	127.796230	346.203770	25.759532	-15.650604
4423520	522251	276344	678	307	ministre justin trudeau	265.568115	719.431885	25.308375	-15.376496
5814523	640012	262507	597	228	québec françois legault	222.430147	602.569853	25.115163	-15.259107
4747558	179053	14861	392	54	nouveau cas confirmer	120.247085	325.752915	24.782033	-15.056709
4424969	463512	207419	501	146	ministre québec françois	174.439158	472.560842	24.725331	-15.022259
4747602	200471	10134	370	44	nouveau cas décès	111.619492	302.380508	24.456242	-14.858770
2364701	229711	7919	324	19	démocrate joe biden	92.477019	250.522981	24.075604	-14.627507
3300611	79647	354	280	2	hebdo st maurice	76.030668	205.969332	23.392168	-14.212275
5502805	505800	339271	547	231	prestation canadien urgence	209.758369	568.241631	23.285284	-14.147336
4983282	353843	15397	307	21	pandémie covid-19 québec	88.432834	239.567166	23.242249	-14.121189
2241329	713152	354377	698	436	dr horacio arruda	305.740347	828.259653	22.433512	-13.629828
7244178	80219	943	264	6	vaudreuil soulanges néomedia	72.795321	197.204679	22.410254	-13.615698
2145629	207643	136485	478	185	direction santé public	178.752954	484.247046	22.382225	-13.598668
6838704	163583	27636	310	37	sûreté québec sq	93.555468	253.444532	22.377524	-13.595812
1266468	118779	10920	281	26	cas covid-19 confirmer	82.770976	224.229024	21.788544	-13.237968
5346178	297029	16771	246	8	point pandémie covid-19	68.481524	185.518476	21.451460	-13.033168
317171	146892	0	227	0	actualité jour devoir	61.201992	165.798008	21.193200	-12.876258
3763865	146892	0	227	0	jour devoir opinion	61.201992	165.798008	21.193200	-12.876258
7159079	149236	0	222	0	téléjournal 22 édition	59.853930	162.146070	20.958495	-12.733659
6370412	331046	109797	401	146	santé public canada	147.477928	399.522072	20.876239	-12.683683
6109454	147614	0	219	0	revoir téléjournal 22	59.045094	159.954906	20.816402	-12.647328
1310235	118304	40040	368	119	centre service scolaire	131.301190	355.698810	20.656738	-12.550322
3616516	85236	13106	271	39	intégrer santé service	83.579813	226.420187	20.500557	-12.455432
3980204	538049	170950	418	175	lieu public fermer	159.880093	433.119907	20.413821	-12.402734
1832641	150641	8649	228	11	cours dernier 24	64.437339	174.562661	20.375833	-12.379654
4714624	182190	56690	305	69	nombre cas covid-19	100.835000	273.165000	20.331791	-12.352895
4716677	165643	109500	368	128	nombre nouveau cas	133.727700	362.272300	20.258638	-12.308450
2326323	161713	29619	279	52	décès lier covid-19	89.241671	241.758329	20.087089	-12.204223
1486374	95403	11206	247	28	ciuss estrie chus	74.143382	200.856618	20.074735	-12.196717
6372875	332248	422052	832	749	santé service social	426.257045	1154.742955	19.652382	-11.940110

	interactions_media	interactions_nonmedia	obs_media	obs_nonmedia	trigramme	exp_media	exp_nonmedia	res_media	res_nonmedia
7568817	0	1397459	0	1435	wwwuniversty energy energy	386.893649	1048.106351	-19.669612	11.950578
4711113	0	1798241	0	989	nom jésus christ	266.646564	722.353436	-16.329316	9.921130
5216398	243	792944	1	902	petit petit gamin	243.459906	659.540094	-15.539112	9.441029
6443467	0	746776	0	784	seigneur jésus christ	211.376043	572.623957	-14.538777	8.833260
5211473	0	748113	0	777	petit gamin oboxadsq	209.488756	567.511244	-14.473726	8.793737
4722339	0	887305	0	700	noovo télé web	188.728609	511.271391	-13.737853	8.346646
1557869	0	2254948	0	688	com timeline photo	185.493262	502.506738	-13.619591	8.274794
5725966	0	456224	0	667	publié chris yapi	179.831404	487.168596	-13.410123	8.147529
3072989	15161	466521	25	811	gagner carte cadeau	225.395882	610.604118	-13.347988	8.109777
204288	0	278222	0	657	53 14 43	177.135281	479.864719	-13.309218	8.086222
48770	0	278222	0	657	14 43 34	177.135281	479.864719	-13.309218	8.086222
1210360	0	261497	0	625	canada' import' post	168.507687	456.492313	-12.981051	7.886839
3023451	0	261497	0	625	from canada' import'	168.507687	456.492313	-12.981051	7.886839
7157583	0	796804	0	624	télé web rattrapage	168.238075	455.761925	-12.970662	7.880527
5243101	0	261029	0	623	photo from canada'	167.968462	455.031538	-12.960265	7.874210
2121759	0	917439	0	593	dimanche jeudi 18h30	159.880093	433.119907	-12.644370	7.682283
3712787	0	911412	0	584	jeudi 18h30 noovo	157.453583	426.546417	-12.548051	7.623763
132298	0	240149	0	573	21 26 91	154.487847	418.512153	-12.429314	7.551623
4828985	0	865352	0	573	od dimanche jeudi	154.487847	418.512153	-12.429314	7.551623
153439	0	240262	0	572	26 91 26	154.218235	417.781765	-12.418463	7.545030
2175149	0	594592	0	572	district 31' post	154.218235	417.781765	-12.418463	7.545030
3023612	0	594592	0	572	from district 31'	154.218235	417.781765	-12.418463	7.545030
5243147	0	593254	0	570	photo from district	153.679010	416.320990	-12.396734	7.531828
153412	0	240616	0	567	26 53 14	152.870174	414.129826	-12.364068	7.511981
234508	0	240616	0	567	91 26 53	152.870174	414.129826	-12.364068	7.511981
2228717	0	234344	0	562	douane 21 26	151.522112	410.477888	-12.309432	7.478786
4410959	0	236700	0	561	million douane 21	151.252500	409.747500	-12.298476	7.472130
4106587	0	476356	0	560	made in alsace	150.982888	409.017112	-12.287509	7.465467
5243418	0	354865	0	557	photo from spotted	150.174051	406.825949	-12.254552	7.445443
7192477	0	436043	0	538	université médecine énergétique	145.051417	392.948583	-12.043729	7.317355
6768122	0	285066	0	522	super facile faire	140.737620	381.262380	-11.863289	7.207725
77268	0	820453	0	521	18h30 noovo télé	140.468008	380.531992	-11.851920	7.200818
4936570	449	238703	2	495	oui avoir lire	133.997313	363.002687	-11.402945	6.928037
176214	0	199772	0	482	34 photo from	129.953128	352.046872	-11.399699	6.926064
189712	0	199772	0	482	43 34 photo	129.953128	352.046872	-11.399699	6.926064
6456106	444	303716	2	478	semaine julie lundi	129.413904	350.586096	-11.200215	6.804864
4078225	0	289803	0	460	lundi jeudi 21h	124.021658	335.978342	-11.136501	6.766154
1443817	0	318506	0	457	chri yapi mentir	123.212821	333.787179	-11.100127	6.744055
4015354	0	278161	0	450	livraison gratuit canada	121.325535	328.674465	-11.014787	6.692205
3813769	0	285512	0	449	julie lundi jeudi	121.055922	327.944078	-11.002542	6.684765
3712927	0	279621	0	444	jeudi 21h noovo	119.707861	324.292139	-10.941109	6.647441
3116271	13556	226235	15	531	geneviève o' gleman	147.208315	398.791685	-10.896640	6.620423
6138160	0	266607	0	436	robert savoie présent	117.550962	318.449038	-10.842092	6.587281
6392506	0	266607	0	436	savoie présent engager	117.550962	318.449038	-10.842092	6.587281
1857462	0	113737	0	429	covid-19 détail intérieur	115.663676	313.336324	-10.754705	6.534188
6288566	1471	1204625	3	438	révérend paul mukendi	118.899024	322.100976	-10.628957	6.457788
6410107	0	175214	0	418	savourer geneviève o'	112.697941	305.302059	-10.615929	6.449872
4713144	0	185064	0	418	nom seigneur jésus	112.697941	305.302059	-10.615929	6.449872
5240264	0	104639	0	412	photo ariel tarr	111.080267	300.919733	-10.539462	6.403414
1578337	0	209142	0	410	commentaire inutile envoyer	110.541043	299.458957	-10.513850	6.387853

	interactions_media	interactions_nonmedia	obs_media	obs_nonmedia	trigramme	exp_media	exp_nonmedia	res_media	res_nonmedia	exp_inter_media	exp_inter_nonmedia	res_inter_media	res_inter_nonmedia
2913620	1006708	0	8	0	floyd lancer appel	2.156898	5.843102	3.978585	-2.417251	221540.909186	7.851671e+05	1668.150084	-886.096547
3898354	1008259	2299	32	4	lancer appel calme	9.706043	26.293957	7.155930	-4.347696	222388.158339	7.881698e+05	1666.461736	-885.199722
4422778	1074338	404734	1543	544	ministre françois legault	562.680868	1524.319132	41.327240	-25.109006	325491.558259	1.153580e+06	1312.571305	-697.218382
4747575	762701	142711	1711	354	nouveau cas covid-19	556.749398	1508.250602	48.918173	-29.720996	199249.233808	7.061628e+05	1262.287887	-670.508576
1184474	499326	0	2	0	calme vote frère	0.539225	1.460775	1.989292	-1.208625	109884.033921	3.894420e+05	1174.831147	-624.052855
5952994	499326	0	2	0	recueillir endroit frère	0.539225	1.460775	1.989292	-1.208625	109884.033921	3.894420e+05	1174.831147	-624.052855
7142717	499326	0	2	0	tuer terrence floyd	0.539225	1.460775	1.989292	-1.208625	109884.033921	3.894420e+05	1174.831147	-624.052855
6929371	499326	0	2	0	terrence floyd lancer	0.539225	1.460775	1.989292	-1.208625	109884.033921	3.894420e+05	1174.831147	-624.052855
641178	499326	0	2	0	appel calme vote	0.539225	1.460775	1.989292	-1.208625	109884.033921	3.894420e+05	1174.831147	-624.052855
7450723	499326	0	2	0	vote frère george	0.539225	1.460775	1.989292	-1.208625	109884.033921	3.894420e+05	1174.831147	-624.052855
2486117	499326	0	2	0	endroit frère tuer	0.539225	1.460775	1.989292	-1.208625	109884.033921	3.894420e+05	1174.831147	-624.052855
3035332	499326	0	2	0	frère tuer terrence	0.539225	1.460775	1.989292	-1.208625	109884.033921	3.894420e+05	1174.831147	-624.052855
520249	532595	33884	789	79	américain donald trump	234.023476	633.976524	36.278131	-22.041342	124662.039732	4.418170e+05	1155.371586	-613.716225
3121539	507382	17174	6	2	george floyd lancer	2.156898	5.843102	2.616779	-1.589865	115436.266682	4.091197e+05	1153.598824	-612.774561
5683214	505967	31699	734	77	président américain donald	218.655575	592.344425	34.851165	-21.174367	118321.315097	4.193447e+05	1126.946917	-598.617464
3033790	516124	39579	18	5	frère george floyd	6.201083	16.798917	4.738145	-2.878734	122290.622363	4.334124e+05	1126.201088	-598.221290
2143409	596692	194146	611	217	directeur national santé	223.238984	604.761016	25.952496	-15.767842	174035.539142	6.168025e+05	1013.137850	-538.163778
1450323	364716	5278	446	5	chronique richard martineau	121.595147	329.404853	29.419089	-17.874024	81422.624190	2.885714e+05	992.804809	-527.363168
5814523	640012	262507	597	228	québec françois legault	222.430147	602.569853	25.115163	-15.259107	198612.586587	7.039064e+05	990.440448	-526.107255
4421086	447543	70379	204	103	ministre canada justin	82.770976	224.229024	13.325011	-8.095817	113976.357362	4.039456e+05	988.041593	-524.833019
2241329	713152	354377	698	436	dr horacio arruda	305.740347	828.259653	22.433512	-13.629828	234925.465222	8.326035e+05	986.662499	-524.100464
5387571	776737	436686	719	609	port masque obligatoire	358.045133	969.954867	19.075855	-11.589832	267031.586763	9.463914e+05	986.365623	-523.942768
4664088	665165	300397	804	397	national santé public	323.804371	877.195629	26.685592	-16.213246	212486.126420	7.530759e+05	982.030411	-521.639968
3915591	644110	283356	435	313	laurent duvernay tardif	201.670000	546.330000	16.430468	-9.982586	204102.541034	7.233635e+05	973.948141	-517.346786
3980204	538049	170950	418	175	lieu public fermer	159.880093	433.119907	20.413821	-12.402734	156025.662925	5.529733e+05	967.145634	-513.733396
1203870	459322	95601	221	138	canada justin trudeau	96.790815	262.209185	12.625153	-7.670608	122118.971885	4.328040e+05	964.939081	-512.561308
4983282	353843	15397	307	21	pandémie covid-19 québec	88.432834	239.567166	23.242249	-14.121189	81256.695395	2.879833e+05	956.256618	-507.949312
6306395	616246	292096	1458	579	saguenay lac saint	549.200253	1487.799747	38.779556	-23.561121	199894.023423	7.084480e+05	931.238078	-494.659835
3878545	612612	313349	1464	607	lac saint jean	558.367071	1512.632929	38.325895	-23.285493	203771.343638	7.221897e+05	905.696151	-481.092343
4558536	454712	141134	381	214	mort george floyd	160.419318	434.580682	17.415628	-10.581135	131124.680220	4.647213e+05	893.612580	-474.673729
5499294	327837	31901	92	64	presse ministre canada	42.059519	113.940481	7.700529	-4.678576	79165.640473	2.805724e+05	883.806933	-469.465115
1265346	336551	46578	657	116	cas confirmer covid-19	208.410307	564.589693	31.073466	-18.879167	84313.174223	2.988158e+05	868.685344	-461.432752
5346178	297029	16771	246	8	point pandémie covid-19	68.481524	185.518476	21.451460	-13.033168	69056.307591	2.447437e+05	867.523308	-460.815496
5684355	289570	16027	435	42	président donald trump	128.605067	348.394933	27.017959	-16.415181	67251.116734	2.383459e+05	857.287719	-455.378503
2306169	296252	28397	419	55	déclarer positif covid-19	127.796230	346.203770	25.759532	-15.650604	71443.789685	2.532052e+05	841.065709	-446.761612
7184563	260160	6314	936	23	union avenir érable	258.558195	700.441805	42.130134	-25.596817	58641.524886	2.078325e+05	832.170355	-442.036532
4768506	260160	6314	936	23	nouvelle union avenir	258.558195	700.441805	42.130134	-25.596817	58641.524886	2.078325e+05	832.170355	-442.036532
4722538	309740	45125	96	32	norah romy carpentier	34.510374	93.489626	10.467115	-6.359459	78093.265116	2.767717e+05	828.932930	-440.316860
4423520	522251	276344	678	307	ministre justin trudeau	265.568115	719.431885	25.308375	-15.376496	175742.581137	6.228524e+05	826.561724	-439.057311
2034682	269925	15519	421	34	dernier 24 heure	122.673596	332.326404	26.934948	-16.364746	62816.152531	2.226278e+05	826.348010	-438.943789
4424969	463512	207419	501	146	ministre québec françois	174.439158	472.560842	24.725331	-15.022259	147648.239352	5.232828e+05	822.026211	-436.648113
5878446	239597	2775	6	11	ramasser canette vide	4.583409	12.416591	0.661683	-0.402016	53337.525123	1.890345e+05	806.495492	-428.398426
2588768	229115	972	103	4	envoyer nous image	28.848516	78.151484	13.805690	-8.387861	50634.030098	1.794530e+05	793.178018	-421.324382
1311275	349674	104971	321	158	centre ville montréal	129.144291	349.855709	16.882514	-10.257234	100051.322386	3.545937e+05	789.173731	-419.197364
3028832	340793	101752	316	115	frontière canado américain	116.202901	314.797099	18.534492	-11.260919	97388.539334	3.451565e+05	779.964088	-414.305339
2364701	229711	7919	324	19	démocrate joe biden	92.477019	250.522981	24.075604	-14.627507	52293.978244	1.853360e+05	775.835135	-412.112100
6370412	331046	109797	401	146	santé public canada	147.477928	399.522072	20.876239	-12.683683	97013.989189	3.438290e+05	751.377321	-399.120473
7689041	255347	42021	70	61	émission spécial coronavirus	35.319211	95.680789	5.835573	-3.545493	65440.204193	2.319278e+05	742.366188	-394.333893
5502805	505800	339271	547	231	prestation canadien urgence	209.758369	568.241631	23.285284	-14.147336	185970.308835	6.591007e+05	741.646536	-393.951624
3009464	295452	81212	295	139	françois legault annoncer	117.011738	316.988262	16.454195	-9.997002	82890.455840	2.937735e+05	738.299259	-392.173600